diff --git a/.gitignore b/.gitignore
index 87cf1bd..32e7206 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,8 @@
 # TEMP
 data/
+data*/
+.joblib_cache/
+.joblib_cache*/
 
 .idea/
 .vscode/
diff --git a/Makefile b/Makefile
index 5f5a278..3c88837 100644
--- a/Makefile
+++ b/Makefile
@@ -19,14 +19,25 @@ run:
 
 ## Run black code formatter
 black:
-	source venv/bin/activate ; black .
+	source venv/bin/activate ; black --line-length 120 .
+
+## Run tests
+test:
+	source venv/bin/activate ; PYTHONPATH='./src' pytest -vv --capture=no tests
+
+## Clear joblib cache
+clear-cache:
+	rm -rf .joblib_cache
+
+## View API rate limits
+api-rates:
+	curl -I https://api.github.com/users/dylanhogg
 
 ## Serve local client
 serve-local-client:
 	open http://localhost:8002/
 	cd client/app; python3 -m http.server 8002
 
-
 ## AWS S3 cp client app to S3
 s3-deploy-app:
 	cd client; make s3-deploy-app; make cf-invalidation
@@ -35,6 +46,10 @@ s3-deploy-app:
 s3-deploy-files:
 	cd server; make s3-deploy-files; make cf-invalidation
 
+## Run jupyter lab
+jupyter:
+	source venv/bin/activate; PYTHONPATH='./src' jupyter lab
+
 .DEFAULT_GOAL := help
 .PHONY: help
 help:
diff --git a/README.md b/README.md
index 9a8481f..f18e864 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 983 curated Python libraries and frameworks ordered by stars.  
+A selection of 1041 curated Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,60 +9,49 @@ Checkout the interactive version that you can filter and sort:
 tensorflow: An Open Source Machine Learning Framework for Everyone  
 [https://tensorflow.org](https://tensorflow.org)  
 [https://github.com/tensorflow/tensorflow](https://github.com/tensorflow/tensorflow)  
-449 stars per week over 381 weeks  
-171,742 stars, 87,866 forks, 7,751 watches  
+449 stars per week over 382 weeks  
+171,770 stars, 87,871 forks, 7,751 watches  
 [ml-dl](categories/ml-dl.md) category, created 2015-11-07, last commit 2023-03-03, main language C++  
 <sub><sup>deep-learning, deep-neural-networks, distributed, machine-learning, ml, neural-network, python, tensorflow</sup></sub>
 
 
-### [Python](https://github.com/thealgorithms/python) by [thealgorithms](https://github.com/thealgorithms)  
-Python: All Algorithms implemented in Python  
-[https://the-algorithms.com/](https://the-algorithms.com/)  
-[https://github.com/thealgorithms/python](https://github.com/thealgorithms/python)  
-446 stars per week over 345 weeks  
-154,473 stars, 39,208 forks, 5,968 watches  
-[study](categories/study.md) category, created 2016-07-16, last commit 2023-03-02, main language Python  
-<sub><sup>algorithm, algorithm-competitions, algorithms-implemented, algos, community-driven, education, hacktoberfest, interview, learn, practice, python, searches, sorting-algorithms, sorts</sup></sub>
-
-
 ### [transformers](https://github.com/huggingface/transformers) by [huggingface](https://github.com/huggingface)  
 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.  
 [https://huggingface.co/transformers](https://huggingface.co/transformers)  
 [https://github.com/huggingface/transformers](https://github.com/huggingface/transformers)  
 367 stars per week over 226 weeks  
-83,282 stars, 18,314 forks, 912 watches  
+83,475 stars, 18,339 forks, 912 watches  
 [nlp](categories/nlp.md) category, created 2018-10-29, last commit 2023-03-03, main language Python  
 <sub><sup>bert, deep-learning, flax, hacktoberfest, jax, language-model, language-models, machine-learning, model-hub, natural-language-processing, nlp, nlp-library, pretrained-models, python, pytorch, pytorch-transformers, seq2seq, speech-recognition, tensorflow, transformer</sup></sub>
 
 
-### [django](https://github.com/django/django)  
-django: The Web framework for perfectionists with deadlines.  
-[https://www.djangoproject.com/](https://www.djangoproject.com/)  
-[https://github.com/django/django](https://github.com/django/django)  
-122 stars per week over 565 weeks  
-69,074 stars, 28,725 forks, 2,265 watches  
-[web](categories/web.md) category, created 2012-04-28, last commit 2023-03-02, main language Python  
-<sub><sup>apps, django, framework, models, orm, python, templates, views, web</sup></sub>
-
-
 ### [pytorch](https://github.com/pytorch/pytorch)  
 pytorch: Tensors and Dynamic neural networks in Python with strong GPU acceleration  
 [https://pytorch.org](https://pytorch.org)  
 [https://github.com/pytorch/pytorch](https://github.com/pytorch/pytorch)  
-185 stars per week over 341 weeks  
-63,307 stars, 17,573 forks, 1,633 watches  
-[ml-dl](categories/ml-dl.md) category, created 2016-08-13, last commit 2023-03-03, main language C++  
+185 stars per week over 342 weeks  
+63,350 stars, 17,591 forks, 1,632 watches  
+[ml-dl](categories/ml-dl.md) category, created 2016-08-13, last commit 2023-03-04, main language C++  
 <sub><sup>autograd, deep-learning, gpu, machine-learning, neural-network, numpy, python, tensor</sup></sub>
 
 
-### [flask](https://github.com/pallets/flask) by [pallets](https://github.com/pallets)  
-flask: The Python micro framework for building web applications.  
-[https://flask.palletsprojects.com](https://flask.palletsprojects.com)  
-[https://github.com/pallets/flask](https://github.com/pallets/flask)  
-92 stars per week over 673 weeks  
-62,068 stars, 15,477 forks, 2,143 watches  
-[web](categories/web.md) category, created 2010-04-06, last commit 2023-03-01, main language Python  
-<sub><sup>flask, jinja, pallets, python, web-framework, werkzeug, wsgi</sup></sub>
+### [cpython](https://github.com/python/cpython) by [python](https://github.com/python)  
+cpython: The Python programming language  
+[https://www.python.org/](https://www.python.org/)  
+[https://github.com/python/cpython](https://github.com/python/cpython)  
+161 stars per week over 316 weeks  
+50,982 stars, 25,966 forks, 1,473 watches  
+[util](categories/util.md) category, created 2017-02-10, last commit 2023-03-04, main language Python  
+
+
+### [InvokeAI](https://github.com/invoke-ai/invokeai) by [invoke-ai](https://github.com/invoke-ai)  
+InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products.  
+[https://invoke-ai.github.io/InvokeAI/](https://invoke-ai.github.io/InvokeAI/)  
+[https://github.com/invoke-ai/invokeai](https://github.com/invoke-ai/invokeai)  
+400 stars per week over 28 weeks  
+11,435 stars, 1,296 forks, 131 watches  
+[diffusion](categories/diffusion.md) category, created 2022-08-17, last commit 2023-03-04, main language Jupyter Notebook  
+<sub><sup>ai-art, artificial-intelligence, generative-art, image-generation, img2img, inpainting, latent-diffusion, linux, macos, outpainting, stable-diffusion, txt2img, windows</sup></sub>
 
 
 ### [core](https://github.com/home-assistant/core) by [home-assistant](https://github.com/home-assistant)  
@@ -70,28 +59,115 @@ core: :house_with_garden: Open source home automation that puts local control an
 [https://www.home-assistant.io](https://www.home-assistant.io)  
 [https://github.com/home-assistant/core](https://github.com/home-assistant/core)  
 118 stars per week over 493 weeks  
-58,569 stars, 22,197 forks, 1,349 watches  
-[util](categories/util.md) category, created 2013-09-17, last commit 2023-03-03, main language Python  
+58,588 stars, 22,223 forks, 1,352 watches  
+[util](categories/util.md) category, created 2013-09-17, last commit 2023-03-04, main language Python  
 <sub><sup>asyncio, hacktoberfest, home-automation, internet-of-things, iot, mqtt, python, raspberry-pi</sup></sub>
 
 
+### [ruff](https://github.com/charliermarsh/ruff) by [charliermarsh](https://github.com/charliermarsh)  
+ruff: An extremely fast Python linter, written in Rust.  
+[https://beta.ruff.rs](https://beta.ruff.rs)  
+[https://github.com/charliermarsh/ruff](https://github.com/charliermarsh/ruff)  
+319 stars per week over 29 weeks  
+9,508 stars, 302 forks, 48 watches  
+[util](categories/util.md) category, created 2022-08-09, last commit 2023-03-04, main language Rust  
+<sub><sup>linter, pep8, python, python3, ruff, rust, rustpython, static-analysis, static-code-analysis, style-guide, styleguide</sup></sub>
+
+
+### [ChatGPT](https://github.com/acheong08/chatgpt) by [acheong08](https://github.com/acheong08)  
+ChatGPT: Reverse engineered ChatGPT API  
+[https://github.com/acheong08/chatgpt](https://github.com/acheong08/chatgpt)  
+1507 stars per week over 13 weeks  
+19,819 stars, 3,052 forks, 210 watches  
+[nlp](categories/nlp.md) category, created 2022-12-03, last commit 2023-03-04, main language Python  
+<sub><sup>chatgpt, cli, gptchat, library, pypi-package, revchatgpt</sup></sub>
+
+
+### [Open-Assistant](https://github.com/laion-ai/open-assistant) by [laion-ai](https://github.com/laion-ai)  
+Open-Assistant: OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.  
+[https://open-assistant.io](https://open-assistant.io)  
+[https://github.com/laion-ai/open-assistant](https://github.com/laion-ai/open-assistant)  
+1514 stars per week over 11 weeks  
+17,736 stars, 1,338 forks, 270 watches  
+[nlp](categories/nlp.md) category, created 2022-12-13, last commit 2023-03-04, main language Python  
+<sub><sup>ai, assistant, chatgpt, discord-bot, language-model, machine-learning, nextjs, python, rlhf</sup></sub>
+
+
+### [diffusers](https://github.com/huggingface/diffusers) by [huggingface](https://github.com/huggingface)  
+🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch  
+[https://huggingface.co/docs/diffusers](https://huggingface.co/docs/diffusers)  
+[https://github.com/huggingface/diffusers](https://github.com/huggingface/diffusers)  
+281 stars per week over 39 weeks  
+11,238 stars, 2,215 forks, 119 watches  
+[diffusion](categories/diffusion.md) category, created 2022-05-30, last commit 2023-03-03, main language Python  
+<sub><sup>deep-learning, diffusion, hacktoberfest, image-generation, image2image, pytorch, score-based-generative-modeling, stable-diffusion, text2image</sup></sub>
+
+
+### [Python](https://github.com/thealgorithms/python) by [thealgorithms](https://github.com/thealgorithms)  
+Python: All Algorithms implemented in Python  
+[https://the-algorithms.com/](https://the-algorithms.com/)  
+[https://github.com/thealgorithms/python](https://github.com/thealgorithms/python)  
+446 stars per week over 346 weeks  
+154,597 stars, 39,224 forks, 5,966 watches  
+[study](categories/study.md) category, created 2016-07-16, last commit 2023-03-02, main language Python  
+<sub><sup>algorithm, algorithm-competitions, algorithms-implemented, algos, community-driven, education, hacktoberfest, interview, learn, practice, python, searches, sorting-algorithms, sorts</sup></sub>
+
+
+### [rich](https://github.com/willmcgugan/rich) by [willmcgugan](https://github.com/willmcgugan)  
+Rich is a Python library for rich text and beautiful formatting in the terminal.  
+[https://rich.readthedocs.io/en/latest/](https://rich.readthedocs.io/en/latest/)  
+[https://github.com/willmcgugan/rich](https://github.com/willmcgugan/rich)  
+244 stars per week over 173 weeks  
+42,276 stars, 1,505 forks, 544 watches  
+[term](categories/term.md) category, created 2019-11-10, last commit 2023-03-04, main language Python  
+<sub><sup>ansi-colors, emoji, markdown, progress-bar, progress-bar-python, python, python-library, python3, rich, syntax-highlighting, tables, terminal, terminal-color, traceback, tracebacks-rich, tui</sup></sub>
+
+
+### [django](https://github.com/django/django)  
+django: The Web framework for perfectionists with deadlines.  
+[https://www.djangoproject.com/](https://www.djangoproject.com/)  
+[https://github.com/django/django](https://github.com/django/django)  
+122 stars per week over 566 weeks  
+69,086 stars, 28,735 forks, 2,266 watches  
+[web](categories/web.md) category, created 2012-04-28, last commit 2023-03-04, main language Python  
+<sub><sup>apps, django, framework, models, orm, python, templates, views, web</sup></sub>
+
+
+### [airflow](https://github.com/apache/airflow) by [apache](https://github.com/apache)  
+airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows  
+[https://airflow.apache.org/](https://airflow.apache.org/)  
+[https://github.com/apache/airflow](https://github.com/apache/airflow)  
+71 stars per week over 411 weeks  
+29,349 stars, 12,007 forks, 758 watches  
+[ml-ops](categories/ml-ops.md) category, created 2015-04-13, last commit 2023-03-03, main language Python  
+<sub><sup>airflow, apache, apache-airflow, hacktoberfest, python, scheduler, workflow</sup></sub>
+
+
 ### [keras](https://github.com/keras-team/keras) by [keras-team](https://github.com/keras-team)  
 keras: Deep Learning for humans  
 [http://keras.io/](http://keras.io/)  
 [https://github.com/keras-team/keras](https://github.com/keras-team/keras)  
-138 stars per week over 413 weeks  
-57,454 stars, 19,304 forks, 1,923 watches  
+138 stars per week over 414 weeks  
+57,473 stars, 19,305 forks, 1,923 watches  
 [ml-dl](categories/ml-dl.md) category, created 2015-03-28, last commit 2023-03-02, main language Python  
 <sub><sup>data-science, deep-learning, machine-learning, neural-networks, python, tensorflow</sup></sub>
 
 
+### [langchain](https://github.com/hwchase17/langchain) by [hwchase17](https://github.com/hwchase17)  
+langchain: ⚡ Building applications with LLMs through composability ⚡  
+[https://github.com/hwchase17/langchain](https://github.com/hwchase17/langchain)  
+462 stars per week over 19 weeks  
+9,178 stars, 810 forks, 137 watches  
+[nlp](categories/nlp.md) category, created 2022-10-17, last commit 2023-03-04, main language Python  
+
+
 ### [fastapi](https://github.com/tiangolo/fastapi) by [tiangolo](https://github.com/tiangolo)  
 FastAPI framework, high performance, easy to learn, fast to code, ready for production  
 [https://fastapi.tiangolo.com/](https://fastapi.tiangolo.com/)  
 [https://github.com/tiangolo/fastapi](https://github.com/tiangolo/fastapi)  
-249 stars per week over 220 weeks  
-55,091 stars, 4,568 forks, 616 watches  
-[web](categories/web.md) category, created 2018-12-08, last commit 2023-03-02, main language Python  
+249 stars per week over 221 weeks  
+55,127 stars, 4,572 forks, 616 watches  
+[web](categories/web.md) category, created 2018-12-08, last commit 2023-03-04, main language Python  
 <sub><sup>api, async, asyncio, fastapi, framework, json, json-schema, openapi, openapi3, pydantic, python, python-types, python3, redoc, rest, starlette, swagger, swagger-ui, uvicorn, web</sup></sub>
 
 
@@ -100,104 +176,67 @@ scikit-learn: machine learning in Python
 [https://scikit-learn.org](https://scikit-learn.org)  
 [https://github.com/scikit-learn/scikit-learn](https://github.com/scikit-learn/scikit-learn)  
 81 stars per week over 654 weeks  
-53,170 stars, 23,997 forks, 2,155 watches  
-[ml](categories/ml.md) category, created 2010-08-17, last commit 2023-03-02, main language Python  
+53,184 stars, 24,000 forks, 2,155 watches  
+[ml](categories/ml.md) category, created 2010-08-17, last commit 2023-03-03, main language Python  
 <sub><sup>data-analysis, data-science, machine-learning, python, statistics</sup></sub>
 
 
-### [cpython](https://github.com/python/cpython) by [python](https://github.com/python)  
-cpython: The Python programming language  
-[https://www.python.org/](https://www.python.org/)  
-[https://github.com/python/cpython](https://github.com/python/cpython)  
-161 stars per week over 316 weeks  
-50,959 stars, 25,948 forks, 1,472 watches  
-[util](categories/util.md) category, created 2017-02-10, last commit 2023-03-02, main language Python  
-
-
-### [requests](https://github.com/psf/requests) by [psf](https://github.com/psf)  
-requests: A simple, yet elegant, HTTP library.  
-[https://requests.readthedocs.io/en/latest/](https://requests.readthedocs.io/en/latest/)  
-[https://github.com/psf/requests](https://github.com/psf/requests)  
-78 stars per week over 628 weeks  
-49,131 stars, 8,993 forks, 1,352 watches  
-[web](categories/web.md) category, created 2011-02-13, last commit 2023-02-27, main language Python  
-<sub><sup>client, cookies, forhumans, http, humans, python, python-requests, requests</sup></sub>
-
-
-### [scrapy](https://github.com/scrapy/scrapy)  
-Scrapy, a fast high-level web crawling & scraping framework for Python.  
-[https://scrapy.org](https://scrapy.org)  
-[https://github.com/scrapy/scrapy](https://github.com/scrapy/scrapy)  
-68 stars per week over 679 weeks  
-46,335 stars, 9,883 forks, 1,782 watches  
-[data](categories/data.md) category, created 2010-02-22, last commit 2023-03-02, main language Python  
-<sub><sup>crawler, crawling, framework, hacktoberfest, python, scraping, web-scraping, web-scraping-python</sup></sub>
-
-
-### [stable-diffusion](https://github.com/compvis/stable-diffusion) by [compvis](https://github.com/compvis)  
-stable-diffusion: A latent text-to-image diffusion model  
-[https://ommer-lab.com/research/latent-diffusion-models/](https://ommer-lab.com/research/latent-diffusion-models/)  
-[https://github.com/compvis/stable-diffusion](https://github.com/compvis/stable-diffusion)  
-1505 stars per week over 29 weeks  
-44,083 stars, 6,866 forks, 423 watches  
-[diffusion](categories/diffusion.md) category, created 2022-08-10, last commit 2022-11-16, main language Jupyter Notebook  
+### [textual](https://github.com/willmcgugan/textual) by [willmcgugan](https://github.com/willmcgugan)  
+Textual is a TUI (Text User Interface) framework for Python inspired by modern web development.  
+[https://textual.textualize.io/](https://textual.textualize.io/)  
+[https://github.com/willmcgugan/textual](https://github.com/willmcgugan/textual)  
+180 stars per week over 99 weeks  
+17,946 stars, 525 forks, 157 watches  
+[term](categories/term.md) category, created 2021-04-08, last commit 2023-03-03, main language Python  
+<sub><sup>cli, framework, python, rich, terminal, tui</sup></sub>
 
 
-### [faceswap](https://github.com/deepfakes/faceswap) by [deepfakes](https://github.com/deepfakes)  
-faceswap: Deepfakes Software For All  
-[https://www.faceswap.dev](https://www.faceswap.dev)  
-[https://github.com/deepfakes/faceswap](https://github.com/deepfakes/faceswap)  
-161 stars per week over 271 weeks  
-43,824 stars, 12,148 forks, 1,505 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-12-19, last commit 2023-02-24, main language Python  
-<sub><sup>deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, myfakeapp, neural-nets, neural-networks, openfaceswap</sup></sub>
+### [ColossalAI](https://github.com/hpcaitech/colossalai) by [hpcaitech](https://github.com/hpcaitech)  
+ColossalAI: Making large AI models cheaper, faster and more accessible  
+[https://www.colossalai.org/](https://www.colossalai.org/)  
+[https://github.com/hpcaitech/colossalai](https://github.com/hpcaitech/colossalai)  
+249 stars per week over 70 weeks  
+17,548 stars, 1,853 forks, 206 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-10-28, last commit 2023-03-04, main language Python  
+<sub><sup>ai, big-model, data-parallelism, deep-learning, distributed-computing, foundation-models, heterogeneous-training, hpc, inference, large-scale, model-parallelism, pipeline-parallelism</sup></sub>
 
 
 ### [stable-diffusion-webui](https://github.com/automatic1111/stable-diffusion-webui) by [automatic1111](https://github.com/automatic1111)  
 stable-diffusion-webui: Stable Diffusion web UI  
 [https://github.com/automatic1111/stable-diffusion-webui](https://github.com/automatic1111/stable-diffusion-webui)  
-1547 stars per week over 27 weeks  
-42,659 stars, 7,890 forks, 397 watches  
+1555 stars per week over 27 weeks  
+43,329 stars, 8,008 forks, 402 watches  
 [diffusion](categories/diffusion.md) category, created 2022-08-22, last commit 2023-02-20, main language Python  
 
 
-### [rich](https://github.com/willmcgugan/rich) by [willmcgugan](https://github.com/willmcgugan)  
-Rich is a Python library for rich text and beautiful formatting in the terminal.  
-[https://rich.readthedocs.io/en/latest/](https://rich.readthedocs.io/en/latest/)  
-[https://github.com/willmcgugan/rich](https://github.com/willmcgugan/rich)  
-244 stars per week over 172 weeks  
-42,256 stars, 1,505 forks, 544 watches  
-[term](categories/term.md) category, created 2019-11-10, last commit 2023-02-19, main language Python  
-<sub><sup>ansi-colors, emoji, markdown, progress-bar, progress-bar-python, python, python-library, python3, rich, syntax-highlighting, tables, terminal, terminal-color, traceback, tracebacks-rich, tui</sup></sub>
-
-
-### [sherlock](https://github.com/sherlock-project/sherlock) by [sherlock-project](https://github.com/sherlock-project)  
-sherlock: 🔎 Hunt down social media accounts by username across social networks  
-[http://sherlock-project.github.io](http://sherlock-project.github.io)  
-[https://github.com/sherlock-project/sherlock](https://github.com/sherlock-project/sherlock)  
-180 stars per week over 218 weeks  
-39,398 stars, 4,675 forks, 982 watches  
-[web](categories/web.md) category, created 2018-12-24, last commit 2023-02-27, main language Python  
-<sub><sup>cli, hacktoberfest, hacktoberfest2022, information-gathering, linux, macos, osint, python, python3, reconnaissance, redteam, sherlock, tools, windows</sup></sub>
+### [lightning](https://github.com/pytorchlightning/pytorch-lightning) by [pytorchlightning](https://github.com/pytorchlightning)  
+lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.  
+[https://lightning.ai](https://lightning.ai)  
+[https://github.com/pytorchlightning/pytorch-lightning](https://github.com/pytorchlightning/pytorch-lightning)  
+106 stars per week over 205 weeks  
+21,777 stars, 2,761 forks, 229 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-03-31, last commit 2023-03-03, main language Python  
+<sub><sup>ai, artificial-intelligence, data-science, deep-learning, machine-learning, python, pytorch</sup></sub>
 
 
-### [PythonDataScienceHandbook](https://github.com/jakevdp/pythondatasciencehandbook) by [jakevdp](https://github.com/jakevdp)  
-PythonDataScienceHandbook: Python Data Science Handbook: full text in Jupyter Notebooks  
-[http://jakevdp.github.io/PythonDataScienceHandbook](http://jakevdp.github.io/PythonDataScienceHandbook)  
-[https://github.com/jakevdp/pythondatasciencehandbook](https://github.com/jakevdp/pythondatasciencehandbook)  
-109 stars per week over 342 weeks  
-37,646 stars, 16,600 forks, 1,774 watches  
-[study](categories/study.md) category, created 2016-08-10, last commit 2018-11-30, main language Jupyter Notebook  
-<sub><sup>jupyter-notebook, matplotlib, numpy, pandas, python, scikit-learn</sup></sub>
+### [ray](https://github.com/ray-project/ray) by [ray-project](https://github.com/ray-project)  
+Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.  
+[https://ray.io](https://ray.io)  
+[https://github.com/ray-project/ray](https://github.com/ray-project/ray)  
+73 stars per week over 331 weeks  
+24,399 stars, 4,238 forks, 441 watches  
+[ml-ops](categories/ml-ops.md) category, created 2016-10-25, last commit 2023-03-04, main language Python  
+<sub><sup>automl, data-science, deep-learning, deployment, distributed, hyperparameter-optimization, hyperparameter-search, java, machine-learning, model-selection, optimization, parallel, python, pytorch, ray, reinforcement-learning, rllib, serving, tensorflow</sup></sub>
 
 
-### [DeepFaceLab](https://github.com/iperov/deepfacelab) by [iperov](https://github.com/iperov)  
-DeepFaceLab is the leading software for creating deepfakes.  
-[https://github.com/iperov/deepfacelab](https://github.com/iperov/deepfacelab)  
-152 stars per week over 247 weeks  
-37,640 stars, 8,431 forks, 1,056 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-06-04, last commit 2022-12-31, main language Python  
-<sub><sup>arxiv, creating-deepfakes, deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfacelab, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, neural-nets, neural-networks</sup></sub>
+### [OpenBBTerminal](https://github.com/openbb-finance/openbbterminal) by [openbb-finance](https://github.com/openbb-finance)  
+OpenBBTerminal: Investment Research for Everyone, Anywhere.  
+[https://openbb.co](https://openbb.co)  
+[https://github.com/openbb-finance/openbbterminal](https://github.com/openbb-finance/openbbterminal)  
+168 stars per week over 115 weeks  
+19,426 stars, 2,023 forks, 239 watches  
+[finance](categories/finance.md) category, created 2020-12-20, last commit 2023-03-04, main language Python  
+<sub><sup>artificial-intelligence, crypto, cryptocurrency, economics, finance, investment, investment-research, machine-learning, openbb, python, quantitative-finance, stocks</sup></sub>
 
 
 ### [pandas](https://github.com/pandas-dev/pandas) by [pandas-dev](https://github.com/pandas-dev)  
@@ -205,139 +244,117 @@ pandas: Flexible and powerful data analysis / manipulation library for Python, p
 [https://pandas.pydata.org](https://pandas.pydata.org)  
 [https://github.com/pandas-dev/pandas](https://github.com/pandas-dev/pandas)  
 56 stars per week over 653 weeks  
-37,044 stars, 15,835 forks, 1,105 watches  
-[pandas](categories/pandas.md) category, created 2010-08-24, last commit 2023-03-03, main language Python  
+37,060 stars, 15,845 forks, 1,105 watches  
+[pandas](categories/pandas.md) category, created 2010-08-24, last commit 2023-03-04, main language Python  
 <sub><sup>alignment, data-analysis, data-science, flexible, pandas, python</sup></sub>
 
 
+### [polars](https://github.com/pola-rs/polars) by [pola-rs](https://github.com/pola-rs)  
+polars: Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js  
+[https://pola.rs/](https://pola.rs/)  
+[https://github.com/pola-rs/polars](https://github.com/pola-rs/polars)  
+101 stars per week over 146 weeks  
+14,809 stars, 751 forks, 126 watches  
+[perf](categories/perf.md) category, created 2020-05-13, last commit 2023-03-03, main language Rust  
+<sub><sup>arrow, dataframe, dataframe-library, dataframes, out-of-core, python, rust</sup></sub>
+
+
+### [Paddle](https://github.com/paddlepaddle/paddle) by [paddlepaddle](https://github.com/paddlepaddle)  
+Paddle: PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）  
+[http://www.paddlepaddle.org/](http://www.paddlepaddle.org/)  
+[https://github.com/paddlepaddle/paddle](https://github.com/paddlepaddle/paddle)  
+57 stars per week over 341 weeks  
+19,707 stars, 5,002 forks, 731 watches  
+[ml-dl](categories/ml-dl.md) category, created 2016-08-15, last commit 2023-03-03, main language C++  
+<sub><sup>deep-learning, distributed-training, efficiency, machine-learning, neural-network, paddlepaddle, python, scalability</sup></sub>
+
+
+### [ccxt](https://github.com/ccxt/ccxt)  
+ccxt: A JavaScript / Python / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges  
+[https://github.com/ccxt/ccxt](https://github.com/ccxt/ccxt)  
+90 stars per week over 303 weeks  
+27,419 stars, 6,729 forks, 940 watches  
+[crypto](categories/crypto.md) category, created 2017-05-14, last commit 2023-03-04, main language JavaScript  
+<sub><sup>altcoin, api, arbitrage, bitcoin, bot, btc, crypto, cryptocurrency, e-commerce, eth, ethereum, exchange, invest, library, market-data, merchant, strategy, trade, trading</sup></sub>
+
+
+### [freqtrade](https://github.com/freqtrade/freqtrade)  
+freqtrade: Free, open source crypto trading bot  
+[https://www.freqtrade.io](https://www.freqtrade.io)  
+[https://github.com/freqtrade/freqtrade](https://github.com/freqtrade/freqtrade)  
+69 stars per week over 302 weeks  
+20,908 stars, 4,495 forks, 595 watches  
+[crypto](categories/crypto.md) category, created 2017-05-17, last commit 2023-03-03, main language Python  
+<sub><sup>algorithmic-trading, bitcoin, cryptocurrencies, cryptocurrency, freqtrade, python, telegram-bot, trade, trading-bot</sup></sub>
+
+
+### [EdgeGPT](https://github.com/acheong08/edgegpt) by [acheong08](https://github.com/acheong08)  
+EdgeGPT: Reverse engineered API of Microsoft's Bing Chat  
+[https://github.com/acheong08/edgegpt](https://github.com/acheong08/edgegpt)  
+687 stars per week over 3 weeks  
+2,357 stars, 228 forks, 34 watches  
+[nlp](categories/nlp.md) category, created 2023-02-09, last commit 2023-03-05, main language Python  
+<sub><sup>binggpt, chatgpt, edge, edgegpt, gpt, reverse-engineering</sup></sub>
+
+
 ### [black](https://github.com/psf/black) by [psf](https://github.com/psf)  
 black: The uncompromising Python code formatter  
 [https://black.readthedocs.io/en/stable/](https://black.readthedocs.io/en/stable/)  
 [https://github.com/psf/black](https://github.com/psf/black)  
 121 stars per week over 259 weeks  
-31,509 stars, 2,032 forks, 230 watches  
+31,523 stars, 2,033 forks, 230 watches  
 [util](categories/util.md) category, created 2018-03-14, last commit 2023-02-27, main language Python  
 <sub><sup>autopep8, code, codeformatter, formatter, gofmt, hacktoberfest, pre-commit-hook, python, yapf</sup></sub>
 
 
-### [pyenv](https://github.com/pyenv/pyenv)  
-pyenv: Simple Python version management  
-[https://github.com/pyenv/pyenv](https://github.com/pyenv/pyenv)  
-56 stars per week over 548 weeks  
-30,833 stars, 2,722 forks, 384 watches  
-[util](categories/util.md) category, created 2012-08-31, last commit 2023-03-02, main language Roff  
-<sub><sup>python, shell</sup></sub>
+### [pyscript](https://github.com/pyscript/pyscript)  
+pyscript: Home Page: https://pyscript.net  Examples: https://pyscript.net/examples  
+[https://github.com/pyscript/pyscript/discussions](https://github.com/pyscript/pyscript/discussions)  
+[https://github.com/pyscript/pyscript](https://github.com/pyscript/pyscript)  
+288 stars per week over 53 weeks  
+15,525 stars, 1,166 forks, 175 watches  
+[web](categories/web.md) category, created 2022-02-21, last commit 2023-03-03, main language Python  
+<sub><sup>html, javascript, python, wasm</sup></sub>
 
 
-### [gym](https://github.com/openai/gym) by [openai](https://github.com/openai)  
-gym: A toolkit for developing and comparing reinforcement learning algorithms.  
-[https://www.gymlibrary.dev](https://www.gymlibrary.dev)  
-[https://github.com/openai/gym](https://github.com/openai/gym)  
-84 stars per week over 357 weeks  
-30,205 stars, 8,252 forks, 1,010 watches  
-[sim](categories/sim.md) category, created 2016-04-27, last commit 2023-01-30, main language Python  
+### [datasets](https://github.com/huggingface/datasets) by [huggingface](https://github.com/huggingface)  
+datasets: 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools  
+[https://huggingface.co/docs/datasets](https://huggingface.co/docs/datasets)  
+[https://github.com/huggingface/datasets](https://github.com/huggingface/datasets)  
+100 stars per week over 153 weeks  
+15,388 stars, 2,044 forks, 261 watches  
+[nlp](categories/nlp.md) category, created 2020-03-26, last commit 2023-03-03, main language Python  
+<sub><sup>computer-vision, datasets, deep-learning, evaluation, hacktoberfest, machine-learning, metrics, natural-language-processing, nlp, numpy, pandas, pytorch, speech, tensorflow</sup></sub>
 
 
-### [certbot](https://github.com/certbot/certbot)  
-Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server.  It can also act as a client for any other CA that uses the ACME protocol.  
-[https://github.com/certbot/certbot](https://github.com/certbot/certbot)  
-68 stars per week over 433 weeks  
-29,681 stars, 3,332 forks, 762 watches  
-[security](categories/security.md) category, created 2014-11-12, last commit 2023-03-02, main language Python  
-<sub><sup>acme, acme-client, certbot, certificate, letsencrypt, python</sup></sub>
+### [pynecone](https://github.com/pynecone-io/pynecone) by [pynecone-io](https://github.com/pynecone-io)  
+pynecone: 🕸 Web apps in pure Python 🐍  
+[https://pynecone.io](https://pynecone.io)  
+[https://github.com/pynecone-io/pynecone](https://github.com/pynecone-io/pynecone)  
+298 stars per week over 18 weeks  
+5,577 stars, 188 forks, 57 watches  
+[web](categories/web.md) category, created 2022-10-25, last commit 2023-03-04, main language Python  
+<sub><sup>framework, fullstack, infrastructure, open-source, python, python-library, python3, web, webdev</sup></sub>
 
 
-### [airflow](https://github.com/apache/airflow) by [apache](https://github.com/apache)  
-airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows  
-[https://airflow.apache.org/](https://airflow.apache.org/)  
-[https://github.com/apache/airflow](https://github.com/apache/airflow)  
-71 stars per week over 411 weeks  
-29,333 stars, 12,009 forks, 759 watches  
-[ml-ops](categories/ml-ops.md) category, created 2015-04-13, last commit 2023-03-02, main language Python  
-<sub><sup>airflow, apache, apache-airflow, hacktoberfest, python, scheduler, workflow</sup></sub>
+### [mmdetection](https://github.com/open-mmlab/mmdetection) by [open-mmlab](https://github.com/open-mmlab)  
+mmdetection: OpenMMLab Detection Toolbox and Benchmark  
+[https://mmdetection.readthedocs.io](https://mmdetection.readthedocs.io)  
+[https://github.com/open-mmlab/mmdetection](https://github.com/open-mmlab/mmdetection)  
+97 stars per week over 236 weeks  
+23,179 stars, 8,406 forks, 363 watches  
+[ml](categories/ml.md) category, created 2018-08-22, last commit 2023-02-28, main language Python  
+<sub><sup>cascade-rcnn, convnext, detr, fast-rcnn, faster-rcnn, instance-segmentation, mask-rcnn, object-detection, panoptic-segmentation, pytorch, retinanet, rtmdet, semisupervised-learning, ssd, swin-transformer, transformer, vision-transformer, yolo</sup></sub>
 
 
-### [diagrams](https://github.com/mingrammer/diagrams) by [mingrammer](https://github.com/mingrammer)  
-diagrams: :art: Diagram as Code for prototyping cloud system architectures  
-[https://diagrams.mingrammer.com](https://diagrams.mingrammer.com)  
-[https://github.com/mingrammer/diagrams](https://github.com/mingrammer/diagrams)  
-173 stars per week over 160 weeks  
-27,938 stars, 1,717 forks, 346 watches  
-[util](categories/util.md) category, created 2020-02-02, last commit 2023-01-13, main language Python  
-<sub><sup>architecture, diagram, diagram-as-code, graphviz</sup></sub>
-
-
-### [ccxt](https://github.com/ccxt/ccxt)  
-ccxt: A JavaScript / Python / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges  
-[https://github.com/ccxt/ccxt](https://github.com/ccxt/ccxt)  
-90 stars per week over 302 weeks  
-27,411 stars, 6,725 forks, 940 watches  
-[crypto](categories/crypto.md) category, created 2017-05-14, last commit 2023-03-02, main language JavaScript  
-<sub><sup>altcoin, api, arbitrage, bitcoin, bot, btc, crypto, cryptocurrency, e-commerce, eth, ethereum, exchange, invest, library, market-data, merchant, strategy, trade, trading</sup></sub>
-
-
-### [GFPGAN](https://github.com/tencentarc/gfpgan) by [tencentarc](https://github.com/tencentarc)  
-GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.  
-[https://github.com/tencentarc/gfpgan](https://github.com/tencentarc/gfpgan)  
-263 stars per week over 102 weeks  
-26,911 stars, 4,154 forks, 395 watches  
-[ml](categories/ml.md) category, created 2021-03-19, last commit 2022-09-16, main language Python  
-<sub><sup>deep-learning, face-restoration, gan, gfpgan, image-restoration, pytorch, super-resolution</sup></sub>
-
-
-### [Detectron](https://github.com/facebookresearch/detectron) by [facebookresearch](https://github.com/facebookresearch)  
-Detectron: FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.  
-[https://github.com/facebookresearch/detectron](https://github.com/facebookresearch/detectron)  
-90 stars per week over 282 weeks  
-25,556 stars, 5,490 forks, 960 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-10-05, last commit 2023-02-21, main language Python  
-
-
-### [spaCy](https://github.com/explosion/spacy) by [explosion](https://github.com/explosion)  
-spaCy: 💫 Industrial-strength Natural Language Processing (NLP) in Python  
-[https://spacy.io](https://spacy.io)  
-[https://github.com/explosion/spacy](https://github.com/explosion/spacy)  
-56 stars per week over 452 weeks  
-25,380 stars, 4,038 forks, 548 watches  
-[nlp](categories/nlp.md) category, created 2014-07-03, last commit 2023-03-01, main language Python  
-<sub><sup>ai, artificial-intelligence, cython, data-science, deep-learning, entity-linking, machine-learning, named-entity-recognition, natural-language-processing, neural-network, neural-networks, nlp, nlp-library, python, spacy, text-classification, tokenization</sup></sub>
-
-
-### [ray](https://github.com/ray-project/ray) by [ray-project](https://github.com/ray-project)  
-Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.  
-[https://ray.io](https://ray.io)  
-[https://github.com/ray-project/ray](https://github.com/ray-project/ray)  
-73 stars per week over 331 weeks  
-24,371 stars, 4,237 forks, 441 watches  
-[ml-ops](categories/ml-ops.md) category, created 2016-10-25, last commit 2023-03-03, main language Python  
-<sub><sup>automl, data-science, deep-learning, deployment, distributed, hyperparameter-optimization, hyperparameter-search, java, machine-learning, model-selection, optimization, parallel, python, pytorch, ray, reinforcement-learning, rllib, serving, tensorflow</sup></sub>
-
-
-### [handson-ml2](https://github.com/ageron/handson-ml2) by [ageron](https://github.com/ageron)  
-handson-ml2: A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.  
-[https://github.com/ageron/handson-ml2](https://github.com/ageron/handson-ml2)  
-111 stars per week over 216 weeks  
-24,220 stars, 11,679 forks, 632 watches  
-[ml](categories/ml.md) category, created 2019-01-08, last commit 2023-02-04, main language Jupyter Notebook  
-
-
-### [tqdm](https://github.com/tqdm/tqdm)  
-tqdm: A Fast, Extensible Progress Bar for Python and CLI  
-[https://tqdm.github.io](https://tqdm.github.io)  
-[https://github.com/tqdm/tqdm](https://github.com/tqdm/tqdm)  
-59 stars per week over 404 weeks  
-24,132 stars, 1,224 forks, 208 watches  
-[term](categories/term.md) category, created 2015-06-03, last commit 2022-09-03, main language Python  
-<sub><sup>cli, closember, console, discord, gui, jupyter, keras, meter, pandas, parallel, progress, progress-bar, progressbar, progressmeter, python, rate, telegram, terminal, time, utilities</sup></sub>
-
-
-### [python-fire](https://github.com/google/python-fire) by [google](https://github.com/google)  
-python-fire: Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.  
-[https://github.com/google/python-fire](https://github.com/google/python-fire)  
-76 stars per week over 314 weeks  
-24,049 stars, 1,367 forks, 381 watches  
-[term](categories/term.md) category, created 2017-02-21, last commit 2023-02-13, main language Python  
-<sub><sup>cli, python</sup></sub>
+### [jax](https://github.com/google/jax) by [google](https://github.com/google)  
+jax: Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more  
+[http://jax.readthedocs.io/](http://jax.readthedocs.io/)  
+[https://github.com/google/jax](https://github.com/google/jax)  
+97 stars per week over 227 weeks  
+22,126 stars, 2,073 forks, 309 watches  
+[ml](categories/ml.md) category, created 2018-10-25, last commit 2023-03-03, main language Python  
+<sub><sup>jax</sup></sub>
 
 
 ### [poetry](https://github.com/python-poetry/poetry) by [python-poetry](https://github.com/python-poetry)  
@@ -345,164 +362,87 @@ poetry: Python packaging and dependency management made easy
 [https://python-poetry.org](https://python-poetry.org)  
 [https://github.com/python-poetry/poetry](https://github.com/python-poetry/poetry)  
 91 stars per week over 261 weeks  
-23,983 stars, 1,918 forks, 184 watches  
-[util](categories/util.md) category, created 2018-02-28, last commit 2023-03-01, main language Python  
+24,007 stars, 1,919 forks, 184 watches  
+[util](categories/util.md) category, created 2018-02-28, last commit 2023-03-04, main language Python  
 <sub><sup>dependency-manager, package-manager, packaging, poetry, python</sup></sub>
 
 
-### [pytorch-image-models](https://github.com/rwightman/pytorch-image-models) by [rwightman](https://github.com/rwightman)  
-pytorch-image-models: PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more  
-[https://huggingface.co/docs/timm](https://huggingface.co/docs/timm)  
-[https://github.com/rwightman/pytorch-image-models](https://github.com/rwightman/pytorch-image-models)  
-111 stars per week over 212 weeks  
-23,833 stars, 3,932 forks, 297 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-02-02, last commit 2023-02-27, main language Python  
-<sub><sup>augmix, cnn-classification, distributed-training, dual-path-networks, efficientnet, efficientnet-training, imagenet-classifier, mixnet, mnasnet, mobile-deep-learning, mobilenet-v2, mobilenetv3, nfnets, normalization-free-training, pretrained-models, pretrained-weights, pytorch, randaugment, resnet, vision-transformer-models</sup></sub>
-
-
-### [xgboost](https://github.com/dmlc/xgboost) by [dmlc](https://github.com/dmlc)  
-xgboost: Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library,  for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow  
-[https://xgboost.ai/](https://xgboost.ai/)  
-[https://github.com/dmlc/xgboost](https://github.com/dmlc/xgboost)  
-50 stars per week over 473 weeks  
-23,823 stars, 8,550 forks, 925 watches  
-[ml](categories/ml.md) category, created 2014-02-06, last commit 2023-03-02, main language C++  
-<sub><sup>distributed-systems, gbdt, gbm, gbrt, machine-learning, xgboost</sup></sub>
-
-
-### [detectron2](https://github.com/facebookresearch/detectron2) by [facebookresearch](https://github.com/facebookresearch)  
-Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.  
-[https://detectron2.readthedocs.io/en/latest/](https://detectron2.readthedocs.io/en/latest/)  
-[https://github.com/facebookresearch/detectron2](https://github.com/facebookresearch/detectron2)  
-130 stars per week over 182 weeks  
-23,734 stars, 6,486 forks, 366 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-09-05, last commit 2023-03-02, main language Python  
-
-
-### [mmdetection](https://github.com/open-mmlab/mmdetection) by [open-mmlab](https://github.com/open-mmlab)  
-mmdetection: OpenMMLab Detection Toolbox and Benchmark  
-[https://mmdetection.readthedocs.io](https://mmdetection.readthedocs.io)  
-[https://github.com/open-mmlab/mmdetection](https://github.com/open-mmlab/mmdetection)  
-98 stars per week over 236 weeks  
-23,170 stars, 8,402 forks, 363 watches  
-[ml](categories/ml.md) category, created 2018-08-22, last commit 2023-02-28, main language Python  
-<sub><sup>cascade-rcnn, convnext, detr, fast-rcnn, faster-rcnn, instance-segmentation, mask-rcnn, object-detection, panoptic-segmentation, pytorch, retinanet, rtmdet, semisupervised-learning, ssd, swin-transformer, transformer, vision-transformer, yolo</sup></sub>
-
-
-### [streamlit](https://github.com/streamlit/streamlit)  
-Streamlit — The fastest way to build data apps in Python  
-[https://streamlit.io](https://streamlit.io)  
-[https://github.com/streamlit/streamlit](https://github.com/streamlit/streamlit)  
-125 stars per week over 183 weeks  
-23,014 stars, 2,041 forks, 285 watches  
-[viz](categories/viz.md) category, created 2019-08-24, last commit 2023-03-02, main language Python  
-<sub><sup>data-analysis, data-science, data-visualization, deep-learning, developer-tools, machine-learning, python, streamlit</sup></sub>
-
-
 ### [numpy](https://github.com/numpy/numpy)  
 numpy: The fundamental package for scientific computing with Python.  
 [https://numpy.org](https://numpy.org)  
 [https://github.com/numpy/numpy](https://github.com/numpy/numpy)  
 35 stars per week over 650 weeks  
-22,822 stars, 7,808 forks, 572 watches  
-[math](categories/math.md) category, created 2010-09-13, last commit 2023-03-02, main language Python  
+22,829 stars, 7,814 forks, 572 watches  
+[math](categories/math.md) category, created 2010-09-13, last commit 2023-03-03, main language Python  
 <sub><sup>numpy, python</sup></sub>
 
 
-### [Mask_RCNN](https://github.com/matterport/mask_rcnn) by [matterport](https://github.com/matterport)  
-Mask_RCNN: Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow  
-[https://github.com/matterport/mask_rcnn](https://github.com/matterport/mask_rcnn)  
-81 stars per week over 280 weeks  
-22,732 stars, 11,267 forks, 596 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-10-19, last commit 2019-03-31, main language Python  
-<sub><sup>instance-segmentation, keras, mask-rcnn, object-detection, tensorflow</sup></sub>
-
-
-### [algorithms](https://github.com/keon/algorithms) by [keon](https://github.com/keon)  
-algorithms: Minimal examples of data structures and algorithms in Python  
-[https://github.com/keon/algorithms](https://github.com/keon/algorithms)  
-67 stars per week over 328 weeks  
-22,218 stars, 4,444 forks, 641 watches  
-[util](categories/util.md) category, created 2016-11-17, last commit 2022-11-12, main language Python  
-<sub><sup>algorithm, algorithms, competitive-programming, data-structure, graph, python, search, sort, tree</sup></sub>
-
-
-### [jax](https://github.com/google/jax) by [google](https://github.com/google)  
-jax: Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more  
-[http://jax.readthedocs.io/](http://jax.readthedocs.io/)  
-[https://github.com/google/jax](https://github.com/google/jax)  
-97 stars per week over 227 weeks  
-22,114 stars, 2,072 forks, 308 watches  
-[ml](categories/ml.md) category, created 2018-10-25, last commit 2023-03-03, main language Python  
-<sub><sup>jax</sup></sub>
-
-
-### [lightning](https://github.com/pytorchlightning/pytorch-lightning) by [pytorchlightning](https://github.com/pytorchlightning)  
-lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.  
-[https://lightning.ai](https://lightning.ai)  
-[https://github.com/pytorchlightning/pytorch-lightning](https://github.com/pytorchlightning/pytorch-lightning)  
-106 stars per week over 204 weeks  
-21,753 stars, 2,758 forks, 229 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-03-31, last commit 2023-03-03, main language Python  
-<sub><sup>ai, artificial-intelligence, data-science, deep-learning, machine-learning, python, pytorch</sup></sub>
+### [jina](https://github.com/jina-ai/jina) by [jina-ai](https://github.com/jina-ai)  
+jina: 🔮 Build multimodal AI services via cloud native technologies · Neural Search · Generative AI · Cloud Native  
+[https://docs.jina.ai](https://docs.jina.ai)  
+[https://github.com/jina-ai/jina](https://github.com/jina-ai/jina)  
+110 stars per week over 159 weeks  
+17,606 stars, 2,045 forks, 191 watches  
+[ml](categories/ml.md) category, created 2020-02-13, last commit 2023-03-03, main language Python  
+<sub><sup>aiops, airflow, cloud-native, creative-ai, crossmodal, deep-learning, fastapi, framework, generative-ai, grpc, kubernetes, machine-learning, microservices, mlops, multimodal, neural-search, pipeline, semantic-search, vector-search-engine, workflow</sup></sub>
 
 
-### [netron](https://github.com/lutzroeder/netron) by [lutzroeder](https://github.com/lutzroeder)  
-netron: Visualizer for neural network, deep learning, and machine learning models  
-[https://netron.app](https://netron.app)  
-[https://github.com/lutzroeder/netron](https://github.com/lutzroeder/netron)  
-33 stars per week over 635 weeks  
-21,468 stars, 2,402 forks, 274 watches  
-[ml](categories/ml.md) category, created 2010-12-26, last commit 2023-03-02, main language JavaScript  
-<sub><sup>ai, caffe, caffe2, coreml, darknet, deep-learning, deeplearning, keras, machine-learning, machinelearning, ml, mxnet, neural-network, onnx, paddle, pytorch, tensorflow, tensorflow-lite, torch, visualizer</sup></sub>
+### [streamlit](https://github.com/streamlit/streamlit)  
+Streamlit — The fastest way to build data apps in Python  
+[https://streamlit.io](https://streamlit.io)  
+[https://github.com/streamlit/streamlit](https://github.com/streamlit/streamlit)  
+125 stars per week over 184 weeks  
+23,043 stars, 2,045 forks, 285 watches  
+[viz](categories/viz.md) category, created 2019-08-24, last commit 2023-03-03, main language Python  
+<sub><sup>data-analysis, data-science, data-visualization, deep-learning, developer-tools, machine-learning, python, streamlit</sup></sub>
 
 
-### [fairseq](https://github.com/pytorch/fairseq) by [pytorch](https://github.com/pytorch)  
-fairseq: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.  
-[https://github.com/pytorch/fairseq](https://github.com/pytorch/fairseq)  
-73 stars per week over 287 weeks  
-21,058 stars, 5,271 forks, 359 watches  
-[nlp](categories/nlp.md) category, created 2017-08-29, last commit 2023-02-23, main language Python  
-<sub><sup>artificial-intelligence, python, pytorch</sup></sub>
+### [memray](https://github.com/bloomberg/memray) by [bloomberg](https://github.com/bloomberg)  
+Memray is a memory profiler for Python  
+[https://bloomberg.github.io/memray/](https://bloomberg.github.io/memray/)  
+[https://github.com/bloomberg/memray](https://github.com/bloomberg/memray)  
+215 stars per week over 47 weeks  
+10,203 stars, 283 forks, 53 watches  
+[profiling](categories/profiling.md) category, created 2022-04-08, last commit 2023-02-27, main language Python  
+<sub><sup>hacktoberfest, memory, memory-leak, memory-leak-detection, memory-profiler, profiler, python, python3</sup></sub>
 
 
-### [celery](https://github.com/celery/celery)  
-celery: Distributed Task Queue (development branch)  
-[https://docs.celeryq.dev](https://docs.celeryq.dev)  
-[https://github.com/celery/celery](https://github.com/celery/celery)  
-29 stars per week over 723 weeks  
-21,028 stars, 4,438 forks, 475 watches  
-[perf](categories/perf.md) category, created 2009-04-24, last commit 2023-03-03, main language Python  
-<sub><sup>amqp, python, python-library, python3, queue-tasks, queue-workers, queued-jobs, redis, redis-queue, sqs, sqs-queue, task-manager, task-runner, task-scheduler</sup></sub>
+### [pytorch-image-models](https://github.com/rwightman/pytorch-image-models) by [rwightman](https://github.com/rwightman)  
+pytorch-image-models: PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more  
+[https://huggingface.co/docs/timm](https://huggingface.co/docs/timm)  
+[https://github.com/rwightman/pytorch-image-models](https://github.com/rwightman/pytorch-image-models)  
+111 stars per week over 213 weeks  
+23,868 stars, 3,936 forks, 296 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-02-02, last commit 2023-02-27, main language Python  
+<sub><sup>augmix, cnn-classification, distributed-training, dual-path-networks, efficientnet, efficientnet-training, imagenet-classifier, mixnet, mnasnet, mobile-deep-learning, mobilenet-v2, mobilenetv3, nfnets, normalization-free-training, pretrained-models, pretrained-weights, pytorch, randaugment, resnet, vision-transformer-models</sup></sub>
 
 
-### [tornado](https://github.com/tornadoweb/tornado) by [tornadoweb](https://github.com/tornadoweb)  
-Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.  
-[http://www.tornadoweb.org/](http://www.tornadoweb.org/)  
-[https://github.com/tornadoweb/tornado](https://github.com/tornadoweb/tornado)  
-29 stars per week over 703 weeks  
-21,003 stars, 5,493 forks, 1,003 watches  
-[web](categories/web.md) category, created 2009-09-09, last commit 2023-02-21, main language Python  
-<sub><sup>asynchronous, python</sup></sub>
+### [PaLM-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch) by [lucidrains](https://github.com/lucidrains)  
+PaLM-rlhf-pytorch: Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM  
+[https://github.com/lucidrains/palm-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch)  
+450 stars per week over 12 weeks  
+5,536 stars, 431 forks, 109 watches  
+[nlp](categories/nlp.md) category, created 2022-12-09, last commit 2023-03-01, main language Python  
+<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, human-feedback, reinforcement-learning, transformers</sup></sub>
 
 
-### [freqtrade](https://github.com/freqtrade/freqtrade)  
-freqtrade: Free, open source crypto trading bot  
-[https://www.freqtrade.io](https://www.freqtrade.io)  
-[https://github.com/freqtrade/freqtrade](https://github.com/freqtrade/freqtrade)  
-69 stars per week over 302 weeks  
-20,897 stars, 4,494 forks, 594 watches  
-[crypto](categories/crypto.md) category, created 2017-05-17, last commit 2023-03-02, main language Python  
-<sub><sup>algorithmic-trading, bitcoin, cryptocurrencies, cryptocurrency, freqtrade, python, telegram-bot, trade, trading-bot</sup></sub>
+### [arrow](https://github.com/apache/arrow) by [apache](https://github.com/apache)  
+arrow: Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing  
+[https://arrow.apache.org/](https://arrow.apache.org/)  
+[https://github.com/apache/arrow](https://github.com/apache/arrow)  
+30 stars per week over 367 weeks  
+11,225 stars, 2,764 forks, 345 watches  
+[data](categories/data.md) category, created 2016-02-17, last commit 2023-03-04, main language C++  
+<sub><sup>arrow</sup></sub>
 
 
-### [locust](https://github.com/locustio/locust) by [locustio](https://github.com/locustio)  
-locust: Scalable load testing tool written in Python  
-[https://github.com/locustio/locust](https://github.com/locustio/locust)  
-33 stars per week over 628 weeks  
-20,777 stars, 2,647 forks, 433 watches  
-[testing](categories/testing.md) category, created 2011-02-17, last commit 2023-03-01, main language Python  
-<sub><sup>benchmarking, http, load-generator, load-testing, locust, performance-testing, python</sup></sub>
+### [dream-textures](https://github.com/carson-katri/dream-textures) by [carson-katri](https://github.com/carson-katri)  
+dream-textures: Stable Diffusion built-in to Blender  
+[https://github.com/carson-katri/dream-textures](https://github.com/carson-katri/dream-textures)  
+234 stars per week over 25 weeks  
+5,974 stars, 306 forks, 95 watches  
+[diffusion](categories/diffusion.md) category, created 2022-09-08, last commit 2023-02-15, main language Python  
+<sub><sup>ai, blender, blender-addon, image-generation, stable-diffusion</sup></sub>
 
 
 ### [mediapipe](https://github.com/google/mediapipe) by [google](https://github.com/google)  
@@ -510,344 +450,337 @@ mediapipe: Cross-platform, customizable ML solutions for live and streaming medi
 [https://mediapipe.dev](https://mediapipe.dev)  
 [https://github.com/google/mediapipe](https://github.com/google/mediapipe)  
 106 stars per week over 194 weeks  
-20,704 stars, 4,322 forks, 503 watches  
+20,716 stars, 4,331 forks, 503 watches  
 [ml](categories/ml.md) category, created 2019-06-13, last commit 2023-03-03, main language C++  
 <sub><sup>android, audio-processing, c-plus-plus, calculator, computer-vision, deep-learning, framework, graph-based, graph-framework, inference, machine-learning, mediapipe, mobile-development, perception, pipeline-framework, stream-processing, video-processing</sup></sub>
 
 
-### [mxnet](https://github.com/apache/incubator-mxnet) by [apache](https://github.com/apache)  
-mxnet: Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more  
-[https://mxnet.apache.org](https://mxnet.apache.org)  
-[https://github.com/apache/incubator-mxnet](https://github.com/apache/incubator-mxnet)  
-49 stars per week over 409 weeks  
-20,273 stars, 6,871 forks, 1,087 watches  
-[ml-dl](categories/ml-dl.md) category, created 2015-04-30, last commit 2023-01-26, main language C++  
-<sub><sup>mxnet</sup></sub>
-
+### [dgl](https://github.com/dmlc/dgl) by [dmlc](https://github.com/dmlc)  
+dgl: Python package built to ease deep learning on graph, on top of existing DL frameworks.  
+[http://dgl.ai](http://dgl.ai)  
+[https://github.com/dmlc/dgl](https://github.com/dmlc/dgl)  
+44 stars per week over 254 weeks  
+11,212 stars, 2,722 forks, 173 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-04-20, last commit 2023-03-04, main language Python  
+<sub><sup>deep-learning, graph-neural-networks</sup></sub>
 
-### [pytudes](https://github.com/norvig/pytudes) by [norvig](https://github.com/norvig)  
-pytudes: Python programs, usually short, of considerable difficulty, to perfect particular skills.  
-[https://github.com/norvig/pytudes](https://github.com/norvig/pytudes)  
-64 stars per week over 313 weeks  
-20,095 stars, 2,281 forks, 739 watches  
-[util](categories/util.md) category, created 2017-03-01, last commit 2023-02-08, main language Jupyter Notebook  
-<sub><sup>demonstrate-skills, practice, programming, python, python-3</sup></sub>
 
+### [flask](https://github.com/pallets/flask) by [pallets](https://github.com/pallets)  
+flask: The Python micro framework for building web applications.  
+[https://flask.palletsprojects.com](https://flask.palletsprojects.com)  
+[https://github.com/pallets/flask](https://github.com/pallets/flask)  
+92 stars per week over 673 weeks  
+62,081 stars, 15,482 forks, 2,143 watches  
+[web](categories/web.md) category, created 2010-04-06, last commit 2023-03-01, main language Python  
+<sub><sup>flask, jinja, pallets, python, web-framework, werkzeug, wsgi</sup></sub>
 
-### [flatbuffers](https://github.com/google/flatbuffers) by [google](https://github.com/google)  
-FlatBuffers: Memory Efficient Serialization Library  
-[http://google.github.io/flatbuffers/](http://google.github.io/flatbuffers/)  
-[https://github.com/google/flatbuffers](https://github.com/google/flatbuffers)  
-43 stars per week over 458 weeks  
-19,994 stars, 3,026 forks, 644 watches  
-[perf](categories/perf.md) category, created 2014-05-19, last commit 2023-03-02, main language C++  
-<sub><sup>c, c-plus-plus, c-sharp, cross-platform, flatbuffers, go, grpc, java, javascript, json-parser, marshalling, mmap, protobuf, python, rpc, rust, serialization, serialization-library, typescript, zero-copy</sup></sub>
 
+### [openai-cookbook](https://github.com/openai/openai-cookbook) by [openai](https://github.com/openai)  
+openai-cookbook: Examples and guides for using the OpenAI API  
+[https://github.com/openai/openai-cookbook](https://github.com/openai/openai-cookbook)  
+302 stars per week over 51 weeks  
+15,510 stars, 2,042 forks, 336 watches  
+[ml](categories/ml.md) category, created 2022-03-11, last commit 2023-03-03, main language Jupyter Notebook  
 
-### [Paddle](https://github.com/paddlepaddle/paddle) by [paddlepaddle](https://github.com/paddlepaddle)  
-Paddle: PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）  
-[http://www.paddlepaddle.org/](http://www.paddlepaddle.org/)  
-[https://github.com/paddlepaddle/paddle](https://github.com/paddlepaddle/paddle)  
-57 stars per week over 341 weeks  
-19,696 stars, 4,991 forks, 731 watches  
-[ml-dl](categories/ml-dl.md) category, created 2016-08-15, last commit 2023-03-03, main language C++  
-<sub><sup>deep-learning, distributed-training, efficiency, machine-learning, neural-network, paddlepaddle, python, scalability</sup></sub>
 
-
-### [ChatGPT](https://github.com/acheong08/chatgpt) by [acheong08](https://github.com/acheong08)  
-ChatGPT: Reverse engineered ChatGPT API  
-[https://github.com/acheong08/chatgpt](https://github.com/acheong08/chatgpt)  
-1523 stars per week over 12 weeks  
-19,594 stars, 3,012 forks, 210 watches  
-[nlp](categories/nlp.md) category, created 2022-12-03, last commit 2023-03-03, main language Python  
-<sub><sup>chatgpt, cli, gptchat, library, pypi-package, revchatgpt</sup></sub>
+### [sherlock](https://github.com/sherlock-project/sherlock) by [sherlock-project](https://github.com/sherlock-project)  
+sherlock: 🔎 Hunt down social media accounts by username across social networks  
+[http://sherlock-project.github.io](http://sherlock-project.github.io)  
+[https://github.com/sherlock-project/sherlock](https://github.com/sherlock-project/sherlock)  
+180 stars per week over 218 weeks  
+39,426 stars, 4,684 forks, 980 watches  
+[web](categories/web.md) category, created 2018-12-24, last commit 2023-02-27, main language Python  
+<sub><sup>cli, hacktoberfest, hacktoberfest2022, information-gathering, linux, macos, osint, python, python3, reconnaissance, redteam, sherlock, tools, windows</sup></sub>
 
 
-### [cookiecutter](https://github.com/cookiecutter/cookiecutter)  
-cookiecutter: A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.  
-[https://pypi.org/project/cookiecutter/](https://pypi.org/project/cookiecutter/)  
-[https://github.com/cookiecutter/cookiecutter](https://github.com/cookiecutter/cookiecutter)  
-37 stars per week over 502 weeks  
-19,032 stars, 1,795 forks, 232 watches  
-[template](categories/template.md) category, created 2013-07-14, last commit 2022-09-09, main language Python  
-<sub><sup>cookiecutter, python</sup></sub>
+### [xgboost](https://github.com/dmlc/xgboost) by [dmlc](https://github.com/dmlc)  
+xgboost: Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library,  for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow  
+[https://xgboost.ai/](https://xgboost.ai/)  
+[https://github.com/dmlc/xgboost](https://github.com/dmlc/xgboost)  
+50 stars per week over 473 weeks  
+23,825 stars, 8,551 forks, 925 watches  
+[ml](categories/ml.md) category, created 2014-02-06, last commit 2023-03-03, main language C++  
+<sub><sup>distributed-systems, gbdt, gbm, gbrt, machine-learning, xgboost</sup></sub>
 
 
-### [pydata-book](https://github.com/wesm/pydata-book) by [wesm](https://github.com/wesm)  
-pydata-book: Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media  
-[https://github.com/wesm/pydata-book](https://github.com/wesm/pydata-book)  
-34 stars per week over 556 weeks  
-18,953 stars, 14,013 forks, 1,470 watches  
-[study](categories/study.md) category, created 2012-06-30, last commit 2022-11-03, main language Jupyter Notebook  
+### [scrapy](https://github.com/scrapy/scrapy)  
+Scrapy, a fast high-level web crawling & scraping framework for Python.  
+[https://scrapy.org](https://scrapy.org)  
+[https://github.com/scrapy/scrapy](https://github.com/scrapy/scrapy)  
+68 stars per week over 679 weeks  
+46,354 stars, 9,883 forks, 1,783 watches  
+[data](categories/data.md) category, created 2010-02-22, last commit 2023-03-02, main language Python  
+<sub><sup>crawler, crawling, framework, hacktoberfest, python, scraping, web-scraping, web-scraping-python</sup></sub>
 
 
-### [PlotNeuralNet](https://github.com/harisiqbal88/plotneuralnet) by [harisiqbal88](https://github.com/harisiqbal88)  
-PlotNeuralNet: Latex code for making neural networks diagrams  
-[https://github.com/harisiqbal88/plotneuralnet](https://github.com/harisiqbal88/plotneuralnet)  
-78 stars per week over 240 weeks  
-18,925 stars, 2,579 forks, 223 watches  
-[ml](categories/ml.md) category, created 2018-07-24, last commit 2020-11-06, main language TeX  
-<sub><sup>deep-neural-networks, latex</sup></sub>
+### [trivy](https://github.com/aquasecurity/trivy) by [aquasecurity](https://github.com/aquasecurity)  
+trivy: Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more  
+[https://aquasecurity.github.io/trivy](https://aquasecurity.github.io/trivy)  
+[https://github.com/aquasecurity/trivy](https://github.com/aquasecurity/trivy)  
+80 stars per week over 203 weeks  
+16,441 stars, 1,597 forks, 154 watches  
+[security](categories/security.md) category, created 2019-04-11, last commit 2023-03-03, main language Go  
+<sub><sup>containers, devsecops, docker, go, golang, hacktoberfest, iac, infrastructure-as-code, kubernetes, misconfiguration, security, security-tools, vulnerability, vulnerability-detection, vulnerability-scanners</sup></sub>
 
 
-### [shap](https://github.com/slundberg/shap) by [slundberg](https://github.com/slundberg)  
-shap: A game theoretic approach to explain the output of any machine learning model.  
-[https://github.com/slundberg/shap](https://github.com/slundberg/shap)  
-56 stars per week over 327 weeks  
-18,658 stars, 2,814 forks, 263 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2016-11-22, last commit 2022-06-16, main language Jupyter Notebook  
-<sub><sup>deep-learning, explainability, gradient-boosting, interpretability, machine-learning, shap, shapley</sup></sub>
+### [jupyterlab](https://github.com/jupyterlab/jupyterlab)  
+JupyterLab computational environment.  
+[https://jupyterlab.readthedocs.io/](https://jupyterlab.readthedocs.io/)  
+[https://github.com/jupyterlab/jupyterlab](https://github.com/jupyterlab/jupyterlab)  
+35 stars per week over 352 weeks  
+12,669 stars, 2,576 forks, 309 watches  
+[jupyter](categories/jupyter.md) category, created 2016-06-03, last commit 2023-03-04, main language TypeScript  
+<sub><sup>jupyter, jupyterlab</sup></sub>
 
 
-### [Real-ESRGAN](https://github.com/xinntao/real-esrgan) by [xinntao](https://github.com/xinntao)  
-Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.  
-[https://github.com/xinntao/real-esrgan](https://github.com/xinntao/real-esrgan)  
-217 stars per week over 84 weeks  
-18,415 stars, 1,988 forks, 188 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-07-19, last commit 2022-09-20, main language Python  
-<sub><sup>amine, denoise, esrgan, image-restoration, jpeg-compression, pytorch, real-esrgan, super-resolution</sup></sub>
+### [pytorch_geometric](https://github.com/pyg-team/pytorch_geometric) by [pyg-team](https://github.com/pyg-team)  
+pytorch_geometric: Graph Neural Network Library for PyTorch  
+[https://pyg.org](https://pyg.org)  
+[https://github.com/pyg-team/pytorch_geometric](https://github.com/pyg-team/pytorch_geometric)  
+59 stars per week over 282 weeks  
+16,927 stars, 3,110 forks, 250 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-10-06, last commit 2023-03-04, main language Python  
+<sub><sup>deep-learning, geometric-deep-learning, graph-convolutional-networks, graph-neural-networks, pytorch</sup></sub>
 
 
-### [dash](https://github.com/plotly/dash) by [plotly](https://github.com/plotly)  
-dash: Data Apps & Dashboards for Python. No JavaScript Required.  
-[https://plotly.com/dash](https://plotly.com/dash)  
-[https://github.com/plotly/dash](https://github.com/plotly/dash)  
-44 stars per week over 412 weeks  
-18,191 stars, 1,853 forks, 410 watches  
-[viz](categories/viz.md) category, created 2015-04-10, last commit 2023-03-02, main language Python  
-<sub><sup>bioinformatics, charting, dash, data-science, data-visualization, finance, flask, gui-framework, julia, jupyter, modeling, plotly, plotly-dash, productivity, python, r, react, rstats, technical-computing, web-app</sup></sub>
+### [matplotlib](https://github.com/matplotlib/matplotlib)  
+matplotlib: plotting with Python  
+[https://matplotlib.org/stable/](https://matplotlib.org/stable/)  
+[https://github.com/matplotlib/matplotlib](https://github.com/matplotlib/matplotlib)  
+26 stars per week over 628 weeks  
+16,947 stars, 6,754 forks, 592 watches  
+[viz](categories/viz.md) category, created 2011-02-19, last commit 2023-03-03, main language Python  
+<sub><sup>data-science, data-visualization, gtk, hacktoberfest, matplotlib, plotting, python, qt, tk, wx</sup></sub>
 
 
-### [textual](https://github.com/willmcgugan/textual) by [willmcgugan](https://github.com/willmcgugan)  
-Textual is a TUI (Text User Interface) framework for Python inspired by modern web development.  
-[https://textual.textualize.io/](https://textual.textualize.io/)  
-[https://github.com/willmcgugan/textual](https://github.com/willmcgugan/textual)  
-180 stars per week over 99 weeks  
-17,923 stars, 524 forks, 157 watches  
-[term](categories/term.md) category, created 2021-04-08, last commit 2023-03-02, main language Python  
-<sub><sup>cli, framework, python, rich, terminal, tui</sup></sub>
+### [ml-stable-diffusion](https://github.com/apple/ml-stable-diffusion) by [apple](https://github.com/apple)  
+ml-stable-diffusion: Stable Diffusion with Core ML on Apple Silicon  
+[https://github.com/apple/ml-stable-diffusion](https://github.com/apple/ml-stable-diffusion)  
+367 stars per week over 15 weeks  
+5,723 stars, 273 forks, 70 watches  
+[diffusion](categories/diffusion.md) category, created 2022-11-16, last commit 2023-03-04, main language Python  
 
 
-### [PythonRobotics](https://github.com/atsushisakai/pythonrobotics) by [atsushisakai](https://github.com/atsushisakai)  
-PythonRobotics: Python sample codes for robotics algorithms.  
-[https://atsushisakai.github.io/PythonRobotics/](https://atsushisakai.github.io/PythonRobotics/)  
-[https://github.com/atsushisakai/pythonrobotics](https://github.com/atsushisakai/pythonrobotics)  
-48 stars per week over 362 weeks  
-17,642 stars, 5,544 forks, 505 watches  
-[sim](categories/sim.md) category, created 2016-03-21, last commit 2023-02-21, main language Python  
-<sub><sup>algorithm, animation, autonomous-driving, autonomous-navigation, autonomous-vehicles, control, cvxpy, ekf, hacktoberfest, localization, mapping, path-planning, python, robot, robotics, slam</sup></sub>
+### [diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui) by [divamgupta](https://github.com/divamgupta)  
+diffusionbee-stable-diffusion-ui: Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.  
+[https://diffusionbee.com](https://diffusionbee.com)  
+[https://github.com/divamgupta/diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui)  
+323 stars per week over 25 weeks  
+8,308 stars, 330 forks, 77 watches  
+[diffusion](categories/diffusion.md) category, created 2022-09-06, last commit 2023-02-13, main language JavaScript  
+<sub><sup>electron-app, macos, stable-diffusion</sup></sub>
 
 
-### [jina](https://github.com/jina-ai/jina) by [jina-ai](https://github.com/jina-ai)  
-jina: 🔮 Build multimodal AI services via cloud native technologies · Neural Search · Generative AI · Cloud Native  
-[https://docs.jina.ai](https://docs.jina.ai)  
-[https://github.com/jina-ai/jina](https://github.com/jina-ai/jina)  
-110 stars per week over 159 weeks  
-17,602 stars, 2,046 forks, 191 watches  
-[ml](categories/ml.md) category, created 2020-02-13, last commit 2023-03-02, main language Python  
-<sub><sup>aiops, airflow, cloud-native, creative-ai, crossmodal, deep-learning, fastapi, framework, generative-ai, grpc, kubernetes, machine-learning, microservices, mlops, multimodal, neural-search, pipeline, semantic-search, vector-search-engine, workflow</sup></sub>
+### [certbot](https://github.com/certbot/certbot)  
+Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server.  It can also act as a client for any other CA that uses the ACME protocol.  
+[https://github.com/certbot/certbot](https://github.com/certbot/certbot)  
+68 stars per week over 433 weeks  
+29,683 stars, 3,332 forks, 762 watches  
+[security](categories/security.md) category, created 2014-11-12, last commit 2023-03-02, main language Python  
+<sub><sup>acme, acme-client, certbot, certificate, letsencrypt, python</sup></sub>
 
 
-### [gpt-2](https://github.com/openai/gpt-2) by [openai](https://github.com/openai)  
-gpt-2: Code for the paper "Language Models are Unsupervised Multitask Learners"  
-[https://openai.com/blog/better-language-models/](https://openai.com/blog/better-language-models/)  
-[https://github.com/openai/gpt-2](https://github.com/openai/gpt-2)  
-82 stars per week over 211 weeks  
-17,408 stars, 4,382 forks, 599 watches  
-[nlp](categories/nlp.md) category, created 2019-02-11, last commit 2020-12-02, main language Python  
-<sub><sup>paper</sup></sub>
+### [mlflow](https://github.com/mlflow/mlflow)  
+mlflow: Open source platform for the machine learning lifecycle  
+[https://mlflow.org](https://mlflow.org)  
+[https://github.com/mlflow/mlflow](https://github.com/mlflow/mlflow)  
+55 stars per week over 247 weeks  
+13,770 stars, 3,217 forks, 287 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-06-05, last commit 2023-03-03, main language Python  
+<sub><sup>ai, apache-spark, machine-learning, ml, mlflow, model-management</sup></sub>
 
 
-### [ColossalAI](https://github.com/hpcaitech/colossalai) by [hpcaitech](https://github.com/hpcaitech)  
-ColossalAI: Making large AI models cheaper, faster and more accessible  
-[https://www.colossalai.org/](https://www.colossalai.org/)  
-[https://github.com/hpcaitech/colossalai](https://github.com/hpcaitech/colossalai)  
-247 stars per week over 70 weeks  
-17,366 stars, 1,837 forks, 206 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-10-28, last commit 2023-03-02, main language Python  
-<sub><sup>ai, big-model, data-parallelism, deep-learning, distributed-computing, foundation-models, heterogeneous-training, hpc, inference, large-scale, model-parallelism, pipeline-parallelism</sup></sub>
+### [gradio](https://github.com/gradio-app/gradio) by [gradio-app](https://github.com/gradio-app)  
+gradio: Create UIs for your machine learning model in Python in 3 minutes  
+[http://www.gradio.app](http://www.gradio.app)  
+[https://github.com/gradio-app/gradio](https://github.com/gradio-app/gradio)  
+60 stars per week over 219 weeks  
+13,315 stars, 870 forks, 104 watches  
+[viz](categories/viz.md) category, created 2018-12-19, last commit 2023-03-04, main language HTML  
+<sub><sup>data-analysis, data-science, data-visualization, deep-learning, deploy, gradio, gradio-interface, interface, machine-learning, models, python, python-notebook, ui, ui-components</sup></sub>
 
 
-### [bokeh](https://github.com/bokeh/bokeh)  
-bokeh: Interactive Data Visualization in the browser, from  Python  
-[https://bokeh.org](https://bokeh.org)  
-[https://github.com/bokeh/bokeh](https://github.com/bokeh/bokeh)  
-30 stars per week over 570 weeks  
-17,279 stars, 4,038 forks, 449 watches  
-[viz](categories/viz.md) category, created 2012-03-26, last commit 2023-03-02, main language Python  
-<sub><sup>bokeh, data-visualisation, interactive-plots, javascript, jupyter, notebooks, numfocus, plots, plotting, python, visualisation, visualization</sup></sub>
+### [gym](https://github.com/openai/gym) by [openai](https://github.com/openai)  
+gym: A toolkit for developing and comparing reinforcement learning algorithms.  
+[https://www.gymlibrary.dev](https://www.gymlibrary.dev)  
+[https://github.com/openai/gym](https://github.com/openai/gym)  
+84 stars per week over 357 weeks  
+30,229 stars, 8,260 forks, 1,010 watches  
+[sim](categories/sim.md) category, created 2016-04-27, last commit 2023-01-30, main language Python  
 
 
-### [EasyOCR](https://github.com/jaidedai/easyocr) by [jaidedai](https://github.com/jaidedai)  
-EasyOCR: Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.  
-[https://www.jaided.ai](https://www.jaided.ai)  
-[https://github.com/jaidedai/easyocr](https://github.com/jaidedai/easyocr)  
-110 stars per week over 154 weeks  
-17,140 stars, 2,480 forks, 283 watches  
-[data](categories/data.md) category, created 2020-03-14, last commit 2023-01-06, main language Python  
-<sub><sup>cnn, crnn, data-mining, deep-learning, easyocr, image-processing, information-retrieval, lstm, machine-learning, ocr, optical-character-recognition, python, pytorch, scene-text, scene-text-recognition</sup></sub>
+### [pyenv](https://github.com/pyenv/pyenv)  
+pyenv: Simple Python version management  
+[https://github.com/pyenv/pyenv](https://github.com/pyenv/pyenv)  
+56 stars per week over 548 weeks  
+30,854 stars, 2,723 forks, 384 watches  
+[util](categories/util.md) category, created 2012-08-31, last commit 2023-03-02, main language Roff  
+<sub><sup>python, shell</sup></sub>
 
 
-### [matplotlib](https://github.com/matplotlib/matplotlib)  
-matplotlib: plotting with Python  
-[https://matplotlib.org/stable/](https://matplotlib.org/stable/)  
-[https://github.com/matplotlib/matplotlib](https://github.com/matplotlib/matplotlib)  
-26 stars per week over 627 weeks  
-16,941 stars, 6,753 forks, 592 watches  
-[viz](categories/viz.md) category, created 2011-02-19, last commit 2023-03-02, main language Python  
-<sub><sup>data-science, data-visualization, gtk, hacktoberfest, matplotlib, plotting, python, qt, tk, wx</sup></sub>
+### [spaCy](https://github.com/explosion/spacy) by [explosion](https://github.com/explosion)  
+spaCy: 💫 Industrial-strength Natural Language Processing (NLP) in Python  
+[https://spacy.io](https://spacy.io)  
+[https://github.com/explosion/spacy](https://github.com/explosion/spacy)  
+56 stars per week over 452 weeks  
+25,397 stars, 4,040 forks, 548 watches  
+[nlp](categories/nlp.md) category, created 2014-07-03, last commit 2023-03-01, main language Python  
+<sub><sup>ai, artificial-intelligence, cython, data-science, deep-learning, entity-linking, machine-learning, named-entity-recognition, natural-language-processing, neural-network, neural-networks, nlp, nlp-library, python, spacy, text-classification, tokenization</sup></sub>
 
 
-### [pytorch_geometric](https://github.com/pyg-team/pytorch_geometric) by [pyg-team](https://github.com/pyg-team)  
-pytorch_geometric: Graph Neural Network Library for PyTorch  
-[https://pyg.org](https://pyg.org)  
-[https://github.com/pyg-team/pytorch_geometric](https://github.com/pyg-team/pytorch_geometric)  
-59 stars per week over 282 weeks  
-16,915 stars, 3,109 forks, 250 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-10-06, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, geometric-deep-learning, graph-convolutional-networks, graph-neural-networks, pytorch</sup></sub>
+### [duckdb](https://github.com/duckdb/duckdb)  
+DuckDB is an in-process SQL OLAP Database Management System  
+[http://www.duckdb.org](http://www.duckdb.org)  
+[https://github.com/duckdb/duckdb](https://github.com/duckdb/duckdb)  
+35 stars per week over 244 weeks  
+8,808 stars, 815 forks, 136 watches  
+[data](categories/data.md) category, created 2018-06-26, last commit 2023-03-04, main language C++  
+<sub><sup>analytics, database, embedded-database, olap, sql</sup></sub>
 
 
-### [sanic](https://github.com/huge-success/sanic) by [huge-success](https://github.com/huge-success)  
-sanic:  Accelerate your web app development  | Build fast. Run fast.  
-[https://sanic.dev](https://sanic.dev)  
-[https://github.com/huge-success/sanic](https://github.com/huge-success/sanic)  
-47 stars per week over 353 weeks  
-16,883 stars, 1,493 forks, 413 watches  
-[web](categories/web.md) category, created 2016-05-26, last commit 2023-02-27, main language Python  
-<sub><sup>api-server, asgi, asyncio, framework, python, sanic, web, web-framework, web-server</sup></sub>
+### [pydantic](https://github.com/samuelcolvin/pydantic) by [samuelcolvin](https://github.com/samuelcolvin)  
+pydantic: Data validation using Python type hints  
+[https://docs.pydantic.dev](https://docs.pydantic.dev)  
+[https://github.com/samuelcolvin/pydantic](https://github.com/samuelcolvin/pydantic)  
+41 stars per week over 304 weeks  
+12,670 stars, 1,176 forks, 91 watches  
+[util](categories/util.md) category, created 2017-05-03, last commit 2023-03-03, main language Python  
+<sub><sup>hints, json-schema, parsing, pydantic, python, python310, python311, python37, python38, python39, validation</sup></sub>
 
 
-### [deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks) by [fchollet](https://github.com/fchollet)  
-deep-learning-with-python-notebooks: Jupyter notebooks for the code samples of the book "Deep Learning with Python"  
-[https://github.com/fchollet/deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks)  
-57 stars per week over 286 weeks  
-16,496 stars, 8,040 forks, 642 watches  
-[study](categories/study.md) category, created 2017-09-05, last commit 2023-02-13, main language Jupyter Notebook  
+### [requests](https://github.com/psf/requests) by [psf](https://github.com/psf)  
+requests: A simple, yet elegant, HTTP library.  
+[https://requests.readthedocs.io/en/latest/](https://requests.readthedocs.io/en/latest/)  
+[https://github.com/psf/requests](https://github.com/psf/requests)  
+78 stars per week over 629 weeks  
+49,147 stars, 8,992 forks, 1,352 watches  
+[web](categories/web.md) category, created 2011-02-13, last commit 2023-03-03, main language Python  
+<sub><sup>client, cookies, forhumans, http, humans, python, python-requests, requests</sup></sub>
 
 
-### [trivy](https://github.com/aquasecurity/trivy) by [aquasecurity](https://github.com/aquasecurity)  
-trivy: Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more  
-[https://aquasecurity.github.io/trivy](https://aquasecurity.github.io/trivy)  
-[https://github.com/aquasecurity/trivy](https://github.com/aquasecurity/trivy)  
-80 stars per week over 203 weeks  
-16,423 stars, 1,596 forks, 155 watches  
-[security](categories/security.md) category, created 2019-04-11, last commit 2023-03-02, main language Go  
-<sub><sup>containers, devsecops, docker, go, golang, hacktoberfest, iac, infrastructure-as-code, kubernetes, misconfiguration, security, security-tools, vulnerability, vulnerability-detection, vulnerability-scanners</sup></sub>
+### [diagrams](https://github.com/mingrammer/diagrams) by [mingrammer](https://github.com/mingrammer)  
+diagrams: :art: Diagram as Code for prototyping cloud system architectures  
+[https://diagrams.mingrammer.com](https://diagrams.mingrammer.com)  
+[https://github.com/mingrammer/diagrams](https://github.com/mingrammer/diagrams)  
+173 stars per week over 161 weeks  
+27,950 stars, 1,717 forks, 346 watches  
+[util](categories/util.md) category, created 2020-02-02, last commit 2023-01-13, main language Python  
+<sub><sup>architecture, diagram, diagram-as-code, graphviz</sup></sub>
 
 
-### [luigi](https://github.com/spotify/luigi) by [spotify](https://github.com/spotify)  
-Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.   
-[https://github.com/spotify/luigi](https://github.com/spotify/luigi)  
-30 stars per week over 545 weeks  
-16,364 stars, 2,356 forks, 483 watches  
-[ml-ops](categories/ml-ops.md) category, created 2012-09-20, last commit 2023-02-25, main language Python  
-<sub><sup>hadoop, luigi, orchestration-framework, python, scheduling</sup></sub>
+### [prefect](https://github.com/prefecthq/prefect) by [prefecthq](https://github.com/prefecthq)  
+prefect: The easiest way to coordinate your dataflow  
+[https://prefect.io](https://prefect.io)  
+[https://github.com/prefecthq/prefect](https://github.com/prefecthq/prefect)  
+46 stars per week over 244 weeks  
+11,414 stars, 1,142 forks, 156 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-06-29, last commit 2023-03-03, main language Python  
+<sub><sup>automation, data, data-engineering, data-ops, data-science, infrastructure, ml-ops, observability, orchestration, orion, pipeline, prefect, python, workflow, workflow-engine</sup></sub>
 
 
-### [micropython](https://github.com/micropython/micropython)  
-MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems  
-[https://micropython.org](https://micropython.org)  
-[https://github.com/micropython/micropython](https://github.com/micropython/micropython)  
-33 stars per week over 480 weeks  
-16,025 stars, 6,222 forks, 731 watches  
-[util](categories/util.md) category, created 2013-12-20, last commit 2023-03-02, main language C  
-<sub><sup>embedded, microcontroller, micropython, python</sup></sub>
+### [pygwalker](https://github.com/kanaries/pygwalker) by [kanaries](https://github.com/kanaries)  
+PyGWalker: Turn your pandas dataframe into a Tableau-style User Interface for visual analysis  
+[https://github.com/kanaries/pygwalker](https://github.com/kanaries/pygwalker)  
+1698 stars per week over 2 weeks  
+4,124 stars, 107 forks, 20 watches  
+[pandas](categories/pandas.md) category, created 2023-02-16, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>data-analysis, data-exploration, dataframe, pandas, tableau, tableau-alternative, visualization</sup></sub>
 
 
-### [pyspider](https://github.com/binux/pyspider) by [binux](https://github.com/binux)  
-pyspider: A Powerful Spider(Web Crawler) System in Python.  
-[http://docs.pyspider.org/](http://docs.pyspider.org/)  
-[https://github.com/binux/pyspider](https://github.com/binux/pyspider)  
-33 stars per week over 471 weeks  
-15,756 stars, 3,672 forks, 905 watches  
-[data](categories/data.md) category, created 2014-02-21, last commit 2020-08-02, main language Python  
-<sub><sup>crawler, python</sup></sub>
+### [lama-cleaner](https://github.com/sanster/lama-cleaner) by [sanster](https://github.com/sanster)  
+lama-cleaner: Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.  
+[https://lama-cleaner-docs.vercel.app/](https://lama-cleaner-docs.vercel.app/)  
+[https://github.com/sanster/lama-cleaner](https://github.com/sanster/lama-cleaner)  
+122 stars per week over 67 weeks  
+8,307 stars, 734 forks, 63 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-11-15, last commit 2023-03-02, main language Python  
+<sub><sup>inpainting, lama, latent-diffusion, mat, pytorch, stable-diffusion, zits</sup></sub>
 
 
-### [ipython](https://github.com/ipython/ipython)  
-ipython: Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.  
-[https://ipython.readthedocs.org](https://ipython.readthedocs.org)  
-[https://github.com/ipython/ipython](https://github.com/ipython/ipython)  
-23 stars per week over 668 weeks  
-15,709 stars, 4,421 forks, 769 watches  
-[util](categories/util.md) category, created 2010-05-10, last commit 2023-02-28, main language Python  
-<sub><sup>closember, data-science, hacktoberfest, ipython, jupyter, notebook, python, repl</sup></sub>
+### [flatbuffers](https://github.com/google/flatbuffers) by [google](https://github.com/google)  
+FlatBuffers: Memory Efficient Serialization Library  
+[http://google.github.io/flatbuffers/](http://google.github.io/flatbuffers/)  
+[https://github.com/google/flatbuffers](https://github.com/google/flatbuffers)  
+43 stars per week over 458 weeks  
+20,000 stars, 3,027 forks, 644 watches  
+[perf](categories/perf.md) category, created 2014-05-19, last commit 2023-03-04, main language C++  
+<sub><sup>c, c-plus-plus, c-sharp, cross-platform, flatbuffers, go, grpc, java, javascript, json-parser, marshalling, mmap, protobuf, python, rpc, rust, serialization, serialization-library, typescript, zero-copy</sup></sub>
 
 
-### [PySnooper](https://github.com/cool-rr/pysnooper) by [cool-rr](https://github.com/cool-rr)  
-PySnooper: Never use print for debugging again  
-[https://github.com/cool-rr/pysnooper](https://github.com/cool-rr/pysnooper)  
-77 stars per week over 202 weeks  
-15,698 stars, 938 forks, 234 watches  
-[debug](categories/debug.md) category, created 2019-04-18, last commit 2023-01-03, main language Python  
-<sub><sup>debug, debugger, introspection, logging, python</sup></sub>
+### [detectron2](https://github.com/facebookresearch/detectron2) by [facebookresearch](https://github.com/facebookresearch)  
+Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.  
+[https://detectron2.readthedocs.io/en/latest/](https://detectron2.readthedocs.io/en/latest/)  
+[https://github.com/facebookresearch/detectron2](https://github.com/facebookresearch/detectron2)  
+130 stars per week over 182 weeks  
+23,740 stars, 6,491 forks, 366 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-09-05, last commit 2023-03-03, main language Python  
 
 
-### [deeplearning-models](https://github.com/rasbt/deeplearning-models) by [rasbt](https://github.com/rasbt)  
-deeplearning-models: A collection of various deep learning architectures, models, and tips  
-[https://github.com/rasbt/deeplearning-models](https://github.com/rasbt/deeplearning-models)  
-80 stars per week over 195 weeks  
-15,633 stars, 3,851 forks, 594 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-06-05, last commit 2023-02-16, main language Jupyter Notebook  
+### [sanic](https://github.com/huge-success/sanic) by [huge-success](https://github.com/huge-success)  
+sanic:  Accelerate your web app development  | Build fast. Run fast.  
+[https://sanic.dev](https://sanic.dev)  
+[https://github.com/huge-success/sanic](https://github.com/huge-success/sanic)  
+47 stars per week over 353 weeks  
+16,886 stars, 1,493 forks, 413 watches  
+[web](categories/web.md) category, created 2016-05-26, last commit 2023-02-27, main language Python  
+<sub><sup>api-server, asgi, asyncio, framework, python, sanic, web, web-framework, web-server</sup></sub>
 
 
-### [kivy](https://github.com/kivy/kivy)  
-kivy: Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS  
-[https://kivy.org](https://kivy.org)  
-[https://github.com/kivy/kivy](https://github.com/kivy/kivy)  
-24 stars per week over 643 weeks  
-15,569 stars, 2,996 forks, 620 watches  
-[util](categories/util.md) category, created 2010-11-03, last commit 2023-02-25, main language Python  
-<sub><sup>android, app, ios, kivy, linux, macos, python, ui, windows</sup></sub>
+### [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
+sqlalchemy: The Database Toolkit for Python  
+[https://www.sqlalchemy.org](https://www.sqlalchemy.org)  
+[https://github.com/sqlalchemy/sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
+30 stars per week over 222 weeks  
+6,870 stars, 1,087 forks, 90 watches  
+[data](categories/data.md) category, created 2018-11-27, last commit 2023-03-03, main language Python  
+<sub><sup>python, sql, sqlalchemy</sup></sub>
 
 
-### [prophet](https://github.com/facebook/prophet) by [facebook](https://github.com/facebook)  
-prophet: Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.  
-[https://facebook.github.io/prophet](https://facebook.github.io/prophet)  
-[https://github.com/facebook/prophet](https://github.com/facebook/prophet)  
-47 stars per week over 328 weeks  
-15,554 stars, 4,371 forks, 421 watches  
-[time-series](categories/time-series.md) category, created 2016-11-16, last commit 2023-02-28, main language Python  
-<sub><sup>forecasting, python, r</sup></sub>
+### [fairseq](https://github.com/pytorch/fairseq) by [pytorch](https://github.com/pytorch)  
+fairseq: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.  
+[https://github.com/pytorch/fairseq](https://github.com/pytorch/fairseq)  
+73 stars per week over 287 weeks  
+21,071 stars, 5,271 forks, 358 watches  
+[nlp](categories/nlp.md) category, created 2017-08-29, last commit 2023-02-23, main language Python  
+<sub><sup>artificial-intelligence, python, pytorch</sup></sub>
 
 
-### [pyscript](https://github.com/pyscript/pyscript)  
-pyscript: Home Page: https://pyscript.net  Examples: https://pyscript.net/examples  
-[https://github.com/pyscript/pyscript/discussions](https://github.com/pyscript/pyscript/discussions)  
-[https://github.com/pyscript/pyscript](https://github.com/pyscript/pyscript)  
-289 stars per week over 53 weeks  
-15,518 stars, 1,165 forks, 175 watches  
-[web](categories/web.md) category, created 2022-02-21, last commit 2023-03-02, main language Python  
-<sub><sup>html, javascript, python, wasm</sup></sub>
+### [pyright](https://github.com/microsoft/pyright) by [microsoft](https://github.com/microsoft)  
+pyright: Static type checker for Python  
+[https://github.com/microsoft/pyright](https://github.com/microsoft/pyright)  
+47 stars per week over 207 weeks  
+9,793 stars, 849 forks, 94 watches  
+[typing](categories/typing.md) category, created 2019-03-12, last commit 2023-03-04, main language Python  
 
 
-### [faker](https://github.com/joke2k/faker) by [joke2k](https://github.com/joke2k)  
-Faker is a Python package that generates fake data for you.  
-[https://faker.readthedocs.io](https://faker.readthedocs.io)  
-[https://github.com/joke2k/faker](https://github.com/joke2k/faker)  
-28 stars per week over 537 weeks  
-15,461 stars, 1,728 forks, 222 watches  
-[data](categories/data.md) category, created 2012-11-12, last commit 2023-03-02, main language Python  
-<sub><sup>dataset, fake, fake-data, python, test-data, test-data-generator, testing</sup></sub>
+### [pyodide](https://github.com/pyodide/pyodide)  
+Pyodide is a Python distribution for the browser and Node.js based on WebAssembly  
+[https://pyodide.org/en/stable/](https://pyodide.org/en/stable/)  
+[https://github.com/pyodide/pyodide](https://github.com/pyodide/pyodide)  
+36 stars per week over 262 weeks  
+9,680 stars, 630 forks, 126 watches  
+[util](categories/util.md) category, created 2018-02-23, last commit 2023-03-04, main language Python  
+<sub><sup>python, webassembly</sup></sub>
 
 
-### [avatarify-python](https://github.com/alievk/avatarify-python) by [alievk](https://github.com/alievk)  
-avatarify-python: Avatars for Zoom, Skype and other video-conferencing apps.  
-[https://github.com/alievk/avatarify-python](https://github.com/alievk/avatarify-python)  
-101 stars per week over 151 weeks  
-15,432 stars, 2,409 forks, 302 watches  
-[util](categories/util.md) category, created 2020-04-06, last commit 2022-11-11, main language Python  
+### [scipy](https://github.com/scipy/scipy)  
+SciPy library main repository  
+[https://scipy.org](https://scipy.org)  
+[https://github.com/scipy/scipy](https://github.com/scipy/scipy)  
+17 stars per week over 625 weeks  
+10,895 stars, 4,616 forks, 343 watches  
+[ml](categories/ml.md) category, created 2011-03-09, last commit 2023-03-04, main language Python  
+<sub><sup>algorithms, closember, python, scientific-computing, scipy</sup></sub>
 
 
-### [datasets](https://github.com/huggingface/datasets) by [huggingface](https://github.com/huggingface)  
-datasets: 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools  
-[https://huggingface.co/docs/datasets](https://huggingface.co/docs/datasets)  
-[https://github.com/huggingface/datasets](https://github.com/huggingface/datasets)  
-100 stars per week over 153 weeks  
-15,381 stars, 2,040 forks, 262 watches  
-[nlp](categories/nlp.md) category, created 2020-03-26, last commit 2023-03-02, main language Python  
-<sub><sup>computer-vision, datasets, deep-learning, evaluation, hacktoberfest, machine-learning, metrics, natural-language-processing, nlp, numpy, pandas, pytorch, speech, tensorflow</sup></sub>
+### [bokeh](https://github.com/bokeh/bokeh)  
+bokeh: Interactive Data Visualization in the browser, from  Python  
+[https://bokeh.org](https://bokeh.org)  
+[https://github.com/bokeh/bokeh](https://github.com/bokeh/bokeh)  
+30 stars per week over 570 weeks  
+17,285 stars, 4,038 forks, 449 watches  
+[viz](categories/viz.md) category, created 2012-03-26, last commit 2023-03-03, main language Python  
+<sub><sup>bokeh, data-visualisation, interactive-plots, javascript, jupyter, notebooks, numfocus, plots, plotting, python, visualisation, visualization</sup></sub>
 
 
 ### [mypy](https://github.com/python/mypy) by [python](https://github.com/python)  
@@ -855,413 +788,434 @@ mypy: Optional static typing for Python
 [https://www.mypy-lang.org/](https://www.mypy-lang.org/)  
 [https://github.com/python/mypy](https://github.com/python/mypy)  
 27 stars per week over 534 weeks  
-14,933 stars, 2,462 forks, 228 watches  
-[typing](categories/typing.md) category, created 2012-12-07, last commit 2023-03-02, main language Python  
+14,936 stars, 2,463 forks, 228 watches  
+[typing](categories/typing.md) category, created 2012-12-07, last commit 2023-03-03, main language Python  
 <sub><sup>linter, python, typechecker, types, typing</sup></sub>
 
 
-### [polars](https://github.com/pola-rs/polars) by [pola-rs](https://github.com/pola-rs)  
-polars: Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js  
-[https://pola.rs/](https://pola.rs/)  
-[https://github.com/pola-rs/polars](https://github.com/pola-rs/polars)  
-100 stars per week over 146 weeks  
-14,747 stars, 749 forks, 126 watches  
-[perf](categories/perf.md) category, created 2020-05-13, last commit 2023-03-02, main language Rust  
-<sub><sup>arrow, dataframe, dataframe-library, dataframes, out-of-core, python, rust</sup></sub>
-
-
-### [openai-cookbook](https://github.com/openai/openai-cookbook) by [openai](https://github.com/openai)  
-openai-cookbook: Examples and guides for using the OpenAI API  
-[https://github.com/openai/openai-cookbook](https://github.com/openai/openai-cookbook)  
-286 stars per week over 51 weeks  
-14,605 stars, 1,928 forks, 326 watches  
-[ml](categories/ml.md) category, created 2022-03-11, last commit 2023-03-02, main language Jupyter Notebook  
-
-
-### [twint](https://github.com/twintproject/twint) by [twintproject](https://github.com/twintproject)  
-twint: An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.  
-[https://github.com/twintproject/twint](https://github.com/twintproject/twint)  
-48 stars per week over 298 weeks  
-14,453 stars, 2,486 forks, 313 watches  
-[data](categories/data.md) category, created 2017-06-10, last commit 2021-03-02, main language Python  
-<sub><sup>elasticsearch, kibana, osint, python, scrape, scrape-followers, scrape-following, scrape-likes, tweep, tweets, twint, twitter</sup></sub>
+### [sktime](https://github.com/sktime/sktime)  
+sktime: A unified framework for machine learning with time series  
+[https://www.sktime.net](https://www.sktime.net)  
+[https://github.com/sktime/sktime](https://github.com/sktime/sktime)  
+27 stars per week over 225 weeks  
+6,216 stars, 1,032 forks, 107 watches  
+[time-series](categories/time-series.md) category, created 2018-11-06, last commit 2023-03-02, main language Python  
+<sub><sup>data-mining, data-science, forecasting, machine-learning, scikit-learn, time-series, time-series-analysis, time-series-classification, time-series-regression</sup></sub>
 
 
-### [loguru](https://github.com/delgan/loguru) by [delgan](https://github.com/delgan)  
-loguru: Python logging made (stupidly) simple  
-[https://github.com/delgan/loguru](https://github.com/delgan/loguru)  
-49 stars per week over 289 weeks  
-14,235 stars, 590 forks, 120 watches  
-[util](categories/util.md) category, created 2017-08-15, last commit 2023-02-01, main language Python  
-<sub><sup>log, logger, logging, python</sup></sub>
+### [DeepSpeed](https://github.com/microsoft/deepspeed) by [microsoft](https://github.com/microsoft)  
+DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.  
+[https://www.deepspeed.ai/](https://www.deepspeed.ai/)  
+[https://github.com/microsoft/deepspeed](https://github.com/microsoft/deepspeed)  
+56 stars per week over 162 weeks  
+9,202 stars, 1,106 forks, 146 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-01-23, last commit 2023-03-01, main language Python  
+<sub><sup>billion-parameters, compression, data-parallelism, deep-learning, gpu, inference, machine-learning, mixture-of-experts, model-parallelism, pipeline-parallelism, pytorch, trillion-parameters, zero</sup></sub>
 
 
-### [ml-agents](https://github.com/unity-technologies/ml-agents) by [unity-technologies](https://github.com/unity-technologies)  
-ml-agents: The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.  
-[https://unity.com/products/machine-learning-agents](https://unity.com/products/machine-learning-agents)  
-[https://github.com/unity-technologies/ml-agents](https://github.com/unity-technologies/ml-agents)  
-49 stars per week over 286 weeks  
-14,200 stars, 3,737 forks, 548 watches  
-[sim](categories/sim.md) category, created 2017-09-08, last commit 2023-01-25, main language C#  
-<sub><sup>deep-learning, deep-reinforcement-learning, machine-learning, neural-networks, reinforcement-learning, unity, unity3d</sup></sub>
+### [faceswap](https://github.com/deepfakes/faceswap) by [deepfakes](https://github.com/deepfakes)  
+faceswap: Deepfakes Software For All  
+[https://www.faceswap.dev](https://www.faceswap.dev)  
+[https://github.com/deepfakes/faceswap](https://github.com/deepfakes/faceswap)  
+161 stars per week over 271 weeks  
+43,839 stars, 12,151 forks, 1,504 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-12-19, last commit 2023-02-24, main language Python  
+<sub><sup>deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, myfakeapp, neural-nets, neural-networks, openfaceswap</sup></sub>
 
 
-### [onnx](https://github.com/onnx/onnx)  
-onnx: Open standard for machine learning interoperability  
-[https://onnx.ai/](https://onnx.ai/)  
-[https://github.com/onnx/onnx](https://github.com/onnx/onnx)  
-49 stars per week over 286 weeks  
-14,183 stars, 3,348 forks, 431 watches  
-[ml](categories/ml.md) category, created 2017-09-07, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, deep-neural-networks, dnn, keras, machine-learning, ml, mxnet, neural-network, onnx, pytorch, scikit-learn, tensorflow</sup></sub>
+### [llama](https://github.com/facebookresearch/llama) by [facebookresearch](https://github.com/facebookresearch)  
+llama: Inference code for LLaMA models  
+[https://github.com/facebookresearch/llama](https://github.com/facebookresearch/llama)  
+2540 stars per week over 2 weeks  
+6,895 stars, 708 forks, 87 watches  
+[nlp](categories/nlp.md) category, created 2023-02-14, last commit 2023-03-04, main language Python  
 
 
-### [gensim](https://github.com/rare-technologies/gensim) by [rare-technologies](https://github.com/rare-technologies)  
-gensim: Topic Modelling for Humans  
-[https://radimrehurek.com/gensim](https://radimrehurek.com/gensim)  
-[https://github.com/rare-technologies/gensim](https://github.com/rare-technologies/gensim)  
-22 stars per week over 629 weeks  
-14,011 stars, 4,325 forks, 430 watches  
-[nlp](categories/nlp.md) category, created 2011-02-10, last commit 2023-02-17, main language Python  
-<sub><sup>data-mining, data-science, document-similarity, fasttext, gensim, information-retrieval, machine-learning, natural-language-processing, neural-network, nlp, python, topic-modeling, word-embeddings, word-similarity, word2vec</sup></sub>
+### [dvc](https://github.com/iterative/dvc) by [iterative](https://github.com/iterative)  
+dvc: 🦉Data Version Control | Git for Data & Models | ML Experiments Management  
+[https://dvc.org](https://dvc.org)  
+[https://github.com/iterative/dvc](https://github.com/iterative/dvc)  
+35 stars per week over 313 weeks  
+11,169 stars, 1,034 forks, 135 watches  
+[data](categories/data.md) category, created 2017-03-04, last commit 2023-03-04, main language Python  
+<sub><sup>ai, collaboration, data-science, data-version-control, developer-tools, git, hacktoberfest, machine-learning, python, reproducibility</sup></sub>
 
 
-### [baselines](https://github.com/openai/baselines) by [openai](https://github.com/openai)  
-OpenAI Baselines: high-quality implementations of reinforcement learning algorithms  
-[https://github.com/openai/baselines](https://github.com/openai/baselines)  
-45 stars per week over 301 weeks  
-13,809 stars, 4,530 forks, 615 watches  
-[ml](categories/ml.md) category, created 2017-05-24, last commit 2020-01-31, main language Python  
+### [dagster](https://github.com/dagster-io/dagster) by [dagster-io](https://github.com/dagster-io)  
+dagster: An orchestration platform for the development, production, and observation of data assets.  
+[https://dagster.io](https://dagster.io)  
+[https://github.com/dagster-io/dagster](https://github.com/dagster-io/dagster)  
+26 stars per week over 252 weeks  
+6,671 stars, 841 forks, 92 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-04-30, last commit 2023-03-03, main language Python  
+<sub><sup>analytics, dagster, data-engineering, data-integration, data-orchestrator, data-pipelines, data-science, etl, metadata, mlops, orchestration, python, scheduler, workflow, workflow-automation</sup></sub>
 
 
-### [mlflow](https://github.com/mlflow/mlflow)  
-mlflow: Open source platform for the machine learning lifecycle  
-[https://mlflow.org](https://mlflow.org)  
-[https://github.com/mlflow/mlflow](https://github.com/mlflow/mlflow)  
-55 stars per week over 247 weeks  
-13,757 stars, 3,215 forks, 287 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-06-05, last commit 2023-03-02, main language Python  
-<sub><sup>ai, apache-spark, machine-learning, ml, mlflow, model-management</sup></sub>
+### [AITemplate](https://github.com/facebookincubator/aitemplate) by [facebookincubator](https://github.com/facebookincubator)  
+AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.  
+[https://github.com/facebookincubator/aitemplate](https://github.com/facebookincubator/aitemplate)  
+89 stars per week over 33 weeks  
+2,979 stars, 238 forks, 77 watches  
+[ml-dl](categories/ml-dl.md) category, created 2022-07-15, last commit 2023-03-04, main language Python  
 
 
 ### [dalle-mini](https://github.com/borisdayma/dalle-mini) by [borisdayma](https://github.com/borisdayma)  
 dalle-mini: DALL·E Mini - Generate images from a text prompt  
 [https://www.craiyon.com](https://www.craiyon.com)  
 [https://github.com/borisdayma/dalle-mini](https://github.com/borisdayma/dalle-mini)  
-157 stars per week over 86 weeks  
-13,723 stars, 1,061 forks, 102 watches  
+157 stars per week over 87 weeks  
+13,731 stars, 1,062 forks, 102 watches  
 [ml-dl](categories/ml-dl.md) category, created 2021-07-03, last commit 2023-02-10, main language Python  
 
 
-### [click](https://github.com/pallets/click) by [pallets](https://github.com/pallets)  
-click: Python composable command line interface toolkit  
-[https://click.palletsprojects.com](https://click.palletsprojects.com)  
-[https://github.com/pallets/click](https://github.com/pallets/click)  
-29 stars per week over 462 weeks  
-13,549 stars, 1,315 forks, 180 watches  
-[term](categories/term.md) category, created 2014-04-24, last commit 2023-03-01, main language Python  
-<sub><sup>cli, click, pallets, python</sup></sub>
+### [optuna](https://github.com/optuna/optuna)  
+optuna: A hyperparameter optimization framework  
+[https://optuna.org](https://optuna.org)  
+[https://github.com/optuna/optuna](https://github.com/optuna/optuna)  
+29 stars per week over 262 weeks  
+7,685 stars, 811 forks, 123 watches  
+[ml](categories/ml.md) category, created 2018-02-21, last commit 2023-03-03, main language Python  
+<sub><sup>distributed, hacktoberfest, hyperparameter-optimization, machine-learning, parallel, python</sup></sub>
 
 
-### [imgaug](https://github.com/aleju/imgaug) by [aleju](https://github.com/aleju)  
-imgaug: Image augmentation for machine learning experiments.  
-[http://imgaug.readthedocs.io](http://imgaug.readthedocs.io)  
-[https://github.com/aleju/imgaug](https://github.com/aleju/imgaug)  
-33 stars per week over 399 weeks  
-13,335 stars, 2,361 forks, 230 watches  
-[ml](categories/ml.md) category, created 2015-07-10, last commit 2020-06-01, main language Python  
-<sub><sup>affine-transformation, augment-images, augmentation, bounding-boxes, contrast, crop, deep-learning, heatmap, image-augmentation, images, keypoints, machine-learning, polygon, segmentation-maps</sup></sub>
+### [dask](https://github.com/dask/dask)  
+dask: Parallel computing with task scheduling  
+[https://dask.org](https://dask.org)  
+[https://github.com/dask/dask](https://github.com/dask/dask)  
+25 stars per week over 426 weeks  
+10,772 stars, 1,598 forks, 216 watches  
+[perf](categories/perf.md) category, created 2015-01-04, last commit 2023-03-03, main language Python  
+<sub><sup>dask, numpy, pandas, pydata, python, scikit-learn, scipy</sup></sub>
 
 
-### [aiohttp](https://github.com/aio-libs/aiohttp) by [aio-libs](https://github.com/aio-libs)  
-aiohttp: Asynchronous HTTP client/server framework for asyncio and Python  
-[https://docs.aiohttp.org](https://docs.aiohttp.org)  
-[https://github.com/aio-libs/aiohttp](https://github.com/aio-libs/aiohttp)  
-27 stars per week over 491 weeks  
-13,314 stars, 1,871 forks, 227 watches  
-[web](categories/web.md) category, created 2013-10-01, last commit 2023-02-28, main language Python  
-<sub><sup>aiohttp, async, asyncio, hacktoberfest, http, http-client, http-server, python</sup></sub>
+### [mkdocs-material](https://github.com/squidfunk/mkdocs-material) by [squidfunk](https://github.com/squidfunk)  
+mkdocs-material: Documentation that simply works  
+[https://squidfunk.github.io/mkdocs-material/](https://squidfunk.github.io/mkdocs-material/)  
+[https://github.com/squidfunk/mkdocs-material](https://github.com/squidfunk/mkdocs-material)  
+34 stars per week over 370 weeks  
+12,958 stars, 2,831 forks, 112 watches  
+[util](categories/util.md) category, created 2016-01-28, last commit 2023-03-03, main language TypeScript  
+<sub><sup>documentation, material-design, mkdocs, static, template, theme</sup></sub>
 
 
-### [minGPT](https://github.com/karpathy/mingpt) by [karpathy](https://github.com/karpathy)  
-minGPT: A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training  
-[https://github.com/karpathy/mingpt](https://github.com/karpathy/mingpt)  
-100 stars per week over 132 weeks  
-13,274 stars, 1,510 forks, 228 watches  
-[nlp](categories/nlp.md) category, created 2020-08-17, last commit 2023-01-08, main language Python  
+### [DALLE2-pytorch](https://github.com/lucidrains/dalle2-pytorch) by [lucidrains](https://github.com/lucidrains)  
+DALLE2-pytorch: Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network,  in Pytorch  
+[https://github.com/lucidrains/dalle2-pytorch](https://github.com/lucidrains/dalle2-pytorch)  
+190 stars per week over 47 weeks  
+9,043 stars, 787 forks, 123 watches  
+[ml-dl](categories/ml-dl.md) category, created 2022-04-07, last commit 2023-02-12, main language Python  
+<sub><sup>artificial-intelligence, deep-learning, text-to-image</sup></sub>
 
 
-### [gradio](https://github.com/gradio-app/gradio) by [gradio-app](https://github.com/gradio-app)  
-gradio: Create UIs for your machine learning model in Python in 3 minutes  
-[http://www.gradio.app](http://www.gradio.app)  
-[https://github.com/gradio-app/gradio](https://github.com/gradio-app/gradio)  
-60 stars per week over 219 weeks  
-13,249 stars, 864 forks, 103 watches  
-[viz](categories/viz.md) category, created 2018-12-19, last commit 2023-03-01, main language HTML  
-<sub><sup>data-analysis, data-science, data-visualization, deep-learning, deploy, gradio, gradio-interface, interface, machine-learning, models, python, python-notebook, ui, ui-components</sup></sub>
+### [nebullvm](https://github.com/nebuly-ai/nebullvm) by [nebuly-ai](https://github.com/nebuly-ai)  
+nebullvm: Plug and play modules to optimize the performances of your AI systems 🚀  
+[https://www.nebuly.com/](https://www.nebuly.com/)  
+[https://github.com/nebuly-ai/nebullvm](https://github.com/nebuly-ai/nebullvm)  
+92 stars per week over 55 weeks  
+5,100 stars, 328 forks, 64 watches  
+[perf](categories/perf.md) category, created 2022-02-12, last commit 2023-03-03, main language Python  
+<sub><sup>compiler, computing, deep-learning, edge-computing, gpu, huggingface, inference, machine-learning, neural-network, onnx, openvino, optimization, pypi, pytorch, quantization, tensorflow, tensorrt, transformers, tvm</sup></sub>
 
 
-### [horovod](https://github.com/horovod/horovod)  
-horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.  
-[http://horovod.ai](http://horovod.ai)  
-[https://github.com/horovod/horovod](https://github.com/horovod/horovod)  
-45 stars per week over 290 weeks  
-13,065 stars, 2,158 forks, 331 watches  
-[ml-ops](categories/ml-ops.md) category, created 2017-08-09, last commit 2023-02-23, main language Python  
-<sub><sup>baidu, deep-learning, deeplearning, keras, machine-learning, machinelearning, mpi, mxnet, pytorch, ray, spark, tensorflow, uber</sup></sub>
-
-
-### [tensor2tensor](https://github.com/tensorflow/tensor2tensor) by [tensorflow](https://github.com/tensorflow)  
-tensor2tensor: Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.  
-[https://github.com/tensorflow/tensor2tensor](https://github.com/tensorflow/tensor2tensor)  
-43 stars per week over 298 weeks  
-13,050 stars, 3,181 forks, 459 watches  
-[ml](categories/ml.md) category, created 2017-06-15, last commit 2023-02-17, main language Python  
-<sub><sup>deep-learning, machine-learning, machine-translation, reinforcement-learning, tpu</sup></sub>
-
-
-### [plotly.py](https://github.com/plotly/plotly.py) by [plotly](https://github.com/plotly)  
-plotly.py: The interactive graphing library for Python (includes Plotly Express) :sparkles:  
-[https://plotly.com/python/](https://plotly.com/python/)  
-[https://github.com/plotly/plotly.py](https://github.com/plotly/plotly.py)  
-26 stars per week over 484 weeks  
-13,015 stars, 2,306 forks, 275 watches  
-[viz](categories/viz.md) category, created 2013-11-21, last commit 2023-02-24, main language Python  
-<sub><sup>d3, dashboard, declarative, graph-library, interactive, jupyter-notebook, plotly, plotly-dash, plotlyjs, python, regl, sparkles, visualization, webgl</sup></sub>
-
-
-### [ChatterBot](https://github.com/gunthercox/chatterbot) by [gunthercox](https://github.com/gunthercox)  
-ChatterBot is a machine learning, conversational dialog engine for creating chat bots  
-[https://chatterbot.readthedocs.io](https://chatterbot.readthedocs.io)  
-[https://github.com/gunthercox/chatterbot](https://github.com/gunthercox/chatterbot)  
-29 stars per week over 439 weeks  
-12,971 stars, 4,248 forks, 551 watches  
-[nlp](categories/nlp.md) category, created 2014-09-28, last commit 2021-06-01, main language Python  
-<sub><sup>bot, chatbot, chatterbot, conversation, language, machine-learning, python</sup></sub>
+### [locust](https://github.com/locustio/locust) by [locustio](https://github.com/locustio)  
+locust: Scalable load testing tool written in Python  
+[https://github.com/locustio/locust](https://github.com/locustio/locust)  
+33 stars per week over 628 weeks  
+20,788 stars, 2,648 forks, 433 watches  
+[testing](categories/testing.md) category, created 2011-02-17, last commit 2023-03-04, main language Python  
+<sub><sup>benchmarking, http, load-generator, load-testing, locust, performance-testing, python</sup></sub>
 
 
-### [mkdocs-material](https://github.com/squidfunk/mkdocs-material) by [squidfunk](https://github.com/squidfunk)  
-mkdocs-material: Documentation that simply works  
-[https://squidfunk.github.io/mkdocs-material/](https://squidfunk.github.io/mkdocs-material/)  
-[https://github.com/squidfunk/mkdocs-material](https://github.com/squidfunk/mkdocs-material)  
-34 stars per week over 370 weeks  
-12,943 stars, 2,830 forks, 112 watches  
-[util](categories/util.md) category, created 2016-01-28, last commit 2023-03-02, main language TypeScript  
-<sub><sup>documentation, material-design, mkdocs, static, template, theme</sup></sub>
+### [EasyOCR](https://github.com/jaidedai/easyocr) by [jaidedai](https://github.com/jaidedai)  
+EasyOCR: Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.  
+[https://www.jaided.ai](https://www.jaided.ai)  
+[https://github.com/jaidedai/easyocr](https://github.com/jaidedai/easyocr)  
+110 stars per week over 155 weeks  
+17,157 stars, 2,483 forks, 283 watches  
+[data](categories/data.md) category, created 2020-03-14, last commit 2023-01-06, main language Python  
+<sub><sup>cnn, crnn, data-mining, deep-learning, easyocr, image-processing, information-retrieval, lstm, machine-learning, ocr, optical-character-recognition, python, pytorch, scene-text, scene-text-recognition</sup></sub>
 
 
-### [jupyterlab](https://github.com/jupyterlab/jupyterlab)  
-JupyterLab computational environment.  
-[https://jupyterlab.readthedocs.io/](https://jupyterlab.readthedocs.io/)  
-[https://github.com/jupyterlab/jupyterlab](https://github.com/jupyterlab/jupyterlab)  
-35 stars per week over 352 weeks  
-12,667 stars, 2,572 forks, 309 watches  
-[jupyter](categories/jupyter.md) category, created 2016-06-03, last commit 2023-03-02, main language TypeScript  
-<sub><sup>jupyter, jupyterlab</sup></sub>
+### [great_expectations](https://github.com/great-expectations/great_expectations) by [great-expectations](https://github.com/great-expectations)  
+great_expectations: Always know what to expect from your data.  
+[https://docs.greatexpectations.io/](https://docs.greatexpectations.io/)  
+[https://github.com/great-expectations/great_expectations](https://github.com/great-expectations/great_expectations)  
+28 stars per week over 285 weeks  
+8,050 stars, 1,249 forks, 71 watches  
+[ml-ops](categories/ml-ops.md) category, created 2017-09-11, last commit 2023-03-03, main language Python  
+<sub><sup>cleandata, data-engineering, data-profilers, data-profiling, data-quality, data-science, data-unit-tests, datacleaner, datacleaning, dataquality, dataunittest, eda, exploratory-analysis, exploratory-data-analysis, exploratorydataanalysis, mlops, pipeline, pipeline-debt, pipeline-testing, pipeline-tests</sup></sub>
 
 
-### [pydantic](https://github.com/samuelcolvin/pydantic) by [samuelcolvin](https://github.com/samuelcolvin)  
-pydantic: Data validation using Python type hints  
-[https://docs.pydantic.dev](https://docs.pydantic.dev)  
-[https://github.com/samuelcolvin/pydantic](https://github.com/samuelcolvin/pydantic)  
-41 stars per week over 304 weeks  
-12,654 stars, 1,174 forks, 91 watches  
-[util](categories/util.md) category, created 2017-05-03, last commit 2023-02-24, main language Python  
-<sub><sup>hints, json-schema, parsing, pydantic, python, python310, python311, python37, python38, python39, validation</sup></sub>
+### [GFPGAN](https://github.com/tencentarc/gfpgan) by [tencentarc](https://github.com/tencentarc)  
+GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.  
+[https://github.com/tencentarc/gfpgan](https://github.com/tencentarc/gfpgan)  
+263 stars per week over 102 weeks  
+26,952 stars, 4,156 forks, 395 watches  
+[ml](categories/ml.md) category, created 2021-03-19, last commit 2022-09-16, main language Python  
+<sub><sup>deep-learning, face-restoration, gan, gfpgan, image-restoration, pytorch, super-resolution</sup></sub>
 
 
-### [nni](https://github.com/microsoft/nni) by [microsoft](https://github.com/microsoft)  
-nni: An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.  
-[https://nni.readthedocs.io](https://nni.readthedocs.io)  
-[https://github.com/microsoft/nni](https://github.com/microsoft/nni)  
-50 stars per week over 248 weeks  
-12,556 stars, 1,755 forks, 281 watches  
-[ml](categories/ml.md) category, created 2018-06-01, last commit 2023-03-03, main language Python  
-<sub><sup>automated-machine-learning, automl, bayesian-optimization, data-science, deep-learning, deep-neural-network, distributed, feature-engineering, hyperparameter-optimization, hyperparameter-tuning, machine-learning, machine-learning-algorithms, mlops, model-compression, nas, neural-architecture-search, neural-network, python, pytorch, tensorflow</sup></sub>
+### [notebook](https://github.com/jupyter/notebook) by [jupyter](https://github.com/jupyter)  
+notebook: Jupyter Interactive Notebook  
+[https://jupyter-notebook.readthedocs.io/](https://jupyter-notebook.readthedocs.io/)  
+[https://github.com/jupyter/notebook](https://github.com/jupyter/notebook)  
+23 stars per week over 412 weeks  
+9,808 stars, 4,017 forks, 321 watches  
+[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>closember, jupyter, jupyter-notebook, notebook</sup></sub>
 
 
 ### [flair](https://github.com/flairnlp/flair) by [flairnlp](https://github.com/flairnlp)  
 flair: A very simple framework for state-of-the-art Natural Language Processing (NLP)  
 [https://github.com/flairnlp/flair](https://github.com/flairnlp/flair)  
 50 stars per week over 246 weeks  
-12,534 stars, 1,997 forks, 202 watches  
-[nlp](categories/nlp.md) category, created 2018-06-11, last commit 2023-02-22, main language Python  
+12,538 stars, 1,999 forks, 202 watches  
+[nlp](categories/nlp.md) category, created 2018-06-11, last commit 2023-03-03, main language Python  
 <sub><sup>machine-learning, named-entity-recognition, natural-language-processing, nlp, pytorch, semantic-role-labeling, sequence-labeling, word-embeddings</sup></sub>
 
 
-### [pybind11](https://github.com/pybind/pybind11) by [pybind](https://github.com/pybind)  
-pybind11: Seamless operability between C++11 and Python  
-[https://pybind11.readthedocs.io/](https://pybind11.readthedocs.io/)  
-[https://github.com/pybind/pybind11](https://github.com/pybind/pybind11)  
-30 stars per week over 399 weeks  
-12,290 stars, 1,777 forks, 245 watches  
-[perf](categories/perf.md) category, created 2015-07-05, last commit 2023-02-23, main language C++  
-<sub><sup>bindings, python</sup></sub>
+### [PySimpleGUI](https://github.com/pysimplegui/pysimplegui) by [pysimplegui](https://github.com/pysimplegui)  
+PySimpleGUI: Launched in 2018. It's 2023 and PySimpleGUI is actively developed & supported. Create complex windows simply. Supports tkinter, Qt, WxPython, Remi (in browser). Create GUI applications trivially with a full set of widgets. Multi-Window applications are also simple. 3.4 to 3.11 supported. 325+ Demo programs & Cookbook for rapid start. Extensive docs  
+[https://github.com/pysimplegui/pysimplegui](https://github.com/pysimplegui/pysimplegui)  
+46 stars per week over 242 weeks  
+11,304 stars, 1,684 forks, 218 watches  
+[gui](categories/gui.md) category, created 2018-07-11, last commit 2023-03-01, main language Python  
+<sub><sup>beginner-friendly, datavisualization, games, gui, gui-framework, gui-programming, gui-window, pyside2, pysimplegui, python, python-gui, qt, qt-gui, remi, systemtray, tkinter, tkinter-gui, tkinter-python, user-interface, wxpython</sup></sub>
 
 
-### [networkx](https://github.com/networkx/networkx)  
-networkx: Network Analysis in Python  
-[https://networkx.org](https://networkx.org)  
-[https://github.com/networkx/networkx](https://github.com/networkx/networkx)  
-18 stars per week over 651 weeks  
-12,281 stars, 2,851 forks, 280 watches  
-[graph](categories/graph.md) category, created 2010-09-06, last commit 2023-03-02, main language Python  
-<sub><sup>complex-networks, graph-algorithms, graph-analysis, graph-generation, graph-theory, graph-visualization, python</sup></sub>
+### [mxnet](https://github.com/apache/incubator-mxnet) by [apache](https://github.com/apache)  
+mxnet: Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more  
+[https://mxnet.apache.org](https://mxnet.apache.org)  
+[https://github.com/apache/incubator-mxnet](https://github.com/apache/incubator-mxnet)  
+49 stars per week over 409 weeks  
+20,272 stars, 6,872 forks, 1,087 watches  
+[ml-dl](categories/ml-dl.md) category, created 2015-04-30, last commit 2023-01-26, main language C++  
+<sub><sup>mxnet</sup></sub>
 
 
-### [albumentations](https://github.com/albumentations-team/albumentations) by [albumentations-team](https://github.com/albumentations-team)  
-albumentations: Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation:  https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125  
-[https://albumentations.ai](https://albumentations.ai)  
-[https://github.com/albumentations-team/albumentations](https://github.com/albumentations-team/albumentations)  
-47 stars per week over 247 weeks  
-11,632 stars, 1,477 forks, 123 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-06-06, last commit 2023-02-21, main language Python  
-<sub><sup>augmentation, deep-learning, detection, fast-augmentations, image-augmentation, image-classification, image-processing, image-segmentation, machine-learning, object-detection, python, segmentation</sup></sub>
+### [sympy](https://github.com/sympy/sympy)  
+sympy: A computer algebra system written in pure Python  
+[https://sympy.org/](https://sympy.org/)  
+[https://github.com/sympy/sympy](https://github.com/sympy/sympy)  
+15 stars per week over 670 weeks  
+10,361 stars, 3,882 forks, 287 watches  
+[math](categories/math.md) category, created 2010-04-30, last commit 2023-03-04, main language Python  
+<sub><sup>computer-algebra, hacktoberfest, math, python, science</sup></sub>
 
 
-### [nltk](https://github.com/nltk/nltk)  
-NLTK Source  
-[https://www.nltk.org](https://www.nltk.org)  
-[https://github.com/nltk/nltk](https://github.com/nltk/nltk)  
-16 stars per week over 703 weeks  
-11,581 stars, 2,696 forks, 468 watches  
-[nlp](categories/nlp.md) category, created 2009-09-07, last commit 2023-02-20, main language Python  
-<sub><sup>machine-learning, natural-language-processing, nlp, nltk, python</sup></sub>
+### [stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos) by [nateraw](https://github.com/nateraw)  
+stable-diffusion-videos: Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts  
+[https://github.com/nateraw/stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos)  
+84 stars per week over 25 weeks  
+2,183 stars, 214 forks, 28 watches  
+[diffusion](categories/diffusion.md) category, created 2022-09-06, last commit 2023-02-18, main language Python  
+<sub><sup>ai-art, huggingface, huggingface-diffusers, machine-learning, stable-diffusion</sup></sub>
 
 
-### [deepmind-research](https://github.com/deepmind/deepmind-research) by [deepmind](https://github.com/deepmind)  
-deepmind-research: This repository contains implementations and illustrative code to accompany DeepMind publications  
-[https://github.com/deepmind/deepmind-research](https://github.com/deepmind/deepmind-research)  
-53 stars per week over 215 weeks  
-11,487 stars, 2,357 forks, 329 watches  
-[ml](categories/ml.md) category, created 2019-01-15, last commit 2023-01-31, main language Jupyter Notebook  
+### [Real-ESRGAN](https://github.com/xinntao/real-esrgan) by [xinntao](https://github.com/xinntao)  
+Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.  
+[https://github.com/xinntao/real-esrgan](https://github.com/xinntao/real-esrgan)  
+217 stars per week over 84 weeks  
+18,447 stars, 1,993 forks, 188 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-07-19, last commit 2022-09-20, main language Python  
+<sub><sup>amine, denoise, esrgan, image-restoration, jpeg-compression, pytorch, real-esrgan, super-resolution</sup></sub>
 
 
-### [allennlp](https://github.com/allenai/allennlp) by [allenai](https://github.com/allenai)  
-allennlp: An open-source NLP research library, built on PyTorch.  
-[http://www.allennlp.org](http://www.allennlp.org)  
-[https://github.com/allenai/allennlp](https://github.com/allenai/allennlp)  
-37 stars per week over 302 weeks  
-11,412 stars, 2,242 forks, 281 watches  
-[nlp](categories/nlp.md) category, created 2017-05-15, last commit 2022-11-22, main language Python  
-<sub><sup>data-science, deep-learning, natural-language-processing, nlp, python, pytorch</sup></sub>
+### [faker](https://github.com/joke2k/faker) by [joke2k](https://github.com/joke2k)  
+Faker is a Python package that generates fake data for you.  
+[https://faker.readthedocs.io](https://faker.readthedocs.io)  
+[https://github.com/joke2k/faker](https://github.com/joke2k/faker)  
+28 stars per week over 537 weeks  
+15,469 stars, 1,728 forks, 222 watches  
+[data](categories/data.md) category, created 2012-11-12, last commit 2023-03-03, main language Python  
+<sub><sup>dataset, fake, fake-data, python, test-data, test-data-generator, testing</sup></sub>
 
 
-### [prefect](https://github.com/prefecthq/prefect) by [prefecthq](https://github.com/prefecthq)  
-prefect: The easiest way to coordinate your dataflow  
-[https://prefect.io](https://prefect.io)  
-[https://github.com/prefecthq/prefect](https://github.com/prefecthq/prefect)  
-46 stars per week over 244 weeks  
-11,411 stars, 1,142 forks, 155 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-06-29, last commit 2023-03-02, main language Python  
-<sub><sup>automation, data, data-engineering, data-ops, data-science, infrastructure, ml-ops, observability, orchestration, orion, pipeline, prefect, python, workflow, workflow-engine</sup></sub>
+### [celery](https://github.com/celery/celery)  
+celery: Distributed Task Queue (development branch)  
+[https://docs.celeryq.dev](https://docs.celeryq.dev)  
+[https://github.com/celery/celery](https://github.com/celery/celery)  
+29 stars per week over 723 weeks  
+21,040 stars, 4,442 forks, 475 watches  
+[perf](categories/perf.md) category, created 2009-04-24, last commit 2023-03-04, main language Python  
+<sub><sup>amqp, python, python-library, python3, queue-tasks, queue-workers, queued-jobs, redis, redis-queue, sqs, sqs-queue, task-manager, task-runner, task-scheduler</sup></sub>
 
 
-### [InvokeAI](https://github.com/invoke-ai/invokeai) by [invoke-ai](https://github.com/invoke-ai)  
-InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products.  
-[https://invoke-ai.github.io/InvokeAI/](https://invoke-ai.github.io/InvokeAI/)  
-[https://github.com/invoke-ai/invokeai](https://github.com/invoke-ai/invokeai)  
-402 stars per week over 28 weeks  
-11,379 stars, 1,291 forks, 131 watches  
-[diffusion](categories/diffusion.md) category, created 2022-08-17, last commit 2023-02-28, main language Jupyter Notebook  
-<sub><sup>ai-art, artificial-intelligence, generative-art, image-generation, img2img, inpainting, latent-diffusion, linux, macos, outpainting, stable-diffusion, txt2img, windows</sup></sub>
+### [micropython](https://github.com/micropython/micropython)  
+MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems  
+[https://micropython.org](https://micropython.org)  
+[https://github.com/micropython/micropython](https://github.com/micropython/micropython)  
+33 stars per week over 480 weeks  
+16,033 stars, 6,226 forks, 730 watches  
+[util](categories/util.md) category, created 2013-12-20, last commit 2023-03-02, main language C  
+<sub><sup>embedded, microcontroller, micropython, python</sup></sub>
 
 
-### [PySimpleGUI](https://github.com/pysimplegui/pysimplegui) by [pysimplegui](https://github.com/pysimplegui)  
-PySimpleGUI: Launched in 2018. It's 2023 and PySimpleGUI is actively developed & supported. Create complex windows simply. Supports tkinter, Qt, WxPython, Remi (in browser). Create GUI applications trivially with a full set of widgets. Multi-Window applications are also simple. 3.4 to 3.11 supported. 325+ Demo programs & Cookbook for rapid start. Extensive docs  
-[https://github.com/pysimplegui/pysimplegui](https://github.com/pysimplegui/pysimplegui)  
-46 stars per week over 242 weeks  
-11,296 stars, 1,682 forks, 218 watches  
-[gui](categories/gui.md) category, created 2018-07-11, last commit 2023-03-01, main language Python  
-<sub><sup>beginner-friendly, datavisualization, games, gui, gui-framework, gui-programming, gui-window, pyside2, pysimplegui, python, python-gui, qt, qt-gui, remi, systemtray, tkinter, tkinter-gui, tkinter-python, user-interface, wxpython</sup></sub>
+### [autogluon](https://github.com/awslabs/autogluon) by [awslabs](https://github.com/awslabs)  
+AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data  
+[https://auto.gluon.ai/](https://auto.gluon.ai/)  
+[https://github.com/awslabs/autogluon](https://github.com/awslabs/autogluon)  
+28 stars per week over 187 weeks  
+5,400 stars, 703 forks, 90 watches  
+[ml](categories/ml.md) category, created 2019-07-29, last commit 2023-03-03, main language Python  
+<sub><sup>autogluon, automated-machine-learning, automl, computer-vision, data-science, deep-learning, ensemble-learning, forecasting, gluon, hyperparameter-optimization, image-classification, machine-learning, natural-language-processing, object-detection, pytorch, scikit-learn, structured-data, tabular-data, time-series, transfer-learning</sup></sub>
 
 
-### [full-stack-fastapi-postgresql](https://github.com/tiangolo/full-stack-fastapi-postgresql) by [tiangolo](https://github.com/tiangolo)  
-full-stack-fastapi-postgresql: Full stack, modern web application generator. Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.  
-[https://github.com/tiangolo/full-stack-fastapi-postgresql](https://github.com/tiangolo/full-stack-fastapi-postgresql)  
-53 stars per week over 209 weeks  
-11,240 stars, 2,050 forks, 185 watches  
-[template](categories/template.md) category, created 2019-02-23, last commit 2020-06-05, main language Python  
-<sub><sup>backend, celery, cookiecutter, docker, fastapi, frontend, json, json-schema, jwt, letsencrypt, openapi, openapi3, pgadmin, postgresql, python, python3, swagger, traefik, vue, vuex</sup></sub>
+### [sqlmodel](https://github.com/tiangolo/sqlmodel) by [tiangolo](https://github.com/tiangolo)  
+sqlmodel: SQL databases in Python, designed for simplicity, compatibility, and robustness.  
+[https://sqlmodel.tiangolo.com/](https://sqlmodel.tiangolo.com/)  
+[https://github.com/tiangolo/sqlmodel](https://github.com/tiangolo/sqlmodel)  
+119 stars per week over 79 weeks  
+9,495 stars, 409 forks, 125 watches  
+[data](categories/data.md) category, created 2021-08-24, last commit 2023-02-21, main language Python  
+<sub><sup>fastapi, json, json-schema, pydantic, python, sql, sqlalchemy</sup></sub>
 
 
-### [arrow](https://github.com/apache/arrow) by [apache](https://github.com/apache)  
-arrow: Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing  
-[https://arrow.apache.org/](https://arrow.apache.org/)  
-[https://github.com/apache/arrow](https://github.com/apache/arrow)  
-30 stars per week over 367 weeks  
-11,218 stars, 2,761 forks, 345 watches  
-[data](categories/data.md) category, created 2016-02-17, last commit 2023-03-03, main language C++  
-<sub><sup>arrow</sup></sub>
+### [stable-diffusion](https://github.com/compvis/stable-diffusion) by [compvis](https://github.com/compvis)  
+stable-diffusion: A latent text-to-image diffusion model  
+[https://ommer-lab.com/research/latent-diffusion-models/](https://ommer-lab.com/research/latent-diffusion-models/)  
+[https://github.com/compvis/stable-diffusion](https://github.com/compvis/stable-diffusion)  
+1496 stars per week over 29 weeks  
+44,263 stars, 6,888 forks, 422 watches  
+[diffusion](categories/diffusion.md) category, created 2022-08-10, last commit 2022-11-16, main language Jupyter Notebook  
 
 
-### [dgl](https://github.com/dmlc/dgl) by [dmlc](https://github.com/dmlc)  
-dgl: Python package built to ease deep learning on graph, on top of existing DL frameworks.  
-[http://dgl.ai](http://dgl.ai)  
-[https://github.com/dmlc/dgl](https://github.com/dmlc/dgl)  
-44 stars per week over 254 weeks  
-11,202 stars, 2,720 forks, 173 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-04-20, last commit 2023-03-03, main language Python  
-<sub><sup>deep-learning, graph-neural-networks</sup></sub>
+### [ipython](https://github.com/ipython/ipython)  
+ipython: Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.  
+[https://ipython.readthedocs.org](https://ipython.readthedocs.org)  
+[https://github.com/ipython/ipython](https://github.com/ipython/ipython)  
+23 stars per week over 668 weeks  
+15,708 stars, 4,420 forks, 768 watches  
+[util](categories/util.md) category, created 2010-05-10, last commit 2023-02-28, main language Python  
+<sub><sup>closember, data-science, hacktoberfest, ipython, jupyter, notebook, python, repl</sup></sub>
 
 
-### [diffusers](https://github.com/huggingface/diffusers) by [huggingface](https://github.com/huggingface)  
-🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch  
-[https://huggingface.co/docs/diffusers](https://huggingface.co/docs/diffusers)  
-[https://github.com/huggingface/diffusers](https://github.com/huggingface/diffusers)  
-282 stars per week over 39 weeks  
-11,192 stars, 2,205 forks, 118 watches  
-[diffusion](categories/diffusion.md) category, created 2022-05-30, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, diffusion, hacktoberfest, image-generation, image2image, pytorch, score-based-generative-modeling, stable-diffusion, text2image</sup></sub>
+### [mage-ai](https://github.com/mage-ai/mage-ai)  
+mage-ai: 🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.  
+[https://www.mage.ai/](https://www.mage.ai/)  
+[https://github.com/mage-ai/mage-ai](https://github.com/mage-ai/mage-ai)  
+85 stars per week over 41 weeks  
+3,562 stars, 276 forks, 46 watches  
+[ml-ops](categories/ml-ops.md) category, created 2022-05-16, last commit 2023-03-04, main language Python  
+<sub><sup>artificial-intelligence, data, data-engineering, data-integration, data-pipelines, data-science, dbt, elt, etl, machine-learning, orchestration, pipeline, pipelines, python, reverse-etl, spark, sql, transformation</sup></sub>
 
 
-### [dvc](https://github.com/iterative/dvc) by [iterative](https://github.com/iterative)  
-dvc: 🦉Data Version Control | Git for Data & Models | ML Experiments Management  
-[https://dvc.org](https://dvc.org)  
-[https://github.com/iterative/dvc](https://github.com/iterative/dvc)  
-35 stars per week over 312 weeks  
-11,162 stars, 1,034 forks, 135 watches  
-[data](categories/data.md) category, created 2017-03-04, last commit 2023-03-02, main language Python  
-<sub><sup>ai, collaboration, data-science, data-version-control, developer-tools, git, hacktoberfest, machine-learning, python, reproducibility</sup></sub>
+### [musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch) by [lucidrains](https://github.com/lucidrains)  
+musiclm-pytorch: Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch  
+[https://github.com/lucidrains/musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch)  
+306 stars per week over 5 weeks  
+1,620 stars, 101 forks, 74 watches  
+[ml](categories/ml.md) category, created 2023-01-27, last commit 2023-03-02, main language Python  
+<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, music-synthesis, transformers</sup></sub>
 
 
-### [scipy](https://github.com/scipy/scipy)  
-SciPy library main repository  
-[https://scipy.org](https://scipy.org)  
-[https://github.com/scipy/scipy](https://github.com/scipy/scipy)  
-17 stars per week over 625 weeks  
-10,891 stars, 4,612 forks, 343 watches  
-[ml](categories/ml.md) category, created 2011-03-09, last commit 2023-03-02, main language Python  
-<sub><sup>algorithms, closember, python, scientific-computing, scipy</sup></sub>
+### [haystack](https://github.com/deepset-ai/haystack) by [deepset-ai](https://github.com/deepset-ai)  
+haystack: :mag: Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-3 and alike). Haystack offers production-ready tools to quickly build ChatGPT-like question answering, semantic search, text generation, and more.  
+[https://haystack.deepset.ai](https://haystack.deepset.ai)  
+[https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)  
+41 stars per week over 172 weeks  
+7,133 stars, 1,066 forks, 103 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-11-14, last commit 2023-03-03, main language Python  
+<sub><sup>ai, bert, chatgpt, elasticsearch, generative-ai, gpt-3, information-retrieval, language-model, large-language-models, machine-learning, natural-language-processing, nlp, python, pytorch, question-answering, semantic-search, squad, summarization, transfer-learning, transformers</sup></sub>
 
 
-### [annoy](https://github.com/spotify/annoy) by [spotify](https://github.com/spotify)  
-annoy: Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk  
-[https://github.com/spotify/annoy](https://github.com/spotify/annoy)  
-20 stars per week over 517 weeks  
-10,842 stars, 1,078 forks, 324 watches  
-[ml](categories/ml.md) category, created 2013-04-01, last commit 2023-02-25, main language C++  
-<sub><sup>approximate-nearest-neighbor-search, c-plus-plus, golang, locality-sensitive-hashing, lua, nearest-neighbor-search, python</sup></sub>
+### [speechbrain](https://github.com/speechbrain/speechbrain)  
+speechbrain: A PyTorch-based Speech Toolkit  
+[http://speechbrain.github.io](http://speechbrain.github.io)  
+[https://github.com/speechbrain/speechbrain](https://github.com/speechbrain/speechbrain)  
+36 stars per week over 148 weeks  
+5,413 stars, 1,023 forks, 115 watches  
+[nlp](categories/nlp.md) category, created 2020-04-28, last commit 2023-03-03, main language Python  
+<sub><sup>asr, audio, audio-processing, deep-learning, huggingface, language-model, pytorch, speaker-diarization, speaker-recognition, speaker-verification, speech-enhancement, speech-processing, speech-recognition, speech-separation, speech-to-text, speech-toolkit, speechrecognition, spoken-language-understanding, transformers, voice-recognition</sup></sub>
 
 
-### [dask](https://github.com/dask/dask)  
-dask: Parallel computing with task scheduling  
-[https://dask.org](https://dask.org)  
-[https://github.com/dask/dask](https://github.com/dask/dask)  
-25 stars per week over 425 weeks  
-10,772 stars, 1,598 forks, 216 watches  
-[perf](categories/perf.md) category, created 2015-01-04, last commit 2023-03-02, main language Python  
-<sub><sup>dask, numpy, pandas, pydata, python, scikit-learn, scipy</sup></sub>
+### [espnet](https://github.com/espnet/espnet)  
+espnet: End-to-End Speech Processing Toolkit  
+[https://espnet.github.io/espnet/](https://espnet.github.io/espnet/)  
+[https://github.com/espnet/espnet](https://github.com/espnet/espnet)  
+22 stars per week over 272 weeks  
+6,152 stars, 1,856 forks, 176 watches  
+[nlp](categories/nlp.md) category, created 2017-12-13, last commit 2023-03-03, main language Python  
+<sub><sup>chainer, deep-learning, end-to-end, kaldi, machine-translation, pytorch, singing-voice-synthesis, speaker-diarization, speech-enhancement, speech-recognition, speech-separation, speech-synthesis, speech-translation, spoken-language-understanding, voice-conversion</sup></sub>
 
 
-### [deck.gl](https://github.com/visgl/deck.gl) by [visgl](https://github.com/visgl)  
-deck.gl: WebGL2 powered visualization framework  
-[https://deck.gl](https://deck.gl)  
-[https://github.com/visgl/deck.gl](https://github.com/visgl/deck.gl)  
-28 stars per week over 376 weeks  
-10,646 stars, 1,933 forks, 1,720 watches  
-[viz](categories/viz.md) category, created 2015-12-15, last commit 2023-03-03, main language JavaScript  
-<sub><sup>data-visualization, geospatial-analysis, javascript, maps, python, visualization, webgl</sup></sub>
+### [aiohttp](https://github.com/aio-libs/aiohttp) by [aio-libs](https://github.com/aio-libs)  
+aiohttp: Asynchronous HTTP client/server framework for asyncio and Python  
+[https://docs.aiohttp.org](https://docs.aiohttp.org)  
+[https://github.com/aio-libs/aiohttp](https://github.com/aio-libs/aiohttp)  
+27 stars per week over 491 weeks  
+13,318 stars, 1,870 forks, 227 watches  
+[web](categories/web.md) category, created 2013-10-01, last commit 2023-02-28, main language Python  
+<sub><sup>aiohttp, async, asyncio, hacktoberfest, http, http-client, http-server, python</sup></sub>
+
+
+### [YOLOX](https://github.com/megvii-basedetection/yolox) by [megvii-basedetection](https://github.com/megvii-basedetection)  
+YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/  
+[https://github.com/megvii-basedetection/yolox](https://github.com/megvii-basedetection/yolox)  
+93 stars per week over 85 weeks  
+7,920 stars, 1,915 forks, 72 watches  
+[ml](categories/ml.md) category, created 2021-07-17, last commit 2023-03-03, main language Python  
+<sub><sup>deep-learning, megengine, ncnn, object-detection, onnx, openvino, pytorch, tensorrt, yolo, yolov3, yolox</sup></sub>
+
+
+### [pybind11](https://github.com/pybind/pybind11) by [pybind](https://github.com/pybind)  
+pybind11: Seamless operability between C++11 and Python  
+[https://pybind11.readthedocs.io/](https://pybind11.readthedocs.io/)  
+[https://github.com/pybind/pybind11](https://github.com/pybind/pybind11)  
+30 stars per week over 400 weeks  
+12,294 stars, 1,778 forks, 245 watches  
+[perf](categories/perf.md) category, created 2015-07-05, last commit 2023-02-23, main language C++  
+<sub><sup>bindings, python</sup></sub>
+
+
+### [nni](https://github.com/microsoft/nni) by [microsoft](https://github.com/microsoft)  
+nni: An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.  
+[https://nni.readthedocs.io](https://nni.readthedocs.io)  
+[https://github.com/microsoft/nni](https://github.com/microsoft/nni)  
+50 stars per week over 248 weeks  
+12,566 stars, 1,755 forks, 282 watches  
+[ml](categories/ml.md) category, created 2018-06-01, last commit 2023-03-03, main language Python  
+<sub><sup>automated-machine-learning, automl, bayesian-optimization, data-science, deep-learning, deep-neural-network, distributed, feature-engineering, hyperparameter-optimization, hyperparameter-tuning, machine-learning, machine-learning-algorithms, mlops, model-compression, nas, neural-architecture-search, neural-network, python, pytorch, tensorflow</sup></sub>
+
+
+### [ludwig](https://github.com/uber/ludwig) by [uber](https://github.com/uber)  
+ludwig: Data-centric declarative deep learning framework  
+[http://ludwig.ai](http://ludwig.ai)  
+[https://github.com/uber/ludwig](https://github.com/uber/ludwig)  
+40 stars per week over 218 weeks  
+8,780 stars, 1,030 forks, 183 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-12-27, last commit 2023-03-04, main language Python  
+<sub><sup>computer-vision, data-centric, data-science, datascience, deep, deep-learning, deeplearning, learning, machine, machine-learning, machinelearning, ml, natural-language, natural-language-processing, neural-network, python, pytorch</sup></sub>
+
+
+### [horovod](https://github.com/horovod/horovod)  
+horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.  
+[http://horovod.ai](http://horovod.ai)  
+[https://github.com/horovod/horovod](https://github.com/horovod/horovod)  
+44 stars per week over 290 weeks  
+13,071 stars, 2,158 forks, 331 watches  
+[ml-ops](categories/ml-ops.md) category, created 2017-08-09, last commit 2023-02-23, main language Python  
+<sub><sup>baidu, deep-learning, deeplearning, keras, machine-learning, machinelearning, mpi, mxnet, pytorch, ray, spark, tensorflow, uber</sup></sub>
+
+
+### [dash](https://github.com/plotly/dash) by [plotly](https://github.com/plotly)  
+dash: Data Apps & Dashboards for Python. No JavaScript Required.  
+[https://plotly.com/dash](https://plotly.com/dash)  
+[https://github.com/plotly/dash](https://github.com/plotly/dash)  
+44 stars per week over 412 weeks  
+18,198 stars, 1,853 forks, 410 watches  
+[viz](categories/viz.md) category, created 2015-04-10, last commit 2023-03-02, main language Python  
+<sub><sup>bioinformatics, charting, dash, data-science, data-visualization, finance, flask, gui-framework, julia, jupyter, modeling, plotly, plotly-dash, productivity, python, r, react, rstats, technical-computing, web-app</sup></sub>
+
+
+### [qlib](https://github.com/microsoft/qlib) by [microsoft](https://github.com/microsoft)  
+Qlib is an AI-oriented quantitative investment platform, which aims to realize the potential, empower the research, and create the value of AI technologies in quantitative investment. With Qlib, you can easily try your ideas to create better Quant investment strategies. An increasing number of  SOTA Quant research works/papers are released in Qlib.  
+[https://qlib.readthedocs.io/en/latest/](https://qlib.readthedocs.io/en/latest/)  
+[https://github.com/microsoft/qlib](https://github.com/microsoft/qlib)  
+78 stars per week over 133 weeks  
+10,418 stars, 1,861 forks, 250 watches  
+[finance](categories/finance.md) category, created 2020-08-14, last commit 2023-03-03, main language Python  
+<sub><sup>algorithmic-trading, auto-quant, deep-learning, finance, fintech, investment, machine-learning, paper, platform, python, quant, quant-dataset, quant-models, quantitative-finance, quantitative-trading, research, research-paper, stock-data</sup></sub>
 
 
 ### [typer](https://github.com/tiangolo/typer) by [tiangolo](https://github.com/tiangolo)  
@@ -1269,85 +1223,97 @@ Typer, build great CLIs. Easy to code. Based on Python type hints.
 [https://typer.tiangolo.com/](https://typer.tiangolo.com/)  
 [https://github.com/tiangolo/typer](https://github.com/tiangolo/typer)  
 63 stars per week over 166 weeks  
-10,585 stars, 427 forks, 68 watches  
+10,601 stars, 427 forks, 68 watches  
 [term](categories/term.md) category, created 2019-12-24, last commit 2023-02-21, main language Python  
 <sub><sup>cli, click, python, python3, shell, terminal, typehints, typer</sup></sub>
 
 
-### [Pillow](https://github.com/python-pillow/pillow) by [python-pillow](https://github.com/python-pillow)  
-Pillow: Python Imaging Library (Fork)  
-[https://python-pillow.org](https://python-pillow.org)  
-[https://github.com/python-pillow/pillow](https://github.com/python-pillow/pillow)  
-19 stars per week over 553 weeks  
-10,566 stars, 1,986 forks, 219 watches  
-[util](categories/util.md) category, created 2012-07-24, last commit 2023-03-02, main language Python  
-<sub><sup>c, cross-platform, image, image-processing, pil, pillow, python, python-3</sup></sub>
+### [pytest](https://github.com/pytest-dev/pytest) by [pytest-dev](https://github.com/pytest-dev)  
+pytest: The pytest framework makes it easy to write small tests, yet scales to support complex functional testing  
+[https://pytest.org](https://pytest.org)  
+[https://github.com/pytest-dev/pytest](https://github.com/pytest-dev/pytest)  
+24 stars per week over 402 weeks  
+9,858 stars, 2,271 forks, 194 watches  
+[testing](categories/testing.md) category, created 2015-06-15, last commit 2023-03-03, main language Python  
+<sub><sup>hacktoberfest, python, test, testing, unit-testing</sup></sub>
 
 
-### [detr](https://github.com/facebookresearch/detr) by [facebookresearch](https://github.com/facebookresearch)  
-detr: End-to-End Object Detection with Transformers  
-[https://github.com/facebookresearch/detr](https://github.com/facebookresearch/detr)  
-72 stars per week over 144 weeks  
-10,495 stars, 1,929 forks, 150 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-05-26, last commit 2023-02-07, main language Python  
+### [Gymnasium](https://github.com/farama-foundation/gymnasium) by [farama-foundation](https://github.com/farama-foundation)  
+Gymnasium: A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)  
+[https://gymnasium.farama.org](https://gymnasium.farama.org)  
+[https://github.com/farama-foundation/gymnasium](https://github.com/farama-foundation/gymnasium)  
+64 stars per week over 25 weeks  
+1,651 stars, 189 forks, 18 watches  
+[sim](categories/sim.md) category, created 2022-09-08, last commit 2023-03-03, main language Python  
+<sub><sup>api, gym, reinforcement-learning</sup></sub>
 
 
-### [lime](https://github.com/marcotcr/lime) by [marcotcr](https://github.com/marcotcr)  
-Lime: Explaining the predictions of any machine learning classifier  
-[https://github.com/marcotcr/lime](https://github.com/marcotcr/lime)  
-28 stars per week over 363 weeks  
-10,467 stars, 1,711 forks, 270 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2016-03-15, last commit 2021-07-29, main language JavaScript  
+### [catboost](https://github.com/catboost/catboost)  
+catboost: A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.  
+[https://catboost.ai](https://catboost.ai)  
+[https://github.com/catboost/catboost](https://github.com/catboost/catboost)  
+23 stars per week over 293 weeks  
+6,977 stars, 1,092 forks, 192 watches  
+[ml](categories/ml.md) category, created 2017-07-18, last commit 2023-03-04, main language C  
+<sub><sup>big-data, catboost, categorical-features, coreml, cuda, data-mining, data-science, decision-trees, gbdt, gbm, gpu, gpu-computing, gradient-boosting, kaggle, machine-learning, python, r, tutorial</sup></sub>
 
 
-### [seaborn](https://github.com/mwaskom/seaborn) by [mwaskom](https://github.com/mwaskom)  
-seaborn: Statistical data visualization in Python  
-[https://seaborn.pydata.org](https://seaborn.pydata.org)  
-[https://github.com/mwaskom/seaborn](https://github.com/mwaskom/seaborn)  
-18 stars per week over 558 weeks  
-10,414 stars, 1,710 forks, 252 watches  
-[viz](categories/viz.md) category, created 2012-06-18, last commit 2023-02-26, main language Python  
-<sub><sup>data-science, data-visualization, matplotlib, pandas, python</sup></sub>
+### [pycaret](https://github.com/pycaret/pycaret)  
+pycaret: An open-source, low-code machine learning library in Python  
+[https://www.pycaret.org](https://www.pycaret.org)  
+[https://github.com/pycaret/pycaret](https://github.com/pycaret/pycaret)  
+40 stars per week over 171 weeks  
+6,966 stars, 1,584 forks, 128 watches  
+[ml](categories/ml.md) category, created 2019-11-23, last commit 2023-03-02, main language Jupyter Notebook  
+<sub><sup>anomaly-detection, citizen-data-scientists, classification, clustering, data-science, gpu, machine-learning, ml, nlp, pycaret, python, regression, time-series</sup></sub>
 
 
-### [sympy](https://github.com/sympy/sympy)  
-sympy: A computer algebra system written in pure Python  
-[https://sympy.org/](https://sympy.org/)  
-[https://github.com/sympy/sympy](https://github.com/sympy/sympy)  
-15 stars per week over 670 weeks  
-10,356 stars, 3,882 forks, 287 watches  
-[math](categories/math.md) category, created 2010-04-30, last commit 2023-03-02, main language Python  
-<sub><sup>computer-algebra, hacktoberfest, math, python, science</sup></sub>
+### [kornia](https://github.com/kornia/kornia)  
+kornia: Open Source Differentiable Computer Vision Library  
+[https://kornia.github.io/kornia/](https://kornia.github.io/kornia/)  
+[https://github.com/kornia/kornia](https://github.com/kornia/kornia)  
+33 stars per week over 236 weeks  
+7,825 stars, 794 forks, 119 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-08-22, last commit 2023-03-04, main language Python  
+<sub><sup>artificial-intelligence, computer-vision, deep-learning, image-processing, machine-learning, neural-network, python, pytorch</sup></sub>
 
 
-### [bullet3](https://github.com/bulletphysics/bullet3) by [bulletphysics](https://github.com/bulletphysics)  
-bullet3: Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.  
-[http://bulletphysics.org](http://bulletphysics.org)  
-[https://github.com/bulletphysics/bullet3](https://github.com/bulletphysics/bullet3)  
-16 stars per week over 620 weeks  
-10,298 stars, 2,667 forks, 403 watches  
-[sim](categories/sim.md) category, created 2011-04-12, last commit 2023-02-24, main language C++  
-<sub><sup>computer-animation, game-development, kinematics, pybullet, reinforcement-learning, robotics, simulation, simulator, virtual-reality</sup></sub>
+### [onnx](https://github.com/onnx/onnx)  
+onnx: Open standard for machine learning interoperability  
+[https://onnx.ai/](https://onnx.ai/)  
+[https://github.com/onnx/onnx](https://github.com/onnx/onnx)  
+49 stars per week over 286 weeks  
+14,187 stars, 3,350 forks, 431 watches  
+[ml](categories/ml.md) category, created 2017-09-07, last commit 2023-03-03, main language Python  
+<sub><sup>deep-learning, deep-neural-networks, dnn, keras, machine-learning, ml, mxnet, neural-network, onnx, pytorch, scikit-learn, tensorflow</sup></sub>
 
 
-### [ydata-profiling](https://github.com/pandas-profiling/pandas-profiling) by [pandas-profiling](https://github.com/pandas-profiling)  
-ydata-profiling: Create HTML profiling reports from pandas DataFrame objects  
-[https://ydata-profiling.ydata.ai](https://ydata-profiling.ydata.ai)  
-[https://github.com/pandas-profiling/pandas-profiling](https://github.com/pandas-profiling/pandas-profiling)  
-27 stars per week over 372 weeks  
-10,289 stars, 1,451 forks, 151 watches  
-[pandas](categories/pandas.md) category, created 2016-01-09, last commit 2023-01-30, main language Python  
-<sub><sup>big-data-analytics, data-analysis, data-exploration, data-profiling, data-quality, data-science, deep-learning, eda, exploration, exploratory-data-analysis, hacktoberfest, html-report, jupyter, jupyter-notebook, machine-learning, pandas, pandas-dataframe, pandas-profiling, python, statistics</sup></sub>
+### [scalene](https://github.com/plasma-umass/scalene) by [plasma-umass](https://github.com/plasma-umass)  
+Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals  
+[https://github.com/plasma-umass/scalene](https://github.com/plasma-umass/scalene)  
+44 stars per week over 167 weeks  
+7,426 stars, 247 forks, 72 watches  
+[profiling](categories/profiling.md) category, created 2019-12-17, last commit 2023-02-27, main language JavaScript  
+<sub><sup>cpu, cpu-profiling, gpu, gpu-programming, memory-allocation, memory-consumption, performance-analysis, performance-cpu, profiler, profiles-memory, profiling, python, python-profilers, scalene</sup></sub>
 
 
-### [memray](https://github.com/bloomberg/memray) by [bloomberg](https://github.com/bloomberg)  
-Memray is a memory profiler for Python  
-[https://bloomberg.github.io/memray/](https://bloomberg.github.io/memray/)  
-[https://github.com/bloomberg/memray](https://github.com/bloomberg/memray)  
-217 stars per week over 47 weeks  
-10,199 stars, 283 forks, 53 watches  
-[profiling](categories/profiling.md) category, created 2022-04-08, last commit 2023-02-27, main language Python  
-<sub><sup>hacktoberfest, memory, memory-leak, memory-leak-detection, memory-profiler, profiler, python, python3</sup></sub>
+### [stable-dreamfusion](https://github.com/ashawkey/stable-dreamfusion) by [ashawkey](https://github.com/ashawkey)  
+stable-dreamfusion: A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion.  
+[https://github.com/ashawkey/stable-dreamfusion](https://github.com/ashawkey/stable-dreamfusion)  
+183 stars per week over 21 weeks  
+3,937 stars, 346 forks, 83 watches  
+[diffusion](categories/diffusion.md) category, created 2022-10-06, last commit 2023-03-03, main language Python  
+<sub><sup>dreamfusion, gui, nerf, stable-diffusion, text-to-3d</sup></sub>
+
+
+### [mmsegmentation](https://github.com/open-mmlab/mmsegmentation) by [open-mmlab](https://github.com/open-mmlab)  
+mmsegmentation: OpenMMLab Semantic Segmentation Toolbox and Benchmark.  
+[https://mmsegmentation.readthedocs.io/en/latest/](https://mmsegmentation.readthedocs.io/en/latest/)  
+[https://github.com/open-mmlab/mmsegmentation](https://github.com/open-mmlab/mmsegmentation)  
+37 stars per week over 142 weeks  
+5,308 stars, 1,955 forks, 52 watches  
+[ml](categories/ml.md) category, created 2020-06-14, last commit 2023-02-28, main language Python  
+<sub><sup>deeplabv3, image-segmentation, medical-image-segmentation, pspnet, pytorch, realtime-segmentation, retinal-vessel-segmentation, semantic-segmentation, swin-transformer, transformer, vessel-segmentation</sup></sub>
 
 
 ### [httpx](https://github.com/encode/httpx) by [encode](https://github.com/encode)  
@@ -1355,220 +1321,115 @@ httpx: A next generation HTTP client for Python. 🦋
 [https://www.python-httpx.org/](https://www.python-httpx.org/)  
 [https://github.com/encode/httpx](https://github.com/encode/httpx)  
 49 stars per week over 204 weeks  
-10,131 stars, 673 forks, 112 watches  
+10,136 stars, 673 forks, 112 watches  
 [web](categories/web.md) category, created 2019-04-04, last commit 2023-03-01, main language Python  
 <sub><sup>asyncio, http, python, trio</sup></sub>
 
 
-### [pyinstaller](https://github.com/pyinstaller/pyinstaller)  
-pyinstaller: Freeze (package) Python programs into stand-alone executables  
-[http://www.pyinstaller.org](http://www.pyinstaller.org)  
-[https://github.com/pyinstaller/pyinstaller](https://github.com/pyinstaller/pyinstaller)  
-17 stars per week over 588 weeks  
-10,075 stars, 1,858 forks, 232 watches  
-[util](categories/util.md) category, created 2011-11-23, last commit 2023-02-26, main language Python  
-<sub><sup>bundle, package, py2app, py2exe, pyinstaller, python, python-3, python-to-exe</sup></sub>
-
-
-### [dopamine](https://github.com/google/dopamine) by [google](https://github.com/google)  
-Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.   
-[https://github.com/google/dopamine](https://github.com/google/dopamine)  
-[https://github.com/google/dopamine](https://github.com/google/dopamine)  
-41 stars per week over 240 weeks  
-10,026 stars, 1,342 forks, 443 watches  
-[ml](categories/ml.md) category, created 2018-07-26, last commit 2023-02-27, main language Jupyter Notebook  
-<sub><sup>ai, google, ml, rl, tensorflow</sup></sub>
+### [accelerate](https://github.com/huggingface/accelerate) by [huggingface](https://github.com/huggingface)  
+accelerate: 🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision  
+[https://huggingface.co/docs/accelerate](https://huggingface.co/docs/accelerate)  
+[https://github.com/huggingface/accelerate](https://github.com/huggingface/accelerate)  
+31 stars per week over 122 weeks  
+3,793 stars, 346 forks, 70 watches  
+[ml](categories/ml.md) category, created 2020-10-30, last commit 2023-03-03, main language Python  
 
 
-### [pre-commit](https://github.com/pre-commit/pre-commit)  
-pre-commit: A framework for managing and maintaining multi-language pre-commit hooks.  
-[https://pre-commit.com](https://pre-commit.com)  
-[https://github.com/pre-commit/pre-commit](https://github.com/pre-commit/pre-commit)  
-21 stars per week over 468 weeks  
-9,887 stars, 709 forks, 90 watches  
-[util](categories/util.md) category, created 2014-03-13, last commit 2023-02-28, main language Python  
-<sub><sup>git, linter, pre-commit, python, refactoring</sup></sub>
+### [DearPyGui](https://github.com/hoffstadt/dearpygui) by [hoffstadt](https://github.com/hoffstadt)  
+DearPyGui: Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies  
+[https://dearpygui.readthedocs.io/en/latest/](https://dearpygui.readthedocs.io/en/latest/)  
+[https://github.com/hoffstadt/dearpygui](https://github.com/hoffstadt/dearpygui)  
+67 stars per week over 144 weeks  
+9,757 stars, 511 forks, 138 watches  
+[gui](categories/gui.md) category, created 2020-05-28, last commit 2023-03-02, main language C++  
+<sub><sup>cpp, cross-platform, dearpygui, graphics, gui, imgui, linux, macos, native, python, python-gui, toolkit, tools, ui, windows</sup></sub>
 
 
-### [pytest](https://github.com/pytest-dev/pytest) by [pytest-dev](https://github.com/pytest-dev)  
-pytest: The pytest framework makes it easy to write small tests, yet scales to support complex functional testing  
-[https://pytest.org](https://pytest.org)  
-[https://github.com/pytest-dev/pytest](https://github.com/pytest-dev/pytest)  
-24 stars per week over 402 weeks  
-9,852 stars, 2,269 forks, 194 watches  
-[testing](categories/testing.md) category, created 2015-06-15, last commit 2023-02-28, main language Python  
-<sub><sup>hacktoberfest, python, test, testing, unit-testing</sup></sub>
+### [marqo](https://github.com/marqo-ai/marqo) by [marqo-ai](https://github.com/marqo-ai)  
+marqo: Tensor search for humans.  
+[https://www.marqo.ai/](https://www.marqo.ai/)  
+[https://github.com/marqo-ai/marqo](https://github.com/marqo-ai/marqo)  
+78 stars per week over 30 weeks  
+2,409 stars, 93 forks, 26 watches  
+[ml](categories/ml.md) category, created 2022-08-01, last commit 2023-03-03, main language Python  
+<sub><sup>chatgpt, clip, deep-learning, gpt, hacktoberfest, hnsw, information-retrieval, knn, large-language-models, machine-learning, machinelearning, multi-modal, natural-language-processing, search-engine, semantic-search, tensor-search, transformers, vector-search, vision-language, visual-search</sup></sub>
 
 
-### [unilm](https://github.com/microsoft/unilm) by [microsoft](https://github.com/microsoft)  
-unilm: Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities  
-[https://aka.ms/nlpagi](https://aka.ms/nlpagi)  
-[https://github.com/microsoft/unilm](https://github.com/microsoft/unilm)  
-52 stars per week over 188 weeks  
-9,848 stars, 1,597 forks, 248 watches  
-[nlp](categories/nlp.md) category, created 2019-07-23, last commit 2023-03-01, main language Python  
-<sub><sup>beit, beit-3, deepnet, document-ai, document-foundation-model, foundation-models, language-generation, layoutlm, layoutxlm, llm, minilm, mllm, multimodal, multimodal-pre-trained-model, nlp, pre-trained-model, small-pre-trained-model, trocr, unilm, xlm-e</sup></sub>
+### [starlette](https://github.com/encode/starlette) by [encode](https://github.com/encode)  
+starlette: The little ASGI framework that shines. 🌟  
+[https://www.starlette.io/](https://www.starlette.io/)  
+[https://github.com/encode/starlette](https://github.com/encode/starlette)  
+32 stars per week over 244 weeks  
+7,944 stars, 720 forks, 111 watches  
+[web](categories/web.md) category, created 2018-06-25, last commit 2023-03-03, main language Python  
+<sub><sup>async, http, python, websockets</sup></sub>
 
 
-### [ParlAI](https://github.com/facebookresearch/parlai) by [facebookresearch](https://github.com/facebookresearch)  
-ParlAI: A framework for training and evaluating AI models on a variety of openly available dialogue datasets.  
-[https://parl.ai](https://parl.ai)  
-[https://github.com/facebookresearch/parlai](https://github.com/facebookresearch/parlai)  
-32 stars per week over 305 weeks  
-9,830 stars, 1,999 forks, 292 watches  
-[nlp](categories/nlp.md) category, created 2017-04-24, last commit 2023-02-24, main language Python  
-
-
-### [notebook](https://github.com/jupyter/notebook) by [jupyter](https://github.com/jupyter)  
-notebook: Jupyter Interactive Notebook  
-[https://jupyter-notebook.readthedocs.io/](https://jupyter-notebook.readthedocs.io/)  
-[https://github.com/jupyter/notebook](https://github.com/jupyter/notebook)  
-23 stars per week over 412 weeks  
-9,810 stars, 4,016 forks, 321 watches  
-[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>closember, jupyter, jupyter-notebook, notebook</sup></sub>
-
-
-### [py-spy](https://github.com/benfred/py-spy) by [benfred](https://github.com/benfred)  
-py-spy: Sampling profiler for Python programs  
-[https://github.com/benfred/py-spy](https://github.com/benfred/py-spy)  
-40 stars per week over 239 weeks  
-9,793 stars, 346 forks, 111 watches  
-[profiling](categories/profiling.md) category, created 2018-08-01, last commit 2022-12-09, main language Rust  
-<sub><sup>performance-analysis, profiler, profiling, python</sup></sub>
-
-
-### [pyright](https://github.com/microsoft/pyright) by [microsoft](https://github.com/microsoft)  
-pyright: Static type checker for Python  
-[https://github.com/microsoft/pyright](https://github.com/microsoft/pyright)  
-47 stars per week over 207 weeks  
-9,788 stars, 846 forks, 93 watches  
-[typing](categories/typing.md) category, created 2019-03-12, last commit 2023-03-02, main language Python  
-
-
-### [DearPyGui](https://github.com/hoffstadt/dearpygui) by [hoffstadt](https://github.com/hoffstadt)  
-DearPyGui: Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies  
-[https://dearpygui.readthedocs.io/en/latest/](https://dearpygui.readthedocs.io/en/latest/)  
-[https://github.com/hoffstadt/dearpygui](https://github.com/hoffstadt/dearpygui)  
-67 stars per week over 144 weeks  
-9,753 stars, 510 forks, 138 watches  
-[gui](categories/gui.md) category, created 2020-05-28, last commit 2023-03-02, main language C++  
-<sub><sup>cpp, cross-platform, dearpygui, graphics, gui, imgui, linux, macos, native, python, python-gui, toolkit, tools, ui, windows</sup></sub>
-
-
-### [pyodide](https://github.com/pyodide/pyodide)  
-Pyodide is a Python distribution for the browser and Node.js based on WebAssembly  
-[https://pyodide.org/en/stable/](https://pyodide.org/en/stable/)  
-[https://github.com/pyodide/pyodide](https://github.com/pyodide/pyodide)  
-36 stars per week over 262 weeks  
-9,672 stars, 629 forks, 126 watches  
-[util](categories/util.md) category, created 2018-02-23, last commit 2023-03-02, main language Python  
-<sub><sup>python, webassembly</sup></sub>
-
-
-### [sentence-transformers](https://github.com/ukplab/sentence-transformers) by [ukplab](https://github.com/ukplab)  
-sentence-transformers: Multilingual Sentence & Image Embeddings with BERT  
-[https://www.SBERT.net](https://www.SBERT.net)  
-[https://github.com/ukplab/sentence-transformers](https://github.com/ukplab/sentence-transformers)  
-50 stars per week over 188 weeks  
-9,557 stars, 1,869 forks, 119 watches  
-[nlp](categories/nlp.md) category, created 2019-07-24, last commit 2023-01-26, main language Python  
-
-
-### [sqlmodel](https://github.com/tiangolo/sqlmodel) by [tiangolo](https://github.com/tiangolo)  
-sqlmodel: SQL databases in Python, designed for simplicity, compatibility, and robustness.  
-[https://sqlmodel.tiangolo.com/](https://sqlmodel.tiangolo.com/)  
-[https://github.com/tiangolo/sqlmodel](https://github.com/tiangolo/sqlmodel)  
-119 stars per week over 79 weeks  
-9,492 stars, 409 forks, 124 watches  
-[data](categories/data.md) category, created 2021-08-24, last commit 2023-02-21, main language Python  
-<sub><sup>fastapi, json, json-schema, pydantic, python, sql, sqlalchemy</sup></sub>
-
-
-### [ruff](https://github.com/charliermarsh/ruff) by [charliermarsh](https://github.com/charliermarsh)  
-ruff: An extremely fast Python linter, written in Rust.  
-[https://beta.ruff.rs](https://beta.ruff.rs)  
-[https://github.com/charliermarsh/ruff](https://github.com/charliermarsh/ruff)  
-321 stars per week over 29 weeks  
-9,450 stars, 301 forks, 47 watches  
-[util](categories/util.md) category, created 2022-08-09, last commit 2023-03-02, main language Rust  
-<sub><sup>linter, pep8, python, python3, ruff, rust, rustpython, static-analysis, static-code-analysis, style-guide, styleguide</sup></sub>
-
-
-### [Photon](https://github.com/s0md3v/photon) by [s0md3v](https://github.com/s0md3v)  
-Photon: Incredibly fast crawler designed for OSINT.  
-[https://github.com/s0md3v/photon](https://github.com/s0md3v/photon)  
-36 stars per week over 257 weeks  
-9,429 stars, 1,380 forks, 325 watches  
-[data](categories/data.md) category, created 2018-03-30, last commit 2022-12-20, main language Python  
-<sub><sup>crawler, information-gathering, osint, python, spider</sup></sub>
-
-
-### [uvloop](https://github.com/magicstack/uvloop) by [magicstack](https://github.com/magicstack)  
-uvloop: Ultra fast asyncio event loop.  
-[https://github.com/magicstack/uvloop](https://github.com/magicstack/uvloop)  
-24 stars per week over 381 weeks  
-9,198 stars, 535 forks, 226 watches  
-[util](categories/util.md) category, created 2015-11-08, last commit 2023-01-15, main language Cython  
-<sub><sup>async, async-await, async-python, asyncio, event-loop, high-performance, libuv, networking, python, python-3</sup></sub>
+### [deck.gl](https://github.com/visgl/deck.gl) by [visgl](https://github.com/visgl)  
+deck.gl: WebGL2 powered visualization framework  
+[https://deck.gl](https://deck.gl)  
+[https://github.com/visgl/deck.gl](https://github.com/visgl/deck.gl)  
+28 stars per week over 376 weeks  
+10,650 stars, 1,933 forks, 1,720 watches  
+[viz](categories/viz.md) category, created 2015-12-15, last commit 2023-03-03, main language JavaScript  
+<sub><sup>data-visualization, geospatial-analysis, javascript, maps, python, visualization, webgl</sup></sub>
 
 
-### [DeepSpeed](https://github.com/microsoft/deepspeed) by [microsoft](https://github.com/microsoft)  
-DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.  
-[https://www.deepspeed.ai/](https://www.deepspeed.ai/)  
-[https://github.com/microsoft/deepspeed](https://github.com/microsoft/deepspeed)  
-56 stars per week over 162 weeks  
-9,170 stars, 1,103 forks, 146 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-01-23, last commit 2023-03-01, main language Python  
-<sub><sup>billion-parameters, compression, data-parallelism, deep-learning, gpu, inference, machine-learning, mixture-of-experts, model-parallelism, pipeline-parallelism, pytorch, trillion-parameters, zero</sup></sub>
+### [pytorch3d](https://github.com/facebookresearch/pytorch3d) by [facebookresearch](https://github.com/facebookresearch)  
+PyTorch3D is FAIR's library of reusable components for deep learning with 3D data  
+[https://pytorch3d.org/](https://pytorch3d.org/)  
+[https://github.com/facebookresearch/pytorch3d](https://github.com/facebookresearch/pytorch3d)  
+39 stars per week over 175 weeks  
+7,009 stars, 1,077 forks, 141 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-10-25, last commit 2023-02-28, main language Python  
 
 
-### [jinja](https://github.com/pallets/jinja) by [pallets](https://github.com/pallets)  
-jinja: A very fast and expressive template engine.  
-[https://jinja.palletsprojects.com](https://jinja.palletsprojects.com)  
-[https://github.com/pallets/jinja](https://github.com/pallets/jinja)  
-14 stars per week over 645 weeks  
-9,090 stars, 1,543 forks, 250 watches  
-[util](categories/util.md) category, created 2010-10-17, last commit 2023-03-01, main language Python  
-<sub><sup>jinja, jinja2, pallets, python, template-engine, templates</sup></sub>
+### [kedro](https://github.com/kedro-org/kedro) by [kedro-org](https://github.com/kedro-org)  
+kedro: A Python framework for creating reproducible, maintainable and modular data science code.  
+[https://kedro.org](https://kedro.org)  
+[https://github.com/kedro-org/kedro](https://github.com/kedro-org/kedro)  
+40 stars per week over 202 weeks  
+8,138 stars, 765 forks, 104 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-04-18, last commit 2023-03-02, main language Python  
+<sub><sup>experiment-tracking, hacktoberfest, kedro, machine-learning, mlops, pipeline, python</sup></sub>
 
 
-### [prettymaps](https://github.com/marceloprates/prettymaps) by [marceloprates](https://github.com/marceloprates)  
-prettymaps: A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.  
-[https://github.com/marceloprates/prettymaps](https://github.com/marceloprates/prettymaps)  
-87 stars per week over 104 weeks  
-9,080 stars, 441 forks, 74 watches  
-[viz](categories/viz.md) category, created 2021-03-05, last commit 2023-02-15, main language Jupyter Notebook  
-<sub><sup>cartography, generative-art, jupyter-notebook, maps, matplotlib, openstreetmap, python</sup></sub>
+### [NeMo](https://github.com/nvidia/nemo) by [nvidia](https://github.com/nvidia)  
+NeMo: a toolkit for conversational AI  
+[https://nvidia.github.io/NeMo/](https://nvidia.github.io/NeMo/)  
+[https://github.com/nvidia/nemo](https://github.com/nvidia/nemo)  
+30 stars per week over 186 weeks  
+5,790 stars, 1,406 forks, 139 watches  
+[nlp](categories/nlp.md) category, created 2019-08-05, last commit 2023-03-02, main language Python  
+<sub><sup>asr, deep-learning, language-model, machine-translation, neural-network, nlp, nlp-machine-learning, nmt, speaker-diarization, speaker-recognition, speech-recognition, speech-synthesis, speech-to-text, text-normalization, text-to-speech, tts</sup></sub>
 
 
-### [DALLE2-pytorch](https://github.com/lucidrains/dalle2-pytorch) by [lucidrains](https://github.com/lucidrains)  
-DALLE2-pytorch: Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network,  in Pytorch  
-[https://github.com/lucidrains/dalle2-pytorch](https://github.com/lucidrains/dalle2-pytorch)  
-191 stars per week over 47 weeks  
-9,030 stars, 783 forks, 123 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-04-07, last commit 2023-02-12, main language Python  
-<sub><sup>artificial-intelligence, deep-learning, text-to-image</sup></sub>
+### [paper-qa](https://github.com/whitead/paper-qa) by [whitead](https://github.com/whitead)  
+paper-qa: LLM Chain for answering questions from documents with citations  
+[https://github.com/whitead/paper-qa](https://github.com/whitead/paper-qa)  
+249 stars per week over 4 weeks  
+997 stars, 66 forks, 21 watches  
+[nlp](categories/nlp.md) category, created 2023-02-05, last commit 2023-03-02, main language Python  
 
 
-### [falcon](https://github.com/falconry/falcon) by [falconry](https://github.com/falconry)  
-falcon: The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.  
-[https://falcon.readthedocs.io/en/stable/](https://falcon.readthedocs.io/en/stable/)  
-[https://github.com/falconry/falcon](https://github.com/falconry/falcon)  
-16 stars per week over 534 weeks  
-9,015 stars, 901 forks, 267 watches  
-[web](categories/web.md) category, created 2012-12-06, last commit 2023-01-18, main language Python  
-<sub><sup>api, api-rest, asgi, framework, http, microservices, python, rest, web, wsgi</sup></sub>
+### [modin](https://github.com/modin-project/modin) by [modin-project](https://github.com/modin-project)  
+Modin: Scale your Pandas workflows by changing a single line of code  
+[http://modin.readthedocs.io](http://modin.readthedocs.io)  
+[https://github.com/modin-project/modin](https://github.com/modin-project/modin)  
+34 stars per week over 245 weeks  
+8,421 stars, 591 forks, 108 watches  
+[perf](categories/perf.md) category, created 2018-06-21, last commit 2023-03-03, main language Python  
+<sub><sup>analytics, data-science, dataframe, datascience, distributed, hacktoberfest, modin, pandas, python, sql</sup></sub>
 
 
-### [tpot](https://github.com/epistasislab/tpot) by [epistasislab](https://github.com/epistasislab)  
-tpot: A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.  
-[http://epistasislab.github.io/tpot/](http://epistasislab.github.io/tpot/)  
-[https://github.com/epistasislab/tpot](https://github.com/epistasislab/tpot)  
-23 stars per week over 382 weeks  
-8,966 stars, 1,518 forks, 293 watches  
-[ml](categories/ml.md) category, created 2015-11-03, last commit 2022-07-29, main language Python  
-<sub><sup>adsp, ag066833, aiml, alzheimer, alzheimers, automated-machine-learning, automation, automl, data-science, feature-engineering, gradient-boosting, hyperparameter-optimization, machine-learning, model-selection, nia, parameter-tuning, python, random-forest, scikit-learn, u01ag066833</sup></sub>
+### [pylint](https://github.com/pycqa/pylint) by [pycqa](https://github.com/pycqa)  
+pylint: It's not just a linter that annoys you!  
+[http://pylint.pycqa.org](http://pylint.pycqa.org)  
+[https://github.com/pycqa/pylint](https://github.com/pycqa/pylint)  
+12 stars per week over 377 weeks  
+4,534 stars, 979 forks, 75 watches  
+[util](categories/util.md) category, created 2015-12-09, last commit 2023-03-03, main language Python  
+<sub><sup>closember, code-quality, hacktoberfest, linter, pep8, static-analysis, static-code-analysis</sup></sub>
 
 
 ### [serverless-application-model](https://github.com/aws/serverless-application-model) by [aws](https://github.com/aws)  
@@ -1576,439 +1437,455 @@ serverless-application-model: The AWS Serverless Application Model (AWS SAM) tra
 [https://aws.amazon.com/serverless/sam](https://aws.amazon.com/serverless/sam)  
 [https://github.com/aws/serverless-application-model](https://github.com/aws/serverless-application-model)  
 26 stars per week over 333 weeks  
-8,934 stars, 2,302 forks, 298 watches  
+8,937 stars, 2,302 forks, 298 watches  
 [util](categories/util.md) category, created 2016-10-10, last commit 2023-03-03, main language Python  
 <sub><sup>aws, aws-sam, lambda, sam, sam-specification, serverless, serverless-application-model, serverless-applications</sup></sub>
 
 
-### [gunicorn](https://github.com/benoitc/gunicorn) by [benoitc](https://github.com/benoitc)  
-gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.  
-[http://www.gunicorn.org](http://www.gunicorn.org)  
-[https://github.com/benoitc/gunicorn](https://github.com/benoitc/gunicorn)  
-12 stars per week over 691 weeks  
-8,798 stars, 1,631 forks, 229 watches  
-[web](categories/web.md) category, created 2009-11-30, last commit 2023-01-26, main language Python  
-<sub><sup>http, http-server, python, wsgi, wsgi-server</sup></sub>
-
-
-### [ludwig](https://github.com/uber/ludwig) by [uber](https://github.com/uber)  
-ludwig: Data-centric declarative deep learning framework  
-[http://ludwig.ai](http://ludwig.ai)  
-[https://github.com/uber/ludwig](https://github.com/uber/ludwig)  
-40 stars per week over 218 weeks  
-8,780 stars, 1,030 forks, 184 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-12-27, last commit 2023-03-03, main language Python  
-<sub><sup>computer-vision, data-centric, data-science, datascience, deep, deep-learning, deeplearning, learning, machine, machine-learning, machinelearning, ml, natural-language, natural-language-processing, neural-network, python, pytorch</sup></sub>
+### [Pillow](https://github.com/python-pillow/pillow) by [python-pillow](https://github.com/python-pillow)  
+Pillow: Python Imaging Library (Fork)  
+[https://python-pillow.org](https://python-pillow.org)  
+[https://github.com/python-pillow/pillow](https://github.com/python-pillow/pillow)  
+19 stars per week over 553 weeks  
+10,572 stars, 1,988 forks, 218 watches  
+[util](categories/util.md) category, created 2012-07-24, last commit 2023-03-04, main language Python  
+<sub><sup>c, cross-platform, image, image-processing, pil, pillow, python, python-3</sup></sub>
 
 
-### [autokeras](https://github.com/keras-team/autokeras) by [keras-team](https://github.com/keras-team)  
-autokeras: AutoML library for deep learning  
-[http://autokeras.com/](http://autokeras.com/)  
-[https://github.com/keras-team/autokeras](https://github.com/keras-team/autokeras)  
-31 stars per week over 275 weeks  
-8,755 stars, 1,394 forks, 306 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-11-19, last commit 2023-02-22, main language Python  
-<sub><sup>autodl, automated-machine-learning, automl, deep-learning, keras, machine-learning, neural-architecture-search, python, tensorflow</sup></sub>
+### [plotly.py](https://github.com/plotly/plotly.py) by [plotly](https://github.com/plotly)  
+plotly.py: The interactive graphing library for Python :sparkles: This project now includes Plotly Express!  
+[https://plotly.com/python/](https://plotly.com/python/)  
+[https://github.com/plotly/plotly.py](https://github.com/plotly/plotly.py)  
+26 stars per week over 484 weeks  
+13,020 stars, 2,306 forks, 275 watches  
+[viz](categories/viz.md) category, created 2013-11-21, last commit 2023-02-24, main language Python  
+<sub><sup>d3, dashboard, declarative, graph-library, interactive, jupyter-notebook, plotly, plotly-dash, plotlyjs, python, regl, sparkles, visualization, webgl</sup></sub>
 
 
-### [duckdb](https://github.com/duckdb/duckdb)  
-DuckDB is an in-process SQL OLAP Database Management System  
-[http://www.duckdb.org](http://www.duckdb.org)  
-[https://github.com/duckdb/duckdb](https://github.com/duckdb/duckdb)  
-35 stars per week over 244 weeks  
-8,723 stars, 813 forks, 135 watches  
-[data](categories/data.md) category, created 2018-06-26, last commit 2023-03-02, main language C++  
-<sub><sup>analytics, database, embedded-database, olap, sql</sup></sub>
+### [tornado](https://github.com/tornadoweb/tornado) by [tornadoweb](https://github.com/tornadoweb)  
+Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.  
+[http://www.tornadoweb.org/](http://www.tornadoweb.org/)  
+[https://github.com/tornadoweb/tornado](https://github.com/tornadoweb/tornado)  
+29 stars per week over 703 weeks  
+21,004 stars, 5,494 forks, 1,003 watches  
+[web](categories/web.md) category, created 2009-09-09, last commit 2023-02-21, main language Python  
+<sub><sup>asynchronous, python</sup></sub>
 
 
 ### [rembg](https://github.com/danielgatis/rembg) by [danielgatis](https://github.com/danielgatis)  
 Rembg is a tool to remove images background  
 [https://github.com/danielgatis/rembg](https://github.com/danielgatis/rembg)  
 63 stars per week over 133 weeks  
-8,531 stars, 1,067 forks, 105 watches  
+8,561 stars, 1,069 forks, 105 watches  
 [ml-dl](categories/ml-dl.md) category, created 2020-08-10, last commit 2022-12-28, main language Python  
 <sub><sup>background-removal, image-processing, python</sup></sub>
 
 
-### [TextBlob](https://github.com/sloria/textblob) by [sloria](https://github.com/sloria)  
-TextBlob: Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.  
-[https://textblob.readthedocs.io/](https://textblob.readthedocs.io/)  
-[https://github.com/sloria/textblob](https://github.com/sloria/textblob)  
-16 stars per week over 504 weeks  
-8,453 stars, 1,112 forks, 270 watches  
-[nlp](categories/nlp.md) category, created 2013-06-30, last commit 2021-10-22, main language Python  
-<sub><sup>natural-language-processing, nlp, nltk, pattern, python, python-2, python-3</sup></sub>
-
-
-### [pattern](https://github.com/clips/pattern) by [clips](https://github.com/clips)  
-pattern: Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.  
-[https://github.com/clips/pattern/wiki](https://github.com/clips/pattern/wiki)  
-[https://github.com/clips/pattern](https://github.com/clips/pattern)  
-13 stars per week over 617 weeks  
-8,424 stars, 1,597 forks, 547 watches  
-[nlp](categories/nlp.md) category, created 2011-05-03, last commit 2020-04-25, main language Python  
-<sub><sup>machine-learning, natural-language-processing, network-analysis, python, sentiment-analysis, web-mining, wordnet</sup></sub>
+### [mamba](https://github.com/mamba-org/mamba) by [mamba-org](https://github.com/mamba-org)  
+mamba: The Fast Cross-Platform Package Manager  
+[https://mamba.readthedocs.io](https://mamba.readthedocs.io)  
+[https://github.com/mamba-org/mamba](https://github.com/mamba-org/mamba)  
+20 stars per week over 208 weeks  
+4,274 stars, 247 forks, 44 watches  
+[util](categories/util.md) category, created 2019-03-05, last commit 2023-03-03, main language C++  
 
 
-### [modin](https://github.com/modin-project/modin) by [modin-project](https://github.com/modin-project)  
-Modin: Scale your Pandas workflows by changing a single line of code  
-[http://modin.readthedocs.io](http://modin.readthedocs.io)  
-[https://github.com/modin-project/modin](https://github.com/modin-project/modin)  
-34 stars per week over 245 weeks  
-8,416 stars, 591 forks, 108 watches  
-[perf](categories/perf.md) category, created 2018-06-21, last commit 2023-03-02, main language Python  
-<sub><sup>analytics, data-science, dataframe, datascience, distributed, hacktoberfest, modin, pandas, python, sql</sup></sub>
+### [avatarify-python](https://github.com/alievk/avatarify-python) by [alievk](https://github.com/alievk)  
+avatarify-python: Avatars for Zoom, Skype and other video-conferencing apps.  
+[https://github.com/alievk/avatarify-python](https://github.com/alievk/avatarify-python)  
+101 stars per week over 151 weeks  
+15,436 stars, 2,411 forks, 302 watches  
+[util](categories/util.md) category, created 2020-04-06, last commit 2022-11-11, main language Python  
 
 
-### [numba](https://github.com/numba/numba)  
-numba: NumPy aware dynamic Python compiler using LLVM  
-[http://numba.pydata.org/](http://numba.pydata.org/)  
-[https://github.com/numba/numba](https://github.com/numba/numba)  
-14 stars per week over 573 weeks  
-8,319 stars, 1,004 forks, 207 watches  
-[perf](categories/perf.md) category, created 2012-03-08, last commit 2023-02-28, main language Python  
-<sub><sup>compiler, cuda, llvm, numpy, parallel, python</sup></sub>
+### [albumentations](https://github.com/albumentations-team/albumentations) by [albumentations-team](https://github.com/albumentations-team)  
+albumentations: Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation:  https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125  
+[https://albumentations.ai](https://albumentations.ai)  
+[https://github.com/albumentations-team/albumentations](https://github.com/albumentations-team/albumentations)  
+47 stars per week over 247 weeks  
+11,637 stars, 1,478 forks, 124 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-06-06, last commit 2023-02-21, main language Python  
+<sub><sup>augmentation, deep-learning, detection, fast-augmentations, image-augmentation, image-classification, image-processing, image-segmentation, machine-learning, object-detection, python, segmentation</sup></sub>
 
 
-### [lama-cleaner](https://github.com/sanster/lama-cleaner) by [sanster](https://github.com/sanster)  
-lama-cleaner: Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.  
-[https://lama-cleaner-docs.vercel.app/](https://lama-cleaner-docs.vercel.app/)  
-[https://github.com/sanster/lama-cleaner](https://github.com/sanster/lama-cleaner)  
-122 stars per week over 67 weeks  
-8,286 stars, 735 forks, 63 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-11-15, last commit 2023-03-02, main language Python  
-<sub><sup>inpainting, lama, latent-diffusion, mat, pytorch, stable-diffusion, zits</sup></sub>
+### [yfinance](https://github.com/ranaroussi/yfinance) by [ranaroussi](https://github.com/ranaroussi)  
+yfinance: Download market data from Yahoo! Finance's API  
+[https://aroussi.com/post/python-yahoo-finance](https://aroussi.com/post/python-yahoo-finance)  
+[https://github.com/ranaroussi/yfinance](https://github.com/ranaroussi/yfinance)  
+29 stars per week over 302 weeks  
+9,050 stars, 1,832 forks, 220 watches  
+[finance](categories/finance.md) category, created 2017-05-21, last commit 2023-02-21, main language Python  
+<sub><sup>financial-data, fix-yahoo-finance, market-data, pandas, python, stock-data, yahoo-finance, yahoo-finance-api</sup></sub>
 
 
-### [diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui) by [divamgupta](https://github.com/divamgupta)  
-diffusionbee-stable-diffusion-ui: Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.  
-[https://diffusionbee.com](https://diffusionbee.com)  
-[https://github.com/divamgupta/diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui)  
-325 stars per week over 25 weeks  
-8,286 stars, 332 forks, 77 watches  
-[diffusion](categories/diffusion.md) category, created 2022-09-06, last commit 2023-02-13, main language JavaScript  
-<sub><sup>electron-app, macos, stable-diffusion</sup></sub>
+### [datasette](https://github.com/simonw/datasette) by [simonw](https://github.com/simonw)  
+datasette: An open source multi-tool for exploring and publishing data  
+[https://datasette.io](https://datasette.io)  
+[https://github.com/simonw/datasette](https://github.com/simonw/datasette)  
+25 stars per week over 279 weeks  
+7,185 stars, 498 forks, 101 watches  
+[data](categories/data.md) category, created 2017-10-23, last commit 2023-01-28, main language Python  
+<sub><sup>asgi, automatic-api, csv, datasets, datasette, datasette-io, docker, json, python, sql, sqlite</sup></sub>
 
 
-### [arrow](https://github.com/arrow-py/arrow) by [arrow-py](https://github.com/arrow-py)  
-arrow: 🏹 Better dates & times for Python  
-[https://arrow.readthedocs.io](https://arrow.readthedocs.io)  
-[https://github.com/arrow-py/arrow](https://github.com/arrow-py/arrow)  
-15 stars per week over 536 weeks  
-8,236 stars, 639 forks, 134 watches  
-[util](categories/util.md) category, created 2012-11-18, last commit 2022-11-15, main language Python  
-<sub><sup>arrow, date, datetime, hacktoberfest, python, time, timestamp, timezones</sup></sub>
+### [deeplake](https://github.com/activeloopai/hub) by [activeloopai](https://github.com/activeloopai)  
+deeplake: Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai   
+[https://activeloop.ai](https://activeloop.ai)  
+[https://github.com/activeloopai/hub](https://github.com/activeloopai/hub)  
+28 stars per week over 186 weeks  
+5,275 stars, 420 forks, 64 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-08-09, last commit 2023-03-04, main language Python  
+<sub><sup>ai, computer-vision, cv, data-centric, data-processing, data-science, data-version-control, datalake, datasets, deep-learning, image-processing, jupyter-notebook, lakehouse, machine-learning, ml, mlops, python, pytorch, tensorflow</sup></sub>
 
 
-### [statsmodels](https://github.com/statsmodels/statsmodels)  
-Statsmodels: statistical modeling and econometrics in Python  
-[http://www.statsmodels.org/devel/](http://www.statsmodels.org/devel/)  
-[https://github.com/statsmodels/statsmodels](https://github.com/statsmodels/statsmodels)  
-13 stars per week over 611 weeks  
-8,233 stars, 2,667 forks, 275 watches  
-[ml](categories/ml.md) category, created 2011-06-12, last commit 2023-02-26, main language Python  
-<sub><sup>count-model, data-analysis, data-science, econometrics, forecasting, generalized-linear-models, hypothesis-testing, prediction, python, regression-models, robust-estimation, statistics, timeseries-analysis</sup></sub>
+### [flax](https://github.com/google/flax) by [google](https://github.com/google)  
+Flax is a neural network library for JAX that is designed for flexibility.  
+[https://flax.readthedocs.io](https://flax.readthedocs.io)  
+[https://github.com/google/flax](https://github.com/google/flax)  
+24 stars per week over 164 weeks  
+4,071 stars, 486 forks, 77 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-01-10, last commit 2023-03-03, main language Python  
+<sub><sup>jax</sup></sub>
 
 
-### [paramiko](https://github.com/paramiko/paramiko)  
-paramiko: The leading native Python SSHv2 protocol library.  
-[http://paramiko.org](http://paramiko.org)  
-[https://github.com/paramiko/paramiko](https://github.com/paramiko/paramiko)  
-11 stars per week over 734 weeks  
-8,187 stars, 1,915 forks, 319 watches  
-[util](categories/util.md) category, created 2009-02-02, last commit 2023-02-24, main language Python  
+### [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) by [aws](https://github.com/aws)  
+aws-sdk-pandas: pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).  
+[https://aws-sdk-pandas.readthedocs.io](https://aws-sdk-pandas.readthedocs.io)  
+[https://github.com/aws/aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas)  
+15 stars per week over 209 weeks  
+3,344 stars, 581 forks, 62 watches  
+[pandas](categories/pandas.md) category, created 2019-02-26, last commit 2023-03-03, main language Python  
+<sub><sup>amazon-athena, amazon-sagemaker-notebook, apache-arrow, apache-parquet, athena, aws, aws-glue, aws-lambda, data-engineering, data-science, emr, etl, glue-catalog, lambda, mysql, pandas, python, redshift</sup></sub>
 
 
-### [Open3D](https://github.com/isl-org/open3d) by [isl-org](https://github.com/isl-org)  
-Open3D: A Modern Library for 3D Data Processing  
-[http://www.open3d.org](http://www.open3d.org)  
-[https://github.com/isl-org/open3d](https://github.com/isl-org/open3d)  
-25 stars per week over 326 weeks  
-8,172 stars, 1,897 forks, 172 watches  
-[sim](categories/sim.md) category, created 2016-12-02, last commit 2023-03-01, main language C++  
-<sub><sup>3d, 3d-perception, arm, computer-graphics, cpp, cuda, gpu, gui, machine-learning, mesh-processing, odometry, opengl, pointcloud, python, pytorch, reconstruction, registration, rendering, tensorflow, visualization</sup></sub>
+### [circuitpython](https://github.com/adafruit/circuitpython) by [adafruit](https://github.com/adafruit)  
+CircuitPython - a Python implementation for teaching coding with microcontrollers  
+[https://circuitpython.org](https://circuitpython.org)  
+[https://github.com/adafruit/circuitpython](https://github.com/adafruit/circuitpython)  
+10 stars per week over 341 weeks  
+3,423 stars, 920 forks, 130 watches  
+[util](categories/util.md) category, created 2016-08-20, last commit 2023-03-03, main language C  
+<sub><sup>beginner, circuitpython, cpython, education, embedded, hacktoberfest, microcontroller, micropython, python, python3</sup></sub>
 
 
-### [kedro](https://github.com/kedro-org/kedro) by [kedro-org](https://github.com/kedro-org)  
-kedro: A Python framework for creating reproducible, maintainable and modular data science code.  
-[https://kedro.org](https://kedro.org)  
-[https://github.com/kedro-org/kedro](https://github.com/kedro-org/kedro)  
-40 stars per week over 202 weeks  
-8,137 stars, 765 forks, 104 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-04-18, last commit 2023-03-02, main language Python  
-<sub><sup>experiment-tracking, hacktoberfest, kedro, machine-learning, mlops, pipeline, python</sup></sub>
+### [python-fire](https://github.com/google/python-fire) by [google](https://github.com/google)  
+python-fire: Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.  
+[https://github.com/google/python-fire](https://github.com/google/python-fire)  
+76 stars per week over 314 weeks  
+24,057 stars, 1,369 forks, 381 watches  
+[term](categories/term.md) category, created 2017-02-21, last commit 2023-02-13, main language Python  
+<sub><sup>cli, python</sup></sub>
 
 
-### [altair](https://github.com/altair-viz/altair) by [altair-viz](https://github.com/altair-viz)  
-altair: Declarative statistical visualization library for Python  
-[https://altair-viz.github.io/](https://altair-viz.github.io/)  
-[https://github.com/altair-viz/altair](https://github.com/altair-viz/altair)  
-20 stars per week over 388 weeks  
-8,084 stars, 717 forks, 147 watches  
-[viz](categories/viz.md) category, created 2015-09-19, last commit 2023-03-01, main language Python  
+### [tqdm](https://github.com/tqdm/tqdm)  
+tqdm: A Fast, Extensible Progress Bar for Python and CLI  
+[https://tqdm.github.io](https://tqdm.github.io)  
+[https://github.com/tqdm/tqdm](https://github.com/tqdm/tqdm)  
+59 stars per week over 404 weeks  
+24,141 stars, 1,225 forks, 208 watches  
+[term](categories/term.md) category, created 2015-06-03, last commit 2023-03-03, main language Python  
+<sub><sup>cli, closember, console, discord, gui, jupyter, keras, meter, pandas, parallel, progress, progress-bar, progressbar, progressmeter, python, rate, telegram, terminal, time, utilities</sup></sub>
 
 
-### [great_expectations](https://github.com/great-expectations/great_expectations) by [great-expectations](https://github.com/great-expectations)  
-great_expectations: Always know what to expect from your data.  
-[https://docs.greatexpectations.io/](https://docs.greatexpectations.io/)  
-[https://github.com/great-expectations/great_expectations](https://github.com/great-expectations/great_expectations)  
-28 stars per week over 285 weeks  
-8,048 stars, 1,246 forks, 71 watches  
-[ml-ops](categories/ml-ops.md) category, created 2017-09-11, last commit 2023-03-02, main language Python  
-<sub><sup>cleandata, data-engineering, data-profilers, data-profiling, data-quality, data-science, data-unit-tests, datacleaner, datacleaning, dataquality, dataunittest, eda, exploratory-analysis, exploratory-data-analysis, exploratorydataanalysis, mlops, pipeline, pipeline-debt, pipeline-testing, pipeline-tests</sup></sub>
+### [prophet](https://github.com/facebook/prophet) by [facebook](https://github.com/facebook)  
+prophet: Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.  
+[https://facebook.github.io/prophet](https://facebook.github.io/prophet)  
+[https://github.com/facebook/prophet](https://github.com/facebook/prophet)  
+47 stars per week over 328 weeks  
+15,558 stars, 4,372 forks, 421 watches  
+[time-series](categories/time-series.md) category, created 2016-11-16, last commit 2023-02-28, main language Python  
+<sub><sup>forecasting, python, r</sup></sub>
 
 
-### [starlette](https://github.com/encode/starlette) by [encode](https://github.com/encode)  
-starlette: The little ASGI framework that shines. 🌟  
-[https://www.starlette.io/](https://www.starlette.io/)  
-[https://github.com/encode/starlette](https://github.com/encode/starlette)  
-32 stars per week over 244 weeks  
-7,940 stars, 721 forks, 111 watches  
-[web](categories/web.md) category, created 2018-06-25, last commit 2023-03-01, main language Python  
-<sub><sup>async, http, python, websockets</sup></sub>
+### [numba](https://github.com/numba/numba)  
+numba: NumPy aware dynamic Python compiler using LLVM  
+[http://numba.pydata.org/](http://numba.pydata.org/)  
+[https://github.com/numba/numba](https://github.com/numba/numba)  
+14 stars per week over 573 weeks  
+8,326 stars, 1,004 forks, 207 watches  
+[perf](categories/perf.md) category, created 2012-03-08, last commit 2023-03-03, main language Python  
+<sub><sup>compiler, cuda, llvm, numpy, parallel, python</sup></sub>
 
 
-### [spinningup](https://github.com/openai/spinningup) by [openai](https://github.com/openai)  
-spinningup: An educational resource to help anyone learn deep reinforcement learning.  
-[https://spinningup.openai.com/](https://spinningup.openai.com/)  
-[https://github.com/openai/spinningup](https://github.com/openai/spinningup)  
-35 stars per week over 225 weeks  
-7,927 stars, 1,846 forks, 215 watches  
-[study](categories/study.md) category, created 2018-11-07, last commit 2020-02-07, main language Python  
+### [dbt-core](https://github.com/dbt-labs/dbt-core) by [dbt-labs](https://github.com/dbt-labs)  
+dbt-core: dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.  
+[https://getdbt.com](https://getdbt.com)  
+[https://github.com/dbt-labs/dbt-core](https://github.com/dbt-labs/dbt-core)  
+18 stars per week over 364 weeks  
+6,625 stars, 1,169 forks, 135 watches  
+[ml-ops](categories/ml-ops.md) category, created 2016-03-10, last commit 2023-03-03, main language Python  
+<sub><sup>analytics, business-intelligence, data-modeling, dbt-viewpoint, elt, pypa, slack</sup></sub>
 
 
-### [boto3](https://github.com/boto/boto3) by [boto](https://github.com/boto)  
-boto3: AWS SDK for Python  
-[https://aws.amazon.com/sdk-for-python/](https://aws.amazon.com/sdk-for-python/)  
-[https://github.com/boto/boto3](https://github.com/boto/boto3)  
-18 stars per week over 439 weeks  
-7,921 stars, 1,730 forks, 240 watches  
-[util](categories/util.md) category, created 2014-10-03, last commit 2023-03-02, main language Python  
-<sub><sup>aws, aws-sdk, cloud, cloud-management, python</sup></sub>
+### [composer](https://github.com/mosaicml/composer) by [mosaicml](https://github.com/mosaicml)  
+composer: Train neural networks up to 7x faster  
+[http://docs.mosaicml.com](http://docs.mosaicml.com)  
+[https://github.com/mosaicml/composer](https://github.com/mosaicml/composer)  
+41 stars per week over 72 weeks  
+3,018 stars, 196 forks, 27 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-10-12, last commit 2023-03-04, main language Python  
+<sub><sup>deep-learning, machine-learning, ml-efficiency, ml-systems, ml-training, neural-network, neural-networks, pytorch</sup></sub>
 
 
-### [YOLOX](https://github.com/megvii-basedetection/yolox) by [megvii-basedetection](https://github.com/megvii-basedetection)  
-YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/  
-[https://github.com/megvii-basedetection/yolox](https://github.com/megvii-basedetection/yolox)  
-93 stars per week over 84 weeks  
-7,915 stars, 1,915 forks, 72 watches  
-[ml](categories/ml.md) category, created 2021-07-17, last commit 2023-03-01, main language Python  
-<sub><sup>deep-learning, megengine, ncnn, object-detection, onnx, openvino, pytorch, tensorrt, yolo, yolov3, yolox</sup></sub>
+### [seaborn](https://github.com/mwaskom/seaborn) by [mwaskom](https://github.com/mwaskom)  
+seaborn: Statistical data visualization in Python  
+[https://seaborn.pydata.org](https://seaborn.pydata.org)  
+[https://github.com/mwaskom/seaborn](https://github.com/mwaskom/seaborn)  
+18 stars per week over 558 weeks  
+10,425 stars, 1,709 forks, 252 watches  
+[viz](categories/viz.md) category, created 2012-06-18, last commit 2023-02-26, main language Python  
+<sub><sup>data-science, data-visualization, matplotlib, pandas, python</sup></sub>
 
 
-### [bottle](https://github.com/bottlepy/bottle) by [bottlepy](https://github.com/bottlepy)  
-bottle.py is a fast and simple micro-framework for python web-applications.  
-[http://bottlepy.org/](http://bottlepy.org/)  
-[https://github.com/bottlepy/bottle](https://github.com/bottlepy/bottle)  
-11 stars per week over 713 weeks  
-7,907 stars, 1,446 forks, 312 watches  
-[web](categories/web.md) category, created 2009-06-30, last commit 2022-09-05, main language Python  
-<sub><sup>bottle, python, rest, web-framework, wsgi</sup></sub>
+### [pre-commit](https://github.com/pre-commit/pre-commit)  
+pre-commit: A framework for managing and maintaining multi-language pre-commit hooks.  
+[https://pre-commit.com](https://pre-commit.com)  
+[https://github.com/pre-commit/pre-commit](https://github.com/pre-commit/pre-commit)  
+21 stars per week over 468 weeks  
+9,894 stars, 709 forks, 90 watches  
+[util](categories/util.md) category, created 2014-03-13, last commit 2023-03-04, main language Python  
+<sub><sup>git, linter, pre-commit, python, refactoring</sup></sub>
 
 
-### [kornia](https://github.com/kornia/kornia)  
-kornia: Open Source Differentiable Computer Vision Library  
-[https://kornia.github.io/kornia/](https://kornia.github.io/kornia/)  
-[https://github.com/kornia/kornia](https://github.com/kornia/kornia)  
-33 stars per week over 236 weeks  
-7,818 stars, 792 forks, 119 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-08-22, last commit 2023-03-01, main language Python  
-<sub><sup>artificial-intelligence, computer-vision, deep-learning, image-processing, machine-learning, neural-network, python, pytorch</sup></sub>
+### [altair](https://github.com/altair-viz/altair) by [altair-viz](https://github.com/altair-viz)  
+altair: Declarative statistical visualization library for Python  
+[https://altair-viz.github.io/](https://altair-viz.github.io/)  
+[https://github.com/altair-viz/altair](https://github.com/altair-viz/altair)  
+20 stars per week over 389 weeks  
+8,090 stars, 717 forks, 147 watches  
+[viz](categories/viz.md) category, created 2015-09-19, last commit 2023-03-01, main language Python  
 
 
-### [pyro](https://github.com/pyro-ppl/pyro) by [pyro-ppl](https://github.com/pyro-ppl)  
-pyro: Deep universal probabilistic programming with Python and PyTorch  
-[http://pyro.ai](http://pyro.ai)  
-[https://github.com/pyro-ppl/pyro](https://github.com/pyro-ppl/pyro)  
-26 stars per week over 298 weeks  
-7,810 stars, 965 forks, 201 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-06-16, last commit 2023-02-03, main language Python  
-<sub><sup>bayesian, bayesian-inference, deep-learning, machine-learning, probabilistic-modeling, probabilistic-programming, python, pytorch, variational-inference</sup></sub>
+### [luigi](https://github.com/spotify/luigi) by [spotify](https://github.com/spotify)  
+Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.   
+[https://github.com/spotify/luigi](https://github.com/spotify/luigi)  
+30 stars per week over 545 weeks  
+16,367 stars, 2,355 forks, 483 watches  
+[ml-ops](categories/ml-ops.md) category, created 2012-09-20, last commit 2023-02-25, main language Python  
+<sub><sup>hadoop, luigi, orchestration-framework, python, scheduling</sup></sub>
 
 
-### [vaex](https://github.com/vaexio/vaex) by [vaexio](https://github.com/vaexio)  
-vaex: Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀  
-[https://vaex.io](https://vaex.io)  
-[https://github.com/vaexio/vaex](https://github.com/vaexio/vaex)  
-17 stars per week over 439 weeks  
-7,800 stars, 586 forks, 141 watches  
-[perf](categories/perf.md) category, created 2014-09-27, last commit 2022-12-08, main language Python  
-<sub><sup>bigdata, data-science, dataframe, hdf5, machine-learning, machinelearning, memory-mapped-file, pyarrow, python, tabular-data, visualization</sup></sub>
+### [networkx](https://github.com/networkx/networkx)  
+networkx: Network Analysis in Python  
+[https://networkx.org](https://networkx.org)  
+[https://github.com/networkx/networkx](https://github.com/networkx/networkx)  
+18 stars per week over 651 weeks  
+12,291 stars, 2,850 forks, 280 watches  
+[graph](categories/graph.md) category, created 2010-09-06, last commit 2023-03-02, main language Python  
+<sub><sup>complex-networks, graph-algorithms, graph-analysis, graph-generation, graph-theory, graph-visualization, python</sup></sub>
 
 
-### [robotframework](https://github.com/robotframework/robotframework)  
-robotframework: Generic automation framework for acceptance testing and RPA  
-[http://robotframework.org](http://robotframework.org)  
-[https://github.com/robotframework/robotframework](https://github.com/robotframework/robotframework)  
-17 stars per week over 453 weeks  
-7,800 stars, 2,092 forks, 475 watches  
-[testing](categories/testing.md) category, created 2014-06-27, last commit 2023-03-01, main language Python  
-<sub><sup>attd, automation, bdd, python, robotframework, rpa, testautomation, testing</sup></sub>
+### [starlite](https://github.com/starlite-api/starlite) by [starlite-api](https://github.com/starlite-api)  
+starlite: Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs  
+[https://starliteproject.dev](https://starliteproject.dev)  
+[https://github.com/starlite-api/starlite](https://github.com/starlite-api/starlite)  
+27 stars per week over 64 weeks  
+1,765 stars, 174 forks, 26 watches  
+[web](categories/web.md) category, created 2021-12-06, last commit 2023-03-03, main language Python  
+<sub><sup>api, asgi, openapi, pydantic, python, redoc, rest, starlite, starlite-api, starlite-framework, swagger</sup></sub>
 
 
-### [cython](https://github.com/cython/cython)  
-cython: The most widely used Python to C compiler  
-[https://cython.org](https://cython.org)  
-[https://github.com/cython/cython](https://github.com/cython/cython)  
-12 stars per week over 640 weeks  
-7,710 stars, 1,364 forks, 231 watches  
-[util](categories/util.md) category, created 2010-11-21, last commit 2023-03-01, main language Python  
-<sub><sup>big-data, c, cpp, cpython, cpython-extensions, cython, performance, python</sup></sub>
+### [metaflow](https://github.com/netflix/metaflow) by [netflix](https://github.com/netflix)  
+metaflow: :rocket: Build and manage real-life data science projects with ease!  
+[https://metaflow.org](https://metaflow.org)  
+[https://github.com/netflix/metaflow](https://github.com/netflix/metaflow)  
+35 stars per week over 180 weeks  
+6,450 stars, 614 forks, 248 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-09-17, last commit 2023-03-02, main language Python  
+<sub><sup>ai, aws, azure, data-science, datascience, gcp, high-performance-computing, kubernetes, machine-learning, ml, ml-infrastructure, ml-platform, mlops, model-management, productivity, python, r, r-package, reproducible-research, rstats</sup></sub>
 
 
-### [optuna](https://github.com/optuna/optuna)  
-optuna: A hyperparameter optimization framework  
-[https://optuna.org](https://optuna.org)  
-[https://github.com/optuna/optuna](https://github.com/optuna/optuna)  
-29 stars per week over 262 weeks  
-7,673 stars, 809 forks, 124 watches  
-[ml](categories/ml.md) category, created 2018-02-21, last commit 2023-03-02, main language Python  
-<sub><sup>distributed, hacktoberfest, hyperparameter-optimization, machine-learning, parallel, python</sup></sub>
+### [jupyterlite](https://github.com/jupyterlite/jupyterlite)  
+jupyterlite: Wasm powered Jupyter running in the browser 💡  
+[https://jupyterlite.rtfd.io/en/latest/try/lab](https://jupyterlite.rtfd.io/en/latest/try/lab)  
+[https://github.com/jupyterlite/jupyterlite](https://github.com/jupyterlite/jupyterlite)  
+30 stars per week over 101 weeks  
+3,096 stars, 194 forks, 43 watches  
+[jupyter](categories/jupyter.md) category, created 2021-03-27, last commit 2023-02-15, main language Python  
+<sub><sup>jupyter, jupyterlab, jupyterlab-extension, lite, pyodide, wasm, webassembly</sup></sub>
 
 
-### [graphene](https://github.com/graphql-python/graphene) by [graphql-python](https://github.com/graphql-python)  
-graphene: GraphQL framework for Python  
-[http://graphene-python.org/](http://graphene-python.org/)  
-[https://github.com/graphql-python/graphene](https://github.com/graphql-python/graphene)  
-19 stars per week over 388 weeks  
-7,590 stars, 811 forks, 144 watches  
-[web](categories/web.md) category, created 2015-09-24, last commit 2023-02-28, main language Python  
-<sub><sup>framework, graphene, graphql, python, relay</sup></sub>
+### [openai-python](https://github.com/openai/openai-python) by [openai](https://github.com/openai)  
+openai-python: The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language.  
+[https://github.com/openai/openai-python](https://github.com/openai/openai-python)  
+39 stars per week over 123 weeks  
+4,856 stars, 779 forks, 114 watches  
+[util](categories/util.md) category, created 2020-10-25, last commit 2023-03-03, main language Python  
+<sub><sup>openai, python</sup></sub>
 
 
-### [scalene](https://github.com/plasma-umass/scalene) by [plasma-umass](https://github.com/plasma-umass)  
-Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals  
-[https://github.com/plasma-umass/scalene](https://github.com/plasma-umass/scalene)  
-44 stars per week over 167 weeks  
-7,422 stars, 247 forks, 72 watches  
-[profiling](categories/profiling.md) category, created 2019-12-17, last commit 2023-02-27, main language JavaScript  
-<sub><sup>cpu, cpu-profiling, gpu, gpu-programming, memory-allocation, memory-consumption, performance-analysis, performance-cpu, profiler, profiles-memory, profiling, python, python-profilers, scalene</sup></sub>
+### [stablediffusion-infinity](https://github.com/lkwq007/stablediffusion-infinity) by [lkwq007](https://github.com/lkwq007)  
+stablediffusion-infinity: Outpainting with Stable Diffusion on an infinite canvas  
+[https://github.com/lkwq007/stablediffusion-infinity](https://github.com/lkwq007/stablediffusion-infinity)  
+116 stars per week over 26 weeks  
+3,056 stars, 240 forks, 32 watches  
+[diffusion](categories/diffusion.md) category, created 2022-09-02, last commit 2023-01-24, main language Python  
+<sub><sup>outpainting, stablediffusion</sup></sub>
 
 
-### [doccano](https://github.com/doccano/doccano)  
-doccano: Open source annotation tool for machine learning practitioners.  
-[https://doccano.herokuapp.com](https://doccano.herokuapp.com)  
-[https://github.com/doccano/doccano](https://github.com/doccano/doccano)  
+### [BERTopic](https://github.com/maartengr/bertopic) by [maartengr](https://github.com/maartengr)  
+BERTopic: Leveraging BERT and c-TF-IDF to create easily interpretable topics.   
+[https://maartengr.github.io/BERTopic/](https://maartengr.github.io/BERTopic/)  
+[https://github.com/maartengr/bertopic](https://github.com/maartengr/bertopic)  
+30 stars per week over 127 weeks  
+3,870 stars, 490 forks, 44 watches  
+[nlp](categories/nlp.md) category, created 2020-09-22, last commit 2023-03-02, main language Python  
+<sub><sup>bert, ldavis, machine-learning, nlp, sentence-embeddings, topic, topic-modeling, topic-modelling, topic-models, transformers</sup></sub>
+
+
+### [doccano](https://github.com/doccano/doccano)  
+doccano: Open source annotation tool for machine learning practitioners.  
+[https://doccano.herokuapp.com](https://doccano.herokuapp.com)  
+[https://github.com/doccano/doccano](https://github.com/doccano/doccano)  
 29 stars per week over 251 weeks  
-7,399 stars, 1,494 forks, 125 watches  
-[nlp](categories/nlp.md) category, created 2018-05-09, last commit 2023-03-02, main language Python  
+7,406 stars, 1,496 forks, 125 watches  
+[nlp](categories/nlp.md) category, created 2018-05-09, last commit 2023-03-03, main language Python  
 <sub><sup>annotation-tool, data-labeling, dataset, datasets, machine-learning, natural-language-processing, nuxt, nuxtjs, python, text-annotation, vue, vuejs</sup></sub>
 
 
-### [trax](https://github.com/google/trax) by [google](https://github.com/google)  
-Trax — Deep Learning with Clear Code and Speed  
-[https://github.com/google/trax](https://github.com/google/trax)  
-41 stars per week over 177 weeks  
-7,380 stars, 765 forks, 145 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-10-05, last commit 2023-02-15, main language Python  
-<sub><sup>deep-learning, deep-reinforcement-learning, jax, machine-learning, numpy, reinforcement-learning, transformer</sup></sub>
+### [feast](https://github.com/feast-dev/feast) by [feast-dev](https://github.com/feast-dev)  
+feast: Feature Store for Machine Learning  
+[https://feast.dev](https://feast.dev)  
+[https://github.com/feast-dev/feast](https://github.com/feast-dev/feast)  
+18 stars per week over 220 weeks  
+4,027 stars, 752 forks, 74 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-12-10, last commit 2023-03-04, main language Python  
+<sub><sup>big-data, data-engineering, data-quality, data-science, feature-store, features, machine-learning, ml, mlops, python</sup></sub>
 
 
-### [nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero) by [karpathy](https://github.com/karpathy)  
-nn-zero-to-hero: Neural Networks: Zero to Hero  
-[https://github.com/karpathy/nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero)  
-293 stars per week over 25 weeks  
-7,379 stars, 683 forks, 240 watches  
-[study](categories/study.md) category, created 2022-09-08, last commit 2023-01-17, main language Jupyter Notebook  
+### [spack](https://github.com/spack/spack)  
+spack: A flexible package manager that supports multiple versions, configurations, platforms, and compilers.  
+[https://spack.io](https://spack.io)  
+[https://github.com/spack/spack](https://github.com/spack/spack)  
+6.77 stars per week over 477 weeks  
+3,233 stars, 1,839 forks, 103 watches  
+[util](categories/util.md) category, created 2014-01-08, last commit 2023-03-03, main language Python  
+<sub><sup>build-tools, hpc, linux, macos, package-manager, python, radiuss, scientific-computing, spack</sup></sub>
 
 
-### [pymc](https://github.com/pymc-devs/pymc3) by [pymc-devs](https://github.com/pymc-devs)  
-pymc: Bayesian Modeling in Python  
-[https://docs.pymc.io/](https://docs.pymc.io/)  
-[https://github.com/pymc-devs/pymc3](https://github.com/pymc-devs/pymc3)  
-10 stars per week over 721 weeks  
-7,346 stars, 1,748 forks, 226 watches  
-[ml](categories/ml.md) category, created 2009-05-05, last commit 2023-03-02, main language Python  
-<sub><sup>bayesian-inference, mcmc, probabilistic-programming, pytensor, python, statistical-analysis, variational-inference</sup></sub>
+### [gensim](https://github.com/rare-technologies/gensim) by [rare-technologies](https://github.com/rare-technologies)  
+gensim: Topic Modelling for Humans  
+[https://radimrehurek.com/gensim](https://radimrehurek.com/gensim)  
+[https://github.com/rare-technologies/gensim](https://github.com/rare-technologies/gensim)  
+22 stars per week over 629 weeks  
+14,019 stars, 4,327 forks, 430 watches  
+[nlp](categories/nlp.md) category, created 2011-02-10, last commit 2023-03-03, main language Python  
+<sub><sup>data-mining, data-science, document-similarity, fasttext, gensim, information-retrieval, machine-learning, natural-language-processing, neural-network, nlp, python, topic-modeling, word-embeddings, word-similarity, word2vec</sup></sub>
 
 
-### [gpt-neo](https://github.com/eleutherai/gpt-neo) by [eleutherai](https://github.com/eleutherai)  
-gpt-neo: An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.  
-[https://www.eleuther.ai](https://www.eleuther.ai)  
-[https://github.com/eleutherai/gpt-neo](https://github.com/eleutherai/gpt-neo)  
-51 stars per week over 138 weeks  
-7,202 stars, 719 forks, 171 watches  
-[nlp](categories/nlp.md) category, created 2020-07-05, last commit 2022-02-25, main language Python  
-<sub><sup>gpt, gpt-2, gpt-3, language-model, transformers</sup></sub>
+### [pedalboard](https://github.com/spotify/pedalboard) by [spotify](https://github.com/spotify)  
+pedalboard: 🎛 🔊 A Python library for working with audio.  
+[https://github.com/spotify/pedalboard](https://github.com/spotify/pedalboard)  
+46 stars per week over 86 weeks  
+4,034 stars, 170 forks, 53 watches  
+[util](categories/util.md) category, created 2021-07-06, last commit 2023-02-22, main language C++  
+<sub><sup>audio, audio-processing, audio-production, audio-research, audio-unit, juce, pybind11, python, tensorflow, vst3, vst3-host</sup></sub>
 
 
-### [TensorLayer](https://github.com/tensorlayer/tensorlayer) by [tensorlayer](https://github.com/tensorlayer)  
-TensorLayer: Deep Learning and Reinforcement Learning Library for Scientists and Engineers   
-[http://tensorlayerx.com](http://tensorlayerx.com)  
-[https://github.com/tensorlayer/tensorlayer](https://github.com/tensorlayer/tensorlayer)  
-20 stars per week over 351 weeks  
-7,153 stars, 1,617 forks, 466 watches  
-[ml-dl](categories/ml-dl.md) category, created 2016-06-07, last commit 2023-02-18, main language Python  
-<sub><sup>a3c, artificial-intelligence, chatbot, deep-learning, dqn, gan, google, imagenet, neural-network, object-detection, python, reinforcement-learning, tensorflow, tensorflow-tutorial, tensorflow-tutorials, tensorlayer</sup></sub>
+### [unilm](https://github.com/microsoft/unilm) by [microsoft](https://github.com/microsoft)  
+unilm: Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities  
+[https://aka.ms/nlpagi](https://aka.ms/nlpagi)  
+[https://github.com/microsoft/unilm](https://github.com/microsoft/unilm)  
+53 stars per week over 188 weeks  
+10,064 stars, 1,605 forks, 251 watches  
+[nlp](categories/nlp.md) category, created 2019-07-23, last commit 2023-03-01, main language Python  
+<sub><sup>beit, beit-3, deepnet, document-ai, document-foundation-model, foundation-models, language-generation, layoutlm, layoutxlm, llm, minilm, mllm, multimodal, multimodal-pre-trained-model, nlp, pre-trained-model, small-pre-trained-model, trocr, unilm, xlm-e</sup></sub>
 
 
-### [datasette](https://github.com/simonw/datasette) by [simonw](https://github.com/simonw)  
-datasette: An open source multi-tool for exploring and publishing data  
-[https://datasette.io](https://datasette.io)  
-[https://github.com/simonw/datasette](https://github.com/simonw/datasette)  
-25 stars per week over 279 weeks  
-7,131 stars, 497 forks, 101 watches  
-[data](categories/data.md) category, created 2017-10-23, last commit 2023-01-28, main language Python  
-<sub><sup>asgi, automatic-api, csv, datasets, datasette, datasette-io, docker, json, python, sql, sqlite</sup></sub>
+### [pyinstaller](https://github.com/pyinstaller/pyinstaller)  
+pyinstaller: Freeze (package) Python programs into stand-alone executables  
+[http://www.pyinstaller.org](http://www.pyinstaller.org)  
+[https://github.com/pyinstaller/pyinstaller](https://github.com/pyinstaller/pyinstaller)  
+17 stars per week over 588 weeks  
+10,076 stars, 1,860 forks, 232 watches  
+[util](categories/util.md) category, created 2011-11-23, last commit 2023-02-26, main language Python  
+<sub><sup>bundle, package, py2app, py2exe, pyinstaller, python, python-3, python-to-exe</sup></sub>
 
 
-### [tsfresh](https://github.com/blue-yonder/tsfresh) by [blue-yonder](https://github.com/blue-yonder)  
-tsfresh: Automatic extraction of relevant features from time series:  
-[http://tsfresh.readthedocs.io](http://tsfresh.readthedocs.io)  
-[https://github.com/blue-yonder/tsfresh](https://github.com/blue-yonder/tsfresh)  
-21 stars per week over 331 weeks  
-7,116 stars, 1,119 forks, 159 watches  
-[time-series](categories/time-series.md) category, created 2016-10-26, last commit 2023-02-28, main language Jupyter Notebook  
-<sub><sup>data-science, feature-extraction, time-series</sup></sub>
+### [mmcv](https://github.com/open-mmlab/mmcv) by [open-mmlab](https://github.com/open-mmlab)  
+mmcv: OpenMMLab Computer Vision Foundation  
+[https://mmcv.readthedocs.io/en/latest/](https://mmcv.readthedocs.io/en/latest/)  
+[https://github.com/open-mmlab/mmcv](https://github.com/open-mmlab/mmcv)  
+19 stars per week over 236 weeks  
+4,727 stars, 1,408 forks, 84 watches  
+[ml](categories/ml.md) category, created 2018-08-22, last commit 2023-03-03, main language Python  
 
 
-### [haystack](https://github.com/deepset-ai/haystack) by [deepset-ai](https://github.com/deepset-ai)  
-haystack: :mag: Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-3 and alike). Haystack offers production-ready tools to quickly build ChatGPT-like question answering, semantic search, text generation, and more.  
-[https://haystack.deepset.ai](https://haystack.deepset.ai)  
-[https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)  
-41 stars per week over 172 weeks  
-7,109 stars, 1,064 forks, 103 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-11-14, last commit 2023-03-02, main language Python  
-<sub><sup>ai, bert, chatgpt, elasticsearch, generative-ai, gpt-3, information-retrieval, language-model, large-language-models, machine-learning, natural-language-processing, nlp, python, pytorch, question-answering, semantic-search, squad, summarization, transfer-learning, transformers</sup></sub>
+### [boto3](https://github.com/boto/boto3) by [boto](https://github.com/boto)  
+boto3: AWS SDK for Python  
+[https://aws.amazon.com/sdk-for-python/](https://aws.amazon.com/sdk-for-python/)  
+[https://github.com/boto/boto3](https://github.com/boto/boto3)  
+18 stars per week over 439 weeks  
+7,925 stars, 1,729 forks, 240 watches  
+[util](categories/util.md) category, created 2014-10-03, last commit 2023-03-03, main language Python  
+<sub><sup>aws, aws-sdk, cloud, cloud-management, python</sup></sub>
 
 
-### [pytorch3d](https://github.com/facebookresearch/pytorch3d) by [facebookresearch](https://github.com/facebookresearch)  
-PyTorch3D is FAIR's library of reusable components for deep learning with 3D data  
-[https://pytorch3d.org/](https://pytorch3d.org/)  
-[https://github.com/facebookresearch/pytorch3d](https://github.com/facebookresearch/pytorch3d)  
-40 stars per week over 175 weeks  
-7,005 stars, 1,076 forks, 141 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-10-25, last commit 2023-02-28, main language Python  
+### [ParlAI](https://github.com/facebookresearch/parlai) by [facebookresearch](https://github.com/facebookresearch)  
+ParlAI: A framework for training and evaluating AI models on a variety of openly available dialogue datasets.  
+[https://parl.ai](https://parl.ai)  
+[https://github.com/facebookresearch/parlai](https://github.com/facebookresearch/parlai)  
+32 stars per week over 305 weeks  
+9,832 stars, 2,001 forks, 292 watches  
+[nlp](categories/nlp.md) category, created 2017-04-24, last commit 2023-02-24, main language Python  
 
 
-### [catboost](https://github.com/catboost/catboost)  
-catboost: A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.  
-[https://catboost.ai](https://catboost.ai)  
-[https://github.com/catboost/catboost](https://github.com/catboost/catboost)  
-23 stars per week over 293 weeks  
-6,975 stars, 1,090 forks, 192 watches  
-[ml](categories/ml.md) category, created 2017-07-18, last commit 2023-03-02, main language C  
-<sub><sup>big-data, catboost, categorical-features, coreml, cuda, data-mining, data-science, decision-trees, gbdt, gbm, gpu, gpu-computing, gradient-boosting, kaggle, machine-learning, python, r, tutorial</sup></sub>
+### [kivy](https://github.com/kivy/kivy)  
+kivy: Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS  
+[https://kivy.org](https://kivy.org)  
+[https://github.com/kivy/kivy](https://github.com/kivy/kivy)  
+24 stars per week over 643 weeks  
+15,574 stars, 2,997 forks, 620 watches  
+[util](categories/util.md) category, created 2010-11-03, last commit 2023-02-25, main language Python  
+<sub><sup>android, app, ios, kivy, linux, macos, python, ui, windows</sup></sub>
 
 
-### [pycaret](https://github.com/pycaret/pycaret)  
-pycaret: An open-source, low-code machine learning library in Python  
-[https://www.pycaret.org](https://www.pycaret.org)  
-[https://github.com/pycaret/pycaret](https://github.com/pycaret/pycaret)  
-40 stars per week over 170 weeks  
-6,961 stars, 1,584 forks, 128 watches  
-[ml](categories/ml.md) category, created 2019-11-23, last commit 2023-03-02, main language Jupyter Notebook  
-<sub><sup>anomaly-detection, citizen-data-scientists, classification, clustering, data-science, gpu, machine-learning, ml, nlp, pycaret, python, regression, time-series</sup></sub>
+### [tensor2tensor](https://github.com/tensorflow/tensor2tensor) by [tensorflow](https://github.com/tensorflow)  
+tensor2tensor: Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.  
+[https://github.com/tensorflow/tensor2tensor](https://github.com/tensorflow/tensor2tensor)  
+43 stars per week over 298 weeks  
+13,064 stars, 3,183 forks, 460 watches  
+[ml](categories/ml.md) category, created 2017-06-15, last commit 2023-02-17, main language Python  
+<sub><sup>deep-learning, machine-learning, machine-translation, reinforcement-learning, tpu</sup></sub>
 
 
-### [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
-sqlalchemy: The Database Toolkit for Python  
-[https://www.sqlalchemy.org](https://www.sqlalchemy.org)  
-[https://github.com/sqlalchemy/sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
-30 stars per week over 222 weeks  
-6,868 stars, 1,084 forks, 90 watches  
-[data](categories/data.md) category, created 2018-11-27, last commit 2023-03-01, main language Python  
-<sub><sup>python, sql, sqlalchemy</sup></sub>
+### [data-diff](https://github.com/datafold/data-diff) by [datafold](https://github.com/datafold)  
+data-diff: Efficiently diff data in or across relational databases  
+[https://www.datafold.com/blog/open-source-data-diff](https://www.datafold.com/blog/open-source-data-diff)  
+[https://github.com/datafold/data-diff](https://github.com/datafold/data-diff)  
+41 stars per week over 51 weeks  
+2,155 stars, 102 forks, 16 watches  
+[data](categories/data.md) category, created 2022-03-07, last commit 2023-03-04, main language Python  
+<sub><sup>data-engineering, data-quality, data-quality-monitoring, data-science, database, databricks-sql, dataengineering, dataquality, dbt, mysql, oracle-database, postgres, postgresql, python, rdbms, snowflake, sql, trino</sup></sub>
+
+
+### [robotframework](https://github.com/robotframework/robotframework)  
+robotframework: Generic automation framework for acceptance testing and RPA  
+[http://robotframework.org](http://robotframework.org)  
+[https://github.com/robotframework/robotframework](https://github.com/robotframework/robotframework)  
+17 stars per week over 453 weeks  
+7,804 stars, 2,092 forks, 475 watches  
+[testing](categories/testing.md) category, created 2014-06-27, last commit 2023-03-01, main language Python  
+<sub><sup>attd, automation, bdd, python, robotframework, rpa, testautomation, testing</sup></sub>
+
+
+### [setfit](https://github.com/huggingface/setfit) by [huggingface](https://github.com/huggingface)  
+setfit: Efficient few-shot learning with Sentence Transformers  
+[https://github.com/huggingface/setfit](https://github.com/huggingface/setfit)  
+32 stars per week over 35 weeks  
+1,164 stars, 118 forks, 16 watches  
+[nlp](categories/nlp.md) category, created 2022-06-30, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>few-shot-learning, nlp, sentence-transformers</sup></sub>
+
+
+### [river](https://github.com/online-ml/river) by [online-ml](https://github.com/online-ml)  
+river: 🌊 Online machine learning in Python  
+[https://riverml.xyz](https://riverml.xyz)  
+[https://github.com/online-ml/river](https://github.com/online-ml/river)  
+19 stars per week over 214 weeks  
+4,107 stars, 460 forks, 83 watches  
+[ml](categories/ml.md) category, created 2019-01-24, last commit 2023-03-03, main language Python  
+<sub><sup>concept-drift, data-science, incremental-learning, machine-learning, online-learning, online-machine-learning, online-statistics, python, real-time-processing, stream-processing, streaming, streaming-data</sup></sub>
 
 
 ### [hydra](https://github.com/facebookresearch/hydra) by [facebookresearch](https://github.com/facebookresearch)  
@@ -2016,203 +1893,102 @@ Hydra is a framework for elegantly configuring complex applications
 [https://hydra.cc](https://hydra.cc)  
 [https://github.com/facebookresearch/hydra](https://github.com/facebookresearch/hydra)  
 35 stars per week over 194 weeks  
-6,845 stars, 561 forks, 87 watches  
+6,848 stars, 561 forks, 87 watches  
 [util](categories/util.md) category, created 2019-06-12, last commit 2023-02-25, main language Python  
 
 
-### [pyod](https://github.com/yzhao062/pyod) by [yzhao062](https://github.com/yzhao062)  
-pyod: A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)  
-[http://pyod.readthedocs.io](http://pyod.readthedocs.io)  
-[https://github.com/yzhao062/pyod](https://github.com/yzhao062/pyod)  
-24 stars per week over 282 weeks  
-6,784 stars, 1,239 forks, 152 watches  
-[data](categories/data.md) category, created 2017-10-03, last commit 2022-12-16, main language Python  
-<sub><sup>anomaly, anomaly-detection, autoencoder, data-analysis, data-mining, data-science, deep-learning, fraud-detection, machine-learning, neural-networks, novelty-detection, out-of-distribution-detection, outlier-detection, outlier-ensembles, outliers, python, python2, python3, unsupervised-learning</sup></sub>
+### [diffusion-models-class](https://github.com/huggingface/diffusion-models-class) by [huggingface](https://github.com/huggingface)  
+diffusion-models-class: Materials for the Hugging Face Diffusion Models Course  
+[https://github.com/huggingface/diffusion-models-class](https://github.com/huggingface/diffusion-models-class)  
+94 stars per week over 20 weeks  
+1,937 stars, 175 forks, 72 watches  
+[study](categories/study.md) category, created 2022-10-13, last commit 2023-02-21, main language Jupyter Notebook  
 
 
-### [auto-sklearn](https://github.com/automl/auto-sklearn) by [automl](https://github.com/automl)  
-auto-sklearn: Automated Machine Learning with scikit-learn  
-[https://automl.github.io/auto-sklearn](https://automl.github.io/auto-sklearn)  
-[https://github.com/automl/auto-sklearn](https://github.com/automl/auto-sklearn)  
-16 stars per week over 400 weeks  
-6,768 stars, 1,213 forks, 212 watches  
-[ml](categories/ml.md) category, created 2015-07-02, last commit 2022-12-07, main language Python  
-<sub><sup>automated-machine-learning, automl, bayesian-optimization, hyperparameter-optimization, hyperparameter-search, hyperparameter-tuning, meta-learning, metalearning, scikit-learn, smac</sup></sub>
+### [pymc](https://github.com/pymc-devs/pymc3) by [pymc-devs](https://github.com/pymc-devs)  
+pymc: Bayesian Modeling in Python  
+[https://docs.pymc.io/](https://docs.pymc.io/)  
+[https://github.com/pymc-devs/pymc3](https://github.com/pymc-devs/pymc3)  
+10 stars per week over 721 weeks  
+7,348 stars, 1,748 forks, 226 watches  
+[ml](categories/ml.md) category, created 2009-05-05, last commit 2023-03-02, main language Python  
+<sub><sup>bayesian-inference, mcmc, probabilistic-programming, pytensor, python, statistical-analysis, variational-inference</sup></sub>
 
 
-### [industry-machine-learning](https://github.com/firmai/industry-machine-learning) by [firmai](https://github.com/firmai)  
-industry-machine-learning: A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)  
-[https://www.linkedin.com/company/firmai](https://www.linkedin.com/company/firmai)  
-[https://github.com/firmai/industry-machine-learning](https://github.com/firmai/industry-machine-learning)  
-33 stars per week over 200 weeks  
-6,735 stars, 1,124 forks, 392 watches  
-[study](categories/study.md) category, created 2019-05-03, last commit 2021-12-18, main language Jupyter Notebook  
-<sub><sup>data-science, datascience, example, firmai, jupyter-notebook, machine-learning, practical-machine-learning, python</sup></sub>
+### [maltrail](https://github.com/stamparm/maltrail) by [stamparm](https://github.com/stamparm)  
+maltrail: Malicious traffic detection system  
+[https://github.com/stamparm/maltrail](https://github.com/stamparm/maltrail)  
+11 stars per week over 430 weeks  
+4,992 stars, 937 forks, 216 watches  
+[security](categories/security.md) category, created 2014-12-04, last commit 2023-03-04, main language Python  
+<sub><sup>attack-detection, intrusion-detection, malware, network-monitoring, python, security, sensor</sup></sub>
 
 
-### [dagster](https://github.com/dagster-io/dagster) by [dagster-io](https://github.com/dagster-io)  
-dagster: An orchestration platform for the development, production, and observation of data assets.  
-[https://dagster.io](https://dagster.io)  
-[https://github.com/dagster-io/dagster](https://github.com/dagster-io/dagster)  
-26 stars per week over 252 weeks  
-6,660 stars, 840 forks, 93 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-04-30, last commit 2023-03-03, main language Python  
-<sub><sup>analytics, dagster, data-engineering, data-integration, data-orchestrator, data-pipelines, data-science, etl, metadata, mlops, orchestration, python, scheduler, workflow, workflow-automation</sup></sub>
+### [astropy](https://github.com/astropy/astropy)  
+astropy: Astronomy and astrophysics core library  
+[https://www.astropy.org](https://www.astropy.org)  
+[https://github.com/astropy/astropy](https://github.com/astropy/astropy)  
+6.09 stars per week over 606 weeks  
+3,692 stars, 1,570 forks, 137 watches  
+[sim](categories/sim.md) category, created 2011-07-21, last commit 2023-03-03, main language Python  
+<sub><sup>astronomy, astrophysics, astropy, python, science</sup></sub>
 
 
-### [pip-tools](https://github.com/jazzband/pip-tools) by [jazzband](https://github.com/jazzband)  
-pip-tools: A set of tools to keep your pinned Python dependencies fresh.  
-[https://pip-tools.rtfd.io](https://pip-tools.rtfd.io)  
-[https://github.com/jazzband/pip-tools](https://github.com/jazzband/pip-tools)  
-12 stars per week over 546 weeks  
-6,656 stars, 567 forks, 105 watches  
-[util](categories/util.md) category, created 2012-09-10, last commit 2023-03-02, main language Python  
-<sub><sup>hashes, lockfile, packaging, pip, pip-compile, pip-tools, python, requirements, setuptools</sup></sub>
+### [MONAI](https://github.com/project-monai/monai) by [project-monai](https://github.com/project-monai)  
+MONAI: AI Toolkit for Healthcare Imaging  
+[https://monai.io/](https://monai.io/)  
+[https://github.com/project-monai/monai](https://github.com/project-monai/monai)  
+21 stars per week over 177 weeks  
+3,811 stars, 740 forks, 88 watches  
+[ml](categories/ml.md) category, created 2019-10-11, last commit 2023-03-02, main language Python  
+<sub><sup>deep-learning, healthcare-imaging, medical-image-computing, medical-image-processing, monai, python3, pytorch</sup></sub>
 
 
-### [icecream](https://github.com/gruns/icecream) by [gruns](https://github.com/gruns)  
-icecream: 🍦 Never use print() to debug again.  
-[https://github.com/gruns/icecream](https://github.com/gruns/icecream)  
-25 stars per week over 263 weeks  
-6,617 stars, 137 forks, 50 watches  
-[debug](categories/debug.md) category, created 2018-02-13, last commit 2022-12-04, main language Python  
-<sub><sup>debug, debugging, debugging-tool, inspects, library, print, python, python3</sup></sub>
-
-
-### [dbt-core](https://github.com/dbt-labs/dbt-core) by [dbt-labs](https://github.com/dbt-labs)  
-dbt-core: dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.  
-[https://getdbt.com](https://getdbt.com)  
-[https://github.com/dbt-labs/dbt-core](https://github.com/dbt-labs/dbt-core)  
-18 stars per week over 364 weeks  
-6,616 stars, 1,170 forks, 135 watches  
-[ml-ops](categories/ml-ops.md) category, created 2016-03-10, last commit 2023-03-02, main language Python  
-<sub><sup>analytics, business-intelligence, data-modeling, dbt-viewpoint, elt, pypa, slack</sup></sub>
-
-
-### [hyperopt](https://github.com/hyperopt/hyperopt)  
-hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python  
-[http://hyperopt.github.io/hyperopt](http://hyperopt.github.io/hyperopt)  
-[https://github.com/hyperopt/hyperopt](https://github.com/hyperopt/hyperopt)  
-11 stars per week over 599 weeks  
-6,607 stars, 1,009 forks, 126 watches  
-[ml](categories/ml.md) category, created 2011-09-06, last commit 2021-11-29, main language Python  
-
-
-### [eve](https://github.com/pyeve/eve) by [pyeve](https://github.com/pyeve)  
-eve: REST API framework designed for human beings  
-[https://python-eve.org](https://python-eve.org)  
-[https://github.com/pyeve/eve](https://github.com/pyeve/eve)  
-12 stars per week over 540 weeks  
-6,587 stars, 754 forks, 229 watches  
-[web](categories/web.md) category, created 2012-10-22, last commit 2022-11-10, main language Python  
-<sub><sup>flask, mongodb, python, rest</sup></sub>
+### [PySnooper](https://github.com/cool-rr/pysnooper) by [cool-rr](https://github.com/cool-rr)  
+PySnooper: Never use print for debugging again  
+[https://github.com/cool-rr/pysnooper](https://github.com/cool-rr/pysnooper)  
+77 stars per week over 202 weeks  
+15,700 stars, 938 forks, 234 watches  
+[debug](categories/debug.md) category, created 2019-04-18, last commit 2023-01-03, main language Python  
+<sub><sup>debug, debugger, introspection, logging, python</sup></sub>
 
 
 ### [hypothesis](https://github.com/hypothesisworks/hypothesis) by [hypothesisworks](https://github.com/hypothesisworks)  
 Hypothesis is a powerful, flexible, and easy to use library for property-based testing.  
 [https://hypothesis.works](https://hypothesis.works)  
 [https://github.com/hypothesisworks/hypothesis](https://github.com/hypothesisworks/hypothesis)  
-12 stars per week over 520 weeks  
-6,551 stars, 550 forks, 68 watches  
+12 stars per week over 521 weeks  
+6,552 stars, 550 forks, 68 watches  
 [testing](categories/testing.md) category, created 2013-03-10, last commit 2023-02-17, main language Python  
 <sub><sup>fuzzing, property-based-testing, python, testing</sup></sub>
 
 
-### [cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science) by [drivendata](https://github.com/drivendata)  
-cookiecutter-data-science: A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.  
-[http://drivendata.github.io/cookiecutter-data-science/](http://drivendata.github.io/cookiecutter-data-science/)  
-[https://github.com/drivendata/cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science)  
-17 stars per week over 383 weeks  
-6,535 stars, 2,088 forks, 113 watches  
-[template](categories/template.md) category, created 2015-10-30, last commit 2022-03-11, main language Python  
-<sub><sup>ai, cookiecutter, cookiecutter-data-science, cookiecutter-template, data-science, machine-learning</sup></sub>
-
-
-### [featuretools](https://github.com/featurelabs/featuretools) by [featurelabs](https://github.com/featurelabs)  
-featuretools: An open source python library for automated feature engineering  
-[https://www.featuretools.com](https://www.featuretools.com)  
-[https://github.com/featurelabs/featuretools](https://github.com/featurelabs/featuretools)  
-22 stars per week over 286 weeks  
-6,530 stars, 840 forks, 158 watches  
-[ml](categories/ml.md) category, created 2017-09-08, last commit 2023-03-01, main language Python  
-<sub><sup>automated-feature-engineering, automated-machine-learning, automl, data-science, feature-engineering, machine-learning, python, scikit-learn</sup></sub>
-
-
-### [marshmallow](https://github.com/marshmallow-code/marshmallow) by [marshmallow-code](https://github.com/marshmallow-code)  
-marshmallow: A lightweight library for converting complex objects to and from simple Python datatypes.  
-[https://marshmallow.readthedocs.io/](https://marshmallow.readthedocs.io/)  
-[https://github.com/marshmallow-code/marshmallow](https://github.com/marshmallow-code/marshmallow)  
-13 stars per week over 485 weeks  
-6,446 stars, 623 forks, 81 watches  
-[util](categories/util.md) category, created 2013-11-10, last commit 2023-02-21, main language Python  
-<sub><sup>deserialization, hacktoberfest, marshalling, python, python-3, schema, serde, serialization, validation</sup></sub>
-
-
-### [metaflow](https://github.com/netflix/metaflow) by [netflix](https://github.com/netflix)  
-metaflow: :rocket: Build and manage real-life data science projects with ease!  
-[https://metaflow.org](https://metaflow.org)  
-[https://github.com/netflix/metaflow](https://github.com/netflix/metaflow)  
-35 stars per week over 180 weeks  
-6,444 stars, 613 forks, 249 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-09-17, last commit 2023-03-02, main language Python  
-<sub><sup>ai, aws, azure, data-science, datascience, gcp, high-performance-computing, kubernetes, machine-learning, ml, ml-infrastructure, ml-platform, mlops, model-management, productivity, python, r, r-package, reproducible-research, rstats</sup></sub>
-
-
-### [einops](https://github.com/arogozhnikov/einops) by [arogozhnikov](https://github.com/arogozhnikov)  
-einops: Deep learning operations reinvented (for pytorch, tensorflow, jax and others)  
-[https://einops.rocks](https://einops.rocks)  
-[https://github.com/arogozhnikov/einops](https://github.com/arogozhnikov/einops)  
-27 stars per week over 231 weeks  
-6,443 stars, 290 forks, 63 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-09-22, last commit 2023-01-18, main language Python  
-<sub><sup>chainer, cupy, deep-learning, gluon, jax, keras, numpy, pytorch, tensor, tensorflow</sup></sub>
-
-
-### [latent-diffusion](https://github.com/compvis/latent-diffusion) by [compvis](https://github.com/compvis)  
-latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models  
-[https://github.com/compvis/latent-diffusion](https://github.com/compvis/latent-diffusion)  
-100 stars per week over 62 weeks  
-6,312 stars, 850 forks, 78 watches  
-[diffusion](categories/diffusion.md) category, created 2021-12-20, last commit 2022-07-26, main language Jupyter Notebook  
-
-
-### [werkzeug](https://github.com/pallets/werkzeug) by [pallets](https://github.com/pallets)  
-werkzeug: The comprehensive WSGI web application library.  
-[https://werkzeug.palletsprojects.com](https://werkzeug.palletsprojects.com)  
-[https://github.com/pallets/werkzeug](https://github.com/pallets/werkzeug)  
-9.75 stars per week over 645 weeks  
-6,296 stars, 1,683 forks, 227 watches  
-[web](categories/web.md) category, created 2010-10-18, last commit 2023-03-01, main language Python  
-<sub><sup>http, pallets, python, werkzeug, wsgi</sup></sub>
-
-
-### [beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns) by [newsapps](https://github.com/newsapps)  
-beeswithmachineguns: A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).  
-[http://apps.chicagotribune.com/](http://apps.chicagotribune.com/)  
-[https://github.com/newsapps/beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns)  
-9.51 stars per week over 661 weeks  
-6,293 stars, 664 forks, 227 watches  
-[testing](categories/testing.md) category, created 2010-06-29, last commit 2017-12-20, main language Python  
+### [VToonify](https://github.com/williamyang1991/vtoonify) by [williamyang1991](https://github.com/williamyang1991)  
+[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer  
+[https://github.com/williamyang1991/vtoonify](https://github.com/williamyang1991/vtoonify)  
+116 stars per week over 25 weeks  
+2,948 stars, 358 forks, 59 watches  
+[ml-dl](categories/ml-dl.md) category, created 2022-09-09, last commit 2023-02-24, main language Jupyter Notebook  
+<sub><sup>face, siggraph-asia, style-transfer, stylegan2, toonify, video-style-transfer</sup></sub>
 
 
-### [pyre-check](https://github.com/facebook/pyre-check) by [facebook](https://github.com/facebook)  
-pyre-check: Performant type-checking for python.  
-[https://pyre-check.org/](https://pyre-check.org/)  
-[https://github.com/facebook/pyre-check](https://github.com/facebook/pyre-check)  
-22 stars per week over 277 weeks  
-6,261 stars, 416 forks, 112 watches  
-[typing](categories/typing.md) category, created 2017-11-10, last commit 2023-03-02, main language OCaml  
-<sub><sup>abstract-interpretation, code-quality, control-flow-analysis, ocaml, program-analysis, python, security, static-analysis, taint-analysis, type-check, typechecker</sup></sub>
+### [grist-core](https://github.com/gristlabs/grist-core) by [gristlabs](https://github.com/gristlabs)  
+grist-core: Grist is the evolution of spreadsheets.  
+[https://support.getgrist.com/self-managed/](https://support.getgrist.com/self-managed/)  
+[https://github.com/gristlabs/grist-core](https://github.com/gristlabs/grist-core)  
+25 stars per week over 145 weeks  
+3,669 stars, 171 forks, 41 watches  
+[data](categories/data.md) category, created 2020-05-22, last commit 2023-03-03, main language TypeScript  
+<sub><sup>awesome, database, spreadsheet</sup></sub>
 
 
-### [sktime](https://github.com/sktime/sktime)  
-sktime: A unified framework for machine learning with time series  
-[https://www.sktime.net](https://www.sktime.net)  
-[https://github.com/sktime/sktime](https://github.com/sktime/sktime)  
-27 stars per week over 225 weeks  
-6,213 stars, 1,031 forks, 107 watches  
-[time-series](categories/time-series.md) category, created 2018-11-06, last commit 2023-03-02, main language Python  
-<sub><sup>data-mining, data-science, forecasting, machine-learning, scikit-learn, time-series, time-series-analysis, time-series-classification, time-series-regression</sup></sub>
+### [refurb](https://github.com/dosisod/refurb) by [dosisod](https://github.com/dosisod)  
+refurb: A tool for refurbishing and modernizing Python codebases  
+[https://github.com/dosisod/refurb](https://github.com/dosisod/refurb)  
+68 stars per week over 31 weeks  
+2,153 stars, 42 forks, 16 watches  
+[util](categories/util.md) category, created 2022-07-27, last commit 2023-03-04, main language Python  
+<sub><sup>cli, gplv3, hacktoberfest, mypy, python, python310, testing</sup></sub>
 
 
 ### [uvicorn](https://github.com/encode/uvicorn) by [encode](https://github.com/encode)  
@@ -2220,82 +1996,58 @@ uvicorn: An ASGI web server, for Python. 🦄
 [https://www.uvicorn.org/](https://www.uvicorn.org/)  
 [https://github.com/encode/uvicorn](https://github.com/encode/uvicorn)  
 20 stars per week over 300 weeks  
-6,211 stars, 551 forks, 84 watches  
+6,218 stars, 551 forks, 84 watches  
 [web](categories/web.md) category, created 2017-05-31, last commit 2023-03-01, main language Python  
 <sub><sup>asgi, asyncio, http, http-server, python</sup></sub>
 
 
-### [autograd](https://github.com/hips/autograd) by [hips](https://github.com/hips)  
-autograd: Efficiently computes derivatives of numpy code.  
-[https://github.com/hips/autograd](https://github.com/hips/autograd)  
-14 stars per week over 431 weeks  
-6,210 stars, 850 forks, 217 watches  
-[ml](categories/ml.md) category, created 2014-11-24, last commit 2022-09-29, main language Python  
-
-
-### [espnet](https://github.com/espnet/espnet)  
-espnet: End-to-End Speech Processing Toolkit  
-[https://espnet.github.io/espnet/](https://espnet.github.io/espnet/)  
-[https://github.com/espnet/espnet](https://github.com/espnet/espnet)  
-22 stars per week over 272 weeks  
-6,146 stars, 1,856 forks, 176 watches  
-[nlp](categories/nlp.md) category, created 2017-12-13, last commit 2023-03-02, main language Python  
-<sub><sup>chainer, deep-learning, end-to-end, kaldi, machine-translation, pytorch, singing-voice-synthesis, speaker-diarization, speech-enhancement, speech-recognition, speech-separation, speech-synthesis, speech-translation, spoken-language-understanding, voice-conversion</sup></sub>
-
-
-### [folium](https://github.com/python-visualization/folium) by [python-visualization](https://github.com/python-visualization)  
-folium: Python Data. Leaflet.js Maps.   
-[https://python-visualization.github.io/folium/](https://python-visualization.github.io/folium/)  
-[https://github.com/python-visualization/folium](https://github.com/python-visualization/folium)  
-11 stars per week over 512 weeks  
-6,113 stars, 2,172 forks, 164 watches  
-[gis](categories/gis.md) category, created 2013-05-09, last commit 2023-02-17, main language Python  
-<sub><sup>closember, data-science, data-visualization, javascript, maps, python</sup></sub>
-
-
-### [BlenderGIS](https://github.com/domlysz/blendergis) by [domlysz](https://github.com/domlysz)  
-BlenderGIS: Blender addons to make the bridge between Blender and geographic data  
-[https://github.com/domlysz/blendergis](https://github.com/domlysz/blendergis)  
-13 stars per week over 460 weeks  
-6,075 stars, 1,133 forks, 245 watches  
-[gis](categories/gis.md) category, created 2014-05-08, last commit 2022-05-31, main language Python  
-<sub><sup>3d, 3d-map, 3dgis, addon, basemap, blender, delaunay-triangulation, dem, geodata, georeferencing, geospatial, gis, importexport, map, openstreetmap, python, raster, shapefile, terrain-model</sup></sub>
+### [wandb](https://github.com/wandb/client)  
+wandb: 🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.  
+[https://wandb.ai](https://wandb.ai)  
+[https://github.com/wandb/client](https://github.com/wandb/client)  
+17 stars per week over 310 weeks  
+5,559 stars, 442 forks, 43 watches  
+[ml](categories/ml.md) category, created 2017-03-24, last commit 2023-03-04, main language Python  
+<sub><sup>collaboration, data-science, data-versioning, deep-learning, experiment-track, hyperparameter-optimization, hyperparameter-search, hyperparameter-tuning, keras, machine-learning, ml-platform, mlops, model-versioning, pytorch, reinforcement-learning, reproducibility, tensorflow</sup></sub>
 
 
-### [umap](https://github.com/lmcinnes/umap) by [lmcinnes](https://github.com/lmcinnes)  
-umap: Uniform Manifold Approximation and Projection  
-[https://github.com/lmcinnes/umap](https://github.com/lmcinnes/umap)  
-20 stars per week over 295 weeks  
-6,075 stars, 705 forks, 126 watches  
-[ml](categories/ml.md) category, created 2017-07-02, last commit 2023-02-23, main language Python  
-<sub><sup>dimensionality-reduction, machine-learning, topological-data-analysis, umap, visualization</sup></sub>
+### [orchest](https://github.com/orchest/orchest)  
+orchest: Build data pipelines, the easy way 🛠️  
+[https://orchest.io](https://orchest.io)  
+[https://github.com/orchest/orchest](https://github.com/orchest/orchest)  
+25 stars per week over 145 weeks  
+3,751 stars, 224 forks, 39 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-05-21, last commit 2023-01-20, main language Python  
+<sub><sup>airflow, cloud, dag, data-pipelines, data-science, deployment, docker, etl, etl-pipeline, ide, jupyter, jupyterlab, kubernetes, machine-learning, notebooks, orchest, pipelines, python, self-hosted</sup></sub>
 
 
-### [pipx](https://github.com/pypa/pipx) by [pypa](https://github.com/pypa)  
-pipx: Install and Run Python Applications in Isolated Environments  
-[https://pypa.github.io/pipx/](https://pypa.github.io/pipx/)  
-[https://github.com/pypa/pipx](https://github.com/pypa/pipx)  
-26 stars per week over 229 weeks  
-6,063 stars, 280 forks, 72 watches  
-[util](categories/util.md) category, created 2018-10-06, last commit 2023-02-11, main language Python  
-<sub><sup>cli, hacktoberfest, pip, pypi, python, venv</sup></sub>
+### [Open3D](https://github.com/isl-org/open3d) by [isl-org](https://github.com/isl-org)  
+Open3D: A Modern Library for 3D Data Processing  
+[http://www.open3d.org](http://www.open3d.org)  
+[https://github.com/isl-org/open3d](https://github.com/isl-org/open3d)  
+25 stars per week over 326 weeks  
+8,184 stars, 1,899 forks, 172 watches  
+[sim](categories/sim.md) category, created 2016-12-02, last commit 2023-03-04, main language C++  
+<sub><sup>3d, 3d-perception, arm, computer-graphics, cpp, cuda, gpu, gui, machine-learning, mesh-processing, odometry, opengl, pointcloud, python, pytorch, reconstruction, registration, rendering, tensorflow, visualization</sup></sub>
 
 
-### [latexify_py](https://github.com/google/latexify_py) by [google](https://github.com/google)  
-latexify_py: A library to generate LaTeX expression from Python code.  
-[https://github.com/google/latexify_py](https://github.com/google/latexify_py)  
-44 stars per week over 135 weeks  
-6,036 stars, 328 forks, 52 watches  
-[util](categories/util.md) category, created 2020-07-25, last commit 2023-01-14, main language Python  
+### [sphinx](https://github.com/sphinx-doc/sphinx) by [sphinx-doc](https://github.com/sphinx-doc)  
+sphinx: The Sphinx documentation generator  
+[https://www.sphinx-doc.org/](https://www.sphinx-doc.org/)  
+[https://github.com/sphinx-doc/sphinx](https://github.com/sphinx-doc/sphinx)  
+12 stars per week over 426 weeks  
+5,244 stars, 1,878 forks, 142 watches  
+[util](categories/util.md) category, created 2015-01-02, last commit 2023-02-18, main language Python  
+<sub><sup>documentation, documentation-tool, markdown, python, restructuredtext, sphinx</sup></sub>
 
 
-### [dream-textures](https://github.com/carson-katri/dream-textures) by [carson-katri](https://github.com/carson-katri)  
-dream-textures: Stable Diffusion built-in to Blender  
-[https://github.com/carson-katri/dream-textures](https://github.com/carson-katri/dream-textures)  
-236 stars per week over 25 weeks  
-5,955 stars, 304 forks, 95 watches  
-[diffusion](categories/diffusion.md) category, created 2022-09-08, last commit 2023-02-15, main language Python  
-<sub><sup>ai, blender, blender-addon, image-generation, stable-diffusion</sup></sub>
+### [sentence-transformers](https://github.com/ukplab/sentence-transformers) by [ukplab](https://github.com/ukplab)  
+sentence-transformers: Multilingual Sentence & Image Embeddings with BERT  
+[https://www.SBERT.net](https://www.SBERT.net)  
+[https://github.com/ukplab/sentence-transformers](https://github.com/ukplab/sentence-transformers)  
+50 stars per week over 188 weeks  
+9,570 stars, 1,869 forks, 119 watches  
+[nlp](categories/nlp.md) category, created 2019-07-24, last commit 2023-01-26, main language Python  
 
 
 ### [jupytext](https://github.com/mwouts/jupytext) by [mwouts](https://github.com/mwouts)  
@@ -2303,68 +2055,131 @@ jupytext: Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
 [https://jupytext.readthedocs.io](https://jupytext.readthedocs.io)  
 [https://github.com/mwouts/jupytext](https://github.com/mwouts/jupytext)  
 23 stars per week over 246 weeks  
-5,849 stars, 379 forks, 68 watches  
+5,851 stars, 379 forks, 68 watches  
 [jupyter](categories/jupyter.md) category, created 2018-06-15, last commit 2023-02-25, main language Python  
 <sub><sup>hydrogen, jupyter-notebook, jupyterlab, jupyterlab-extension, knitr, markdown, notebooks, python, rmarkdown, rstudio, version-control</sup></sub>
 
 
-### [tianshou](https://github.com/thu-ml/tianshou) by [thu-ml](https://github.com/thu-ml)  
-tianshou: An elegant PyTorch deep reinforcement learning library.  
-[https://tianshou.readthedocs.io](https://tianshou.readthedocs.io)  
-[https://github.com/thu-ml/tianshou](https://github.com/thu-ml/tianshou)  
-22 stars per week over 254 weeks  
-5,840 stars, 918 forks, 82 watches  
-[ml](categories/ml.md) category, created 2018-04-16, last commit 2023-02-03, main language Python  
-<sub><sup>a2c, atari, bcq, benchmark, cql, ddpg, double-dqn, dqn, drl, imitation-learning, library, mujoco, npg, policy-gradient, ppo, pytorch, rl, sac, td3, trpo</sup></sub>
-
-
-### [PyGithub](https://github.com/pygithub/pygithub) by [pygithub](https://github.com/pygithub)  
-PyGithub: Typed interactions with the GitHub API v3  
-[https://pygithub.readthedocs.io/](https://pygithub.readthedocs.io/)  
-[https://github.com/pygithub/pygithub](https://github.com/pygithub/pygithub)  
-10 stars per week over 574 weeks  
-5,828 stars, 1,595 forks, 112 watches  
-[util](categories/util.md) category, created 2012-02-25, last commit 2023-02-23, main language Python  
-<sub><sup>github, github-api, pygithub, python</sup></sub>
+### [BioGPT](https://github.com/microsoft/biogpt) by [microsoft](https://github.com/microsoft)  
+microsoft/biogpt  
+[https://github.com/microsoft/biogpt](https://github.com/microsoft/biogpt)  
+114 stars per week over 28 weeks  
+3,312 stars, 312 forks, 61 watches  
+[nlp](categories/nlp.md) category, created 2022-08-15, last commit 2023-02-13, main language Python  
 
 
-### [NeMo](https://github.com/nvidia/nemo) by [nvidia](https://github.com/nvidia)  
-NeMo: a toolkit for conversational AI  
-[https://nvidia.github.io/NeMo/](https://nvidia.github.io/NeMo/)  
-[https://github.com/nvidia/nemo](https://github.com/nvidia/nemo)  
-30 stars per week over 186 weeks  
-5,778 stars, 1,405 forks, 139 watches  
-[nlp](categories/nlp.md) category, created 2019-08-05, last commit 2023-03-02, main language Python  
-<sub><sup>asr, deep-learning, language-model, machine-translation, neural-network, nlp, nlp-machine-learning, nmt, speaker-diarization, speaker-recognition, speech-recognition, speech-synthesis, speech-to-text, text-normalization, text-to-speech, tts</sup></sub>
+### [point-e](https://github.com/openai/point-e) by [openai](https://github.com/openai)  
+point-e: Point cloud diffusion for 3D model synthesis  
+[https://github.com/openai/point-e](https://github.com/openai/point-e)  
+354 stars per week over 12 weeks  
+4,512 stars, 458 forks, 166 watches  
+[util](categories/util.md) category, created 2022-12-06, last commit 2022-12-20, main language Python  
 
 
-### [pygame](https://github.com/pygame/pygame)  
-pygame: 🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.  
-[https://www.pygame.org](https://www.pygame.org)  
-[https://github.com/pygame/pygame](https://github.com/pygame/pygame)  
-18 stars per week over 309 weeks  
-5,771 stars, 2,535 forks, 156 watches  
-[gamedev](categories/gamedev.md) category, created 2017-03-26, last commit 2023-02-28, main language C  
-<sub><sup>game-dev, game-development, gamedev, pygame, python, sdl, sdl2</sup></sub>
+### [loguru](https://github.com/delgan/loguru) by [delgan](https://github.com/delgan)  
+loguru: Python logging made (stupidly) simple  
+[https://github.com/delgan/loguru](https://github.com/delgan/loguru)  
+49 stars per week over 289 weeks  
+14,237 stars, 589 forks, 120 watches  
+[util](categories/util.md) category, created 2017-08-15, last commit 2023-03-03, main language Python  
+<sub><sup>log, logger, logging, python</sup></sub>
 
 
-### [cleverhans](https://github.com/cleverhans-lab/cleverhans) by [cleverhans-lab](https://github.com/cleverhans-lab)  
-cleverhans: An adversarial example library for constructing attacks, building defenses, and benchmarking both  
-[https://github.com/cleverhans-lab/cleverhans](https://github.com/cleverhans-lab/cleverhans)  
-16 stars per week over 337 weeks  
-5,719 stars, 1,383 forks, 191 watches  
-[ml](categories/ml.md) category, created 2016-09-15, last commit 2023-01-31, main language Jupyter Notebook  
-<sub><sup>benchmarking, machine-learning, security</sup></sub>
+### [darts](https://github.com/unit8co/darts) by [unit8co](https://github.com/unit8co)  
+darts: A python library for user-friendly forecasting and anomaly detection on time series.  
+[https://unit8co.github.io/darts/](https://unit8co.github.io/darts/)  
+[https://github.com/unit8co/darts](https://github.com/unit8co/darts)  
+23 stars per week over 233 weeks  
+5,483 stars, 603 forks, 46 watches  
+[time-series](categories/time-series.md) category, created 2018-09-13, last commit 2023-02-28, main language Python  
+<sub><sup>anomaly-detection, data-science, deep-learning, forecasting, machine-learning, python, time-series</sup></sub>
 
 
-### [python-dotenv](https://github.com/theskumar/python-dotenv) by [theskumar](https://github.com/theskumar)  
-python-dotenv: Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.  
-[https://saurabh-kumar.com/python-dotenv/](https://saurabh-kumar.com/python-dotenv/)  
-[https://github.com/theskumar/python-dotenv](https://github.com/theskumar/python-dotenv)  
-12 stars per week over 442 weeks  
-5,715 stars, 358 forks, 33 watches  
-[util](categories/util.md) category, created 2014-09-06, last commit 2023-02-24, main language Python  
-<sub><sup>12-factor-app, configuration, devops-tools, dotenv, env, environment-variables, python</sup></sub>
+### [codon](https://github.com/exaloop/codon) by [exaloop](https://github.com/exaloop)  
+codon: A high-performance, zero-overhead, extensible Python compiler using LLVM  
+[https://docs.exaloop.io/codon](https://docs.exaloop.io/codon)  
+[https://github.com/exaloop/codon](https://github.com/exaloop/codon)  
+76 stars per week over 74 weeks  
+5,694 stars, 191 forks, 48 watches  
+[perf](categories/perf.md) category, created 2021-09-27, last commit 2023-02-06, main language C++  
+<sub><sup>compiler, gpu-programming, high-performance, llvm, parallel-programming, python</sup></sub>
+
+
+### [cython](https://github.com/cython/cython)  
+cython: The most widely used Python to C compiler  
+[https://cython.org](https://cython.org)  
+[https://github.com/cython/cython](https://github.com/cython/cython)  
+12 stars per week over 641 weeks  
+7,713 stars, 1,364 forks, 231 watches  
+[util](categories/util.md) category, created 2010-11-21, last commit 2023-03-01, main language Python  
+<sub><sup>big-data, c, cpp, cpython, cpython-extensions, cython, performance, python</sup></sub>
+
+
+### [ml-agents](https://github.com/unity-technologies/ml-agents) by [unity-technologies](https://github.com/unity-technologies)  
+ml-agents: The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.  
+[https://unity.com/products/machine-learning-agents](https://unity.com/products/machine-learning-agents)  
+[https://github.com/unity-technologies/ml-agents](https://github.com/unity-technologies/ml-agents)  
+49 stars per week over 286 weeks  
+14,208 stars, 3,738 forks, 548 watches  
+[sim](categories/sim.md) category, created 2017-09-08, last commit 2023-01-25, main language C#  
+<sub><sup>deep-learning, deep-reinforcement-learning, machine-learning, neural-networks, reinforcement-learning, unity, unity3d</sup></sub>
+
+
+### [ydata-profiling](https://github.com/pandas-profiling/pandas-profiling) by [pandas-profiling](https://github.com/pandas-profiling)  
+ydata-profiling: Create HTML profiling reports from pandas DataFrame objects  
+[https://ydata-profiling.ydata.ai](https://ydata-profiling.ydata.ai)  
+[https://github.com/pandas-profiling/pandas-profiling](https://github.com/pandas-profiling/pandas-profiling)  
+27 stars per week over 373 weeks  
+10,294 stars, 1,453 forks, 151 watches  
+[pandas](categories/pandas.md) category, created 2016-01-09, last commit 2023-01-30, main language Python  
+<sub><sup>big-data-analytics, data-analysis, data-exploration, data-profiling, data-quality, data-science, deep-learning, eda, exploration, exploratory-data-analysis, hacktoberfest, html-report, jupyter, jupyter-notebook, machine-learning, pandas, pandas-dataframe, pandas-profiling, python, statistics</sup></sub>
+
+
+### [cookiecutter](https://github.com/cookiecutter/cookiecutter)  
+cookiecutter: A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.  
+[https://pypi.org/project/cookiecutter/](https://pypi.org/project/cookiecutter/)  
+[https://github.com/cookiecutter/cookiecutter](https://github.com/cookiecutter/cookiecutter)  
+37 stars per week over 503 weeks  
+19,044 stars, 1,798 forks, 232 watches  
+[template](categories/template.md) category, created 2013-07-14, last commit 2022-09-09, main language Python  
+<sub><sup>cookiecutter, python</sup></sub>
+
+
+### [detr](https://github.com/facebookresearch/detr) by [facebookresearch](https://github.com/facebookresearch)  
+detr: End-to-End Object Detection with Transformers  
+[https://github.com/facebookresearch/detr](https://github.com/facebookresearch/detr)  
+72 stars per week over 144 weeks  
+10,503 stars, 1,929 forks, 150 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-05-26, last commit 2023-02-07, main language Python  
+
+
+### [prettymaps](https://github.com/marceloprates/prettymaps) by [marceloprates](https://github.com/marceloprates)  
+prettymaps: A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.  
+[https://github.com/marceloprates/prettymaps](https://github.com/marceloprates/prettymaps)  
+87 stars per week over 104 weeks  
+9,085 stars, 442 forks, 73 watches  
+[viz](categories/viz.md) category, created 2021-03-05, last commit 2023-02-15, main language Jupyter Notebook  
+<sub><sup>cartography, generative-art, jupyter-notebook, maps, matplotlib, openstreetmap, python</sup></sub>
+
+
+### [nltk](https://github.com/nltk/nltk)  
+NLTK Source  
+[https://www.nltk.org](https://www.nltk.org)  
+[https://github.com/nltk/nltk](https://github.com/nltk/nltk)  
+16 stars per week over 703 weeks  
+11,586 stars, 2,696 forks, 468 watches  
+[nlp](categories/nlp.md) category, created 2009-09-07, last commit 2023-02-20, main language Python  
+<sub><sup>machine-learning, natural-language-processing, nlp, nltk, python</sup></sub>
+
+
+### [django-ninja](https://github.com/vitalik/django-ninja) by [vitalik](https://github.com/vitalik)  
+django-ninja: 💨  Fast, Async-ready, Openapi, type hints based framework for building APIs  
+[https://django-ninja.rest-framework.com](https://django-ninja.rest-framework.com)  
+[https://github.com/vitalik/django-ninja](https://github.com/vitalik/django-ninja)  
+28 stars per week over 145 weeks  
+4,107 stars, 262 forks, 62 watches  
+[web](categories/web.md) category, created 2020-05-19, last commit 2023-02-24, main language Python  
+<sub><sup>django, django-ninja, openapi, pydantic, python, rest-api, swagger, swagger-ui</sup></sub>
 
 
 ### [dowhy](https://github.com/py-why/dowhy) by [py-why](https://github.com/py-why)  
@@ -2372,142 +2187,162 @@ DoWhy is a Python library for causal inference that supports explicit modeling a
 [https://www.pywhy.org/dowhy](https://www.pywhy.org/dowhy)  
 [https://github.com/py-why/dowhy](https://github.com/py-why/dowhy)  
 22 stars per week over 248 weeks  
-5,703 stars, 817 forks, 137 watches  
+5,706 stars, 817 forks, 136 watches  
 [ml](categories/ml.md) category, created 2018-05-31, last commit 2023-02-14, main language Python  
 <sub><sup>bayesian-networks, causal-inference, causal-machine-learning, causal-models, causality, data-science, do-calculus, graphical-models, machine-learning, python3, treatment-effects</sup></sub>
 
 
-### [Surprise](https://github.com/nicolashug/surprise) by [nicolashug](https://github.com/nicolashug)  
-Surprise: A Python scikit for building and analyzing recommender systems  
-[http://surpriselib.com](http://surpriselib.com)  
-[https://github.com/nicolashug/surprise](https://github.com/nicolashug/surprise)  
-17 stars per week over 331 weeks  
-5,702 stars, 968 forks, 147 watches  
-[ml](categories/ml.md) category, created 2016-10-23, last commit 2023-01-27, main language Python  
-<sub><sup>factorization, machine-learning, matrix, recommendation, recommender, svd, systems</sup></sub>
+### [shap](https://github.com/slundberg/shap) by [slundberg](https://github.com/slundberg)  
+shap: A game theoretic approach to explain the output of any machine learning model.  
+[https://github.com/slundberg/shap](https://github.com/slundberg/shap)  
+57 stars per week over 327 weeks  
+18,682 stars, 2,815 forks, 263 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2016-11-22, last commit 2022-06-16, main language Jupyter Notebook  
+<sub><sup>deep-learning, explainability, gradient-boosting, interpretability, machine-learning, shap, shapley</sup></sub>
 
 
-### [ml-stable-diffusion](https://github.com/apple/ml-stable-diffusion) by [apple](https://github.com/apple)  
-ml-stable-diffusion: Stable Diffusion with Core ML on Apple Silicon  
-[https://github.com/apple/ml-stable-diffusion](https://github.com/apple/ml-stable-diffusion)  
-372 stars per week over 15 weeks  
-5,699 stars, 273 forks, 71 watches  
-[diffusion](categories/diffusion.md) category, created 2022-11-16, last commit 2023-02-15, main language Python  
+### [gdal](https://github.com/osgeo/gdal) by [osgeo](https://github.com/osgeo)  
+GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.  
+[https://gdal.org](https://gdal.org)  
+[https://github.com/osgeo/gdal](https://github.com/osgeo/gdal)  
+6.69 stars per week over 542 weeks  
+3,633 stars, 2,021 forks, 163 watches  
+[gis](categories/gis.md) category, created 2012-10-09, last commit 2023-03-02, main language C++  
+<sub><sup>geospatial-data, raster, remote-sensing, vector</sup></sub>
 
 
-### [codon](https://github.com/exaloop/codon) by [exaloop](https://github.com/exaloop)  
-codon: A high-performance, zero-overhead, extensible Python compiler using LLVM  
-[https://docs.exaloop.io/codon](https://docs.exaloop.io/codon)  
-[https://github.com/exaloop/codon](https://github.com/exaloop/codon)  
-76 stars per week over 74 weeks  
-5,691 stars, 191 forks, 48 watches  
-[perf](categories/perf.md) category, created 2021-09-27, last commit 2023-02-06, main language C++  
-<sub><sup>compiler, gpu-programming, high-performance, llvm, parallel-programming, python</sup></sub>
+### [strawberry](https://github.com/strawberry-graphql/strawberry) by [strawberry-graphql](https://github.com/strawberry-graphql)  
+strawberry: A GraphQL library for Python that leverages type annotations 🍓  
+[https://strawberry.rocks](https://strawberry.rocks)  
+[https://github.com/strawberry-graphql/strawberry](https://github.com/strawberry-graphql/strawberry)  
+13 stars per week over 219 weeks  
+2,986 stars, 374 forks, 40 watches  
+[web](categories/web.md) category, created 2018-12-21, last commit 2023-03-02, main language Python  
+<sub><sup>asgi, asyncio, django, graphql, graphql-library, graphql-schema, graphql-server, hacktoberfest, mypy, python, starlette, strawberry</sup></sub>
 
 
-### [isort](https://github.com/pycqa/isort) by [pycqa](https://github.com/pycqa)  
-isort: A Python utility / library to sort imports.  
-[https://pycqa.github.io/isort/](https://pycqa.github.io/isort/)  
-[https://github.com/pycqa/isort](https://github.com/pycqa/isort)  
-11 stars per week over 495 weeks  
-5,645 stars, 519 forks, 46 watches  
-[util](categories/util.md) category, created 2013-09-02, last commit 2023-03-02, main language Python  
-<sub><sup>auto-formatter, cleaner, cli, formatter, hacktoberfest, isort, linter, python, python-utility, python3, sorting-imports</sup></sub>
+### [handson-ml2](https://github.com/ageron/handson-ml2) by [ageron](https://github.com/ageron)  
+handson-ml2: A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.  
+[https://github.com/ageron/handson-ml2](https://github.com/ageron/handson-ml2)  
+111 stars per week over 216 weeks  
+24,242 stars, 11,679 forks, 632 watches  
+[ml](categories/ml.md) category, created 2019-01-08, last commit 2023-02-04, main language Jupyter Notebook  
 
 
-### [Dreambooth-Stable-Diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion) by [xavierxiao](https://github.com/xavierxiao)  
-Dreambooth-Stable-Diffusion: Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion  
-[https://github.com/xavierxiao/dreambooth-stable-diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion)  
-221 stars per week over 25 weeks  
-5,636 stars, 618 forks, 83 watches  
-[diffusion](categories/diffusion.md) category, created 2022-09-06, last commit 2022-09-21, main language Jupyter Notebook  
-<sub><sup>pytorch, pytorch-lightning, stable-diffusion, text-to-image</sup></sub>
+### [gluonts](https://github.com/awslabs/gluonts) by [awslabs](https://github.com/awslabs)  
+gluonts: Probabilistic time series modeling in Python  
+[https://ts.gluon.ai](https://ts.gluon.ai)  
+[https://github.com/awslabs/gluonts](https://github.com/awslabs/gluonts)  
+17 stars per week over 198 weeks  
+3,381 stars, 681 forks, 70 watches  
+[time-series](categories/time-series.md) category, created 2019-05-15, last commit 2023-03-02, main language Python  
+<sub><sup>artificial-intelligence, aws, data-science, deep-learning, forecasting, machine-learning, mxnet, neural-networks, pytorch, sagemaker, time-series, time-series-forecasting, time-series-prediction, timeseries</sup></sub>
 
 
-### [automl](https://github.com/google/automl) by [google](https://github.com/google)  
-automl: Google Brain AutoML  
-[https://github.com/google/automl](https://github.com/google/automl)  
-36 stars per week over 155 weeks  
-5,587 stars, 1,417 forks, 157 watches  
-[ml](categories/ml.md) category, created 2020-03-12, last commit 2023-02-15, main language Jupyter Notebook  
-<sub><sup>automl, efficientdet, efficientnet, efficientnetv2, object-detection</sup></sub>
+### [mmediting](https://github.com/open-mmlab/mmediting) by [open-mmlab](https://github.com/open-mmlab)  
+mmediting: OpenMMLab Image and Video Restoration, Editing and Generation Toolbox  
+[https://mmediting.readthedocs.io/en/latest/](https://mmediting.readthedocs.io/en/latest/)  
+[https://github.com/open-mmlab/mmediting](https://github.com/open-mmlab/mmediting)  
+22 stars per week over 184 weeks  
+4,101 stars, 732 forks, 87 watches  
+[ml](categories/ml.md) category, created 2019-08-23, last commit 2023-02-24, main language Python  
+<sub><sup>computer-vision, deep-learning, generative-adversarial-network, image-editing, image-generation, image-processing, image-synthesis, inpainting, matting, pytorch, super-resolution, video-frame-interpolation, video-interpolation, video-super-resolution</sup></sub>
 
 
-### [flower](https://github.com/mher/flower) by [mher](https://github.com/mher)  
-flower: Real-time monitor and web admin for Celery distributed task queue  
-[https://flower.readthedocs.io](https://flower.readthedocs.io)  
-[https://github.com/mher/flower](https://github.com/mher/flower)  
-10 stars per week over 555 weeks  
-5,581 stars, 1,000 forks, 143 watches  
-[perf](categories/perf.md) category, created 2012-07-08, last commit 2022-11-14, main language Python  
-<sub><sup>administration, asynchronous, celery, monitoring, python, rabbitmq, redis, task-queue, workers</sup></sub>
+### [latexify_py](https://github.com/google/latexify_py) by [google](https://github.com/google)  
+latexify_py: A library to generate LaTeX expression from Python code.  
+[https://github.com/google/latexify_py](https://github.com/google/latexify_py)  
+44 stars per week over 136 weeks  
+6,038 stars, 328 forks, 52 watches  
+[util](categories/util.md) category, created 2020-07-25, last commit 2023-01-14, main language Python  
 
 
-### [pynecone](https://github.com/pynecone-io/pynecone) by [pynecone-io](https://github.com/pynecone-io)  
-pynecone: 🕸 Web apps in pure Python 🐍  
-[https://pynecone.io](https://pynecone.io)  
-[https://github.com/pynecone-io/pynecone](https://github.com/pynecone-io/pynecone)  
-301 stars per week over 18 weeks  
-5,552 stars, 188 forks, 58 watches  
-[web](categories/web.md) category, created 2022-10-25, last commit 2023-03-01, main language Python  
-<sub><sup>framework, fullstack, infrastructure, open-source, python, python-library, python3, web, webdev</sup></sub>
+### [statsforecast](https://github.com/nixtla/statsforecast) by [nixtla](https://github.com/nixtla)  
+statsforecast: Lightning ⚡️ fast forecasting with statistical and econometric models.  
+[https://nixtla.github.io/statsforecast/](https://nixtla.github.io/statsforecast/)  
+[https://github.com/nixtla/statsforecast](https://github.com/nixtla/statsforecast)  
+34 stars per week over 66 weeks  
+2,300 stars, 147 forks, 18 watches  
+[time-series](categories/time-series.md) category, created 2021-11-24, last commit 2023-03-04, main language Python  
+<sub><sup>arima, automl, baselines, data-science, econometrics, ets, exponential-smoothing, fbprophet, forecasting, machine-learning, mstl, naive, neuralprophet, predictions, prophet, python, seasonal-naive, statistics, theta, time-series</sup></sub>
 
 
-### [wandb](https://github.com/wandb/client)  
-wandb: 🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.  
-[https://wandb.ai](https://wandb.ai)  
-[https://github.com/wandb/client](https://github.com/wandb/client)  
-17 stars per week over 310 weeks  
-5,545 stars, 442 forks, 43 watches  
-[ml](categories/ml.md) category, created 2017-03-24, last commit 2023-03-02, main language Python  
-<sub><sup>collaboration, data-science, data-versioning, deep-learning, experiment-track, hyperparameter-optimization, hyperparameter-search, hyperparameter-tuning, keras, machine-learning, ml-platform, mlops, model-versioning, pytorch, reinforcement-learning, reproducibility, tensorflow</sup></sub>
+### [pyro](https://github.com/pyro-ppl/pyro) by [pyro-ppl](https://github.com/pyro-ppl)  
+pyro: Deep universal probabilistic programming with Python and PyTorch  
+[http://pyro.ai](http://pyro.ai)  
+[https://github.com/pyro-ppl/pyro](https://github.com/pyro-ppl/pyro)  
+26 stars per week over 298 weeks  
+7,813 stars, 965 forks, 201 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-06-16, last commit 2023-03-04, main language Python  
+<sub><sup>bayesian, bayesian-inference, deep-learning, machine-learning, probabilistic-modeling, probabilistic-programming, python, pytorch, variational-inference</sup></sub>
 
 
-### [PaLM-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch) by [lucidrains](https://github.com/lucidrains)  
-PaLM-rlhf-pytorch: Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM  
-[https://github.com/lucidrains/palm-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch)  
-459 stars per week over 12 weeks  
-5,516 stars, 430 forks, 109 watches  
-[nlp](categories/nlp.md) category, created 2022-12-09, last commit 2023-03-01, main language Python  
-<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, human-feedback, reinforcement-learning, transformers</sup></sub>
+### [txtai](https://github.com/neuml/txtai) by [neuml](https://github.com/neuml)  
+txtai: 💡 Build AI-powered semantic search applications   
+[https://neuml.github.io/txtai](https://neuml.github.io/txtai)  
+[https://github.com/neuml/txtai](https://github.com/neuml/txtai)  
+26 stars per week over 134 weeks  
+3,515 stars, 303 forks, 62 watches  
+[nlp](categories/nlp.md) category, created 2020-08-09, last commit 2023-03-03, main language Python  
+<sub><sup>api, audio-search, cloud-native, contextual-search, deep-learning, document-search, image-search, machine-learning, machine-learning-pipelines, machine-learning-workflows, microservice, neural-search, nlp, python, search, semantic-search, similarity-search, txtai, vector-search, video-search</sup></sub>
 
 
-### [darts](https://github.com/unit8co/darts) by [unit8co](https://github.com/unit8co)  
-darts: A python library for user-friendly forecasting and anomaly detection on time series.  
-[https://unit8co.github.io/darts/](https://unit8co.github.io/darts/)  
-[https://github.com/unit8co/darts](https://github.com/unit8co/darts)  
-23 stars per week over 233 weeks  
-5,476 stars, 602 forks, 45 watches  
-[time-series](categories/time-series.md) category, created 2018-09-13, last commit 2023-02-28, main language Python  
-<sub><sup>anomaly-detection, data-science, deep-learning, forecasting, machine-learning, python, time-series</sup></sub>
+### [PythonRobotics](https://github.com/atsushisakai/pythonrobotics) by [atsushisakai](https://github.com/atsushisakai)  
+PythonRobotics: Python sample codes for robotics algorithms.  
+[https://atsushisakai.github.io/PythonRobotics/](https://atsushisakai.github.io/PythonRobotics/)  
+[https://github.com/atsushisakai/pythonrobotics](https://github.com/atsushisakai/pythonrobotics)  
+48 stars per week over 362 weeks  
+17,654 stars, 5,545 forks, 505 watches  
+[sim](categories/sim.md) category, created 2016-03-21, last commit 2023-02-21, main language Python  
+<sub><sup>algorithm, animation, autonomous-driving, autonomous-navigation, autonomous-vehicles, control, cvxpy, ekf, hacktoberfest, localization, mapping, path-planning, python, robot, robotics, slam</sup></sub>
 
 
-### [pyprobml](https://github.com/probml/pyprobml) by [probml](https://github.com/probml)  
-pyprobml: Python code for "Probabilistic Machine learning" book by Kevin Murphy  
-[https://github.com/probml/pyprobml](https://github.com/probml/pyprobml)  
-16 stars per week over 341 weeks  
-5,465 stars, 1,308 forks, 178 watches  
-[ml](categories/ml.md) category, created 2016-08-17, last commit 2023-01-20, main language Jupyter Notebook  
-<sub><sup>blackjax, colab, flax, jax, jupyter-notebooks, machine-learning, numpyro, pml, probabilistic-programming, pymc3, pyro, pytorch, tensorflow</sup></sub>
+### [deep-rl-class](https://github.com/huggingface/deep-rl-class) by [huggingface](https://github.com/huggingface)  
+deep-rl-class: This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.  
+[https://github.com/huggingface/deep-rl-class](https://github.com/huggingface/deep-rl-class)  
+59 stars per week over 45 weeks  
+2,694 stars, 355 forks, 85 watches  
+[study](categories/study.md) category, created 2022-04-21, last commit 2023-03-02, main language Jupyter Notebook  
+<sub><sup>deep-learning, deep-reinforcement-learning, reinforcement-learning, reinforcement-learning-excercises</sup></sub>
 
 
-### [speechbrain](https://github.com/speechbrain/speechbrain)  
-speechbrain: A PyTorch-based Speech Toolkit  
-[http://speechbrain.github.io](http://speechbrain.github.io)  
-[https://github.com/speechbrain/speechbrain](https://github.com/speechbrain/speechbrain)  
-36 stars per week over 148 weeks  
-5,409 stars, 1,023 forks, 115 watches  
-[nlp](categories/nlp.md) category, created 2020-04-28, last commit 2023-03-02, main language Python  
-<sub><sup>asr, audio, audio-processing, deep-learning, huggingface, language-model, pytorch, speaker-diarization, speaker-recognition, speaker-verification, speech-enhancement, speech-processing, speech-recognition, speech-separation, speech-to-text, speech-toolkit, speechrecognition, spoken-language-understanding, transformers, voice-recognition</sup></sub>
+### [sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk) by [aws](https://github.com/aws)  
+sagemaker-python-sdk: A library for training and deploying machine learning models on Amazon SageMaker  
+[https://sagemaker.readthedocs.io/](https://sagemaker.readthedocs.io/)  
+[https://github.com/aws/sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk)  
+6.45 stars per week over 276 weeks  
+1,785 stars, 937 forks, 135 watches  
+[ml](categories/ml.md) category, created 2017-11-14, last commit 2023-03-03, main language Python  
+<sub><sup>aws, huggingface, machine-learning, mxnet, python, pytorch, sagemaker, tensorflow</sup></sub>
 
 
-### [Tkinter-Designer](https://github.com/parthjadhav/tkinter-designer) by [parthjadhav](https://github.com/parthjadhav)  
-Tkinter-Designer: An easy and fast way to create a Python GUI 🐍  
-[https://github.com/parthjadhav/tkinter-designer](https://github.com/parthjadhav/tkinter-designer)  
-57 stars per week over 93 weeks  
-5,396 stars, 517 forks, 57 watches  
-[util](categories/util.md) category, created 2021-05-18, last commit 2023-02-26, main language Python  
-<sub><sup>automatic, collaborate, drag-and-drop, easy, easy-to-use, fast, figma, gui, gui-application, hacktoberfest, learn, python, python-script, python3, tkinter, tkinter-designer, tkinter-graphic-interface, tkinter-gui, tkinter-python, tkinter-widgets</sup></sub>
+### [autokeras](https://github.com/keras-team/autokeras) by [keras-team](https://github.com/keras-team)  
+autokeras: AutoML library for deep learning  
+[http://autokeras.com/](http://autokeras.com/)  
+[https://github.com/keras-team/autokeras](https://github.com/keras-team/autokeras)  
+31 stars per week over 276 weeks  
+8,758 stars, 1,394 forks, 306 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-11-19, last commit 2023-02-22, main language Python  
+<sub><sup>autodl, automated-machine-learning, automl, deep-learning, keras, machine-learning, neural-architecture-search, python, tensorflow</sup></sub>
+
+
+### [DeepFaceLab](https://github.com/iperov/deepfacelab) by [iperov](https://github.com/iperov)  
+DeepFaceLab is the leading software for creating deepfakes.  
+[https://github.com/iperov/deepfacelab](https://github.com/iperov/deepfacelab)  
+152 stars per week over 247 weeks  
+37,675 stars, 8,436 forks, 1,056 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-06-04, last commit 2022-12-31, main language Python  
+<sub><sup>arxiv, creating-deepfakes, deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfacelab, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, neural-nets, neural-networks</sup></sub>
+
+
+### [trio](https://github.com/python-trio/trio) by [python-trio](https://github.com/python-trio)  
+Trio – a friendly Python library for async concurrency and I/O  
+[https://trio.readthedocs.io](https://trio.readthedocs.io)  
+[https://github.com/python-trio/trio](https://github.com/python-trio/trio)  
+16 stars per week over 319 weeks  
+5,199 stars, 294 forks, 88 watches  
+[perf](categories/perf.md) category, created 2017-01-16, last commit 2023-03-03, main language Python  
+<sub><sup>async, async-await, io, networking, python, structured-concurrency, trio</sup></sub>
 
 
 ### [cleanlab](https://github.com/cleanlab/cleanlab)  
@@ -2515,27 +2350,106 @@ cleanlab: The standard data-centric AI package for data quality and machine lear
 [https://cleanlab.ai](https://cleanlab.ai)  
 [https://github.com/cleanlab/cleanlab](https://github.com/cleanlab/cleanlab)  
 21 stars per week over 251 weeks  
-5,396 stars, 455 forks, 70 watches  
+5,424 stars, 455 forks, 70 watches  
 [ml](categories/ml.md) category, created 2018-05-11, last commit 2023-03-01, main language Python  
 <sub><sup>active-learning, annotations, classification, crowdsourcing, data-centric-ai, data-cleaning, data-labeling, data-quality, data-science, data-validation, entity-recognition, exploratory-data-analysis, image-tagging, label-errors, machine-learning, noisy-labels, out-of-distribution-detection, outlier-detection, robust-machine-learning, weak-supervision</sup></sub>
 
 
-### [autogluon](https://github.com/awslabs/autogluon) by [awslabs](https://github.com/awslabs)  
-AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data  
-[https://auto.gluon.ai/](https://auto.gluon.ai/)  
-[https://github.com/awslabs/autogluon](https://github.com/awslabs/autogluon)  
-28 stars per week over 187 weeks  
-5,392 stars, 703 forks, 91 watches  
-[ml](categories/ml.md) category, created 2019-07-29, last commit 2023-03-02, main language Python  
-<sub><sup>autogluon, automated-machine-learning, automl, computer-vision, data-science, deep-learning, ensemble-learning, forecasting, gluon, hyperparameter-optimization, image-classification, machine-learning, natural-language-processing, object-detection, pytorch, scikit-learn, structured-data, tabular-data, time-series, transfer-learning</sup></sub>
+### [pip-tools](https://github.com/jazzband/pip-tools) by [jazzband](https://github.com/jazzband)  
+pip-tools: A set of tools to keep your pinned Python dependencies fresh.  
+[https://pip-tools.rtfd.io](https://pip-tools.rtfd.io)  
+[https://github.com/jazzband/pip-tools](https://github.com/jazzband/pip-tools)  
+12 stars per week over 546 weeks  
+6,660 stars, 567 forks, 105 watches  
+[util](categories/util.md) category, created 2012-09-10, last commit 2023-03-02, main language Python  
+<sub><sup>hashes, lockfile, packaging, pip, pip-compile, pip-tools, python, requirements, setuptools</sup></sub>
 
 
-### [mesh-transformer-jax](https://github.com/kingoflolz/mesh-transformer-jax) by [kingoflolz](https://github.com/kingoflolz)  
-mesh-transformer-jax: Model parallel transformers in JAX and Haiku  
-[https://github.com/kingoflolz/mesh-transformer-jax](https://github.com/kingoflolz/mesh-transformer-jax)  
-52 stars per week over 102 weeks  
-5,388 stars, 772 forks, 92 watches  
-[nlp](categories/nlp.md) category, created 2021-03-13, last commit 2023-01-12, main language Python  
+### [scikit-image](https://github.com/scikit-image/scikit-image)  
+scikit-image: Image processing in Python  
+[https://scikit-image.org](https://scikit-image.org)  
+[https://github.com/scikit-image/scikit-image](https://github.com/scikit-image/scikit-image)  
+8.67 stars per week over 608 weeks  
+5,277 stars, 2,106 forks, 185 watches  
+[util](categories/util.md) category, created 2011-07-07, last commit 2023-03-02, main language Python  
+<sub><sup>closember, computer-vision, hacktoberfest, image-processing, python</sup></sub>
+
+
+### [pyston](https://github.com/pyston/pyston)  
+pyston: A faster and highly-compatible implementation of the Python programming language.  
+[https://www.pyston.org/](https://www.pyston.org/)  
+[https://github.com/pyston/pyston](https://github.com/pyston/pyston)  
+22 stars per week over 104 weeks  
+2,348 stars, 85 forks, 34 watches  
+[util](categories/util.md) category, created 2021-03-01, last commit 2023-02-28, main language Python  
+
+
+### [argilla](https://github.com/recognai/rubrix) by [recognai](https://github.com/recognai)  
+argilla: ✨ Open-source tool for data-centric NLP. Argilla helps domain experts and data teams to build better NLP datasets in less time.  
+[https://docs.argilla.io](https://docs.argilla.io)  
+[https://github.com/recognai/rubrix](https://github.com/recognai/rubrix)  
+17 stars per week over 96 weeks  
+1,668 stars, 155 forks, 19 watches  
+[nlp](categories/nlp.md) category, created 2021-04-28, last commit 2023-03-03, main language Python  
+<sub><sup>active-learning, annotation-tool, artificial-intelligence, data-science, dataops, developer-tools, hacktoberfest, human-in-the-loop, knowledge-graph, machine-learning, mlops, natural-language-processing, nlp, python, spacy, text-annotation, text-classification, text-labeling, weak-supervision, weakly-supervised-learning</sup></sub>
+
+
+### [notebooks](https://github.com/roboflow/notebooks) by [roboflow](https://github.com/roboflow)  
+notebooks: Set of Jupyter Notebooks linked to Roboflow blog posts and used in our YouTube videos.  
+[https://roboflow.com/models](https://roboflow.com/models)  
+[https://github.com/roboflow/notebooks](https://github.com/roboflow/notebooks)  
+55 stars per week over 15 weeks  
+841 stars, 130 forks, 23 watches  
+[study](categories/study.md) category, created 2022-11-18, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>amazon-sagemaker-lab, computer-vision, deep-learning, deep-neural-networks, google-colab, image-classification, image-segmentation, kaggle, machine-learning, object-detection, pytorch, tutorial, yolov5, yolov6, yolov7, yolov8</sup></sub>
+
+
+### [deeplearning-models](https://github.com/rasbt/deeplearning-models) by [rasbt](https://github.com/rasbt)  
+deeplearning-models: A collection of various deep learning architectures, models, and tips  
+[https://github.com/rasbt/deeplearning-models](https://github.com/rasbt/deeplearning-models)  
+79 stars per week over 195 weeks  
+15,637 stars, 3,853 forks, 594 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-06-05, last commit 2023-02-16, main language Jupyter Notebook  
+
+
+### [aim](https://github.com/aimhubio/aim) by [aimhubio](https://github.com/aimhubio)  
+Aim 💫 — easy-to-use and performant open-source ML experiment tracker.  
+[https://aimstack.io](https://aimstack.io)  
+[https://github.com/aimhubio/aim](https://github.com/aimhubio/aim)  
+16 stars per week over 196 weeks  
+3,207 stars, 201 forks, 37 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-05-31, last commit 2023-03-02, main language TypeScript  
+<sub><sup>ai, data-science, data-visualization, experiment-tracking, machine-learning, metadata, metadata-tracking, ml, mlflow, mlops, python, pytorch, tensorboard, tensorflow, visualization</sup></sub>
+
+
+### [graphene](https://github.com/graphql-python/graphene) by [graphql-python](https://github.com/graphql-python)  
+graphene: GraphQL framework for Python  
+[http://graphene-python.org/](http://graphene-python.org/)  
+[https://github.com/graphql-python/graphene](https://github.com/graphql-python/graphene)  
+19 stars per week over 388 weeks  
+7,591 stars, 812 forks, 144 watches  
+[web](categories/web.md) category, created 2015-09-24, last commit 2023-03-03, main language Python  
+<sub><sup>framework, graphene, graphql, python, relay</sup></sub>
+
+
+### [clearml](https://github.com/allegroai/clearml) by [allegroai](https://github.com/allegroai)  
+ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management  
+[https://clear.ml/docs](https://clear.ml/docs)  
+[https://github.com/allegroai/clearml](https://github.com/allegroai/clearml)  
+21 stars per week over 194 weeks  
+4,149 stars, 563 forks, 85 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-06-10, last commit 2023-03-02, main language Python  
+<sub><sup>ai, clearml, control, deep-learning, deeplearning, devops, experiment, experiment-manager, k8s, machine-learning, machinelearning, mlops, trains, trainsai, version, version-control</sup></sub>
+
+
+### [pyre-check](https://github.com/facebook/pyre-check) by [facebook](https://github.com/facebook)  
+pyre-check: Performant type-checking for python.  
+[https://pyre-check.org/](https://pyre-check.org/)  
+[https://github.com/facebook/pyre-check](https://github.com/facebook/pyre-check)  
+22 stars per week over 277 weeks  
+6,261 stars, 417 forks, 112 watches  
+[typing](categories/typing.md) category, created 2017-11-10, last commit 2023-03-03, main language OCaml  
+<sub><sup>abstract-interpretation, code-quality, control-flow-analysis, ocaml, program-analysis, python, security, static-analysis, taint-analysis, type-check, typechecker</sup></sub>
 
 
 ### [cryptography](https://github.com/pyca/cryptography) by [pyca](https://github.com/pyca)  
@@ -2543,281 +2457,474 @@ cryptography is a package designed to expose cryptographic primitives and recipe
 [https://cryptography.io](https://cryptography.io)  
 [https://github.com/pyca/cryptography](https://github.com/pyca/cryptography)  
 10 stars per week over 499 weeks  
-5,388 stars, 1,141 forks, 121 watches  
-[util](categories/util.md) category, created 2013-08-07, last commit 2023-03-02, main language Python  
+5,391 stars, 1,141 forks, 121 watches  
+[util](categories/util.md) category, created 2013-08-07, last commit 2023-03-04, main language Python  
 <sub><sup>cryptography, python</sup></sub>
 
 
-### [keras-rl](https://github.com/keras-rl/keras-rl)  
-keras-rl: Deep Reinforcement Learning for Keras.  
-[http://keras-rl.readthedocs.io/](http://keras-rl.readthedocs.io/)  
-[https://github.com/keras-rl/keras-rl](https://github.com/keras-rl/keras-rl)  
-15 stars per week over 347 weeks  
-5,380 stars, 1,360 forks, 211 watches  
-[ml](categories/ml.md) category, created 2016-07-02, last commit 2019-11-11, main language Python  
-<sub><sup>keras, machine-learning, neural-networks, reinforcement-learning, tensorflow, theano</sup></sub>
+### [torchrec](https://github.com/pytorch/torchrec) by [pytorch](https://github.com/pytorch)  
+torchrec: Pytorch domain library for recommendation systems  
+[https://github.com/pytorch/torchrec](https://github.com/pytorch/torchrec)  
+15 stars per week over 85 weeks  
+1,325 stars, 229 forks, 26 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-07-12, last commit 2023-03-02, main language Python  
+<sub><sup>cuda, deep-learning, gpu, pytorch, recommendation-system, recommender-system, sharding</sup></sub>
 
 
-### [flashtext](https://github.com/vi3k6i5/flashtext) by [vi3k6i5](https://github.com/vi3k6i5)  
-flashtext: Extract Keywords from sentence or Replace keywords in sentences.  
-[https://github.com/vi3k6i5/flashtext](https://github.com/vi3k6i5/flashtext)  
-18 stars per week over 289 weeks  
-5,362 stars, 599 forks, 139 watches  
-[data](categories/data.md) category, created 2017-08-15, last commit 2020-05-03, main language Python  
-<sub><sup>data-extraction, keyword-extraction, nlp, search-in-text, word2vec</sup></sub>
+### [alpa](https://github.com/alpa-projects/alpa) by [alpa-projects](https://github.com/alpa-projects)  
+alpa: Training and serving large-scale neural networks  
+[https://alpa.ai](https://alpa.ai)  
+[https://github.com/alpa-projects/alpa](https://github.com/alpa-projects/alpa)  
+18 stars per week over 105 weeks  
+1,958 stars, 241 forks, 33 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-02-22, last commit 2023-02-28, main language Python  
+<sub><sup>alpa, auto-parallelization, compiler, deep-learning, distributed-computing, distributed-training, high-performance-computing, jax, llm, machine-learning</sup></sub>
 
 
-### [pendulum](https://github.com/sdispater/pendulum) by [sdispater](https://github.com/sdispater)  
-pendulum: Python datetimes made easy  
-[https://pendulum.eustace.io](https://pendulum.eustace.io)  
-[https://github.com/sdispater/pendulum](https://github.com/sdispater/pendulum)  
-15 stars per week over 348 weeks  
-5,357 stars, 322 forks, 63 watches  
-[util](categories/util.md) category, created 2016-06-27, last commit 2023-02-25, main language Python  
-<sub><sup>date, datetime, python, python3, time, timezones</sup></sub>
+### [ignite](https://github.com/pytorch/ignite) by [pytorch](https://github.com/pytorch)  
+ignite: High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.  
+[https://pytorch-ignite.ai](https://pytorch-ignite.ai)  
+[https://github.com/pytorch/ignite](https://github.com/pytorch/ignite)  
+15 stars per week over 275 weeks  
+4,212 stars, 584 forks, 59 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-11-23, last commit 2023-02-27, main language Python  
+<sub><sup>closember, deep-learning, hacktoberfest, machine-learning, metrics, neural-network, python, pytorch</sup></sub>
 
 
-### [mmsegmentation](https://github.com/open-mmlab/mmsegmentation) by [open-mmlab](https://github.com/open-mmlab)  
-mmsegmentation: OpenMMLab Semantic Segmentation Toolbox and Benchmark.  
-[https://mmsegmentation.readthedocs.io/en/latest/](https://mmsegmentation.readthedocs.io/en/latest/)  
-[https://github.com/open-mmlab/mmsegmentation](https://github.com/open-mmlab/mmsegmentation)  
-37 stars per week over 141 weeks  
-5,296 stars, 1,954 forks, 52 watches  
-[ml](categories/ml.md) category, created 2020-06-14, last commit 2023-02-28, main language Python  
-<sub><sup>deeplabv3, image-segmentation, medical-image-segmentation, pspnet, pytorch, realtime-segmentation, retinal-vessel-segmentation, semantic-segmentation, swin-transformer, transformer, vessel-segmentation</sup></sub>
+### [evidently](https://github.com/evidentlyai/evidently) by [evidentlyai](https://github.com/evidentlyai)  
+evidently: Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b  
+[https://github.com/evidentlyai/evidently](https://github.com/evidentlyai/evidently)  
+26 stars per week over 118 weeks  
+3,193 stars, 346 forks, 36 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-11-25, last commit 2023-03-03, main language Python  
+<sub><sup>data-drift, data-science, hacktoberfest, html-report, jupyter-notebook, machine-learning, machine-learning-operations, mlops, model-monitoring, pandas-dataframe, production-machine-learning</sup></sub>
 
 
-### [knowledge-repo](https://github.com/airbnb/knowledge-repo) by [airbnb](https://github.com/airbnb)  
-knowledge-repo: A next-generation curated knowledge sharing platform for data scientists and other technical professions.  
-[https://github.com/airbnb/knowledge-repo](https://github.com/airbnb/knowledge-repo)  
-15 stars per week over 341 weeks  
-5,282 stars, 708 forks, 175 watches  
-[data](categories/data.md) category, created 2016-08-17, last commit 2023-03-01, main language Python  
-<sub><sup>data, data-analysis, data-science, knowledge</sup></sub>
+### [evaluate](https://github.com/huggingface/evaluate) by [huggingface](https://github.com/huggingface)  
+🤗 Evaluate: A library for easily evaluating machine learning models and datasets.  
+[https://huggingface.co/docs/evaluate](https://huggingface.co/docs/evaluate)  
+[https://github.com/huggingface/evaluate](https://github.com/huggingface/evaluate)  
+24 stars per week over 48 weeks  
+1,169 stars, 117 forks, 43 watches  
+[ml](categories/ml.md) category, created 2022-03-30, last commit 2023-03-01, main language Python  
+<sub><sup>evaluation, machine-learning</sup></sub>
 
 
-### [scikit-image](https://github.com/scikit-image/scikit-image)  
-scikit-image: Image processing in Python  
-[https://scikit-image.org](https://scikit-image.org)  
-[https://github.com/scikit-image/scikit-image](https://github.com/scikit-image/scikit-image)  
-8.68 stars per week over 608 weeks  
-5,276 stars, 2,106 forks, 185 watches  
-[util](categories/util.md) category, created 2011-07-07, last commit 2023-03-02, main language Python  
-<sub><sup>closember, computer-vision, hacktoberfest, image-processing, python</sup></sub>
+### [voila](https://github.com/voila-dashboards/voila) by [voila-dashboards](https://github.com/voila-dashboards)  
+voila: Voilà turns Jupyter notebooks into standalone web applications  
+[https://voila.readthedocs.io](https://voila.readthedocs.io)  
+[https://github.com/voila-dashboards/voila](https://github.com/voila-dashboards/voila)  
+19 stars per week over 236 weeks  
+4,586 stars, 459 forks, 78 watches  
+[jupyter](categories/jupyter.md) category, created 2018-08-21, last commit 2023-03-03, main language Python  
+<sub><sup>dashboarding, jupyter, jupyter-notebook, jupyterlab-extension</sup></sub>
 
 
-### [deeplake](https://github.com/activeloopai/hub) by [activeloopai](https://github.com/activeloopai)  
-deeplake: Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai   
-[https://activeloop.ai](https://activeloop.ai)  
-[https://github.com/activeloopai/hub](https://github.com/activeloopai/hub)  
-28 stars per week over 186 weeks  
-5,266 stars, 420 forks, 64 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-08-09, last commit 2023-03-02, main language Python  
-<sub><sup>ai, computer-vision, cv, data-centric, data-processing, data-science, data-version-control, datalake, datasets, deep-learning, image-processing, jupyter-notebook, lakehouse, machine-learning, ml, mlops, python, pytorch, tensorflow</sup></sub>
+### [pipelines](https://github.com/kubeflow/pipelines) by [kubeflow](https://github.com/kubeflow)  
+pipelines: Machine Learning Pipelines for Kubeflow  
+[https://www.kubeflow.org/docs/components/pipelines/](https://www.kubeflow.org/docs/components/pipelines/)  
+[https://github.com/kubeflow/pipelines](https://github.com/kubeflow/pipelines)  
+12 stars per week over 251 weeks  
+3,120 stars, 1,394 forks, 102 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-05-12, last commit 2023-03-04, main language Python  
+<sub><sup>data-science, kubeflow, kubeflow-pipelines, kubernetes, machine-learning, mlops, pipeline</sup></sub>
+
+
+### [flyte](https://github.com/flyteorg/flyte) by [flyteorg](https://github.com/flyteorg)  
+flyte: Kubernetes-native workflow automation platform for complex, mission-critical data and ML processes at scale. It has been battle-tested at Lyft, Spotify, Freenome, and others and is truly open-source.  
+[https://flyte.org](https://flyte.org)  
+[https://github.com/flyteorg/flyte](https://github.com/flyteorg/flyte)  
+17 stars per week over 175 weeks  
+3,138 stars, 329 forks, 266 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-10-21, last commit 2023-03-04, main language Python  
+<sub><sup>battle-tested, data, data-analysis, data-science, dataops, declarative, flyte, golang, grpc, hacktoberfest, kubernetes, kubernetes-operator, machine-learning, mlops, orchestration-engine, production, production-grade, python, scale, workflow</sup></sub>
+
+
+### [Mask_RCNN](https://github.com/matterport/mask_rcnn) by [matterport](https://github.com/matterport)  
+Mask_RCNN: Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow  
+[https://github.com/matterport/mask_rcnn](https://github.com/matterport/mask_rcnn)  
+81 stars per week over 280 weeks  
+22,741 stars, 11,272 forks, 596 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-10-19, last commit 2019-03-31, main language Python  
+<sub><sup>instance-segmentation, keras, mask-rcnn, object-detection, tensorflow</sup></sub>
+
+
+### [deepchecks](https://github.com/deepchecks/deepchecks)  
+Deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.  
+[https://docs.deepchecks.com/stable](https://docs.deepchecks.com/stable)  
+[https://github.com/deepchecks/deepchecks](https://github.com/deepchecks/deepchecks)  
+33 stars per week over 72 weeks  
+2,460 stars, 179 forks, 11 watches  
+[data](categories/data.md) category, created 2021-10-11, last commit 2023-03-03, main language Python  
+<sub><sup>data-drift, data-science, data-validation, deep-learning, html-report, jupyter-notebook, machine-learning, ml, mlops, model-monitoring, model-validation, pandas-dataframe, python, pytorch</sup></sub>
+
+
+### [allennlp](https://github.com/allenai/allennlp) by [allenai](https://github.com/allenai)  
+allennlp: An open-source NLP research library, built on PyTorch.  
+[http://www.allennlp.org](http://www.allennlp.org)  
+[https://github.com/allenai/allennlp](https://github.com/allenai/allennlp)  
+37 stars per week over 302 weeks  
+11,413 stars, 2,242 forks, 281 watches  
+[nlp](categories/nlp.md) category, created 2017-05-15, last commit 2022-11-22, main language Python  
+<sub><sup>data-science, deep-learning, natural-language-processing, nlp, python, pytorch</sup></sub>
+
+
+### [paramiko](https://github.com/paramiko/paramiko)  
+paramiko: The leading native Python SSHv2 protocol library.  
+[http://paramiko.org](http://paramiko.org)  
+[https://github.com/paramiko/paramiko](https://github.com/paramiko/paramiko)  
+11 stars per week over 734 weeks  
+8,190 stars, 1,915 forks, 319 watches  
+[util](categories/util.md) category, created 2009-02-02, last commit 2023-03-03, main language Python  
+
+
+### [PyOxidizer](https://github.com/indygreg/pyoxidizer) by [indygreg](https://github.com/indygreg)  
+PyOxidizer: A modern Python application packaging and distribution tool  
+[https://github.com/indygreg/pyoxidizer](https://github.com/indygreg/pyoxidizer)  
+20 stars per week over 219 weeks  
+4,548 stars, 197 forks, 60 watches  
+[util](categories/util.md) category, created 2018-12-18, last commit 2023-01-21, main language Rust  
+
+
+### [minGPT](https://github.com/karpathy/mingpt) by [karpathy](https://github.com/karpathy)  
+minGPT: A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training  
+[https://github.com/karpathy/mingpt](https://github.com/karpathy/mingpt)  
+100 stars per week over 132 weeks  
+13,298 stars, 1,514 forks, 229 watches  
+[nlp](categories/nlp.md) category, created 2020-08-17, last commit 2023-01-08, main language Python  
+
+
+### [isort](https://github.com/pycqa/isort) by [pycqa](https://github.com/pycqa)  
+isort: A Python utility / library to sort imports.  
+[https://pycqa.github.io/isort/](https://pycqa.github.io/isort/)  
+[https://github.com/pycqa/isort](https://github.com/pycqa/isort)  
+11 stars per week over 495 weeks  
+5,647 stars, 519 forks, 46 watches  
+[util](categories/util.md) category, created 2013-09-02, last commit 2023-03-02, main language Python  
+<sub><sup>auto-formatter, cleaner, cli, formatter, hacktoberfest, isort, linter, python, python-utility, python3, sorting-imports</sup></sub>
+
+
+### [Kats](https://github.com/facebookresearch/kats) by [facebookresearch](https://github.com/facebookresearch)  
+Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.   
+[https://github.com/facebookresearch/kats](https://github.com/facebookresearch/kats)  
+40 stars per week over 105 weeks  
+4,241 stars, 452 forks, 73 watches  
+[time-series](categories/time-series.md) category, created 2021-02-25, last commit 2023-03-02, main language Python  
+
+
+### [Tkinter-Designer](https://github.com/parthjadhav/tkinter-designer) by [parthjadhav](https://github.com/parthjadhav)  
+Tkinter-Designer: An easy and fast way to create a Python GUI 🐍  
+[https://github.com/parthjadhav/tkinter-designer](https://github.com/parthjadhav/tkinter-designer)  
+57 stars per week over 93 weeks  
+5,406 stars, 517 forks, 57 watches  
+[util](categories/util.md) category, created 2021-05-18, last commit 2023-02-26, main language Python  
+<sub><sup>automatic, collaborate, drag-and-drop, easy, easy-to-use, fast, figma, gui, gui-application, hacktoberfest, learn, python, python-script, python3, tkinter, tkinter-designer, tkinter-graphic-interface, tkinter-gui, tkinter-python, tkinter-widgets</sup></sub>
+
+
+### [Detectron](https://github.com/facebookresearch/detectron) by [facebookresearch](https://github.com/facebookresearch)  
+Detectron: FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.  
+[https://github.com/facebookresearch/detectron](https://github.com/facebookresearch/detectron)  
+90 stars per week over 282 weeks  
+25,558 stars, 5,492 forks, 960 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-10-05, last commit 2023-02-21, main language Python  
+
+
+### [coveragepy](https://github.com/nedbat/coveragepy) by [nedbat](https://github.com/nedbat)  
+coveragepy: The code coverage tool for Python  
+[https://coverage.readthedocs.io](https://coverage.readthedocs.io)  
+[https://github.com/nedbat/coveragepy](https://github.com/nedbat/coveragepy)  
+9.8 stars per week over 245 weeks  
+2,402 stars, 346 forks, 27 watches  
+[testing](categories/testing.md) category, created 2018-06-23, last commit 2023-02-26, main language Python  
+
+
+### [featuretools](https://github.com/featurelabs/featuretools) by [featurelabs](https://github.com/featurelabs)  
+featuretools: An open source python library for automated feature engineering  
+[https://www.featuretools.com](https://www.featuretools.com)  
+[https://github.com/featurelabs/featuretools](https://github.com/featurelabs/featuretools)  
+22 stars per week over 286 weeks  
+6,531 stars, 840 forks, 158 watches  
+[ml](categories/ml.md) category, created 2017-09-08, last commit 2023-03-03, main language Python  
+<sub><sup>automated-feature-engineering, automated-machine-learning, automl, data-science, feature-engineering, machine-learning, python, scikit-learn</sup></sub>
+
+
+### [hatch](https://github.com/pypa/hatch) by [pypa](https://github.com/pypa)  
+hatch: Modern, extensible Python project management  
+[https://hatch.pypa.io/latest/](https://hatch.pypa.io/latest/)  
+[https://github.com/pypa/hatch](https://github.com/pypa/hatch)  
+12 stars per week over 300 weeks  
+3,689 stars, 182 forks, 47 watches  
+[util](categories/util.md) category, created 2017-05-31, last commit 2023-02-09, main language Python  
+<sub><sup>build, cli, packaging, plugin, python, versioning, virtualenv</sup></sub>
+
+
+### [tianshou](https://github.com/thu-ml/tianshou) by [thu-ml](https://github.com/thu-ml)  
+tianshou: An elegant PyTorch deep reinforcement learning library.  
+[https://tianshou.readthedocs.io](https://tianshou.readthedocs.io)  
+[https://github.com/thu-ml/tianshou](https://github.com/thu-ml/tianshou)  
+22 stars per week over 254 weeks  
+5,847 stars, 917 forks, 82 watches  
+[ml](categories/ml.md) category, created 2018-04-16, last commit 2023-03-04, main language Python  
+<sub><sup>a2c, atari, bcq, benchmark, cql, ddpg, double-dqn, dqn, drl, imitation-learning, library, mujoco, npg, policy-gradient, ppo, pytorch, rl, sac, td3, trpo</sup></sub>
+
+
+### [consensus-specs](https://github.com/ethereum/consensus-specs) by [ethereum](https://github.com/ethereum)  
+consensus-specs: Ethereum Proof-of-Stake Consensus Specifications  
+[https://github.com/ethereum/consensus-specs](https://github.com/ethereum/consensus-specs)  
+13 stars per week over 232 weeks  
+3,073 stars, 787 forks, 246 watches  
+[crypto](categories/crypto.md) category, created 2018-09-20, last commit 2023-03-02, main language Python  
+
+
+### [panel](https://github.com/holoviz/panel) by [holoviz](https://github.com/holoviz)  
+panel: A high-level app and dashboarding solution for Python  
+[https://panel.holoviz.org](https://panel.holoviz.org)  
+[https://github.com/holoviz/panel](https://github.com/holoviz/panel)  
+11 stars per week over 236 weeks  
+2,613 stars, 322 forks, 48 watches  
+[viz](categories/viz.md) category, created 2018-08-23, last commit 2023-03-04, main language Python  
+<sub><sup>bokeh, control-panels, dashboards, dataapp, datascience, dataviz, gui, holoviews, holoviz, hvplot, jupyter, matplotlib, panel, plotly</sup></sub>
+
+
+### [FLAML](https://github.com/microsoft/flaml) by [microsoft](https://github.com/microsoft)  
+FLAML: A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.  
+[https://microsoft.github.io/FLAML/](https://microsoft.github.io/FLAML/)  
+[https://github.com/microsoft/flaml](https://github.com/microsoft/flaml)  
+17 stars per week over 132 weeks  
+2,291 stars, 349 forks, 41 watches  
+[ml](categories/ml.md) category, created 2020-08-20, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>automated-machine-learning, automl, classification, data-science, deep-learning, finetuning, hyperparam, hyperparameter-optimization, jupyter-notebook, machine-learning, natural-language-generation, natural-language-processing, python, random-forest, regression, scikit-learn, tabular-data, timeseries-forecasting, tuning</sup></sub>
+
+
+### [botorch](https://github.com/pytorch/botorch) by [pytorch](https://github.com/pytorch)  
+botorch: Bayesian optimization in PyTorch  
+[https://botorch.org/](https://botorch.org/)  
+[https://github.com/pytorch/botorch](https://github.com/pytorch/botorch)  
+10 stars per week over 239 weeks  
+2,544 stars, 306 forks, 50 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-07-30, last commit 2023-03-02, main language Jupyter Notebook  
 
 
 ### [pypdf](https://github.com/py-pdf/pypdf2) by [py-pdf](https://github.com/py-pdf)  
 pypdf: A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files  
 [https://pypdf.readthedocs.io/en/latest/](https://pypdf.readthedocs.io/en/latest/)  
 [https://github.com/py-pdf/pypdf2](https://github.com/py-pdf/pypdf2)  
-9.04 stars per week over 582 weeks  
-5,264 stars, 1,170 forks, 143 watches  
-[util](categories/util.md) category, created 2012-01-06, last commit 2023-03-02, main language Python  
+9.05 stars per week over 582 weeks  
+5,269 stars, 1,171 forks, 143 watches  
+[util](categories/util.md) category, created 2012-01-06, last commit 2023-03-04, main language Python  
 <sub><sup>help-wanted, pdf, pdf-documents, pdf-manipulation, pdf-parser, pdf-parsing, pypdf2, python</sup></sub>
 
 
-### [sphinx](https://github.com/sphinx-doc/sphinx) by [sphinx-doc](https://github.com/sphinx-doc)  
-sphinx: The Sphinx documentation generator  
-[https://www.sphinx-doc.org/](https://www.sphinx-doc.org/)  
-[https://github.com/sphinx-doc/sphinx](https://github.com/sphinx-doc/sphinx)  
-12 stars per week over 426 weeks  
-5,237 stars, 1,876 forks, 142 watches  
-[util](categories/util.md) category, created 2015-01-02, last commit 2023-02-18, main language Python  
-<sub><sup>documentation, documentation-tool, markdown, python, restructuredtext, sphinx</sup></sub>
+### [click](https://github.com/pallets/click) by [pallets](https://github.com/pallets)  
+click: Python composable command line interface toolkit  
+[https://click.palletsprojects.com](https://click.palletsprojects.com)  
+[https://github.com/pallets/click](https://github.com/pallets/click)  
+29 stars per week over 462 weeks  
+13,554 stars, 1,315 forks, 180 watches  
+[term](categories/term.md) category, created 2014-04-24, last commit 2023-03-01, main language Python  
+<sub><sup>cli, click, pallets, python</sup></sub>
 
 
-### [trio](https://github.com/python-trio/trio) by [python-trio](https://github.com/python-trio)  
-Trio – a friendly Python library for async concurrency and I/O  
-[https://trio.readthedocs.io](https://trio.readthedocs.io)  
-[https://github.com/python-trio/trio](https://github.com/python-trio/trio)  
-16 stars per week over 319 weeks  
-5,194 stars, 294 forks, 88 watches  
-[perf](categories/perf.md) category, created 2017-01-16, last commit 2023-03-01, main language Python  
-<sub><sup>async, async-await, io, networking, python, structured-concurrency, trio</sup></sub>
+### [tox](https://github.com/tox-dev/tox) by [tox-dev](https://github.com/tox-dev)  
+tox: Command line driven CI frontend and development task automation tool.  
+[https://tox.wiki](https://tox.wiki)  
+[https://github.com/tox-dev/tox](https://github.com/tox-dev/tox)  
+9.48 stars per week over 337 weeks  
+3,197 stars, 461 forks, 41 watches  
+[testing](categories/testing.md) category, created 2016-09-17, last commit 2023-03-02, main language Python  
+<sub><sup>actions, appveyor, automation, azure-pipelines, circleci, cli, continuous-integration, gitlab, hacktoberfest, pep-621, python, testing, travis, venv, virtualenv</sup></sub>
 
 
-### [kaggle-api](https://github.com/kaggle/kaggle-api) by [kaggle](https://github.com/kaggle)  
-kaggle-api: Official Kaggle API  
-[https://github.com/kaggle/kaggle-api](https://github.com/kaggle/kaggle-api)  
-19 stars per week over 266 weeks  
-5,188 stars, 984 forks, 192 watches  
-[data](categories/data.md) category, created 2018-01-25, last commit 2023-03-01, main language Python  
+### [einops](https://github.com/arogozhnikov/einops) by [arogozhnikov](https://github.com/arogozhnikov)  
+einops: Deep learning operations reinvented (for pytorch, tensorflow, jax and others)  
+[https://einops.rocks](https://einops.rocks)  
+[https://github.com/arogozhnikov/einops](https://github.com/arogozhnikov/einops)  
+27 stars per week over 232 weeks  
+6,449 stars, 290 forks, 63 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-09-22, last commit 2023-01-18, main language Python  
+<sub><sup>chainer, cupy, deep-learning, gluon, jax, keras, numpy, pytorch, tensor, tensorflow</sup></sub>
 
 
-### [mmf](https://github.com/facebookresearch/mmf) by [facebookresearch](https://github.com/facebookresearch)  
-mmf: A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)  
-[https://mmf.sh/](https://mmf.sh/)  
-[https://github.com/facebookresearch/mmf](https://github.com/facebookresearch/mmf)  
-21 stars per week over 244 weeks  
-5,155 stars, 910 forks, 117 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-06-27, last commit 2023-02-02, main language Python  
-<sub><sup>captioning, deep-learning, dialog, hateful-memes, multi-tasking, multimodal, pretrained-models, pytorch, textvqa, vqa</sup></sub>
+### [discoart](https://github.com/jina-ai/discoart) by [jina-ai](https://github.com/jina-ai)  
+discoart: 🪩 Create Disco Diffusion artworks in one line  
+[https://github.com/jina-ai/discoart](https://github.com/jina-ai/discoart)  
+102 stars per week over 35 weeks  
+3,648 stars, 221 forks, 33 watches  
+[diffusion](categories/diffusion.md) category, created 2022-06-30, last commit 2022-08-17, main language Python  
+<sub><sup>clip-guided-diffusion, creative-ai, creative-art, cross-modal, dalle, diffusion, disco-diffusion, discodiffusion, generative-art, imgen, latent-diffusion, midjourney, multimodal, prompts, stable-diffusion</sup></sub>
 
 
-### [pyinstrument](https://github.com/joerick/pyinstrument) by [joerick](https://github.com/joerick)  
-pyinstrument: 🚴 Call stack profiler for Python. Shows you why your code is slow!  
-[https://pyinstrument.readthedocs.io/](https://pyinstrument.readthedocs.io/)  
-[https://github.com/joerick/pyinstrument](https://github.com/joerick/pyinstrument)  
-10 stars per week over 468 weeks  
-5,141 stars, 220 forks, 55 watches  
-[profiling](categories/profiling.md) category, created 2014-03-13, last commit 2022-12-27, main language Python  
-<sub><sup>async, django, performance, profile, profiler, python</sup></sub>
+### [statsmodels](https://github.com/statsmodels/statsmodels)  
+Statsmodels: statistical modeling and econometrics in Python  
+[http://www.statsmodels.org/devel/](http://www.statsmodels.org/devel/)  
+[https://github.com/statsmodels/statsmodels](https://github.com/statsmodels/statsmodels)  
+13 stars per week over 612 weeks  
+8,235 stars, 2,670 forks, 275 watches  
+[ml](categories/ml.md) category, created 2011-06-12, last commit 2023-02-26, main language Python  
+<sub><sup>count-model, data-analysis, data-science, econometrics, forecasting, generalized-linear-models, hypothesis-testing, prediction, python, regression-models, robust-estimation, statistics, timeseries-analysis</sup></sub>
 
 
-### [handcalcs](https://github.com/connorferster/handcalcs) by [connorferster](https://github.com/connorferster)  
-handcalcs: Python library for converting Python calculations into rendered latex.  
-[https://github.com/connorferster/handcalcs](https://github.com/connorferster/handcalcs)  
-32 stars per week over 158 weeks  
-5,138 stars, 398 forks, 78 watches  
-[jupyter](categories/jupyter.md) category, created 2020-02-19, last commit 2022-12-27, main language CSS  
+### [xarray](https://github.com/pydata/xarray) by [pydata](https://github.com/pydata)  
+xarray: N-D labeled arrays and datasets in Python  
+[https://xarray.dev](https://xarray.dev)  
+[https://github.com/pydata/xarray](https://github.com/pydata/xarray)  
+5.87 stars per week over 491 weeks  
+2,886 stars, 883 forks, 106 watches  
+[util](categories/util.md) category, created 2013-09-30, last commit 2023-03-03, main language Python  
+<sub><sup>dask, netcdf, numpy, pandas, python, xarray</sup></sub>
 
 
-### [papermill](https://github.com/nteract/papermill) by [nteract](https://github.com/nteract)  
-papermill: 📚 Parameterize, execute, and analyze notebooks  
-[http://papermill.readthedocs.io/en/latest/](http://papermill.readthedocs.io/en/latest/)  
-[https://github.com/nteract/papermill](https://github.com/nteract/papermill)  
-17 stars per week over 295 weeks  
-5,128 stars, 386 forks, 91 watches  
-[jupyter](categories/jupyter.md) category, created 2017-07-06, last commit 2022-10-18, main language Python  
-<sub><sup>julia, jupyter, notebook, notebook-generator, notebooks, nteract, pipeline, publishing, python, r, scala</sup></sub>
+### [trax](https://github.com/google/trax) by [google](https://github.com/google)  
+Trax — Deep Learning with Clear Code and Speed  
+[https://github.com/google/trax](https://github.com/google/trax)  
+41 stars per week over 178 weeks  
+7,382 stars, 765 forks, 145 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-10-05, last commit 2023-02-15, main language Python  
+<sub><sup>deep-learning, deep-reinforcement-learning, jax, machine-learning, numpy, reinforcement-learning, transformer</sup></sub>
 
 
-### [skorch](https://github.com/skorch-dev/skorch) by [skorch-dev](https://github.com/skorch-dev)  
-skorch: A scikit-learn compatible neural network library that wraps PyTorch  
-[https://github.com/skorch-dev/skorch](https://github.com/skorch-dev/skorch)  
-17 stars per week over 293 weeks  
-5,049 stars, 337 forks, 82 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-07-18, last commit 2023-02-13, main language Jupyter Notebook  
-<sub><sup>hacktoberfest, machine-learning, pytorch, scikit-learn</sup></sub>
+### [pyod](https://github.com/yzhao062/pyod) by [yzhao062](https://github.com/yzhao062)  
+pyod: A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)  
+[http://pyod.readthedocs.io](http://pyod.readthedocs.io)  
+[https://github.com/yzhao062/pyod](https://github.com/yzhao062/pyod)  
+24 stars per week over 282 weeks  
+6,790 stars, 1,240 forks, 152 watches  
+[data](categories/data.md) category, created 2017-10-03, last commit 2022-12-16, main language Python  
+<sub><sup>anomaly, anomaly-detection, autoencoder, data-analysis, data-mining, data-science, deep-learning, fraud-detection, machine-learning, neural-networks, novelty-detection, out-of-distribution-detection, outlier-detection, outlier-ensembles, outliers, python, python2, python3, unsupervised-learning</sup></sub>
 
 
-### [bandit](https://github.com/pycqa/bandit) by [pycqa](https://github.com/pycqa)  
-Bandit is a tool designed to find common security issues in Python code.  
-[https://bandit.readthedocs.io](https://bandit.readthedocs.io)  
-[https://github.com/pycqa/bandit](https://github.com/pycqa/bandit)  
-19 stars per week over 253 weeks  
-4,999 stars, 510 forks, 65 watches  
-[security](categories/security.md) category, created 2018-04-26, last commit 2023-03-02, main language Python  
-<sub><sup>bandit, linter, python, security, security-scanner, security-tools, static-code-analysis</sup></sub>
+### [vaex](https://github.com/vaexio/vaex) by [vaexio](https://github.com/vaexio)  
+vaex: Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀  
+[https://vaex.io](https://vaex.io)  
+[https://github.com/vaexio/vaex](https://github.com/vaexio/vaex)  
+17 stars per week over 440 weeks  
+7,812 stars, 586 forks, 141 watches  
+[perf](categories/perf.md) category, created 2014-09-27, last commit 2022-12-08, main language Python  
+<sub><sup>bigdata, data-science, dataframe, hdf5, machine-learning, machinelearning, memory-mapped-file, pyarrow, python, tabular-data, visualization</sup></sub>
 
 
-### [maltrail](https://github.com/stamparm/maltrail) by [stamparm](https://github.com/stamparm)  
-maltrail: Malicious traffic detection system  
-[https://github.com/stamparm/maltrail](https://github.com/stamparm/maltrail)  
-11 stars per week over 430 weeks  
-4,991 stars, 936 forks, 216 watches  
-[security](categories/security.md) category, created 2014-12-04, last commit 2023-03-02, main language Python  
-<sub><sup>attack-detection, intrusion-detection, malware, network-monitoring, python, security, sensor</sup></sub>
+### [web3.py](https://github.com/ethereum/web3.py) by [ethereum](https://github.com/ethereum)  
+web3.py: A python interface for interacting with the Ethereum blockchain and ecosystem.  
+[http://web3py.readthedocs.io](http://web3py.readthedocs.io)  
+[https://github.com/ethereum/web3.py](https://github.com/ethereum/web3.py)  
+11 stars per week over 359 weeks  
+4,065 stars, 1,357 forks, 117 watches  
+[crypto](categories/crypto.md) category, created 2016-04-14, last commit 2023-02-24, main language Python  
 
 
-### [autoscraper](https://github.com/alirezamika/autoscraper) by [alirezamika](https://github.com/alirezamika)  
-autoscraper: A Smart, Automatic, Fast and Lightweight Web Scraper for Python  
-[https://github.com/alirezamika/autoscraper](https://github.com/alirezamika/autoscraper)  
-38 stars per week over 130 weeks  
-4,972 stars, 525 forks, 125 watches  
-[data](categories/data.md) category, created 2020-08-31, last commit 2022-07-17, main language Python  
-<sub><sup>ai, artificial-intelligence, automation, crawler, machine-learning, python, scrape, scraper, scraping, web-scraping, webautomation, webscraping</sup></sub>
+### [torchgeo](https://github.com/microsoft/torchgeo) by [microsoft](https://github.com/microsoft)  
+TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data  
+[https://torchgeo.rtfd.io](https://torchgeo.rtfd.io)  
+[https://github.com/microsoft/torchgeo](https://github.com/microsoft/torchgeo)  
+15 stars per week over 93 weeks  
+1,487 stars, 174 forks, 37 watches  
+[gis](categories/gis.md) category, created 2021-05-21, last commit 2023-03-03, main language Python  
+<sub><sup>datasets, deep-learning, earth-observation, models, pytorch, remote-sensing, torchvision, transforms</sup></sub>
+
+
+### [PythonDataScienceHandbook](https://github.com/jakevdp/pythondatasciencehandbook) by [jakevdp](https://github.com/jakevdp)  
+PythonDataScienceHandbook: Python Data Science Handbook: full text in Jupyter Notebooks  
+[http://jakevdp.github.io/PythonDataScienceHandbook](http://jakevdp.github.io/PythonDataScienceHandbook)  
+[https://github.com/jakevdp/pythondatasciencehandbook](https://github.com/jakevdp/pythondatasciencehandbook)  
+109 stars per week over 342 weeks  
+37,652 stars, 16,606 forks, 1,775 watches  
+[study](categories/study.md) category, created 2016-08-10, last commit 2018-11-30, main language Jupyter Notebook  
+<sub><sup>jupyter-notebook, matplotlib, numpy, pandas, python, scikit-learn</sup></sub>
 
 
-### [pipreqs](https://github.com/bndr/pipreqs) by [bndr](https://github.com/bndr)  
-pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.  
-[https://github.com/bndr/pipreqs](https://github.com/bndr/pipreqs)  
-12 stars per week over 410 weeks  
-4,931 stars, 330 forks, 60 watches  
-[util](categories/util.md) category, created 2015-04-22, last commit 2023-01-14, main language Python  
+### [geemap](https://github.com/giswqs/geemap) by [giswqs](https://github.com/giswqs)  
+geemap: A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.  
+[https://geemap.org](https://geemap.org)  
+[https://github.com/giswqs/geemap](https://github.com/giswqs/geemap)  
+16 stars per week over 156 weeks  
+2,570 stars, 929 forks, 101 watches  
+[gis](categories/gis.md) category, created 2020-03-08, last commit 2023-02-28, main language Python  
+<sub><sup>colab, data-science, dataviz, earth-engine, earthengine, folium, geospatial, gis, google-earth-engine, image-processing, ipyleaflet, ipywidgets, jupyter, jupyter-notebook, landsat, mapping, python, remote-sensing, streamlit, streamlit-webapp</sup></sub>
 
 
-### [nebullvm](https://github.com/nebuly-ai/nebullvm) by [nebuly-ai](https://github.com/nebuly-ai)  
-nebullvm: Plug and play modules to optimize the performances of your AI systems 🚀  
-[https://www.nebuly.com/](https://www.nebuly.com/)  
-[https://github.com/nebuly-ai/nebullvm](https://github.com/nebuly-ai/nebullvm)  
-89 stars per week over 54 weeks  
-4,883 stars, 314 forks, 61 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-02-12, last commit 2023-03-02, main language Python  
-<sub><sup>compiler, computing, deep-learning, edge-computing, gpu, huggingface, inference, machine-learning, neural-network, onnx, openvino, optimization, pypi, pytorch, quantization, tensorflow, tensorrt, transformers, tvm</sup></sub>
+### [amundsen](https://github.com/amundsen-io/amundsen) by [amundsen-io](https://github.com/amundsen-io)  
+Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.  
+[https://www.amundsen.io/amundsen/](https://www.amundsen.io/amundsen/)  
+[https://github.com/amundsen-io/amundsen](https://github.com/amundsen-io/amundsen)  
+19 stars per week over 198 weeks  
+3,796 stars, 906 forks, 246 watches  
+[data](categories/data.md) category, created 2019-05-14, last commit 2023-02-28, main language Python  
+<sub><sup>amundsen, data-catalog, data-discovery, linuxfoundation, metadata</sup></sub>
 
 
-### [Augmentor](https://github.com/mdbloice/augmentor) by [mdbloice](https://github.com/mdbloice)  
-Augmentor: Image augmentation library in Python for machine learning.  
-[https://augmentor.readthedocs.io/en/stable](https://augmentor.readthedocs.io/en/stable)  
-[https://github.com/mdbloice/augmentor](https://github.com/mdbloice/augmentor)  
-13 stars per week over 365 weeks  
-4,868 stars, 858 forks, 123 watches  
-[ml](categories/ml.md) category, created 2016-03-01, last commit 2023-01-24, main language Python  
-<sub><sup>augmentation, deep-learning, machine-learning, neural-networks</sup></sub>
+### [cramming](https://github.com/jonasgeiping/cramming) by [jonasgeiping](https://github.com/jonasgeiping)  
+Cramming the training of a (BERT-type) language model into limited compute.  
+[https://github.com/jonasgeiping/cramming](https://github.com/jonasgeiping/cramming)  
+101 stars per week over 9 weeks  
+953 stars, 61 forks, 20 watches  
+[nlp](categories/nlp.md) category, created 2022-12-29, last commit 2023-02-19, main language Python  
+<sub><sup>english-language, language-model, machine-learning</sup></sub>
 
 
-### [textgenrnn](https://github.com/minimaxir/textgenrnn) by [minimaxir](https://github.com/minimaxir)  
-textgenrnn: Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.  
-[https://github.com/minimaxir/textgenrnn](https://github.com/minimaxir/textgenrnn)  
-16 stars per week over 290 weeks  
-4,866 stars, 751 forks, 138 watches  
-[nlp](categories/nlp.md) category, created 2017-08-07, last commit 2020-07-14, main language Python  
-<sub><sup>deep-learning, keras, python, tensorflow, text-generation</sup></sub>
+### [jupyter-book](https://github.com/executablebooks/jupyter-book) by [executablebooks](https://github.com/executablebooks)  
+jupyter-book: Create beautiful, publication-quality books and documents from computational content.  
+[http://jupyterbook.org](http://jupyterbook.org)  
+[https://github.com/executablebooks/jupyter-book](https://github.com/executablebooks/jupyter-book)  
+13 stars per week over 246 weeks  
+3,257 stars, 614 forks, 60 watches  
+[jupyter](categories/jupyter.md) category, created 2018-06-14, last commit 2023-03-01, main language Python  
+<sub><sup>documentation-generator, jupyter, sphinx-doc</sup></sub>
 
 
-### [apscheduler](https://github.com/agronholm/apscheduler) by [agronholm](https://github.com/agronholm)  
-apscheduler: Task scheduling library for Python  
-[https://github.com/agronholm/apscheduler](https://github.com/agronholm/apscheduler)  
-13 stars per week over 361 weeks  
-4,864 stars, 618 forks, 122 watches  
-[util](categories/util.md) category, created 2016-03-27, last commit 2023-02-07, main language Python  
+### [Dreambooth-Stable-Diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion) by [xavierxiao](https://github.com/xavierxiao)  
+Dreambooth-Stable-Diffusion: Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion  
+[https://github.com/xavierxiao/dreambooth-stable-diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion)  
+220 stars per week over 25 weeks  
+5,662 stars, 622 forks, 83 watches  
+[diffusion](categories/diffusion.md) category, created 2022-09-06, last commit 2022-09-21, main language Jupyter Notebook  
+<sub><sup>pytorch, pytorch-lightning, stable-diffusion, text-to-image</sup></sub>
 
 
-### [deep-learning-v2-pytorch](https://github.com/udacity/deep-learning-v2-pytorch) by [udacity](https://github.com/udacity)  
-deep-learning-v2-pytorch: Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101  
-[https://github.com/udacity/deep-learning-v2-pytorch](https://github.com/udacity/deep-learning-v2-pytorch)  
-20 stars per week over 234 weeks  
-4,861 stars, 5,220 forks, 174 watches  
-[study](categories/study.md) category, created 2018-09-04, last commit 2022-12-24, main language Jupyter Notebook  
-<sub><sup>convolutional-networks, deep-learning, neural-network, pytorch, recurrent-networks, sentiment-analysis, style-transfer</sup></sub>
+### [pytudes](https://github.com/norvig/pytudes) by [norvig](https://github.com/norvig)  
+pytudes: Python programs, usually short, of considerable difficulty, to perfect particular skills.  
+[https://github.com/norvig/pytudes](https://github.com/norvig/pytudes)  
+64 stars per week over 313 weeks  
+20,095 stars, 2,281 forks, 739 watches  
+[util](categories/util.md) category, created 2017-03-01, last commit 2023-02-08, main language Jupyter Notebook  
+<sub><sup>demonstrate-skills, practice, programming, python, python-3</sup></sub>
 
 
-### [pycodestyle](https://github.com/pycqa/pycodestyle) by [pycqa](https://github.com/pycqa)  
-pycodestyle: Simple Python style checker in one Python file  
-[https://pycodestyle.pycqa.org](https://pycodestyle.pycqa.org)  
-[https://github.com/pycqa/pycodestyle](https://github.com/pycqa/pycodestyle)  
-6.83 stars per week over 700 weeks  
-4,778 stars, 697 forks, 120 watches  
-[util](categories/util.md) category, created 2009-10-02, last commit 2022-12-13, main language Python  
-<sub><sup>flake8-plugin, linter-flake8, linter-plugin, pep8, python, style-guide, styleguide</sup></sub>
+### [umap](https://github.com/lmcinnes/umap) by [lmcinnes](https://github.com/lmcinnes)  
+umap: Uniform Manifold Approximation and Projection  
+[https://github.com/lmcinnes/umap](https://github.com/lmcinnes/umap)  
+20 stars per week over 296 weeks  
+6,081 stars, 705 forks, 126 watches  
+[ml](categories/ml.md) category, created 2017-07-02, last commit 2023-02-23, main language Python  
+<sub><sup>dimensionality-reduction, machine-learning, topological-data-analysis, umap, visualization</sup></sub>
 
 
-### [transitions](https://github.com/pytransitions/transitions) by [pytransitions](https://github.com/pytransitions)  
-transitions: A lightweight, object-oriented finite state machine implementation in Python with many extensions  
-[https://github.com/pytransitions/transitions](https://github.com/pytransitions/transitions)  
-10 stars per week over 437 weeks  
-4,776 stars, 511 forks, 91 watches  
-[util](categories/util.md) category, created 2014-10-12, last commit 2023-01-06, main language Python  
-<sub><sup>hierarchical-state-machine, nested-states, python, state-diagram, state-machine</sup></sub>
+### [netron](https://github.com/lutzroeder/netron) by [lutzroeder](https://github.com/lutzroeder)  
+netron: Visualizer for neural network, deep learning, and machine learning models  
+[https://netron.app](https://netron.app)  
+[https://github.com/lutzroeder/netron](https://github.com/lutzroeder/netron)  
+33 stars per week over 636 weeks  
+21,483 stars, 2,405 forks, 275 watches  
+[ml](categories/ml.md) category, created 2010-12-26, last commit 2023-03-04, main language JavaScript  
+<sub><sup>ai, caffe, caffe2, coreml, darknet, deep-learning, deeplearning, keras, machine-learning, machinelearning, ml, mxnet, neural-network, onnx, paddle, pytorch, tensorflow, tensorflow-lite, torch, visualizer</sup></sub>
 
 
-### [mmcv](https://github.com/open-mmlab/mmcv) by [open-mmlab](https://github.com/open-mmlab)  
-mmcv: OpenMMLab Computer Vision Foundation  
-[https://mmcv.readthedocs.io/en/latest/](https://mmcv.readthedocs.io/en/latest/)  
-[https://github.com/open-mmlab/mmcv](https://github.com/open-mmlab/mmcv)  
-19 stars per week over 236 weeks  
-4,725 stars, 1,404 forks, 84 watches  
-[ml](categories/ml.md) category, created 2018-08-22, last commit 2023-02-27, main language Python  
+### [balance](https://github.com/facebookresearch/balance) by [facebookresearch](https://github.com/facebookresearch)  
+balance: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.  
+[https://import-balance.org](https://import-balance.org)  
+[https://github.com/facebookresearch/balance](https://github.com/facebookresearch/balance)  
+37 stars per week over 15 weeks  
+590 stars, 28 forks, 5 watches  
+[ml](categories/ml.md) category, created 2022-11-15, last commit 2023-02-19, main language Python  
 
 
-### [AugLy](https://github.com/facebookresearch/augly) by [facebookresearch](https://github.com/facebookresearch)  
-AugLy: A data augmentations library for audio, image, text, and video.  
-[https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/](https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/)  
-[https://github.com/facebookresearch/augly](https://github.com/facebookresearch/augly)  
-51 stars per week over 90 weeks  
-4,671 stars, 275 forks, 62 watches  
-[data](categories/data.md) category, created 2021-06-09, last commit 2022-12-05, main language Python  
+### [ibis](https://github.com/ibis-project/ibis) by [ibis-project](https://github.com/ibis-project)  
+ibis: Expressive analytics in Python at any scale.  
+[https://ibis-project.org](https://ibis-project.org)  
+[https://github.com/ibis-project/ibis](https://github.com/ibis-project/ibis)  
+6.03 stars per week over 411 weeks  
+2,478 stars, 397 forks, 75 watches  
+[data](categories/data.md) category, created 2015-04-17, last commit 2023-03-04, main language Python  
+<sub><sup>bigquery, clickhouse, dask, database, datafusion, duckdb, impala, mssql, mysql, pandas, polars, postgresql, pyarrow, pyspark, python, snowflake, sql, sqlite, trino</sup></sub>
 
 
 ### [attrs](https://github.com/python-attrs/attrs) by [python-attrs](https://github.com/python-attrs)  
@@ -2830,987 +2937,1091 @@ attrs: Python Classes Without Boilerplate
 <sub><sup>attributes, boilerplate, classes, oop, python</sup></sub>
 
 
-### [voila](https://github.com/voila-dashboards/voila) by [voila-dashboards](https://github.com/voila-dashboards)  
-voila: Voilà turns Jupyter notebooks into standalone web applications  
-[https://voila.readthedocs.io](https://voila.readthedocs.io)  
-[https://github.com/voila-dashboards/voila](https://github.com/voila-dashboards/voila)  
-19 stars per week over 236 weeks  
-4,586 stars, 459 forks, 78 watches  
-[jupyter](categories/jupyter.md) category, created 2018-08-21, last commit 2023-02-21, main language Python  
-<sub><sup>dashboarding, jupyter, jupyter-notebook, jupyterlab-extension</sup></sub>
+### [folium](https://github.com/python-visualization/folium) by [python-visualization](https://github.com/python-visualization)  
+folium: Python Data. Leaflet.js Maps.   
+[https://python-visualization.github.io/folium/](https://python-visualization.github.io/folium/)  
+[https://github.com/python-visualization/folium](https://github.com/python-visualization/folium)  
+11 stars per week over 512 weeks  
+6,115 stars, 2,173 forks, 164 watches  
+[gis](categories/gis.md) category, created 2013-05-09, last commit 2023-02-17, main language Python  
+<sub><sup>closember, data-science, data-visualization, javascript, maps, python</sup></sub>
 
 
-### [awslogs](https://github.com/jorgebastida/awslogs) by [jorgebastida](https://github.com/jorgebastida)  
-awslogs: AWS CloudWatch logs for Humans™  
-[https://github.com/jorgebastida/awslogs](https://github.com/jorgebastida/awslogs)  
-10 stars per week over 423 weeks  
-4,565 stars, 328 forks, 59 watches  
-[util](categories/util.md) category, created 2015-01-21, last commit 2020-07-10, main language Python  
+### [viztracer](https://github.com/gaogaotiantian/viztracer) by [gaogaotiantian](https://github.com/gaogaotiantian)  
+VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.  
+[https://viztracer.readthedocs.io/](https://viztracer.readthedocs.io/)  
+[https://github.com/gaogaotiantian/viztracer](https://github.com/gaogaotiantian/viztracer)  
+22 stars per week over 134 weeks  
+3,060 stars, 293 forks, 40 watches  
+[profiling](categories/profiling.md) category, created 2020-08-05, last commit 2023-02-17, main language Python  
+<sub><sup>debugging, flamegraph, logging, profiling, python, python3, tracer, visualization</sup></sub>
 
 
-### [PyOxidizer](https://github.com/indygreg/pyoxidizer) by [indygreg](https://github.com/indygreg)  
-PyOxidizer: A modern Python application packaging and distribution tool  
-[https://github.com/indygreg/pyoxidizer](https://github.com/indygreg/pyoxidizer)  
-20 stars per week over 219 weeks  
-4,545 stars, 196 forks, 60 watches  
-[util](categories/util.md) category, created 2018-12-18, last commit 2023-01-21, main language Rust  
+### [algorithms](https://github.com/keon/algorithms) by [keon](https://github.com/keon)  
+algorithms: Minimal examples of data structures and algorithms in Python  
+[https://github.com/keon/algorithms](https://github.com/keon/algorithms)  
+67 stars per week over 328 weeks  
+22,225 stars, 4,444 forks, 641 watches  
+[util](categories/util.md) category, created 2016-11-17, last commit 2022-11-12, main language Python  
+<sub><sup>algorithm, algorithms, competitive-programming, data-structure, graph, python, search, sort, tree</sup></sub>
 
 
-### [pylint](https://github.com/pycqa/pylint) by [pycqa](https://github.com/pycqa)  
-pylint: It's not just a linter that annoys you!  
-[http://pylint.pycqa.org](http://pylint.pycqa.org)  
-[https://github.com/pycqa/pylint](https://github.com/pycqa/pylint)  
-12 stars per week over 377 weeks  
-4,531 stars, 979 forks, 75 watches  
-[util](categories/util.md) category, created 2015-12-09, last commit 2023-03-02, main language Python  
-<sub><sup>closember, code-quality, hacktoberfest, linter, pep8, static-analysis, static-code-analysis</sup></sub>
+### [werkzeug](https://github.com/pallets/werkzeug) by [pallets](https://github.com/pallets)  
+werkzeug: The comprehensive WSGI web application library.  
+[https://werkzeug.palletsprojects.com](https://werkzeug.palletsprojects.com)  
+[https://github.com/pallets/werkzeug](https://github.com/pallets/werkzeug)  
+9.75 stars per week over 645 weeks  
+6,296 stars, 1,683 forks, 227 watches  
+[web](categories/web.md) category, created 2010-10-18, last commit 2023-03-03, main language Python  
+<sub><sup>http, pallets, python, werkzeug, wsgi</sup></sub>
 
 
-### [tenacity](https://github.com/jd/tenacity) by [jd](https://github.com/jd)  
-tenacity: Retrying library for Python  
-[http://tenacity.readthedocs.io](http://tenacity.readthedocs.io)  
-[https://github.com/jd/tenacity](https://github.com/jd/tenacity)  
-13 stars per week over 342 weeks  
-4,516 stars, 225 forks, 44 watches  
-[util](categories/util.md) category, created 2016-08-11, last commit 2023-02-28, main language Python  
-<sub><sup>failure, hacktoberfest, python, retry, retry-library</sup></sub>
+### [EasyNLP](https://github.com/alibaba/easynlp) by [alibaba](https://github.com/alibaba)  
+EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit  
+[https://github.com/alibaba/easynlp](https://github.com/alibaba/easynlp)  
+30 stars per week over 47 weeks  
+1,460 stars, 185 forks, 31 watches  
+[nlp](categories/nlp.md) category, created 2022-04-06, last commit 2023-02-26, main language Python  
+<sub><sup>bert, deep-learning, fewshot-learning, knowledge-distillation, knowledge-pretraining, machine-learning, nlp, pretrained-models, pytorch, text-classification, text-image-retrieval, text-to-image-synthesis, transfer-learning, transformers</sup></sub>
 
 
-### [point-e](https://github.com/openai/point-e) by [openai](https://github.com/openai)  
-point-e: Point cloud diffusion for 3D model synthesis  
-[https://github.com/openai/point-e](https://github.com/openai/point-e)  
-360 stars per week over 12 weeks  
-4,480 stars, 458 forks, 163 watches  
-[util](categories/util.md) category, created 2022-12-06, last commit 2022-12-20, main language Python  
+### [pygame](https://github.com/pygame/pygame)  
+pygame: 🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.  
+[https://www.pygame.org](https://www.pygame.org)  
+[https://github.com/pygame/pygame](https://github.com/pygame/pygame)  
+18 stars per week over 310 weeks  
+5,773 stars, 2,540 forks, 156 watches  
+[gamedev](categories/gamedev.md) category, created 2017-03-26, last commit 2023-03-04, main language C  
+<sub><sup>game-dev, game-development, gamedev, pygame, python, sdl, sdl2</sup></sub>
 
 
-### [lux](https://github.com/lux-org/lux) by [lux-org](https://github.com/lux-org)  
-lux: Automatically visualize your pandas dataframe via a single print! 📊 💡  
-[https://github.com/lux-org/lux](https://github.com/lux-org/lux)  
-27 stars per week over 164 weeks  
-4,453 stars, 344 forks, 86 watches  
-[viz](categories/viz.md) category, created 2020-01-08, last commit 2022-05-21, main language Python  
-<sub><sup>data-science, exploratory-data-analysis, jupyter, pandas, python, visualization, visualization-tools</sup></sub>
+### [neural_prophet](https://github.com/ourownstory/neural_prophet) by [ourownstory](https://github.com/ourownstory)  
+neural_prophet: NeuralProphet: A simple forecasting package  
+[https://neuralprophet.com](https://neuralprophet.com)  
+[https://github.com/ourownstory/neural_prophet](https://github.com/ourownstory/neural_prophet)  
+19 stars per week over 147 weeks  
+2,813 stars, 390 forks, 50 watches  
+[ml](categories/ml.md) category, created 2020-05-04, last commit 2023-03-03, main language Python  
+<sub><sup>artificial-intelligence, autoregression, deep-learning, fbprophet, forecast, forecasting, forecasting-algorithm, forecasting-model, machine-learning, neural, neural-network, neuralprophet, prediction, prophet, python, pytorch, seasonality, time-series, timeseries, trend</sup></sub>
+
+
+### [gunicorn](https://github.com/benoitc/gunicorn) by [benoitc](https://github.com/benoitc)  
+gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.  
+[http://www.gunicorn.org](http://www.gunicorn.org)  
+[https://github.com/benoitc/gunicorn](https://github.com/benoitc/gunicorn)  
+12 stars per week over 691 weeks  
+8,801 stars, 1,631 forks, 229 watches  
+[web](categories/web.md) category, created 2009-11-30, last commit 2023-01-26, main language Python  
+<sub><sup>http, http-server, python, wsgi, wsgi-server</sup></sub>
+
+
+### [dtale](https://github.com/man-group/dtale) by [man-group](https://github.com/man-group)  
+dtale: Visualizer for pandas data structures  
+[http://alphatechadmin.pythonanywhere.com](http://alphatechadmin.pythonanywhere.com)  
+[https://github.com/man-group/dtale](https://github.com/man-group/dtale)  
+20 stars per week over 189 weeks  
+3,907 stars, 332 forks, 68 watches  
+[viz](categories/viz.md) category, created 2019-07-15, last commit 2023-03-03, main language TypeScript  
+<sub><sup>data-analysis, data-science, data-visualization, flask, ipython, jupyter-notebook, pandas, plotly-dash, python27, python3, react, react-virtualized, visualization, xarray</sup></sub>
+
+
+### [shapely](https://github.com/shapely/shapely)  
+shapely: Manipulation and analysis of geometric objects  
+[https://shapely.readthedocs.io/en/stable/](https://shapely.readthedocs.io/en/stable/)  
+[https://github.com/shapely/shapely](https://github.com/shapely/shapely)  
+5.46 stars per week over 583 weeks  
+3,185 stars, 514 forks, 86 watches  
+[gis](categories/gis.md) category, created 2011-12-31, last commit 2023-02-27, main language Python  
+
+
+### [Cirq](https://github.com/quantumlib/cirq) by [quantumlib](https://github.com/quantumlib)  
+Cirq: A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.  
+[https://github.com/quantumlib/cirq](https://github.com/quantumlib/cirq)  
+13 stars per week over 272 weeks  
+3,673 stars, 834 forks, 177 watches  
+[sim](categories/sim.md) category, created 2017-12-14, last commit 2023-03-03, main language Python  
+<sub><sup>cirq, nisq, quantum-algorithms, quantum-circuits, quantum-computing</sup></sub>
+
+
+### [falcon](https://github.com/falconry/falcon) by [falconry](https://github.com/falconry)  
+falcon: The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.  
+[https://falcon.readthedocs.io/en/stable/](https://falcon.readthedocs.io/en/stable/)  
+[https://github.com/falconry/falcon](https://github.com/falconry/falcon)  
+16 stars per week over 534 weeks  
+9,016 stars, 901 forks, 267 watches  
+[web](categories/web.md) category, created 2012-12-06, last commit 2023-01-18, main language Python  
+<sub><sup>api, api-rest, asgi, framework, http, microservices, python, rest, web, wsgi</sup></sub>
+
+
+### [osmnx](https://github.com/gboeing/osmnx) by [gboeing](https://github.com/gboeing)  
+OSMnx: Python for street networks. Retrieve, model, analyze, and visualize street networks and other spatial data from OpenStreetMap.  
+[https://geoffboeing.com/publications/osmnx-complex-street-networks/](https://geoffboeing.com/publications/osmnx-complex-street-networks/)  
+[https://github.com/gboeing/osmnx](https://github.com/gboeing/osmnx)  
+11 stars per week over 345 weeks  
+4,070 stars, 746 forks, 121 watches  
+[gis](categories/gis.md) category, created 2016-07-24, last commit 2023-02-22, main language Python  
+<sub><sup>geography, geospatial, gis, mapping, networks, networkx, openstreetmap, osm, osmnx, overpass-api, python, routing, spatial, spatial-analysis, spatial-data, street-networks, transport, transportation, urban, urban-planning</sup></sub>
+
+
+### [latent-diffusion](https://github.com/compvis/latent-diffusion) by [compvis](https://github.com/compvis)  
+latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models  
+[https://github.com/compvis/latent-diffusion](https://github.com/compvis/latent-diffusion)  
+100 stars per week over 62 weeks  
+6,337 stars, 852 forks, 78 watches  
+[diffusion](categories/diffusion.md) category, created 2021-12-20, last commit 2022-07-26, main language Jupyter Notebook  
 
 
-### [BasicSR](https://github.com/xpixelgroup/basicsr) by [xpixelgroup](https://github.com/xpixelgroup)  
-BasicSR: Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.  
-[https://basicsr.readthedocs.io/en/latest/](https://basicsr.readthedocs.io/en/latest/)  
-[https://github.com/xpixelgroup/basicsr](https://github.com/xpixelgroup/basicsr)  
-17 stars per week over 254 weeks  
-4,429 stars, 899 forks, 88 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-04-19, last commit 2023-02-02, main language Python  
-<sub><sup>basicsr, basicvsr, dfdnet, ecbsr, edsr, edvr, esrgan, pytorch, rcan, restoration, srgan, srresnet, stylegan2, super-resolution, swinir</sup></sub>
+### [alembic](https://github.com/sqlalchemy/alembic) by [sqlalchemy](https://github.com/sqlalchemy)  
+alembic: A database migrations tool for SQLAlchemy.  
+[https://github.com/sqlalchemy/alembic](https://github.com/sqlalchemy/alembic)  
+8.01 stars per week over 222 weeks  
+1,785 stars, 180 forks, 19 watches  
+[data](categories/data.md) category, created 2018-11-27, last commit 2023-03-01, main language Python  
+<sub><sup>python, sql, sqlalchemy</sup></sub>
 
 
-### [deep-daze](https://github.com/lucidrains/deep-daze) by [lucidrains](https://github.com/lucidrains)  
-deep-daze: Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun  
-[https://github.com/lucidrains/deep-daze](https://github.com/lucidrains/deep-daze)  
-39 stars per week over 110 weeks  
-4,384 stars, 330 forks, 75 watches  
-[ml](categories/ml.md) category, created 2021-01-17, last commit 2022-03-13, main language Python  
-<sub><sup>artificial-intelligence, deep-learning, implicit-neural-representation, multi-modality, siren, text-to-image, transformers</sup></sub>
+### [data](https://github.com/pytorch/data) by [pytorch](https://github.com/pytorch)  
+data: A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.  
+[https://github.com/pytorch/data](https://github.com/pytorch/data)  
+9.75 stars per week over 94 weeks  
+922 stars, 115 forks, 26 watches  
+[data](categories/data.md) category, created 2021-05-12, last commit 2023-03-03, main language Python  
 
 
-### [DrQA](https://github.com/facebookresearch/drqa) by [facebookresearch](https://github.com/facebookresearch)  
-DrQA: Reading Wikipedia to Answer Open-Domain Questions  
-[https://github.com/facebookresearch/drqa](https://github.com/facebookresearch/drqa)  
-14 stars per week over 295 weeks  
-4,349 stars, 904 forks, 165 watches  
-[nlp](categories/nlp.md) category, created 2017-07-07, last commit 2021-05-18, main language Python  
+### [optimum](https://github.com/huggingface/optimum) by [huggingface](https://github.com/huggingface)  
+optimum: 🏎️ Accelerate training and inference of 🤗 Transformers with easy to use hardware optimization tools  
+[https://huggingface.co/docs/optimum/](https://huggingface.co/docs/optimum/)  
+[https://github.com/huggingface/optimum](https://github.com/huggingface/optimum)  
+11 stars per week over 84 weeks  
+947 stars, 142 forks, 41 watches  
+[ml](categories/ml.md) category, created 2021-07-20, last commit 2023-03-04, main language Python  
+<sub><sup>graphcore, habana, inference, intel, onnx, onnxruntime, optimization, pytorch, quantization, training, transformers</sup></sub>
 
 
-### [mlxtend](https://github.com/rasbt/mlxtend) by [rasbt](https://github.com/rasbt)  
-mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries.  
-[http://rasbt.github.io/mlxtend/](http://rasbt.github.io/mlxtend/)  
-[https://github.com/rasbt/mlxtend](https://github.com/rasbt/mlxtend)  
-9.6 stars per week over 446 weeks  
-4,284 stars, 806 forks, 117 watches  
-[ml](categories/ml.md) category, created 2014-08-14, last commit 2023-02-26, main language Python  
-<sub><sup>association-rules, data-mining, data-science, machine-learning, python, supervised-learning, unsupervised-learning</sup></sub>
+### [Merlion](https://github.com/salesforce/merlion) by [salesforce](https://github.com/salesforce)  
+Merlion: A Machine Learning Framework for Time Series Intelligence  
+[https://github.com/salesforce/merlion](https://github.com/salesforce/merlion)  
+34 stars per week over 83 weeks  
+2,891 stars, 247 forks, 46 watches  
+[time-series](categories/time-series.md) category, created 2021-07-28, last commit 2023-02-15, main language Python  
+<sub><sup>anomaly-detection, automl, benchmarking, ensemble-learning, forecasting, machine-learning, time-series</sup></sub>
 
 
-### [mamba](https://github.com/mamba-org/mamba) by [mamba-org](https://github.com/mamba-org)  
-mamba: The Fast Cross-Platform Package Manager  
-[https://mamba.readthedocs.io](https://mamba.readthedocs.io)  
-[https://github.com/mamba-org/mamba](https://github.com/mamba-org/mamba)  
-20 stars per week over 208 weeks  
-4,272 stars, 247 forks, 44 watches  
-[util](categories/util.md) category, created 2019-03-05, last commit 2023-03-02, main language C++  
+### [nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero) by [karpathy](https://github.com/karpathy)  
+nn-zero-to-hero: Neural Networks: Zero to Hero  
+[https://github.com/karpathy/nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero)  
+290 stars per week over 25 weeks  
+7,393 stars, 685 forks, 240 watches  
+[study](categories/study.md) category, created 2022-09-08, last commit 2023-01-17, main language Jupyter Notebook  
 
 
-### [Kats](https://github.com/facebookresearch/kats) by [facebookresearch](https://github.com/facebookresearch)  
-Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.   
-[https://github.com/facebookresearch/kats](https://github.com/facebookresearch/kats)  
-40 stars per week over 105 weeks  
-4,238 stars, 451 forks, 73 watches  
-[time-series](categories/time-series.md) category, created 2021-02-25, last commit 2023-03-02, main language Python  
+### [jinja](https://github.com/pallets/jinja) by [pallets](https://github.com/pallets)  
+jinja: A very fast and expressive template engine.  
+[https://jinja.palletsprojects.com](https://jinja.palletsprojects.com)  
+[https://github.com/pallets/jinja](https://github.com/pallets/jinja)  
+14 stars per week over 646 weeks  
+9,088 stars, 1,544 forks, 250 watches  
+[util](categories/util.md) category, created 2010-10-17, last commit 2023-03-01, main language Python  
+<sub><sup>jinja, jinja2, pallets, python, template-engine, templates</sup></sub>
 
 
-### [tablib](https://github.com/jazzband/tablib) by [jazzband](https://github.com/jazzband)  
-tablib: Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.  
-[https://tablib.readthedocs.io/](https://tablib.readthedocs.io/)  
-[https://github.com/jazzband/tablib](https://github.com/jazzband/tablib)  
-6.8 stars per week over 622 weeks  
-4,234 stars, 573 forks, 141 watches  
-[data](categories/data.md) category, created 2011-03-28, last commit 2023-02-17, main language Python  
+### [SeleniumBase](https://github.com/seleniumbase/seleniumbase) by [seleniumbase](https://github.com/seleniumbase)  
+SeleniumBase: A Python browser automation framework for creating reliable end-to-end tests.  
+[https://seleniumbase.io](https://seleniumbase.io)  
+[https://github.com/seleniumbase/seleniumbase](https://github.com/seleniumbase/seleniumbase)  
+6.72 stars per week over 469 weeks  
+3,157 stars, 761 forks, 122 watches  
+[testing](categories/testing.md) category, created 2014-03-04, last commit 2023-03-04, main language Python  
+<sub><sup>behave, chrome, chromedriver, e2e-testing, firefox, pytest, pytest-plugin, python, python3, selenium, selenium-python, seleniumbase, test, web-automation, webdriver, webkit</sup></sub>
 
 
-### [ignite](https://github.com/pytorch/ignite) by [pytorch](https://github.com/pytorch)  
-ignite: High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.  
-[https://pytorch-ignite.ai](https://pytorch-ignite.ai)  
-[https://github.com/pytorch/ignite](https://github.com/pytorch/ignite)  
-15 stars per week over 275 weeks  
-4,212 stars, 583 forks, 59 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-11-23, last commit 2023-02-27, main language Python  
-<sub><sup>closember, deep-learning, hacktoberfest, machine-learning, metrics, neural-network, python, pytorch</sup></sub>
+### [bandit](https://github.com/pycqa/bandit) by [pycqa](https://github.com/pycqa)  
+Bandit is a tool designed to find common security issues in Python code.  
+[https://bandit.readthedocs.io](https://bandit.readthedocs.io)  
+[https://github.com/pycqa/bandit](https://github.com/pycqa/bandit)  
+19 stars per week over 253 weeks  
+5,002 stars, 510 forks, 65 watches  
+[security](categories/security.md) category, created 2018-04-26, last commit 2023-03-02, main language Python  
+<sub><sup>bandit, linter, python, security, security-scanner, security-tools, static-code-analysis</sup></sub>
 
 
-### [micrograd](https://github.com/karpathy/micrograd) by [karpathy](https://github.com/karpathy)  
-micrograd: A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API  
-[https://github.com/karpathy/micrograd](https://github.com/karpathy/micrograd)  
-27 stars per week over 150 weeks  
-4,209 stars, 458 forks, 93 watches  
-[study](categories/study.md) category, created 2020-04-13, last commit 2020-04-18, main language Jupyter Notebook  
+### [pyprobml](https://github.com/probml/pyprobml) by [probml](https://github.com/probml)  
+pyprobml: Python code for "Probabilistic Machine learning" book by Kevin Murphy  
+[https://github.com/probml/pyprobml](https://github.com/probml/pyprobml)  
+16 stars per week over 341 weeks  
+5,468 stars, 1,309 forks, 178 watches  
+[ml](categories/ml.md) category, created 2016-08-17, last commit 2023-01-20, main language Jupyter Notebook  
+<sub><sup>blackjax, colab, flax, jax, jupyter-notebooks, machine-learning, numpyro, pml, probabilistic-programming, pymc3, pyro, pytorch, tensorflow</sup></sub>
 
 
-### [toolz](https://github.com/pytoolz/toolz) by [pytoolz](https://github.com/pytoolz)  
-toolz: A functional standard library for Python.  
-[http://toolz.readthedocs.org/](http://toolz.readthedocs.org/)  
-[https://github.com/pytoolz/toolz](https://github.com/pytoolz/toolz)  
-8.46 stars per week over 494 weeks  
-4,177 stars, 249 forks, 82 watches  
-[util](categories/util.md) category, created 2013-09-13, last commit 2022-11-03, main language Python  
+### [tsfresh](https://github.com/blue-yonder/tsfresh) by [blue-yonder](https://github.com/blue-yonder)  
+tsfresh: Automatic extraction of relevant features from time series:  
+[http://tsfresh.readthedocs.io](http://tsfresh.readthedocs.io)  
+[https://github.com/blue-yonder/tsfresh](https://github.com/blue-yonder/tsfresh)  
+21 stars per week over 331 weeks  
+7,118 stars, 1,120 forks, 158 watches  
+[time-series](categories/time-series.md) category, created 2016-10-26, last commit 2023-02-28, main language Jupyter Notebook  
+<sub><sup>data-science, feature-extraction, time-series</sup></sub>
 
 
-### [clearml](https://github.com/allegroai/clearml) by [allegroai](https://github.com/allegroai)  
-ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management  
-[https://clear.ml/docs](https://clear.ml/docs)  
-[https://github.com/allegroai/clearml](https://github.com/allegroai/clearml)  
-21 stars per week over 194 weeks  
-4,150 stars, 562 forks, 85 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-06-10, last commit 2023-03-02, main language Python  
-<sub><sup>ai, clearml, control, deep-learning, deeplearning, devops, experiment, experiment-manager, k8s, machine-learning, machinelearning, mlops, trains, trainsai, version, version-control</sup></sub>
+### [marshmallow](https://github.com/marshmallow-code/marshmallow) by [marshmallow-code](https://github.com/marshmallow-code)  
+marshmallow: A lightweight library for converting complex objects to and from simple Python datatypes.  
+[https://marshmallow.readthedocs.io/](https://marshmallow.readthedocs.io/)  
+[https://github.com/marshmallow-code/marshmallow](https://github.com/marshmallow-code/marshmallow)  
+13 stars per week over 486 weeks  
+6,445 stars, 623 forks, 81 watches  
+[util](categories/util.md) category, created 2013-11-10, last commit 2023-02-21, main language Python  
+<sub><sup>deserialization, hacktoberfest, marshalling, python, python-3, schema, serde, serialization, validation</sup></sub>
 
 
-### [pytype](https://github.com/google/pytype) by [google](https://github.com/google)  
-pytype: A static type analyzer for Python code  
-[https://google.github.io/pytype](https://google.github.io/pytype)  
-[https://github.com/google/pytype](https://github.com/google/pytype)  
-9.94 stars per week over 415 weeks  
-4,129 stars, 267 forks, 56 watches  
-[typing](categories/typing.md) category, created 2015-03-18, last commit 2023-03-02, main language Python  
-<sub><sup>linter, python, static-analysis, static-code-analysis, typechecker, types, typing</sup></sub>
+### [annoy](https://github.com/spotify/annoy) by [spotify](https://github.com/spotify)  
+annoy: Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk  
+[https://github.com/spotify/annoy](https://github.com/spotify/annoy)  
+20 stars per week over 517 weeks  
+10,849 stars, 1,078 forks, 324 watches  
+[ml](categories/ml.md) category, created 2013-04-01, last commit 2023-02-25, main language C++  
+<sub><sup>approximate-nearest-neighbor-search, c-plus-plus, golang, locality-sensitive-hashing, lua, nearest-neighbor-search, python</sup></sub>
 
 
-### [river](https://github.com/online-ml/river) by [online-ml](https://github.com/online-ml)  
-river: 🌊 Online machine learning in Python  
-[https://riverml.xyz](https://riverml.xyz)  
-[https://github.com/online-ml/river](https://github.com/online-ml/river)  
-19 stars per week over 214 weeks  
-4,106 stars, 459 forks, 83 watches  
-[ml](categories/ml.md) category, created 2019-01-24, last commit 2023-03-01, main language Python  
-<sub><sup>concept-drift, data-science, incremental-learning, machine-learning, online-learning, online-machine-learning, online-statistics, python, real-time-processing, stream-processing, streaming, streaming-data</sup></sub>
+### [ChatterBot](https://github.com/gunthercox/chatterbot) by [gunthercox](https://github.com/gunthercox)  
+ChatterBot is a machine learning, conversational dialog engine for creating chat bots  
+[https://chatterbot.readthedocs.io](https://chatterbot.readthedocs.io)  
+[https://github.com/gunthercox/chatterbot](https://github.com/gunthercox/chatterbot)  
+29 stars per week over 440 weeks  
+12,973 stars, 4,247 forks, 551 watches  
+[nlp](categories/nlp.md) category, created 2014-09-28, last commit 2021-06-01, main language Python  
+<sub><sup>bot, chatbot, chatterbot, conversation, language, machine-learning, python</sup></sub>
 
 
-### [django-ninja](https://github.com/vitalik/django-ninja) by [vitalik](https://github.com/vitalik)  
-django-ninja: 💨  Fast, Async-ready, Openapi, type hints based framework for building APIs  
-[https://django-ninja.rest-framework.com](https://django-ninja.rest-framework.com)  
-[https://github.com/vitalik/django-ninja](https://github.com/vitalik/django-ninja)  
-28 stars per week over 145 weeks  
-4,105 stars, 261 forks, 62 watches  
-[web](categories/web.md) category, created 2020-05-19, last commit 2023-02-24, main language Python  
-<sub><sup>django, django-ninja, openapi, pydantic, python, rest-api, swagger, swagger-ui</sup></sub>
+### [pipx](https://github.com/pypa/pipx) by [pypa](https://github.com/pypa)  
+pipx: Install and Run Python Applications in Isolated Environments  
+[https://pypa.github.io/pipx/](https://pypa.github.io/pipx/)  
+[https://github.com/pypa/pipx](https://github.com/pypa/pipx)  
+26 stars per week over 230 weeks  
+6,067 stars, 280 forks, 72 watches  
+[util](categories/util.md) category, created 2018-10-06, last commit 2023-02-11, main language Python  
+<sub><sup>cli, hacktoberfest, pip, pypi, python, venv</sup></sub>
 
 
-### [mmediting](https://github.com/open-mmlab/mmediting) by [open-mmlab](https://github.com/open-mmlab)  
-mmediting: OpenMMLab Image and Video Restoration, Editing and Generation Toolbox  
-[https://mmediting.readthedocs.io/en/latest/](https://mmediting.readthedocs.io/en/latest/)  
-[https://github.com/open-mmlab/mmediting](https://github.com/open-mmlab/mmediting)  
-22 stars per week over 184 weeks  
-4,101 stars, 733 forks, 87 watches  
-[ml](categories/ml.md) category, created 2019-08-23, last commit 2023-02-24, main language Python  
-<sub><sup>computer-vision, deep-learning, generative-adversarial-network, image-editing, image-generation, image-processing, image-synthesis, inpainting, matting, pytorch, super-resolution, video-frame-interpolation, video-interpolation, video-super-resolution</sup></sub>
+### [captum](https://github.com/pytorch/captum) by [pytorch](https://github.com/pytorch)  
+captum: Model interpretability and understanding for PyTorch  
+[https://captum.ai](https://captum.ai)  
+[https://github.com/pytorch/captum](https://github.com/pytorch/captum)  
+20 stars per week over 183 weeks  
+3,779 stars, 404 forks, 214 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2019-08-27, last commit 2023-02-03, main language Python  
+<sub><sup>feature-attribution, feature-importance, interpretability, interpretable-ai, interpretable-ml</sup></sub>
 
 
-### [flax](https://github.com/google/flax) by [google](https://github.com/google)  
-Flax is a neural network library for JAX that is designed for flexibility.  
-[https://flax.readthedocs.io](https://flax.readthedocs.io)  
-[https://github.com/google/flax](https://github.com/google/flax)  
-24 stars per week over 164 weeks  
-4,070 stars, 486 forks, 77 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-01-10, last commit 2023-03-02, main language Python  
-<sub><sup>jax</sup></sub>
+### [py-spy](https://github.com/benfred/py-spy) by [benfred](https://github.com/benfred)  
+py-spy: Sampling profiler for Python programs  
+[https://github.com/benfred/py-spy](https://github.com/benfred/py-spy)  
+40 stars per week over 239 weeks  
+9,796 stars, 347 forks, 111 watches  
+[profiling](categories/profiling.md) category, created 2018-08-01, last commit 2022-12-09, main language Rust  
+<sub><sup>performance-analysis, profiler, profiling, python</sup></sub>
 
 
-### [osmnx](https://github.com/gboeing/osmnx) by [gboeing](https://github.com/gboeing)  
-OSMnx: Python for street networks. Retrieve, model, analyze, and visualize street networks and other spatial data from OpenStreetMap.  
-[https://geoffboeing.com/publications/osmnx-complex-street-networks/](https://geoffboeing.com/publications/osmnx-complex-street-networks/)  
-[https://github.com/gboeing/osmnx](https://github.com/gboeing/osmnx)  
-11 stars per week over 344 weeks  
-4,069 stars, 746 forks, 121 watches  
-[gis](categories/gis.md) category, created 2016-07-24, last commit 2023-02-22, main language Python  
-<sub><sup>geography, geospatial, gis, mapping, networks, networkx, openstreetmap, osm, osmnx, overpass-api, python, routing, spatial, spatial-analysis, spatial-data, street-networks, transport, transportation, urban, urban-planning</sup></sub>
+### [reloadium](https://github.com/reloadware/reloadium) by [reloadware](https://github.com/reloadware)  
+reloadium: Advanced Hot Reloading & Profiling for Python  
+[https://reloadium.io](https://reloadium.io)  
+[https://github.com/reloadware/reloadium](https://github.com/reloadware/reloadium)  
+37 stars per week over 59 weeks  
+2,228 stars, 39 forks, 24 watches  
+[profiling](categories/profiling.md) category, created 2022-01-15, last commit 2023-02-27, main language Python  
+<sub><sup>django, edit-and-continue, flask, hot-reload, hot-reloading, pandas, python, python3</sup></sub>
 
 
-### [web3.py](https://github.com/ethereum/web3.py) by [ethereum](https://github.com/ethereum)  
-web3.py: A python interface for interacting with the Ethereum blockchain and ecosystem.  
-[http://web3py.readthedocs.io](http://web3py.readthedocs.io)  
-[https://github.com/ethereum/web3.py](https://github.com/ethereum/web3.py)  
-11 stars per week over 359 weeks  
-4,061 stars, 1,352 forks, 117 watches  
-[crypto](categories/crypto.md) category, created 2016-04-14, last commit 2023-02-24, main language Python  
+### [slither](https://github.com/crytic/slither) by [crytic](https://github.com/crytic)  
+slither: Static Analyzer for Solidity  
+[https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/](https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/)  
+[https://github.com/crytic/slither](https://github.com/crytic/slither)  
+16 stars per week over 234 weeks  
+3,873 stars, 704 forks, 62 watches  
+[crypto](categories/crypto.md) category, created 2018-09-05, last commit 2023-02-25, main language Python  
+<sub><sup>ethereum, solidity, static-analysis</sup></sub>
 
 
-### [pedalboard](https://github.com/spotify/pedalboard) by [spotify](https://github.com/spotify)  
-pedalboard: 🎛 🔊 A Python library for working with audio.  
-[https://github.com/spotify/pedalboard](https://github.com/spotify/pedalboard)  
-46 stars per week over 86 weeks  
-4,031 stars, 169 forks, 53 watches  
-[util](categories/util.md) category, created 2021-07-06, last commit 2023-02-22, main language C++  
-<sub><sup>audio, audio-processing, audio-production, audio-research, audio-unit, juce, pybind11, python, tensorflow, vst3, vst3-host</sup></sub>
+### [coremltools](https://github.com/apple/coremltools) by [apple](https://github.com/apple)  
+coremltools: Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.  
+[https://coremltools.readme.io](https://coremltools.readme.io)  
+[https://github.com/apple/coremltools](https://github.com/apple/coremltools)  
+10 stars per week over 296 weeks  
+3,140 stars, 488 forks, 114 watches  
+[ml](categories/ml.md) category, created 2017-06-30, last commit 2023-02-21, main language Python  
+<sub><sup>coreml, coremltools, machine-learning, model-conversion, model-converter, pytorch, tensorflow</sup></sub>
 
 
-### [feast](https://github.com/feast-dev/feast) by [feast-dev](https://github.com/feast-dev)  
-feast: Feature Store for Machine Learning  
-[https://feast.dev](https://feast.dev)  
-[https://github.com/feast-dev/feast](https://github.com/feast-dev/feast)  
-18 stars per week over 220 weeks  
-4,024 stars, 752 forks, 74 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-12-10, last commit 2023-03-02, main language Python  
-<sub><sup>big-data, data-engineering, data-quality, data-science, feature-store, features, machine-learning, ml, mlops, python</sup></sub>
+### [jupyterlab-desktop](https://github.com/jupyterlab/jupyterlab-desktop) by [jupyterlab](https://github.com/jupyterlab)  
+jupyterlab-desktop: JupyterLab desktop application, based on Electron.  
+[https://github.com/jupyterlab/jupyterlab-desktop](https://github.com/jupyterlab/jupyterlab-desktop)  
+8.59 stars per week over 304 weeks  
+2,616 stars, 237 forks, 42 watches  
+[jupyter](categories/jupyter.md) category, created 2017-05-04, last commit 2023-02-24, main language TypeScript  
+<sub><sup>jupyter, jupyter-notebook, jupyterlab</sup></sub>
 
 
-### [openai-python](https://github.com/openai/openai-python) by [openai](https://github.com/openai)  
-openai-python: The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language.  
-[https://github.com/openai/openai-python](https://github.com/openai/openai-python)  
-32 stars per week over 122 weeks  
-3,982 stars, 687 forks, 108 watches  
-[util](categories/util.md) category, created 2020-10-25, last commit 2023-03-02, main language Python  
-<sub><sup>openai, python</sup></sub>
+### [skorch](https://github.com/skorch-dev/skorch) by [skorch-dev](https://github.com/skorch-dev)  
+skorch: A scikit-learn compatible neural network library that wraps PyTorch  
+[https://github.com/skorch-dev/skorch](https://github.com/skorch-dev/skorch)  
+17 stars per week over 293 weeks  
+5,049 stars, 337 forks, 82 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-07-18, last commit 2023-02-13, main language Jupyter Notebook  
+<sub><sup>hacktoberfest, machine-learning, pytorch, scikit-learn</sup></sub>
+
+
+### [pandera](https://github.com/pandera-dev/pandera) by [pandera-dev](https://github.com/pandera-dev)  
+pandera: A light-weight, flexible, and expressive statistical data testing library  
+[https://www.union.ai/pandera](https://www.union.ai/pandera)  
+[https://github.com/pandera-dev/pandera](https://github.com/pandera-dev/pandera)  
+8.82 stars per week over 226 weeks  
+1,997 stars, 164 forks, 14 watches  
+[pandas](categories/pandas.md) category, created 2018-11-01, last commit 2023-02-20, main language Python  
+<sub><sup>assertions, data-assertions, data-check, data-cleaning, data-processing, data-validation, data-verification, dataframe-schema, dataframes, hypothesis-testing, pandas, pandas-dataframe, pandas-validation, pandas-validator, schema, testing, testing-tools, validation</sup></sub>
 
 
-### [yellowbrick](https://github.com/districtdatalabs/yellowbrick) by [districtdatalabs](https://github.com/districtdatalabs)  
-yellowbrick: Visual analysis and diagnostic tools to facilitate machine learning model selection.  
-[http://www.scikit-yb.org/](http://www.scikit-yb.org/)  
-[https://github.com/districtdatalabs/yellowbrick](https://github.com/districtdatalabs/yellowbrick)  
-11 stars per week over 354 weeks  
-3,927 stars, 543 forks, 101 watches  
-[ml](categories/ml.md) category, created 2016-05-18, last commit 2023-02-27, main language Python  
-<sub><sup>anaconda, estimator, machine-learning, matplotlib, model-selection, python, scikit-learn, visual-analysis, visualization, visualizer</sup></sub>
+### [lightly](https://github.com/lightly-ai/lightly) by [lightly-ai](https://github.com/lightly-ai)  
+lightly: A python library for self-supervised learning on images.  
+[https://docs.lightly.ai/self-supervised-learning/](https://docs.lightly.ai/self-supervised-learning/)  
+[https://github.com/lightly-ai/lightly](https://github.com/lightly-ai/lightly)  
+17 stars per week over 124 weeks  
+2,155 stars, 181 forks, 23 watches  
+[ml](categories/ml.md) category, created 2020-10-13, last commit 2023-03-03, main language Python  
+<sub><sup>active-learning, computer-vision, contrastive-learning, deep-learning, embeddings, machine-learning, pytorch, self-supervised-learning</sup></sub>
 
 
-### [stable-dreamfusion](https://github.com/ashawkey/stable-dreamfusion) by [ashawkey](https://github.com/ashawkey)  
-stable-dreamfusion: A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion.  
-[https://github.com/ashawkey/stable-dreamfusion](https://github.com/ashawkey/stable-dreamfusion)  
-185 stars per week over 21 weeks  
-3,921 stars, 343 forks, 82 watches  
-[diffusion](categories/diffusion.md) category, created 2022-10-06, last commit 2023-02-25, main language Python  
-<sub><sup>dreamfusion, gui, nerf, stable-diffusion, text-to-3d</sup></sub>
+### [qiskit](https://github.com/qiskit/qiskit)  
+Qiskit is an open-source SDK for working with quantum computers at the level of circuits, algorithms, and application modules.  
+[https://qiskit.org](https://qiskit.org)  
+[https://github.com/qiskit/qiskit](https://github.com/qiskit/qiskit)  
+13 stars per week over 220 weeks  
+2,913 stars, 778 forks, 97 watches  
+[sim](categories/sim.md) category, created 2018-12-12, last commit 2023-03-02, main language OpenQASM  
+<sub><sup>documentation, qiskit, quantum-computing, quantum-programming-language</sup></sub>
 
 
-### [mimesis](https://github.com/lk-geimfari/mimesis) by [lk-geimfari](https://github.com/lk-geimfari)  
-Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a variety of languages.   
-[https://mimesis.name](https://mimesis.name)  
-[https://github.com/lk-geimfari/mimesis](https://github.com/lk-geimfari/mimesis)  
-11 stars per week over 338 weeks  
-3,915 stars, 308 forks, 64 watches  
-[data](categories/data.md) category, created 2016-09-09, last commit 2023-02-26, main language Python  
-<sub><sup>api-mock, data, datascience, dummy, fake, faker, fixtures, generator, json, json-generator, mimesis, mock, python, schema, synthetic-data, testing</sup></sub>
+### [knowledge-repo](https://github.com/airbnb/knowledge-repo) by [airbnb](https://github.com/airbnb)  
+knowledge-repo: A next-generation curated knowledge sharing platform for data scientists and other technical professions.  
+[https://github.com/airbnb/knowledge-repo](https://github.com/airbnb/knowledge-repo)  
+15 stars per week over 341 weeks  
+5,282 stars, 710 forks, 175 watches  
+[data](categories/data.md) category, created 2016-08-17, last commit 2023-03-01, main language Python  
+<sub><sup>data, data-analysis, data-science, knowledge</sup></sub>
 
 
-### [dtale](https://github.com/man-group/dtale) by [man-group](https://github.com/man-group)  
-dtale: Visualizer for pandas data structures  
-[http://alphatechadmin.pythonanywhere.com](http://alphatechadmin.pythonanywhere.com)  
-[https://github.com/man-group/dtale](https://github.com/man-group/dtale)  
-20 stars per week over 189 weeks  
-3,902 stars, 331 forks, 68 watches  
-[viz](categories/viz.md) category, created 2019-07-15, last commit 2023-02-22, main language TypeScript  
-<sub><sup>data-analysis, data-science, data-visualization, flask, ipython, jupyter-notebook, pandas, plotly-dash, python27, python3, react, react-virtualized, visualization, xarray</sup></sub>
+### [bullet3](https://github.com/bulletphysics/bullet3) by [bulletphysics](https://github.com/bulletphysics)  
+bullet3: Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.  
+[http://bulletphysics.org](http://bulletphysics.org)  
+[https://github.com/bulletphysics/bullet3](https://github.com/bulletphysics/bullet3)  
+16 stars per week over 620 weeks  
+10,303 stars, 2,668 forks, 403 watches  
+[sim](categories/sim.md) category, created 2011-04-12, last commit 2023-02-24, main language C++  
+<sub><sup>computer-animation, game-development, kinematics, pybullet, reinforcement-learning, robotics, simulation, simulator, virtual-reality</sup></sub>
 
 
-### [slither](https://github.com/crytic/slither) by [crytic](https://github.com/crytic)  
-slither: Static Analyzer for Solidity  
-[https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/](https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/)  
-[https://github.com/crytic/slither](https://github.com/crytic/slither)  
-16 stars per week over 234 weeks  
-3,865 stars, 703 forks, 62 watches  
-[crypto](categories/crypto.md) category, created 2018-09-05, last commit 2023-02-25, main language Python  
-<sub><sup>ethereum, solidity, static-analysis</sup></sub>
+### [twint](https://github.com/twintproject/twint) by [twintproject](https://github.com/twintproject)  
+twint: An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.  
+[https://github.com/twintproject/twint](https://github.com/twintproject/twint)  
+48 stars per week over 299 weeks  
+14,458 stars, 2,490 forks, 313 watches  
+[data](categories/data.md) category, created 2017-06-10, last commit 2021-03-02, main language Python  
+<sub><sup>elasticsearch, kibana, osint, python, scrape, scrape-followers, scrape-following, scrape-likes, tweep, tweets, twint, twitter</sup></sub>
 
 
-### [BERTopic](https://github.com/maartengr/bertopic) by [maartengr](https://github.com/maartengr)  
-BERTopic: Leveraging BERT and c-TF-IDF to create easily interpretable topics.   
-[https://maartengr.github.io/BERTopic/](https://maartengr.github.io/BERTopic/)  
-[https://github.com/maartengr/bertopic](https://github.com/maartengr/bertopic)  
-30 stars per week over 127 weeks  
-3,850 stars, 490 forks, 44 watches  
-[nlp](categories/nlp.md) category, created 2020-09-22, last commit 2023-03-02, main language Python  
-<sub><sup>bert, ldavis, machine-learning, nlp, sentence-embeddings, topic, topic-modeling, topic-modelling, topic-models, transformers</sup></sub>
+### [ploomber](https://github.com/ploomber/ploomber)  
+ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️  
+[https://ploomber.io](https://ploomber.io)  
+[https://github.com/ploomber/ploomber](https://github.com/ploomber/ploomber)  
+18 stars per week over 162 weeks  
+2,983 stars, 206 forks, 26 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-01-20, last commit 2023-01-31, main language Python  
+<sub><sup>data-engineering, data-science, jupyter, jupyter-notebooks, machine-learning, mlops, notebooks, papermill, pipelines, pycharm, vscode, workflow</sup></sub>
 
 
-### [Transformers-Tutorials](https://github.com/nielsrogge/transformers-tutorials) by [nielsrogge](https://github.com/nielsrogge)  
-Transformers-Tutorials: This repository contains demos I made with the Transformers library by HuggingFace.  
-[https://github.com/nielsrogge/transformers-tutorials](https://github.com/nielsrogge/transformers-tutorials)  
-29 stars per week over 130 weeks  
-3,829 stars, 603 forks, 86 watches  
-[study](categories/study.md) category, created 2020-08-31, last commit 2023-02-28, main language Jupyter Notebook  
-<sub><sup>bert, gpt-2, layoutlm, pytorch, transformers, vision-transformer</sup></sub>
+### [mesh-transformer-jax](https://github.com/kingoflolz/mesh-transformer-jax) by [kingoflolz](https://github.com/kingoflolz)  
+mesh-transformer-jax: Model parallel transformers in JAX and Haiku  
+[https://github.com/kingoflolz/mesh-transformer-jax](https://github.com/kingoflolz/mesh-transformer-jax)  
+52 stars per week over 103 weeks  
+5,398 stars, 773 forks, 92 watches  
+[nlp](categories/nlp.md) category, created 2021-03-13, last commit 2023-01-12, main language Python  
 
 
-### [nlpaug](https://github.com/makcedward/nlpaug) by [makcedward](https://github.com/makcedward)  
-nlpaug: Data augmentation for NLP   
-[https://makcedward.github.io/](https://makcedward.github.io/)  
-[https://github.com/makcedward/nlpaug](https://github.com/makcedward/nlpaug)  
-18 stars per week over 206 weeks  
-3,822 stars, 428 forks, 39 watches  
-[nlp](categories/nlp.md) category, created 2019-03-21, last commit 2022-07-07, main language Jupyter Notebook  
-<sub><sup>adversarial-attacks, adversarial-example, ai, artificial-intelligence, augmentation, data-science, machine-learning, ml, natural-language-processing, nlp</sup></sub>
+### [leafmap](https://github.com/giswqs/leafmap) by [giswqs](https://github.com/giswqs)  
+leafmap: A Python package for interactive mapping and geospatial analysis  with minimal coding in a Jupyter environment  
+[https://leafmap.org](https://leafmap.org)  
+[https://github.com/giswqs/leafmap](https://github.com/giswqs/leafmap)  
+14 stars per week over 103 weeks  
+1,527 stars, 190 forks, 46 watches  
+[gis](categories/gis.md) category, created 2021-03-10, last commit 2023-03-04, main language Python  
+<sub><sup>data-science, dataviz, folium, geopython, geospatial, geospatial-analysis, gis, ipyleaflet, jupyter, jupyter-notebook, keplergl, leafmap, mapping, plotly, pydeck, python, streamlit, streamlit-webapp, whiteboxtools</sup></sub>
 
 
-### [causalml](https://github.com/uber/causalml) by [uber](https://github.com/uber)  
-causalml: Uplift modeling and causal inference with machine learning algorithms  
-[https://github.com/uber/causalml](https://github.com/uber/causalml)  
-20 stars per week over 190 weeks  
-3,819 stars, 613 forks, 78 watches  
-[ml](categories/ml.md) category, created 2019-07-09, last commit 2023-02-03, main language Python  
-<sub><sup>causal-inference, incubation, machine-learning, uplift-modeling</sup></sub>
+### [opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python) by [open-telemetry](https://github.com/open-telemetry)  
+opentelemetry-python: OpenTelemetry Python API and SDK   
+[https://opentelemetry.io](https://opentelemetry.io)  
+[https://github.com/open-telemetry/opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python)  
+6.01 stars per week over 199 weeks  
+1,201 stars, 436 forks, 34 watches  
+[util](categories/util.md) category, created 2019-05-07, last commit 2023-03-03, main language Python  
+<sub><sup>correlationcontext, distributed-tracing, logging, metrics, opentelemetry, python, sdk, tracecontext</sup></sub>
 
 
-### [MONAI](https://github.com/project-monai/monai) by [project-monai](https://github.com/project-monai)  
-MONAI: AI Toolkit for Healthcare Imaging  
-[https://monai.io/](https://monai.io/)  
-[https://github.com/project-monai/monai](https://github.com/project-monai/monai)  
-21 stars per week over 177 weeks  
-3,804 stars, 740 forks, 88 watches  
-[ml](categories/ml.md) category, created 2019-10-11, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, healthcare-imaging, medical-image-computing, medical-image-processing, monai, python3, pytorch</sup></sub>
+### [opencv-python](https://github.com/skvark/opencv-python) by [skvark](https://github.com/skvark)  
+opencv-python: Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.  
+[https://pypi.org/project/opencv-python/](https://pypi.org/project/opencv-python/)  
+[https://github.com/skvark/opencv-python](https://github.com/skvark/opencv-python)  
+9.16 stars per week over 360 weeks  
+3,301 stars, 640 forks, 81 watches  
+[ml](categories/ml.md) category, created 2016-04-08, last commit 2023-02-22, main language Shell  
+<sub><sup>manylinux, opencv, opencv-contrib-python, opencv-python, precompiled, pypi, python, python-3, wheel</sup></sub>
 
 
-### [amundsen](https://github.com/amundsen-io/amundsen) by [amundsen-io](https://github.com/amundsen-io)  
-Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.  
-[https://www.amundsen.io/amundsen/](https://www.amundsen.io/amundsen/)  
-[https://github.com/amundsen-io/amundsen](https://github.com/amundsen-io/amundsen)  
-19 stars per week over 198 weeks  
-3,793 stars, 906 forks, 246 watches  
-[data](categories/data.md) category, created 2019-05-14, last commit 2023-02-28, main language Python  
-<sub><sup>amundsen, data-catalog, data-discovery, linuxfoundation, metadata</sup></sub>
+### [mimesis](https://github.com/lk-geimfari/mimesis) by [lk-geimfari](https://github.com/lk-geimfari)  
+Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a variety of languages.   
+[https://mimesis.name](https://mimesis.name)  
+[https://github.com/lk-geimfari/mimesis](https://github.com/lk-geimfari/mimesis)  
+11 stars per week over 338 weeks  
+3,915 stars, 308 forks, 64 watches  
+[data](categories/data.md) category, created 2016-09-09, last commit 2023-02-26, main language Python  
+<sub><sup>api-mock, data, datascience, dummy, fake, faker, fixtures, generator, json, json-generator, mimesis, mock, python, schema, synthetic-data, testing</sup></sub>
 
 
-### [memory_profiler](https://github.com/pythonprofilers/memory_profiler) by [pythonprofilers](https://github.com/pythonprofilers)  
-memory_profiler: Monitor Memory usage of Python code  
-[http://pypi.python.org/pypi/memory_profiler](http://pypi.python.org/pypi/memory_profiler)  
-[https://github.com/pythonprofilers/memory_profiler](https://github.com/pythonprofilers/memory_profiler)  
-6.37 stars per week over 594 weeks  
-3,786 stars, 366 forks, 76 watches  
-[profiling](categories/profiling.md) category, created 2011-10-14, last commit 2022-12-06, main language Python  
+### [mlxtend](https://github.com/rasbt/mlxtend) by [rasbt](https://github.com/rasbt)  
+mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries.  
+[http://rasbt.github.io/mlxtend/](http://rasbt.github.io/mlxtend/)  
+[https://github.com/rasbt/mlxtend](https://github.com/rasbt/mlxtend)  
+9.6 stars per week over 446 weeks  
+4,286 stars, 806 forks, 117 watches  
+[ml](categories/ml.md) category, created 2014-08-14, last commit 2023-02-26, main language Python  
+<sub><sup>association-rules, data-mining, data-science, machine-learning, python, supervised-learning, unsupervised-learning</sup></sub>
 
 
-### [accelerate](https://github.com/huggingface/accelerate) by [huggingface](https://github.com/huggingface)  
-accelerate: 🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision  
-[https://huggingface.co/docs/accelerate](https://huggingface.co/docs/accelerate)  
-[https://github.com/huggingface/accelerate](https://github.com/huggingface/accelerate)  
-31 stars per week over 122 weeks  
-3,786 stars, 344 forks, 70 watches  
-[ml](categories/ml.md) category, created 2020-10-30, last commit 2023-03-02, main language Python  
+### [vispy](https://github.com/vispy/vispy)  
+vispy: Main repository for Vispy  
+[http://vispy.org](http://vispy.org)  
+[https://github.com/vispy/vispy](https://github.com/vispy/vispy)  
+5.82 stars per week over 519 weeks  
+3,022 stars, 607 forks, 119 watches  
+[viz](categories/viz.md) category, created 2013-03-21, last commit 2023-01-23, main language Python  
+<sub><sup>closember, hacktoberfest, opengl, python, visualization</sup></sub>
 
 
-### [captum](https://github.com/pytorch/captum) by [pytorch](https://github.com/pytorch)  
-captum: Model interpretability and understanding for PyTorch  
-[https://captum.ai](https://captum.ai)  
-[https://github.com/pytorch/captum](https://github.com/pytorch/captum)  
-20 stars per week over 183 weeks  
-3,779 stars, 404 forks, 214 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2019-08-27, last commit 2023-02-03, main language Python  
-<sub><sup>feature-attribution, feature-importance, interpretability, interpretable-ai, interpretable-ml</sup></sub>
+### [mmf](https://github.com/facebookresearch/mmf) by [facebookresearch](https://github.com/facebookresearch)  
+mmf: A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)  
+[https://mmf.sh/](https://mmf.sh/)  
+[https://github.com/facebookresearch/mmf](https://github.com/facebookresearch/mmf)  
+21 stars per week over 244 weeks  
+5,154 stars, 911 forks, 117 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-06-27, last commit 2023-02-02, main language Python  
+<sub><sup>captioning, deep-learning, dialog, hateful-memes, multi-tasking, multimodal, pretrained-models, pytorch, textvqa, vqa</sup></sub>
 
 
-### [orchest](https://github.com/orchest/orchest)  
-orchest: Build data pipelines, the easy way 🛠️  
-[https://orchest.io](https://orchest.io)  
-[https://github.com/orchest/orchest](https://github.com/orchest/orchest)  
-25 stars per week over 145 weeks  
-3,749 stars, 223 forks, 39 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-05-21, last commit 2023-01-20, main language Python  
-<sub><sup>airflow, cloud, dag, data-pipelines, data-science, deployment, docker, etl, etl-pipeline, ide, jupyter, jupyterlab, kubernetes, machine-learning, notebooks, orchest, pipelines, python, self-hosted</sup></sub>
+### [mplfinance](https://github.com/matplotlib/mplfinance) by [matplotlib](https://github.com/matplotlib)  
+mplfinance: Financial Markets Data Visualization using Matplotlib  
+[https://pypi.org/project/mplfinance/](https://pypi.org/project/mplfinance/)  
+[https://github.com/matplotlib/mplfinance](https://github.com/matplotlib/mplfinance)  
+15 stars per week over 169 weeks  
+2,620 stars, 534 forks, 85 watches  
+[finance](categories/finance.md) category, created 2019-12-05, last commit 2023-01-26, main language Python  
+<sub><sup>candlestick, candlestick-chart, candlestickchart, finance, hacktoberfest, hacktoberfest2022, hactoberfest, intraday-data, market-data, matplotlib, mplfinance, ohlc, ohlc-chart, ohlc-data, ohlc-plot, ohlcv, trading-days</sup></sub>
 
 
-### [panda3d](https://github.com/panda3d/panda3d)  
-panda3d: Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU  
-[https://www.panda3d.org/](https://www.panda3d.org/)  
-[https://github.com/panda3d/panda3d](https://github.com/panda3d/panda3d)  
-7.62 stars per week over 491 weeks  
-3,746 stars, 755 forks, 195 watches  
-[gamedev](categories/gamedev.md) category, created 2013-09-30, last commit 2023-02-26, main language C++  
-<sub><sup>c-plus-plus, cross-platform, game-development, game-engine, gamedev, multi-platform, open-source, opengl, panda3d, panda3d-game-engine, python</sup></sub>
+### [lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template) by [ashleve](https://github.com/ashleve)  
+lightning-hydra-template: PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices.  ⚡🔥⚡  
+[https://github.com/ashleve/lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template)  
+19 stars per week over 121 weeks  
+2,334 stars, 401 forks, 20 watches  
+[util](categories/util.md) category, created 2020-11-04, last commit 2023-02-11, main language Python  
+<sub><sup>best-practices, comet, config, deep-learning, hydra, mlflow, mlops, neptune, project-structure, pytorch, pytorch-lightning, reproducibility, template, tensorboard, wandb</sup></sub>
 
 
 ### [PyWebIO](https://github.com/pywebio/pywebio) by [pywebio](https://github.com/pywebio)  
 PyWebIO: Write interactive web app in script way.  
 [https://pywebio.readthedocs.io](https://pywebio.readthedocs.io)  
 [https://github.com/pywebio/pywebio](https://github.com/pywebio/pywebio)  
-23 stars per week over 156 weeks  
-3,716 stars, 334 forks, 51 watches  
+23 stars per week over 157 weeks  
+3,718 stars, 334 forks, 50 watches  
 [web](categories/web.md) category, created 2020-02-29, last commit 2023-02-06, main language Python  
 <sub><sup>pywebio</sup></sub>
 
 
-### [hatch](https://github.com/pypa/hatch) by [pypa](https://github.com/pypa)  
-hatch: Modern, extensible Python project management  
-[https://hatch.pypa.io/latest/](https://hatch.pypa.io/latest/)  
-[https://github.com/pypa/hatch](https://github.com/pypa/hatch)  
-12 stars per week over 300 weeks  
-3,690 stars, 182 forks, 47 watches  
-[util](categories/util.md) category, created 2017-05-31, last commit 2023-02-09, main language Python  
-<sub><sup>build, cli, packaging, plugin, python, versioning, virtualenv</sup></sub>
+### [deepmind-research](https://github.com/deepmind/deepmind-research) by [deepmind](https://github.com/deepmind)  
+deepmind-research: This repository contains implementations and illustrative code to accompany DeepMind publications  
+[https://github.com/deepmind/deepmind-research](https://github.com/deepmind/deepmind-research)  
+53 stars per week over 215 weeks  
+11,494 stars, 2,359 forks, 329 watches  
+[ml](categories/ml.md) category, created 2019-01-15, last commit 2023-01-31, main language Jupyter Notebook  
 
 
-### [Cirq](https://github.com/quantumlib/cirq) by [quantumlib](https://github.com/quantumlib)  
-Cirq: A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.  
-[https://github.com/quantumlib/cirq](https://github.com/quantumlib/cirq)  
-13 stars per week over 272 weeks  
-3,673 stars, 834 forks, 176 watches  
-[sim](categories/sim.md) category, created 2017-12-14, last commit 2023-03-02, main language Python  
-<sub><sup>cirq, nisq, quantum-algorithms, quantum-circuits, quantum-computing</sup></sub>
+### [PyGithub](https://github.com/pygithub/pygithub) by [pygithub](https://github.com/pygithub)  
+PyGithub: Typed interactions with the GitHub API v3  
+[https://pygithub.readthedocs.io/](https://pygithub.readthedocs.io/)  
+[https://github.com/pygithub/pygithub](https://github.com/pygithub/pygithub)  
+10 stars per week over 575 weeks  
+5,830 stars, 1,595 forks, 112 watches  
+[util](categories/util.md) category, created 2012-02-25, last commit 2023-02-23, main language Python  
+<sub><sup>github, github-api, pygithub, python</sup></sub>
 
 
-### [grist-core](https://github.com/gristlabs/grist-core) by [gristlabs](https://github.com/gristlabs)  
-grist-core: Grist is the evolution of spreadsheets.  
-[https://support.getgrist.com/self-managed/](https://support.getgrist.com/self-managed/)  
-[https://github.com/gristlabs/grist-core](https://github.com/gristlabs/grist-core)  
-25 stars per week over 145 weeks  
-3,669 stars, 171 forks, 41 watches  
-[data](categories/data.md) category, created 2020-05-22, last commit 2023-03-02, main language TypeScript  
-<sub><sup>awesome, database, spreadsheet</sup></sub>
+### [pytype](https://github.com/google/pytype) by [google](https://github.com/google)  
+pytype: A static type analyzer for Python code  
+[https://google.github.io/pytype](https://google.github.io/pytype)  
+[https://github.com/google/pytype](https://github.com/google/pytype)  
+9.93 stars per week over 415 weeks  
+4,128 stars, 267 forks, 56 watches  
+[typing](categories/typing.md) category, created 2015-03-18, last commit 2023-03-03, main language Python  
+<sub><sup>linter, python, static-analysis, static-code-analysis, typechecker, types, typing</sup></sub>
 
 
-### [RPA-Python](https://github.com/tebelorg/rpa-python) by [tebelorg](https://github.com/tebelorg)  
-RPA-Python: Python package for doing RPA  
-[https://github.com/tebelorg/rpa-python](https://github.com/tebelorg/rpa-python)  
-17 stars per week over 204 weeks  
-3,661 stars, 541 forks, 101 watches  
-[util](categories/util.md) category, created 2019-03-30, last commit 2022-09-07, main language Python  
-<sub><sup>cross-platform, opencv, python, rpa, sikuli, tagui, tesseract</sup></sub>
+### [tenacity](https://github.com/jd/tenacity) by [jd](https://github.com/jd)  
+tenacity: Retrying library for Python  
+[http://tenacity.readthedocs.io](http://tenacity.readthedocs.io)  
+[https://github.com/jd/tenacity](https://github.com/jd/tenacity)  
+13 stars per week over 342 weeks  
+4,520 stars, 225 forks, 44 watches  
+[util](categories/util.md) category, created 2016-08-11, last commit 2023-02-28, main language Python  
+<sub><sup>failure, hacktoberfest, python, retry, retry-library</sup></sub>
+
+
+### [warehouse](https://github.com/pypi/warehouse) by [pypi](https://github.com/pypi)  
+warehouse: The Python Package Index  
+[https://pypi.org](https://pypi.org)  
+[https://github.com/pypi/warehouse](https://github.com/pypi/warehouse)  
+6.09 stars per week over 518 weeks  
+3,157 stars, 908 forks, 105 watches  
+[util](categories/util.md) category, created 2013-03-30, last commit 2023-03-03, main language Python  
 
 
-### [discoart](https://github.com/jina-ai/discoart) by [jina-ai](https://github.com/jina-ai)  
-discoart: 🪩 Create Disco Diffusion artworks in one line  
-[https://github.com/jina-ai/discoart](https://github.com/jina-ai/discoart)  
-103 stars per week over 35 weeks  
-3,645 stars, 221 forks, 33 watches  
-[diffusion](categories/diffusion.md) category, created 2022-06-30, last commit 2022-08-17, main language Python  
-<sub><sup>clip-guided-diffusion, creative-ai, creative-art, cross-modal, dalle, diffusion, disco-diffusion, discodiffusion, generative-art, imgen, latent-diffusion, midjourney, multimodal, prompts, stable-diffusion</sup></sub>
+### [auto-sklearn](https://github.com/automl/auto-sklearn) by [automl](https://github.com/automl)  
+auto-sklearn: Automated Machine Learning with scikit-learn  
+[https://automl.github.io/auto-sklearn](https://automl.github.io/auto-sklearn)  
+[https://github.com/automl/auto-sklearn](https://github.com/automl/auto-sklearn)  
+16 stars per week over 400 weeks  
+6,772 stars, 1,213 forks, 213 watches  
+[ml](categories/ml.md) category, created 2015-07-02, last commit 2022-12-07, main language Python  
+<sub><sup>automated-machine-learning, automl, bayesian-optimization, hyperparameter-optimization, hyperparameter-search, hyperparameter-tuning, meta-learning, metalearning, scikit-learn, smac</sup></sub>
 
 
-### [gdal](https://github.com/osgeo/gdal) by [osgeo](https://github.com/osgeo)  
-GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.  
-[https://gdal.org](https://gdal.org)  
-[https://github.com/osgeo/gdal](https://github.com/osgeo/gdal)  
-6.69 stars per week over 542 weeks  
-3,630 stars, 2,019 forks, 163 watches  
-[gis](categories/gis.md) category, created 2012-10-09, last commit 2023-03-02, main language C++  
-<sub><sup>geospatial-data, raster, remote-sensing, vector</sup></sub>
+### [RecBole](https://github.com/rucaibox/recbole) by [rucaibox](https://github.com/rucaibox)  
+RecBole: A unified, comprehensive and efficient recommendation library  
+[https://recbole.io/](https://recbole.io/)  
+[https://github.com/rucaibox/recbole](https://github.com/rucaibox/recbole)  
+17 stars per week over 142 weeks  
+2,491 stars, 459 forks, 39 watches  
+[ml](categories/ml.md) category, created 2020-06-11, last commit 2023-03-02, main language Python  
+<sub><sup>collaborative-filtering, ctr-prediction, deep-learning, graph-neural-networks, knowledge-graph, pytorch, recommendation-system, recommendations, recommender, recommender-systems, sequential-recommendation</sup></sub>
 
 
-### [freezegun](https://github.com/spulec/freezegun) by [spulec](https://github.com/spulec)  
-freezegun: Let your Python tests travel through time  
-[https://github.com/spulec/freezegun](https://github.com/spulec/freezegun)  
-6.73 stars per week over 533 weeks  
-3,591 stars, 249 forks, 31 watches  
-[testing](categories/testing.md) category, created 2012-12-11, last commit 2023-02-22, main language Python  
+### [fastapi-users](https://github.com/fastapi-users/fastapi-users)  
+fastapi-users: Ready-to-use and customizable users management for FastAPI  
+[https://fastapi-users.github.io/fastapi-users/](https://fastapi-users.github.io/fastapi-users/)  
+[https://github.com/fastapi-users/fastapi-users](https://github.com/fastapi-users/fastapi-users)  
+14 stars per week over 178 weeks  
+2,520 stars, 250 forks, 34 watches  
+[web](categories/web.md) category, created 2019-10-05, last commit 2023-02-14, main language Python  
+<sub><sup>async, asyncio, fastapi, fastapi-users, python, starlette, users</sup></sub>
 
 
-### [geopandas](https://github.com/geopandas/geopandas)  
-geopandas: Python tools for geographic data  
-[http://geopandas.org/](http://geopandas.org/)  
-[https://github.com/geopandas/geopandas](https://github.com/geopandas/geopandas)  
-7.06 stars per week over 505 weeks  
-3,565 stars, 794 forks, 106 watches  
-[gis](categories/gis.md) category, created 2013-06-27, last commit 2023-02-27, main language Python  
+### [pyglet](https://github.com/pyglet/pyglet)  
+pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.  
+[http://pyglet.org](http://pyglet.org)  
+[https://github.com/pyglet/pyglet](https://github.com/pyglet/pyglet)  
+7.27 stars per week over 195 weeks  
+1,417 stars, 252 forks, 32 watches  
+[gamedev](categories/gamedev.md) category, created 2019-06-09, last commit 2023-03-03, main language Python  
+<sub><sup>gamedev, opengl, pyglet, python, scientific-visualization</sup></sub>
 
 
-### [mage-ai](https://github.com/mage-ai/mage-ai)  
-mage-ai: 🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.  
-[https://www.mage.ai/](https://www.mage.ai/)  
-[https://github.com/mage-ai/mage-ai](https://github.com/mage-ai/mage-ai)  
-85 stars per week over 41 weeks  
-3,549 stars, 277 forks, 46 watches  
-[ml-ops](categories/ml-ops.md) category, created 2022-05-16, last commit 2023-03-03, main language Python  
-<sub><sup>artificial-intelligence, data, data-engineering, data-integration, data-pipelines, data-science, dbt, elt, etl, machine-learning, orchestration, pipeline, pipelines, python, reverse-etl, spark, sql, transformation</sup></sub>
+### [handcalcs](https://github.com/connorferster/handcalcs) by [connorferster](https://github.com/connorferster)  
+handcalcs: Python library for converting Python calculations into rendered latex.  
+[https://github.com/connorferster/handcalcs](https://github.com/connorferster/handcalcs)  
+32 stars per week over 158 weeks  
+5,140 stars, 398 forks, 78 watches  
+[jupyter](categories/jupyter.md) category, created 2020-02-19, last commit 2022-12-27, main language CSS  
 
 
-### [txtai](https://github.com/neuml/txtai) by [neuml](https://github.com/neuml)  
-txtai: 💡 Build AI-powered semantic search applications   
-[https://neuml.github.io/txtai](https://neuml.github.io/txtai)  
-[https://github.com/neuml/txtai](https://github.com/neuml/txtai)  
-26 stars per week over 133 weeks  
-3,513 stars, 303 forks, 62 watches  
-[nlp](categories/nlp.md) category, created 2020-08-09, last commit 2023-03-02, main language Python  
-<sub><sup>api, audio-search, cloud-native, contextual-search, deep-learning, document-search, image-search, machine-learning, machine-learning-pipelines, machine-learning-workflows, microservice, neural-search, nlp, python, search, semantic-search, similarity-search, txtai, vector-search, video-search</sup></sub>
+### [fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices) by [zhanymkanov](https://github.com/zhanymkanov)  
+fastapi-best-practices: FastAPI Best Practices and Conventions we used @ hi.peerlink.me  
+[https://github.com/zhanymkanov/fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices)  
+91 stars per week over 29 weeks  
+2,721 stars, 198 forks, 52 watches  
+[study](categories/study.md) category, created 2022-08-09, last commit 2023-01-09, main language None  
+<sub><sup>best-practices, fastapi</sup></sub>
 
 
-### [layout-parser](https://github.com/layout-parser/layout-parser)  
-layout-parser: A Unified Toolkit for Deep Learning Based Document Image Analysis  
-[https://layout-parser.github.io/](https://layout-parser.github.io/)  
-[https://github.com/layout-parser/layout-parser](https://github.com/layout-parser/layout-parser)  
-24 stars per week over 142 weeks  
-3,496 stars, 350 forks, 60 watches  
-[nlp](categories/nlp.md) category, created 2020-06-10, last commit 2022-08-06, main language Python  
-<sub><sup>computer-vision, deep-learning, detectron2, document-image-processing, document-layout-analysis, layout-analysis, layout-detection, layout-parser, object-detection, ocr</sup></sub>
+### [stumpy](https://github.com/tdameritrade/stumpy) by [tdameritrade](https://github.com/tdameritrade)  
+STUMPY is a powerful and scalable Python library for modern time series analysis  
+[https://stumpy.readthedocs.io/en/latest/](https://stumpy.readthedocs.io/en/latest/)  
+[https://github.com/tdameritrade/stumpy](https://github.com/tdameritrade/stumpy)  
+12 stars per week over 200 weeks  
+2,562 stars, 248 forks, 53 watches  
+[time-series](categories/time-series.md) category, created 2019-05-03, last commit 2023-02-16, main language Python  
+<sub><sup>anomaly-detection, dask, data-science, matrix-profile, motif-discovery, numba, pattern-matching, pydata, python, time-series-analysis, time-series-data-mining, time-series-segmentation</sup></sub>
 
 
-### [python-ftfy](https://github.com/rspeer/python-ftfy) by [rspeer](https://github.com/rspeer)  
-python-ftfy: Fixes mojibake and other glitches in Unicode text, after the fact.  
-[http://ftfy.readthedocs.org](http://ftfy.readthedocs.org)  
-[https://github.com/rspeer/python-ftfy](https://github.com/rspeer/python-ftfy)  
-6.29 stars per week over 549 weeks  
-3,451 stars, 116 forks, 75 watches  
-[util](categories/util.md) category, created 2012-08-24, last commit 2022-10-25, main language Python  
+### [papermill](https://github.com/nteract/papermill) by [nteract](https://github.com/nteract)  
+papermill: 📚 Parameterize, execute, and analyze notebooks  
+[http://papermill.readthedocs.io/en/latest/](http://papermill.readthedocs.io/en/latest/)  
+[https://github.com/nteract/papermill](https://github.com/nteract/papermill)  
+17 stars per week over 295 weeks  
+5,130 stars, 388 forks, 91 watches  
+[jupyter](categories/jupyter.md) category, created 2017-07-06, last commit 2022-10-18, main language Python  
+<sub><sup>julia, jupyter, notebook, notebook-generator, notebooks, nteract, pipeline, publishing, python, r, scala</sup></sub>
 
 
-### [circuitpython](https://github.com/adafruit/circuitpython) by [adafruit](https://github.com/adafruit)  
-CircuitPython - a Python implementation for teaching coding with microcontrollers  
-[https://circuitpython.org](https://circuitpython.org)  
-[https://github.com/adafruit/circuitpython](https://github.com/adafruit/circuitpython)  
-10 stars per week over 340 weeks  
-3,422 stars, 918 forks, 130 watches  
-[util](categories/util.md) category, created 2016-08-20, last commit 2023-03-02, main language C  
-<sub><sup>beginner, circuitpython, cpython, education, embedded, hacktoberfest, microcontroller, micropython, python, python3</sup></sub>
+### [tpot](https://github.com/epistasislab/tpot) by [epistasislab](https://github.com/epistasislab)  
+tpot: A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.  
+[http://epistasislab.github.io/tpot/](http://epistasislab.github.io/tpot/)  
+[https://github.com/epistasislab/tpot](https://github.com/epistasislab/tpot)  
+23 stars per week over 382 weeks  
+8,968 stars, 1,517 forks, 293 watches  
+[ml](categories/ml.md) category, created 2015-11-03, last commit 2022-07-29, main language Python  
+<sub><sup>adsp, ag066833, aiml, alzheimer, alzheimers, automated-machine-learning, automation, automl, data-science, feature-engineering, gradient-boosting, hyperparameter-optimization, machine-learning, model-selection, nia, parameter-tuning, python, random-forest, scikit-learn, u01ag066833</sup></sub>
 
 
-### [pywebview](https://github.com/r0x0r/pywebview) by [r0x0r](https://github.com/r0x0r)  
-pywebview: Build GUI for your Python program with JavaScript, HTML, and CSS  
-[https://pywebview.flowrl.com](https://pywebview.flowrl.com)  
-[https://github.com/r0x0r/pywebview](https://github.com/r0x0r/pywebview)  
-7.84 stars per week over 432 weeks  
-3,390 stars, 441 forks, 58 watches  
-[gui](categories/gui.md) category, created 2014-11-20, last commit 2023-02-28, main language Python  
-<sub><sup>cef, cocoa, gtk, gui, html, javascript, linux, osx, python, qt, webkit, windows</sup></sub>
+### [pandarallel](https://github.com/nalepae/pandarallel) by [nalepae](https://github.com/nalepae)  
+pandarallel: A simple and efficient tool to parallelize Pandas operations on all available CPUs  
+[https://nalepae.github.io/pandarallel](https://nalepae.github.io/pandarallel)  
+[https://github.com/nalepae/pandarallel](https://github.com/nalepae/pandarallel)  
+13 stars per week over 208 weeks  
+2,907 stars, 176 forks, 27 watches  
+[pandas](categories/pandas.md) category, created 2019-03-10, last commit 2023-02-12, main language Python  
+<sub><sup>pandas, parallel, python</sup></sub>
 
 
-### [gluonts](https://github.com/awslabs/gluonts) by [awslabs](https://github.com/awslabs)  
-gluonts: Probabilistic time series modeling in Python  
-[https://ts.gluon.ai](https://ts.gluon.ai)  
-[https://github.com/awslabs/gluonts](https://github.com/awslabs/gluonts)  
-17 stars per week over 198 weeks  
-3,377 stars, 680 forks, 70 watches  
-[time-series](categories/time-series.md) category, created 2019-05-15, last commit 2023-03-02, main language Python  
-<sub><sup>artificial-intelligence, aws, data-science, deep-learning, forecasting, machine-learning, mxnet, neural-networks, pytorch, sagemaker, time-series, time-series-forecasting, time-series-prediction, timeseries</sup></sub>
+### [line_profiler](https://github.com/pyutils/line_profiler) by [pyutils](https://github.com/pyutils)  
+line_profiler: Line-by-line profiling for Python  
+[https://github.com/pyutils/line_profiler](https://github.com/pyutils/line_profiler)  
+9.98 stars per week over 168 weeks  
+1,684 stars, 97 forks, 16 watches  
+[profiling](categories/profiling.md) category, created 2019-12-10, last commit 2023-03-04, main language Cython  
 
 
-### [plotnine](https://github.com/has2k1/plotnine) by [has2k1](https://github.com/has2k1)  
-plotnine: A grammar of graphics for Python  
-[https://plotnine.readthedocs.io/en/stable/](https://plotnine.readthedocs.io/en/stable/)  
-[https://github.com/has2k1/plotnine](https://github.com/has2k1/plotnine)  
-11 stars per week over 305 weeks  
-3,376 stars, 194 forks, 67 watches  
-[viz](categories/viz.md) category, created 2017-04-24, last commit 2023-02-01, main language Python  
-<sub><sup>data-analysis, grammar, graphics, plotting, python</sup></sub>
+### [full-stack-fastapi-postgresql](https://github.com/tiangolo/full-stack-fastapi-postgresql) by [tiangolo](https://github.com/tiangolo)  
+full-stack-fastapi-postgresql: Full stack, modern web application generator. Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.  
+[https://github.com/tiangolo/full-stack-fastapi-postgresql](https://github.com/tiangolo/full-stack-fastapi-postgresql)  
+53 stars per week over 210 weeks  
+11,263 stars, 2,054 forks, 187 watches  
+[template](categories/template.md) category, created 2019-02-23, last commit 2020-06-05, main language Python  
+<sub><sup>backend, celery, cookiecutter, docker, fastapi, frontend, json, json-schema, jwt, letsencrypt, openapi, openapi3, pgadmin, postgresql, python, python3, swagger, traefik, vue, vuex</sup></sub>
 
 
-### [ReAgent](https://github.com/facebookresearch/reagent) by [facebookresearch](https://github.com/facebookresearch)  
-ReAgent: A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)  
-[https://reagent.ai](https://reagent.ai)  
-[https://github.com/facebookresearch/reagent](https://github.com/facebookresearch/reagent)  
-11 stars per week over 292 weeks  
-3,352 stars, 508 forks, 150 watches  
-[ml](categories/ml.md) category, created 2017-07-27, last commit 2023-02-28, main language Python  
+### [pip-audit](https://github.com/trailofbits/pip-audit) by [trailofbits](https://github.com/trailofbits)  
+pip-audit: Audits Python environments and dependency trees for known vulnerabilities  
+[https://pypi.org/project/pip-audit/](https://pypi.org/project/pip-audit/)  
+[https://github.com/trailofbits/pip-audit](https://github.com/trailofbits/pip-audit)  
+9.66 stars per week over 78 weeks  
+758 stars, 49 forks, 20 watches  
+[security](categories/security.md) category, created 2021-09-02, last commit 2023-02-24, main language Python  
+<sub><sup>pip, python, security, security-audit, supply-chain</sup></sub>
 
 
-### [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) by [aws](https://github.com/aws)  
-aws-sdk-pandas: pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).  
-[https://aws-sdk-pandas.readthedocs.io](https://aws-sdk-pandas.readthedocs.io)  
-[https://github.com/aws/aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas)  
-15 stars per week over 209 weeks  
-3,341 stars, 581 forks, 61 watches  
-[pandas](categories/pandas.md) category, created 2019-02-26, last commit 2023-03-02, main language Python  
-<sub><sup>amazon-athena, amazon-sagemaker-notebook, apache-arrow, apache-parquet, athena, aws, aws-glue, aws-lambda, data-engineering, data-science, emr, etl, glue-catalog, lambda, mysql, pandas, python, redshift</sup></sub>
+### [PlotNeuralNet](https://github.com/harisiqbal88/plotneuralnet) by [harisiqbal88](https://github.com/harisiqbal88)  
+PlotNeuralNet: Latex code for making neural networks diagrams  
+[https://github.com/harisiqbal88/plotneuralnet](https://github.com/harisiqbal88/plotneuralnet)  
+78 stars per week over 240 weeks  
+18,929 stars, 2,579 forks, 223 watches  
+[ml](categories/ml.md) category, created 2018-07-24, last commit 2020-11-06, main language TeX  
+<sub><sup>deep-neural-networks, latex</sup></sub>
 
 
-### [opencv-python](https://github.com/skvark/opencv-python) by [skvark](https://github.com/skvark)  
-opencv-python: Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.  
-[https://pypi.org/project/opencv-python/](https://pypi.org/project/opencv-python/)  
-[https://github.com/skvark/opencv-python](https://github.com/skvark/opencv-python)  
-9.16 stars per week over 360 weeks  
-3,298 stars, 640 forks, 81 watches  
-[ml](categories/ml.md) category, created 2016-04-08, last commit 2023-02-22, main language Shell  
-<sub><sup>manylinux, opencv, opencv-contrib-python, opencv-python, precompiled, pypi, python, python-3, wheel</sup></sub>
+### [satpy](https://github.com/pytroll/satpy) by [pytroll](https://github.com/pytroll)  
+satpy: Python package for earth-observing satellite data processing  
+[http://satpy.readthedocs.org/en/latest/](http://satpy.readthedocs.org/en/latest/)  
+[https://github.com/pytroll/satpy](https://github.com/pytroll/satpy)  
+2.43 stars per week over 368 weeks  
+897 stars, 261 forks, 31 watches  
+[gis](categories/gis.md) category, created 2016-02-09, last commit 2023-02-21, main language Python  
+<sub><sup>closember, dask, hacktoberfest, python, satellite, weather, xarray</sup></sub>
 
 
-### [BioGPT](https://github.com/microsoft/biogpt) by [microsoft](https://github.com/microsoft)  
-microsoft/biogpt  
-[https://github.com/microsoft/biogpt](https://github.com/microsoft/biogpt)  
-115 stars per week over 28 weeks  
-3,290 stars, 311 forks, 61 watches  
-[nlp](categories/nlp.md) category, created 2022-08-15, last commit 2023-02-13, main language Python  
+### [flake8](https://github.com/pycqa/flake8) by [pycqa](https://github.com/pycqa)  
+flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.  
+[https://flake8.pycqa.org](https://flake8.pycqa.org)  
+[https://github.com/pycqa/flake8](https://github.com/pycqa/flake8)  
+6.03 stars per week over 442 weeks  
+2,665 stars, 274 forks, 34 watches  
+[util](categories/util.md) category, created 2014-09-13, last commit 2023-02-21, main language Python  
+<sub><sup>complexity-analysis, flake8, linter, linter-flake8, pep8, python, python3, static-analysis, static-code-analysis, style-guide, styleguide, stylelint</sup></sub>
 
 
-### [pyzmq](https://github.com/zeromq/pyzmq) by [zeromq](https://github.com/zeromq)  
-PyZMQ:  Python bindings for zeromq  
-[http://zguide.zeromq.org/py:all](http://zguide.zeromq.org/py:all)  
-[https://github.com/zeromq/pyzmq](https://github.com/zeromq/pyzmq)  
-4.99 stars per week over 658 weeks  
-3,283 stars, 616 forks, 102 watches  
-[util](categories/util.md) category, created 2010-07-21, last commit 2023-02-23, main language Python  
-<sub><sup>cython, python, zeromq</sup></sub>
+### [geopandas](https://github.com/geopandas/geopandas)  
+geopandas: Python tools for geographic data  
+[http://geopandas.org/](http://geopandas.org/)  
+[https://github.com/geopandas/geopandas](https://github.com/geopandas/geopandas)  
+7.06 stars per week over 505 weeks  
+3,568 stars, 794 forks, 106 watches  
+[gis](categories/gis.md) category, created 2013-06-27, last commit 2023-03-04, main language Python  
 
 
-### [polyaxon](https://github.com/polyaxon/polyaxon)  
-polyaxon: MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle  
-[https://polyaxon.com](https://polyaxon.com)  
-[https://github.com/polyaxon/polyaxon](https://github.com/polyaxon/polyaxon)  
-10 stars per week over 322 weeks  
-3,266 stars, 320 forks, 78 watches  
-[ml-ops](categories/ml-ops.md) category, created 2016-12-26, last commit 2023-03-03, main language None  
-<sub><sup>artificial-intelligence, caffe, data-science, deep-learning, hyperparameter-optimization, jupyter, jupyterlab, k8s, keras, kubernetes, machine-learning, ml, mlops, mxnet, notebook, pipelines, pytorch, reinforcement-learning, tensorflow, workflow</sup></sub>
+### [explainerdashboard](https://github.com/oegedijk/explainerdashboard) by [oegedijk](https://github.com/oegedijk)  
+explainerdashboard: Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.  
+[http://explainerdashboard.readthedocs.io](http://explainerdashboard.readthedocs.io)  
+[https://github.com/oegedijk/explainerdashboard](https://github.com/oegedijk/explainerdashboard)  
+9.1 stars per week over 174 weeks  
+1,588 stars, 208 forks, 18 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2019-10-30, last commit 2023-02-18, main language Python  
+<sub><sup>dash, dashboard, data-scientists, explainer, inner-workings, interactive-dashboards, interactive-plots, model-predictions, permutation-importances, plotly, shap, shap-values, xai, xai-library</sup></sub>
 
 
-### [uwsgi](https://github.com/unbit/uwsgi) by [unbit](https://github.com/unbit)  
-uWSGI application server container  
-[http://projects.unbit.it/uwsgi](http://projects.unbit.it/uwsgi)  
-[https://github.com/unbit/uwsgi](https://github.com/unbit/uwsgi)  
-5.48 stars per week over 594 weeks  
-3,260 stars, 670 forks, 113 watches  
-[web](categories/web.md) category, created 2011-10-09, last commit 2023-01-10, main language C  
+### [flask-restx](https://github.com/python-restx/flask-restx) by [python-restx](https://github.com/python-restx)  
+flask-restx: Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask  
+[https://flask-restx.readthedocs.io/en/latest/](https://flask-restx.readthedocs.io/en/latest/)  
+[https://github.com/python-restx/flask-restx](https://github.com/python-restx/flask-restx)  
+10 stars per week over 164 weeks  
+1,762 stars, 294 forks, 70 watches  
+[web](categories/web.md) category, created 2020-01-09, last commit 2023-03-04, main language Python  
+<sub><sup>api, flask, json, python, rest, restful, restplus, restx, swagger</sup></sub>
 
 
-### [jupyter-book](https://github.com/executablebooks/jupyter-book) by [executablebooks](https://github.com/executablebooks)  
-jupyter-book: Create beautiful, publication-quality books and documents from computational content.  
-[http://jupyterbook.org](http://jupyterbook.org)  
-[https://github.com/executablebooks/jupyter-book](https://github.com/executablebooks/jupyter-book)  
-13 stars per week over 246 weeks  
-3,253 stars, 612 forks, 60 watches  
-[jupyter](categories/jupyter.md) category, created 2018-06-14, last commit 2023-03-01, main language Python  
-<sub><sup>documentation-generator, jupyter, sphinx-doc</sup></sub>
+### [lightseq](https://github.com/bytedance/lightseq) by [bytedance](https://github.com/bytedance)  
+LightSeq: A High Performance Library for Sequence Processing and Generation  
+[https://github.com/bytedance/lightseq](https://github.com/bytedance/lightseq)  
+15 stars per week over 169 weeks  
+2,602 stars, 297 forks, 53 watches  
+[nlp](categories/nlp.md) category, created 2019-12-06, last commit 2023-03-03, main language C++  
+<sub><sup>accelerate, bart, beam-search, bert, cuda, diverse-decoding, gpt, inference, multilingual-nmt, sampling, training, transformer</sup></sub>
 
 
-### [python-socketio](https://github.com/miguelgrinberg/python-socketio) by [miguelgrinberg](https://github.com/miguelgrinberg)  
-python-socketio: Python Socket.IO server and client  
-[https://github.com/miguelgrinberg/python-socketio](https://github.com/miguelgrinberg/python-socketio)  
-8.16 stars per week over 398 weeks  
-3,251 stars, 525 forks, 63 watches  
-[util](categories/util.md) category, created 2015-07-15, last commit 2023-02-16, main language Python  
-<sub><sup>asyncio, eventlet, gevent, long-polling, low-latency, python, socket-io, socketio, socketio-server, web-server, websocket</sup></sub>
+### [causalml](https://github.com/uber/causalml) by [uber](https://github.com/uber)  
+causalml: Uplift modeling and causal inference with machine learning algorithms  
+[https://github.com/uber/causalml](https://github.com/uber/causalml)  
+20 stars per week over 190 weeks  
+3,819 stars, 613 forks, 78 watches  
+[ml](categories/ml.md) category, created 2019-07-09, last commit 2023-02-03, main language Python  
+<sub><sup>causal-inference, incubation, machine-learning, uplift-modeling</sup></sub>
 
 
-### [Binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot) by [cyberpunkmetalhead](https://github.com/cyberpunkmetalhead)  
-Binance-volatility-trading-bot: This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.  
-[https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot)  
-34 stars per week over 94 weeks  
-3,243 stars, 760 forks, 148 watches  
-[crypto](categories/crypto.md) category, created 2021-05-08, last commit 2021-06-10, main language Python  
+### [python-dotenv](https://github.com/theskumar/python-dotenv) by [theskumar](https://github.com/theskumar)  
+python-dotenv: Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.  
+[https://saurabh-kumar.com/python-dotenv/](https://saurabh-kumar.com/python-dotenv/)  
+[https://github.com/theskumar/python-dotenv](https://github.com/theskumar/python-dotenv)  
+12 stars per week over 443 weeks  
+5,716 stars, 358 forks, 33 watches  
+[util](categories/util.md) category, created 2014-09-06, last commit 2023-02-24, main language Python  
+<sub><sup>12-factor-app, configuration, devops-tools, dotenv, env, environment-variables, python</sup></sub>
 
 
-### [remi](https://github.com/dddomodossola/remi) by [dddomodossola](https://github.com/dddomodossola)  
-remi: Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.  
-[https://github.com/dddomodossola/remi](https://github.com/dddomodossola/remi)  
-6.92 stars per week over 467 weeks  
-3,231 stars, 394 forks, 121 watches  
-[gui](categories/gui.md) category, created 2014-03-20, last commit 2023-02-01, main language Python  
-<sub><sup>gui, gui-library, platform-independent, python, remi, ui</sup></sub>
+### [gpt-2](https://github.com/openai/gpt-2) by [openai](https://github.com/openai)  
+gpt-2: Code for the paper "Language Models are Unsupervised Multitask Learners"  
+[https://openai.com/blog/better-language-models/](https://openai.com/blog/better-language-models/)  
+[https://github.com/openai/gpt-2](https://github.com/openai/gpt-2)  
+82 stars per week over 211 weeks  
+17,453 stars, 4,391 forks, 601 watches  
+[nlp](categories/nlp.md) category, created 2019-02-11, last commit 2020-12-02, main language Python  
+<sub><sup>paper</sup></sub>
 
 
-### [spack](https://github.com/spack/spack)  
-spack: A flexible package manager that supports multiple versions, configurations, platforms, and compilers.  
-[https://spack.io](https://spack.io)  
-[https://github.com/spack/spack](https://github.com/spack/spack)  
-6.77 stars per week over 477 weeks  
-3,230 stars, 1,838 forks, 103 watches  
-[util](categories/util.md) category, created 2014-01-08, last commit 2023-03-02, main language Python  
-<sub><sup>build-tools, hpc, linux, macos, package-manager, python, radiuss, scientific-computing, spack</sup></sub>
+### [distributed](https://github.com/dask/distributed) by [dask](https://github.com/dask)  
+distributed: A distributed task scheduler for Dask  
+[https://distributed.dask.org](https://distributed.dask.org)  
+[https://github.com/dask/distributed](https://github.com/dask/distributed)  
+3.7 stars per week over 390 weeks  
+1,444 stars, 677 forks, 58 watches  
+[perf](categories/perf.md) category, created 2015-09-13, last commit 2023-03-04, main language Python  
+<sub><sup>dask, distributed-computing, hacktoberfest, pydata, python</sup></sub>
 
 
-### [aim](https://github.com/aimhubio/aim) by [aimhubio](https://github.com/aimhubio)  
-Aim 💫 — easy-to-use and performant open-source ML experiment tracker.  
-[https://aimstack.io](https://aimstack.io)  
-[https://github.com/aimhubio/aim](https://github.com/aimhubio/aim)  
-16 stars per week over 196 weeks  
-3,200 stars, 200 forks, 37 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-05-31, last commit 2023-03-02, main language TypeScript  
-<sub><sup>ai, data-science, data-visualization, experiment-tracking, machine-learning, metadata, metadata-tracking, ml, mlflow, mlops, python, pytorch, tensorboard, tensorflow, visualization</sup></sub>
+### [ta-lib-python](https://github.com/ta-lib/ta-lib-python) by [ta-lib](https://github.com/ta-lib)  
+ta-lib-python: Python wrapper for TA-Lib (http://ta-lib.org/).  
+[http://ta-lib.github.io/ta-lib-python](http://ta-lib.github.io/ta-lib-python)  
+[https://github.com/ta-lib/ta-lib-python](https://github.com/ta-lib/ta-lib-python)  
+13 stars per week over 571 weeks  
+7,519 stars, 1,472 forks, 319 watches  
+[finance](categories/finance.md) category, created 2012-03-23, last commit 2023-02-28, main language Cython  
+<sub><sup>finance, pattern-recognition, python, quantitative-finance, ta-lib, technical-analysis</sup></sub>
 
 
-### [tox](https://github.com/tox-dev/tox) by [tox-dev](https://github.com/tox-dev)  
-tox: Command line driven CI frontend and development task automation tool.  
-[https://tox.wiki](https://tox.wiki)  
-[https://github.com/tox-dev/tox](https://github.com/tox-dev/tox)  
-9.49 stars per week over 336 weeks  
-3,196 stars, 461 forks, 41 watches  
-[testing](categories/testing.md) category, created 2016-09-17, last commit 2023-03-02, main language Python  
-<sub><sup>actions, appveyor, automation, azure-pipelines, circleci, cli, continuous-integration, gitlab, hacktoberfest, pep-621, python, testing, travis, venv, virtualenv</sup></sub>
+### [apscheduler](https://github.com/agronholm/apscheduler) by [agronholm](https://github.com/agronholm)  
+apscheduler: Task scheduling library for Python  
+[https://github.com/agronholm/apscheduler](https://github.com/agronholm/apscheduler)  
+13 stars per week over 362 weeks  
+4,869 stars, 618 forks, 122 watches  
+[util](categories/util.md) category, created 2016-03-27, last commit 2023-02-07, main language Python  
 
 
-### [PyTorch-BigGraph](https://github.com/facebookresearch/pytorch-biggraph) by [facebookresearch](https://github.com/facebookresearch)  
-PyTorch-BigGraph: Generate embeddings from large-scale graph-structured data.  
-[https://torchbiggraph.readthedocs.io/](https://torchbiggraph.readthedocs.io/)  
-[https://github.com/facebookresearch/pytorch-biggraph](https://github.com/facebookresearch/pytorch-biggraph)  
-13 stars per week over 230 weeks  
-3,194 stars, 438 forks, 92 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-10-01, last commit 2022-12-08, main language Python  
+### [brax](https://github.com/google/brax) by [google](https://github.com/google)  
+brax: Massively parallel rigidbody physics simulation on accelerator hardware.  
+[https://github.com/google/brax](https://github.com/google/brax)  
+16 stars per week over 91 weeks  
+1,552 stars, 162 forks, 37 watches  
+[sim](categories/sim.md) category, created 2021-06-02, last commit 2023-02-09, main language Jupyter Notebook  
+<sub><sup>jax, physics-simulation, reinforcement-learning, robotics</sup></sub>
 
 
-### [evidently](https://github.com/evidentlyai/evidently) by [evidentlyai](https://github.com/evidentlyai)  
-evidently: Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b  
-[https://github.com/evidentlyai/evidently](https://github.com/evidentlyai/evidently)  
-26 stars per week over 118 weeks  
-3,191 stars, 346 forks, 36 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-11-25, last commit 2023-02-22, main language Python  
-<sub><sup>data-drift, data-science, hacktoberfest, html-report, jupyter-notebook, machine-learning, machine-learning-operations, mlops, model-monitoring, pandas-dataframe, production-machine-learning</sup></sub>
+### [finetuner](https://github.com/jina-ai/finetuner) by [jina-ai](https://github.com/jina-ai)  
+finetuner: :dart: Task-oriented finetuning for better embeddings on neural search  
+[https://finetuner.jina.ai](https://finetuner.jina.ai)  
+[https://github.com/jina-ai/finetuner](https://github.com/jina-ai/finetuner)  
+11 stars per week over 81 weeks  
+954 stars, 48 forks, 24 watches  
+[ml](categories/ml.md) category, created 2021-08-11, last commit 2023-03-02, main language Python  
+<sub><sup>few-shot-learning, fine-tuning, finetuning, jina, metric-learning, negative-sampling, neural-search, pretrained-models, siamese-network, similarity-learning, transfer-learning, triplet-loss</sup></sub>
 
 
-### [shapely](https://github.com/shapely/shapely)  
-shapely: Manipulation and analysis of geometric objects  
-[https://shapely.readthedocs.io/en/stable/](https://shapely.readthedocs.io/en/stable/)  
-[https://github.com/shapely/shapely](https://github.com/shapely/shapely)  
-5.46 stars per week over 582 weeks  
-3,184 stars, 514 forks, 86 watches  
-[gis](categories/gis.md) category, created 2011-12-31, last commit 2023-02-27, main language Python  
+### [vizier](https://github.com/google/vizier) by [google](https://github.com/google)  
+vizier: Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.  
+[https://oss-vizier.readthedocs.io](https://oss-vizier.readthedocs.io)  
+[https://github.com/google/vizier](https://github.com/google/vizier)  
+17 stars per week over 54 weeks  
+967 stars, 45 forks, 20 watches  
+[ml](categories/ml.md) category, created 2022-02-16, last commit 2023-03-01, main language Python  
+<sub><sup>algorithm, bayesian-optimization, blackbox-optimization, deep-learning, distributed-computing, distributed-systems, evolutionary-algorithms, google, grpc, hyperparameter-optimization, hyperparameter-tuning, machine-learning, open-source, optimization, tuning, tuning-parameters, vizier</sup></sub>
 
 
-### [gpt-2-simple](https://github.com/minimaxir/gpt-2-simple) by [minimaxir](https://github.com/minimaxir)  
-gpt-2-simple: Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts  
-[https://github.com/minimaxir/gpt-2-simple](https://github.com/minimaxir/gpt-2-simple)  
-15 stars per week over 202 weeks  
-3,178 stars, 652 forks, 74 watches  
-[nlp](categories/nlp.md) category, created 2019-04-13, last commit 2022-05-22, main language Python  
-<sub><sup>openai, tensorflow, text-generation, textgenrnn</sup></sub>
+### [uvloop](https://github.com/magicstack/uvloop) by [magicstack](https://github.com/magicstack)  
+uvloop: Ultra fast asyncio event loop.  
+[https://github.com/magicstack/uvloop](https://github.com/magicstack/uvloop)  
+24 stars per week over 382 weeks  
+9,199 stars, 535 forks, 226 watches  
+[util](categories/util.md) category, created 2015-11-08, last commit 2023-01-15, main language Cython  
+<sub><sup>async, async-await, async-python, asyncio, event-loop, high-performance, libuv, networking, python, python-3</sup></sub>
 
 
-### [websocket-client](https://github.com/websocket-client/websocket-client)  
-websocket-client: WebSocket client for Python  
-[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
-[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
-4.99 stars per week over 635 weeks  
-3,170 stars, 732 forks, 90 watches  
-[web](categories/web.md) category, created 2010-12-28, last commit 2023-03-01, main language Python  
-<sub><sup>python, rfc-6455, websocket, websocket-client, websockets, websockets-client</sup></sub>
+### [addons](https://github.com/tensorflow/addons) by [tensorflow](https://github.com/tensorflow)  
+addons: Useful extra functionality for TensorFlow 2.x maintained by SIG-addons  
+[https://github.com/tensorflow/addons](https://github.com/tensorflow/addons)  
+7.24 stars per week over 222 weeks  
+1,613 stars, 599 forks, 58 watches  
+[ml](categories/ml.md) category, created 2018-11-26, last commit 2023-03-01, main language Python  
+<sub><sup>deep-learning, machine-learning, neural-network, python, tensorflow, tensorflow-addons</sup></sub>
 
 
-### [XlsxWriter](https://github.com/jmcnamara/xlsxwriter) by [jmcnamara](https://github.com/jmcnamara)  
-XlsxWriter: A Python module for creating Excel XLSX files.  
-[https://xlsxwriter.readthedocs.io](https://xlsxwriter.readthedocs.io)  
-[https://github.com/jmcnamara/xlsxwriter](https://github.com/jmcnamara/xlsxwriter)  
-5.98 stars per week over 530 weeks  
-3,167 stars, 593 forks, 121 watches  
-[data](categories/data.md) category, created 2013-01-04, last commit 2023-03-01, main language Python  
-<sub><sup>charts, libxlsxwriter, pandas, python, spreadsheet, xlsx, xlsx-files, xlsxwriter</sup></sub>
+### [csvkit](https://github.com/wireservice/csvkit) by [wireservice](https://github.com/wireservice)  
+csvkit: A suite of utilities for converting to and working with CSV, the king of tabular file formats.  
+[http://csvkit.rtfd.org/](http://csvkit.rtfd.org/)  
+[https://github.com/wireservice/csvkit](https://github.com/wireservice/csvkit)  
+8.66 stars per week over 622 weeks  
+5,388 stars, 583 forks, 132 watches  
+[util](categories/util.md) category, created 2011-04-01, last commit 2023-02-22, main language Python  
 
 
-### [sqlparse](https://github.com/andialbrecht/sqlparse) by [andialbrecht](https://github.com/andialbrecht)  
-sqlparse: A non-validating SQL parser module for Python  
-[https://github.com/andialbrecht/sqlparse](https://github.com/andialbrecht/sqlparse)  
-5.57 stars per week over 567 weeks  
-3,162 stars, 622 forks, 93 watches  
-[data](categories/data.md) category, created 2012-04-18, last commit 2023-01-05, main language Python  
+### [blankly](https://github.com/blankly-finance/blankly) by [blankly-finance](https://github.com/blankly-finance)  
+blankly: 🚀 💸  Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.  
+[https://package.blankly.finance](https://package.blankly.finance)  
+[https://github.com/blankly-finance/blankly](https://github.com/blankly-finance/blankly)  
+14 stars per week over 103 weeks  
+1,474 stars, 194 forks, 28 watches  
+[finance](categories/finance.md) category, created 2021-03-09, last commit 2023-02-02, main language Python  
+<sub><sup>algotrading, binance, blankly, bot, bot-framework, bots, coinbase, crypto, cryptocurrency, framework, investment, platform, python, stocks, trading, trading-bot, trading-strategies</sup></sub>
 
 
-### [warehouse](https://github.com/pypi/warehouse) by [pypi](https://github.com/pypi)  
-warehouse: The Python Package Index  
-[https://pypi.org](https://pypi.org)  
-[https://github.com/pypi/warehouse](https://github.com/pypi/warehouse)  
-6.1 stars per week over 517 weeks  
-3,157 stars, 908 forks, 105 watches  
-[util](categories/util.md) category, created 2013-03-30, last commit 2023-03-02, main language Python  
+### [ReAgent](https://github.com/facebookresearch/reagent) by [facebookresearch](https://github.com/facebookresearch)  
+ReAgent: A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)  
+[https://reagent.ai](https://reagent.ai)  
+[https://github.com/facebookresearch/reagent](https://github.com/facebookresearch/reagent)  
+11 stars per week over 292 weeks  
+3,352 stars, 508 forks, 150 watches  
+[ml](categories/ml.md) category, created 2017-07-27, last commit 2023-02-28, main language Python  
 
 
-### [SeleniumBase](https://github.com/seleniumbase/seleniumbase) by [seleniumbase](https://github.com/seleniumbase)  
-SeleniumBase: A Python browser automation framework for creating reliable end-to-end tests.  
-[https://seleniumbase.io](https://seleniumbase.io)  
-[https://github.com/seleniumbase/seleniumbase](https://github.com/seleniumbase/seleniumbase)  
-6.72 stars per week over 469 weeks  
-3,155 stars, 762 forks, 122 watches  
-[testing](categories/testing.md) category, created 2014-03-04, last commit 2023-03-02, main language Python  
-<sub><sup>behave, chrome, chromedriver, e2e-testing, firefox, pytest, pytest-plugin, python, python3, selenium, selenium-python, seleniumbase, test, web-automation, webdriver, webkit</sup></sub>
+### [zipline](https://github.com/quantopian/zipline) by [quantopian](https://github.com/quantopian)  
+Zipline, a Pythonic Algorithmic Trading Library  
+[https://www.zipline.io](https://www.zipline.io)  
+[https://github.com/quantopian/zipline](https://github.com/quantopian/zipline)  
+29 stars per week over 541 weeks  
+15,851 stars, 4,541 forks, 1,008 watches  
+[finance](categories/finance.md) category, created 2012-10-19, last commit 2020-10-14, main language Python  
+<sub><sup>algorithmic-trading, python, quant, zipline</sup></sub>
 
 
-### [coremltools](https://github.com/apple/coremltools) by [apple](https://github.com/apple)  
-coremltools: Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.  
-[https://coremltools.readme.io](https://coremltools.readme.io)  
-[https://github.com/apple/coremltools](https://github.com/apple/coremltools)  
-10 stars per week over 296 weeks  
-3,139 stars, 488 forks, 114 watches  
-[ml](categories/ml.md) category, created 2017-06-30, last commit 2023-02-21, main language Python  
-<sub><sup>coreml, coremltools, machine-learning, model-conversion, model-converter, pytorch, tensorflow</sup></sub>
+### [deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks) by [fchollet](https://github.com/fchollet)  
+deep-learning-with-python-notebooks: Jupyter notebooks for the code samples of the book "Deep Learning with Python"  
+[https://github.com/fchollet/deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks)  
+57 stars per week over 286 weeks  
+16,498 stars, 8,043 forks, 642 watches  
+[study](categories/study.md) category, created 2017-09-05, last commit 2023-02-13, main language Jupyter Notebook  
 
 
-### [markdown](https://github.com/python-markdown/markdown) by [python-markdown](https://github.com/python-markdown)  
-markdown: A Python implementation of John Gruber’s Markdown with Extension support.  
-[https://python-markdown.github.io/](https://python-markdown.github.io/)  
-[https://github.com/python-markdown/markdown](https://github.com/python-markdown/markdown)  
-4.71 stars per week over 665 weeks  
-3,138 stars, 817 forks, 75 watches  
-[util](categories/util.md) category, created 2010-05-29, last commit 2023-01-09, main language Python  
-<sub><sup>markdown, markdown-parser, markdown-to-html, python, python-markdown, python3</sup></sub>
+### [TensorLayer](https://github.com/tensorlayer/tensorlayer) by [tensorlayer](https://github.com/tensorlayer)  
+TensorLayer: Deep Learning and Reinforcement Learning Library for Scientists and Engineers   
+[http://tensorlayerx.com](http://tensorlayerx.com)  
+[https://github.com/tensorlayer/tensorlayer](https://github.com/tensorlayer/tensorlayer)  
+20 stars per week over 351 weeks  
+7,154 stars, 1,617 forks, 466 watches  
+[ml-dl](categories/ml-dl.md) category, created 2016-06-07, last commit 2023-02-18, main language Python  
+<sub><sup>a3c, artificial-intelligence, chatbot, deep-learning, dqn, gan, google, imagenet, neural-network, object-detection, python, reinforcement-learning, tensorflow, tensorflow-tutorial, tensorflow-tutorials, tensorlayer</sup></sub>
 
 
-### [flyte](https://github.com/flyteorg/flyte) by [flyteorg](https://github.com/flyteorg)  
-flyte: Kubernetes-native workflow automation platform for complex, mission-critical data and ML processes at scale. It has been battle-tested at Lyft, Spotify, Freenome, and others and is truly open-source.  
-[https://flyte.org](https://flyte.org)  
-[https://github.com/flyteorg/flyte](https://github.com/flyteorg/flyte)  
-17 stars per week over 175 weeks  
-3,135 stars, 329 forks, 266 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-10-21, last commit 2023-03-02, main language Python  
-<sub><sup>battle-tested, data, data-analysis, data-science, dataops, declarative, flyte, golang, grpc, hacktoberfest, kubernetes, kubernetes-operator, machine-learning, mlops, orchestration-engine, production, production-grade, python, scale, workflow</sup></sub>
+### [Transformers-Tutorials](https://github.com/nielsrogge/transformers-tutorials) by [nielsrogge](https://github.com/nielsrogge)  
+Transformers-Tutorials: This repository contains demos I made with the Transformers library by HuggingFace.  
+[https://github.com/nielsrogge/transformers-tutorials](https://github.com/nielsrogge/transformers-tutorials)  
+29 stars per week over 130 weeks  
+3,834 stars, 607 forks, 86 watches  
+[study](categories/study.md) category, created 2020-08-31, last commit 2023-02-28, main language Jupyter Notebook  
+<sub><sup>bert, gpt-2, layoutlm, pytorch, transformers, vision-transformer</sup></sub>
 
 
-### [blaze](https://github.com/blaze/blaze)  
-blaze: NumPy and Pandas interface to Big Data  
-[blaze.pydata.org](blaze.pydata.org)  
-[https://github.com/blaze/blaze](https://github.com/blaze/blaze)  
-5.79 stars per week over 540 weeks  
-3,126 stars, 388 forks, 199 watches  
-[pandas](categories/pandas.md) category, created 2012-10-26, last commit 2019-08-15, main language Python  
+### [dm-haiku](https://github.com/deepmind/dm-haiku) by [deepmind](https://github.com/deepmind)  
+dm-haiku: JAX-based neural network library  
+[https://dm-haiku.readthedocs.io](https://dm-haiku.readthedocs.io)  
+[https://github.com/deepmind/dm-haiku](https://github.com/deepmind/dm-haiku)  
+15 stars per week over 158 weeks  
+2,385 stars, 199 forks, 39 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-02-18, last commit 2023-03-03, main language Python  
+<sub><sup>deep-learning, deep-neural-networks, jax, machine-learning, neural-networks</sup></sub>
 
 
-### [pipelines](https://github.com/kubeflow/pipelines) by [kubeflow](https://github.com/kubeflow)  
-pipelines: Machine Learning Pipelines for Kubeflow  
-[https://www.kubeflow.org/docs/components/pipelines/](https://www.kubeflow.org/docs/components/pipelines/)  
-[https://github.com/kubeflow/pipelines](https://github.com/kubeflow/pipelines)  
-12 stars per week over 250 weeks  
-3,120 stars, 1,393 forks, 101 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-05-12, last commit 2023-03-03, main language Python  
-<sub><sup>data-science, kubeflow, kubeflow-pipelines, kubernetes, machine-learning, mlops, pipeline</sup></sub>
+### [lovely-tensors](https://github.com/xl0/lovely-tensors) by [xl0](https://github.com/xl0)  
+lovely-tensors: Tensors, ready for human consumption  
+[https://xl0.github.io/lovely-tensors](https://xl0.github.io/lovely-tensors)  
+[https://github.com/xl0/lovely-tensors](https://github.com/xl0/lovely-tensors)  
+43 stars per week over 21 weeks  
+923 stars, 14 forks, 8 watches  
+[util](categories/util.md) category, created 2022-10-07, last commit 2023-01-27, main language Jupyter Notebook  
+<sub><sup>deep-learning, library, pytorch, statistics, visualization</sup></sub>
 
 
-### [jupyterlite](https://github.com/jupyterlite/jupyterlite)  
-jupyterlite: Wasm powered Jupyter running in the browser 💡  
-[https://jupyterlite.rtfd.io/en/latest/try/lab](https://jupyterlite.rtfd.io/en/latest/try/lab)  
-[https://github.com/jupyterlite/jupyterlite](https://github.com/jupyterlite/jupyterlite)  
-30 stars per week over 100 weeks  
-3,093 stars, 194 forks, 43 watches  
-[jupyter](categories/jupyter.md) category, created 2021-03-27, last commit 2023-02-15, main language Python  
-<sub><sup>jupyter, jupyterlab, jupyterlab-extension, lite, pyodide, wasm, webassembly</sup></sub>
+### [terminal-copilot](https://github.com/methexis-inc/terminal-copilot) by [methexis-inc](https://github.com/methexis-inc)  
+terminal-copilot: A smart terminal assistant that helps you find the right command.  
+[https://github.com/methexis-inc/terminal-copilot](https://github.com/methexis-inc/terminal-copilot)  
+37 stars per week over 12 weeks  
+448 stars, 25 forks, 6 watches  
+[util](categories/util.md) category, created 2022-12-11, last commit 2023-01-25, main language Python  
 
 
-### [lit](https://github.com/pair-code/lit) by [pair-code](https://github.com/pair-code)  
-lit: The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.  
-[https://pair-code.github.io/lit](https://pair-code.github.io/lit)  
-[https://github.com/pair-code/lit](https://github.com/pair-code/lit)  
-22 stars per week over 135 weeks  
-3,083 stars, 327 forks, 70 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2020-07-28, last commit 2022-12-02, main language TypeScript  
-<sub><sup>machine-learning, natural-language-processing, visualization</sup></sub>
+### [pydata-book](https://github.com/wesm/pydata-book) by [wesm](https://github.com/wesm)  
+pydata-book: Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media  
+[https://github.com/wesm/pydata-book](https://github.com/wesm/pydata-book)  
+34 stars per week over 557 weeks  
+18,959 stars, 14,016 forks, 1,470 watches  
+[study](categories/study.md) category, created 2012-06-30, last commit 2022-11-03, main language Jupyter Notebook  
 
 
-### [consensus-specs](https://github.com/ethereum/consensus-specs) by [ethereum](https://github.com/ethereum)  
-consensus-specs: Ethereum Proof-of-Stake Consensus Specifications  
-[https://github.com/ethereum/consensus-specs](https://github.com/ethereum/consensus-specs)  
-13 stars per week over 232 weeks  
-3,069 stars, 786 forks, 244 watches  
-[crypto](categories/crypto.md) category, created 2018-09-20, last commit 2023-03-02, main language Python  
+### [automl](https://github.com/google/automl) by [google](https://github.com/google)  
+automl: Google Brain AutoML  
+[https://github.com/google/automl](https://github.com/google/automl)  
+35 stars per week over 155 weeks  
+5,594 stars, 1,418 forks, 157 watches  
+[ml](categories/ml.md) category, created 2020-03-12, last commit 2023-02-15, main language Jupyter Notebook  
+<sub><sup>automl, efficientdet, efficientnet, efficientnetv2, object-detection</sup></sub>
 
 
-### [joblib](https://github.com/joblib/joblib)  
-joblib: Computing with Python functions.  
-[http://joblib.readthedocs.org](http://joblib.readthedocs.org)  
-[https://github.com/joblib/joblib](https://github.com/joblib/joblib)  
-4.59 stars per week over 669 weeks  
-3,068 stars, 366 forks, 61 watches  
-[util](categories/util.md) category, created 2010-05-07, last commit 2023-02-21, main language Python  
-<sub><sup>caching, memoization, multiprocessing, parallel-computing, python, threading</sup></sub>
+### [pywebview](https://github.com/r0x0r/pywebview) by [r0x0r](https://github.com/r0x0r)  
+pywebview: Build GUI for your Python program with JavaScript, HTML, and CSS  
+[https://pywebview.flowrl.com](https://pywebview.flowrl.com)  
+[https://github.com/r0x0r/pywebview](https://github.com/r0x0r/pywebview)  
+7.86 stars per week over 432 weeks  
+3,400 stars, 442 forks, 58 watches  
+[gui](categories/gui.md) category, created 2014-11-20, last commit 2023-02-28, main language Python  
+<sub><sup>cef, cocoa, gtk, gui, html, javascript, linux, osx, python, qt, webkit, windows</sup></sub>
 
 
-### [textdistance](https://github.com/life4/textdistance) by [life4](https://github.com/life4)  
-textdistance: Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.  
-[https://github.com/life4/textdistance](https://github.com/life4/textdistance)  
-10 stars per week over 304 weeks  
-3,064 stars, 241 forks, 61 watches  
-[nlp](categories/nlp.md) category, created 2017-05-05, last commit 2022-09-18, main language Python  
-<sub><sup>algorithm, algorithms, damerau-levenshtein, damerau-levenshtein-distance, diff, distance, distance-calculation, hamming-distance, jellyfish, levenshtein, levenshtein-distance, python, textdistance</sup></sub>
+### [holoviews](https://github.com/holoviz/holoviews) by [holoviz](https://github.com/holoviz)  
+holoviews: With Holoviews, your data visualizes itself.  
+[https://holoviews.org](https://holoviews.org)  
+[https://github.com/holoviz/holoviews](https://github.com/holoviz/holoviews)  
+5.18 stars per week over 460 weeks  
+2,388 stars, 373 forks, 61 watches  
+[viz](categories/viz.md) category, created 2014-05-07, last commit 2023-03-03, main language Python  
+<sub><sup>holoviews, holoviz, plotting</sup></sub>
 
 
-### [stablediffusion-infinity](https://github.com/lkwq007/stablediffusion-infinity) by [lkwq007](https://github.com/lkwq007)  
-stablediffusion-infinity: Outpainting with Stable Diffusion on an infinite canvas  
-[https://github.com/lkwq007/stablediffusion-infinity](https://github.com/lkwq007/stablediffusion-infinity)  
-117 stars per week over 26 weeks  
-3,053 stars, 237 forks, 32 watches  
-[diffusion](categories/diffusion.md) category, created 2022-09-02, last commit 2023-01-24, main language Python  
-<sub><sup>outpainting, stablediffusion</sup></sub>
+### [ormar](https://github.com/collerek/ormar) by [collerek](https://github.com/collerek)  
+ormar: python async orm with fastapi in mind and pydantic validation  
+[https://collerek.github.io/ormar/](https://collerek.github.io/ormar/)  
+[https://github.com/collerek/ormar](https://github.com/collerek/ormar)  
+9.36 stars per week over 135 weeks  
+1,264 stars, 62 forks, 15 watches  
+[data](categories/data.md) category, created 2020-08-02, last commit 2023-02-28, main language Python  
+<sub><sup>alembic, async-orm, databases, fastapi, orm, pydantic, python-orm, sqlalchemy</sup></sub>
 
 
-### [viztracer](https://github.com/gaogaotiantian/viztracer) by [gaogaotiantian](https://github.com/gaogaotiantian)  
-VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.  
-[https://viztracer.readthedocs.io/](https://viztracer.readthedocs.io/)  
-[https://github.com/gaogaotiantian/viztracer](https://github.com/gaogaotiantian/viztracer)  
-22 stars per week over 134 weeks  
-3,053 stars, 291 forks, 40 watches  
-[profiling](categories/profiling.md) category, created 2020-08-05, last commit 2023-02-17, main language Python  
-<sub><sup>debugging, flamegraph, logging, profiling, python, python3, tracer, visualization</sup></sub>
+### [tablib](https://github.com/jazzband/tablib) by [jazzband](https://github.com/jazzband)  
+tablib: Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.  
+[https://tablib.readthedocs.io/](https://tablib.readthedocs.io/)  
+[https://github.com/jazzband/tablib](https://github.com/jazzband/tablib)  
+6.8 stars per week over 622 weeks  
+4,233 stars, 573 forks, 141 watches  
+[data](categories/data.md) category, created 2011-03-28, last commit 2023-03-03, main language Python  
 
 
-### [glide-text2im](https://github.com/openai/glide-text2im) by [openai](https://github.com/openai)  
-glide-text2im: GLIDE: a diffusion-based text-conditional image synthesis model  
-[https://github.com/openai/glide-text2im](https://github.com/openai/glide-text2im)  
-47 stars per week over 64 weeks  
-3,037 stars, 434 forks, 124 watches  
-[diffusion](categories/diffusion.md) category, created 2021-12-10, last commit 2022-03-21, main language Python  
+### [tf-quant-finance](https://github.com/google/tf-quant-finance) by [google](https://github.com/google)  
+tf-quant-finance: High-performance TensorFlow library for quantitative finance.  
+[https://github.com/google/tf-quant-finance](https://github.com/google/tf-quant-finance)  
+19 stars per week over 188 weeks  
+3,655 stars, 490 forks, 169 watches  
+[finance](categories/finance.md) category, created 2019-07-24, last commit 2023-02-17, main language Python  
+<sub><sup>finance, gpu, gpu-computing, high-performance, high-performance-computing, numerical-integration, numerical-methods, numerical-optimization, python, quantitative-finance, quantlib, tensorflow</sup></sub>
 
 
-### [vispy](https://github.com/vispy/vispy)  
-vispy: Main repository for Vispy  
-[http://vispy.org](http://vispy.org)  
-[https://github.com/vispy/vispy](https://github.com/vispy/vispy)  
-5.82 stars per week over 519 weeks  
-3,021 stars, 607 forks, 119 watches  
-[viz](categories/viz.md) category, created 2013-03-21, last commit 2023-01-23, main language Python  
-<sub><sup>closember, hacktoberfest, opengl, python, visualization</sup></sub>
+### [theseus](https://github.com/facebookresearch/theseus) by [facebookresearch](https://github.com/facebookresearch)  
+theseus: A library for differentiable nonlinear optimization  
+[https://github.com/facebookresearch/theseus](https://github.com/facebookresearch/theseus)  
+18 stars per week over 67 weeks  
+1,226 stars, 85 forks, 29 watches  
+[math](categories/math.md) category, created 2021-11-18, last commit 2023-02-27, main language Python  
+<sub><sup>bilevel-optimization, computer-vision, deep-learning, differentiable-optimization, embodied-ai, gauss-newton, implicit-differentiation, levenberg-marquardt, nonlinear-least-squares, pytorch, robotics</sup></sub>
 
 
-### [composer](https://github.com/mosaicml/composer) by [mosaicml](https://github.com/mosaicml)  
-composer: Train neural networks up to 7x faster  
-[http://docs.mosaicml.com](http://docs.mosaicml.com)  
-[https://github.com/mosaicml/composer](https://github.com/mosaicml/composer)  
-41 stars per week over 72 weeks  
-3,019 stars, 196 forks, 27 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-10-12, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, machine-learning, ml-efficiency, ml-systems, ml-training, neural-network, neural-networks, pytorch</sup></sub>
+### [arcade](https://github.com/pythonarcade/arcade) by [pythonarcade](https://github.com/pythonarcade)  
+arcade: Easy to use Python library for creating 2D arcade games.  
+[http://arcade.academy](http://arcade.academy)  
+[https://github.com/pythonarcade/arcade](https://github.com/pythonarcade/arcade)  
+3.76 stars per week over 373 weeks  
+1,404 stars, 264 forks, 57 watches  
+[gamedev](categories/gamedev.md) category, created 2016-01-04, last commit 2023-03-04, main language Python  
+<sub><sup>arcade-api, arcade-framework, arcade-learning-environment, educational-resources, educational-technology, opengl, python, python3</sup></sub>
 
 
-### [praw](https://github.com/praw-dev/praw) by [praw-dev](https://github.com/praw-dev)  
-PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
-[http://praw.readthedocs.io/](http://praw.readthedocs.io/)  
-[https://github.com/praw-dev/praw](https://github.com/praw-dev/praw)  
-4.6 stars per week over 654 weeks  
-3,011 stars, 450 forks, 71 watches  
-[data](categories/data.md) category, created 2010-08-19, last commit 2023-02-25, main language Python  
-<sub><sup>api, oauth, praw, python, reddit, reddit-api</sup></sub>
+### [torchio](https://github.com/fepegar/torchio) by [fepegar](https://github.com/fepegar)  
+torchio: Medical imaging toolkit for deep learning  
+[http://www.torchio.org](http://www.torchio.org)  
+[https://github.com/fepegar/torchio](https://github.com/fepegar/torchio)  
+9.66 stars per week over 170 weeks  
+1,649 stars, 203 forks, 17 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-11-26, last commit 2023-03-01, main language Python  
+<sub><sup>augmentation, data-augmentation, deep-learning, machine-learning, medical-image-analysis, medical-image-computing, medical-image-processing, medical-images, medical-imaging-datasets, medical-imaging-with-deep-learning, python, pytorch</sup></sub>
 
 
-### [funcy](https://github.com/suor/funcy) by [suor](https://github.com/suor)  
-funcy: A fancy and practical functional tools  
-[https://github.com/suor/funcy](https://github.com/suor/funcy)  
-5.51 stars per week over 541 weeks  
-2,986 stars, 134 forks, 73 watches  
-[util](categories/util.md) category, created 2012-10-13, last commit 2023-02-26, main language Python  
-<sub><sup>functional-programming, python, utilities</sup></sub>
+### [pyinstrument](https://github.com/joerick/pyinstrument) by [joerick](https://github.com/joerick)  
+pyinstrument: 🚴 Call stack profiler for Python. Shows you why your code is slow!  
+[https://pyinstrument.readthedocs.io/](https://pyinstrument.readthedocs.io/)  
+[https://github.com/joerick/pyinstrument](https://github.com/joerick/pyinstrument)  
+10 stars per week over 468 weeks  
+5,144 stars, 220 forks, 55 watches  
+[profiling](categories/profiling.md) category, created 2014-03-13, last commit 2022-12-27, main language Python  
+<sub><sup>async, django, performance, profile, profiler, python</sup></sub>
 
 
-### [strawberry](https://github.com/strawberry-graphql/strawberry) by [strawberry-graphql](https://github.com/strawberry-graphql)  
-strawberry: A GraphQL library for Python that leverages type annotations 🍓  
-[https://strawberry.rocks](https://strawberry.rocks)  
-[https://github.com/strawberry-graphql/strawberry](https://github.com/strawberry-graphql/strawberry)  
-13 stars per week over 219 weeks  
-2,984 stars, 373 forks, 40 watches  
-[web](categories/web.md) category, created 2018-12-21, last commit 2023-03-02, main language Python  
-<sub><sup>asgi, asyncio, django, graphql, graphql-library, graphql-schema, graphql-server, hacktoberfest, mypy, python, starlette, strawberry</sup></sub>
+### [rasterio](https://github.com/rasterio/rasterio)  
+Rasterio reads and writes geospatial raster datasets  
+[https://rasterio.readthedocs.io/](https://rasterio.readthedocs.io/)  
+[https://github.com/rasterio/rasterio](https://github.com/rasterio/rasterio)  
+3.88 stars per week over 486 weeks  
+1,889 stars, 508 forks, 151 watches  
+[gis](categories/gis.md) category, created 2013-11-04, last commit 2023-02-27, main language Python  
+<sub><sup>cli, cython, gdal, gis, mapbox-satellite-oss, python, raster</sup></sub>
 
 
-### [ploomber](https://github.com/ploomber/ploomber)  
-ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️  
-[https://ploomber.io](https://ploomber.io)  
-[https://github.com/ploomber/ploomber](https://github.com/ploomber/ploomber)  
-18 stars per week over 162 weeks  
-2,982 stars, 206 forks, 26 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-01-20, last commit 2023-01-31, main language Python  
-<sub><sup>data-engineering, data-science, jupyter, jupyter-notebooks, machine-learning, mlops, notebooks, papermill, pipelines, pycharm, vscode, workflow</sup></sub>
+### [flower](https://github.com/adap/flower) by [adap](https://github.com/adap)  
+Flower: A Friendly Federated Learning Framework  
+[https://flower.dev](https://flower.dev)  
+[https://github.com/adap/flower](https://github.com/adap/flower)  
+12 stars per week over 158 weeks  
+2,061 stars, 449 forks, 23 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-02-17, last commit 2023-03-01, main language Python  
+<sub><sup>deep-learning, federated-analytics, federated-learning, federated-learning-framework, fleet-intelligence, fleet-learning, flower, keras-federated-learning, machine-learning, pytorch, pytorch-federated-learning, scikit-learn, tensorflow, tensorflow-federated-learning</sup></sub>
 
 
-### [AITemplate](https://github.com/facebookincubator/aitemplate) by [facebookincubator](https://github.com/facebookincubator)  
-AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.  
-[https://github.com/facebookincubator/aitemplate](https://github.com/facebookincubator/aitemplate)  
-90 stars per week over 33 weeks  
-2,977 stars, 238 forks, 77 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-07-15, last commit 2023-03-02, main language Python  
+### [pygments](https://github.com/pygments/pygments)  
+Pygments is a generic syntax highlighter written in Python  
+[http://pygments.org/](http://pygments.org/)  
+[https://github.com/pygments/pygments](https://github.com/pygments/pygments)  
+6.62 stars per week over 183 weeks  
+1,212 stars, 507 forks, 31 watches  
+[util](categories/util.md) category, created 2019-08-31, last commit 2023-03-03, main language Python  
+<sub><sup>python, syntax-highlighting</sup></sub>
+
+
+### [basic-pitch](https://github.com/spotify/basic-pitch) by [spotify](https://github.com/spotify)  
+basic-pitch: A lightweight yet powerful audio-to-MIDI converter with pitch bend detection  
+[https://basicpitch.io](https://basicpitch.io)  
+[https://github.com/spotify/basic-pitch](https://github.com/spotify/basic-pitch)  
+37 stars per week over 43 weeks  
+1,651 stars, 95 forks, 32 watches  
+[util](categories/util.md) category, created 2022-05-03, last commit 2023-02-27, main language Python  
+<sub><sup>audio, lightweight, machine-learning, midi, music, pitch-detection, polyphonic, python, transcription, typescript</sup></sub>
 
 
 ### [vissl](https://github.com/facebookresearch/vissl) by [facebookresearch](https://github.com/facebookresearch)  
@@ -3818,586 +4029,673 @@ VISSL is FAIR's library of extensible, modular and scalable components for SOTA
 [https://vissl.ai](https://vissl.ai)  
 [https://github.com/facebookresearch/vissl](https://github.com/facebookresearch/vissl)  
 19 stars per week over 151 weeks  
-2,969 stars, 311 forks, 52 watches  
+2,968 stars, 312 forks, 52 watches  
 [ml](categories/ml.md) category, created 2020-04-09, last commit 2022-12-28, main language Jupyter Notebook  
 
 
-### [more-itertools](https://github.com/more-itertools/more-itertools)  
-more-itertools: More routines for operating on iterables, beyond itertools  
-[https://more-itertools.rtfd.io](https://more-itertools.rtfd.io)  
-[https://github.com/more-itertools/more-itertools](https://github.com/more-itertools/more-itertools)  
-5.22 stars per week over 566 weeks  
-2,958 stars, 239 forks, 36 watches  
-[util](categories/util.md) category, created 2012-04-26, last commit 2023-02-28, main language Python  
+### [AugLy](https://github.com/facebookresearch/augly) by [facebookresearch](https://github.com/facebookresearch)  
+AugLy: A data augmentations library for audio, image, text, and video.  
+[https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/](https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/)  
+[https://github.com/facebookresearch/augly](https://github.com/facebookresearch/augly)  
+51 stars per week over 90 weeks  
+4,671 stars, 275 forks, 62 watches  
+[data](categories/data.md) category, created 2021-06-09, last commit 2022-12-05, main language Python  
 
 
-### [qgrid](https://github.com/quantopian/qgrid) by [quantopian](https://github.com/quantopian)  
-qgrid: An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks  
-[https://github.com/quantopian/qgrid](https://github.com/quantopian/qgrid)  
-6.7 stars per week over 439 weeks  
-2,946 stars, 419 forks, 88 watches  
-[jupyter](categories/jupyter.md) category, created 2014-09-30, last commit 2020-04-07, main language Python  
+### [alibi](https://github.com/seldonio/alibi) by [seldonio](https://github.com/seldonio)  
+alibi: Algorithms for explaining machine learning models  
+[https://docs.seldon.io/projects/alibi/en/stable/](https://docs.seldon.io/projects/alibi/en/stable/)  
+[https://github.com/seldonio/alibi](https://github.com/seldonio/alibi)  
+9.29 stars per week over 209 weeks  
+1,949 stars, 221 forks, 42 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2019-02-26, last commit 2023-03-01, main language Python  
+<sub><sup>counterfactual, explanations, interpretability, machine-learning, xai</sup></sub>
 
 
-### [VToonify](https://github.com/williamyang1991/vtoonify) by [williamyang1991](https://github.com/williamyang1991)  
-[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer  
-[https://github.com/williamyang1991/vtoonify](https://github.com/williamyang1991/vtoonify)  
-117 stars per week over 25 weeks  
-2,946 stars, 358 forks, 59 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-09-09, last commit 2023-02-24, main language Jupyter Notebook  
-<sub><sup>face, siggraph-asia, style-transfer, stylegan2, toonify, video-style-transfer</sup></sub>
+### [ipyvizzu](https://github.com/vizzuhq/ipyvizzu) by [vizzuhq](https://github.com/vizzuhq)  
+ipyvizzu: Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.  
+[https://ipyvizzu.vizzuhq.com](https://ipyvizzu.vizzuhq.com)  
+[https://github.com/vizzuhq/ipyvizzu](https://github.com/vizzuhq/ipyvizzu)  
+12 stars per week over 60 weeks  
+762 stars, 60 forks, 16 watches  
+[jupyter](categories/jupyter.md) category, created 2022-01-05, last commit 2023-03-01, main language Python  
+<sub><sup>animation, chart, charting, charts, data-visualization, dataviz, graphing, graphs, ipython, jupyter, jupyter-notebook, plotting, python, storytelling, vizzu</sup></sub>
 
 
-### [cerberus](https://github.com/pyeve/cerberus) by [pyeve](https://github.com/pyeve)  
-cerberus: Lightweight, extensible data validation library for Python  
-[http://python-cerberus.org](http://python-cerberus.org)  
-[https://github.com/pyeve/cerberus](https://github.com/pyeve/cerberus)  
-5.43 stars per week over 542 weeks  
-2,944 stars, 230 forks, 48 watches  
-[data](categories/data.md) category, created 2012-10-10, last commit 2021-05-05, main language Python  
-<sub><sup>data-validation, python</sup></sub>
+### [dalle-playground](https://github.com/saharmor/dalle-playground) by [saharmor](https://github.com/saharmor)  
+dalle-playground: A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)  
+[https://github.com/saharmor/dalle-playground](https://github.com/saharmor/dalle-playground)  
+33 stars per week over 76 weeks  
+2,587 stars, 565 forks, 28 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-09-13, last commit 2023-02-19, main language JavaScript  
+<sub><sup>artificial, artificial-intelligence, dall-e, dalle, dalle-mini, gan, machine-learning, openai, stable-diffusion, text-to-image, transformers</sup></sub>
 
 
-### [datashader](https://github.com/holoviz/datashader) by [holoviz](https://github.com/holoviz)  
-datashader: Quickly and accurately render even the largest data.  
-[http://datashader.org](http://datashader.org)  
-[https://github.com/holoviz/datashader](https://github.com/holoviz/datashader)  
-7.81 stars per week over 375 weeks  
-2,931 stars, 364 forks, 95 watches  
-[gis](categories/gis.md) category, created 2015-12-23, last commit 2023-02-27, main language Python  
-<sub><sup>data-visualizations, datashader, holoviz, rasterization</sup></sub>
+### [sparseml](https://github.com/neuralmagic/sparseml) by [neuralmagic](https://github.com/neuralmagic)  
+sparseml: Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models  
+[https://github.com/neuralmagic/sparseml](https://github.com/neuralmagic/sparseml)  
+13 stars per week over 116 weeks  
+1,519 stars, 116 forks, 40 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-12-11, last commit 2023-03-04, main language Python  
+<sub><sup>automl, computer-vision-algorithms, deep-learning-algorithms, deep-learning-library, deep-learning-models, image-classification, keras, model-sparsification, nlp, object-detection, onnx, pruning, pruning-algorithms, pytorch, recipe-driven-approaches, smaller-models, sparsification, sparsification-recipes, sparsity, tensorflow</sup></sub>
 
 
-### [glow](https://github.com/pytorch/glow) by [pytorch](https://github.com/pytorch)  
-glow: Compiler for Neural Network hardware accelerators  
-[https://github.com/pytorch/glow](https://github.com/pytorch/glow)  
-10 stars per week over 283 weeks  
-2,921 stars, 665 forks, 155 watches  
-[ml](categories/ml.md) category, created 2017-09-29, last commit 2023-02-22, main language C++  
+### [zarr-python](https://github.com/zarr-developers/zarr-python) by [zarr-developers](https://github.com/zarr-developers)  
+zarr-python: An implementation of chunked, compressed, N-dimensional arrays for Python.  
+[http://zarr.readthedocs.io/](http://zarr.readthedocs.io/)  
+[https://github.com/zarr-developers/zarr-python](https://github.com/zarr-developers/zarr-python)  
+2.9 stars per week over 376 weeks  
+1,093 stars, 217 forks, 45 watches  
+[data](categories/data.md) category, created 2015-12-15, last commit 2023-02-23, main language Python  
+<sub><sup>compressed, hacktoberfest, ndimensional-arrays, python, zarr</sup></sub>
 
 
-### [qiskit](https://github.com/qiskit/qiskit)  
-Qiskit is an open-source SDK for working with quantum computers at the level of circuits, algorithms, and application modules.  
-[https://qiskit.org](https://qiskit.org)  
-[https://github.com/qiskit/qiskit](https://github.com/qiskit/qiskit)  
-13 stars per week over 220 weeks  
-2,912 stars, 777 forks, 97 watches  
-[sim](categories/sim.md) category, created 2018-12-12, last commit 2023-03-02, main language OpenQASM  
-<sub><sup>documentation, qiskit, quantum-computing, quantum-programming-language</sup></sub>
+### [icecream](https://github.com/gruns/icecream) by [gruns](https://github.com/gruns)  
+icecream: 🍦 Never use print() to debug again.  
+[https://github.com/gruns/icecream](https://github.com/gruns/icecream)  
+25 stars per week over 263 weeks  
+6,618 stars, 137 forks, 50 watches  
+[debug](categories/debug.md) category, created 2018-02-13, last commit 2022-12-04, main language Python  
+<sub><sup>debug, debugging, debugging-tool, inspects, library, print, python, python3</sup></sub>
+
+
+### [bottle](https://github.com/bottlepy/bottle) by [bottlepy](https://github.com/bottlepy)  
+bottle.py is a fast and simple micro-framework for python web-applications.  
+[http://bottlepy.org/](http://bottlepy.org/)  
+[https://github.com/bottlepy/bottle](https://github.com/bottlepy/bottle)  
+11 stars per week over 713 weeks  
+7,910 stars, 1,446 forks, 312 watches  
+[web](categories/web.md) category, created 2009-06-30, last commit 2022-09-05, main language Python  
+<sub><sup>bottle, python, rest, web-framework, wsgi</sup></sub>
+
+
+### [pyzmq](https://github.com/zeromq/pyzmq) by [zeromq](https://github.com/zeromq)  
+PyZMQ:  Python bindings for zeromq  
+[http://zguide.zeromq.org/py:all](http://zguide.zeromq.org/py:all)  
+[https://github.com/zeromq/pyzmq](https://github.com/zeromq/pyzmq)  
+4.99 stars per week over 658 weeks  
+3,284 stars, 616 forks, 102 watches  
+[util](categories/util.md) category, created 2010-07-21, last commit 2023-02-23, main language Python  
+<sub><sup>cython, python, zeromq</sup></sub>
+
+
+### [h5py](https://github.com/h5py/h5py)  
+h5py: HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.  
+[http://www.h5py.org](http://www.h5py.org)  
+[https://github.com/h5py/h5py](https://github.com/h5py/h5py)  
+3.36 stars per week over 545 weeks  
+1,833 stars, 491 forks, 55 watches  
+[perf](categories/perf.md) category, created 2012-09-21, last commit 2023-03-04, main language Python  
+
+
+### [BasicSR](https://github.com/xpixelgroup/basicsr) by [xpixelgroup](https://github.com/xpixelgroup)  
+BasicSR: Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.  
+[https://basicsr.readthedocs.io/en/latest/](https://basicsr.readthedocs.io/en/latest/)  
+[https://github.com/xpixelgroup/basicsr](https://github.com/xpixelgroup/basicsr)  
+17 stars per week over 254 weeks  
+4,434 stars, 899 forks, 88 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-04-19, last commit 2023-02-02, main language Python  
+<sub><sup>basicsr, basicvsr, dfdnet, ecbsr, edsr, edvr, esrgan, pytorch, rcan, restoration, srgan, srresnet, stylegan2, super-resolution, swinir</sup></sub>
 
 
-### [pandarallel](https://github.com/nalepae/pandarallel) by [nalepae](https://github.com/nalepae)  
-pandarallel: A simple and efficient tool to parallelize Pandas operations on all available CPUs  
-[https://nalepae.github.io/pandarallel](https://nalepae.github.io/pandarallel)  
-[https://github.com/nalepae/pandarallel](https://github.com/nalepae/pandarallel)  
-13 stars per week over 207 weeks  
-2,906 stars, 176 forks, 27 watches  
-[pandas](categories/pandas.md) category, created 2019-03-10, last commit 2023-02-12, main language Python  
-<sub><sup>pandas, parallel, python</sup></sub>
+### [imgaug](https://github.com/aleju/imgaug) by [aleju](https://github.com/aleju)  
+imgaug: Image augmentation for machine learning experiments.  
+[http://imgaug.readthedocs.io](http://imgaug.readthedocs.io)  
+[https://github.com/aleju/imgaug](https://github.com/aleju/imgaug)  
+33 stars per week over 399 weeks  
+13,340 stars, 2,362 forks, 231 watches  
+[ml](categories/ml.md) category, created 2015-07-10, last commit 2020-06-01, main language Python  
+<sub><sup>affine-transformation, augment-images, augmentation, bounding-boxes, contrast, crop, deep-learning, heatmap, image-augmentation, images, keypoints, machine-learning, polygon, segmentation-maps</sup></sub>
 
 
-### [Merlion](https://github.com/salesforce/merlion) by [salesforce](https://github.com/salesforce)  
-Merlion: A Machine Learning Framework for Time Series Intelligence  
-[https://github.com/salesforce/merlion](https://github.com/salesforce/merlion)  
-34 stars per week over 83 weeks  
-2,888 stars, 247 forks, 46 watches  
-[time-series](categories/time-series.md) category, created 2021-07-28, last commit 2023-02-15, main language Python  
-<sub><sup>anomaly-detection, automl, benchmarking, ensemble-learning, forecasting, machine-learning, time-series</sup></sub>
+### [featureform](https://github.com/featureform/embeddinghub)  
+featureform: The Virtual Feature Store. Turn your existing data infrastructure into a feature store.  
+[https://www.featureform.com](https://www.featureform.com)  
+[https://github.com/featureform/embeddinghub](https://github.com/featureform/embeddinghub)  
+9.77 stars per week over 124 weeks  
+1,214 stars, 46 forks, 13 watches  
+[nlp](categories/nlp.md) category, created 2020-10-16, last commit 2023-03-04, main language Go  
+<sub><sup>data-quality, data-science, embeddings, embeddings-similarity, feature-engineering, feature-store, hacktoberfest, machine-learning, ml, mlops, python, vector-database</sup></sub>
 
 
-### [xarray](https://github.com/pydata/xarray) by [pydata](https://github.com/pydata)  
-xarray: N-D labeled arrays and datasets in Python  
-[https://xarray.dev](https://xarray.dev)  
-[https://github.com/pydata/xarray](https://github.com/pydata/xarray)  
-5.87 stars per week over 491 weeks  
-2,884 stars, 883 forks, 106 watches  
-[util](categories/util.md) category, created 2013-09-30, last commit 2023-03-02, main language Python  
-<sub><sup>dask, netcdf, numpy, pandas, python, xarray</sup></sub>
+### [backtesting.py](https://github.com/kernc/backtesting.py) by [kernc](https://github.com/kernc)  
+backtesting.py: :mag_right: :chart_with_upwards_trend: :snake: :moneybag:  Backtest trading strategies in Python.  
+[https://kernc.github.io/backtesting.py/](https://kernc.github.io/backtesting.py/)  
+[https://github.com/kernc/backtesting.py](https://github.com/kernc/backtesting.py)  
+15 stars per week over 217 weeks  
+3,336 stars, 665 forks, 94 watches  
+[finance](categories/finance.md) category, created 2019-01-02, last commit 2023-01-15, main language Python  
+<sub><sup>algo-trading, algorithmic-trading, backtesting, backtesting-engine, backtesting-frameworks, backtesting-trading-strategies, finance, financial-markets, forex, forex-trading, framework, hacktoberfest, investing, investment, investment-strategies, stocks, trading, trading-algorithms, trading-simulator, trading-strategies</sup></sub>
 
 
-### [book](https://github.com/cosmicpython/book) by [cosmicpython](https://github.com/cosmicpython)  
-book: A Book about Pythonic Application Architecture Patterns for Managing Complexity.  Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.  
-[https://www.cosmicpython.com](https://www.cosmicpython.com)  
-[https://github.com/cosmicpython/book](https://github.com/cosmicpython/book)  
-13 stars per week over 212 weeks  
-2,871 stars, 489 forks, 94 watches  
-[study](categories/study.md) category, created 2019-02-05, last commit 2023-02-06, main language Python  
+### [vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples) by [googlecloudplatform](https://github.com/googlecloudplatform)  
+vertex-ai-samples: Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud  
+[https://cloud.google.com/vertex-ai](https://cloud.google.com/vertex-ai)  
+[https://github.com/googlecloudplatform/vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples)  
+6.64 stars per week over 92 weeks  
+614 stars, 417 forks, 37 watches  
+[ml](categories/ml.md) category, created 2021-05-27, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>ai, data-science, gcp, google-cloud-platform, ml, mlops, notebook, python, samples, vertex-ai</sup></sub>
 
 
-### [PandasGUI](https://github.com/adamerose/pandasgui) by [adamerose](https://github.com/adamerose)  
-PandasGUI: A GUI for Pandas DataFrames  
-[https://github.com/adamerose/pandasgui](https://github.com/adamerose/pandasgui)  
-14 stars per week over 194 weeks  
-2,849 stars, 195 forks, 54 watches  
-[pandas](categories/pandas.md) category, created 2019-06-12, last commit 2022-03-16, main language Python  
-<sub><sup>dataframe, gui, pandas, viewer</sup></sub>
+### [hamilton](https://github.com/stitchfix/hamilton) by [stitchfix](https://github.com/stitchfix)  
+hamilton: A scalable general purpose micro-framework for defining dataflows. THIS REPOSITORY HAS BEEN MOVED TO www.github.com/dagworks-inc/hamilton  
+[https://www.github.com/dagworks-inc/hamilton](https://www.github.com/dagworks-inc/hamilton)  
+[https://github.com/stitchfix/hamilton](https://github.com/stitchfix/hamilton)  
+6.14 stars per week over 144 weeks  
+889 stars, 44 forks, 18 watches  
+[pandas](categories/pandas.md) category, created 2020-05-26, last commit 2023-02-26, main language Python  
+<sub><sup>dag, data-engineering, data-platform, data-science, dataframe, etl, etl-framework, etl-pipeline, feature-engineering, featurization, hamilton, hamiltonian, machine-learning, numpy, pandas, python, software-engineering, stitch-fix</sup></sub>
 
 
-### [neural_prophet](https://github.com/ourownstory/neural_prophet) by [ourownstory](https://github.com/ourownstory)  
-neural_prophet: NeuralProphet: A simple forecasting package  
-[https://neuralprophet.com](https://neuralprophet.com)  
-[https://github.com/ourownstory/neural_prophet](https://github.com/ourownstory/neural_prophet)  
-19 stars per week over 147 weeks  
-2,811 stars, 389 forks, 50 watches  
-[ml](categories/ml.md) category, created 2020-05-04, last commit 2023-03-02, main language Python  
-<sub><sup>artificial-intelligence, autoregression, deep-learning, fbprophet, forecast, forecasting, forecasting-algorithm, forecasting-model, machine-learning, neural, neural-network, neuralprophet, prediction, prophet, python, pytorch, seasonality, time-series, timeseries, trend</sup></sub>
+### [datashader](https://github.com/holoviz/datashader) by [holoviz](https://github.com/holoviz)  
+datashader: Quickly and accurately render even the largest data.  
+[http://datashader.org](http://datashader.org)  
+[https://github.com/holoviz/datashader](https://github.com/holoviz/datashader)  
+7.81 stars per week over 375 weeks  
+2,932 stars, 364 forks, 95 watches  
+[gis](categories/gis.md) category, created 2015-12-23, last commit 2023-02-27, main language Python  
+<sub><sup>data-visualizations, datashader, holoviz, rasterization</sup></sub>
 
 
-### [opyrator](https://github.com/ml-tooling/opyrator) by [ml-tooling](https://github.com/ml-tooling)  
-opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.  
-[https://opyrator-playground.mltooling.org](https://opyrator-playground.mltooling.org)  
-[https://github.com/ml-tooling/opyrator](https://github.com/ml-tooling/opyrator)  
-28 stars per week over 99 weeks  
-2,802 stars, 137 forks, 49 watches  
-[viz](categories/viz.md) category, created 2021-04-06, last commit 2021-05-06, main language Python  
-<sub><sup>deployment, faas, fastapi, functions, machine-learning, microservices, pydantic, python, python-functions, serverless, streamlit, type-hints</sup></sub>
+### [tensorstore](https://github.com/google/tensorstore) by [google](https://github.com/google)  
+tensorstore: Library for reading and writing large multi-dimensional arrays.  
+[https://google.github.io/tensorstore/](https://google.github.io/tensorstore/)  
+[https://github.com/google/tensorstore](https://github.com/google/tensorstore)  
+7.2 stars per week over 152 weeks  
+1,100 stars, 83 forks, 33 watches  
+[data](categories/data.md) category, created 2020-03-30, last commit 2023-03-03, main language C++  
 
 
-### [behave](https://github.com/behave/behave)  
-behave: BDD, Python style.  
-[https://github.com/behave/behave](https://github.com/behave/behave)  
-4.69 stars per week over 592 weeks  
-2,778 stars, 610 forks, 119 watches  
-[testing](categories/testing.md) category, created 2011-10-25, last commit 2022-12-19, main language Python  
+### [shapash](https://github.com/maif/shapash) by [maif](https://github.com/maif)  
+shapash: 🔅 Shapash makes Machine Learning models transparent and understandable by everyone  
+[https://maif.github.io/shapash/](https://maif.github.io/shapash/)  
+[https://github.com/maif/shapash](https://github.com/maif/shapash)  
+14 stars per week over 148 weeks  
+2,123 stars, 260 forks, 38 watches  
+[ml](categories/ml.md) category, created 2020-04-29, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>ethical-artificial-intelligence, explainability, explainable-ml, interpretability, lime, machine-learning, python, shap, transparency</sup></sub>
 
 
-### [texthero](https://github.com/jbesomi/texthero) by [jbesomi](https://github.com/jbesomi)  
-texthero: Text preprocessing, representation and visualization from zero to hero.  
-[https://texthero.org](https://texthero.org)  
-[https://github.com/jbesomi/texthero](https://github.com/jbesomi/texthero)  
-17 stars per week over 151 weeks  
-2,711 stars, 229 forks, 43 watches  
-[nlp](categories/nlp.md) category, created 2020-04-06, last commit 2022-10-28, main language Python  
-<sub><sup>machine-learning, nlp, nlp-pipeline, text-clustering, text-mining, text-preprocessing, text-representation, text-visualization, texthero, word-embeddings</sup></sub>
+### [plotnine](https://github.com/has2k1/plotnine) by [has2k1](https://github.com/has2k1)  
+plotnine: A grammar of graphics for Python  
+[https://plotnine.readthedocs.io/en/stable/](https://plotnine.readthedocs.io/en/stable/)  
+[https://github.com/has2k1/plotnine](https://github.com/has2k1/plotnine)  
+11 stars per week over 305 weeks  
+3,377 stars, 194 forks, 67 watches  
+[viz](categories/viz.md) category, created 2017-04-24, last commit 2023-02-01, main language Python  
+<sub><sup>data-analysis, grammar, graphics, plotting, python</sup></sub>
 
 
-### [python-dependency-injector](https://github.com/ets-labs/python-dependency-injector) by [ets-labs](https://github.com/ets-labs)  
-python-dependency-injector: Dependency injection framework for Python  
-[https://python-dependency-injector.ets-labs.org/](https://python-dependency-injector.ets-labs.org/)  
-[https://github.com/ets-labs/python-dependency-injector](https://github.com/ets-labs/python-dependency-injector)  
-6.36 stars per week over 425 weeks  
-2,707 stars, 203 forks, 46 watches  
-[util](categories/util.md) category, created 2015-01-04, last commit 2022-12-19, main language Python  
-<sub><sup>aiohttp, asyncio, dependency-injection, dependency-injection-container, dependency-injection-framework, design-patterns, factory, flask, flask-application, flask-restful, ioc, ioc-container, python, python-2, python-3, python3, singleton, threadlocal</sup></sub>
+### [camelot](https://github.com/camelot-dev/camelot) by [camelot-dev](https://github.com/camelot-dev)  
+camelot: A Python library to extract tabular data from PDFs  
+[https://camelot-py.readthedocs.io](https://camelot-py.readthedocs.io)  
+[https://github.com/camelot-dev/camelot](https://github.com/camelot-dev/camelot)  
+9.64 stars per week over 191 weeks  
+1,850 stars, 340 forks, 47 watches  
+[util](categories/util.md) category, created 2019-07-01, last commit 2023-02-26, main language Python  
 
 
-### [fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices) by [zhanymkanov](https://github.com/zhanymkanov)  
-fastapi-best-practices: FastAPI Best Practices and Conventions we used @ hi.peerlink.me  
-[https://github.com/zhanymkanov/fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices)  
-91 stars per week over 29 weeks  
-2,694 stars, 197 forks, 52 watches  
-[study](categories/study.md) category, created 2022-08-09, last commit 2023-01-09, main language None  
-<sub><sup>best-practices, fastapi</sup></sub>
+### [CogVideo](https://github.com/thudm/cogvideo) by [thudm](https://github.com/thudm)  
+Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"  
+[https://github.com/thudm/cogvideo](https://github.com/thudm/cogvideo)  
+62 stars per week over 40 weeks  
+2,489 stars, 237 forks, 89 watches  
+[ml](categories/ml.md) category, created 2022-05-29, last commit 2022-11-17, main language Python  
 
 
-### [deep-rl-class](https://github.com/huggingface/deep-rl-class) by [huggingface](https://github.com/huggingface)  
-deep-rl-class: This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.  
-[https://github.com/huggingface/deep-rl-class](https://github.com/huggingface/deep-rl-class)  
-59 stars per week over 45 weeks  
-2,690 stars, 352 forks, 85 watches  
-[study](categories/study.md) category, created 2022-04-21, last commit 2023-03-02, main language Jupyter Notebook  
-<sub><sup>deep-learning, deep-reinforcement-learning, reinforcement-learning, reinforcement-learning-excercises</sup></sub>
+### [lime](https://github.com/marcotcr/lime) by [marcotcr](https://github.com/marcotcr)  
+Lime: Explaining the predictions of any machine learning classifier  
+[https://github.com/marcotcr/lime](https://github.com/marcotcr/lime)  
+28 stars per week over 363 weeks  
+10,476 stars, 1,716 forks, 270 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2016-03-15, last commit 2021-07-29, main language JavaScript  
 
 
-### [thinc](https://github.com/explosion/thinc) by [explosion](https://github.com/explosion)  
-thinc: 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries  
-[https://thinc.ai](https://thinc.ai)  
-[https://github.com/explosion/thinc](https://github.com/explosion/thinc)  
-6.11 stars per week over 437 weeks  
-2,672 stars, 270 forks, 82 watches  
-[ml-dl](categories/ml-dl.md) category, created 2014-10-16, last commit 2023-03-01, main language Python  
-<sub><sup>ai, artificial-intelligence, deep-learning, functional-programming, jax, machine-learning, machine-learning-library, mxnet, natural-language-processing, nlp, python, pytorch, spacy, tensorflow, type-checking</sup></sub>
+### [Daft](https://github.com/eventual-inc/daft) by [eventual-inc](https://github.com/eventual-inc)  
+Daft: The Python DataFrame for Complex Data  
+[https://github.com/eventual-inc/daft](https://github.com/eventual-inc/daft)  
+10 stars per week over 44 weeks  
+470 stars, 18 forks, 6 watches  
+[pandas](categories/pandas.md) category, created 2022-04-25, last commit 2023-03-04, main language Python  
+<sub><sup>data-engineering, data-science, dataframe, deep-learning, distributed-computing, image-processing, machine-learning, python</sup></sub>
 
 
-### [flake8](https://github.com/pycqa/flake8) by [pycqa](https://github.com/pycqa)  
-flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.  
-[https://flake8.pycqa.org](https://flake8.pycqa.org)  
-[https://github.com/pycqa/flake8](https://github.com/pycqa/flake8)  
-6.03 stars per week over 441 weeks  
-2,664 stars, 274 forks, 34 watches  
-[util](categories/util.md) category, created 2014-09-13, last commit 2023-02-21, main language Python  
-<sub><sup>complexity-analysis, flake8, linter, linter-flake8, pep8, python, python3, static-analysis, static-code-analysis, style-guide, styleguide, stylelint</sup></sub>
+### [websocket-client](https://github.com/websocket-client/websocket-client)  
+websocket-client: WebSocket client for Python  
+[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
+[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
+4.99 stars per week over 635 weeks  
+3,173 stars, 732 forks, 90 watches  
+[web](categories/web.md) category, created 2010-12-28, last commit 2023-03-01, main language Python  
+<sub><sup>python, rfc-6455, websocket, websocket-client, websockets, websockets-client</sup></sub>
 
 
-### [neuralcoref](https://github.com/huggingface/neuralcoref) by [huggingface](https://github.com/huggingface)  
-neuralcoref: ✨Fast Coreference Resolution in spaCy with Neural Networks  
-[https://huggingface.co/coref/](https://huggingface.co/coref/)  
-[https://github.com/huggingface/neuralcoref](https://github.com/huggingface/neuralcoref)  
-8.98 stars per week over 295 weeks  
-2,653 stars, 460 forks, 97 watches  
-[nlp](categories/nlp.md) category, created 2017-07-03, last commit 2021-06-22, main language C  
-<sub><sup>coreference, coreference-resolution, machine-learning, neural-networks, nlp, python, pytorch, spacy, spacy-extension, spacy-pipeline</sup></sub>
+### [Photon](https://github.com/s0md3v/photon) by [s0md3v](https://github.com/s0md3v)  
+Photon: Incredibly fast crawler designed for OSINT.  
+[https://github.com/s0md3v/photon](https://github.com/s0md3v/photon)  
+36 stars per week over 257 weeks  
+9,433 stars, 1,380 forks, 326 watches  
+[data](categories/data.md) category, created 2018-03-30, last commit 2022-12-20, main language Python  
+<sub><sup>crawler, information-gathering, osint, python, spider</sup></sub>
 
 
-### [eli5](https://github.com/teamhg-memex/eli5) by [teamhg-memex](https://github.com/teamhg-memex)  
-eli5: A library for debugging/inspecting machine learning classifiers and explaining their predictions  
-[http://eli5.readthedocs.io](http://eli5.readthedocs.io)  
-[https://github.com/teamhg-memex/eli5](https://github.com/teamhg-memex/eli5)  
-7.86 stars per week over 337 weeks  
-2,650 stars, 326 forks, 70 watches  
-[ml](categories/ml.md) category, created 2016-09-15, last commit 2020-01-22, main language Jupyter Notebook  
-<sub><sup>crfsuite, data-science, explanation, inspection, lightgbm, machine-learning, nlp, python, scikit-learn, xgboost</sup></sub>
+### [Surprise](https://github.com/nicolashug/surprise) by [nicolashug](https://github.com/nicolashug)  
+Surprise: A Python scikit for building and analyzing recommender systems  
+[http://surpriselib.com](http://surpriselib.com)  
+[https://github.com/nicolashug/surprise](https://github.com/nicolashug/surprise)  
+17 stars per week over 332 weeks  
+5,705 stars, 968 forks, 147 watches  
+[ml](categories/ml.md) category, created 2016-10-23, last commit 2023-01-27, main language Python  
+<sub><sup>factorization, machine-learning, matrix, recommendation, recommender, svd, systems</sup></sub>
 
 
-### [stellargraph](https://github.com/stellargraph/stellargraph)  
-StellarGraph - Machine Learning on Graphs  
-[https://stellargraph.readthedocs.io/](https://stellargraph.readthedocs.io/)  
-[https://github.com/stellargraph/stellargraph](https://github.com/stellargraph/stellargraph)  
-10 stars per week over 255 weeks  
-2,636 stars, 401 forks, 61 watches  
-[graph](categories/graph.md) category, created 2018-04-13, last commit 2021-10-29, main language Python  
-<sub><sup>data-science, deep-learning, gcn, geometric-deep-learning, graph-analysis, graph-convolutional-networks, graph-data, graph-machine-learning, graph-neural-networks, graphs, heterogeneous-networks, interpretability, link-prediction, machine-learning, machine-learning-algorithms, networkx, python, saliency-map, stellargraph-library</sup></sub>
+### [PettingZoo](https://github.com/pettingzoo-team/pettingzoo) by [pettingzoo-team](https://github.com/pettingzoo-team)  
+PettingZoo: A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities  
+[https://pettingzoo.farama.org](https://pettingzoo.farama.org)  
+[https://github.com/pettingzoo-team/pettingzoo](https://github.com/pettingzoo-team/pettingzoo)  
+10 stars per week over 162 weeks  
+1,687 stars, 274 forks, 19 watches  
+[sim](categories/sim.md) category, created 2020-01-20, last commit 2023-03-04, main language Python  
+<sub><sup>api, gym, gymnasium, multi-agent-reinforcement-learning, reinforcement-learning</sup></sub>
 
 
-### [itsdangerous](https://github.com/pallets/itsdangerous) by [pallets](https://github.com/pallets)  
-itsdangerous: Safely pass trusted data to untrusted environments and back.  
-[https://itsdangerous.palletsprojects.com](https://itsdangerous.palletsprojects.com)  
-[https://github.com/pallets/itsdangerous](https://github.com/pallets/itsdangerous)  
-4.32 stars per week over 610 weeks  
-2,636 stars, 214 forks, 57 watches  
-[data](categories/data.md) category, created 2011-06-24, last commit 2023-03-01, main language Python  
-<sub><sup>hmac, itsdangerous, pallets, python, security, serialization</sup></sub>
+### [arrow](https://github.com/arrow-py/arrow) by [arrow-py](https://github.com/arrow-py)  
+arrow: 🏹 Better dates & times for Python  
+[https://arrow.readthedocs.io](https://arrow.readthedocs.io)  
+[https://github.com/arrow-py/arrow](https://github.com/arrow-py/arrow)  
+15 stars per week over 537 weeks  
+8,236 stars, 639 forks, 134 watches  
+[util](categories/util.md) category, created 2012-11-18, last commit 2022-11-15, main language Python  
+<sub><sup>arrow, date, datetime, hacktoberfest, python, time, timestamp, timezones</sup></sub>
 
 
-### [Pretrained-Language-Model](https://github.com/huawei-noah/pretrained-language-model) by [huawei-noah](https://github.com/huawei-noah)  
-Pretrained-Language-Model: Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.  
-[https://github.com/huawei-noah/pretrained-language-model](https://github.com/huawei-noah/pretrained-language-model)  
-15 stars per week over 169 weeks  
-2,631 stars, 567 forks, 53 watches  
-[nlp](categories/nlp.md) category, created 2019-12-02, last commit 2022-12-25, main language Python  
-<sub><sup>knowledge-distillation, large-scale-distributed, model-compression, pretrained-models, quantization</sup></sub>
+### [panda3d](https://github.com/panda3d/panda3d)  
+panda3d: Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU  
+[https://www.panda3d.org/](https://www.panda3d.org/)  
+[https://github.com/panda3d/panda3d](https://github.com/panda3d/panda3d)  
+7.61 stars per week over 491 weeks  
+3,745 stars, 755 forks, 195 watches  
+[gamedev](categories/gamedev.md) category, created 2013-09-30, last commit 2023-02-26, main language C++  
+<sub><sup>c-plus-plus, cross-platform, game-development, game-engine, gamedev, multi-platform, open-source, opengl, panda3d, panda3d-game-engine, python</sup></sub>
 
 
-### [jupyterlab-desktop](https://github.com/jupyterlab/jupyterlab-desktop) by [jupyterlab](https://github.com/jupyterlab)  
-jupyterlab-desktop: JupyterLab desktop application, based on Electron.  
-[https://github.com/jupyterlab/jupyterlab-desktop](https://github.com/jupyterlab/jupyterlab-desktop)  
-8.59 stars per week over 304 weeks  
-2,614 stars, 236 forks, 42 watches  
-[jupyter](categories/jupyter.md) category, created 2017-05-04, last commit 2023-02-24, main language TypeScript  
-<sub><sup>jupyter, jupyter-notebook, jupyterlab</sup></sub>
+### [xlwings](https://github.com/zoomeranalytics/xlwings) by [zoomeranalytics](https://github.com/zoomeranalytics)  
+xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.   
+[https://www.xlwings.org](https://www.xlwings.org)  
+[https://github.com/zoomeranalytics/xlwings](https://github.com/zoomeranalytics/xlwings)  
+5.42 stars per week over 467 weeks  
+2,534 stars, 455 forks, 119 watches  
+[data](categories/data.md) category, created 2014-03-17, last commit 2023-03-02, main language Python  
+<sub><sup>automation, excel, google-sheets, googlesheets, python, reporting</sup></sub>
 
 
-### [panel](https://github.com/holoviz/panel) by [holoviz](https://github.com/holoviz)  
-panel: A high-level app and dashboarding solution for Python  
-[https://panel.holoviz.org](https://panel.holoviz.org)  
-[https://github.com/holoviz/panel](https://github.com/holoviz/panel)  
-11 stars per week over 236 weeks  
-2,610 stars, 321 forks, 48 watches  
-[viz](categories/viz.md) category, created 2018-08-23, last commit 2023-03-02, main language Python  
-<sub><sup>bokeh, control-panels, dashboards, dataapp, datascience, dataviz, gui, holoviews, holoviz, hvplot, jupyter, matplotlib, panel, plotly</sup></sub>
+### [spektral](https://github.com/danielegrattarola/spektral) by [danielegrattarola](https://github.com/danielegrattarola)  
+spektral: Graph Neural Networks with Keras and Tensorflow 2.  
+[https://graphneural.network](https://graphneural.network)  
+[https://github.com/danielegrattarola/spektral](https://github.com/danielegrattarola/spektral)  
+10 stars per week over 215 weeks  
+2,235 stars, 332 forks, 43 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-01-17, last commit 2023-02-11, main language Python  
+<sub><sup>deep-learning, graph-deep-learning, graph-neural-networks, keras, python, tensorflow, tensorflow2</sup></sub>
 
 
-### [pudb](https://github.com/inducer/pudb) by [inducer](https://github.com/inducer)  
-pudb: Full-screen console debugger for Python  
-[https://documen.tician.de/pudb/](https://documen.tician.de/pudb/)  
-[https://github.com/inducer/pudb](https://github.com/inducer/pudb)  
-4.22 stars per week over 616 weeks  
-2,600 stars, 217 forks, 47 watches  
-[debug](categories/debug.md) category, created 2011-05-13, last commit 2023-01-10, main language Python  
-<sub><sup>bpython, debug, debugger, ipython, pdb, pytest, pytest-plugin, python, urwid</sup></sub>
+### [more-itertools](https://github.com/more-itertools/more-itertools)  
+more-itertools: More routines for operating on iterables, beyond itertools  
+[https://more-itertools.rtfd.io](https://more-itertools.rtfd.io)  
+[https://github.com/more-itertools/more-itertools](https://github.com/more-itertools/more-itertools)  
+5.23 stars per week over 566 weeks  
+2,960 stars, 241 forks, 36 watches  
+[util](categories/util.md) category, created 2012-04-26, last commit 2023-03-03, main language Python  
 
 
-### [lightseq](https://github.com/bytedance/lightseq) by [bytedance](https://github.com/bytedance)  
-LightSeq: A High Performance Library for Sequence Processing and Generation  
-[https://github.com/bytedance/lightseq](https://github.com/bytedance/lightseq)  
-15 stars per week over 169 weeks  
-2,596 stars, 297 forks, 53 watches  
-[nlp](categories/nlp.md) category, created 2019-12-06, last commit 2023-03-02, main language C++  
-<sub><sup>accelerate, bart, beam-search, bert, cuda, diverse-decoding, gpt, inference, multilingual-nmt, sampling, training, transformer</sup></sub>
+### [nbconvert](https://github.com/jupyter/nbconvert) by [jupyter](https://github.com/jupyter)  
+nbconvert: Jupyter Notebook Conversion  
+[https://nbconvert.readthedocs.io/](https://nbconvert.readthedocs.io/)  
+[https://github.com/jupyter/nbconvert](https://github.com/jupyter/nbconvert)  
+3.52 stars per week over 412 weeks  
+1,451 stars, 512 forks, 51 watches  
+[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-02-20, main language Python  
 
 
-### [pandas-datareader](https://github.com/pydata/pandas-datareader) by [pydata](https://github.com/pydata)  
-pandas-datareader: Extract data from a wide range of Internet sources into a pandas DataFrame.  
-[https://pydata.github.io/pandas-datareader/stable/index.html](https://pydata.github.io/pandas-datareader/stable/index.html)  
-[https://github.com/pydata/pandas-datareader](https://github.com/pydata/pandas-datareader)  
-6.1 stars per week over 424 weeks  
-2,587 stars, 637 forks, 138 watches  
-[pandas](categories/pandas.md) category, created 2015-01-15, last commit 2022-03-16, main language Python  
-<sub><sup>data, data-analysis, dataset, econdb, economic-data, fama-french, finance, financial-data, fred, html, pandas, pydata, python, stock-data</sup></sub>
+### [Coercer](https://github.com/p0dalirius/coercer) by [p0dalirius](https://github.com/p0dalirius)  
+Coercer: A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.  
+[https://podalirius.net/](https://podalirius.net/)  
+[https://github.com/p0dalirius/coercer](https://github.com/p0dalirius/coercer)  
+31 stars per week over 35 weeks  
+1,118 stars, 122 forks, 18 watches  
+[util](categories/util.md) category, created 2022-06-30, last commit 2023-01-18, main language Python  
+<sub><sup>authentication, automatic, call, coerce, fuzzing, ntlm, privilege-escalation, rpc</sup></sub>
 
 
-### [dalle-playground](https://github.com/saharmor/dalle-playground) by [saharmor](https://github.com/saharmor)  
-dalle-playground: A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)  
-[https://github.com/saharmor/dalle-playground](https://github.com/saharmor/dalle-playground)  
-33 stars per week over 76 weeks  
-2,586 stars, 565 forks, 28 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-09-13, last commit 2023-02-19, main language JavaScript  
-<sub><sup>artificial, artificial-intelligence, dall-e, dalle, dalle-mini, gan, machine-learning, openai, stable-diffusion, text-to-image, transformers</sup></sub>
+### [thinc](https://github.com/explosion/thinc) by [explosion](https://github.com/explosion)  
+thinc: 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries  
+[https://thinc.ai](https://thinc.ai)  
+[https://github.com/explosion/thinc](https://github.com/explosion/thinc)  
+6.11 stars per week over 437 weeks  
+2,673 stars, 270 forks, 82 watches  
+[ml-dl](categories/ml-dl.md) category, created 2014-10-16, last commit 2023-03-03, main language Python  
+<sub><sup>ai, artificial-intelligence, deep-learning, functional-programming, jax, machine-learning, machine-learning-library, mxnet, natural-language-processing, nlp, python, pytorch, spacy, tensorflow, type-checking</sup></sub>
 
 
-### [Wikipedia](https://github.com/goldsmith/wikipedia) by [goldsmith](https://github.com/goldsmith)  
-Wikipedia: A Pythonic wrapper for the Wikipedia API  
-[https://wikipedia.readthedocs.org/](https://wikipedia.readthedocs.org/)  
-[https://github.com/goldsmith/wikipedia](https://github.com/goldsmith/wikipedia)  
-5.17 stars per week over 497 weeks  
-2,570 stars, 520 forks, 82 watches  
-[data](categories/data.md) category, created 2013-08-20, last commit 2020-10-09, main language Python  
+### [baselines](https://github.com/openai/baselines) by [openai](https://github.com/openai)  
+OpenAI Baselines: high-quality implementations of reinforcement learning algorithms  
+[https://github.com/openai/baselines](https://github.com/openai/baselines)  
+45 stars per week over 301 weeks  
+13,822 stars, 4,533 forks, 615 watches  
+[ml](categories/ml.md) category, created 2017-05-24, last commit 2020-01-31, main language Python  
 
 
-### [geemap](https://github.com/giswqs/geemap) by [giswqs](https://github.com/giswqs)  
-geemap: A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.  
-[https://geemap.org](https://geemap.org)  
-[https://github.com/giswqs/geemap](https://github.com/giswqs/geemap)  
-16 stars per week over 155 weeks  
-2,569 stars, 929 forks, 101 watches  
-[gis](categories/gis.md) category, created 2020-03-08, last commit 2023-02-28, main language Python  
-<sub><sup>colab, data-science, dataviz, earth-engine, earthengine, folium, geospatial, gis, google-earth-engine, image-processing, ipyleaflet, ipywidgets, jupyter, jupyter-notebook, landsat, mapping, python, remote-sensing, streamlit, streamlit-webapp</sup></sub>
+### [XlsxWriter](https://github.com/jmcnamara/xlsxwriter) by [jmcnamara](https://github.com/jmcnamara)  
+XlsxWriter: A Python module for creating Excel XLSX files.  
+[https://xlsxwriter.readthedocs.io](https://xlsxwriter.readthedocs.io)  
+[https://github.com/jmcnamara/xlsxwriter](https://github.com/jmcnamara/xlsxwriter)  
+5.98 stars per week over 530 weeks  
+3,169 stars, 594 forks, 121 watches  
+[data](categories/data.md) category, created 2013-01-04, last commit 2023-03-01, main language Python  
+<sub><sup>charts, libxlsxwriter, pandas, python, spreadsheet, xlsx, xlsx-files, xlsxwriter</sup></sub>
 
 
-### [stumpy](https://github.com/tdameritrade/stumpy) by [tdameritrade](https://github.com/tdameritrade)  
-STUMPY is a powerful and scalable Python library for modern time series analysis  
-[https://stumpy.readthedocs.io/en/latest/](https://stumpy.readthedocs.io/en/latest/)  
-[https://github.com/tdameritrade/stumpy](https://github.com/tdameritrade/stumpy)  
-12 stars per week over 200 weeks  
-2,561 stars, 248 forks, 53 watches  
-[time-series](categories/time-series.md) category, created 2019-05-03, last commit 2023-02-16, main language Python  
-<sub><sup>anomaly-detection, dask, data-science, matrix-profile, motif-discovery, numba, pattern-matching, pydata, python, time-series-analysis, time-series-data-mining, time-series-segmentation</sup></sub>
+### [joblib](https://github.com/joblib/joblib)  
+joblib: Computing with Python functions.  
+[http://joblib.readthedocs.org](http://joblib.readthedocs.org)  
+[https://github.com/joblib/joblib](https://github.com/joblib/joblib)  
+4.59 stars per week over 669 weeks  
+3,071 stars, 367 forks, 61 watches  
+[util](categories/util.md) category, created 2010-05-07, last commit 2023-02-21, main language Python  
+<sub><sup>caching, memoization, multiprocessing, parallel-computing, python, threading</sup></sub>
 
 
-### [urwid](https://github.com/urwid/urwid)  
-urwid: Console user interface library for Python (official repo)  
-[urwid.org](urwid.org)  
-[https://github.com/urwid/urwid](https://github.com/urwid/urwid)  
-3.75 stars per week over 679 weeks  
-2,545 stars, 311 forks, 62 watches  
-[term](categories/term.md) category, created 2010-02-25, last commit 2022-07-12, main language Python  
+### [awkward](https://github.com/scikit-hep/awkward-1.0) by [scikit-hep](https://github.com/scikit-hep)  
+awkward: Manipulate JSON-like data with NumPy-like idioms.  
+[https://awkward-array.org](https://awkward-array.org)  
+[https://github.com/scikit-hep/awkward-1.0](https://github.com/scikit-hep/awkward-1.0)  
+3.51 stars per week over 185 weeks  
+651 stars, 68 forks, 17 watches  
+[data](categories/data.md) category, created 2019-08-14, last commit 2023-03-03, main language Python  
+<sub><sup>apache-arrow, cern-root, columnar-format, data-analysis, jagged-array, json, numba, numpy, pandas, python, ragged-array, scikit-hep</sup></sub>
 
 
-### [botorch](https://github.com/pytorch/botorch) by [pytorch](https://github.com/pytorch)  
-botorch: Bayesian optimization in PyTorch  
-[https://botorch.org/](https://botorch.org/)  
-[https://github.com/pytorch/botorch](https://github.com/pytorch/botorch)  
-10 stars per week over 239 weeks  
-2,539 stars, 306 forks, 50 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-07-30, last commit 2023-03-02, main language Jupyter Notebook  
+### [connector-x](https://github.com/sfu-db/connector-x) by [sfu-db](https://github.com/sfu-db)  
+connector-x: Fastest library to load data from DB to DataFrames in Rust and Python  
+[https://sfu-db.github.io/connector-x/intro.html](https://sfu-db.github.io/connector-x/intro.html)  
+[https://github.com/sfu-db/connector-x](https://github.com/sfu-db/connector-x)  
+10 stars per week over 111 weeks  
+1,122 stars, 79 forks, 26 watches  
+[data](categories/data.md) category, created 2021-01-13, last commit 2023-02-28, main language Rust  
+<sub><sup>database, dataframe, python, rust, sql</sup></sub>
 
 
-### [xlwings](https://github.com/zoomeranalytics/xlwings) by [zoomeranalytics](https://github.com/zoomeranalytics)  
-xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.   
-[https://www.xlwings.org](https://www.xlwings.org)  
-[https://github.com/zoomeranalytics/xlwings](https://github.com/zoomeranalytics/xlwings)  
-5.42 stars per week over 467 weeks  
-2,534 stars, 455 forks, 119 watches  
-[data](categories/data.md) category, created 2014-03-17, last commit 2023-03-02, main language Python  
-<sub><sup>automation, excel, google-sheets, googlesheets, python, reporting</sup></sub>
+### [deepsparse](https://github.com/neuralmagic/deepsparse) by [neuralmagic](https://github.com/neuralmagic)  
+deepsparse: Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application  
+[https://github.com/neuralmagic/deepsparse](https://github.com/neuralmagic/deepsparse)  
+11 stars per week over 115 weeks  
+1,297 stars, 81 forks, 40 watches  
+[nlp](categories/nlp.md) category, created 2020-12-14, last commit 2023-03-02, main language Python  
+<sub><sup>auto-ml, computer-vision, cpu-inference-api, cpus, deepsparse-engine, inference, machinelearning, ml, nlp, object-detection, onnx, pretrained-models, pruning, pytorch, quantization, sparsification, sparsification-recipe, sparsified-models, tensorflow, yolov3</sup></sub>
 
 
-### [fastapi-users](https://github.com/fastapi-users/fastapi-users)  
-fastapi-users: Ready-to-use and customizable users management for FastAPI  
-[https://fastapi-users.github.io/fastapi-users/](https://fastapi-users.github.io/fastapi-users/)  
-[https://github.com/fastapi-users/fastapi-users](https://github.com/fastapi-users/fastapi-users)  
-14 stars per week over 177 weeks  
-2,517 stars, 250 forks, 34 watches  
-[web](categories/web.md) category, created 2019-10-05, last commit 2023-02-14, main language Python  
-<sub><sup>async, asyncio, fastapi, fastapi-users, python, starlette, users</sup></sub>
+### [grass](https://github.com/osgeo/grass) by [osgeo](https://github.com/osgeo)  
+GRASS GIS - free and open source Geographic Information System (GIS)  
+[https://grass.osgeo.org](https://grass.osgeo.org)  
+[https://github.com/osgeo/grass](https://github.com/osgeo/grass)  
+3.01 stars per week over 198 weeks  
+596 stars, 223 forks, 43 watches  
+[gis](categories/gis.md) category, created 2019-05-17, last commit 2023-03-02, main language C  
+<sub><sup>earth-observation, geospatial, geospatial-analysis, gis, grass-gis, hacktoberfest, open-science, osgeo, raster, remote-sensing, science, spatial, timeseries-analysis, vector</sup></sub>
 
 
-### [mljar-supervised](https://github.com/mljar/mljar-supervised) by [mljar](https://github.com/mljar)  
-mljar-supervised: Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation  
-[https://mljar.com](https://mljar.com)  
-[https://github.com/mljar/mljar-supervised](https://github.com/mljar/mljar-supervised)  
-11 stars per week over 225 weeks  
-2,486 stars, 326 forks, 43 watches  
-[ml](categories/ml.md) category, created 2018-11-05, last commit 2022-12-30, main language Python  
-<sub><sup>automated-machine-learning, automatic-machine-learning, automl, catboost, data-science, decision-tree, ensemble, feature-engineering, hyper-parameters, hyperparameter-optimization, lightgbm, machine-learning, mljar, models-tuning, neural-network, random-forest, scikit-learn, shap, tuning-algorithm, xgboost</sup></sub>
+### [eve](https://github.com/pyeve/eve) by [pyeve](https://github.com/pyeve)  
+eve: REST API framework designed for human beings  
+[https://python-eve.org](https://python-eve.org)  
+[https://github.com/pyeve/eve](https://github.com/pyeve/eve)  
+12 stars per week over 540 weeks  
+6,586 stars, 754 forks, 229 watches  
+[web](categories/web.md) category, created 2012-10-22, last commit 2022-11-10, main language Python  
+<sub><sup>flask, mongodb, python, rest</sup></sub>
 
 
-### [RecBole](https://github.com/rucaibox/recbole) by [rucaibox](https://github.com/rucaibox)  
-RecBole: A unified, comprehensive and efficient recommendation library  
-[https://recbole.io/](https://recbole.io/)  
-[https://github.com/rucaibox/recbole](https://github.com/rucaibox/recbole)  
-17 stars per week over 142 weeks  
-2,485 stars, 458 forks, 39 watches  
-[ml](categories/ml.md) category, created 2020-06-11, last commit 2023-03-02, main language Python  
-<sub><sup>collaborative-filtering, ctr-prediction, deep-learning, graph-neural-networks, knowledge-graph, pytorch, recommendation-system, recommendations, recommender, recommender-systems, sequential-recommendation</sup></sub>
+### [python-socketio](https://github.com/miguelgrinberg/python-socketio) by [miguelgrinberg](https://github.com/miguelgrinberg)  
+python-socketio: Python Socket.IO server and client  
+[https://github.com/miguelgrinberg/python-socketio](https://github.com/miguelgrinberg/python-socketio)  
+8.16 stars per week over 398 weeks  
+3,253 stars, 526 forks, 63 watches  
+[util](categories/util.md) category, created 2015-07-15, last commit 2023-02-16, main language Python  
+<sub><sup>asyncio, eventlet, gevent, long-polling, low-latency, python, socket-io, socketio, socketio-server, web-server, websocket</sup></sub>
 
 
-### [CogVideo](https://github.com/thudm/cogvideo) by [thudm](https://github.com/thudm)  
-Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"  
-[https://github.com/thudm/cogvideo](https://github.com/thudm/cogvideo)  
-62 stars per week over 39 weeks  
-2,485 stars, 237 forks, 89 watches  
-[ml](categories/ml.md) category, created 2022-05-29, last commit 2022-11-17, main language Python  
+### [machine-learning-book](https://github.com/rasbt/machine-learning-book) by [rasbt](https://github.com/rasbt)  
+machine-learning-book: Code Repository for Machine Learning with PyTorch and Scikit-Learn  
+[https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn](https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn)  
+[https://github.com/rasbt/machine-learning-book](https://github.com/rasbt/machine-learning-book)  
+25 stars per week over 63 weeks  
+1,628 stars, 613 forks, 31 watches  
+[study](categories/study.md) category, created 2021-12-19, last commit 2023-02-02, main language Jupyter Notebook  
+<sub><sup>deep-learning, machine-learning, neural-networks, pytorch, scikit-learn</sup></sub>
 
 
-### [ibis](https://github.com/ibis-project/ibis) by [ibis-project](https://github.com/ibis-project)  
-ibis: Expressive analytics in Python at any scale.  
-[https://ibis-project.org](https://ibis-project.org)  
-[https://github.com/ibis-project/ibis](https://github.com/ibis-project/ibis)  
-6.02 stars per week over 411 weeks  
-2,476 stars, 397 forks, 75 watches  
-[data](categories/data.md) category, created 2015-04-17, last commit 2023-03-02, main language Python  
-<sub><sup>bigquery, clickhouse, dask, database, datafusion, duckdb, impala, mssql, mysql, pandas, polars, postgresql, pyarrow, pyspark, python, snowflake, sql, sqlite, trino</sup></sub>
+### [polyaxon](https://github.com/polyaxon/polyaxon)  
+polyaxon: MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle  
+[https://polyaxon.com](https://polyaxon.com)  
+[https://github.com/polyaxon/polyaxon](https://github.com/polyaxon/polyaxon)  
+10 stars per week over 322 weeks  
+3,265 stars, 319 forks, 78 watches  
+[ml-ops](categories/ml-ops.md) category, created 2016-12-26, last commit 2023-03-03, main language None  
+<sub><sup>artificial-intelligence, caffe, data-science, deep-learning, hyperparameter-optimization, jupyter, jupyterlab, k8s, keras, kubernetes, machine-learning, ml, mlops, mxnet, notebook, pipelines, pytorch, reinforcement-learning, tensorflow, workflow</sup></sub>
 
 
-### [deepchecks](https://github.com/deepchecks/deepchecks)  
-Deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.  
-[https://docs.deepchecks.com/stable](https://docs.deepchecks.com/stable)  
-[https://github.com/deepchecks/deepchecks](https://github.com/deepchecks/deepchecks)  
-33 stars per week over 72 weeks  
-2,456 stars, 178 forks, 11 watches  
-[data](categories/data.md) category, created 2021-10-11, last commit 2023-03-02, main language Python  
-<sub><sup>data-drift, data-science, data-validation, deep-learning, html-report, jupyter-notebook, machine-learning, ml, mlops, model-monitoring, model-validation, pandas-dataframe, python, pytorch</sup></sub>
+### [dopamine](https://github.com/google/dopamine) by [google](https://github.com/google)  
+Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.   
+[https://github.com/google/dopamine](https://github.com/google/dopamine)  
+[https://github.com/google/dopamine](https://github.com/google/dopamine)  
+41 stars per week over 240 weeks  
+10,026 stars, 1,343 forks, 442 watches  
+[ml](categories/ml.md) category, created 2018-07-26, last commit 2023-02-27, main language Jupyter Notebook  
+<sub><sup>ai, google, ml, rl, tensorflow</sup></sub>
 
 
-### [Top2Vec](https://github.com/ddangelov/top2vec) by [ddangelov](https://github.com/ddangelov)  
-Top2Vec learns jointly embedded topic, document and word vectors.  
-[https://github.com/ddangelov/top2vec](https://github.com/ddangelov/top2vec)  
-15 stars per week over 154 weeks  
-2,441 stars, 336 forks, 38 watches  
-[nlp](categories/nlp.md) category, created 2020-03-20, last commit 2023-01-26, main language Python  
-<sub><sup>bert, document-embedding, pre-trained-language-models, semantic-search, sentence-encoder, sentence-transformers, text-search, text-semantic-similarity, top2vec, topic-modeling, topic-modelling, topic-search, topic-vector, word-embeddings</sup></sub>
+### [PiML-Toolbox](https://github.com/selfexplainml/piml-toolbox) by [selfexplainml](https://github.com/selfexplainml)  
+PiML-Toolbox: PiML (Python Interpretable Machine Learning) toolbox for model development and model validation  
+[https://selfexplainml.github.io/PiML-Toolbox](https://selfexplainml.github.io/PiML-Toolbox)  
+[https://github.com/selfexplainml/piml-toolbox](https://github.com/selfexplainml/piml-toolbox)  
+12 stars per week over 44 weeks  
+550 stars, 61 forks, 15 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2022-04-29, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>interpretable-machine-learning, low-code, ml-workflow, model-diagnostics</sup></sub>
 
 
-### [hiplot](https://github.com/facebookresearch/hiplot) by [facebookresearch](https://github.com/facebookresearch)  
-HiPlot makes understanding high dimensional data easy  
-[https://facebookresearch.github.io/hiplot/](https://facebookresearch.github.io/hiplot/)  
-[https://github.com/facebookresearch/hiplot](https://github.com/facebookresearch/hiplot)  
-14 stars per week over 173 weeks  
-2,426 stars, 123 forks, 29 watches  
-[viz](categories/viz.md) category, created 2019-11-08, last commit 2022-12-05, main language TypeScript  
+### [stable-diffusion-tensorflow](https://github.com/divamgupta/stable-diffusion-tensorflow) by [divamgupta](https://github.com/divamgupta)  
+stable-diffusion-tensorflow: Stable Diffusion in TensorFlow / Keras  
+[https://github.com/divamgupta/stable-diffusion-tensorflow](https://github.com/divamgupta/stable-diffusion-tensorflow)  
+56 stars per week over 24 weeks  
+1,382 stars, 193 forks, 21 watches  
+[diffusion](categories/diffusion.md) category, created 2022-09-15, last commit 2022-11-22, main language Python  
 
 
-### [coveragepy](https://github.com/nedbat/coveragepy) by [nedbat](https://github.com/nedbat)  
-coveragepy: The code coverage tool for Python  
-[https://coverage.readthedocs.io](https://coverage.readthedocs.io)  
-[https://github.com/nedbat/coveragepy](https://github.com/nedbat/coveragepy)  
-9.81 stars per week over 244 weeks  
-2,403 stars, 346 forks, 27 watches  
-[testing](categories/testing.md) category, created 2018-06-23, last commit 2023-02-26, main language Python  
+### [freezegun](https://github.com/spulec/freezegun) by [spulec](https://github.com/spulec)  
+freezegun: Let your Python tests travel through time  
+[https://github.com/spulec/freezegun](https://github.com/spulec/freezegun)  
+6.73 stars per week over 533 weeks  
+3,594 stars, 249 forks, 31 watches  
+[testing](categories/testing.md) category, created 2012-12-11, last commit 2023-02-22, main language Python  
 
 
-### [marqo](https://github.com/marqo-ai/marqo) by [marqo-ai](https://github.com/marqo-ai)  
-marqo: Tensor search for humans.  
-[https://www.marqo.ai/](https://www.marqo.ai/)  
-[https://github.com/marqo-ai/marqo](https://github.com/marqo-ai/marqo)  
-78 stars per week over 30 weeks  
-2,399 stars, 92 forks, 27 watches  
-[ml](categories/ml.md) category, created 2022-08-01, last commit 2023-03-02, main language Python  
-<sub><sup>chatgpt, clip, deep-learning, gpt, hacktoberfest, hnsw, information-retrieval, knn, large-language-models, machine-learning, machinelearning, multi-modal, natural-language-processing, search-engine, semantic-search, tensor-search, transformers, vector-search, vision-language, visual-search</sup></sub>
+### [RPA-Python](https://github.com/tebelorg/rpa-python) by [tebelorg](https://github.com/tebelorg)  
+RPA-Python: Python package for doing RPA  
+[https://github.com/tebelorg/rpa-python](https://github.com/tebelorg/rpa-python)  
+17 stars per week over 205 weeks  
+3,663 stars, 541 forks, 101 watches  
+[util](categories/util.md) category, created 2019-03-30, last commit 2022-09-07, main language Python  
+<sub><sup>cross-platform, opencv, python, rpa, sikuli, tagui, tesseract</sup></sub>
 
 
-### [notifiers](https://github.com/liiight/notifiers) by [liiight](https://github.com/liiight)  
-notifiers: The easy way to send notifications  
-[http://notifiers.readthedocs.io/](http://notifiers.readthedocs.io/)  
-[https://github.com/liiight/notifiers](https://github.com/liiight/notifiers)  
-7.98 stars per week over 300 weeks  
-2,394 stars, 93 forks, 33 watches  
-[util](categories/util.md) category, created 2017-06-01, last commit 2022-07-14, main language Python  
-<sub><sup>notification-service, notifications, notifier, pypi, python, python3</sup></sub>
+### [kaggle-api](https://github.com/kaggle/kaggle-api) by [kaggle](https://github.com/kaggle)  
+kaggle-api: Official Kaggle API  
+[https://github.com/kaggle/kaggle-api](https://github.com/kaggle/kaggle-api)  
+19 stars per week over 266 weeks  
+5,190 stars, 984 forks, 192 watches  
+[data](categories/data.md) category, created 2018-01-25, last commit 2023-03-01, main language Python  
 
 
-### [mujoco-py](https://github.com/openai/mujoco-py) by [openai](https://github.com/openai)  
-mujoco-py: MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.  
-[https://github.com/openai/mujoco-py](https://github.com/openai/mujoco-py)  
-6.69 stars per week over 357 weeks  
-2,394 stars, 740 forks, 167 watches  
-[sim](categories/sim.md) category, created 2016-04-24, last commit 2022-11-17, main language Cython  
+### [pendulum](https://github.com/sdispater/pendulum) by [sdispater](https://github.com/sdispater)  
+pendulum: Python datetimes made easy  
+[https://pendulum.eustace.io](https://pendulum.eustace.io)  
+[https://github.com/sdispater/pendulum](https://github.com/sdispater/pendulum)  
+15 stars per week over 348 weeks  
+5,357 stars, 322 forks, 63 watches  
+[util](categories/util.md) category, created 2016-06-27, last commit 2023-02-25, main language Python  
+<sub><sup>date, datetime, python, python3, time, timezones</sup></sub>
 
 
-### [hnswlib](https://github.com/nmslib/hnswlib) by [nmslib](https://github.com/nmslib)  
-hnswlib: Header-only C++/python library for fast approximate nearest neighbors  
-[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
-[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
-8.1 stars per week over 295 weeks  
-2,391 stars, 432 forks, 62 watches  
-[ml](categories/ml.md) category, created 2017-07-06, last commit 2023-02-05, main language C++  
+### [raster-vision](https://github.com/azavea/raster-vision) by [azavea](https://github.com/azavea)  
+raster-vision: An open source library and framework for deep learning on satellite and aerial imagery.  
+[https://docs.rastervision.io](https://docs.rastervision.io)  
+[https://github.com/azavea/raster-vision](https://github.com/azavea/raster-vision)  
+5.67 stars per week over 317 weeks  
+1,799 stars, 351 forks, 83 watches  
+[gis](categories/gis.md) category, created 2017-02-02, last commit 2023-02-27, main language Python  
+<sub><sup>classification, computer-vision, deep-learning, geospatial, machine-learning, object-detection, pytorch, remote-sensing, semantic-segmentation</sup></sub>
 
 
-### [dm-haiku](https://github.com/deepmind/dm-haiku) by [deepmind](https://github.com/deepmind)  
-dm-haiku: JAX-based neural network library  
-[https://dm-haiku.readthedocs.io](https://dm-haiku.readthedocs.io)  
-[https://github.com/deepmind/dm-haiku](https://github.com/deepmind/dm-haiku)  
-15 stars per week over 158 weeks  
-2,386 stars, 199 forks, 39 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-02-18, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, deep-neural-networks, jax, machine-learning, neural-networks</sup></sub>
+### [mljar-supervised](https://github.com/mljar/mljar-supervised) by [mljar](https://github.com/mljar)  
+mljar-supervised: Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation  
+[https://mljar.com](https://mljar.com)  
+[https://github.com/mljar/mljar-supervised](https://github.com/mljar/mljar-supervised)  
+11 stars per week over 225 weeks  
+2,489 stars, 326 forks, 43 watches  
+[ml](categories/ml.md) category, created 2018-11-05, last commit 2022-12-30, main language Python  
+<sub><sup>automated-machine-learning, automatic-machine-learning, automl, catboost, data-science, decision-tree, ensemble, feature-engineering, hyper-parameters, hyperparameter-optimization, lightgbm, machine-learning, mljar, models-tuning, neural-network, random-forest, scikit-learn, shap, tuning-algorithm, xgboost</sup></sub>
 
 
-### [holoviews](https://github.com/holoviz/holoviews) by [holoviz](https://github.com/holoviz)  
-holoviews: With Holoviews, your data visualizes itself.  
-[https://holoviews.org](https://holoviews.org)  
-[https://github.com/holoviz/holoviews](https://github.com/holoviz/holoviews)  
-5.18 stars per week over 460 weeks  
-2,384 stars, 373 forks, 61 watches  
-[viz](categories/viz.md) category, created 2014-05-07, last commit 2023-03-01, main language Python  
-<sub><sup>holoviews, holoviz, plotting</sup></sub>
+### [lux](https://github.com/lux-org/lux) by [lux-org](https://github.com/lux-org)  
+lux: Automatically visualize your pandas dataframe via a single print! 📊 💡  
+[https://github.com/lux-org/lux](https://github.com/lux-org/lux)  
+27 stars per week over 164 weeks  
+4,456 stars, 344 forks, 86 watches  
+[viz](categories/viz.md) category, created 2020-01-08, last commit 2022-05-21, main language Python  
+<sub><sup>data-science, exploratory-data-analysis, jupyter, pandas, python, visualization, visualization-tools</sup></sub>
 
 
-### [nbdime](https://github.com/jupyter/nbdime) by [jupyter](https://github.com/jupyter)  
-nbdime: Tools for diffing and merging of Jupyter notebooks.  
-[http://nbdime.readthedocs.io](http://nbdime.readthedocs.io)  
-[https://github.com/jupyter/nbdime](https://github.com/jupyter/nbdime)  
-6.24 stars per week over 380 weeks  
-2,376 stars, 156 forks, 44 watches  
-[jupyter](categories/jupyter.md) category, created 2015-11-16, last commit 2023-01-15, main language Python  
-<sub><sup>diff, diffing, git, hg, jupyter, jupyter-notebook, jupyterlab-extension, mercurial, merge, merge-driver, mergetool, vcs, version-control</sup></sub>
+### [lit](https://github.com/pair-code/lit) by [pair-code](https://github.com/pair-code)  
+lit: The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.  
+[https://pair-code.github.io/lit](https://pair-code.github.io/lit)  
+[https://github.com/pair-code/lit](https://github.com/pair-code/lit)  
+22 stars per week over 135 weeks  
+3,082 stars, 327 forks, 70 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2020-07-28, last commit 2022-12-02, main language TypeScript  
+<sub><sup>machine-learning, natural-language-processing, visualization</sup></sub>
 
 
-### [VQGAN-CLIP](https://github.com/nerdyrodent/vqgan-clip) by [nerdyrodent](https://github.com/nerdyrodent)  
-VQGAN-CLIP: Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.  
-[https://github.com/nerdyrodent/vqgan-clip](https://github.com/nerdyrodent/vqgan-clip)  
-27 stars per week over 87 weeks  
-2,371 stars, 410 forks, 53 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-07-02, last commit 2022-10-02, main language Python  
-<sub><sup>text-to-image, text2image</sup></sub>
+### [autoscraper](https://github.com/alirezamika/autoscraper) by [alirezamika](https://github.com/alirezamika)  
+autoscraper: A Smart, Automatic, Fast and Lightweight Web Scraper for Python  
+[https://github.com/alirezamika/autoscraper](https://github.com/alirezamika/autoscraper)  
+38 stars per week over 130 weeks  
+4,975 stars, 525 forks, 125 watches  
+[data](categories/data.md) category, created 2020-08-31, last commit 2022-07-17, main language Python  
+<sub><sup>ai, artificial-intelligence, automation, crawler, machine-learning, python, scrape, scraper, scraping, web-scraping, webautomation, webscraping</sup></sub>
 
 
-### [ipyparallel](https://github.com/ipython/ipyparallel) by [ipython](https://github.com/ipython)  
-ipyparallel: IPython Parallel: Interactive Parallel Computing in Python  
-[https://ipyparallel.readthedocs.io/](https://ipyparallel.readthedocs.io/)  
-[https://github.com/ipython/ipyparallel](https://github.com/ipython/ipyparallel)  
-5.73 stars per week over 412 weeks  
-2,361 stars, 959 forks, 120 watches  
-[perf](categories/perf.md) category, created 2015-04-09, last commit 2023-02-08, main language Jupyter Notebook  
-<sub><sup>jupyter, parallel, python</sup></sub>
+### [pointers.py](https://github.com/zerointensity/pointers.py) by [zerointensity](https://github.com/zerointensity)  
+pointers.py: Bringing the hell of pointers to Python.  
+[https://pointers.zintensity.dev/](https://pointers.zintensity.dev/)  
+[https://github.com/zerointensity/pointers.py](https://github.com/zerointensity/pointers.py)  
+15 stars per week over 51 weeks  
+802 stars, 11 forks, 4 watches  
+[perf](categories/perf.md) category, created 2022-03-09, last commit 2023-02-14, main language Python  
+<sub><sup>pointers, python, python-pointers</sup></sub>
 
 
-### [pyston](https://github.com/pyston/pyston)  
-pyston: A faster and highly-compatible implementation of the Python programming language.  
-[https://www.pyston.org/](https://www.pyston.org/)  
-[https://github.com/pyston/pyston](https://github.com/pyston/pyston)  
-22 stars per week over 104 weeks  
-2,348 stars, 85 forks, 34 watches  
-[util](categories/util.md) category, created 2021-03-01, last commit 2023-02-28, main language Python  
+### [uwsgi](https://github.com/unbit/uwsgi) by [unbit](https://github.com/unbit)  
+uWSGI application server container  
+[http://projects.unbit.it/uwsgi](http://projects.unbit.it/uwsgi)  
+[https://github.com/unbit/uwsgi](https://github.com/unbit/uwsgi)  
+5.48 stars per week over 595 weeks  
+3,261 stars, 671 forks, 113 watches  
+[web](categories/web.md) category, created 2011-10-09, last commit 2023-01-10, main language C  
 
 
-### [lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template) by [ashleve](https://github.com/ashleve)  
-lightning-hydra-template: PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices.  ⚡🔥⚡  
-[https://github.com/ashleve/lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template)  
-19 stars per week over 121 weeks  
-2,326 stars, 396 forks, 20 watches  
-[util](categories/util.md) category, created 2020-11-04, last commit 2023-02-11, main language Python  
-<sub><sup>best-practices, comet, config, deep-learning, hydra, mlflow, mlops, neptune, project-structure, pytorch, pytorch-lightning, reproducibility, template, tensorboard, wandb</sup></sub>
+### [yellowbrick](https://github.com/districtdatalabs/yellowbrick) by [districtdatalabs](https://github.com/districtdatalabs)  
+yellowbrick: Visual analysis and diagnostic tools to facilitate machine learning model selection.  
+[http://www.scikit-yb.org/](http://www.scikit-yb.org/)  
+[https://github.com/districtdatalabs/yellowbrick](https://github.com/districtdatalabs/yellowbrick)  
+11 stars per week over 354 weeks  
+3,927 stars, 543 forks, 101 watches  
+[ml](categories/ml.md) category, created 2016-05-18, last commit 2023-02-27, main language Python  
+<sub><sup>anaconda, estimator, machine-learning, matplotlib, model-selection, python, scikit-learn, visual-analysis, visualization, visualizer</sup></sub>
 
 
 ### [CodeGen](https://github.com/salesforce/codegen) by [salesforce](https://github.com/salesforce)  
 CodeGen is an open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.  
 [https://github.com/salesforce/codegen](https://github.com/salesforce/codegen)  
 47 stars per week over 48 weeks  
-2,306 stars, 174 forks, 43 watches  
+2,316 stars, 176 forks, 43 watches  
 [nlp](categories/nlp.md) category, created 2022-03-28, last commit 2022-12-01, main language Python  
 <sub><sup>codex, generativemodel, languagemodel, llm, programsynthesis, tpu-acceleration</sup></sub>
 
 
-### [statsforecast](https://github.com/nixtla/statsforecast) by [nixtla](https://github.com/nixtla)  
-statsforecast: Lightning ⚡️ fast forecasting with statistical and econometric models.  
-[https://nixtla.github.io/statsforecast/](https://nixtla.github.io/statsforecast/)  
-[https://github.com/nixtla/statsforecast](https://github.com/nixtla/statsforecast)  
-34 stars per week over 66 weeks  
-2,296 stars, 146 forks, 18 watches  
-[time-series](categories/time-series.md) category, created 2021-11-24, last commit 2023-02-28, main language Python  
-<sub><sup>arima, automl, baselines, data-science, econometrics, ets, exponential-smoothing, fbprophet, forecasting, machine-learning, mstl, naive, neuralprophet, predictions, prophet, python, seasonal-naive, statistics, theta, time-series</sup></sub>
+### [criticality_score](https://github.com/ossf/criticality_score) by [ossf](https://github.com/ossf)  
+criticality_score: Gives criticality score for an open source project  
+[https://github.com/ossf/criticality_score](https://github.com/ossf/criticality_score)  
+9.86 stars per week over 119 weeks  
+1,180 stars, 89 forks, 30 watches  
+[util](categories/util.md) category, created 2020-11-17, last commit 2023-02-28, main language Go  
 
 
-### [FLAML](https://github.com/microsoft/flaml) by [microsoft](https://github.com/microsoft)  
-FLAML: A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.  
-[https://microsoft.github.io/FLAML/](https://microsoft.github.io/FLAML/)  
-[https://github.com/microsoft/flaml](https://github.com/microsoft/flaml)  
-17 stars per week over 132 weeks  
-2,290 stars, 350 forks, 41 watches  
-[ml](categories/ml.md) category, created 2020-08-20, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>automated-machine-learning, automl, classification, data-science, deep-learning, finetuning, hyperparam, hyperparameter-optimization, jupyter-notebook, machine-learning, natural-language-generation, natural-language-processing, python, random-forest, regression, scikit-learn, tabular-data, timeseries-forecasting, tuning</sup></sub>
+### [hiplot](https://github.com/facebookresearch/hiplot) by [facebookresearch](https://github.com/facebookresearch)  
+HiPlot makes understanding high dimensional data easy  
+[https://facebookresearch.github.io/hiplot/](https://facebookresearch.github.io/hiplot/)  
+[https://github.com/facebookresearch/hiplot](https://github.com/facebookresearch/hiplot)  
+14 stars per week over 173 weeks  
+2,429 stars, 124 forks, 29 watches  
+[viz](categories/viz.md) category, created 2019-11-08, last commit 2023-03-03, main language TypeScript  
+
+
+### [imageio](https://github.com/imageio/imageio)  
+imageio: Python library for reading and writing image data  
+[https://imageio.readthedocs.io](https://imageio.readthedocs.io)  
+[https://github.com/imageio/imageio](https://github.com/imageio/imageio)  
+2.35 stars per week over 513 weeks  
+1,204 stars, 244 forks, 32 watches  
+[util](categories/util.md) category, created 2013-05-04, last commit 2023-03-03, main language Python  
+<sub><sup>animated-gif, dicom, imageio, python, scientific-formats, video, webcam-capture</sup></sub>
+
+
+### [SDV](https://github.com/sdv-dev/sdv) by [sdv-dev](https://github.com/sdv-dev)  
+SDV: Synthetic Data Generation for tabular, relational and time series data.  
+[https://sdv.dev/SDV](https://sdv.dev/SDV)  
+[https://github.com/sdv-dev/sdv](https://github.com/sdv-dev/sdv)  
+5.18 stars per week over 251 weeks  
+1,302 stars, 208 forks, 40 watches  
+[data](categories/data.md) category, created 2018-05-11, last commit 2023-01-24, main language Python  
+<sub><sup>data-generation, deep-learning, gan, gans, generative-adversarial-network, generative-ai, generative-model, machine-learning, multi-table, relational-datasets, sdv, synthetic-data, synthetic-data-generation, time-series</sup></sub>
+
+
+### [ipyvolume](https://github.com/maartenbreddels/ipyvolume) by [maartenbreddels](https://github.com/maartenbreddels)  
+ipyvolume: 3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL  
+[https://github.com/maartenbreddels/ipyvolume](https://github.com/maartenbreddels/ipyvolume)  
+5.66 stars per week over 323 weeks  
+1,830 stars, 236 forks, 51 watches  
+[jupyter](categories/jupyter.md) category, created 2016-12-21, last commit 2023-02-25, main language TypeScript  
+<sub><sup>dataviz, ipython-widget, jupyter, jupyter-notebook, plotting, python, quiver, rendering-3d-volumes, scientific-visualization, threejs, virtual-reality, visualisation, volume-rendering, webgl</sup></sub>
+
+
+### [skops](https://github.com/skops-dev/skops) by [skops-dev](https://github.com/skops-dev)  
+skops is a Python library helping you share your scikit-learn based models and put them in production  
+[https://skops.readthedocs.io/en/stable/](https://skops.readthedocs.io/en/stable/)  
+[https://github.com/skops-dev/skops](https://github.com/skops-dev/skops)  
+6.17 stars per week over 43 weeks  
+269 stars, 42 forks, 9 watches  
+[ml-ops](categories/ml-ops.md) category, created 2022-05-04, last commit 2023-03-03, main language Python  
+<sub><sup>hacktoberfest, huggingface, machine-learning, mlops, scikit-learn</sup></sub>
+
+
+### [opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib) by [open-telemetry](https://github.com/open-telemetry)  
+opentelemetry-python-contrib: OpenTelemetry instrumentation for Python modules  
+[https://opentelemetry.io](https://opentelemetry.io)  
+[https://github.com/open-telemetry/opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib)  
+2.38 stars per week over 173 weeks  
+412 stars, 320 forks, 14 watches  
+[util](categories/util.md) category, created 2019-11-08, last commit 2023-02-28, main language Python  
 
 
 ### [pycryptodome](https://github.com/legrandin/pycryptodome) by [legrandin](https://github.com/legrandin)  
@@ -4405,3870 +4703,4061 @@ pycryptodome: A self-contained cryptographic library for Python
 [https://www.pycryptodome.org](https://www.pycryptodome.org)  
 [https://github.com/legrandin/pycryptodome](https://github.com/legrandin/pycryptodome)  
 4.93 stars per week over 461 weeks  
-2,273 stars, 420 forks, 59 watches  
+2,274 stars, 420 forks, 59 watches  
 [util](categories/util.md) category, created 2014-05-02, last commit 2023-01-28, main language C  
 <sub><sup>cryptography, python, security</sup></sub>
 
 
-### [spektral](https://github.com/danielegrattarola/spektral) by [danielegrattarola](https://github.com/danielegrattarola)  
-spektral: Graph Neural Networks with Keras and Tensorflow 2.  
-[https://graphneural.network](https://graphneural.network)  
-[https://github.com/danielegrattarola/spektral](https://github.com/danielegrattarola/spektral)  
-10 stars per week over 215 weeks  
-2,234 stars, 332 forks, 43 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-01-17, last commit 2023-02-11, main language Python  
-<sub><sup>deep-learning, graph-deep-learning, graph-neural-networks, keras, python, tensorflow, tensorflow2</sup></sub>
-
-
-### [reloadium](https://github.com/reloadware/reloadium) by [reloadware](https://github.com/reloadware)  
-reloadium: Advanced Hot Reloading & Profiling for Python  
-[https://reloadium.io](https://reloadium.io)  
-[https://github.com/reloadware/reloadium](https://github.com/reloadware/reloadium)  
-37 stars per week over 58 weeks  
-2,224 stars, 39 forks, 24 watches  
-[profiling](categories/profiling.md) category, created 2022-01-15, last commit 2023-02-27, main language Python  
-<sub><sup>django, edit-and-continue, flask, hot-reload, hot-reloading, pandas, python, python3</sup></sub>
-
-
-### [swifter](https://github.com/jmcarpenter2/swifter) by [jmcarpenter2](https://github.com/jmcarpenter2)  
-swifter: A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner  
-[https://github.com/jmcarpenter2/swifter](https://github.com/jmcarpenter2/swifter)  
-8.69 stars per week over 255 weeks  
-2,223 stars, 99 forks, 30 watches  
-[pandas](categories/pandas.md) category, created 2018-04-07, last commit 2022-08-16, main language Python  
-<sub><sup>dask, modin, pandas, pandas-dataframe, parallel-computing, parallelization</sup></sub>
+### [quart](https://github.com/pallets/quart) by [pallets](https://github.com/pallets)  
+quart: An async Python micro framework for building web applications.   
+[https://quart.palletsprojects.com](https://quart.palletsprojects.com)  
+[https://github.com/pallets/quart](https://github.com/pallets/quart)  
+5.94 stars per week over 277 weeks  
+1,646 stars, 100 forks, 26 watches  
+[web](categories/web.md) category, created 2017-11-10, last commit 2023-02-12, main language Python  
+<sub><sup>asgi, asyncio, http-server, python, quart</sup></sub>
 
 
-### [Astra](https://github.com/flipkart-incubator/astra) by [flipkart-incubator](https://github.com/flipkart-incubator)  
-Astra: Automated Security Testing For REST API's  
-[https://github.com/flipkart-incubator/astra](https://github.com/flipkart-incubator/astra)  
-8.14 stars per week over 268 weeks  
-2,183 stars, 361 forks, 85 watches  
-[web](categories/web.md) category, created 2018-01-10, last commit 2023-02-16, main language Python  
-<sub><sup>ci-cd, owasp, penetration-testing, penetration-testing-framework, postman-collection, python, restapiautomation, sdlc, security, security-automation</sup></sub>
+### [transitions](https://github.com/pytransitions/transitions) by [pytransitions](https://github.com/pytransitions)  
+transitions: A lightweight, object-oriented finite state machine implementation in Python with many extensions  
+[https://github.com/pytransitions/transitions](https://github.com/pytransitions/transitions)  
+10 stars per week over 438 weeks  
+4,779 stars, 511 forks, 91 watches  
+[util](categories/util.md) category, created 2014-10-12, last commit 2023-01-06, main language Python  
+<sub><sup>hierarchical-state-machine, nested-states, python, state-diagram, state-machine</sup></sub>
 
 
-### [stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos) by [nateraw](https://github.com/nateraw)  
-stable-diffusion-videos: Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts  
-[https://github.com/nateraw/stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos)  
-85 stars per week over 25 weeks  
-2,178 stars, 213 forks, 28 watches  
-[diffusion](categories/diffusion.md) category, created 2022-09-06, last commit 2023-02-18, main language Python  
-<sub><sup>ai-art, huggingface, huggingface-diffusers, machine-learning, stable-diffusion</sup></sub>
+### [TabPFN](https://github.com/automl/tabpfn) by [automl](https://github.com/automl)  
+TabPFN: Official implementation of the TabPFN and the tabpfn package.  
+[https://arxiv.org/abs/2207.01848](https://arxiv.org/abs/2207.01848)  
+[https://github.com/automl/tabpfn](https://github.com/automl/tabpfn)  
+19 stars per week over 35 weeks  
+701 stars, 49 forks, 16 watches  
+[ml](categories/ml.md) category, created 2022-07-01, last commit 2023-03-02, main language Python  
 
 
-### [pytest-testinfra](https://github.com/pytest-dev/pytest-testinfra) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-testinfra: Testinfra test your infrastructures  
-[https://testinfra.readthedocs.io](https://testinfra.readthedocs.io)  
-[https://github.com/pytest-dev/pytest-testinfra](https://github.com/pytest-dev/pytest-testinfra)  
-5.22 stars per week over 415 weeks  
-2,168 stars, 321 forks, 82 watches  
-[testing](categories/testing.md) category, created 2015-03-15, last commit 2023-01-11, main language Python  
-<sub><sup>ansible, chef, devops, devops-tools, docker, infrastructure-as-code, infrastructure-testing, kubernetes, nagios, puppet, pytest-plugin, python, saltstack, tdd, tdd-utilities, testing, testing-tools</sup></sub>
+### [flower](https://github.com/mher/flower) by [mher](https://github.com/mher)  
+flower: Real-time monitor and web admin for Celery distributed task queue  
+[https://flower.readthedocs.io](https://flower.readthedocs.io)  
+[https://github.com/mher/flower](https://github.com/mher/flower)  
+10 stars per week over 556 weeks  
+5,581 stars, 1,001 forks, 143 watches  
+[perf](categories/perf.md) category, created 2012-07-08, last commit 2022-11-14, main language Python  
+<sub><sup>administration, asynchronous, celery, monitoring, python, rabbitmq, redis, task-queue, workers</sup></sub>
 
 
-### [data-diff](https://github.com/datafold/data-diff) by [datafold](https://github.com/datafold)  
-data-diff: Efficiently diff data in or across relational databases  
-[https://www.datafold.com/blog/open-source-data-diff](https://www.datafold.com/blog/open-source-data-diff)  
-[https://github.com/datafold/data-diff](https://github.com/datafold/data-diff)  
-41 stars per week over 51 weeks  
-2,153 stars, 102 forks, 16 watches  
-[data](categories/data.md) category, created 2022-03-07, last commit 2023-03-02, main language Python  
-<sub><sup>data-engineering, data-quality, data-quality-monitoring, data-science, database, databricks-sql, dataengineering, dataquality, dbt, mysql, oracle-database, postgres, postgresql, python, rdbms, snowflake, sql, trino</sup></sub>
+### [praw](https://github.com/praw-dev/praw) by [praw-dev](https://github.com/praw-dev)  
+PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
+[http://praw.readthedocs.io/](http://praw.readthedocs.io/)  
+[https://github.com/praw-dev/praw](https://github.com/praw-dev/praw)  
+4.6 stars per week over 654 weeks  
+3,012 stars, 450 forks, 71 watches  
+[data](categories/data.md) category, created 2010-08-19, last commit 2023-02-25, main language Python  
+<sub><sup>api, oauth, praw, python, reddit, reddit-api</sup></sub>
 
 
-### [lightly](https://github.com/lightly-ai/lightly) by [lightly-ai](https://github.com/lightly-ai)  
-lightly: A python library for self-supervised learning on images.  
-[https://docs.lightly.ai/self-supervised-learning/](https://docs.lightly.ai/self-supervised-learning/)  
-[https://github.com/lightly-ai/lightly](https://github.com/lightly-ai/lightly)  
-17 stars per week over 124 weeks  
-2,153 stars, 179 forks, 23 watches  
-[ml](categories/ml.md) category, created 2020-10-13, last commit 2023-03-02, main language Python  
-<sub><sup>active-learning, computer-vision, contrastive-learning, deep-learning, embeddings, machine-learning, pytorch, self-supervised-learning</sup></sub>
+### [filesystem_spec](https://github.com/fsspec/filesystem_spec) by [fsspec](https://github.com/fsspec)  
+filesystem_spec: A specification that python filesystems should adhere to.  
+[https://github.com/fsspec/filesystem_spec](https://github.com/fsspec/filesystem_spec)  
+2.18 stars per week over 253 weeks  
+553 stars, 239 forks, 22 watches  
+[util](categories/util.md) category, created 2018-04-23, last commit 2023-03-04, main language Python  
 
 
-### [refurb](https://github.com/dosisod/refurb) by [dosisod](https://github.com/dosisod)  
-refurb: A tool for refurbishing and modernizing Python codebases  
-[https://github.com/dosisod/refurb](https://github.com/dosisod/refurb)  
-68 stars per week over 31 weeks  
-2,150 stars, 42 forks, 16 watches  
-[util](categories/util.md) category, created 2022-07-27, last commit 2023-03-02, main language Python  
-<sub><sup>cli, gplv3, hacktoberfest, mypy, python, python310, testing</sup></sub>
+### [gefyra](https://github.com/gefyrahq/gefyra) by [gefyrahq](https://github.com/gefyrahq)  
+gefyra: Blazingly-fast :rocket:, rock-solid, local application development :arrow_right: with Kubernetes.  
+[https://gefyra.dev](https://gefyra.dev)  
+[https://github.com/gefyrahq/gefyra](https://github.com/gefyrahq/gefyra)  
+6.29 stars per week over 67 weeks  
+424 stars, 23 forks, 7 watches  
+[util](categories/util.md) category, created 2021-11-18, last commit 2023-02-22, main language Python  
+<sub><sup>coding, containers, developer-tool, development, docker, k8s, kubernetes, tunnel</sup></sub>
 
 
-### [earthengine-api](https://github.com/google/earthengine-api) by [google](https://github.com/google)  
-earthengine-api: Python and JavaScript bindings for calling the Earth Engine API.  
-[https://github.com/google/earthengine-api](https://github.com/google/earthengine-api)  
-5.22 stars per week over 410 weeks  
-2,141 stars, 918 forks, 207 watches  
-[gis](categories/gis.md) category, created 2015-04-22, last commit 2023-03-01, main language JavaScript  
+### [pyscaffold](https://github.com/pyscaffold/pyscaffold)  
+pyscaffold: 🛠 Python project template generator with batteries included  
+[https://pyscaffold.org](https://pyscaffold.org)  
+[https://github.com/pyscaffold/pyscaffold](https://github.com/pyscaffold/pyscaffold)  
+3.73 stars per week over 465 weeks  
+1,736 stars, 172 forks, 40 watches  
+[template](categories/template.md) category, created 2014-04-02, last commit 2023-02-21, main language Python  
+<sub><sup>distribution, git, package, package-creation, project-template, python, release-automation, template-project</sup></sub>
 
 
-### [PynamoDB](https://github.com/pynamodb/pynamodb) by [pynamodb](https://github.com/pynamodb)  
-PynamoDB: A pythonic interface to Amazon's DynamoDB  
-[http://pynamodb.readthedocs.io](http://pynamodb.readthedocs.io)  
-[https://github.com/pynamodb/pynamodb](https://github.com/pynamodb/pynamodb)  
-4.47 stars per week over 475 weeks  
-2,126 stars, 417 forks, 41 watches  
-[data](categories/data.md) category, created 2014-01-20, last commit 2023-02-28, main language Python  
-<sub><sup>aws, dynamodb, python</sup></sub>
+### [glow](https://github.com/pytorch/glow) by [pytorch](https://github.com/pytorch)  
+glow: Compiler for Neural Network hardware accelerators  
+[https://github.com/pytorch/glow](https://github.com/pytorch/glow)  
+10 stars per week over 283 weeks  
+2,920 stars, 665 forks, 155 watches  
+[ml](categories/ml.md) category, created 2017-09-29, last commit 2023-02-22, main language C++  
 
 
-### [shapash](https://github.com/maif/shapash) by [maif](https://github.com/maif)  
-shapash: 🔅 Shapash makes Machine Learning models transparent and understandable by everyone  
-[https://maif.github.io/shapash/](https://maif.github.io/shapash/)  
-[https://github.com/maif/shapash](https://github.com/maif/shapash)  
-14 stars per week over 148 weeks  
-2,124 stars, 260 forks, 39 watches  
-[ml](categories/ml.md) category, created 2020-04-29, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>ethical-artificial-intelligence, explainability, explainable-ml, interpretability, lime, machine-learning, python, shap, transparency</sup></sub>
+### [typeguard](https://github.com/agronholm/typeguard) by [agronholm](https://github.com/agronholm)  
+typeguard: Run-time type checker for Python  
+[https://github.com/agronholm/typeguard](https://github.com/agronholm/typeguard)  
+2.98 stars per week over 375 weeks  
+1,117 stars, 82 forks, 16 watches  
+[typing](categories/typing.md) category, created 2015-12-27, last commit 2023-03-01, main language Python  
 
 
-### [pyyaml](https://github.com/yaml/pyyaml) by [yaml](https://github.com/yaml)  
-pyyaml: Canonical source repository for PyYAML  
-[https://github.com/yaml/pyyaml](https://github.com/yaml/pyyaml)  
-3.55 stars per week over 591 weeks  
-2,098 stars, 435 forks, 49 watches  
-[util](categories/util.md) category, created 2011-11-03, last commit 2022-09-13, main language Python  
-<sub><sup>python, yaml</sup></sub>
+### [jupyterlab-lsp](https://github.com/jupyter-lsp/jupyterlab-lsp) by [jupyter-lsp](https://github.com/jupyter-lsp)  
+jupyterlab-lsp: Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol  
+[https://github.com/jupyter-lsp/jupyterlab-lsp](https://github.com/jupyter-lsp/jupyterlab-lsp)  
+7.75 stars per week over 185 weeks  
+1,434 stars, 119 forks, 17 watches  
+[jupyter](categories/jupyter.md) category, created 2019-08-17, last commit 2023-01-02, main language TypeScript  
+<sub><sup>autocompletion, ipython, julia-language, jupyter, jupyter-lab, jupyter-notebook, jupyterlab, jupyterlab-extension, language-server-protocol, linter, lsp, notebook, notebook-jupyter, r</sup></sub>
 
 
-### [nbviewer](https://github.com/jupyter/nbviewer) by [jupyter](https://github.com/jupyter)  
-nbviewer: nbconvert as a web service: Render Jupyter Notebooks as static web pages  
-[https://nbviewer.jupyter.org](https://nbviewer.jupyter.org)  
-[https://github.com/jupyter/nbviewer](https://github.com/jupyter/nbviewer)  
-3.74 stars per week over 551 weeks  
-2,061 stars, 537 forks, 93 watches  
-[jupyter](categories/jupyter.md) category, created 2012-08-05, last commit 2023-01-27, main language Python  
-<sub><sup>jupyter, jupyter-notebook, nbconvert</sup></sub>
+### [pyspider](https://github.com/binux/pyspider) by [binux](https://github.com/binux)  
+pyspider: A Powerful Spider(Web Crawler) System in Python.  
+[http://docs.pyspider.org/](http://docs.pyspider.org/)  
+[https://github.com/binux/pyspider](https://github.com/binux/pyspider)  
+33 stars per week over 471 weeks  
+15,758 stars, 3,673 forks, 905 watches  
+[data](categories/data.md) category, created 2014-02-21, last commit 2020-08-02, main language Python  
+<sub><sup>crawler, python</sup></sub>
 
 
-### [flower](https://github.com/adap/flower) by [adap](https://github.com/adap)  
-Flower: A Friendly Federated Learning Framework  
-[https://flower.dev](https://flower.dev)  
-[https://github.com/adap/flower](https://github.com/adap/flower)  
-12 stars per week over 158 weeks  
-2,054 stars, 445 forks, 23 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-02-17, last commit 2023-03-01, main language Python  
-<sub><sup>deep-learning, federated-analytics, federated-learning, federated-learning-framework, fleet-intelligence, fleet-learning, flower, keras-federated-learning, machine-learning, pytorch, pytorch-federated-learning, scikit-learn, tensorflow, tensorflow-federated-learning</sup></sub>
+### [scikit-lego](https://github.com/koaning/scikit-lego) by [koaning](https://github.com/koaning)  
+scikit-lego: Extra blocks for scikit-learn pipelines.  
+[https://scikit-lego.netlify.app](https://scikit-lego.netlify.app)  
+[https://github.com/koaning/scikit-lego](https://github.com/koaning/scikit-lego)  
+4.55 stars per week over 214 weeks  
+978 stars, 102 forks, 19 watches  
+[ml](categories/ml.md) category, created 2019-01-21, last commit 2023-03-04, main language Python  
+<sub><sup>common-sense, machine-learning, scikit-learn</sup></sub>
 
 
-### [pyflux](https://github.com/rjt1990/pyflux) by [rjt1990](https://github.com/rjt1990)  
-pyflux: Open source time series library for Python  
-[https://github.com/rjt1990/pyflux](https://github.com/rjt1990/pyflux)  
-5.48 stars per week over 367 weeks  
-2,012 stars, 236 forks, 70 watches  
-[time-series](categories/time-series.md) category, created 2016-02-16, last commit 2018-12-16, main language Python  
-<sub><sup>statistics, time-series</sup></sub>
+### [tensorly](https://github.com/tensorly/tensorly)  
+TensorLy: Tensor Learning in Python.  
+[http://tensorly.org](http://tensorly.org)  
+[https://github.com/tensorly/tensorly](https://github.com/tensorly/tensorly)  
+4.13 stars per week over 332 weeks  
+1,371 stars, 269 forks, 46 watches  
+[ml](categories/ml.md) category, created 2016-10-21, last commit 2023-02-16, main language Python  
+<sub><sup>cupy, decomposition, jax, machine-learning, mxnet, numpy, python, pytorch, regression, tensor, tensor-algebra, tensor-decomposition, tensor-factorization, tensor-learning, tensor-methods, tensor-regression, tensorflow, tensorly</sup></sub>
 
 
-### [pandera](https://github.com/pandera-dev/pandera) by [pandera-dev](https://github.com/pandera-dev)  
-pandera: A light-weight, flexible, and expressive statistical data testing library  
-[https://www.union.ai/pandera](https://www.union.ai/pandera)  
-[https://github.com/pandera-dev/pandera](https://github.com/pandera-dev/pandera)  
-8.82 stars per week over 226 weeks  
-1,995 stars, 164 forks, 13 watches  
-[pandas](categories/pandas.md) category, created 2018-11-01, last commit 2023-02-20, main language Python  
-<sub><sup>assertions, data-assertions, data-check, data-cleaning, data-processing, data-validation, data-verification, dataframe-schema, dataframes, hypothesis-testing, pandas, pandas-dataframe, pandas-validation, pandas-validator, schema, testing, testing-tools, validation</sup></sub>
+### [asyncer](https://github.com/tiangolo/asyncer) by [tiangolo](https://github.com/tiangolo)  
+Asyncer, async and await, focused on developer experience.  
+[https://asyncer.tiangolo.com/](https://asyncer.tiangolo.com/)  
+[https://github.com/tiangolo/asyncer](https://github.com/tiangolo/asyncer)  
+15 stars per week over 60 weeks  
+964 stars, 38 forks, 15 watches  
+[perf](categories/perf.md) category, created 2022-01-04, last commit 2023-02-21, main language Python  
+<sub><sup>anyio, async, asyncio, python, trio</sup></sub>
 
 
-### [Phoenix](https://github.com/wxwidgets/phoenix) by [wxwidgets](https://github.com/wxwidgets)  
-Phoenix: wxPython's Project Phoenix.  A new implementation of wxPython, better, stronger, faster than he was before.  
-[http://wxpython.org/](http://wxpython.org/)  
-[https://github.com/wxwidgets/phoenix](https://github.com/wxwidgets/phoenix)  
-3.52 stars per week over 554 weeks  
-1,953 stars, 496 forks, 104 watches  
-[gui](categories/gui.md) category, created 2012-07-17, last commit 2023-02-28, main language Python  
-<sub><sup>awesome, cross-platform, gui, gui-framework, gui-toolkit, linux, macosx, python, windows, wxpython, wxwidgets</sup></sub>
+### [toolz](https://github.com/pytoolz/toolz) by [pytoolz](https://github.com/pytoolz)  
+toolz: A functional standard library for Python.  
+[http://toolz.readthedocs.org/](http://toolz.readthedocs.org/)  
+[https://github.com/pytoolz/toolz](https://github.com/pytoolz/toolz)  
+8.46 stars per week over 494 weeks  
+4,180 stars, 249 forks, 82 watches  
+[util](categories/util.md) category, created 2013-09-13, last commit 2022-11-03, main language Python  
 
 
-### [alpa](https://github.com/alpa-projects/alpa) by [alpa-projects](https://github.com/alpa-projects)  
-alpa: Training and serving large-scale neural networks  
-[https://alpa.ai](https://alpa.ai)  
-[https://github.com/alpa-projects/alpa](https://github.com/alpa-projects/alpa)  
-18 stars per week over 105 weeks  
-1,950 stars, 241 forks, 33 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-02-22, last commit 2023-02-28, main language Python  
-<sub><sup>alpa, auto-parallelization, compiler, deep-learning, distributed-computing, distributed-training, high-performance-computing, jax, llm, machine-learning</sup></sub>
+### [pytest-xdist](https://github.com/pytest-dev/pytest-xdist) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-xdist: pytest plugin for distributed testing and loop-on-failures testing modes.   
+[https://pytest-xdist.readthedocs.io](https://pytest-xdist.readthedocs.io)  
+[https://github.com/pytest-dev/pytest-xdist](https://github.com/pytest-dev/pytest-xdist)  
+2.81 stars per week over 391 weeks  
+1,100 stars, 192 forks, 47 watches  
+[testing](categories/testing.md) category, created 2015-09-01, last commit 2023-02-27, main language Python  
+<sub><sup>hacktoberfest, pytest, pytest-plugin</sup></sub>
 
 
-### [pint](https://github.com/hgrecco/pint) by [hgrecco](https://github.com/hgrecco)  
-pint: Operate and manipulate physical quantities in Python  
-[http://pint.readthedocs.org/](http://pint.readthedocs.org/)  
-[https://github.com/hgrecco/pint](https://github.com/hgrecco/pint)  
-3.51 stars per week over 555 weeks  
-1,947 stars, 416 forks, 40 watches  
-[util](categories/util.md) category, created 2012-07-13, last commit 2023-02-13, main language Python  
-<sub><sup>python, science, units</sup></sub>
+### [omegaconf](https://github.com/omry/omegaconf) by [omry](https://github.com/omry)  
+omegaconf: Flexible Python configuration system. The last one you will ever need.  
+[https://github.com/omry/omegaconf](https://github.com/omry/omegaconf)  
+6.04 stars per week over 234 weeks  
+1,419 stars, 74 forks, 16 watches  
+[util](categories/util.md) category, created 2018-09-03, last commit 2022-12-20, main language Python  
+<sub><sup>configuration-files, configuration-loader, python, python-types, schema-validator, yaml, yaml-configuration</sup></sub>
 
 
-### [alibi](https://github.com/seldonio/alibi) by [seldonio](https://github.com/seldonio)  
-alibi: Algorithms for explaining machine learning models  
-[https://docs.seldon.io/projects/alibi/en/stable/](https://docs.seldon.io/projects/alibi/en/stable/)  
-[https://github.com/seldonio/alibi](https://github.com/seldonio/alibi)  
-9.3 stars per week over 209 weeks  
-1,947 stars, 221 forks, 42 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2019-02-26, last commit 2023-03-01, main language Python  
-<sub><sup>counterfactual, explanations, interpretability, machine-learning, xai</sup></sub>
+### [spacy-transformers](https://github.com/explosion/spacy-transformers) by [explosion](https://github.com/explosion)  
+spacy-transformers: 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy  
+[https://spacy.io/usage/embeddings-transformers](https://spacy.io/usage/embeddings-transformers)  
+[https://github.com/explosion/spacy-transformers](https://github.com/explosion/spacy-transformers)  
+6.45 stars per week over 188 weeks  
+1,214 stars, 156 forks, 30 watches  
+[nlp](categories/nlp.md) category, created 2019-07-26, last commit 2023-03-03, main language Python  
+<sub><sup>bert, google, gpt-2, huggingface, language-model, machine-learning, natural-language-processing, natural-language-understanding, nlp, openai, pytorch, pytorch-model, spacy, spacy-extension, spacy-pipeline, transfer-learning, xlnet</sup></sub>
 
 
-### [diffusion-models-class](https://github.com/huggingface/diffusion-models-class) by [huggingface](https://github.com/huggingface)  
-diffusion-models-class: Materials for the Hugging Face Diffusion Models Course  
-[https://github.com/huggingface/diffusion-models-class](https://github.com/huggingface/diffusion-models-class)  
-95 stars per week over 20 weeks  
-1,932 stars, 175 forks, 72 watches  
-[study](categories/study.md) category, created 2022-10-13, last commit 2023-02-21, main language Jupyter Notebook  
+### [quantstats](https://github.com/ranaroussi/quantstats) by [ranaroussi](https://github.com/ranaroussi)  
+quantstats: Portfolio analytics for quants, written in Python  
+[https://github.com/ranaroussi/quantstats](https://github.com/ranaroussi/quantstats)  
+14 stars per week over 200 weeks  
+2,862 stars, 570 forks, 86 watches  
+[finance](categories/finance.md) category, created 2019-05-01, last commit 2022-07-05, main language Python  
+<sub><sup>algo-trading, algorithmic-trading, algotrading, finance, plotting, python, quant, quantitative-analysis, quantitative-finance, quantitative-trading, visualization</sup></sub>
 
 
-### [py-evm](https://github.com/ethereum/py-evm) by [ethereum](https://github.com/ethereum)  
-py-evm: A Python implementation of the Ethereum Virtual Machine  
-[https://py-evm.readthedocs.io/en/latest/](https://py-evm.readthedocs.io/en/latest/)  
-[https://github.com/ethereum/py-evm](https://github.com/ethereum/py-evm)  
-5.99 stars per week over 322 weeks  
-1,931 stars, 578 forks, 97 watches  
-[crypto](categories/crypto.md) category, created 2016-12-27, last commit 2022-12-16, main language Python  
-<sub><sup>ethereum, ethereum-virtual-machine, evm, python</sup></sub>
+### [python-dependency-injector](https://github.com/ets-labs/python-dependency-injector) by [ets-labs](https://github.com/ets-labs)  
+python-dependency-injector: Dependency injection framework for Python  
+[https://python-dependency-injector.ets-labs.org/](https://python-dependency-injector.ets-labs.org/)  
+[https://github.com/ets-labs/python-dependency-injector](https://github.com/ets-labs/python-dependency-injector)  
+6.35 stars per week over 426 weeks  
+2,706 stars, 204 forks, 46 watches  
+[util](categories/util.md) category, created 2015-01-04, last commit 2022-12-19, main language Python  
+<sub><sup>aiohttp, asyncio, dependency-injection, dependency-injection-container, dependency-injection-framework, design-patterns, factory, flask, flask-application, flask-restful, ioc, ioc-container, python, python-2, python-3, python3, singleton, threadlocal</sup></sub>
 
 
-### [rasterio](https://github.com/rasterio/rasterio)  
-Rasterio reads and writes geospatial raster datasets  
-[https://rasterio.readthedocs.io/](https://rasterio.readthedocs.io/)  
-[https://github.com/rasterio/rasterio](https://github.com/rasterio/rasterio)  
-3.88 stars per week over 486 weeks  
-1,889 stars, 508 forks, 151 watches  
-[gis](categories/gis.md) category, created 2013-11-04, last commit 2023-02-27, main language Python  
-<sub><sup>cli, cython, gdal, gis, mapbox-satellite-oss, python, raster</sup></sub>
+### [layout-parser](https://github.com/layout-parser/layout-parser)  
+layout-parser: A Unified Toolkit for Deep Learning Based Document Image Analysis  
+[https://layout-parser.github.io/](https://layout-parser.github.io/)  
+[https://github.com/layout-parser/layout-parser](https://github.com/layout-parser/layout-parser)  
+24 stars per week over 142 weeks  
+3,499 stars, 350 forks, 60 watches  
+[nlp](categories/nlp.md) category, created 2020-06-10, last commit 2022-08-06, main language Python  
+<sub><sup>computer-vision, deep-learning, detectron2, document-image-processing, document-layout-analysis, layout-analysis, layout-detection, layout-parser, object-detection, ocr</sup></sub>
 
 
-### [snakeviz](https://github.com/jiffyclub/snakeviz) by [jiffyclub](https://github.com/jiffyclub)  
-snakeviz: An in-browser Python profile viewer  
-[https://jiffyclub.github.io/snakeviz/](https://jiffyclub.github.io/snakeviz/)  
-[https://github.com/jiffyclub/snakeviz](https://github.com/jiffyclub/snakeviz)  
-3.39 stars per week over 557 weeks  
-1,889 stars, 129 forks, 23 watches  
-[profiling](categories/profiling.md) category, created 2012-06-26, last commit 2023-02-17, main language Python  
+### [pyjanitor](https://github.com/pyjanitor-devs/pyjanitor) by [pyjanitor-devs](https://github.com/pyjanitor-devs)  
+pyjanitor: Clean APIs for data cleaning. Python implementation of R package Janitor  
+[https://pyjanitor-devs.github.io/pyjanitor](https://pyjanitor-devs.github.io/pyjanitor)  
+[https://github.com/pyjanitor-devs/pyjanitor](https://github.com/pyjanitor-devs/pyjanitor)  
+4.27 stars per week over 261 weeks  
+1,115 stars, 159 forks, 21 watches  
+[pandas](categories/pandas.md) category, created 2018-03-04, last commit 2023-03-03, main language Python  
+<sub><sup>cleaning-data, data, data-engineering, dataframe, hacktoberfest, pandas, pydata</sup></sub>
 
 
-### [cityscapesScripts](https://github.com/mcordts/cityscapesscripts) by [mcordts](https://github.com/mcordts)  
-cityscapesScripts: README and scripts for the Cityscapes Dataset  
-[https://github.com/mcordts/cityscapesscripts](https://github.com/mcordts/cityscapesscripts)  
-5.11 stars per week over 366 weeks  
-1,874 stars, 578 forks, 45 watches  
-[gis](categories/gis.md) category, created 2016-02-20, last commit 2022-10-22, main language Python  
+### [PynamoDB](https://github.com/pynamodb/pynamodb) by [pynamodb](https://github.com/pynamodb)  
+PynamoDB: A pythonic interface to Amazon's DynamoDB  
+[http://pynamodb.readthedocs.io](http://pynamodb.readthedocs.io)  
+[https://github.com/pynamodb/pynamodb](https://github.com/pynamodb/pynamodb)  
+4.47 stars per week over 475 weeks  
+2,126 stars, 418 forks, 41 watches  
+[data](categories/data.md) category, created 2014-01-20, last commit 2023-02-28, main language Python  
+<sub><sup>aws, dynamodb, python</sup></sub>
 
 
-### [dill](https://github.com/uqfoundation/dill) by [uqfoundation](https://github.com/uqfoundation)  
-dill: serialize all of python  
-[http://dill.rtfd.io](http://dill.rtfd.io)  
-[https://github.com/uqfoundation/dill](https://github.com/uqfoundation/dill)  
-3.7 stars per week over 505 weeks  
-1,870 stars, 157 forks, 22 watches  
-[data](categories/data.md) category, created 2013-06-28, last commit 2023-02-20, main language Python  
+### [nbQA](https://github.com/nbqa-dev/nbqa) by [nbqa-dev](https://github.com/nbqa-dev)  
+nbQA: Run isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks  
+[https://nbqa.readthedocs.io/en/latest/index.html](https://nbqa.readthedocs.io/en/latest/index.html)  
+[https://github.com/nbqa-dev/nbqa](https://github.com/nbqa-dev/nbqa)  
+5.13 stars per week over 138 weeks  
+709 stars, 35 forks, 7 watches  
+[jupyter](categories/jupyter.md) category, created 2020-07-11, last commit 2023-02-27, main language Python  
+<sub><sup>black, codequality, doctest, flake8, isort, jupyter-notebook, lint, mypy, pre-commit, pre-commit-hook, pylint, python, pyupgrade, yapf</sup></sub>
 
 
-### [lazypredict](https://github.com/shankarpandala/lazypredict) by [shankarpandala](https://github.com/shankarpandala)  
-lazypredict: Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning  
-[https://github.com/shankarpandala/lazypredict](https://github.com/shankarpandala/lazypredict)  
-10 stars per week over 171 weeks  
-1,865 stars, 212 forks, 23 watches  
-[ml](categories/ml.md) category, created 2019-11-16, last commit 2022-09-28, main language Python  
-<sub><sup>automl, classification, machine-learning, regression</sup></sub>
+### [python-bigquery](https://github.com/googleapis/python-bigquery) by [googleapis](https://github.com/googleapis)  
+googleapis/python-bigquery  
+[https://github.com/googleapis/python-bigquery](https://github.com/googleapis/python-bigquery)  
+3.4 stars per week over 168 weeks  
+573 stars, 233 forks, 58 watches  
+[data](categories/data.md) category, created 2019-12-10, last commit 2023-03-04, main language Python  
 
 
-### [camelot](https://github.com/camelot-dev/camelot) by [camelot-dev](https://github.com/camelot-dev)  
-camelot: A Python library to extract tabular data from PDFs  
-[https://camelot-py.readthedocs.io](https://camelot-py.readthedocs.io)  
-[https://github.com/camelot-dev/camelot](https://github.com/camelot-dev/camelot)  
-9.65 stars per week over 191 weeks  
-1,849 stars, 340 forks, 47 watches  
-[util](categories/util.md) category, created 2019-07-01, last commit 2023-02-26, main language Python  
+### [BlenderGIS](https://github.com/domlysz/blendergis) by [domlysz](https://github.com/domlysz)  
+BlenderGIS: Blender addons to make the bridge between Blender and geographic data  
+[https://github.com/domlysz/blendergis](https://github.com/domlysz/blendergis)  
+13 stars per week over 460 weeks  
+6,075 stars, 1,134 forks, 245 watches  
+[gis](categories/gis.md) category, created 2014-05-08, last commit 2022-05-31, main language Python  
+<sub><sup>3d, 3d-map, 3dgis, addon, basemap, blender, delaunay-triangulation, dem, geodata, georeferencing, geospatial, gis, importexport, map, openstreetmap, python, raster, shapefile, terrain-model</sup></sub>
 
 
-### [h5py](https://github.com/h5py/h5py)  
-h5py: HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.  
-[http://www.h5py.org](http://www.h5py.org)  
-[https://github.com/h5py/h5py](https://github.com/h5py/h5py)  
-3.36 stars per week over 545 weeks  
-1,832 stars, 490 forks, 55 watches  
-[perf](categories/perf.md) category, created 2012-09-21, last commit 2023-03-01, main language Python  
+### [QuantEcon.py](https://github.com/quantecon/quantecon.py) by [quantecon](https://github.com/quantecon)  
+QuantEcon.py: A community based Python library for quantitative economics  
+[https://quantecon.org/quantecon-py/](https://quantecon.org/quantecon-py/)  
+[https://github.com/quantecon/quantecon.py](https://github.com/quantecon/quantecon.py)  
+3.1 stars per week over 519 weeks  
+1,611 stars, 2,147 forks, 147 watches  
+[sim](categories/sim.md) category, created 2013-03-22, last commit 2023-02-24, main language Python  
 
 
-### [ipyvolume](https://github.com/maartenbreddels/ipyvolume) by [maartenbreddels](https://github.com/maartenbreddels)  
-ipyvolume: 3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL  
-[https://github.com/maartenbreddels/ipyvolume](https://github.com/maartenbreddels/ipyvolume)  
-5.65 stars per week over 323 weeks  
-1,828 stars, 236 forks, 51 watches  
-[jupyter](categories/jupyter.md) category, created 2016-12-21, last commit 2023-02-25, main language TypeScript  
-<sub><sup>dataviz, ipython-widget, jupyter, jupyter-notebook, plotting, python, quiver, rendering-3d-volumes, scientific-visualization, threejs, virtual-reality, visualisation, volume-rendering, webgl</sup></sub>
+### [gpt-neo](https://github.com/eleutherai/gpt-neo) by [eleutherai](https://github.com/eleutherai)  
+gpt-neo: An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.  
+[https://www.eleuther.ai](https://www.eleuther.ai)  
+[https://github.com/eleutherai/gpt-neo](https://github.com/eleutherai/gpt-neo)  
+51 stars per week over 139 weeks  
+7,211 stars, 723 forks, 170 watches  
+[nlp](categories/nlp.md) category, created 2020-07-05, last commit 2022-02-25, main language Python  
+<sub><sup>gpt, gpt-2, gpt-3, language-model, transformers</sup></sub>
 
 
-### [pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2) by [pyfilesystem](https://github.com/pyfilesystem)  
-pyfilesystem2: Python's Filesystem abstraction layer  
-[https://www.pyfilesystem.org](https://www.pyfilesystem.org)  
-[https://github.com/pyfilesystem/pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2)  
-5.47 stars per week over 333 weeks  
-1,822 stars, 173 forks, 46 watches  
-[util](categories/util.md) category, created 2016-10-14, last commit 2022-10-18, main language Python  
-<sub><sup>filesystem, filesystem-library, ftp, pyfilesystem, pyfilesystem2, python, tar, zip</sup></sub>
+### [memory_profiler](https://github.com/pythonprofilers/memory_profiler) by [pythonprofilers](https://github.com/pythonprofilers)  
+memory_profiler: Monitor Memory usage of Python code  
+[http://pypi.python.org/pypi/memory_profiler](http://pypi.python.org/pypi/memory_profiler)  
+[https://github.com/pythonprofilers/memory_profiler](https://github.com/pythonprofilers/memory_profiler)  
+6.37 stars per week over 594 weeks  
+3,788 stars, 366 forks, 76 watches  
+[profiling](categories/profiling.md) category, created 2011-10-14, last commit 2022-12-06, main language Python  
 
 
 ### [mesa](https://github.com/projectmesa/mesa) by [projectmesa](https://github.com/projectmesa)  
 Mesa is an agent-based modeling framework in Python  
 [https://github.com/projectmesa/mesa](https://github.com/projectmesa/mesa)  
 4.13 stars per week over 441 weeks  
-1,820 stars, 757 forks, 89 watches  
+1,823 stars, 758 forks, 89 watches  
 [sim](categories/sim.md) category, created 2014-09-19, last commit 2023-02-10, main language Python  
 <sub><sup>agent-based-modeling, agent-based-simulation, complex-systems, complexity-analysis, gis, mesa, modeling-agents, simulation, simulation-environment, simulation-framework, spatial-models</sup></sub>
 
 
+### [imodels](https://github.com/csinva/imodels) by [csinva](https://github.com/csinva)  
+imodels: Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).  
+[https://csinva.io/imodels](https://csinva.io/imodels)  
+[https://github.com/csinva/imodels](https://github.com/csinva/imodels)  
+5.51 stars per week over 191 weeks  
+1,054 stars, 97 forks, 24 watches  
+[ml](categories/ml.md) category, created 2019-07-04, last commit 2023-02-12, main language Jupyter Notebook  
+<sub><sup>ai, artificial-intelligence, bayesian-rule-list, data-science, explainable-ai, explainable-ml, imodels, interpretability, machine-learning, ml, optimal-classification-tree, python, rule-learning, rulefit, rules, scikit-learn, statistics, supervised-learning</sup></sub>
+
+
+### [graphein](https://github.com/a-r-j/graphein) by [a-r-j](https://github.com/a-r-j)  
+graphein: Protein Graph Library  
+[https://graphein.ai/](https://graphein.ai/)  
+[https://github.com/a-r-j/graphein](https://github.com/a-r-j/graphein)  
+4.11 stars per week over 183 weeks  
+754 stars, 97 forks, 16 watches  
+[sim](categories/sim.md) category, created 2019-08-28, last commit 2023-02-21, main language Jupyter Notebook  
+<sub><sup>bioinformatics, computational-biology, deep-learning, dgl, drug-discovery, gene-regulatory-networks, geometric-deep-learning, graph-neural-networks, interactome, interactomics, ppi-networks, protein, protein-data-bank, protein-design, protein-structure, python, pytorch, pytorch-geometric, rna, structural-biology</sup></sub>
+
+
+### [ipykernel](https://github.com/ipython/ipykernel) by [ipython](https://github.com/ipython)  
+ipykernel: IPython Kernel for Jupyter  
+[https://ipykernel.readthedocs.io/en/stable/](https://ipykernel.readthedocs.io/en/stable/)  
+[https://github.com/ipython/ipykernel](https://github.com/ipython/ipykernel)  
+1.3 stars per week over 412 weeks  
+536 stars, 337 forks, 34 watches  
+[util](categories/util.md) category, created 2015-04-09, last commit 2023-03-02, main language Python  
+<sub><sup>closember, ipython, ipython-kernel, jupyter, jupyter-notebook, kernel, python</sup></sub>
+
+
+### [orbit](https://github.com/uber/orbit) by [uber](https://github.com/uber)  
+orbit: A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.  
+[https://orbit-ml.readthedocs.io/en/stable/](https://orbit-ml.readthedocs.io/en/stable/)  
+[https://github.com/uber/orbit](https://github.com/uber/orbit)  
+9.76 stars per week over 164 weeks  
+1,608 stars, 120 forks, 33 watches  
+[time-series](categories/time-series.md) category, created 2020-01-07, last commit 2023-01-29, main language Python  
+<sub><sup>arima, bayesian, bayesian-methods, bayesian-statistics, changepoint, exponential-smoothing, forecast, forecasting, machine-learning, orbit, probabilistic, probabilistic-programming, pyro, pystan, python, pytorch, regression, regression-models, stan, time-series</sup></sub>
+
+
+### [spinningup](https://github.com/openai/spinningup) by [openai](https://github.com/openai)  
+spinningup: An educational resource to help anyone learn deep reinforcement learning.  
+[https://spinningup.openai.com/](https://spinningup.openai.com/)  
+[https://github.com/openai/spinningup](https://github.com/openai/spinningup)  
+35 stars per week over 225 weeks  
+7,937 stars, 1,850 forks, 216 watches  
+[study](categories/study.md) category, created 2018-11-07, last commit 2020-02-07, main language Python  
+
+
 ### [wrapt](https://github.com/grahamdumpleton/wrapt) by [grahamdumpleton](https://github.com/grahamdumpleton)  
 wrapt: A Python module for decorators, wrappers and monkey patching.  
 [https://github.com/grahamdumpleton/wrapt](https://github.com/grahamdumpleton/wrapt)  
 3.57 stars per week over 509 weeks  
-1,820 stars, 209 forks, 45 watches  
+1,821 stars, 209 forks, 45 watches  
 [util](categories/util.md) category, created 2013-05-29, last commit 2023-02-27, main language Python  
 
 
-### [pygraphistry](https://github.com/graphistry/pygraphistry) by [graphistry](https://github.com/graphistry)  
-PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer  
-[https://github.com/graphistry/pygraphistry](https://github.com/graphistry/pygraphistry)  
-4.48 stars per week over 404 weeks  
-1,810 stars, 188 forks, 47 watches  
-[data](categories/data.md) category, created 2015-06-02, last commit 2022-12-23, main language Python  
-<sub><sup>csv, cudf, cugraph, gpu, graph, graph-visualization, graphistry, igraph, jupyter, neo4j, network-analysis, network-visualization, networkx, pandas, python, rapids, splunk, tigergraph, visualization, webgl</sup></sub>
+### [anyio](https://github.com/agronholm/anyio) by [agronholm](https://github.com/agronholm)  
+anyio: High level asynchronous concurrency and networking framework that works on top of either trio or asyncio  
+[https://github.com/agronholm/anyio](https://github.com/agronholm/anyio)  
+5.05 stars per week over 237 weeks  
+1,196 stars, 101 forks, 26 watches  
+[perf](categories/perf.md) category, created 2018-08-19, last commit 2023-03-03, main language Python  
+<sub><sup>async-await, asyncio, curio, trio</sup></sub>
 
 
-### [raster-vision](https://github.com/azavea/raster-vision) by [azavea](https://github.com/azavea)  
-raster-vision: An open source library and framework for deep learning on satellite and aerial imagery.  
-[https://docs.rastervision.io](https://docs.rastervision.io)  
-[https://github.com/azavea/raster-vision](https://github.com/azavea/raster-vision)  
-5.68 stars per week over 317 weeks  
-1,800 stars, 351 forks, 83 watches  
-[gis](categories/gis.md) category, created 2017-02-02, last commit 2023-02-27, main language Python  
-<sub><sup>classification, computer-vision, deep-learning, geospatial, machine-learning, object-detection, pytorch, remote-sensing, semantic-segmentation</sup></sub>
+### [sedona](https://github.com/apache/incubator-sedona) by [apache](https://github.com/apache)  
+sedona: A cluster computing framework for processing large-scale geospatial data  
+[http://sedona.apache.org/](http://sedona.apache.org/)  
+[https://github.com/apache/incubator-sedona](https://github.com/apache/incubator-sedona)  
+3.33 stars per week over 410 weeks  
+1,366 stars, 561 forks, 105 watches  
+[gis](categories/gis.md) category, created 2015-04-24, last commit 2023-03-04, main language Java  
+<sub><sup>cluster-computing, geospatial, java, python, scala, spatial-analysis, spatial-query, spatial-sql</sup></sub>
 
 
-### [felicette](https://github.com/plant99/felicette) by [plant99](https://github.com/plant99)  
-felicette: Satellite imagery for dummies.  
-[https://github.com/plant99/felicette](https://github.com/plant99/felicette)  
-13 stars per week over 137 weeks  
-1,796 stars, 85 forks, 39 watches  
-[gis](categories/gis.md) category, created 2020-07-12, last commit 2021-09-08, main language Python  
-<sub><sup>earth-observation, earth-science, geoinformatics, geospatial, geospatial-data, geospatial-visualization, gis, python, python3, satellite-data, satellite-imagery, satellite-images</sup></sub>
+### [safety](https://github.com/pyupio/safety) by [pyupio](https://github.com/pyupio)  
+Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.  
+[https://pyup.io/safety/](https://pyup.io/safety/)  
+[https://github.com/pyupio/safety](https://github.com/pyupio/safety)  
+4.41 stars per week over 332 weeks  
+1,465 stars, 124 forks, 31 watches  
+[security](categories/security.md) category, created 2016-10-19, last commit 2023-02-26, main language Python  
+<sub><sup>python, security, security-vulnerability, travis, vulnerability-detection, vulnerability-scanners</sup></sub>
 
 
-### [jellyfish](https://github.com/jamesturk/jellyfish) by [jamesturk](https://github.com/jamesturk)  
-jellyfish: 🪼 a python library for doing approximate and phonetic matching of strings.  
-[https://jamesturk.github.io/jellyfish/](https://jamesturk.github.io/jellyfish/)  
-[https://github.com/jamesturk/jellyfish](https://github.com/jamesturk/jellyfish)  
-2.72 stars per week over 660 weeks  
-1,795 stars, 152 forks, 42 watches  
-[nlp](categories/nlp.md) category, created 2010-07-09, last commit 2023-02-03, main language Python  
-<sub><sup>fuzzy-search, hacktoberfest, hamming, jaro-winkler, levenshtein, metaphone, python, soundex</sup></sub>
+### [s3fs](https://github.com/fsspec/s3fs) by [fsspec](https://github.com/fsspec)  
+s3fs: S3 Filesystem   
+[http://s3fs.readthedocs.io/en/latest/](http://s3fs.readthedocs.io/en/latest/)  
+[https://github.com/fsspec/s3fs](https://github.com/fsspec/s3fs)  
+1.78 stars per week over 363 weeks  
+648 stars, 216 forks, 22 watches  
+[util](categories/util.md) category, created 2016-03-16, last commit 2023-02-23, main language Python  
+<sub><sup>hacktoberfest</sup></sub>
 
 
-### [coursera-deep-learning-specialization](https://github.com/amanchadha/coursera-deep-learning-specialization) by [amanchadha](https://github.com/amanchadha)  
-coursera-deep-learning-specialization: Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models  
-[https://github.com/amanchadha/coursera-deep-learning-specialization](https://github.com/amanchadha/coursera-deep-learning-specialization)  
-12 stars per week over 140 weeks  
-1,793 stars, 1,562 forks, 17 watches  
-[study](categories/study.md) category, created 2020-06-24, last commit 2022-02-07, main language Jupyter Notebook  
-<sub><sup>andrew-ng, andrew-ng-course, cnns, convolutional-neural-network, convolutional-neural-networks, coursera, coursera-assignment, coursera-machine-learning, coursera-specialization, deep-learning, hyperparameter-optimization, hyperparameter-tuning, neural-machine-translation, neural-network, neural-networks, neural-style-transfer, recurrent-neural-network, recurrent-neural-networks, regularization, rnns</sup></sub>
+### [fpdf2](https://github.com/pyfpdf/fpdf2) by [pyfpdf](https://github.com/pyfpdf)  
+fpdf2: Simple PDF generation for Python  
+[https://pyfpdf.github.io/fpdf2/](https://pyfpdf.github.io/fpdf2/)  
+[https://github.com/pyfpdf/fpdf2](https://github.com/pyfpdf/fpdf2)  
+1.99 stars per week over 311 weeks  
+621 stars, 165 forks, 17 watches  
+[util](categories/util.md) category, created 2017-03-15, last commit 2023-03-03, main language Python  
+<sub><sup>barcode, hacktoberfest, library, markdown, pdf, pdf-generation, pdf-library, python, python3, svg</sup></sub>
 
 
-### [sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk) by [aws](https://github.com/aws)  
-sagemaker-python-sdk: A library for training and deploying machine learning models on Amazon SageMaker  
-[https://sagemaker.readthedocs.io/](https://sagemaker.readthedocs.io/)  
-[https://github.com/aws/sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk)  
-6.46 stars per week over 276 weeks  
-1,785 stars, 937 forks, 135 watches  
-[ml](categories/ml.md) category, created 2017-11-14, last commit 2023-03-03, main language Python  
-<sub><sup>aws, huggingface, machine-learning, mxnet, python, pytorch, sagemaker, tensorflow</sup></sub>
+### [texthero](https://github.com/jbesomi/texthero) by [jbesomi](https://github.com/jbesomi)  
+texthero: Text preprocessing, representation and visualization from zero to hero.  
+[https://texthero.org](https://texthero.org)  
+[https://github.com/jbesomi/texthero](https://github.com/jbesomi/texthero)  
+17 stars per week over 151 weeks  
+2,709 stars, 229 forks, 43 watches  
+[nlp](categories/nlp.md) category, created 2020-04-06, last commit 2022-10-28, main language Python  
+<sub><sup>machine-learning, nlp, nlp-pipeline, text-clustering, text-mining, text-preprocessing, text-representation, text-visualization, texthero, word-embeddings</sup></sub>
 
 
-### [alembic](https://github.com/sqlalchemy/alembic) by [sqlalchemy](https://github.com/sqlalchemy)  
-alembic: A database migrations tool for SQLAlchemy.  
-[https://github.com/sqlalchemy/alembic](https://github.com/sqlalchemy/alembic)  
-8.02 stars per week over 222 weeks  
-1,784 stars, 179 forks, 19 watches  
-[data](categories/data.md) category, created 2018-11-27, last commit 2023-03-01, main language Python  
-<sub><sup>python, sql, sqlalchemy</sup></sub>
+### [pysystemtrade](https://github.com/robcarver17/pysystemtrade) by [robcarver17](https://github.com/robcarver17)  
+pysystemtrade: Systematic Trading in python  
+[https://github.com/robcarver17/pysystemtrade](https://github.com/robcarver17/pysystemtrade)  
+5.02 stars per week over 379 weeks  
+1,904 stars, 637 forks, 156 watches  
+[finance](categories/finance.md) category, created 2015-11-27, last commit 2023-03-03, main language Python  
 
 
-### [pyparsing](https://github.com/pyparsing/pyparsing)  
-pyparsing: Python library for creating PEG parsers  
-[https://github.com/pyparsing/pyparsing](https://github.com/pyparsing/pyparsing)  
-5.85 stars per week over 302 weeks  
-1,770 stars, 241 forks, 23 watches  
-[util](categories/util.md) category, created 2017-05-14, last commit 2023-02-12, main language Python  
-<sub><sup>parser-combinators, parsing, parsing-expression-grammar, parsing-library, peg-parsers, python, python-2, python-3, python2, python3, text-processing</sup></sub>
+### [remi](https://github.com/dddomodossola/remi) by [dddomodossola](https://github.com/dddomodossola)  
+remi: Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.  
+[https://github.com/dddomodossola/remi](https://github.com/dddomodossola/remi)  
+6.91 stars per week over 467 weeks  
+3,232 stars, 394 forks, 121 watches  
+[gui](categories/gui.md) category, created 2014-03-20, last commit 2023-02-01, main language Python  
+<sub><sup>gui, gui-library, platform-independent, python, remi, ui</sup></sub>
 
 
-### [gin-config](https://github.com/google/gin-config) by [google](https://github.com/google)  
-gin-config: Gin provides a lightweight configuration framework for Python  
-[https://github.com/google/gin-config](https://github.com/google/gin-config)  
-7.23 stars per week over 244 weeks  
-1,767 stars, 113 forks, 24 watches  
-[util](categories/util.md) category, created 2018-06-27, last commit 2022-12-05, main language Python  
-<sub><sup>configuration-management, python, tensorflow, tensorflow-experiments</sup></sub>
+### [deep-learning-v2-pytorch](https://github.com/udacity/deep-learning-v2-pytorch) by [udacity](https://github.com/udacity)  
+deep-learning-v2-pytorch: Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101  
+[https://github.com/udacity/deep-learning-v2-pytorch](https://github.com/udacity/deep-learning-v2-pytorch)  
+20 stars per week over 234 weeks  
+4,861 stars, 5,222 forks, 174 watches  
+[study](categories/study.md) category, created 2018-09-04, last commit 2022-12-24, main language Jupyter Notebook  
+<sub><sup>convolutional-networks, deep-learning, neural-network, pytorch, recurrent-networks, sentiment-analysis, style-transfer</sup></sub>
 
 
-### [machine-learning-interviews](https://github.com/alirezadir/machine-learning-interview-enlightener) by [alirezadir](https://github.com/alirezadir)  
-machine-learning-interviews: This repo is meant to serve as a guide for Machine Learning/AI technical interviews.   
-[https://github.com/alirezadir/machine-learning-interview-enlightener](https://github.com/alirezadir/machine-learning-interview-enlightener)  
-16 stars per week over 108 weeks  
-1,762 stars, 354 forks, 48 watches  
-[study](categories/study.md) category, created 2021-01-31, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>ai, deep-learning, interview, interview-practice, interview-preparation, interviews, machine-learning, machine-learning-algorithms, scalable-applications, system-design</sup></sub>
+### [pycodestyle](https://github.com/pycqa/pycodestyle) by [pycqa](https://github.com/pycqa)  
+pycodestyle: Simple Python style checker in one Python file  
+[https://pycodestyle.pycqa.org](https://pycodestyle.pycqa.org)  
+[https://github.com/pycqa/pycodestyle](https://github.com/pycqa/pycodestyle)  
+6.83 stars per week over 700 weeks  
+4,780 stars, 697 forks, 120 watches  
+[util](categories/util.md) category, created 2009-10-02, last commit 2022-12-13, main language Python  
+<sub><sup>flake8-plugin, linter-flake8, linter-plugin, pep8, python, style-guide, styleguide</sup></sub>
 
 
-### [flask-restx](https://github.com/python-restx/flask-restx) by [python-restx](https://github.com/python-restx)  
-flask-restx: Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask  
-[https://flask-restx.readthedocs.io/en/latest/](https://flask-restx.readthedocs.io/en/latest/)  
-[https://github.com/python-restx/flask-restx](https://github.com/python-restx/flask-restx)  
-10 stars per week over 164 weeks  
-1,762 stars, 294 forks, 70 watches  
-[web](categories/web.md) category, created 2020-01-09, last commit 2023-02-19, main language Python  
-<sub><sup>api, flask, json, python, rest, restful, restplus, restx, swagger</sup></sub>
+### [pipreqs](https://github.com/bndr/pipreqs) by [bndr](https://github.com/bndr)  
+pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.  
+[https://github.com/bndr/pipreqs](https://github.com/bndr/pipreqs)  
+12 stars per week over 410 weeks  
+4,936 stars, 330 forks, 60 watches  
+[util](categories/util.md) category, created 2015-04-22, last commit 2023-01-14, main language Python  
 
 
-### [hypertools](https://github.com/contextlab/hypertools) by [contextlab](https://github.com/contextlab)  
-hypertools: A Python toolbox for gaining geometric insights into high-dimensional data  
-[http://hypertools.readthedocs.io/en/latest/](http://hypertools.readthedocs.io/en/latest/)  
-[https://github.com/contextlab/hypertools](https://github.com/contextlab/hypertools)  
-5.25 stars per week over 335 weeks  
-1,761 stars, 160 forks, 60 watches  
-[ml](categories/ml.md) category, created 2016-09-27, last commit 2022-02-12, main language Python  
-<sub><sup>data-visualization, data-wrangling, high-dimensional-data, python, text-vectorization, time-series, topic-modeling, visualization</sup></sub>
+### [autograd](https://github.com/hips/autograd) by [hips](https://github.com/hips)  
+autograd: Efficiently computes derivatives of numpy code.  
+[https://github.com/hips/autograd](https://github.com/hips/autograd)  
+14 stars per week over 431 weeks  
+6,211 stars, 850 forks, 217 watches  
+[ml](categories/ml.md) category, created 2014-11-24, last commit 2022-09-29, main language Python  
 
 
-### [starlite](https://github.com/starlite-api/starlite) by [starlite-api](https://github.com/starlite-api)  
-starlite: Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs  
-[https://starliteproject.dev](https://starliteproject.dev)  
-[https://github.com/starlite-api/starlite](https://github.com/starlite-api/starlite)  
-27 stars per week over 64 weeks  
-1,760 stars, 173 forks, 26 watches  
-[web](categories/web.md) category, created 2021-12-06, last commit 2023-03-02, main language Python  
-<sub><sup>api, asgi, openapi, pydantic, python, redoc, rest, starlite, starlite-api, starlite-framework, swagger</sup></sub>
+### [nbdime](https://github.com/jupyter/nbdime) by [jupyter](https://github.com/jupyter)  
+nbdime: Tools for diffing and merging of Jupyter notebooks.  
+[http://nbdime.readthedocs.io](http://nbdime.readthedocs.io)  
+[https://github.com/jupyter/nbdime](https://github.com/jupyter/nbdime)  
+6.25 stars per week over 380 weeks  
+2,382 stars, 156 forks, 44 watches  
+[jupyter](categories/jupyter.md) category, created 2015-11-16, last commit 2023-01-15, main language Python  
+<sub><sup>diff, diffing, git, hg, jupyter, jupyter-notebook, jupyterlab-extension, mercurial, merge, merge-driver, mergetool, vcs, version-control</sup></sub>
 
 
-### [example-code-2e](https://github.com/fluentpython/example-code-2e) by [fluentpython](https://github.com/fluentpython)  
-example-code-2e: Example code for Fluent Python, 2nd edition (O'Reilly 2022)   
-[https://amzn.to/3J48u2J](https://amzn.to/3J48u2J)  
-[https://github.com/fluentpython/example-code-2e](https://github.com/fluentpython/example-code-2e)  
-8.46 stars per week over 206 weeks  
-1,743 stars, 524 forks, 54 watches  
-[study](categories/study.md) category, created 2019-03-21, last commit 2022-04-24, main language Python  
-<sub><sup>concurrency, iterators, metaprogramming, python, python3, special-methods</sup></sub>
+### [llvmlite](https://github.com/numba/llvmlite) by [numba](https://github.com/numba)  
+llvmlite: A lightweight LLVM python binding for writing JIT compilers  
+[http://llvmlite.pydata.org/](http://llvmlite.pydata.org/)  
+[https://github.com/numba/llvmlite](https://github.com/numba/llvmlite)  
+3.49 stars per week over 447 weeks  
+1,561 stars, 299 forks, 53 watches  
+[util](categories/util.md) category, created 2014-08-07, last commit 2023-02-14, main language Python  
+
+
+### [eo-learn](https://github.com/sentinel-hub/eo-learn) by [sentinel-hub](https://github.com/sentinel-hub)  
+eo-learn: Earth observation processing framework for machine learning in Python  
+[https://github.com/sentinel-hub/eo-learn](https://github.com/sentinel-hub/eo-learn)  
+3.92 stars per week over 248 weeks  
+974 stars, 283 forks, 48 watches  
+[gis](categories/gis.md) category, created 2018-05-31, last commit 2023-01-24, main language Python  
+<sub><sup>eo-data, eo-research, machine-learning, python-package</sup></sub>
+
+
+### [datapane](https://github.com/datapane/datapane)  
+datapane: Build full-stack data analytics apps in Python  
+[https://datapane.com](https://datapane.com)  
+[https://github.com/datapane/datapane](https://github.com/datapane/datapane)  
+5.27 stars per week over 149 weeks  
+788 stars, 64 forks, 16 watches  
+[viz](categories/viz.md) category, created 2020-04-23, last commit 2023-03-03, main language Python  
+<sub><sup>dashboard, data-visualization, hacktoberfest, python, reporting</sup></sub>
 
 
-### [pyscaffold](https://github.com/pyscaffold/pyscaffold)  
-pyscaffold: 🛠 Python project template generator with batteries included  
-[https://pyscaffold.org](https://pyscaffold.org)  
-[https://github.com/pyscaffold/pyscaffold](https://github.com/pyscaffold/pyscaffold)  
-3.73 stars per week over 465 weeks  
-1,734 stars, 172 forks, 40 watches  
-[template](categories/template.md) category, created 2014-04-02, last commit 2023-02-21, main language Python  
-<sub><sup>distribution, git, package, package-creation, project-template, python, release-automation, template-project</sup></sub>
+### [cleverhans](https://github.com/cleverhans-lab/cleverhans) by [cleverhans-lab](https://github.com/cleverhans-lab)  
+cleverhans: An adversarial example library for constructing attacks, building defenses, and benchmarking both  
+[https://github.com/cleverhans-lab/cleverhans](https://github.com/cleverhans-lab/cleverhans)  
+16 stars per week over 337 weeks  
+5,721 stars, 1,383 forks, 191 watches  
+[ml](categories/ml.md) category, created 2016-09-15, last commit 2023-01-31, main language Jupyter Notebook  
+<sub><sup>benchmarking, machine-learning, security</sup></sub>
 
 
-### [koila](https://github.com/rentruewang/koila) by [rentruewang](https://github.com/rentruewang)  
-koila: Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.  
-[https://rentruewang.github.io/koila](https://rentruewang.github.io/koila)  
-[https://github.com/rentruewang/koila](https://github.com/rentruewang/koila)  
-25 stars per week over 67 weeks  
-1,720 stars, 63 forks, 11 watches  
-[ml](categories/ml.md) category, created 2021-11-17, last commit 2023-02-28, main language Python  
-<sub><sup>deep-learning, gradient-accumulation, lazy-evaluation, machine-learning, memory-management, neural-network, out-of-memory, python, pytorch</sup></sub>
+### [cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science) by [drivendata](https://github.com/drivendata)  
+cookiecutter-data-science: A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.  
+[http://drivendata.github.io/cookiecutter-data-science/](http://drivendata.github.io/cookiecutter-data-science/)  
+[https://github.com/drivendata/cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science)  
+17 stars per week over 383 weeks  
+6,536 stars, 2,089 forks, 113 watches  
+[template](categories/template.md) category, created 2015-10-30, last commit 2022-03-11, main language Python  
+<sub><sup>ai, cookiecutter, cookiecutter-data-science, cookiecutter-template, data-science, machine-learning</sup></sub>
 
 
-### [python-diskcache](https://github.com/grantjenks/python-diskcache) by [grantjenks](https://github.com/grantjenks)  
-python-diskcache: Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.  
-[http://www.grantjenks.com/docs/diskcache/](http://www.grantjenks.com/docs/diskcache/)  
-[https://github.com/grantjenks/python-diskcache](https://github.com/grantjenks/python-diskcache)  
-4.63 stars per week over 369 weeks  
-1,709 stars, 107 forks, 19 watches  
-[util](categories/util.md) category, created 2016-02-03, last commit 2022-02-20, main language Python  
-<sub><sup>cache, filesystem, key-value-store, persistence, python</sup></sub>
+### [petastorm](https://github.com/uber/petastorm) by [uber](https://github.com/uber)  
+Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.  
+[https://github.com/uber/petastorm](https://github.com/uber/petastorm)  
+6.45 stars per week over 246 weeks  
+1,589 stars, 267 forks, 43 watches  
+[data](categories/data.md) category, created 2018-06-15, last commit 2023-02-03, main language Python  
+<sub><sup>deep-learning, machine-learning, parquet, parquet-files, pyarrow, pyspark, pytorch, sysml, tensorflow</sup></sub>
 
 
-### [aitextgen](https://github.com/minimaxir/aitextgen) by [minimaxir](https://github.com/minimaxir)  
-aitextgen: A robust Python tool for text-based AI training and generation using GPT-2.  
-[https://docs.aitextgen.io](https://docs.aitextgen.io)  
-[https://github.com/minimaxir/aitextgen](https://github.com/minimaxir/aitextgen)  
-10 stars per week over 165 weeks  
-1,696 stars, 194 forks, 37 watches  
-[nlp](categories/nlp.md) category, created 2019-12-29, last commit 2022-08-09, main language Python  
+### [nbgrader](https://github.com/jupyter/nbgrader) by [jupyter](https://github.com/jupyter)  
+nbgrader: A system for assigning and grading notebooks  
+[https://nbgrader.readthedocs.io/](https://nbgrader.readthedocs.io/)  
+[https://github.com/jupyter/nbgrader](https://github.com/jupyter/nbgrader)  
+2.63 stars per week over 442 weeks  
+1,162 stars, 318 forks, 42 watches  
+[jupyter](categories/jupyter.md) category, created 2014-09-13, last commit 2023-03-03, main language Python  
+<sub><sup>grading, jupyter, jupyter-notebook, jupyterhub, nbgrader, teaching</sup></sub>
 
 
-### [pyLDAvis](https://github.com/bmabey/pyldavis) by [bmabey](https://github.com/bmabey)  
-pyLDAvis: Python library for interactive topic model visualization. Port of the R LDAvis package.  
-[https://github.com/bmabey/pyldavis](https://github.com/bmabey/pyldavis)  
-4.1 stars per week over 412 weeks  
-1,688 stars, 350 forks, 56 watches  
-[ml](categories/ml.md) category, created 2015-04-09, last commit 2023-02-15, main language Jupyter Notebook  
+### [vectorbt](https://github.com/polakowo/vectorbt) by [polakowo](https://github.com/polakowo)  
+vectorbt: Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.   
+[https://vectorbt.dev](https://vectorbt.dev)  
+[https://github.com/polakowo/vectorbt](https://github.com/polakowo/vectorbt)  
+9.48 stars per week over 276 weeks  
+2,624 stars, 453 forks, 97 watches  
+[finance](categories/finance.md) category, created 2017-11-14, last commit 2023-02-27, main language Python  
+<sub><sup>algorithmic-trading, algorithmic-traiding, backtesting, cryptocurrency, data-science, data-visualization, finance, machine-learning, portfolio-optimization, quantitative-analysis, quantitative-finance, time-series, trading, trading-strategies</sup></sub>
 
 
-### [PettingZoo](https://github.com/pettingzoo-team/pettingzoo) by [pettingzoo-team](https://github.com/pettingzoo-team)  
-PettingZoo: A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities  
-[https://pettingzoo.farama.org](https://pettingzoo.farama.org)  
-[https://github.com/pettingzoo-team/pettingzoo](https://github.com/pettingzoo-team/pettingzoo)  
-10 stars per week over 162 weeks  
-1,684 stars, 271 forks, 19 watches  
-[sim](categories/sim.md) category, created 2020-01-20, last commit 2023-03-01, main language Python  
-<sub><sup>api, gym, gymnasium, multi-agent-reinforcement-learning, reinforcement-learning</sup></sub>
+### [dill](https://github.com/uqfoundation/dill) by [uqfoundation](https://github.com/uqfoundation)  
+dill: serialize all of python  
+[http://dill.rtfd.io](http://dill.rtfd.io)  
+[https://github.com/uqfoundation/dill](https://github.com/uqfoundation/dill)  
+3.7 stars per week over 505 weeks  
+1,870 stars, 157 forks, 22 watches  
+[data](categories/data.md) category, created 2013-06-28, last commit 2023-02-20, main language Python  
 
 
-### [cryptofeed](https://github.com/bmoscon/cryptofeed) by [bmoscon](https://github.com/bmoscon)  
-cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler  
-[https://github.com/bmoscon/cryptofeed](https://github.com/bmoscon/cryptofeed)  
-6.18 stars per week over 271 weeks  
-1,680 stars, 544 forks, 76 watches  
-[crypto](categories/crypto.md) category, created 2017-12-16, last commit 2023-03-02, main language Python  
-<sub><sup>asyncio, binance, bitcoin, btc, coinbase, coinbase-api, crypto, cryptocurrencies, cryptocurrency, ethereum, exchange, ftx-exchange, influxdb, market-data, python, trading, trading-platform, websocket, websockets</sup></sub>
+### [Phoenix](https://github.com/wxwidgets/phoenix) by [wxwidgets](https://github.com/wxwidgets)  
+Phoenix: wxPython's Project Phoenix.  A new implementation of wxPython, better, stronger, faster than he was before.  
+[http://wxpython.org/](http://wxpython.org/)  
+[https://github.com/wxwidgets/phoenix](https://github.com/wxwidgets/phoenix)  
+3.52 stars per week over 554 weeks  
+1,953 stars, 496 forks, 104 watches  
+[gui](categories/gui.md) category, created 2012-07-17, last commit 2023-03-03, main language Python  
+<sub><sup>awesome, cross-platform, gui, gui-framework, gui-toolkit, linux, macosx, python, windows, wxpython, wxwidgets</sup></sub>
 
 
-### [line_profiler](https://github.com/pyutils/line_profiler) by [pyutils](https://github.com/pyutils)  
-line_profiler: Line-by-line profiling for Python  
-[https://github.com/pyutils/line_profiler](https://github.com/pyutils/line_profiler)  
-9.97 stars per week over 168 weeks  
-1,680 stars, 97 forks, 16 watches  
-[profiling](categories/profiling.md) category, created 2019-12-10, last commit 2022-12-09, main language Cython  
+### [astro-sdk](https://github.com/astronomer/astro-sdk) by [astronomer](https://github.com/astronomer)  
+astro-sdk: Astro SDK allows rapid and clean development of {Extract, Load, Transform} workflows using Python and SQL, powered by Apache Airflow.  
+[https://astro-sdk-python.rtfd.io/](https://astro-sdk-python.rtfd.io/)  
+[https://github.com/astronomer/astro-sdk](https://github.com/astronomer/astro-sdk)  
+3.56 stars per week over 64 weeks  
+231 stars, 32 forks, 14 watches  
+[ml-ops](categories/ml-ops.md) category, created 2021-12-06, last commit 2023-03-02, main language Python  
+<sub><sup>airflow, apache-airflow, bigquery, dags, data-analysis, data-science, elt, etl, gcs, pandas, postgres, python, s3, snowflake, sql, sqlite, workflows</sup></sub>
 
 
-### [greykite](https://github.com/linkedin/greykite) by [linkedin](https://github.com/linkedin)  
-greykite: A flexible, intuitive and fast forecasting library  
-[https://github.com/linkedin/greykite](https://github.com/linkedin/greykite)  
-17 stars per week over 96 weeks  
-1,674 stars, 92 forks, 37 watches  
-[ml](categories/ml.md) category, created 2021-04-27, last commit 2022-08-31, main language Python  
+### [python-driver](https://github.com/datastax/python-driver) by [datastax](https://github.com/datastax)  
+python-driver: DataStax Python Driver for Apache Cassandra  
+[https://github.com/datastax/python-driver](https://github.com/datastax/python-driver)  
+2.62 stars per week over 503 weeks  
+1,319 stars, 510 forks, 81 watches  
+[data](categories/data.md) category, created 2013-07-08, last commit 2023-02-28, main language Python  
 
 
-### [ipdb](https://github.com/gotcha/ipdb) by [gotcha](https://github.com/gotcha)  
-ipdb: Integration of IPython pdb  
-[https://github.com/gotcha/ipdb](https://github.com/gotcha/ipdb)  
-2.63 stars per week over 632 weeks  
-1,666 stars, 146 forks, 27 watches  
-[debug](categories/debug.md) category, created 2011-01-15, last commit 2022-12-13, main language Python  
-<sub><sup>debugger, ipython, python</sup></sub>
+### [flow-forecast](https://github.com/aistream-peelout/flow-forecast) by [aistream-peelout](https://github.com/aistream-peelout)  
+flow-forecast: Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).  
+[https://flow-forecast.atlassian.net/wiki/spaces/FF/overview](https://flow-forecast.atlassian.net/wiki/spaces/FF/overview)  
+[https://github.com/aistream-peelout/flow-forecast](https://github.com/aistream-peelout/flow-forecast)  
+7.17 stars per week over 185 weeks  
+1,330 stars, 227 forks, 21 watches  
+[time-series](categories/time-series.md) category, created 2019-08-15, last commit 2023-02-27, main language Python  
+<sub><sup>anomaly-detection, deep-learning, deep-neural-networks, forecasting, hacktoberfest, lstm, pytorch, state-of-the-art-models, time-series, time-series-analysis, time-series-forecasting, time-series-regression, transfer-learning, transformer</sup></sub>
 
 
-### [argilla](https://github.com/recognai/rubrix) by [recognai](https://github.com/recognai)  
-argilla: ✨ Open-source tool for data-centric NLP. Argilla helps domain experts and data teams to build better NLP datasets in less time.  
-[https://docs.argilla.io](https://docs.argilla.io)  
-[https://github.com/recognai/rubrix](https://github.com/recognai/rubrix)  
-17 stars per week over 96 weeks  
-1,664 stars, 153 forks, 19 watches  
-[nlp](categories/nlp.md) category, created 2021-04-28, last commit 2023-03-02, main language Python  
-<sub><sup>active-learning, annotation-tool, artificial-intelligence, data-science, dataops, developer-tools, hacktoberfest, human-in-the-loop, knowledge-graph, machine-learning, mlops, natural-language-processing, nlp, python, spacy, text-annotation, text-classification, text-labeling, weak-supervision, weakly-supervised-learning</sup></sub>
+### [Augmentor](https://github.com/mdbloice/augmentor) by [mdbloice](https://github.com/mdbloice)  
+Augmentor: Image augmentation library in Python for machine learning.  
+[https://augmentor.readthedocs.io/en/stable](https://augmentor.readthedocs.io/en/stable)  
+[https://github.com/mdbloice/augmentor](https://github.com/mdbloice/augmentor)  
+13 stars per week over 365 weeks  
+4,868 stars, 858 forks, 123 watches  
+[ml](categories/ml.md) category, created 2016-03-01, last commit 2023-01-24, main language Python  
+<sub><sup>augmentation, deep-learning, machine-learning, neural-networks</sup></sub>
 
 
-### [torchio](https://github.com/fepegar/torchio) by [fepegar](https://github.com/fepegar)  
-torchio: Medical imaging toolkit for deep learning  
-[http://www.torchio.org](http://www.torchio.org)  
-[https://github.com/fepegar/torchio](https://github.com/fepegar/torchio)  
-9.67 stars per week over 170 weeks  
-1,648 stars, 203 forks, 17 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-11-26, last commit 2023-03-01, main language Python  
-<sub><sup>augmentation, data-augmentation, deep-learning, machine-learning, medical-image-analysis, medical-image-computing, medical-image-processing, medical-images, medical-imaging-datasets, medical-imaging-with-deep-learning, python, pytorch</sup></sub>
+### [gpt-2-simple](https://github.com/minimaxir/gpt-2-simple) by [minimaxir](https://github.com/minimaxir)  
+gpt-2-simple: Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts  
+[https://github.com/minimaxir/gpt-2-simple](https://github.com/minimaxir/gpt-2-simple)  
+15 stars per week over 203 weeks  
+3,178 stars, 652 forks, 74 watches  
+[nlp](categories/nlp.md) category, created 2019-04-13, last commit 2022-05-22, main language Python  
+<sub><sup>openai, tensorflow, text-generation, textgenrnn</sup></sub>
 
 
-### [basic-pitch](https://github.com/spotify/basic-pitch) by [spotify](https://github.com/spotify)  
-basic-pitch: A lightweight yet powerful audio-to-MIDI converter with pitch bend detection  
-[https://basicpitch.io](https://basicpitch.io)  
-[https://github.com/spotify/basic-pitch](https://github.com/spotify/basic-pitch)  
-37 stars per week over 43 weeks  
-1,648 stars, 95 forks, 32 watches  
-[util](categories/util.md) category, created 2022-05-03, last commit 2023-02-27, main language Python  
-<sub><sup>audio, lightweight, machine-learning, midi, music, pitch-detection, polyphonic, python, transcription, typescript</sup></sub>
+### [deep-daze](https://github.com/lucidrains/deep-daze) by [lucidrains](https://github.com/lucidrains)  
+deep-daze: Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun  
+[https://github.com/lucidrains/deep-daze](https://github.com/lucidrains/deep-daze)  
+39 stars per week over 111 weeks  
+4,384 stars, 329 forks, 75 watches  
+[ml](categories/ml.md) category, created 2021-01-17, last commit 2022-03-13, main language Python  
+<sub><sup>artificial-intelligence, deep-learning, implicit-neural-representation, multi-modality, siren, text-to-image, transformers</sup></sub>
 
 
-### [NeuroNER](https://github.com/franck-dernoncourt/neuroner) by [franck-dernoncourt](https://github.com/franck-dernoncourt)  
-NeuroNER: Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.  
-[http://neuroner.com](http://neuroner.com)  
-[https://github.com/franck-dernoncourt/neuroner](https://github.com/franck-dernoncourt/neuroner)  
-5.27 stars per week over 312 weeks  
-1,646 stars, 485 forks, 84 watches  
-[nlp](categories/nlp.md) category, created 2017-03-07, last commit 2019-10-02, main language Python  
-<sub><sup>deep-learning, machine-learning, named-entity-recognition, neural-networks, nlp, tensorflow</sup></sub>
+### [TextBlob](https://github.com/sloria/textblob) by [sloria](https://github.com/sloria)  
+TextBlob: Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.  
+[https://textblob.readthedocs.io/](https://textblob.readthedocs.io/)  
+[https://github.com/sloria/textblob](https://github.com/sloria/textblob)  
+16 stars per week over 505 weeks  
+8,454 stars, 1,114 forks, 269 watches  
+[nlp](categories/nlp.md) category, created 2013-06-30, last commit 2021-10-22, main language Python  
+<sub><sup>natural-language-processing, nlp, nltk, pattern, python, python-2, python-3</sup></sub>
 
 
-### [quart](https://github.com/pallets/quart) by [pallets](https://github.com/pallets)  
-quart: An async Python micro framework for building web applications.   
-[https://quart.palletsprojects.com](https://quart.palletsprojects.com)  
-[https://github.com/pallets/quart](https://github.com/pallets/quart)  
-5.93 stars per week over 277 weeks  
-1,643 stars, 100 forks, 25 watches  
-[web](categories/web.md) category, created 2017-11-10, last commit 2023-02-12, main language Python  
-<sub><sup>asgi, asyncio, http-server, python, quart</sup></sub>
+### [pint](https://github.com/hgrecco/pint) by [hgrecco](https://github.com/hgrecco)  
+pint: Operate and manipulate physical quantities in Python  
+[http://pint.readthedocs.org/](http://pint.readthedocs.org/)  
+[https://github.com/hgrecco/pint](https://github.com/hgrecco/pint)  
+3.51 stars per week over 555 weeks  
+1,949 stars, 416 forks, 40 watches  
+[util](categories/util.md) category, created 2012-07-13, last commit 2023-02-13, main language Python  
+<sub><sup>python, science, units</sup></sub>
 
 
-### [FARM](https://github.com/deepset-ai/farm) by [deepset-ai](https://github.com/deepset-ai)  
-FARM: :house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.  
-[https://farm.deepset.ai](https://farm.deepset.ai)  
-[https://github.com/deepset-ai/farm](https://github.com/deepset-ai/farm)  
-8.62 stars per week over 189 weeks  
-1,631 stars, 233 forks, 54 watches  
-[nlp](categories/nlp.md) category, created 2019-07-17, last commit 2022-08-31, main language Python  
-<sub><sup>bert, deep-learning, germanbert, language-models, ner, nlp, nlp-framework, nlp-library, pretrained-models, pytorch, question-answering, roberta, transfer-learning, xlnet-pytorch</sup></sub>
+### [intake](https://github.com/intake/intake)  
+Intake is a lightweight package for finding, investigating, loading and disseminating data.  
+[https://intake.readthedocs.io/](https://intake.readthedocs.io/)  
+[https://github.com/intake/intake](https://github.com/intake/intake)  
+3.01 stars per week over 289 weeks  
+873 stars, 125 forks, 43 watches  
+[data](categories/data.md) category, created 2017-08-14, last commit 2023-03-01, main language Python  
+<sub><sup>data-access, data-catalog, python</sup></sub>
 
 
-### [Gymnasium](https://github.com/farama-foundation/gymnasium) by [farama-foundation](https://github.com/farama-foundation)  
-Gymnasium: A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)  
-[https://gymnasium.farama.org](https://gymnasium.farama.org)  
-[https://github.com/farama-foundation/gymnasium](https://github.com/farama-foundation/gymnasium)  
-64 stars per week over 25 weeks  
-1,628 stars, 186 forks, 18 watches  
-[sim](categories/sim.md) category, created 2022-09-08, last commit 2023-02-25, main language Python  
-<sub><sup>api, gym, reinforcement-learning</sup></sub>
+### [nlpaug](https://github.com/makcedward/nlpaug) by [makcedward](https://github.com/makcedward)  
+nlpaug: Data augmentation for NLP   
+[https://makcedward.github.io/](https://makcedward.github.io/)  
+[https://github.com/makcedward/nlpaug](https://github.com/makcedward/nlpaug)  
+18 stars per week over 206 weeks  
+3,823 stars, 429 forks, 39 watches  
+[nlp](categories/nlp.md) category, created 2019-03-21, last commit 2022-07-07, main language Jupyter Notebook  
+<sub><sup>adversarial-attacks, adversarial-example, ai, artificial-intelligence, augmentation, data-science, machine-learning, ml, natural-language-processing, nlp</sup></sub>
 
 
-### [machine-learning-book](https://github.com/rasbt/machine-learning-book) by [rasbt](https://github.com/rasbt)  
-machine-learning-book: Code Repository for Machine Learning with PyTorch and Scikit-Learn  
-[https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn](https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn)  
-[https://github.com/rasbt/machine-learning-book](https://github.com/rasbt/machine-learning-book)  
-25 stars per week over 62 weeks  
-1,625 stars, 610 forks, 31 watches  
-[study](categories/study.md) category, created 2021-12-19, last commit 2023-02-02, main language Jupyter Notebook  
-<sub><sup>deep-learning, machine-learning, neural-networks, pytorch, scikit-learn</sup></sub>
+### [greykite](https://github.com/linkedin/greykite) by [linkedin](https://github.com/linkedin)  
+greykite: A flexible, intuitive and fast forecasting library  
+[https://github.com/linkedin/greykite](https://github.com/linkedin/greykite)  
+17 stars per week over 96 weeks  
+1,674 stars, 92 forks, 37 watches  
+[ml](categories/ml.md) category, created 2021-04-27, last commit 2022-08-31, main language Python  
 
 
-### [heartrate](https://github.com/alexmojaki/heartrate) by [alexmojaki](https://github.com/alexmojaki)  
-heartrate: Simple real time visualisation of the execution of a Python program.  
-[https://github.com/alexmojaki/heartrate](https://github.com/alexmojaki/heartrate)  
-8.02 stars per week over 201 weeks  
-1,614 stars, 124 forks, 33 watches  
-[debug](categories/debug.md) category, created 2019-04-24, last commit 2021-11-13, main language Python  
-<sub><sup>debugger, python, visualization</sup></sub>
+### [PyTorch-BigGraph](https://github.com/facebookresearch/pytorch-biggraph) by [facebookresearch](https://github.com/facebookresearch)  
+PyTorch-BigGraph: Generate embeddings from large-scale graph-structured data.  
+[https://torchbiggraph.readthedocs.io/](https://torchbiggraph.readthedocs.io/)  
+[https://github.com/facebookresearch/pytorch-biggraph](https://github.com/facebookresearch/pytorch-biggraph)  
+13 stars per week over 230 weeks  
+3,194 stars, 438 forks, 92 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-10-01, last commit 2022-12-08, main language Python  
 
 
-### [addons](https://github.com/tensorflow/addons) by [tensorflow](https://github.com/tensorflow)  
-addons: Useful extra functionality for TensorFlow 2.x maintained by SIG-addons  
-[https://github.com/tensorflow/addons](https://github.com/tensorflow/addons)  
-7.25 stars per week over 222 weeks  
-1,613 stars, 599 forks, 58 watches  
-[ml](categories/ml.md) category, created 2018-11-26, last commit 2023-03-01, main language Python  
-<sub><sup>deep-learning, machine-learning, neural-network, python, tensorflow, tensorflow-addons</sup></sub>
+### [FinancePy](https://github.com/domokane/financepy) by [domokane](https://github.com/domokane)  
+FinancePy: A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.   
+[https://financepy.com/](https://financepy.com/)  
+[https://github.com/domokane/financepy](https://github.com/domokane/financepy)  
+7.34 stars per week over 175 weeks  
+1,285 stars, 196 forks, 49 watches  
+[finance](categories/finance.md) category, created 2019-10-27, last commit 2023-02-26, main language Jupyter Notebook  
+<sub><sup>asset-allocation, bonds, credit, currency, derivatives, derivatives-pricing, finance, fixed-income, investment, numba, pricing, python, risk, risk-management, students, valuation</sup></sub>
 
 
-### [ecco](https://github.com/jalammar/ecco) by [jalammar](https://github.com/jalammar)  
-ecco: Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).  
-[https://ecco.readthedocs.io](https://ecco.readthedocs.io)  
-[https://github.com/jalammar/ecco](https://github.com/jalammar/ecco)  
-13 stars per week over 120 weeks  
-1,613 stars, 118 forks, 21 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2020-11-07, last commit 2022-01-18, main language Jupyter Notebook  
-<sub><sup>explorables, language-models, natural-language-processing, nlp, pytorch, visualization</sup></sub>
+### [pandas-datareader](https://github.com/pydata/pandas-datareader) by [pydata](https://github.com/pydata)  
+pandas-datareader: Extract data from a wide range of Internet sources into a pandas DataFrame.  
+[https://pydata.github.io/pandas-datareader/stable/index.html](https://pydata.github.io/pandas-datareader/stable/index.html)  
+[https://github.com/pydata/pandas-datareader](https://github.com/pydata/pandas-datareader)  
+6.1 stars per week over 424 weeks  
+2,590 stars, 637 forks, 138 watches  
+[pandas](categories/pandas.md) category, created 2015-01-15, last commit 2022-03-16, main language Python  
+<sub><sup>data, data-analysis, dataset, econdb, economic-data, fama-french, finance, financial-data, fred, html, pandas, pydata, python, stock-data</sup></sub>
 
 
-### [QuantEcon.py](https://github.com/quantecon/quantecon.py) by [quantecon](https://github.com/quantecon)  
-QuantEcon.py: A community based Python library for quantitative economics  
-[https://quantecon.org/quantecon-py/](https://quantecon.org/quantecon-py/)  
-[https://github.com/quantecon/quantecon.py](https://github.com/quantecon/quantecon.py)  
-3.1 stars per week over 519 weeks  
-1,611 stars, 2,146 forks, 147 watches  
-[sim](categories/sim.md) category, created 2013-03-22, last commit 2023-02-24, main language Python  
+### [hyperopt](https://github.com/hyperopt/hyperopt)  
+hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python  
+[http://hyperopt.github.io/hyperopt](http://hyperopt.github.io/hyperopt)  
+[https://github.com/hyperopt/hyperopt](https://github.com/hyperopt/hyperopt)  
+11 stars per week over 599 weeks  
+6,607 stars, 1,009 forks, 126 watches  
+[ml](categories/ml.md) category, created 2011-09-06, last commit 2021-11-29, main language Python  
 
 
-### [orbit](https://github.com/uber/orbit) by [uber](https://github.com/uber)  
-orbit: A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.  
-[https://orbit-ml.readthedocs.io/en/stable/](https://orbit-ml.readthedocs.io/en/stable/)  
-[https://github.com/uber/orbit](https://github.com/uber/orbit)  
-9.79 stars per week over 164 weeks  
-1,610 stars, 120 forks, 33 watches  
-[time-series](categories/time-series.md) category, created 2020-01-07, last commit 2023-01-29, main language Python  
-<sub><sup>arima, bayesian, bayesian-methods, bayesian-statistics, changepoint, exponential-smoothing, forecast, forecasting, machine-learning, orbit, probabilistic, probabilistic-programming, pyro, pystan, python, pytorch, regression, regression-models, stan, time-series</sup></sub>
+### [markdown](https://github.com/python-markdown/markdown) by [python-markdown](https://github.com/python-markdown)  
+markdown: A Python implementation of John Gruber’s Markdown with Extension support.  
+[https://python-markdown.github.io/](https://python-markdown.github.io/)  
+[https://github.com/python-markdown/markdown](https://github.com/python-markdown/markdown)  
+4.71 stars per week over 666 weeks  
+3,139 stars, 817 forks, 75 watches  
+[util](categories/util.md) category, created 2010-05-29, last commit 2023-01-09, main language Python  
+<sub><sup>markdown, markdown-parser, markdown-to-html, python, python-markdown, python3</sup></sub>
 
 
-### [musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch) by [lucidrains](https://github.com/lucidrains)  
-musiclm-pytorch: Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch  
-[https://github.com/lucidrains/musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch)  
-321 stars per week over 5 weeks  
-1,608 stars, 102 forks, 73 watches  
-[ml](categories/ml.md) category, created 2023-01-27, last commit 2023-03-02, main language Python  
-<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, music-synthesis, transformers</sup></sub>
+### [WeightWatcher](https://github.com/calculatedcontent/weightwatcher) by [calculatedcontent](https://github.com/calculatedcontent)  
+WeightWatcher: The WeightWatcher tool for predicting the accuracy of   Deep Neural Networks  
+[https://github.com/calculatedcontent/weightwatcher](https://github.com/calculatedcontent/weightwatcher)  
+5.18 stars per week over 222 weeks  
+1,153 stars, 100 forks, 29 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-11-28, last commit 2023-03-04, main language Python  
 
 
-### [Pipe](https://github.com/julienpalard/pipe) by [julienpalard](https://github.com/julienpalard)  
-Pipe: A Python library to use infix notation in Python  
-[https://github.com/julienpalard/pipe](https://github.com/julienpalard/pipe)  
-2.37 stars per week over 673 weeks  
-1,598 stars, 103 forks, 27 watches  
-[util](categories/util.md) category, created 2010-04-08, last commit 2022-11-16, main language Python  
+### [asitop](https://github.com/tlkh/asitop) by [tlkh](https://github.com/tlkh)  
+asitop: Perf monitoring CLI tool for Apple Silicon  
+[https://tlkh.github.io/asitop/](https://tlkh.github.io/asitop/)  
+[https://github.com/tlkh/asitop](https://github.com/tlkh/asitop)  
+19 stars per week over 70 weeks  
+1,366 stars, 81 forks, 19 watches  
+[perf](categories/perf.md) category, created 2021-10-27, last commit 2023-01-24, main language Python  
+<sub><sup>apple-silicon, cli, cpu, gpu, m1, macos</sup></sub>
 
 
-### [petastorm](https://github.com/uber/petastorm) by [uber](https://github.com/uber)  
-Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.  
-[https://github.com/uber/petastorm](https://github.com/uber/petastorm)  
-6.46 stars per week over 246 weeks  
-1,588 stars, 267 forks, 43 watches  
-[data](categories/data.md) category, created 2018-06-15, last commit 2023-02-03, main language Python  
-<sub><sup>deep-learning, machine-learning, parquet, parquet-files, pyarrow, pyspark, pytorch, sysml, tensorflow</sup></sub>
+### [pyproj](https://github.com/pyproj4/pyproj) by [pyproj4](https://github.com/pyproj4)  
+pyproj: Python interface to PROJ (cartographic projections and coordinate transformations library)  
+[https://pyproj4.github.io/pyproj](https://pyproj4.github.io/pyproj)  
+[https://github.com/pyproj4/pyproj](https://github.com/pyproj4/pyproj)  
+2.01 stars per week over 426 weeks  
+858 stars, 190 forks, 30 watches  
+[gis](categories/gis.md) category, created 2014-12-29, last commit 2023-02-25, main language Python  
+<sub><sup>cartographic-projection, coordinate-systems, coordinate-transformation, geodesic, geospatial, hacktoberfest, python</sup></sub>
 
 
-### [explainerdashboard](https://github.com/oegedijk/explainerdashboard) by [oegedijk](https://github.com/oegedijk)  
-explainerdashboard: Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.  
-[http://explainerdashboard.readthedocs.io](http://explainerdashboard.readthedocs.io)  
-[https://github.com/oegedijk/explainerdashboard](https://github.com/oegedijk/explainerdashboard)  
-9.11 stars per week over 174 weeks  
-1,588 stars, 208 forks, 18 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2019-10-30, last commit 2023-02-18, main language Python  
-<sub><sup>dash, dashboard, data-scientists, explainer, inner-workings, interactive-dashboards, interactive-plots, model-predictions, permutation-importances, plotly, shap, shap-values, xai, xai-library</sup></sub>
+### [Pretrained-Language-Model](https://github.com/huawei-noah/pretrained-language-model) by [huawei-noah](https://github.com/huawei-noah)  
+Pretrained-Language-Model: Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.  
+[https://github.com/huawei-noah/pretrained-language-model](https://github.com/huawei-noah/pretrained-language-model)  
+15 stars per week over 169 weeks  
+2,632 stars, 567 forks, 53 watches  
+[nlp](categories/nlp.md) category, created 2019-12-02, last commit 2022-12-25, main language Python  
+<sub><sup>knowledge-distillation, large-scale-distributed, model-compression, pretrained-models, quantization</sup></sub>
 
 
-### [llvmlite](https://github.com/numba/llvmlite) by [numba](https://github.com/numba)  
-llvmlite: A lightweight LLVM python binding for writing JIT compilers  
-[http://llvmlite.pydata.org/](http://llvmlite.pydata.org/)  
-[https://github.com/numba/llvmlite](https://github.com/numba/llvmlite)  
-3.49 stars per week over 447 weeks  
-1,561 stars, 299 forks, 53 watches  
-[util](categories/util.md) category, created 2014-08-07, last commit 2023-02-14, main language Python  
+### [aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo) by [giswqs](https://github.com/giswqs)  
+aws-open-data-geo: A list of open geospatial datasets on AWS  
+[https://github.com/giswqs/aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo)  
+21 stars per week over 11 weeks  
+235 stars, 6 forks, 9 watches  
+[gis](categories/gis.md) category, created 2022-12-18, last commit 2023-03-04, main language Python  
+<sub><sup>aws, environment, geospatial, mapping, open-data, satellite-imagery, sustainability</sup></sub>
 
 
-### [magnitude](https://github.com/plasticityai/magnitude) by [plasticityai](https://github.com/plasticityai)  
-magnitude: A fast, efficient universal vector embedding utility package.  
-[https://github.com/plasticityai/magnitude](https://github.com/plasticityai/magnitude)  
-5.95 stars per week over 261 weeks  
-1,559 stars, 113 forks, 37 watches  
-[nlp](categories/nlp.md) category, created 2018-02-24, last commit 2020-07-17, main language Python  
-<sub><sup>embeddings, fast, fasttext, gensim, glove, machine-learning, machine-learning-library, memory-efficient, natural-language-processing, nlp, python, vectors, word-embeddings, word2vec</sup></sub>
+### [funcy](https://github.com/suor/funcy) by [suor](https://github.com/suor)  
+funcy: A fancy and practical functional tools  
+[https://github.com/suor/funcy](https://github.com/suor/funcy)  
+5.51 stars per week over 542 weeks  
+2,986 stars, 134 forks, 73 watches  
+[util](categories/util.md) category, created 2012-10-13, last commit 2023-02-26, main language Python  
+<sub><sup>functional-programming, python, utilities</sup></sub>
 
 
-### [shiv](https://github.com/linkedin/shiv) by [linkedin](https://github.com/linkedin)  
-shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.  
-[https://github.com/linkedin/shiv](https://github.com/linkedin/shiv)  
-6.0 stars per week over 259 weeks  
-1,556 stars, 85 forks, 26 watches  
-[util](categories/util.md) category, created 2018-03-13, last commit 2022-11-04, main language Python  
+### [pygraphistry](https://github.com/graphistry/pygraphistry) by [graphistry](https://github.com/graphistry)  
+PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer  
+[https://github.com/graphistry/pygraphistry](https://github.com/graphistry/pygraphistry)  
+4.47 stars per week over 404 weeks  
+1,811 stars, 188 forks, 47 watches  
+[data](categories/data.md) category, created 2015-06-02, last commit 2022-12-23, main language Python  
+<sub><sup>csv, cudf, cugraph, gpu, graph, graph-visualization, graphistry, igraph, jupyter, neo4j, network-analysis, network-visualization, networkx, pandas, python, rapids, splunk, tigergraph, visualization, webgl</sup></sub>
 
 
-### [brax](https://github.com/google/brax) by [google](https://github.com/google)  
-brax: Massively parallel rigidbody physics simulation on accelerator hardware.  
-[https://github.com/google/brax](https://github.com/google/brax)  
-16 stars per week over 91 weeks  
-1,551 stars, 162 forks, 37 watches  
-[sim](categories/sim.md) category, created 2021-06-02, last commit 2023-02-09, main language Jupyter Notebook  
-<sub><sup>jax, physics-simulation, reinforcement-learning, robotics</sup></sub>
+### [pyparsing](https://github.com/pyparsing/pyparsing)  
+pyparsing: Python library for creating PEG parsers  
+[https://github.com/pyparsing/pyparsing](https://github.com/pyparsing/pyparsing)  
+5.85 stars per week over 303 weeks  
+1,772 stars, 241 forks, 23 watches  
+[util](categories/util.md) category, created 2017-05-14, last commit 2023-02-12, main language Python  
+<sub><sup>parser-combinators, parsing, parsing-expression-grammar, parsing-library, peg-parsers, python, python-2, python-3, python2, python3, text-processing</sup></sub>
 
 
-### [birdseye](https://github.com/alexmojaki/birdseye) by [alexmojaki](https://github.com/alexmojaki)  
-birdseye: Graphical Python debugger which lets you easily view the values of all evaluated expressions  
-[https://birdseye.readthedocs.io](https://birdseye.readthedocs.io)  
-[https://github.com/alexmojaki/birdseye](https://github.com/alexmojaki/birdseye)  
-5.26 stars per week over 292 weeks  
-1,541 stars, 77 forks, 42 watches  
-[debug](categories/debug.md) category, created 2017-07-22, last commit 2022-05-18, main language JavaScript  
-<sub><sup>ast, birdseye, debugger, debugging, python, python-debugger</sup></sub>
+### [swifter](https://github.com/jmcarpenter2/swifter) by [jmcarpenter2](https://github.com/jmcarpenter2)  
+swifter: A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner  
+[https://github.com/jmcarpenter2/swifter](https://github.com/jmcarpenter2/swifter)  
+8.68 stars per week over 256 weeks  
+2,224 stars, 99 forks, 30 watches  
+[pandas](categories/pandas.md) category, created 2018-04-07, last commit 2022-08-16, main language Python  
+<sub><sup>dask, modin, pandas, pandas-dataframe, parallel-computing, parallelization</sup></sub>
 
 
-### [pytest-mock](https://github.com/pytest-dev/pytest-mock) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-mock: Thin-wrapper around the mock package for easier use with pytest  
-[https://pytest-mock.readthedocs.io/en/latest/](https://pytest-mock.readthedocs.io/en/latest/)  
-[https://github.com/pytest-dev/pytest-mock](https://github.com/pytest-dev/pytest-mock)  
-3.41 stars per week over 450 weeks  
-1,537 stars, 122 forks, 33 watches  
-[testing](categories/testing.md) category, created 2014-07-17, last commit 2023-02-27, main language Python  
-<sub><sup>hacktoberfest, mock, pytest</sup></sub>
+### [filprofiler](https://github.com/pythonspeed/filprofiler) by [pythonspeed](https://github.com/pythonspeed)  
+filprofiler: A Python memory profiler for data processing and scientific computing applications  
+[https://pythonspeed.com/products/filmemoryprofiler/](https://pythonspeed.com/products/filmemoryprofiler/)  
+[https://github.com/pythonspeed/filprofiler](https://github.com/pythonspeed/filprofiler)  
+5.13 stars per week over 141 weeks  
+726 stars, 20 forks, 9 watches  
+[profiling](categories/profiling.md) category, created 2020-06-18, last commit 2023-03-01, main language Rust  
+<sub><sup>memory, memory-, memory-leak, memory-leak-detection, memory-leak-finder, memory-leaks, memory-profiler, memory-profiling, python</sup></sub>
 
 
-### [fastapi-react](https://github.com/buuntu/fastapi-react) by [buuntu](https://github.com/buuntu)  
-fastapi-react: 🚀   Cookiecutter Template for FastAPI + React Projects.  Using PostgreSQL, SQLAlchemy, and Docker  
-[https://github.com/buuntu/fastapi-react](https://github.com/buuntu/fastapi-react)  
-9.92 stars per week over 153 weeks  
-1,527 stars, 259 forks, 37 watches  
-[template](categories/template.md) category, created 2020-03-21, last commit 2022-02-18, main language Python  
-<sub><sup>boilerplate, cookiecutter, docker, fastapi, full-stack, jwt, nginx, oauth2, postgres, react, react-admin, sqlalchemy, typescript</sup></sub>
+### [backtrader](https://github.com/mementum/backtrader) by [mementum](https://github.com/mementum)  
+backtrader: Python Backtesting library for trading strategies  
+[https://www.backtrader.com](https://www.backtrader.com)  
+[https://github.com/mementum/backtrader](https://github.com/mementum/backtrader)  
+23 stars per week over 425 weeks  
+10,145 stars, 3,152 forks, 579 watches  
+[finance](categories/finance.md) category, created 2015-01-10, last commit 2021-07-17, main language Python  
+<sub><sup>backtesting, metaclass, python, trading</sup></sub>
 
 
-### [leafmap](https://github.com/giswqs/leafmap) by [giswqs](https://github.com/giswqs)  
-leafmap: A Python package for interactive mapping and geospatial analysis  with minimal coding in a Jupyter environment  
-[https://leafmap.org](https://leafmap.org)  
-[https://github.com/giswqs/leafmap](https://github.com/giswqs/leafmap)  
-14 stars per week over 103 weeks  
-1,527 stars, 190 forks, 46 watches  
-[gis](categories/gis.md) category, created 2021-03-10, last commit 2023-03-01, main language Python  
-<sub><sup>data-science, dataviz, folium, geopython, geospatial, geospatial-analysis, gis, ipyleaflet, jupyter, jupyter-notebook, keplergl, leafmap, mapping, plotly, pydeck, python, streamlit, streamlit-webapp, whiteboxtools</sup></sub>
+### [keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models) by [leondgarse](https://github.com/leondgarse)  
+keras_cv_attention_models: Keras beit,botnet,CMT,CoaT,CoAtNet,convnext,cotnet,davit,efficientdet,edgenext,efficientformer,efficientnet,fbnet,flexivit,gcvit,ghostnet,gmlp,gpvit,halonet,hornet,iformer,lcnet,levit,maxvit,mlp-mixer,mobilevit,nat,nfnets,pvt,regnet,resmlp,resnest,resnext,resnetd,swin,tinynet,uniformer,volo,wavemlp,yolor,yolov7,yolox  
+[https://github.com/leondgarse/keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models)  
+4.32 stars per week over 82 weeks  
+358 stars, 59 forks, 17 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-08-02, last commit 2023-02-25, main language Python  
+<sub><sup>anchor-free, attention, coco, detection, imagenet, keras, model, recognition, tensorflow, tf, tf2, visualizing</sup></sub>
 
 
-### [sparseml](https://github.com/neuralmagic/sparseml) by [neuralmagic](https://github.com/neuralmagic)  
-sparseml: Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models  
-[https://github.com/neuralmagic/sparseml](https://github.com/neuralmagic/sparseml)  
-13 stars per week over 116 weeks  
-1,520 stars, 116 forks, 40 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-12-11, last commit 2023-02-28, main language Python  
-<sub><sup>automl, computer-vision-algorithms, deep-learning-algorithms, deep-learning-library, deep-learning-models, image-classification, keras, model-sparsification, nlp, object-detection, onnx, pruning, pruning-algorithms, pytorch, recipe-driven-approaches, smaller-models, sparsification, sparsification-recipes, sparsity, tensorflow</sup></sub>
+### [sqlparse](https://github.com/andialbrecht/sqlparse) by [andialbrecht](https://github.com/andialbrecht)  
+sqlparse: A non-validating SQL parser module for Python  
+[https://github.com/andialbrecht/sqlparse](https://github.com/andialbrecht/sqlparse)  
+5.57 stars per week over 567 weeks  
+3,164 stars, 622 forks, 93 watches  
+[data](categories/data.md) category, created 2012-04-18, last commit 2023-01-05, main language Python  
 
 
-### [FGVC](https://github.com/vt-vl-lab/fgvc) by [vt-vl-lab](https://github.com/vt-vl-lab)  
-FGVC: [ECCV 2020] Flow-edge Guided Video Completion   
-[https://github.com/vt-vl-lab/fgvc](https://github.com/vt-vl-lab/fgvc)  
-11 stars per week over 129 weeks  
-1,482 stars, 243 forks, 68 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-09-09, last commit 2021-12-14, main language Python  
+### [FastAPI-template](https://github.com/s3rius/fastapi-template) by [s3rius](https://github.com/s3rius)  
+FastAPI-template: Feature rich robust FastAPI template.  
+[https://github.com/s3rius/fastapi-template](https://github.com/s3rius/fastapi-template)  
+5.33 stars per week over 125 weeks  
+671 stars, 69 forks, 13 watches  
+[web](categories/web.md) category, created 2020-10-05, last commit 2023-02-05, main language Python  
+<sub><sup>aerich, alembic, asynchronous, asyncio, cookiecutter, cookiecutter-python3, cookiecutter-template, fastapi, fastapi-boilerplate, fastapi-template, graphql, opentelemetry, ormar, prometheus, python3, sentry, sqlalchemy-orm, strawberry-graphql, tortoise-orm</sup></sub>
 
 
-### [torchgeo](https://github.com/microsoft/torchgeo) by [microsoft](https://github.com/microsoft)  
-TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data  
-[https://torchgeo.rtfd.io](https://torchgeo.rtfd.io)  
-[https://github.com/microsoft/torchgeo](https://github.com/microsoft/torchgeo)  
-15 stars per week over 93 weeks  
-1,482 stars, 174 forks, 37 watches  
-[gis](categories/gis.md) category, created 2021-05-21, last commit 2023-03-02, main language Python  
-<sub><sup>datasets, deep-learning, earth-observation, models, pytorch, remote-sensing, torchvision, transforms</sup></sub>
+### [dash-bootstrap-components](https://github.com/facultyai/dash-bootstrap-components) by [facultyai](https://github.com/facultyai)  
+dash-bootstrap-components: Bootstrap components for Plotly Dash  
+[https://dash-bootstrap-components.opensource.faculty.ai/](https://dash-bootstrap-components.opensource.faculty.ai/)  
+[https://github.com/facultyai/dash-bootstrap-components](https://github.com/facultyai/dash-bootstrap-components)  
+4.09 stars per week over 232 weeks  
+949 stars, 202 forks, 21 watches  
+[viz](categories/viz.md) category, created 2018-09-21, last commit 2023-02-28, main language JavaScript  
+<sub><sup>bootstrap, dashboards, julia, plotly-dash, python, r</sup></sub>
 
 
-### [blankly](https://github.com/blankly-finance/blankly) by [blankly-finance](https://github.com/blankly-finance)  
-blankly: 🚀 💸  Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.  
-[https://package.blankly.finance](https://package.blankly.finance)  
-[https://github.com/blankly-finance/blankly](https://github.com/blankly-finance/blankly)  
-14 stars per week over 103 weeks  
-1,472 stars, 193 forks, 28 watches  
-[crypto](categories/crypto.md) category, created 2021-03-09, last commit 2023-02-02, main language Python  
-<sub><sup>algotrading, binance, blankly, bot, bot-framework, bots, coinbase, crypto, cryptocurrency, framework, investment, platform, python, stocks, trading, trading-bot, trading-strategies</sup></sub>
+### [hnswlib](https://github.com/nmslib/hnswlib) by [nmslib](https://github.com/nmslib)  
+hnswlib: Header-only C++/python library for fast approximate nearest neighbors  
+[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
+[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
+8.1 stars per week over 295 weeks  
+2,394 stars, 432 forks, 62 watches  
+[ml](categories/ml.md) category, created 2017-07-06, last commit 2023-02-05, main language C++  
 
 
-### [safety](https://github.com/pyupio/safety) by [pyupio](https://github.com/pyupio)  
-Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.  
-[https://pyup.io/safety/](https://pyup.io/safety/)  
-[https://github.com/pyupio/safety](https://github.com/pyupio/safety)  
-4.41 stars per week over 332 weeks  
-1,465 stars, 124 forks, 31 watches  
-[security](categories/security.md) category, created 2016-10-19, last commit 2023-02-26, main language Python  
-<sub><sup>python, security, security-vulnerability, travis, vulnerability-detection, vulnerability-scanners</sup></sub>
+### [ipyparallel](https://github.com/ipython/ipyparallel) by [ipython](https://github.com/ipython)  
+ipyparallel: IPython Parallel: Interactive Parallel Computing in Python  
+[https://ipyparallel.readthedocs.io/](https://ipyparallel.readthedocs.io/)  
+[https://github.com/ipython/ipyparallel](https://github.com/ipython/ipyparallel)  
+5.72 stars per week over 412 weeks  
+2,361 stars, 959 forks, 120 watches  
+[perf](categories/perf.md) category, created 2015-04-09, last commit 2023-02-08, main language Jupyter Notebook  
+<sub><sup>jupyter, parallel, python</sup></sub>
 
 
-### [EasyNLP](https://github.com/alibaba/easynlp) by [alibaba](https://github.com/alibaba)  
-EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit  
-[https://github.com/alibaba/easynlp](https://github.com/alibaba/easynlp)  
-30 stars per week over 47 weeks  
-1,459 stars, 185 forks, 31 watches  
-[nlp](categories/nlp.md) category, created 2022-04-06, last commit 2023-02-26, main language Python  
-<sub><sup>bert, deep-learning, fewshot-learning, knowledge-distillation, knowledge-pretraining, machine-learning, nlp, pretrained-models, pytorch, text-classification, text-image-retrieval, text-to-image-synthesis, transfer-learning, transformers</sup></sub>
+### [unprompted](https://github.com/thereforegames/unprompted) by [thereforegames](https://github.com/thereforegames)  
+unprompted: Text generator written for Stable Diffusion workflows.  
+[https://github.com/thereforegames/unprompted](https://github.com/thereforegames/unprompted)  
+16 stars per week over 17 weeks  
+287 stars, 31 forks, 9 watches  
+[diffusion](categories/diffusion.md) category, created 2022-10-31, last commit 2023-02-25, main language Python  
 
 
-### [nbconvert](https://github.com/jupyter/nbconvert) by [jupyter](https://github.com/jupyter)  
-nbconvert: Jupyter Notebook Conversion  
-[https://nbconvert.readthedocs.io/](https://nbconvert.readthedocs.io/)  
-[https://github.com/jupyter/nbconvert](https://github.com/jupyter/nbconvert)  
-3.52 stars per week over 412 weeks  
-1,450 stars, 512 forks, 51 watches  
-[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-02-20, main language Python  
+### [pyscf](https://github.com/pyscf/pyscf)  
+pyscf: Python module for quantum chemistry  
+[https://github.com/pyscf/pyscf](https://github.com/pyscf/pyscf)  
+1.85 stars per week over 461 weeks  
+854 stars, 459 forks, 76 watches  
+[sim](categories/sim.md) category, created 2014-05-02, last commit 2023-03-04, main language Python  
 
 
-### [distributed](https://github.com/dask/distributed) by [dask](https://github.com/dask)  
-distributed: A distributed task scheduler for Dask  
-[https://distributed.dask.org](https://distributed.dask.org)  
-[https://github.com/dask/distributed](https://github.com/dask/distributed)  
-3.71 stars per week over 389 weeks  
-1,444 stars, 676 forks, 58 watches  
-[perf](categories/perf.md) category, created 2015-09-13, last commit 2023-03-02, main language Python  
-<sub><sup>dask, distributed-computing, hacktoberfest, pydata, python</sup></sub>
+### [austin](https://github.com/p403n1x87/austin) by [p403n1x87](https://github.com/p403n1x87)  
+austin: Python frame stack sampler for CPython  
+[https://github.com/p403n1x87/austin](https://github.com/p403n1x87/austin)  
+4.83 stars per week over 232 weeks  
+1,123 stars, 37 forks, 14 watches  
+[profiling](categories/profiling.md) category, created 2018-09-20, last commit 2023-02-21, main language C  
+<sub><sup>debugging-tools, performance, profiling, python</sup></sub>
 
 
-### [jupyterlab-lsp](https://github.com/jupyter-lsp/jupyterlab-lsp) by [jupyter-lsp](https://github.com/jupyter-lsp)  
-jupyterlab-lsp: Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol  
-[https://github.com/jupyter-lsp/jupyterlab-lsp](https://github.com/jupyter-lsp/jupyterlab-lsp)  
-7.76 stars per week over 184 weeks  
-1,434 stars, 119 forks, 17 watches  
-[jupyter](categories/jupyter.md) category, created 2019-08-17, last commit 2023-01-02, main language TypeScript  
-<sub><sup>autocompletion, ipython, julia-language, jupyter, jupyter-lab, jupyter-notebook, jupyterlab, jupyterlab-extension, language-server-protocol, linter, lsp, notebook, notebook-jupyter, r</sup></sub>
+### [rioxarray](https://github.com/corteva/rioxarray) by [corteva](https://github.com/corteva)  
+rioxarray: geospatial xarray extension powered by rasterio  
+[https://corteva.github.io/rioxarray](https://corteva.github.io/rioxarray)  
+[https://github.com/corteva/rioxarray](https://github.com/corteva/rioxarray)  
+1.84 stars per week over 202 weeks  
+373 stars, 60 forks, 14 watches  
+[gis](categories/gis.md) category, created 2019-04-16, last commit 2023-03-03, main language Python  
+<sub><sup>gdal, geospatial, gis, hacktoberfest, netcdf, python, raster, rasterio, xarray</sup></sub>
 
 
-### [python-lambda](https://github.com/nficano/python-lambda) by [nficano](https://github.com/nficano)  
-python-lambda:  A toolkit for developing and deploying serverless Python code in AWS Lambda.   
-[https://github.com/nficano/python-lambda](https://github.com/nficano/python-lambda)  
-3.9 stars per week over 366 weeks  
-1,426 stars, 229 forks, 32 watches  
-[util](categories/util.md) category, created 2016-02-26, last commit 2022-06-03, main language Python  
-<sub><sup>aws, aws-lambda, microservices, python, serverless</sup></sub>
+### [pytest-testinfra](https://github.com/pytest-dev/pytest-testinfra) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-testinfra: Testinfra test your infrastructures  
+[https://testinfra.readthedocs.io](https://testinfra.readthedocs.io)  
+[https://github.com/pytest-dev/pytest-testinfra](https://github.com/pytest-dev/pytest-testinfra)  
+5.21 stars per week over 416 weeks  
+2,169 stars, 321 forks, 82 watches  
+[testing](categories/testing.md) category, created 2015-03-15, last commit 2023-01-11, main language Python  
+<sub><sup>ansible, chef, devops, devops-tools, docker, infrastructure-as-code, infrastructure-testing, kubernetes, nagios, puppet, pytest-plugin, python, saltstack, tdd, tdd-utilities, testing, testing-tools</sup></sub>
 
 
-### [omegaconf](https://github.com/omry/omegaconf) by [omry](https://github.com/omry)  
-omegaconf: Flexible Python configuration system. The last one you will ever need.  
-[https://github.com/omry/omegaconf](https://github.com/omry/omegaconf)  
-6.05 stars per week over 234 weeks  
-1,418 stars, 74 forks, 16 watches  
-[util](categories/util.md) category, created 2018-09-03, last commit 2022-12-20, main language Python  
-<sub><sup>configuration-files, configuration-loader, python, python-types, schema-validator, yaml, yaml-configuration</sup></sub>
+### [python-benedict](https://github.com/fabiocaccamo/python-benedict) by [fabiocaccamo](https://github.com/fabiocaccamo)  
+python-benedict: :blue_book: dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.  
+[https://github.com/fabiocaccamo/python-benedict](https://github.com/fabiocaccamo/python-benedict)  
+4.92 stars per week over 198 weeks  
+975 stars, 40 forks, 12 watches  
+[util](categories/util.md) category, created 2019-05-17, last commit 2023-03-02, main language Python  
+<sub><sup>base64, csv, decode, dict, dictionary, encode, filter, flatten, json, keypath, pickle, plist, python, query-string, subset, toml, traverse, xls, xml, yaml</sup></sub>
 
 
-### [pyglet](https://github.com/pyglet/pyglet)  
-pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.  
-[http://pyglet.org](http://pyglet.org)  
-[https://github.com/pyglet/pyglet](https://github.com/pyglet/pyglet)  
-7.27 stars per week over 194 weeks  
-1,415 stars, 252 forks, 32 watches  
-[gamedev](categories/gamedev.md) category, created 2019-06-09, last commit 2023-02-28, main language Python  
-<sub><sup>gamedev, opengl, pyglet, python, scientific-visualization</sup></sub>
+### [machine-learning-interviews](https://github.com/alirezadir/machine-learning-interview-enlightener) by [alirezadir](https://github.com/alirezadir)  
+machine-learning-interviews: This repo is meant to serve as a guide for Machine Learning/AI technical interviews.   
+[https://github.com/alirezadir/machine-learning-interview-enlightener](https://github.com/alirezadir/machine-learning-interview-enlightener)  
+16 stars per week over 109 weeks  
+1,765 stars, 354 forks, 48 watches  
+[study](categories/study.md) category, created 2021-01-31, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>ai, deep-learning, interview, interview-practice, interview-preparation, interviews, machine-learning, machine-learning-algorithms, scalable-applications, system-design</sup></sub>
 
 
-### [arcade](https://github.com/pythonarcade/arcade) by [pythonarcade](https://github.com/pythonarcade)  
-arcade: Easy to use Python library for creating 2D arcade games.  
-[http://arcade.academy](http://arcade.academy)  
-[https://github.com/pythonarcade/arcade](https://github.com/pythonarcade/arcade)  
-3.76 stars per week over 373 weeks  
-1,404 stars, 264 forks, 57 watches  
-[gamedev](categories/gamedev.md) category, created 2016-01-04, last commit 2023-03-02, main language Python  
-<sub><sup>arcade-api, arcade-framework, arcade-learning-environment, educational-resources, educational-technology, opengl, python, python3</sup></sub>
+### [deepmd-kit](https://github.com/deepmodeling/deepmd-kit) by [deepmodeling](https://github.com/deepmodeling)  
+deepmd-kit: A deep learning package for many-body potential energy representation and molecular dynamics  
+[https://docs.deepmodeling.com/projects/deepmd/](https://docs.deepmodeling.com/projects/deepmd/)  
+[https://github.com/deepmodeling/deepmd-kit](https://github.com/deepmodeling/deepmd-kit)  
+3.88 stars per week over 272 weeks  
+1,057 stars, 401 forks, 45 watches  
+[sim](categories/sim.md) category, created 2017-12-12, last commit 2022-12-19, main language C++  
+<sub><sup>ase, computational-chemistry, cpp, cuda, deep-learning, deepmd, ipi, lammps, materials-science, molecular-dynamics, potential-energy, python, rocm, tensorflow</sup></sub>
 
 
-### [simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
-simple-salesforce: A very simple Salesforce.com REST API client for Python  
-[https://github.com/simple-salesforce/simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
-2.65 stars per week over 528 weeks  
-1,402 stars, 615 forks, 89 watches  
-[data](categories/data.md) category, created 2013-01-17, last commit 2023-01-18, main language Python  
-<sub><sup>api, api-client, python, salesforce</sup></sub>
+### [PyTables](https://github.com/pytables/pytables) by [pytables](https://github.com/pytables)  
+PyTables: A Python package to manage extremely large amounts of data  
+[http://www.pytables.org](http://www.pytables.org)  
+[https://github.com/pytables/pytables](https://github.com/pytables/pytables)  
+1.94 stars per week over 613 weeks  
+1,190 stars, 241 forks, 58 watches  
+[data](categories/data.md) category, created 2011-06-03, last commit 2023-02-09, main language Python  
 
 
-### [pytest-cov](https://github.com/pytest-dev/pytest-cov) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-cov: Coverage plugin for pytest.  
-[https://github.com/pytest-dev/pytest-cov](https://github.com/pytest-dev/pytest-cov)  
-3.02 stars per week over 463 weeks  
-1,397 stars, 192 forks, 34 watches  
-[testing](categories/testing.md) category, created 2014-04-17, last commit 2023-02-28, main language Python  
-<sub><sup>pytest, python</sup></sub>
+### [fugue](https://github.com/fugue-project/fugue) by [fugue-project](https://github.com/fugue-project)  
+fugue: A unified interface for distributed computing. Fugue executes SQL, Python, and Pandas code on Spark, Dask and Ray without any rewrites.  
+[https://fugue-tutorials.readthedocs.io/](https://fugue-tutorials.readthedocs.io/)  
+[https://github.com/fugue-project/fugue](https://github.com/fugue-project/fugue)  
+8.11 stars per week over 153 weeks  
+1,246 stars, 66 forks, 20 watches  
+[data](categories/data.md) category, created 2020-03-24, last commit 2023-02-23, main language Python  
+<sub><sup>dask, data-practitioners, distributed, distributed-computing, distributed-systems, machine-learning, pandas, spark, sql</sup></sub>
 
 
-### [arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
-arxiv-vanity: Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.  
-[https://www.arxiv-vanity.com](https://www.arxiv-vanity.com)  
-[https://github.com/arxiv-vanity/arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
-4.78 stars per week over 289 weeks  
-1,385 stars, 89 forks, 22 watches  
-[nlp](categories/nlp.md) category, created 2017-08-12, last commit 2022-01-18, main language Python  
-<sub><sup>academic-publishing, arxiv, latex, science</sup></sub>
+### [pytest-mock](https://github.com/pytest-dev/pytest-mock) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-mock: Thin-wrapper around the mock package for easier use with pytest  
+[https://pytest-mock.readthedocs.io/en/latest/](https://pytest-mock.readthedocs.io/en/latest/)  
+[https://github.com/pytest-dev/pytest-mock](https://github.com/pytest-dev/pytest-mock)  
+3.42 stars per week over 450 weeks  
+1,541 stars, 122 forks, 33 watches  
+[testing](categories/testing.md) category, created 2014-07-17, last commit 2023-02-27, main language Python  
+<sub><sup>hacktoberfest, mock, pytest</sup></sub>
 
 
-### [orator](https://github.com/sdispater/orator) by [sdispater](https://github.com/sdispater)  
-orator: The Orator ORM provides a simple yet beautiful ActiveRecord implementation.  
-[https://orator-orm.com](https://orator-orm.com)  
-[https://github.com/sdispater/orator](https://github.com/sdispater/orator)  
-3.41 stars per week over 405 weeks  
-1,385 stars, 164 forks, 46 watches  
-[data](categories/data.md) category, created 2015-05-24, last commit 2022-03-13, main language Python  
-<sub><sup>database, orm, python</sup></sub>
+### [fastRAG](https://github.com/intellabs/fastrag) by [intellabs](https://github.com/intellabs)  
+fastRAG: Efficient Retrieval Augmentation and Generation Framework  
+[https://github.com/intellabs/fastrag](https://github.com/intellabs/fastrag)  
+23 stars per week over 5 weeks  
+135 stars, 10 forks, 2 watches  
+[nlp](categories/nlp.md) category, created 2023-01-23, last commit 2023-03-01, main language Python  
+<sub><sup>benchmark, colbert, diffusion, information-retrieval, knowledge-graph, multi-modal, nlp, question-answering, semantic-search, sentence-transformers, summarization, transformers</sup></sub>
 
 
-### [stable-diffusion-tensorflow](https://github.com/divamgupta/stable-diffusion-tensorflow) by [divamgupta](https://github.com/divamgupta)  
-stable-diffusion-tensorflow: Stable Diffusion in TensorFlow / Keras  
-[https://github.com/divamgupta/stable-diffusion-tensorflow](https://github.com/divamgupta/stable-diffusion-tensorflow)  
-57 stars per week over 24 weeks  
-1,381 stars, 193 forks, 21 watches  
-[diffusion](categories/diffusion.md) category, created 2022-09-15, last commit 2022-11-22, main language Python  
+### [movingpandas](https://github.com/anitagraser/movingpandas) by [anitagraser](https://github.com/anitagraser)  
+movingpandas: Implementation of Trajectory classes and functions built on top of GeoPandas  
+[http://movingpandas.org](http://movingpandas.org)  
+[https://github.com/anitagraser/movingpandas](https://github.com/anitagraser/movingpandas)  
+4.24 stars per week over 220 weeks  
+932 stars, 170 forks, 37 watches  
+[gis](categories/gis.md) category, created 2018-12-16, last commit 2023-02-16, main language Python  
+<sub><sup>geopandas, movement-data, python, spatial-data-analysis, trajectory, trajectory-analysis</sup></sub>
 
 
-### [mesh](https://github.com/tensorflow/mesh) by [tensorflow](https://github.com/tensorflow)  
-Mesh TensorFlow: Model Parallelism Made Easier  
-[https://github.com/tensorflow/mesh](https://github.com/tensorflow/mesh)  
-5.92 stars per week over 232 weeks  
-1,374 stars, 241 forks, 47 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-09-20, last commit 2023-01-25, main language Python  
+### [koila](https://github.com/rentruewang/koila) by [rentruewang](https://github.com/rentruewang)  
+koila: Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.  
+[https://rentruewang.github.io/koila](https://rentruewang.github.io/koila)  
+[https://github.com/rentruewang/koila](https://github.com/rentruewang/koila)  
+25 stars per week over 67 weeks  
+1,720 stars, 63 forks, 11 watches  
+[ml](categories/ml.md) category, created 2021-11-17, last commit 2023-02-28, main language Python  
+<sub><sup>deep-learning, gradient-accumulation, lazy-evaluation, machine-learning, memory-management, neural-network, out-of-memory, python, pytorch</sup></sub>
 
 
-### [language](https://github.com/google-research/language) by [google-research](https://github.com/google-research)  
-language: Shared repository for open-sourced projects from the Google AI Language team.  
-[https://ai.google/research/teams/language/](https://ai.google/research/teams/language/)  
-[https://github.com/google-research/language](https://github.com/google-research/language)  
-6.0 stars per week over 228 weeks  
-1,370 stars, 323 forks, 64 watches  
-[nlp](categories/nlp.md) category, created 2018-10-16, last commit 2023-02-23, main language Python  
-<sub><sup>machine-learning, natural-language-processing, research</sup></sub>
+### [cartopy](https://github.com/scitools/cartopy) by [scitools](https://github.com/scitools)  
+Cartopy - a cartographic python library with matplotlib support  
+[https://scitools.org.uk/cartopy/docs/latest](https://scitools.org.uk/cartopy/docs/latest)  
+[https://github.com/scitools/cartopy](https://github.com/scitools/cartopy)  
+2.15 stars per week over 552 weeks  
+1,185 stars, 338 forks, 56 watches  
+[gis](categories/gis.md) category, created 2012-08-03, last commit 2023-02-28, main language Python  
+<sub><sup>cartopy, geometry, maps, matplotlib, projections, python, spatial</sup></sub>
 
 
-### [tensorly](https://github.com/tensorly/tensorly)  
-TensorLy: Tensor Learning in Python.  
-[http://tensorly.org](http://tensorly.org)  
-[https://github.com/tensorly/tensorly](https://github.com/tensorly/tensorly)  
-4.12 stars per week over 332 weeks  
-1,369 stars, 269 forks, 46 watches  
-[ml](categories/ml.md) category, created 2016-10-21, last commit 2023-02-16, main language Python  
-<sub><sup>cupy, decomposition, jax, machine-learning, mxnet, numpy, python, pytorch, regression, tensor, tensor-algebra, tensor-decomposition, tensor-factorization, tensor-learning, tensor-methods, tensor-regression, tensorflow, tensorly</sup></sub>
+### [tavern](https://github.com/taverntesting/tavern) by [taverntesting](https://github.com/taverntesting)  
+tavern: A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax  
+[https://taverntesting.github.io/](https://taverntesting.github.io/)  
+[https://github.com/taverntesting/tavern](https://github.com/taverntesting/tavern)  
+3.28 stars per week over 278 weeks  
+913 stars, 182 forks, 28 watches  
+[testing](categories/testing.md) category, created 2017-11-01, last commit 2023-02-16, main language Python  
+<sub><sup>http, mqtt, pytest, python, test-automation, testing</sup></sub>
 
 
-### [sedona](https://github.com/apache/incubator-sedona) by [apache](https://github.com/apache)  
-sedona: A cluster computing framework for processing large-scale geospatial data  
-[http://sedona.apache.org/](http://sedona.apache.org/)  
-[https://github.com/apache/incubator-sedona](https://github.com/apache/incubator-sedona)  
-3.33 stars per week over 410 weeks  
-1,367 stars, 561 forks, 105 watches  
-[gis](categories/gis.md) category, created 2015-04-24, last commit 2023-03-01, main language Java  
-<sub><sup>cluster-computing, geospatial, java, python, scala, spatial-analysis, spatial-query, spatial-sql</sup></sub>
+### [sqlacodegen](https://github.com/agronholm/sqlacodegen) by [agronholm](https://github.com/agronholm)  
+sqlacodegen: Automatic model code generator for SQLAlchemy  
+[https://github.com/agronholm/sqlacodegen](https://github.com/agronholm/sqlacodegen)  
+4.05 stars per week over 322 weeks  
+1,307 stars, 200 forks, 21 watches  
+[data](categories/data.md) category, created 2016-12-28, last commit 2023-03-04, main language Python  
 
 
-### [asitop](https://github.com/tlkh/asitop) by [tlkh](https://github.com/tlkh)  
-asitop: Perf monitoring CLI tool for Apple Silicon  
-[https://tlkh.github.io/asitop/](https://tlkh.github.io/asitop/)  
-[https://github.com/tlkh/asitop](https://github.com/tlkh/asitop)  
-19 stars per week over 70 weeks  
-1,362 stars, 81 forks, 20 watches  
-[perf](categories/perf.md) category, created 2021-10-27, last commit 2023-01-24, main language Python  
-<sub><sup>apple-silicon, cli, cpu, gpu, m1, macos</sup></sub>
+### [lazypredict](https://github.com/shankarpandala/lazypredict) by [shankarpandala](https://github.com/shankarpandala)  
+lazypredict: Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning  
+[https://github.com/shankarpandala/lazypredict](https://github.com/shankarpandala/lazypredict)  
+10 stars per week over 172 weeks  
+1,874 stars, 212 forks, 23 watches  
+[ml](categories/ml.md) category, created 2019-11-16, last commit 2022-09-28, main language Python  
+<sub><sup>automl, classification, machine-learning, regression</sup></sub>
 
 
-### [optimus](https://github.com/hi-primus/optimus) by [hi-primus](https://github.com/hi-primus)  
-optimus: :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark  
-[https://hi-optimus.com](https://hi-optimus.com)  
-[https://github.com/hi-primus/optimus](https://github.com/hi-primus/optimus)  
-4.56 stars per week over 294 weeks  
-1,342 stars, 225 forks, 42 watches  
-[ml-ops](categories/ml-ops.md) category, created 2017-07-13, last commit 2022-10-17, main language Python  
-<sub><sup>big-data-cleaning, bigdata, cudf, dask, dask-cudf, data-analysis, data-cleaner, data-cleaning, data-cleansing, data-exploration, data-extraction, data-preparation, data-profiling, data-science, data-transformation, data-wrangling, machine-learning, pyspark, spark</sup></sub>
+### [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-asyncio: Asyncio support for pytest  
+[https://pytest-asyncio.readthedocs.io](https://pytest-asyncio.readthedocs.io)  
+[https://github.com/pytest-dev/pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio)  
+2.68 stars per week over 412 weeks  
+1,106 stars, 118 forks, 35 watches  
+[testing](categories/testing.md) category, created 2015-04-11, last commit 2023-02-25, main language Python  
 
 
-### [ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet) by [jupyter-widgets](https://github.com/jupyter-widgets)  
-ipyleaflet: A Jupyter - Leaflet.js bridge  
-[https://ipyleaflet.readthedocs.io](https://ipyleaflet.readthedocs.io)  
-[https://github.com/jupyter-widgets/ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet)  
-2.89 stars per week over 460 weeks  
-1,332 stars, 351 forks, 61 watches  
-[gis](categories/gis.md) category, created 2014-05-07, last commit 2023-02-10, main language JavaScript  
-<sub><sup>jupyter, jupyterlab-extension, leaflet, visualization</sup></sub>
+### [textgenrnn](https://github.com/minimaxir/textgenrnn) by [minimaxir](https://github.com/minimaxir)  
+textgenrnn: Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.  
+[https://github.com/minimaxir/textgenrnn](https://github.com/minimaxir/textgenrnn)  
+16 stars per week over 290 weeks  
+4,867 stars, 751 forks, 138 watches  
+[nlp](categories/nlp.md) category, created 2017-08-07, last commit 2020-07-14, main language Python  
+<sub><sup>deep-learning, keras, python, tensorflow, text-generation</sup></sub>
 
 
-### [flow-forecast](https://github.com/aistream-peelout/flow-forecast) by [aistream-peelout](https://github.com/aistream-peelout)  
-flow-forecast: Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).  
-[https://flow-forecast.atlassian.net/wiki/spaces/FF/overview](https://flow-forecast.atlassian.net/wiki/spaces/FF/overview)  
-[https://github.com/aistream-peelout/flow-forecast](https://github.com/aistream-peelout/flow-forecast)  
-7.18 stars per week over 185 weeks  
-1,330 stars, 227 forks, 21 watches  
-[time-series](categories/time-series.md) category, created 2019-08-15, last commit 2023-02-27, main language Python  
-<sub><sup>anomaly-detection, deep-learning, deep-neural-networks, forecasting, hacktoberfest, lstm, pytorch, state-of-the-art-models, time-series, time-series-analysis, time-series-forecasting, time-series-regression, transfer-learning, transformer</sup></sub>
+### [py-shiny](https://github.com/rstudio/py-shiny) by [rstudio](https://github.com/rstudio)  
+py-shiny: Shiny for Python  
+[https://shiny.rstudio.com/py/](https://shiny.rstudio.com/py/)  
+[https://github.com/rstudio/py-shiny](https://github.com/rstudio/py-shiny)  
+4.05 stars per week over 83 weeks  
+339 stars, 20 forks, 23 watches  
+[web](categories/web.md) category, created 2021-07-27, last commit 2023-03-04, main language JavaScript  
 
 
-### [pmdarima](https://github.com/alkaline-ml/pmdarima) by [alkaline-ml](https://github.com/alkaline-ml)  
-pmdarima: A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.  
-[https://www.alkaline-ml.com/pmdarima](https://www.alkaline-ml.com/pmdarima)  
-[https://github.com/alkaline-ml/pmdarima](https://github.com/alkaline-ml/pmdarima)  
-4.29 stars per week over 309 weeks  
-1,327 stars, 220 forks, 36 watches  
-[time-series](categories/time-series.md) category, created 2017-03-30, last commit 2022-12-20, main language Python  
-<sub><sup>arima, econometrics, forecasting, forecasting-models, machine-learning, pmdarima, python, sarimax, time-series</sup></sub>
+### [kedro-viz](https://github.com/kedro-org/kedro-viz) by [kedro-org](https://github.com/kedro-org)  
+kedro-viz: Visualise your Kedro data and machine-learning pipelines and track your experiments.   
+[https://demo.kedro.org/](https://demo.kedro.org/)  
+[https://github.com/kedro-org/kedro-viz](https://github.com/kedro-org/kedro-viz)  
+2.63 stars per week over 199 weeks  
+525 stars, 87 forks, 11 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-05-09, last commit 2023-03-02, main language JavaScript  
+<sub><sup>data-visualization, experiment-tracking, hacktoberfest, kedro, kedro-plugin, python, react</sup></sub>
 
 
-### [torchrec](https://github.com/pytorch/torchrec) by [pytorch](https://github.com/pytorch)  
-torchrec: Pytorch domain library for recommendation systems  
-[https://github.com/pytorch/torchrec](https://github.com/pytorch/torchrec)  
-15 stars per week over 85 weeks  
-1,326 stars, 229 forks, 26 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-07-12, last commit 2023-03-02, main language Python  
-<sub><sup>cuda, deep-learning, gpu, pytorch, recommendation-system, recommender-system, sharding</sup></sub>
+### [sqlite-utils](https://github.com/simonw/sqlite-utils) by [simonw](https://github.com/simonw)  
+sqlite-utils: Python CLI utility and library for manipulating SQLite databases  
+[https://sqlite-utils.datasette.io](https://sqlite-utils.datasette.io)  
+[https://github.com/simonw/sqlite-utils](https://github.com/simonw/sqlite-utils)  
+4.57 stars per week over 242 weeks  
+1,106 stars, 84 forks, 19 watches  
+[data](categories/data.md) category, created 2018-07-14, last commit 2022-12-10, main language Python  
+<sub><sup>cli, click, datasette, datasette-io, datasette-tool, python, sqlite, sqlite-database</sup></sub>
 
 
-### [python-driver](https://github.com/datastax/python-driver) by [datastax](https://github.com/datastax)  
-python-driver: DataStax Python Driver for Apache Cassandra  
-[https://github.com/datastax/python-driver](https://github.com/datastax/python-driver)  
-2.62 stars per week over 503 weeks  
-1,319 stars, 510 forks, 81 watches  
-[data](categories/data.md) category, created 2013-07-08, last commit 2023-02-28, main language Python  
+### [scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex) by [intel](https://github.com/intel)  
+scikit-learn-intelex: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application  
+[https://intel.github.io/scikit-learn-intelex/](https://intel.github.io/scikit-learn-intelex/)  
+[https://github.com/intel/scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex)  
+3.78 stars per week over 238 weeks  
+902 stars, 148 forks, 28 watches  
+[perf](categories/perf.md) category, created 2018-08-07, last commit 2023-03-03, main language Python  
+<sub><sup>ai-inference, ai-machine-learning, ai-training, analytics, big-data, data-analysis, gpu, intel, machine-learning, machine-learning-algorithms, oneapi, python, scikit-learn, swrepo</sup></sub>
 
 
-### [sqlacodegen](https://github.com/agronholm/sqlacodegen) by [agronholm](https://github.com/agronholm)  
-sqlacodegen: Automatic model code generator for SQLAlchemy  
-[https://github.com/agronholm/sqlacodegen](https://github.com/agronholm/sqlacodegen)  
-4.05 stars per week over 322 weeks  
-1,306 stars, 200 forks, 21 watches  
-[data](categories/data.md) category, created 2016-12-28, last commit 2023-02-26, main language Python  
+### [pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2) by [pyfilesystem](https://github.com/pyfilesystem)  
+pyfilesystem2: Python's Filesystem abstraction layer  
+[https://www.pyfilesystem.org](https://www.pyfilesystem.org)  
+[https://github.com/pyfilesystem/pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2)  
+5.47 stars per week over 333 weeks  
+1,822 stars, 173 forks, 46 watches  
+[util](categories/util.md) category, created 2016-10-14, last commit 2022-10-18, main language Python  
+<sub><sup>filesystem, filesystem-library, ftp, pyfilesystem, pyfilesystem2, python, tar, zip</sup></sub>
 
 
-### [JoJoGAN](https://github.com/mchong6/jojogan) by [mchong6](https://github.com/mchong6)  
-Official PyTorch repo for JoJoGAN: One Shot Face Stylization  
-[https://github.com/mchong6/jojogan](https://github.com/mchong6/jojogan)  
-20 stars per week over 63 weeks  
-1,302 stars, 196 forks, 25 watches  
-[data](categories/data.md) category, created 2021-12-17, last commit 2022-02-05, main language Jupyter Notebook  
-<sub><sup>anime, gans, image-translation</sup></sub>
+### [FARM](https://github.com/deepset-ai/farm) by [deepset-ai](https://github.com/deepset-ai)  
+FARM: :house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.  
+[https://farm.deepset.ai](https://farm.deepset.ai)  
+[https://github.com/deepset-ai/farm](https://github.com/deepset-ai/farm)  
+8.61 stars per week over 189 weeks  
+1,632 stars, 233 forks, 54 watches  
+[nlp](categories/nlp.md) category, created 2019-07-17, last commit 2022-08-31, main language Python  
+<sub><sup>bert, deep-learning, germanbert, language-models, ner, nlp, nlp-framework, nlp-library, pretrained-models, pytorch, question-answering, roberta, transfer-learning, xlnet-pytorch</sup></sub>
+
+
+### [fastapi-crudrouter](https://github.com/awtkns/fastapi-crudrouter) by [awtkns](https://github.com/awtkns)  
+fastapi-crudrouter: A dynamic FastAPI router that automatically creates CRUD routes for your models  
+[https://fastapi-crudrouter.awtkns.com](https://fastapi-crudrouter.awtkns.com)  
+[https://github.com/awtkns/fastapi-crudrouter](https://github.com/awtkns/fastapi-crudrouter)  
+8.95 stars per week over 115 weeks  
+1,030 stars, 122 forks, 12 watches  
+[web](categories/web.md) category, created 2020-12-19, last commit 2023-01-28, main language Python  
+<sub><sup>api, async, asyncio, code-generation, crud, crud-routes, fastapi, fastapi-crudrouter, framework, openapi, openapi-route, python, python3, redoc, rest, sql, swagger-ui, web</sup></sub>
 
 
-### [SDV](https://github.com/sdv-dev/sdv) by [sdv-dev](https://github.com/sdv-dev)  
-SDV: Synthetic Data Generation for tabular, relational and time series data.  
-[https://sdv.dev/SDV](https://sdv.dev/SDV)  
-[https://github.com/sdv-dev/sdv](https://github.com/sdv-dev/sdv)  
-5.16 stars per week over 251 weeks  
-1,295 stars, 208 forks, 40 watches  
-[data](categories/data.md) category, created 2018-05-11, last commit 2023-01-24, main language Python  
-<sub><sup>data-generation, deep-learning, gan, gans, generative-adversarial-network, generative-ai, generative-model, machine-learning, multi-table, relational-datasets, sdv, synthetic-data, synthetic-data-generation, time-series</sup></sub>
+### [snakeviz](https://github.com/jiffyclub/snakeviz) by [jiffyclub](https://github.com/jiffyclub)  
+snakeviz: An in-browser Python profile viewer  
+[https://jiffyclub.github.io/snakeviz/](https://jiffyclub.github.io/snakeviz/)  
+[https://github.com/jiffyclub/snakeviz](https://github.com/jiffyclub/snakeviz)  
+3.39 stars per week over 557 weeks  
+1,889 stars, 129 forks, 23 watches  
+[profiling](categories/profiling.md) category, created 2012-06-26, last commit 2023-02-17, main language Python  
 
 
-### [deepsparse](https://github.com/neuralmagic/deepsparse) by [neuralmagic](https://github.com/neuralmagic)  
-deepsparse: Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application  
-[https://github.com/neuralmagic/deepsparse](https://github.com/neuralmagic/deepsparse)  
-11 stars per week over 115 weeks  
-1,293 stars, 81 forks, 40 watches  
-[nlp](categories/nlp.md) category, created 2020-12-14, last commit 2023-03-02, main language Python  
-<sub><sup>auto-ml, computer-vision, cpu-inference-api, cpus, deepsparse-engine, inference, machinelearning, ml, nlp, object-detection, onnx, pretrained-models, pruning, pytorch, quantization, sparsification, sparsification-recipe, sparsified-models, tensorflow, yolov3</sup></sub>
+### [titiler](https://github.com/developmentseed/titiler) by [developmentseed](https://github.com/developmentseed)  
+titiler: Build your own Raster dynamic map tile services  
+[https://developmentseed.org/titiler/](https://developmentseed.org/titiler/)  
+[https://github.com/developmentseed/titiler](https://github.com/developmentseed/titiler)  
+2.51 stars per week over 192 weeks  
+482 stars, 103 forks, 18 watches  
+[gis](categories/gis.md) category, created 2019-06-28, last commit 2023-03-01, main language Python  
+<sub><sup>aws-cdk, aws-lambda, cog, cogeotiff, dynamic, fastapi, gdal, map-tile-server, map-tiles, mosaicjson, raster, rasterio, rest, server, stac, tile</sup></sub>
 
 
-### [ormar](https://github.com/collerek/ormar) by [collerek](https://github.com/collerek)  
-ormar: python async orm with fastapi in mind and pydantic validation  
-[https://collerek.github.io/ormar/](https://collerek.github.io/ormar/)  
-[https://github.com/collerek/ormar](https://github.com/collerek/ormar)  
-9.38 stars per week over 134 weeks  
-1,264 stars, 62 forks, 15 watches  
-[data](categories/data.md) category, created 2020-08-02, last commit 2023-02-28, main language Python  
-<sub><sup>alembic, async-orm, databases, fastapi, orm, pydantic, python-orm, sqlalchemy</sup></sub>
+### [VQGAN-CLIP](https://github.com/nerdyrodent/vqgan-clip) by [nerdyrodent](https://github.com/nerdyrodent)  
+VQGAN-CLIP: Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.  
+[https://github.com/nerdyrodent/vqgan-clip](https://github.com/nerdyrodent/vqgan-clip)  
+27 stars per week over 87 weeks  
+2,373 stars, 410 forks, 53 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-07-02, last commit 2022-10-02, main language Python  
+<sub><sup>text-to-image, text2image</sup></sub>
 
 
-### [spacy-models](https://github.com/explosion/spacy-models) by [explosion](https://github.com/explosion)  
-spacy-models: 💫  Models for the spaCy Natural Language Processing (NLP) library  
-[https://spacy.io](https://spacy.io)  
-[https://github.com/explosion/spacy-models](https://github.com/explosion/spacy-models)  
-4.04 stars per week over 311 weeks  
-1,258 stars, 283 forks, 49 watches  
-[nlp](categories/nlp.md) category, created 2017-03-14, last commit 2023-01-23, main language Python  
-<sub><sup>machine-learning, machine-learning-models, models, natural-language-processing, nlp, spacy, spacy-models, statistical-models</sup></sub>
+### [FEDOT](https://github.com/nccr-itmo/fedot) by [nccr-itmo](https://github.com/nccr-itmo)  
+FEDOT: Automated modeling and machine learning framework FEDOT  
+[https://fedot.readthedocs.io](https://fedot.readthedocs.io)  
+[https://github.com/nccr-itmo/fedot](https://github.com/nccr-itmo/fedot)  
+3.03 stars per week over 163 weeks  
+497 stars, 70 forks, 10 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-01-13, last commit 2023-02-27, main language Python  
+<sub><sup>automated-machine-learning, automation, automl, evolutionary-algorithms, fedot, genetic-programming, hyperparameter-optimization, machine-learning, multimodality, parameter-tuning, structural-learning</sup></sub>
 
 
-### [tika-python](https://github.com/chrismattmann/tika-python) by [chrismattmann](https://github.com/chrismattmann)  
-Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.  
-[https://github.com/chrismattmann/tika-python](https://github.com/chrismattmann/tika-python)  
-2.75 stars per week over 453 weeks  
-1,244 stars, 226 forks, 38 watches  
-[nlp](categories/nlp.md) category, created 2014-06-26, last commit 2023-01-22, main language Python  
-<sub><sup>buffer, covid-19, detection, extraction, memex, mime, nlp, nlp-library, nlp-machine-learning, parse, parser-interface, python, recognition, text-extraction, text-recognition, tika-python, tika-server, tika-server-jar, translation-interface, usc</sup></sub>
+### [pattern](https://github.com/clips/pattern) by [clips](https://github.com/clips)  
+pattern: Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.  
+[https://github.com/clips/pattern/wiki](https://github.com/clips/pattern/wiki)  
+[https://github.com/clips/pattern](https://github.com/clips/pattern)  
+13 stars per week over 617 weeks  
+8,428 stars, 1,597 forks, 547 watches  
+[nlp](categories/nlp.md) category, created 2011-05-03, last commit 2020-04-25, main language Python  
+<sub><sup>machine-learning, natural-language-processing, network-analysis, python, sentiment-analysis, web-mining, wordnet</sup></sub>
 
 
-### [theseus](https://github.com/facebookresearch/theseus) by [facebookresearch](https://github.com/facebookresearch)  
-theseus: A library for differentiable nonlinear optimization  
-[https://github.com/facebookresearch/theseus](https://github.com/facebookresearch/theseus)  
-18 stars per week over 67 weeks  
-1,225 stars, 84 forks, 29 watches  
-[math](categories/math.md) category, created 2021-11-18, last commit 2023-02-27, main language Python  
-<sub><sup>bilevel-optimization, computer-vision, deep-learning, differentiable-optimization, embodied-ai, gauss-newton, implicit-differentiation, levenberg-marquardt, nonlinear-least-squares, pytorch, robotics</sup></sub>
+### [BlackSheep](https://github.com/neoteroi/blacksheep) by [neoteroi](https://github.com/neoteroi)  
+BlackSheep: Fast ASGI web framework for Python  
+[https://www.neoteroi.dev/blacksheep/](https://www.neoteroi.dev/blacksheep/)  
+[https://github.com/neoteroi/blacksheep](https://github.com/neoteroi/blacksheep)  
+5.29 stars per week over 223 weeks  
+1,182 stars, 52 forks, 23 watches  
+[web](categories/web.md) category, created 2018-11-22, last commit 2023-02-17, main language Python  
+<sub><sup>asgi, asyncio, blacksheep, framework, http, http-server, python, server, web</sup></sub>
 
 
 ### [mangum](https://github.com/jordaneremieff/mangum) by [jordaneremieff](https://github.com/jordaneremieff)  
 mangum: AWS Lambda support for ASGI applications  
 [https://mangum.io/](https://mangum.io/)  
 [https://github.com/jordaneremieff/mangum](https://github.com/jordaneremieff/mangum)  
-5.68 stars per week over 215 weeks  
-1,225 stars, 80 forks, 16 watches  
+5.67 stars per week over 215 weeks  
+1,224 stars, 80 forks, 16 watches  
 [web](categories/web.md) category, created 2019-01-14, last commit 2022-11-27, main language Python  
 <sub><sup>api-gateway, asgi, asyncio, aws, aws-lambda, django, fastapi, lambda, python, python3, quart, sanic, serverless, starlette</sup></sub>
 
 
-### [osmnx-examples](https://github.com/gboeing/osmnx-examples) by [gboeing](https://github.com/gboeing)  
-osmnx-examples: Usage examples, demos, and tutorials for OSMnx.  
-[https://github.com/gboeing/osmnx](https://github.com/gboeing/osmnx)  
-[https://github.com/gboeing/osmnx-examples](https://github.com/gboeing/osmnx-examples)  
-4.18 stars per week over 292 weeks  
-1,223 stars, 449 forks, 54 watches  
-[gis](categories/gis.md) category, created 2017-07-22, last commit 2023-01-01, main language Jupyter Notebook  
-<sub><sup>accessibility, binder, cities, city, jupyter-notebook, network-analysis, notebooks, openstreetmap, public-transport, python, street-networks, transit, transport, transportation, urban-analytics, urban-data-science, urban-design, urban-planning</sup></sub>
+### [torchtyping](https://github.com/patrick-kidger/torchtyping) by [patrick-kidger](https://github.com/patrick-kidger)  
+torchtyping: Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.  
+[https://github.com/patrick-kidger/torchtyping](https://github.com/patrick-kidger/torchtyping)  
+11 stars per week over 101 weeks  
+1,202 stars, 28 forks, 14 watches  
+[typing](categories/typing.md) category, created 2021-03-28, last commit 2023-01-20, main language Python  
+<sub><sup>named-tensors, python-typing, pytorch, shape, tensors, typing</sup></sub>
 
 
-### [torchsde](https://github.com/google-research/torchsde) by [google-research](https://github.com/google-research)  
-torchsde: Differentiable SDE solvers with GPU support and efficient sensitivity analysis.   
-[https://github.com/google-research/torchsde](https://github.com/google-research/torchsde)  
-8.79 stars per week over 138 weeks  
-1,218 stars, 145 forks, 33 watches  
-[math](categories/math.md) category, created 2020-07-06, last commit 2021-07-26, main language Python  
-<sub><sup>deep-learning, deep-neural-networks, differential-equations, dynamical-systems, neural-differential-equations, pytorch, stochastic-differential-equations, stochastic-processes, stochastic-volatility-models</sup></sub>
+### [scholarly](https://github.com/scholarly-python-package/scholarly) by [scholarly-python-package](https://github.com/scholarly-python-package)  
+scholarly: Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!  
+[https://scholarly.readthedocs.io/](https://scholarly.readthedocs.io/)  
+[https://github.com/scholarly-python-package/scholarly](https://github.com/scholarly-python-package/scholarly)  
+2.05 stars per week over 430 weeks  
+883 stars, 254 forks, 25 watches  
+[data](categories/data.md) category, created 2014-12-02, last commit 2023-01-16, main language Python  
+<sub><sup>citation-analysis, citation-index, citation-network, citations, googlescholar, publication-data, python, python-3, python3, scholar, scholarly-articles, scholarly-communications</sup></sub>
 
 
-### [spacy-transformers](https://github.com/explosion/spacy-transformers) by [explosion](https://github.com/explosion)  
-spacy-transformers: 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy  
-[https://spacy.io/usage/embeddings-transformers](https://spacy.io/usage/embeddings-transformers)  
-[https://github.com/explosion/spacy-transformers](https://github.com/explosion/spacy-transformers)  
-6.46 stars per week over 188 weeks  
-1,214 stars, 156 forks, 30 watches  
-[nlp](categories/nlp.md) category, created 2019-07-26, last commit 2023-02-17, main language Python  
-<sub><sup>bert, google, gpt-2, huggingface, language-model, machine-learning, natural-language-processing, natural-language-understanding, nlp, openai, pytorch, pytorch-model, spacy, spacy-extension, spacy-pipeline, transfer-learning, xlnet</sup></sub>
+### [pudb](https://github.com/inducer/pudb) by [inducer](https://github.com/inducer)  
+pudb: Full-screen console debugger for Python  
+[https://documen.tician.de/pudb/](https://documen.tician.de/pudb/)  
+[https://github.com/inducer/pudb](https://github.com/inducer/pudb)  
+4.22 stars per week over 616 weeks  
+2,601 stars, 217 forks, 47 watches  
+[debug](categories/debug.md) category, created 2011-05-13, last commit 2023-01-10, main language Python  
+<sub><sup>bpython, debug, debugger, ipython, pdb, pytest, pytest-plugin, python, urwid</sup></sub>
 
 
-### [featureform](https://github.com/featureform/embeddinghub)  
-featureform: The Virtual Feature Store. Turn your existing data infrastructure into a feature store.  
-[https://www.featureform.com](https://www.featureform.com)  
-[https://github.com/featureform/embeddinghub](https://github.com/featureform/embeddinghub)  
-9.77 stars per week over 124 weeks  
-1,211 stars, 46 forks, 13 watches  
-[nlp](categories/nlp.md) category, created 2020-10-16, last commit 2023-03-02, main language Go  
-<sub><sup>data-quality, data-science, embeddings, embeddings-similarity, feature-engineering, feature-store, hacktoberfest, machine-learning, ml, mlops, python, vector-database</sup></sub>
+### [PandasGUI](https://github.com/adamerose/pandasgui) by [adamerose](https://github.com/adamerose)  
+PandasGUI: A GUI for Pandas DataFrames  
+[https://github.com/adamerose/pandasgui](https://github.com/adamerose/pandasgui)  
+14 stars per week over 194 weeks  
+2,853 stars, 195 forks, 54 watches  
+[pandas](categories/pandas.md) category, created 2019-06-12, last commit 2022-03-16, main language Python  
+<sub><sup>dataframe, gui, pandas, viewer</sup></sub>
 
 
-### [pygments](https://github.com/pygments/pygments)  
-Pygments is a generic syntax highlighter written in Python  
-[http://pygments.org/](http://pygments.org/)  
-[https://github.com/pygments/pygments](https://github.com/pygments/pygments)  
-6.61 stars per week over 182 weeks  
-1,209 stars, 507 forks, 31 watches  
-[util](categories/util.md) category, created 2019-08-31, last commit 2023-03-02, main language Python  
-<sub><sup>python, syntax-highlighting</sup></sub>
+### [astronomer](https://github.com/astronomer/astronomer)  
+astronomer: Helm Charts for the Astronomer Platform, Apache Airflow as a Service on Kubernetes  
+[https://www.astronomer.io](https://www.astronomer.io)  
+[https://github.com/astronomer/astronomer](https://github.com/astronomer/astronomer)  
+1.64 stars per week over 267 weeks  
+440 stars, 81 forks, 44 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-01-15, last commit 2023-03-03, main language Python  
+<sub><sup>apache-airflow, astronomer-platform, docker, kubernetes</sup></sub>
 
 
-### [imageio](https://github.com/imageio/imageio)  
-imageio: Python library for reading and writing image data  
-[https://imageio.readthedocs.io](https://imageio.readthedocs.io)  
-[https://github.com/imageio/imageio](https://github.com/imageio/imageio)  
-2.35 stars per week over 512 weeks  
-1,204 stars, 244 forks, 32 watches  
-[util](categories/util.md) category, created 2013-05-04, last commit 2023-03-02, main language Python  
-<sub><sup>animated-gif, dicom, imageio, python, scientific-formats, video, webcam-capture</sup></sub>
+### [stellargraph](https://github.com/stellargraph/stellargraph)  
+StellarGraph - Machine Learning on Graphs  
+[https://stellargraph.readthedocs.io/](https://stellargraph.readthedocs.io/)  
+[https://github.com/stellargraph/stellargraph](https://github.com/stellargraph/stellargraph)  
+10 stars per week over 255 weeks  
+2,637 stars, 401 forks, 61 watches  
+[graph](categories/graph.md) category, created 2018-04-13, last commit 2021-10-29, main language Python  
+<sub><sup>data-science, deep-learning, gcn, geometric-deep-learning, graph-analysis, graph-convolutional-networks, graph-data, graph-machine-learning, graph-neural-networks, graphs, heterogeneous-networks, interpretability, link-prediction, machine-learning, machine-learning-algorithms, networkx, python, saliency-map, stellargraph-library</sup></sub>
 
 
-### [torchtyping](https://github.com/patrick-kidger/torchtyping) by [patrick-kidger](https://github.com/patrick-kidger)  
-torchtyping: Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.  
-[https://github.com/patrick-kidger/torchtyping](https://github.com/patrick-kidger/torchtyping)  
-11 stars per week over 100 weeks  
-1,202 stars, 28 forks, 14 watches  
-[typing](categories/typing.md) category, created 2021-03-28, last commit 2023-01-20, main language Python  
-<sub><sup>named-tensors, python-typing, pytorch, shape, tensors, typing</sup></sub>
+### [sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py) by [sentinel-hub](https://github.com/sentinel-hub)  
+sentinelhub-py: Download and process satellite imagery in Python using Sentinel Hub services.  
+[http://sentinelhub-py.readthedocs.io/en/latest/](http://sentinelhub-py.readthedocs.io/en/latest/)  
+[https://github.com/sentinel-hub/sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py)  
+2.24 stars per week over 302 weeks  
+677 stars, 219 forks, 47 watches  
+[gis](categories/gis.md) category, created 2017-05-17, last commit 2023-02-24, main language Python  
+<sub><sup>aws, ogc-services, python-library, satellite-imagery, sentinel-hub</sup></sub>
 
 
-### [opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python) by [open-telemetry](https://github.com/open-telemetry)  
-opentelemetry-python: OpenTelemetry Python API and SDK   
-[https://opentelemetry.io](https://opentelemetry.io)  
-[https://github.com/open-telemetry/opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python)  
-6.02 stars per week over 199 weeks  
-1,200 stars, 436 forks, 34 watches  
-[util](categories/util.md) category, created 2019-05-07, last commit 2023-03-03, main language Python  
-<sub><sup>correlationcontext, distributed-tracing, logging, metrics, opentelemetry, python, sdk, tracecontext</sup></sub>
+### [ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet) by [jupyter-widgets](https://github.com/jupyter-widgets)  
+ipyleaflet: A Jupyter - Leaflet.js bridge  
+[https://ipyleaflet.readthedocs.io](https://ipyleaflet.readthedocs.io)  
+[https://github.com/jupyter-widgets/ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet)  
+2.89 stars per week over 460 weeks  
+1,332 stars, 351 forks, 61 watches  
+[gis](categories/gis.md) category, created 2014-05-07, last commit 2023-02-10, main language JavaScript  
+<sub><sup>jupyter, jupyterlab-extension, leaflet, visualization</sup></sub>
 
 
-### [anyio](https://github.com/agronholm/anyio) by [agronholm](https://github.com/agronholm)  
-anyio: High level asynchronous concurrency and networking framework that works on top of either trio or asyncio  
-[https://github.com/agronholm/anyio](https://github.com/agronholm/anyio)  
-5.05 stars per week over 236 weeks  
-1,195 stars, 101 forks, 26 watches  
-[perf](categories/perf.md) category, created 2018-08-19, last commit 2023-02-23, main language Python  
-<sub><sup>async-await, asyncio, curio, trio</sup></sub>
+### [ecco](https://github.com/jalammar/ecco) by [jalammar](https://github.com/jalammar)  
+ecco: Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).  
+[https://ecco.readthedocs.io](https://ecco.readthedocs.io)  
+[https://github.com/jalammar/ecco](https://github.com/jalammar/ecco)  
+13 stars per week over 121 weeks  
+1,615 stars, 118 forks, 21 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2020-11-07, last commit 2022-01-18, main language Jupyter Notebook  
+<sub><sup>explorables, language-models, natural-language-processing, nlp, pytorch, visualization</sup></sub>
 
 
-### [PyTables](https://github.com/pytables/pytables) by [pytables](https://github.com/pytables)  
-PyTables: A Python package to manage extremely large amounts of data  
-[http://www.pytables.org](http://www.pytables.org)  
-[https://github.com/pytables/pytables](https://github.com/pytables/pytables)  
-1.94 stars per week over 613 weeks  
-1,190 stars, 241 forks, 59 watches  
-[data](categories/data.md) category, created 2011-06-03, last commit 2023-02-09, main language Python  
+### [prettytable](https://github.com/jazzband/prettytable) by [jazzband](https://github.com/jazzband)  
+prettytable: Display tabular data in a visually appealing ASCII table format  
+[https://pypi.org/project/PrettyTable/](https://pypi.org/project/PrettyTable/)  
+[https://github.com/jazzband/prettytable](https://github.com/jazzband/prettytable)  
+2.6 stars per week over 372 weeks  
+968 stars, 122 forks, 20 watches  
+[term](categories/term.md) category, created 2016-01-15, last commit 2023-03-02, main language Python  
+<sub><sup>package, python, python-3, utility-library</sup></sub>
 
 
-### [cartopy](https://github.com/scitools/cartopy) by [scitools](https://github.com/scitools)  
-Cartopy - a cartographic python library with matplotlib support  
-[https://scitools.org.uk/cartopy/docs/latest](https://scitools.org.uk/cartopy/docs/latest)  
-[https://github.com/scitools/cartopy](https://github.com/scitools/cartopy)  
-2.15 stars per week over 552 weeks  
-1,186 stars, 338 forks, 56 watches  
-[gis](categories/gis.md) category, created 2012-08-03, last commit 2023-02-28, main language Python  
-<sub><sup>cartopy, geometry, maps, matplotlib, projections, python, spatial</sup></sub>
+### [Fiona](https://github.com/toblerity/fiona) by [toblerity](https://github.com/toblerity)  
+Fiona reads and writes geographic data files  
+[https://fiona.readthedocs.io/](https://fiona.readthedocs.io/)  
+[https://github.com/toblerity/fiona](https://github.com/toblerity/fiona)  
+1.76 stars per week over 583 weeks  
+1,024 stars, 196 forks, 48 watches  
+[gis](categories/gis.md) category, created 2011-12-31, last commit 2023-02-26, main language Python  
+<sub><sup>cli, cython, gdal, gis, ogr, python, vector</sup></sub>
 
 
-### [BlackSheep](https://github.com/neoteroi/blacksheep) by [neoteroi](https://github.com/neoteroi)  
-BlackSheep: Fast ASGI web framework for Python  
-[https://www.neoteroi.dev/blacksheep/](https://www.neoteroi.dev/blacksheep/)  
-[https://github.com/neoteroi/blacksheep](https://github.com/neoteroi/blacksheep)  
-5.29 stars per week over 223 weeks  
-1,181 stars, 52 forks, 23 watches  
-[web](categories/web.md) category, created 2018-11-22, last commit 2023-02-17, main language Python  
-<sub><sup>asgi, asyncio, blacksheep, framework, http, http-server, python, server, web</sup></sub>
+### [industry-machine-learning](https://github.com/firmai/industry-machine-learning) by [firmai](https://github.com/firmai)  
+industry-machine-learning: A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)  
+[https://www.linkedin.com/company/firmai](https://www.linkedin.com/company/firmai)  
+[https://github.com/firmai/industry-machine-learning](https://github.com/firmai/industry-machine-learning)  
+33 stars per week over 200 weeks  
+6,736 stars, 1,124 forks, 392 watches  
+[study](categories/study.md) category, created 2019-05-03, last commit 2021-12-18, main language Jupyter Notebook  
+<sub><sup>data-science, datascience, example, firmai, jupyter-notebook, machine-learning, practical-machine-learning, python</sup></sub>
 
 
-### [pytorch_image_classification](https://github.com/hysts/pytorch_image_classification) by [hysts](https://github.com/hysts)  
-pytorch_image_classification: PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet  
-[https://github.com/hysts/pytorch_image_classification](https://github.com/hysts/pytorch_image_classification)  
-4.32 stars per week over 272 weeks  
-1,178 stars, 292 forks, 27 watches  
-[ml-dl](categories/ml-dl.md) category, created 2017-12-09, last commit 2021-12-12, main language Python  
-<sub><sup>cifar10, computer-vision, fashion-mnist, imagenet, pytorch</sup></sub>
+### [cattrs](https://github.com/python-attrs/cattrs) by [python-attrs](https://github.com/python-attrs)  
+cattrs: Complex custom class converters for attrs.  
+[https://github.com/python-attrs/cattrs](https://github.com/python-attrs/cattrs)  
+1.77 stars per week over 340 weeks  
+603 stars, 86 forks, 16 watches  
+[typing](categories/typing.md) category, created 2016-08-28, last commit 2023-03-02, main language Python  
+<sub><sup>attrs, deserialization, serialization</sup></sub>
+
+
+### [jsonpickle](https://github.com/jsonpickle/jsonpickle)  
+jsonpickle: Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.  
+[https://jsonpickle.github.io](https://jsonpickle.github.io)  
+[https://github.com/jsonpickle/jsonpickle](https://github.com/jsonpickle/jsonpickle)  
+1.6 stars per week over 690 weeks  
+1,106 stars, 155 forks, 32 watches  
+[data](categories/data.md) category, created 2009-12-10, last commit 2023-02-22, main language Python  
+<sub><sup>bsd-3-clause, deserialization, json, objectstorage, pickle, python, serialization</sup></sub>
+
+
+### [nbviewer](https://github.com/jupyter/nbviewer) by [jupyter](https://github.com/jupyter)  
+nbviewer: nbconvert as a web service: Render Jupyter Notebooks as static web pages  
+[https://nbviewer.jupyter.org](https://nbviewer.jupyter.org)  
+[https://github.com/jupyter/nbviewer](https://github.com/jupyter/nbviewer)  
+3.73 stars per week over 552 weeks  
+2,061 stars, 537 forks, 93 watches  
+[jupyter](categories/jupyter.md) category, created 2012-08-05, last commit 2023-01-27, main language Python  
+<sub><sup>jupyter, jupyter-notebook, nbconvert</sup></sub>
 
 
-### [criticality_score](https://github.com/ossf/criticality_score) by [ossf](https://github.com/ossf)  
-criticality_score: Gives criticality score for an open source project  
-[https://github.com/ossf/criticality_score](https://github.com/ossf/criticality_score)  
-9.81 stars per week over 119 weeks  
-1,172 stars, 88 forks, 30 watches  
-[util](categories/util.md) category, created 2020-11-17, last commit 2023-02-28, main language Go  
+### [cryptofeed](https://github.com/bmoscon/cryptofeed) by [bmoscon](https://github.com/bmoscon)  
+cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler  
+[https://github.com/bmoscon/cryptofeed](https://github.com/bmoscon/cryptofeed)  
+6.17 stars per week over 272 weeks  
+1,680 stars, 544 forks, 75 watches  
+[crypto](categories/crypto.md) category, created 2017-12-16, last commit 2023-03-04, main language Python  
+<sub><sup>asyncio, binance, bitcoin, btc, coinbase, coinbase-api, crypto, cryptocurrencies, cryptocurrency, ethereum, exchange, ftx-exchange, influxdb, market-data, python, trading, trading-platform, websocket, websockets</sup></sub>
 
 
-### [evaluate](https://github.com/huggingface/evaluate) by [huggingface](https://github.com/huggingface)  
-🤗 Evaluate: A library for easily evaluating machine learning models and datasets.  
-[https://huggingface.co/docs/evaluate](https://huggingface.co/docs/evaluate)  
-[https://github.com/huggingface/evaluate](https://github.com/huggingface/evaluate)  
-24 stars per week over 48 weeks  
-1,167 stars, 117 forks, 43 watches  
-[ml](categories/ml.md) category, created 2022-03-30, last commit 2023-03-01, main language Python  
-<sub><sup>evaluation, machine-learning</sup></sub>
+### [pytest-cov](https://github.com/pytest-dev/pytest-cov) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-cov: Coverage plugin for pytest.  
+[https://github.com/pytest-dev/pytest-cov](https://github.com/pytest-dev/pytest-cov)  
+3.01 stars per week over 463 weeks  
+1,397 stars, 192 forks, 34 watches  
+[testing](categories/testing.md) category, created 2014-04-17, last commit 2023-02-28, main language Python  
+<sub><sup>pytest, python</sup></sub>
 
 
-### [nbgrader](https://github.com/jupyter/nbgrader) by [jupyter](https://github.com/jupyter)  
-nbgrader: A system for assigning and grading notebooks  
-[https://nbgrader.readthedocs.io/](https://nbgrader.readthedocs.io/)  
-[https://github.com/jupyter/nbgrader](https://github.com/jupyter/nbgrader)  
-2.63 stars per week over 441 weeks  
-1,162 stars, 318 forks, 42 watches  
-[jupyter](categories/jupyter.md) category, created 2014-09-13, last commit 2023-03-02, main language Python  
-<sub><sup>grading, jupyter, jupyter-notebook, jupyterhub, nbgrader, teaching</sup></sub>
+### [ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111) by [coyote-a](https://github.com/coyote-a)  
+coyote-a/ultimate-upscale-for-automatic1111  
+[https://github.com/coyote-a/ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111)  
+22 stars per week over 8 weeks  
+201 stars, 15 forks, 4 watches  
+[diffusion](categories/diffusion.md) category, created 2023-01-02, last commit 2023-02-07, main language Python  
 
 
-### [eventlet](https://github.com/eventlet/eventlet)  
-eventlet: Concurrent networking library for Python  
-[https://eventlet.net](https://eventlet.net)  
-[https://github.com/eventlet/eventlet](https://github.com/eventlet/eventlet)  
-2.17 stars per week over 533 weeks  
-1,159 stars, 299 forks, 63 watches  
-[perf](categories/perf.md) category, created 2012-12-11, last commit 2023-03-01, main language Python  
-<sub><sup>c10k, concurrency, greenlet, network, production-ready, python</sup></sub>
+### [Binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot) by [cyberpunkmetalhead](https://github.com/cyberpunkmetalhead)  
+Binance-volatility-trading-bot: This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.  
+[https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot)  
+34 stars per week over 95 weeks  
+3,243 stars, 760 forks, 148 watches  
+[crypto](categories/crypto.md) category, created 2021-05-08, last commit 2021-06-10, main language Python  
 
 
-### [setfit](https://github.com/huggingface/setfit) by [huggingface](https://github.com/huggingface)  
-setfit: Efficient few-shot learning with Sentence Transformers  
-[https://github.com/huggingface/setfit](https://github.com/huggingface/setfit)  
-32 stars per week over 35 weeks  
-1,157 stars, 117 forks, 16 watches  
-[nlp](categories/nlp.md) category, created 2022-06-30, last commit 2023-02-28, main language Jupyter Notebook  
-<sub><sup>few-shot-learning, nlp, sentence-transformers</sup></sub>
+### [squirrel-core](https://github.com/merantix-momentum/squirrel-core) by [merantix-momentum](https://github.com/merantix-momentum)  
+squirrel-core: A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:  
+[https://squirrel-core.readthedocs.io/](https://squirrel-core.readthedocs.io/)  
+[https://github.com/merantix-momentum/squirrel-core](https://github.com/merantix-momentum/squirrel-core)  
+4.61 stars per week over 55 weeks  
+255 stars, 6 forks, 13 watches  
+[ml](categories/ml.md) category, created 2022-02-11, last commit 2023-03-02, main language Python  
+<sub><sup>ai, cloud-computing, collaboration, computer-vision, cv, data-ingestion, data-mesh, data-science, dataops, datasets, deep-learning, distributed, jax, machine-learning, ml, natural-language-processing, nlp, python, pytorch, tensorflow</sup></sub>
 
 
-### [WeightWatcher](https://github.com/calculatedcontent/weightwatcher) by [calculatedcontent](https://github.com/calculatedcontent)  
-WeightWatcher: The WeightWatcher tool for predicting the accuracy of   Deep Neural Networks  
-[https://github.com/calculatedcontent/weightwatcher](https://github.com/calculatedcontent/weightwatcher)  
-5.18 stars per week over 222 weeks  
-1,152 stars, 100 forks, 29 watches  
-[ml-dl](categories/ml-dl.md) category, created 2018-11-28, last commit 2023-03-03, main language Python  
+### [python-ftfy](https://github.com/rspeer/python-ftfy) by [rspeer](https://github.com/rspeer)  
+python-ftfy: Fixes mojibake and other glitches in Unicode text, after the fact.  
+[http://ftfy.readthedocs.org](http://ftfy.readthedocs.org)  
+[https://github.com/rspeer/python-ftfy](https://github.com/rspeer/python-ftfy)  
+6.28 stars per week over 549 weeks  
+3,451 stars, 116 forks, 75 watches  
+[util](categories/util.md) category, created 2012-08-24, last commit 2022-10-25, main language Python  
 
 
-### [advertorch](https://github.com/borealisai/advertorch) by [borealisai](https://github.com/borealisai)  
-advertorch: A Toolbox for Adversarial Robustness Research  
-[https://github.com/borealisai/advertorch](https://github.com/borealisai/advertorch)  
-5.13 stars per week over 222 weeks  
-1,140 stars, 180 forks, 27 watches  
-[ml](categories/ml.md) category, created 2018-11-29, last commit 2022-05-29, main language Jupyter Notebook  
-<sub><sup>adversarial-attacks, adversarial-example, adversarial-examples, adversarial-learning, adversarial-machine-learning, adversarial-perturbations, benchmarking, machine-learning, pytorch, robustness, security, toolbox</sup></sub>
+### [spacy-models](https://github.com/explosion/spacy-models) by [explosion](https://github.com/explosion)  
+spacy-models: 💫  Models for the spaCy Natural Language Processing (NLP) library  
+[https://spacy.io](https://spacy.io)  
+[https://github.com/explosion/spacy-models](https://github.com/explosion/spacy-models)  
+4.04 stars per week over 311 weeks  
+1,259 stars, 283 forks, 49 watches  
+[nlp](categories/nlp.md) category, created 2017-03-14, last commit 2023-01-23, main language Python  
+<sub><sup>machine-learning, machine-learning-models, models, natural-language-processing, nlp, spacy, spacy-models, statistical-models</sup></sub>
 
 
-### [bit](https://github.com/ofek/bit) by [ofek](https://github.com/ofek)  
-Bitcoin made easy.  
-[https://ofek.dev/bit/](https://ofek.dev/bit/)  
-[https://github.com/ofek/bit](https://github.com/ofek/bit)  
-3.44 stars per week over 328 weeks  
-1,131 stars, 188 forks, 48 watches  
-[crypto](categories/crypto.md) category, created 2016-11-12, last commit 2023-02-11, main language Python  
-<sub><sup>bitcoin, cryptocurrencies, libraries, payments, python</sup></sub>
+### [fastparquet](https://github.com/dask/fastparquet) by [dask](https://github.com/dask)  
+fastparquet: python implementation of the parquet columnar file format.  
+[https://github.com/dask/fastparquet](https://github.com/dask/fastparquet)  
+1.68 stars per week over 382 weeks  
+642 stars, 164 forks, 18 watches  
+[data](categories/data.md) category, created 2015-11-06, last commit 2023-02-09, main language Python  
+<sub><sup>hacktoberfest</sup></sub>
 
 
-### [pytest-bdd](https://github.com/pytest-dev/pytest-bdd) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-bdd: BDD library for the py.test runner  
-[https://pytest-bdd.readthedocs.io/en/latest/](https://pytest-bdd.readthedocs.io/en/latest/)  
-[https://github.com/pytest-dev/pytest-bdd](https://github.com/pytest-dev/pytest-bdd)  
-2.18 stars per week over 518 weeks  
-1,130 stars, 189 forks, 53 watches  
-[testing](categories/testing.md) category, created 2013-03-29, last commit 2023-02-27, main language Python  
+### [fairo](https://github.com/facebookresearch/droidlet) by [facebookresearch](https://github.com/facebookresearch)  
+fairo: A modular embodied agent architecture and platform for building embodied agents  
+[https://github.com/facebookresearch/droidlet](https://github.com/facebookresearch/droidlet)  
+6.51 stars per week over 121 weeks  
+793 stars, 79 forks, 38 watches  
+[sim](categories/sim.md) category, created 2020-11-02, last commit 2023-02-01, main language Jupyter Notebook  
 
 
-### [austin](https://github.com/p403n1x87/austin) by [p403n1x87](https://github.com/p403n1x87)  
-austin: Python frame stack sampler for CPython  
-[https://github.com/p403n1x87/austin](https://github.com/p403n1x87/austin)  
-4.83 stars per week over 232 weeks  
-1,121 stars, 37 forks, 14 watches  
-[profiling](categories/profiling.md) category, created 2018-09-20, last commit 2023-02-21, main language C  
-<sub><sup>debugging-tools, performance, profiling, python</sup></sub>
+### [pyLDAvis](https://github.com/bmabey/pyldavis) by [bmabey](https://github.com/bmabey)  
+pyLDAvis: Python library for interactive topic model visualization. Port of the R LDAvis package.  
+[https://github.com/bmabey/pyldavis](https://github.com/bmabey/pyldavis)  
+4.09 stars per week over 412 weeks  
+1,688 stars, 350 forks, 56 watches  
+[ml](categories/ml.md) category, created 2015-04-09, last commit 2023-02-15, main language Jupyter Notebook  
 
 
-### [Coercer](https://github.com/p0dalirius/coercer) by [p0dalirius](https://github.com/p0dalirius)  
-Coercer: A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.  
-[https://podalirius.net/](https://podalirius.net/)  
-[https://github.com/p0dalirius/coercer](https://github.com/p0dalirius/coercer)  
-31 stars per week over 35 weeks  
-1,118 stars, 122 forks, 18 watches  
-[util](categories/util.md) category, created 2022-06-30, last commit 2023-01-18, main language Python  
-<sub><sup>authentication, automatic, call, coerce, fuzzing, ntlm, privilege-escalation, rpc</sup></sub>
+### [fastapi-cache](https://github.com/long2ice/fastapi-cache) by [long2ice](https://github.com/long2ice)  
+fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.  
+[https://github.com/long2ice/fastapi-cache](https://github.com/long2ice/fastapi-cache)  
+[https://github.com/long2ice/fastapi-cache](https://github.com/long2ice/fastapi-cache)  
+4.62 stars per week over 131 weeks  
+608 stars, 90 forks, 9 watches  
+[web](categories/web.md) category, created 2020-08-25, last commit 2023-02-15, main language Python  
+<sub><sup>cache, fastapi, memcached, redis</sup></sub>
 
 
-### [pysal](https://github.com/pysal/pysal)  
-PySAL: Python Spatial Analysis Library Meta-Package  
-[http://pysal.org/pysal](http://pysal.org/pysal)  
-[https://github.com/pysal/pysal](https://github.com/pysal/pysal)  
-2.13 stars per week over 523 weeks  
-1,117 stars, 292 forks, 81 watches  
-[gis](categories/gis.md) category, created 2013-02-19, last commit 2023-01-28, main language Jupyter Notebook  
+### [eventlet](https://github.com/eventlet/eventlet)  
+eventlet: Concurrent networking library for Python  
+[https://eventlet.net](https://eventlet.net)  
+[https://github.com/eventlet/eventlet](https://github.com/eventlet/eventlet)  
+2.17 stars per week over 533 weeks  
+1,160 stars, 299 forks, 63 watches  
+[perf](categories/perf.md) category, created 2012-12-11, last commit 2023-03-01, main language Python  
+<sub><sup>c10k, concurrency, greenlet, network, production-ready, python</sup></sub>
 
 
-### [pyjanitor](https://github.com/pyjanitor-devs/pyjanitor) by [pyjanitor-devs](https://github.com/pyjanitor-devs)  
-pyjanitor: Clean APIs for data cleaning. Python implementation of R package Janitor  
-[https://pyjanitor-devs.github.io/pyjanitor](https://pyjanitor-devs.github.io/pyjanitor)  
-[https://github.com/pyjanitor-devs/pyjanitor](https://github.com/pyjanitor-devs/pyjanitor)  
-4.28 stars per week over 260 weeks  
-1,115 stars, 159 forks, 21 watches  
-[pandas](categories/pandas.md) category, created 2018-03-04, last commit 2023-03-02, main language Python  
-<sub><sup>cleaning-data, data, data-engineering, dataframe, hacktoberfest, pandas, pydata</sup></sub>
+### [ipdb](https://github.com/gotcha/ipdb) by [gotcha](https://github.com/gotcha)  
+ipdb: Integration of IPython pdb  
+[https://github.com/gotcha/ipdb](https://github.com/gotcha/ipdb)  
+2.63 stars per week over 633 weeks  
+1,667 stars, 146 forks, 27 watches  
+[debug](categories/debug.md) category, created 2011-01-15, last commit 2022-12-13, main language Python  
+<sub><sup>debugger, ipython, python</sup></sub>
 
 
-### [typeguard](https://github.com/agronholm/typeguard) by [agronholm](https://github.com/agronholm)  
-typeguard: Run-time type checker for Python  
-[https://github.com/agronholm/typeguard](https://github.com/agronholm/typeguard)  
-2.96 stars per week over 374 weeks  
-1,110 stars, 82 forks, 16 watches  
-[typing](categories/typing.md) category, created 2015-12-27, last commit 2023-03-01, main language Python  
+### [pycom](https://github.com/omyyyy/pycom) by [omyyyy](https://github.com/omyyyy)  
+pycom: A Python compiler, down to native code, using C++  
+[https://github.com/omyyyy/pycom](https://github.com/omyyyy/pycom)  
+33 stars per week over 33 weeks  
+1,100 stars, 21 forks, 17 watches  
+[perf](categories/perf.md) category, created 2022-07-16, last commit 2022-08-31, main language C++  
 
 
-### [connector-x](https://github.com/sfu-db/connector-x) by [sfu-db](https://github.com/sfu-db)  
-connector-x: Fastest library to load data from DB to DataFrames in Rust and Python  
-[https://sfu-db.github.io/connector-x/intro.html](https://sfu-db.github.io/connector-x/intro.html)  
-[https://github.com/sfu-db/connector-x](https://github.com/sfu-db/connector-x)  
-9.97 stars per week over 111 weeks  
-1,109 stars, 79 forks, 24 watches  
-[data](categories/data.md) category, created 2021-01-13, last commit 2023-02-28, main language Rust  
-<sub><sup>database, dataframe, python, rust, sql</sup></sub>
+### [transformers-interpret](https://github.com/cdpierse/transformers-interpret) by [cdpierse](https://github.com/cdpierse)  
+transformers-interpret: Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.   
+[https://github.com/cdpierse/transformers-interpret](https://github.com/cdpierse/transformers-interpret)  
+6.74 stars per week over 144 weeks  
+975 stars, 86 forks, 17 watches  
+[ml-interpretability](categories/ml-interpretability.md) category, created 2020-05-27, last commit 2023-01-14, main language Jupyter Notebook  
+<sub><sup>captum, computer-vision, deep-learning, explainable-ai, interpretability, machine-learning, model-explainability, natural-language-processing, neural-network, nlp, transformers, transformers-model</sup></sub>
 
 
-### [jsonpickle](https://github.com/jsonpickle/jsonpickle)  
-jsonpickle: Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.  
-[https://jsonpickle.github.io](https://jsonpickle.github.io)  
-[https://github.com/jsonpickle/jsonpickle](https://github.com/jsonpickle/jsonpickle)  
-1.6 stars per week over 690 weeks  
-1,107 stars, 155 forks, 32 watches  
-[data](categories/data.md) category, created 2009-12-10, last commit 2023-02-22, main language Python  
-<sub><sup>bsd-3-clause, deserialization, json, objectstorage, pickle, python, serialization</sup></sub>
+### [awslogs](https://github.com/jorgebastida/awslogs) by [jorgebastida](https://github.com/jorgebastida)  
+awslogs: AWS CloudWatch logs for Humans™  
+[https://github.com/jorgebastida/awslogs](https://github.com/jorgebastida/awslogs)  
+10 stars per week over 423 weeks  
+4,567 stars, 328 forks, 59 watches  
+[util](categories/util.md) category, created 2015-01-21, last commit 2020-07-10, main language Python  
 
 
-### [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-asyncio: Asyncio support for pytest  
-[https://pytest-asyncio.readthedocs.io](https://pytest-asyncio.readthedocs.io)  
-[https://github.com/pytest-dev/pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio)  
-2.69 stars per week over 411 weeks  
-1,106 stars, 118 forks, 35 watches  
-[testing](categories/testing.md) category, created 2015-04-11, last commit 2023-02-25, main language Python  
+### [aitextgen](https://github.com/minimaxir/aitextgen) by [minimaxir](https://github.com/minimaxir)  
+aitextgen: A robust Python tool for text-based AI training and generation using GPT-2.  
+[https://docs.aitextgen.io](https://docs.aitextgen.io)  
+[https://github.com/minimaxir/aitextgen](https://github.com/minimaxir/aitextgen)  
+10 stars per week over 166 weeks  
+1,697 stars, 194 forks, 37 watches  
+[nlp](categories/nlp.md) category, created 2019-12-29, last commit 2022-08-09, main language Python  
 
 
-### [sqlite-utils](https://github.com/simonw/sqlite-utils) by [simonw](https://github.com/simonw)  
-sqlite-utils: Python CLI utility and library for manipulating SQLite databases  
-[https://sqlite-utils.datasette.io](https://sqlite-utils.datasette.io)  
-[https://github.com/simonw/sqlite-utils](https://github.com/simonw/sqlite-utils)  
-4.57 stars per week over 241 weeks  
-1,105 stars, 84 forks, 19 watches  
-[data](categories/data.md) category, created 2018-07-14, last commit 2022-12-10, main language Python  
-<sub><sup>cli, click, datasette, datasette-io, datasette-tool, python, sqlite, sqlite-database</sup></sub>
+### [neo4j-python-driver](https://github.com/neo4j/neo4j-python-driver) by [neo4j](https://github.com/neo4j)  
+neo4j-python-driver: Neo4j Bolt driver for Python  
+[https://neo4j.com/docs/api/python-driver/current/](https://neo4j.com/docs/api/python-driver/current/)  
+[https://github.com/neo4j/neo4j-python-driver](https://github.com/neo4j/neo4j-python-driver)  
+1.9 stars per week over 408 weeks  
+775 stars, 170 forks, 98 watches  
+[data](categories/data.md) category, created 2015-05-05, last commit 2023-02-27, main language Python  
+<sub><sup>binary-protocol, cypher, database-driver, driver, graph-database, neo4j, protocol, python, python3, query-language</sup></sub>
 
 
-### [tensorstore](https://github.com/google/tensorstore) by [google](https://github.com/google)  
-tensorstore: Library for reading and writing large multi-dimensional arrays.  
-[https://google.github.io/tensorstore/](https://google.github.io/tensorstore/)  
-[https://github.com/google/tensorstore](https://github.com/google/tensorstore)  
-7.21 stars per week over 152 weeks  
-1,100 stars, 82 forks, 33 watches  
-[data](categories/data.md) category, created 2020-03-30, last commit 2023-03-01, main language C++  
+### [xarray-spatial](https://github.com/makepath/xarray-spatial) by [makepath](https://github.com/makepath)  
+xarray-spatial: Raster-based Spatial Analytics for Python  
+[https://xarray-spatial.org](https://xarray-spatial.org)  
+[https://github.com/makepath/xarray-spatial](https://github.com/makepath/xarray-spatial)  
+4.24 stars per week over 160 weeks  
+679 stars, 76 forks, 24 watches  
+[gis](categories/gis.md) category, created 2020-02-08, last commit 2023-03-02, main language Python  
+<sub><sup>datashader, numba, python, raster-analysis, spatial-analysis, xarray</sup></sub>
 
 
-### [pytest-xdist](https://github.com/pytest-dev/pytest-xdist) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-xdist: pytest plugin for distributed testing and loop-on-failures testing modes.   
-[https://pytest-xdist.readthedocs.io](https://pytest-xdist.readthedocs.io)  
-[https://github.com/pytest-dev/pytest-xdist](https://github.com/pytest-dev/pytest-xdist)  
-2.81 stars per week over 391 weeks  
-1,100 stars, 192 forks, 47 watches  
-[testing](categories/testing.md) category, created 2015-09-01, last commit 2023-02-27, main language Python  
-<sub><sup>hacktoberfest, pytest, pytest-plugin</sup></sub>
+### [behave](https://github.com/behave/behave)  
+behave: BDD, Python style.  
+[https://github.com/behave/behave](https://github.com/behave/behave)  
+4.69 stars per week over 592 weeks  
+2,778 stars, 610 forks, 119 watches  
+[testing](categories/testing.md) category, created 2011-10-25, last commit 2022-12-19, main language Python  
 
 
-### [pycom](https://github.com/omyyyy/pycom) by [omyyyy](https://github.com/omyyyy)  
-pycom: A Python compiler, down to native code, using C++  
-[https://github.com/omyyyy/pycom](https://github.com/omyyyy/pycom)  
-33 stars per week over 32 weeks  
-1,100 stars, 21 forks, 17 watches  
-[perf](categories/perf.md) category, created 2022-07-16, last commit 2022-08-31, main language C++  
+### [siuba](https://github.com/machow/siuba) by [machow](https://github.com/machow)  
+siuba: Python library for using dplyr like syntax with pandas and SQL  
+[https://siuba.org](https://siuba.org)  
+[https://github.com/machow/siuba](https://github.com/machow/siuba)  
+4.72 stars per week over 212 weeks  
+1,001 stars, 43 forks, 21 watches  
+[pandas](categories/pandas.md) category, created 2019-02-09, last commit 2022-11-16, main language Python  
+<sub><sup>data-analysis, dplyr, pandas, python, sql</sup></sub>
 
 
-### [zarr-python](https://github.com/zarr-developers/zarr-python) by [zarr-developers](https://github.com/zarr-developers)  
-zarr-python: An implementation of chunked, compressed, N-dimensional arrays for Python.  
-[http://zarr.readthedocs.io/](http://zarr.readthedocs.io/)  
-[https://github.com/zarr-developers/zarr-python](https://github.com/zarr-developers/zarr-python)  
-2.9 stars per week over 376 weeks  
-1,091 stars, 217 forks, 45 watches  
-[data](categories/data.md) category, created 2015-12-15, last commit 2023-02-23, main language Python  
-<sub><sup>compressed, hacktoberfest, ndimensional-arrays, python, zarr</sup></sub>
+### [gs-quant](https://github.com/goldmansachs/gs-quant) by [goldmansachs](https://github.com/goldmansachs)  
+gs-quant: Python toolkit for quantitative finance  
+[https://developer.gs.com/discover/products/gs-quant/](https://developer.gs.com/discover/products/gs-quant/)  
+[https://github.com/goldmansachs/gs-quant](https://github.com/goldmansachs/gs-quant)  
+7.62 stars per week over 220 weeks  
+1,678 stars, 340 forks, 75 watches  
+[finance](categories/finance.md) category, created 2018-12-14, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>derivatives, goldman-sachs, gs-quant, risk-management, trading-strategies</sup></sub>
+
+
+### [python-soundfile](https://github.com/bastibe/python-soundfile) by [bastibe](https://github.com/bastibe)  
+python-soundfile: SoundFile is an audio library based on libsndfile, CFFI, and NumPy  
+[https://github.com/bastibe/python-soundfile](https://github.com/bastibe/python-soundfile)  
+1.05 stars per week over 496 weeks  
+523 stars, 87 forks, 17 watches  
+[util](categories/util.md) category, created 2013-08-27, last commit 2023-02-24, main language Python  
 
 
-### [httptools](https://github.com/magicstack/httptools) by [magicstack](https://github.com/magicstack)  
-httptools: Fast HTTP parser  
-[https://github.com/magicstack/httptools](https://github.com/magicstack/httptools)  
-3.05 stars per week over 357 weeks  
-1,090 stars, 71 forks, 40 watches  
-[web](categories/web.md) category, created 2016-04-25, last commit 2022-09-13, main language Python  
+### [natsort](https://github.com/sethmmorton/natsort) by [sethmmorton](https://github.com/sethmmorton)  
+natsort: Simple yet flexible natural sorting in Python.  
+[https://pypi.org/project/natsort/](https://pypi.org/project/natsort/)  
+[https://github.com/sethmmorton/natsort](https://github.com/sethmmorton/natsort)  
+1.3 stars per week over 565 weeks  
+734 stars, 42 forks, 14 watches  
+[util](categories/util.md) category, created 2012-05-03, last commit 2023-03-02, main language Python  
+<sub><sup>natsort, natural-sort, python, sorting, sorting-interface</sup></sub>
 
 
-### [mayavi](https://github.com/enthought/mayavi) by [enthought](https://github.com/enthought)  
-mayavi: 3D visualization of scientific data in Python  
-[http://docs.enthought.com/mayavi/mayavi/](http://docs.enthought.com/mayavi/mayavi/)  
-[https://github.com/enthought/mayavi](https://github.com/enthought/mayavi)  
-1.72 stars per week over 631 weeks  
-1,088 stars, 265 forks, 97 watches  
-[viz](categories/viz.md) category, created 2011-01-24, last commit 2022-10-18, main language Python  
+### [pyyaml](https://github.com/yaml/pyyaml) by [yaml](https://github.com/yaml)  
+pyyaml: Canonical source repository for PyYAML  
+[https://github.com/yaml/pyyaml](https://github.com/yaml/pyyaml)  
+3.55 stars per week over 591 weeks  
+2,099 stars, 435 forks, 49 watches  
+[util](categories/util.md) category, created 2011-11-03, last commit 2022-09-13, main language Python  
+<sub><sup>python, yaml</sup></sub>
 
 
-### [dataclasses-json](https://github.com/lidatong/dataclasses-json) by [lidatong](https://github.com/lidatong)  
-dataclasses-json: Easily serialize Data Classes to and from JSON  
-[https://github.com/lidatong/dataclasses-json](https://github.com/lidatong/dataclasses-json)  
-4.24 stars per week over 253 weeks  
-1,077 stars, 117 forks, 10 watches  
-[util](categories/util.md) category, created 2018-04-21, last commit 2022-08-14, main language Python  
-<sub><sup>dataclasses, json, python</sup></sub>
+### [iris](https://github.com/scitools/iris) by [scitools](https://github.com/scitools)  
+iris: A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data  
+[https://scitools-iris.readthedocs.io/en/latest/](https://scitools-iris.readthedocs.io/en/latest/)  
+[https://github.com/scitools/iris](https://github.com/scitools/iris)  
+0.97 stars per week over 551 weeks  
+538 stars, 264 forks, 45 watches  
+[gis](categories/gis.md) category, created 2012-08-06, last commit 2023-02-28, main language Python  
+<sub><sup>data-analysis, earth-science, grib, iris, meteorology, netcdf, oceanography, python, spaceweather, visualisation</sup></sub>
 
 
-### [yappi](https://github.com/sumerc/yappi) by [sumerc](https://github.com/sumerc)  
-yappi: Yet Another Python Profiler, but this time multithreading, asyncio and gevent aware.  
-[https://github.com/sumerc/yappi](https://github.com/sumerc/yappi)  
-1.54 stars per week over 699 weeks  
-1,077 stars, 58 forks, 13 watches  
-[profiling](categories/profiling.md) category, created 2009-10-07, last commit 2022-11-25, main language Python  
-<sub><sup>asgi, asynchronous, asyncio, coroutine, cpu, gevent, greenlet, multi-threaded-applications, multithreading, performance, profile, profilers, python, thread</sup></sub>
+### [optimus](https://github.com/hi-primus/optimus) by [hi-primus](https://github.com/hi-primus)  
+optimus: :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark  
+[https://hi-optimus.com](https://hi-optimus.com)  
+[https://github.com/hi-primus/optimus](https://github.com/hi-primus/optimus)  
+4.56 stars per week over 294 weeks  
+1,342 stars, 225 forks, 42 watches  
+[ml-ops](categories/ml-ops.md) category, created 2017-07-13, last commit 2022-10-17, main language Python  
+<sub><sup>big-data-cleaning, bigdata, cudf, dask, dask-cudf, data-analysis, data-cleaner, data-cleaning, data-cleansing, data-exploration, data-extraction, data-preparation, data-profiling, data-science, data-transformation, data-wrangling, machine-learning, pyspark, spark</sup></sub>
 
 
-### [dgl-ke](https://github.com/awslabs/dgl-ke) by [awslabs](https://github.com/awslabs)  
-dgl-ke: High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.  
-[https://dglke.dgl.ai/doc/](https://dglke.dgl.ai/doc/)  
-[https://github.com/awslabs/dgl-ke](https://github.com/awslabs/dgl-ke)  
-6.88 stars per week over 156 weeks  
-1,076 stars, 183 forks, 23 watches  
-[ml](categories/ml.md) category, created 2020-03-03, last commit 2022-11-18, main language Python  
-<sub><sup>dgl, graph-learning, knowledge-graph, knowledge-graphs-embeddings, machine-learning</sup></sub>
+### [itsdangerous](https://github.com/pallets/itsdangerous) by [pallets](https://github.com/pallets)  
+itsdangerous: Safely pass trusted data to untrusted environments and back.  
+[https://itsdangerous.palletsprojects.com](https://itsdangerous.palletsprojects.com)  
+[https://github.com/pallets/itsdangerous](https://github.com/pallets/itsdangerous)  
+4.32 stars per week over 610 weeks  
+2,637 stars, 214 forks, 57 watches  
+[data](categories/data.md) category, created 2011-06-24, last commit 2023-03-01, main language Python  
+<sub><sup>hmac, itsdangerous, pallets, python, security, serialization</sup></sub>
 
 
-### [geoplot](https://github.com/residentmario/geoplot) by [residentmario](https://github.com/residentmario)  
-geoplot: High-level geospatial data visualization library for Python.  
-[https://residentmario.github.io/geoplot/index.html](https://residentmario.github.io/geoplot/index.html)  
-[https://github.com/residentmario/geoplot](https://github.com/residentmario/geoplot)  
-3.02 stars per week over 348 weeks  
-1,053 stars, 91 forks, 35 watches  
-[gis](categories/gis.md) category, created 2016-06-29, last commit 2022-03-18, main language Python  
-<sub><sup>geopandas, geospatial-data, geospatial-visualization, matplotlib, spatial-analysis</sup></sub>
+### [dask-geopandas](https://github.com/geopandas/dask-geopandas) by [geopandas](https://github.com/geopandas)  
+dask-geopandas: Parallel GeoPandas with Dask  
+[https://dask-geopandas.readthedocs.io/](https://dask-geopandas.readthedocs.io/)  
+[https://github.com/geopandas/dask-geopandas](https://github.com/geopandas/dask-geopandas)  
+2.26 stars per week over 159 weeks  
+361 stars, 37 forks, 22 watches  
+[gis](categories/gis.md) category, created 2020-02-13, last commit 2023-02-27, main language Python  
 
 
-### [imodels](https://github.com/csinva/imodels) by [csinva](https://github.com/csinva)  
-imodels: Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).  
-[https://csinva.io/imodels](https://csinva.io/imodels)  
-[https://github.com/csinva/imodels](https://github.com/csinva/imodels)  
-5.5 stars per week over 191 weeks  
-1,052 stars, 97 forks, 24 watches  
-[ml](categories/ml.md) category, created 2019-07-04, last commit 2023-02-12, main language Jupyter Notebook  
-<sub><sup>ai, artificial-intelligence, bayesian-rule-list, data-science, explainable-ai, explainable-ml, imodels, interpretability, machine-learning, ml, optimal-classification-tree, python, rule-learning, rulefit, rules, scikit-learn, statistics, supervised-learning</sup></sub>
+### [pytest-bdd](https://github.com/pytest-dev/pytest-bdd) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-bdd: BDD library for the py.test runner  
+[https://pytest-bdd.readthedocs.io/en/latest/](https://pytest-bdd.readthedocs.io/en/latest/)  
+[https://github.com/pytest-dev/pytest-bdd](https://github.com/pytest-dev/pytest-bdd)  
+2.18 stars per week over 518 weeks  
+1,130 stars, 189 forks, 53 watches  
+[testing](categories/testing.md) category, created 2013-03-29, last commit 2023-02-27, main language Python  
 
 
-### [fastapi-crudrouter](https://github.com/awtkns/fastapi-crudrouter) by [awtkns](https://github.com/awtkns)  
-fastapi-crudrouter: A dynamic FastAPI router that automatically creates CRUD routes for your models  
-[https://fastapi-crudrouter.awtkns.com](https://fastapi-crudrouter.awtkns.com)  
-[https://github.com/awtkns/fastapi-crudrouter](https://github.com/awtkns/fastapi-crudrouter)  
-8.97 stars per week over 114 weeks  
-1,030 stars, 122 forks, 12 watches  
-[web](categories/web.md) category, created 2020-12-19, last commit 2023-01-28, main language Python  
-<sub><sup>api, async, asyncio, code-generation, crud, crud-routes, fastapi, fastapi-crudrouter, framework, openapi, openapi-route, python, python3, redoc, rest, sql, swagger-ui, web</sup></sub>
+### [Top2Vec](https://github.com/ddangelov/top2vec) by [ddangelov](https://github.com/ddangelov)  
+Top2Vec learns jointly embedded topic, document and word vectors.  
+[https://github.com/ddangelov/top2vec](https://github.com/ddangelov/top2vec)  
+15 stars per week over 154 weeks  
+2,443 stars, 337 forks, 38 watches  
+[nlp](categories/nlp.md) category, created 2020-03-20, last commit 2023-01-26, main language Python  
+<sub><sup>bert, document-embedding, pre-trained-language-models, semantic-search, sentence-encoder, sentence-transformers, text-search, text-semantic-similarity, top2vec, topic-modeling, topic-modelling, topic-search, topic-vector, word-embeddings</sup></sub>
 
 
-### [logzero](https://github.com/metachris/logzero) by [metachris](https://github.com/metachris)  
-logzero: Robust and effective logging for Python 2 and 3.  
-[https://logzero.readthedocs.io](https://logzero.readthedocs.io)  
-[https://github.com/metachris/logzero](https://github.com/metachris/logzero)  
-3.45 stars per week over 298 weeks  
-1,030 stars, 69 forks, 26 watches  
-[util](categories/util.md) category, created 2017-06-12, last commit 2021-03-17, main language Python  
-<sub><sup>logfiles, logging, logzero, python</sup></sub>
+### [deeplab2](https://github.com/google-research/deeplab2) by [google-research](https://github.com/google-research)  
+DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.  
+[https://github.com/google-research/deeplab2](https://github.com/google-research/deeplab2)  
+9.24 stars per week over 94 weeks  
+874 stars, 146 forks, 22 watches  
+[ml](categories/ml.md) category, created 2021-05-12, last commit 2023-01-17, main language Python  
 
 
-### [Fiona](https://github.com/toblerity/fiona) by [toblerity](https://github.com/toblerity)  
-Fiona reads and writes geographic data files  
-[https://fiona.readthedocs.io/](https://fiona.readthedocs.io/)  
-[https://github.com/toblerity/fiona](https://github.com/toblerity/fiona)  
-1.76 stars per week over 582 weeks  
-1,024 stars, 196 forks, 48 watches  
-[gis](categories/gis.md) category, created 2011-12-31, last commit 2023-02-26, main language Python  
-<sub><sup>cli, cython, gdal, gis, ogr, python, vector</sup></sub>
+### [pastas](https://github.com/pastas/pastas)  
+pastas: :spaghetti: Pastas is an open-source Python framework for the analysis of groundwater time series.  
+[https://pastas.readthedocs.io](https://pastas.readthedocs.io)  
+[https://github.com/pastas/pastas](https://github.com/pastas/pastas)  
+0.82 stars per week over 359 weeks  
+295 stars, 55 forks, 18 watches  
+[time-series](categories/time-series.md) category, created 2016-04-15, last commit 2023-02-07, main language Python  
+<sub><sup>analysis, groundwater, hydrology, pastas, python, timeseries</sup></sub>
 
 
-### [python-patterns](https://github.com/brandon-rhodes/python-patterns) by [brandon-rhodes](https://github.com/brandon-rhodes)  
-python-patterns: Source code behind the python-patterns.guide site by Brandon Rhodes  
-[https://github.com/brandon-rhodes/python-patterns](https://github.com/brandon-rhodes/python-patterns)  
-3.85 stars per week over 265 weeks  
-1,021 stars, 93 forks, 254 watches  
-[util](categories/util.md) category, created 2018-01-31, last commit 2021-01-05, main language Python  
+### [similarity](https://github.com/tensorflow/similarity) by [tensorflow](https://github.com/tensorflow)  
+similarity: TensorFlow Similarity is a python package focused on making similarity learning quick and easy.  
+[https://github.com/tensorflow/similarity](https://github.com/tensorflow/similarity)  
+6.53 stars per week over 141 weeks  
+926 stars, 91 forks, 31 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-06-15, last commit 2023-01-16, main language Python  
+<sub><sup>barlow-twins, clustering, contrastive-learning, cosine-similarity, deep-learning, knn, machine-learning, metric-learning, nearest-neighbor-search, nearest-neighbors, python, simclr, simclr2, similarity-learning, similarity-search, simsiam, tensorflow, unsupervised-learning</sup></sub>
 
 
-### [pympler](https://github.com/pympler/pympler)  
-pympler: Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.  
-[https://github.com/pympler/pympler](https://github.com/pympler/pympler)  
-1.87 stars per week over 543 weeks  
-1,015 stars, 83 forks, 10 watches  
-[perf](categories/perf.md) category, created 2012-10-04, last commit 2022-07-24, main language Python  
+### [fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator) by [koxudaxi](https://github.com/koxudaxi)  
+fastapi-code-generator: This code generator creates FastAPI app from an openapi file.  
+[https://github.com/koxudaxi/fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator)  
+4.71 stars per week over 142 weeks  
+669 stars, 75 forks, 15 watches  
+[web](categories/web.md) category, created 2020-06-14, last commit 2023-02-15, main language Python  
+<sub><sup>fastapi, generator, openapi, pydantic, python</sup></sub>
 
 
-### [pyshp](https://github.com/geospatialpython/pyshp) by [geospatialpython](https://github.com/geospatialpython)  
-pyshp: This library reads and writes ESRI Shapefiles in pure Python.  
-[https://github.com/geospatialpython/pyshp](https://github.com/geospatialpython/pyshp)  
-2.15 stars per week over 469 weeks  
-1,008 stars, 260 forks, 64 watches  
-[gis](categories/gis.md) category, created 2014-03-04, last commit 2023-02-02, main language Python  
+### [latentblending](https://github.com/lunarring/latentblending) by [lunarring](https://github.com/lunarring)  
+latentblending: Create butter-smooth transitions between prompts, powered by stable diffusion  
+[https://github.com/lunarring/latentblending](https://github.com/lunarring/latentblending)  
+13 stars per week over 15 weeks  
+206 stars, 18 forks, 12 watches  
+[diffusion](categories/diffusion.md) category, created 2022-11-19, last commit 2023-03-02, main language Python  
+<sub><sup>animation, diffusion, stable-diffusion</sup></sub>
 
 
-### [fiber](https://github.com/uber/fiber) by [uber](https://github.com/uber)  
-fiber: Distributed Computing for AI Made Simple  
-[https://uber.github.io/fiber/](https://uber.github.io/fiber/)  
-[https://github.com/uber/fiber](https://github.com/uber/fiber)  
-6.11 stars per week over 164 weeks  
-1,004 stars, 113 forks, 22 watches  
-[data](categories/data.md) category, created 2020-01-07, last commit 2021-03-15, main language Python  
-<sub><sup>distributed-computing, machine-learning, multiprocessing, python, sandbox</sup></sub>
+### [opyrator](https://github.com/ml-tooling/opyrator) by [ml-tooling](https://github.com/ml-tooling)  
+opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.  
+[https://opyrator-playground.mltooling.org](https://opyrator-playground.mltooling.org)  
+[https://github.com/ml-tooling/opyrator](https://github.com/ml-tooling/opyrator)  
+28 stars per week over 99 weeks  
+2,802 stars, 137 forks, 49 watches  
+[viz](categories/viz.md) category, created 2021-04-06, last commit 2021-05-06, main language Python  
+<sub><sup>deployment, faas, fastapi, functions, machine-learning, microservices, pydantic, python, python-functions, serverless, streamlit, type-hints</sup></sub>
 
 
-### [siuba](https://github.com/machow/siuba) by [machow](https://github.com/machow)  
-siuba: Python library for using dplyr like syntax with pandas and SQL  
-[https://siuba.org](https://siuba.org)  
-[https://github.com/machow/siuba](https://github.com/machow/siuba)  
-4.72 stars per week over 211 weeks  
-1,000 stars, 42 forks, 21 watches  
-[pandas](categories/pandas.md) category, created 2019-02-09, last commit 2022-11-16, main language Python  
-<sub><sup>data-analysis, dplyr, pandas, python, sql</sup></sub>
+### [tika-python](https://github.com/chrismattmann/tika-python) by [chrismattmann](https://github.com/chrismattmann)  
+Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.  
+[https://github.com/chrismattmann/tika-python](https://github.com/chrismattmann/tika-python)  
+2.75 stars per week over 453 weeks  
+1,245 stars, 226 forks, 38 watches  
+[nlp](categories/nlp.md) category, created 2014-06-26, last commit 2023-01-22, main language Python  
+<sub><sup>buffer, covid-19, detection, extraction, memex, mime, nlp, nlp-library, nlp-machine-learning, parse, parser-interface, python, recognition, text-extraction, text-recognition, tika-python, tika-server, tika-server-jar, translation-interface, usc</sup></sub>
 
 
-### [pytest-sugar](https://github.com/teemu/pytest-sugar) by [teemu](https://github.com/teemu)  
-pytest-sugar: a plugin for py.test that changes the default look and feel of py.test (e.g. progressbar, show tests that fail instantly)  
-[https://github.com/teemu/pytest-sugar](https://github.com/teemu/pytest-sugar)  
-1.97 stars per week over 505 weeks  
-998 stars, 68 forks, 17 watches  
-[testing](categories/testing.md) category, created 2013-06-25, last commit 2022-12-11, main language Python  
-<sub><sup>pytest, pytest-plugin, pytest-sugar, python, testing</sup></sub>
+### [python-dialogflow](https://github.com/dialogflow/dialogflow-python-client-v2) by [dialogflow](https://github.com/dialogflow)  
+python-dialogflow: Python client for Dialogflow: Design and integrate a conversational user interface into your applications and devices.  
+[https://dialogflow.com/](https://dialogflow.com/)  
+[https://github.com/dialogflow/dialogflow-python-client-v2](https://github.com/dialogflow/dialogflow-python-client-v2)  
+1.38 stars per week over 279 weeks  
+387 stars, 145 forks, 53 watches  
+[nlp](categories/nlp.md) category, created 2017-10-24, last commit 2023-03-04, main language Python  
+<sub><sup>dialogflow, machine-learning, python</sup></sub>
 
 
-### [scikit-lego](https://github.com/koaning/scikit-lego) by [koaning](https://github.com/koaning)  
-scikit-lego: Extra blocks for scikit-learn pipelines.  
-[https://scikit-lego.netlify.app](https://scikit-lego.netlify.app)  
-[https://github.com/koaning/scikit-lego](https://github.com/koaning/scikit-lego)  
-4.55 stars per week over 214 weeks  
-977 stars, 102 forks, 19 watches  
-[ml](categories/ml.md) category, created 2019-01-21, last commit 2023-03-01, main language Python  
-<sub><sup>common-sense, machine-learning, scikit-learn</sup></sub>
+### [book](https://github.com/cosmicpython/book) by [cosmicpython](https://github.com/cosmicpython)  
+book: A Book about Pythonic Application Architecture Patterns for Managing Complexity.  Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.  
+[https://www.cosmicpython.com](https://www.cosmicpython.com)  
+[https://github.com/cosmicpython/book](https://github.com/cosmicpython/book)  
+13 stars per week over 212 weeks  
+2,873 stars, 490 forks, 94 watches  
+[study](categories/study.md) category, created 2019-02-05, last commit 2023-02-06, main language Python  
 
 
-### [bcrypt](https://github.com/pyca/bcrypt) by [pyca](https://github.com/pyca)  
-bcrypt: Modern(-ish) password hashing for your software and your servers  
-[https://github.com/pyca/bcrypt](https://github.com/pyca/bcrypt)  
-1.91 stars per week over 511 weeks  
-976 stars, 136 forks, 28 watches  
-[util](categories/util.md) category, created 2013-05-11, last commit 2023-02-27, main language Python  
-<sub><sup>python</sup></sub>
+### [DrQA](https://github.com/facebookresearch/drqa) by [facebookresearch](https://github.com/facebookresearch)  
+DrQA: Reading Wikipedia to Answer Open-Domain Questions  
+[https://github.com/facebookresearch/drqa](https://github.com/facebookresearch/drqa)  
+14 stars per week over 295 weeks  
+4,349 stars, 903 forks, 165 watches  
+[nlp](categories/nlp.md) category, created 2017-07-07, last commit 2021-05-18, main language Python  
 
 
-### [eo-learn](https://github.com/sentinel-hub/eo-learn) by [sentinel-hub](https://github.com/sentinel-hub)  
-eo-learn: Earth observation processing framework for machine learning in Python  
-[https://github.com/sentinel-hub/eo-learn](https://github.com/sentinel-hub/eo-learn)  
-3.93 stars per week over 248 weeks  
-974 stars, 282 forks, 48 watches  
-[gis](categories/gis.md) category, created 2018-05-31, last commit 2023-01-24, main language Python  
-<sub><sup>eo-data, eo-research, machine-learning, python-package</sup></sub>
+### [specialist](https://github.com/brandtbucher/specialist) by [brandtbucher](https://github.com/brandtbucher)  
+specialist: Visualize CPython 3.11's specializing, adaptive interpreter. :fire:  
+[https://github.com/brandtbucher/specialist](https://github.com/brandtbucher/specialist)  
+13 stars per week over 39 weeks  
+516 stars, 9 forks, 10 watches  
+[perf](categories/perf.md) category, created 2022-06-01, last commit 2023-03-01, main language Python  
 
 
-### [transformers-interpret](https://github.com/cdpierse/transformers-interpret) by [cdpierse](https://github.com/cdpierse)  
-transformers-interpret: Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.   
-[https://github.com/cdpierse/transformers-interpret](https://github.com/cdpierse/transformers-interpret)  
-6.74 stars per week over 144 weeks  
-973 stars, 86 forks, 17 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2020-05-27, last commit 2023-01-14, main language Jupyter Notebook  
-<sub><sup>captum, computer-vision, deep-learning, explainable-ai, interpretability, machine-learning, model-explainability, natural-language-processing, neural-network, nlp, transformers, transformers-model</sup></sub>
+### [FastAPI-Backend-Template](https://github.com/aeternalis-ingenium/fastapi-backend-template) by [aeternalis-ingenium](https://github.com/aeternalis-ingenium)  
+FastAPI-Backend-Template: A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.  
+[https://github.com/aeternalis-ingenium/fastapi-backend-template](https://github.com/aeternalis-ingenium/fastapi-backend-template)  
+22 stars per week over 12 weeks  
+289 stars, 49 forks, 10 watches  
+[web](categories/web.md) category, created 2022-12-05, last commit 2023-02-05, main language Python  
+<sub><sup>alembic, asynchronous, asyncpg, codecov, coverage, docker, docker-compose, fastapi, githubactions, jwt, postgresql, pre-commit, pytest, python, sqlalchemy</sup></sub>
+
+
+### [CoastSat](https://github.com/kvos/coastsat) by [kvos](https://github.com/kvos)  
+CoastSat: Global shoreline mapping tool from satellite imagery  
+[http://coastsat.wrl.unsw.edu.au/](http://coastsat.wrl.unsw.edu.au/)  
+[https://github.com/kvos/coastsat](https://github.com/kvos/coastsat)  
+2.18 stars per week over 231 weeks  
+505 stars, 206 forks, 23 watches  
+[gis](categories/gis.md) category, created 2018-09-28, last commit 2023-02-23, main language Jupyter Notebook  
+<sub><sup>coastal-engineering, earth-engine, google-earth-engine, remote-sensing, satellite-images, shoreline-detection</sup></sub>
 
 
-### [python-benedict](https://github.com/fabiocaccamo/python-benedict) by [fabiocaccamo](https://github.com/fabiocaccamo)  
-python-benedict: :blue_book: dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.  
-[https://github.com/fabiocaccamo/python-benedict](https://github.com/fabiocaccamo/python-benedict)  
-4.89 stars per week over 198 weeks  
-968 stars, 40 forks, 12 watches  
-[util](categories/util.md) category, created 2019-05-17, last commit 2023-03-02, main language Python  
-<sub><sup>base64, csv, decode, dict, dictionary, encode, filter, flatten, json, keypath, pickle, plist, python, query-string, subset, toml, traverse, xls, xml, yaml</sup></sub>
+### [mujoco-py](https://github.com/openai/mujoco-py) by [openai](https://github.com/openai)  
+mujoco-py: MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.  
+[https://github.com/openai/mujoco-py](https://github.com/openai/mujoco-py)  
+6.69 stars per week over 358 weeks  
+2,395 stars, 741 forks, 167 watches  
+[sim](categories/sim.md) category, created 2016-04-24, last commit 2022-11-17, main language Cython  
 
 
-### [pycoingecko](https://github.com/man-c/pycoingecko) by [man-c](https://github.com/man-c)  
-pycoingecko: Python wrapper for the CoinGecko API  
-[https://github.com/man-c/pycoingecko](https://github.com/man-c/pycoingecko)  
-4.09 stars per week over 236 weeks  
-966 stars, 259 forks, 33 watches  
-[crypto](categories/crypto.md) category, created 2018-08-24, last commit 2022-10-26, main language Python  
-<sub><sup>api, api-wrapper, coingecko, crypto, cryptocurrency, nft, nfts, python, python3, wrapper</sup></sub>
+### [zenodo](https://github.com/zenodo/zenodo)  
+zenodo: Research. Shared.  
+[https://zenodo.org](https://zenodo.org)  
+[https://github.com/zenodo/zenodo](https://github.com/zenodo/zenodo)  
+1.46 stars per week over 524 weeks  
+765 stars, 228 forks, 40 watches  
+[util](categories/util.md) category, created 2013-02-11, last commit 2023-03-02, main language Python  
+<sub><sup>digital-library, elasticsearch, flask, invenio, inveniosoftware, library-management, open-access, open-science, postgresql, python, research-data-management, research-data-repository, scientific-publications, zenodo</sup></sub>
 
 
-### [vizier](https://github.com/google/vizier) by [google](https://github.com/google)  
-vizier: Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.  
-[https://oss-vizier.readthedocs.io](https://oss-vizier.readthedocs.io)  
-[https://github.com/google/vizier](https://github.com/google/vizier)  
-17 stars per week over 54 weeks  
-965 stars, 44 forks, 19 watches  
-[ml](categories/ml.md) category, created 2022-02-16, last commit 2023-03-01, main language Python  
-<sub><sup>algorithm, bayesian-optimization, blackbox-optimization, deep-learning, distributed-computing, distributed-systems, evolutionary-algorithms, google, grpc, hyperparameter-optimization, hyperparameter-tuning, machine-learning, open-source, optimization, tuning, tuning-parameters, vizier</sup></sub>
+### [hvplot](https://github.com/holoviz/hvplot) by [holoviz](https://github.com/holoviz)  
+hvplot: A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews  
+[https://hvplot.holoviz.org](https://hvplot.holoviz.org)  
+[https://github.com/holoviz/hvplot](https://github.com/holoviz/hvplot)  
+2.79 stars per week over 258 weeks  
+721 stars, 83 forks, 23 watches  
+[pandas](categories/pandas.md) category, created 2018-03-19, last commit 2023-02-10, main language Python  
+<sub><sup>datashader, holoviews, holoviz, plotting</sup></sub>
 
 
-### [asyncer](https://github.com/tiangolo/asyncer) by [tiangolo](https://github.com/tiangolo)  
-Asyncer, async and await, focused on developer experience.  
-[https://asyncer.tiangolo.com/](https://asyncer.tiangolo.com/)  
-[https://github.com/tiangolo/asyncer](https://github.com/tiangolo/asyncer)  
-15 stars per week over 60 weeks  
-963 stars, 38 forks, 15 watches  
-[perf](categories/perf.md) category, created 2022-01-04, last commit 2023-02-21, main language Python  
-<sub><sup>anyio, async, asyncio, python, trio</sup></sub>
+### [dask-ml](https://github.com/dask/dask-ml) by [dask](https://github.com/dask)  
+dask-ml: Scalable Machine Learning with Dask  
+[http://ml.dask.org](http://ml.dask.org)  
+[https://github.com/dask/dask-ml](https://github.com/dask/dask-ml)  
+2.8 stars per week over 298 weeks  
+836 stars, 237 forks, 41 watches  
+[ml](categories/ml.md) category, created 2017-06-15, last commit 2023-02-10, main language Python  
+<sub><sup>hacktoberfest</sup></sub>
 
 
-### [cramming](https://github.com/jonasgeiping/cramming) by [jonasgeiping](https://github.com/jonasgeiping)  
-Cramming the training of a (BERT-type) language model into limited compute.  
-[https://github.com/jonasgeiping/cramming](https://github.com/jonasgeiping/cramming)  
-104 stars per week over 9 weeks  
-953 stars, 61 forks, 20 watches  
-[nlp](categories/nlp.md) category, created 2022-12-29, last commit 2023-02-19, main language Python  
-<sub><sup>english-language, language-model, machine-learning</sup></sub>
+### [python-diskcache](https://github.com/grantjenks/python-diskcache) by [grantjenks](https://github.com/grantjenks)  
+python-diskcache: Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.  
+[http://www.grantjenks.com/docs/diskcache/](http://www.grantjenks.com/docs/diskcache/)  
+[https://github.com/grantjenks/python-diskcache](https://github.com/grantjenks/python-diskcache)  
+4.63 stars per week over 369 weeks  
+1,710 stars, 107 forks, 19 watches  
+[util](categories/util.md) category, created 2016-02-03, last commit 2022-02-20, main language Python  
+<sub><sup>cache, filesystem, key-value-store, persistence, python</sup></sub>
 
 
-### [finetuner](https://github.com/jina-ai/finetuner) by [jina-ai](https://github.com/jina-ai)  
-finetuner: :dart: Task-oriented finetuning for better embeddings on neural search  
-[https://finetuner.jina.ai](https://finetuner.jina.ai)  
-[https://github.com/jina-ai/finetuner](https://github.com/jina-ai/finetuner)  
-11 stars per week over 81 weeks  
-951 stars, 48 forks, 24 watches  
-[ml](categories/ml.md) category, created 2021-08-11, last commit 2023-03-02, main language Python  
-<sub><sup>few-shot-learning, fine-tuning, finetuning, jina, metric-learning, negative-sampling, neural-search, pretrained-models, siamese-network, similarity-learning, transfer-learning, triplet-loss</sup></sub>
+### [shiv](https://github.com/linkedin/shiv) by [linkedin](https://github.com/linkedin)  
+shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.  
+[https://github.com/linkedin/shiv](https://github.com/linkedin/shiv)  
+5.99 stars per week over 259 weeks  
+1,556 stars, 85 forks, 26 watches  
+[util](categories/util.md) category, created 2018-03-13, last commit 2022-11-04, main language Python  
 
 
-### [dash-bootstrap-components](https://github.com/facultyai/dash-bootstrap-components) by [facultyai](https://github.com/facultyai)  
-dash-bootstrap-components: Bootstrap components for Plotly Dash  
-[https://dash-bootstrap-components.opensource.faculty.ai/](https://dash-bootstrap-components.opensource.faculty.ai/)  
-[https://github.com/facultyai/dash-bootstrap-components](https://github.com/facultyai/dash-bootstrap-components)  
-4.09 stars per week over 232 weeks  
-950 stars, 202 forks, 21 watches  
-[viz](categories/viz.md) category, created 2018-09-21, last commit 2023-02-28, main language JavaScript  
-<sub><sup>bootstrap, dashboards, julia, plotly-dash, python, r</sup></sub>
+### [pysal](https://github.com/pysal/pysal)  
+PySAL: Python Spatial Analysis Library Meta-Package  
+[http://pysal.org/pysal](http://pysal.org/pysal)  
+[https://github.com/pysal/pysal](https://github.com/pysal/pysal)  
+2.13 stars per week over 523 weeks  
+1,117 stars, 292 forks, 81 watches  
+[gis](categories/gis.md) category, created 2013-02-19, last commit 2023-01-28, main language Jupyter Notebook  
 
 
-### [ai-economist](https://github.com/salesforce/ai-economist) by [salesforce](https://github.com/salesforce)  
-ai-economist: Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).  
-[https://www.einstein.ai/the-ai-economist](https://www.einstein.ai/the-ai-economist)  
-[https://github.com/salesforce/ai-economist](https://github.com/salesforce/ai-economist)  
-6.82 stars per week over 139 weeks  
-949 stars, 194 forks, 46 watches  
-[sim](categories/sim.md) category, created 2020-07-02, last commit 2022-05-09, main language Python  
-<sub><sup>ai, deep-reinforcement-learning, economics, ml, multi-agent, multi-agent-reinforcement-learning, python-3, reinforcement-learning-environments, simulation-framework</sup></sub>
+### [snoop](https://github.com/alexmojaki/snoop) by [alexmojaki](https://github.com/alexmojaki)  
+snoop: A powerful set of Python debugging tools, based on PySnooper  
+[https://github.com/alexmojaki/snoop](https://github.com/alexmojaki/snoop)  
+4.53 stars per week over 198 weeks  
+901 stars, 31 forks, 17 watches  
+[debug](categories/debug.md) category, created 2019-05-13, last commit 2022-12-22, main language Python  
+<sub><sup>debugger, debugging, debugging-tools, logging, python</sup></sub>
 
 
-### [pynacl](https://github.com/pyca/pynacl) by [pyca](https://github.com/pyca)  
-pynacl: Python binding to the Networking and Cryptography (NaCl) library  
-[https://pynacl.readthedocs.io/](https://pynacl.readthedocs.io/)  
-[https://github.com/pyca/pynacl](https://github.com/pyca/pynacl)  
-1.81 stars per week over 523 weeks  
-945 stars, 220 forks, 27 watches  
-[util](categories/util.md) category, created 2013-02-22, last commit 2023-01-19, main language C  
-<sub><sup>cryptography, libsodium, nacl, python</sup></sub>
+### [glide-text2im](https://github.com/openai/glide-text2im) by [openai](https://github.com/openai)  
+glide-text2im: GLIDE: a diffusion-based text-conditional image synthesis model  
+[https://github.com/openai/glide-text2im](https://github.com/openai/glide-text2im)  
+47 stars per week over 64 weeks  
+3,041 stars, 434 forks, 124 watches  
+[diffusion](categories/diffusion.md) category, created 2021-12-10, last commit 2022-03-21, main language Python  
 
 
-### [optimum](https://github.com/huggingface/optimum) by [huggingface](https://github.com/huggingface)  
-optimum: 🏎️ Accelerate training and inference of 🤗 Transformers with easy to use hardware optimization tools  
-[https://huggingface.co/docs/optimum/](https://huggingface.co/docs/optimum/)  
-[https://github.com/huggingface/optimum](https://github.com/huggingface/optimum)  
-11 stars per week over 84 weeks  
-945 stars, 141 forks, 41 watches  
-[ml](categories/ml.md) category, created 2021-07-20, last commit 2023-03-02, main language Python  
-<sub><sup>graphcore, habana, inference, intel, onnx, onnxruntime, optimization, pytorch, quantization, training, transformers</sup></sub>
+### [data-validation](https://github.com/tensorflow/data-validation) by [tensorflow](https://github.com/tensorflow)  
+data-validation: Library for exploring and validating machine learning data  
+[https://github.com/tensorflow/data-validation](https://github.com/tensorflow/data-validation)  
+2.87 stars per week over 243 weeks  
+699 stars, 150 forks, 49 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-07-02, last commit 2023-03-02, main language Python  
 
 
-### [pdoc](https://github.com/pdoc3/pdoc) by [pdoc3](https://github.com/pdoc3)  
-pdoc:  :snake: :arrow_right: :scroll:  Auto-generate API documentation for Python projects  
-[https://pdoc3.github.io/pdoc/](https://pdoc3.github.io/pdoc/)  
-[https://github.com/pdoc3/pdoc](https://github.com/pdoc3/pdoc)  
-4.34 stars per week over 217 weeks  
-942 stars, 137 forks, 8 watches  
-[util](categories/util.md) category, created 2019-01-02, last commit 2022-12-21, main language Python  
-<sub><sup>api-documentation, docs, docs-generator, docstring, docstring-documentation, docstrings, documentation, documentation-dumper, documentation-generator, documentation-tool, generator, hacktoberfest, pdoc, python, python3</sup></sub>
+### [cuda-python](https://github.com/nvidia/cuda-python) by [nvidia](https://github.com/nvidia)  
+cuda-python: CUDA Python Low-level Bindings  
+[https://nvidia.github.io/cuda-python/](https://nvidia.github.io/cuda-python/)  
+[https://github.com/nvidia/cuda-python](https://github.com/nvidia/cuda-python)  
+6.24 stars per week over 87 weeks  
+548 stars, 43 forks, 22 watches  
+[ml](categories/ml.md) category, created 2021-06-28, last commit 2023-02-28, main language Python  
 
 
-### [movingpandas](https://github.com/anitagraser/movingpandas) by [anitagraser](https://github.com/anitagraser)  
-movingpandas: Implementation of Trajectory classes and functions built on top of GeoPandas  
-[http://movingpandas.org](http://movingpandas.org)  
-[https://github.com/anitagraser/movingpandas](https://github.com/anitagraser/movingpandas)  
-4.25 stars per week over 219 weeks  
-933 stars, 170 forks, 37 watches  
-[gis](categories/gis.md) category, created 2018-12-16, last commit 2023-02-16, main language Python  
-<sub><sup>geopandas, movement-data, python, spatial-data-analysis, trajectory, trajectory-analysis</sup></sub>
+### [loky](https://github.com/joblib/loky) by [joblib](https://github.com/joblib)  
+loky: Robust and reusable Executor for joblib  
+[http://loky.readthedocs.io/en/stable/](http://loky.readthedocs.io/en/stable/)  
+[https://github.com/joblib/loky](https://github.com/joblib/loky)  
+1.19 stars per week over 375 weeks  
+445 stars, 43 forks, 10 watches  
+[perf](categories/perf.md) category, created 2015-12-25, last commit 2023-03-02, main language Python  
+<sub><sup>multiprocessing-library, python</sup></sub>
 
 
-### [similarity](https://github.com/tensorflow/similarity) by [tensorflow](https://github.com/tensorflow)  
-similarity: TensorFlow Similarity is a python package focused on making similarity learning quick and easy.  
-[https://github.com/tensorflow/similarity](https://github.com/tensorflow/similarity)  
-6.54 stars per week over 141 weeks  
-926 stars, 91 forks, 31 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-06-15, last commit 2023-01-16, main language Python  
-<sub><sup>barlow-twins, clustering, contrastive-learning, cosine-similarity, deep-learning, knn, machine-learning, metric-learning, nearest-neighbor-search, nearest-neighbors, python, simclr, simclr2, similarity-learning, similarity-search, simsiam, tensorflow, unsupervised-learning</sup></sub>
+### [earthengine-api](https://github.com/google/earthengine-api) by [google](https://github.com/google)  
+earthengine-api: Python and JavaScript bindings for calling the Earth Engine API.  
+[https://github.com/google/earthengine-api](https://github.com/google/earthengine-api)  
+5.22 stars per week over 410 weeks  
+2,143 stars, 918 forks, 207 watches  
+[gis](categories/gis.md) category, created 2015-04-22, last commit 2023-03-01, main language JavaScript  
 
 
-### [python-package-template](https://github.com/tezromach/python-package-template) by [tezromach](https://github.com/tezromach)  
-python-package-template: 🚀 Your next Python package needs a bleeding-edge project structure.  
-[https://github.com/tezromach/python-package-template](https://github.com/tezromach/python-package-template)  
-6.15 stars per week over 150 weeks  
-924 stars, 92 forks, 6 watches  
-[template](categories/template.md) category, created 2020-04-15, last commit 2022-05-18, main language Python  
-<sub><sup>best-practices, codestyle, cookiecutter, formatters, makefile, poetry, python, python-packages, semantic-versions, template</sup></sub>
+### [spacy-streamlit](https://github.com/explosion/spacy-streamlit) by [explosion](https://github.com/explosion)  
+spacy-streamlit: 👑 spaCy building blocks and visualizers for Streamlit apps  
+[https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py](https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py)  
+[https://github.com/explosion/spacy-streamlit](https://github.com/explosion/spacy-streamlit)  
+4.51 stars per week over 140 weeks  
+635 stars, 103 forks, 17 watches  
+[nlp](categories/nlp.md) category, created 2020-06-23, last commit 2023-02-27, main language Python  
+<sub><sup>dependency-parsing, machine-learning, named-entity-recognition, natural-language-processing, ner, nlp, part-of-speech-tagging, spacy, streamlit, text-classification, tokenization, visualizer, visualizers, word-vectors</sup></sub>
 
 
-### [textstat](https://github.com/shivam5992/textstat) by [shivam5992](https://github.com/shivam5992)  
-textstat: :memo: python package to calculate readability statistics of a text object - paragraphs, sentences, articles.  
-[https://textstat.org](https://textstat.org)  
-[https://github.com/shivam5992/textstat](https://github.com/shivam5992/textstat)  
-2.03 stars per week over 454 weeks  
-923 stars, 148 forks, 17 watches  
-[nlp](categories/nlp.md) category, created 2014-06-18, last commit 2022-07-08, main language Python  
-<sub><sup>flesch-kincaid-grade, flesch-reading-ease, python, readability, smog, textstat</sup></sub>
+### [algo-trader](https://github.com/idanya/algo-trader) by [idanya](https://github.com/idanya)  
+algo-trader: Trading bot with support for realtime trading, backtesting, custom strategies and much more.  
+[https://github.com/idanya/algo-trader](https://github.com/idanya/algo-trader)  
+8.28 stars per week over 76 weeks  
+635 stars, 67 forks, 22 watches  
+[finance](categories/finance.md) category, created 2021-09-14, last commit 2023-03-02, main language Python  
+<sub><sup>algorithmic-trading, backtesting, crypto-bot, python, technical-analysis, trading-bot, trading-strategies</sup></sub>
 
 
-### [lovely-tensors](https://github.com/xl0/lovely-tensors) by [xl0](https://github.com/xl0)  
-lovely-tensors: Tensors, ready for human consumption  
-[https://xl0.github.io/lovely-tensors](https://xl0.github.io/lovely-tensors)  
-[https://github.com/xl0/lovely-tensors](https://github.com/xl0/lovely-tensors)  
-43 stars per week over 21 weeks  
-923 stars, 14 forks, 8 watches  
-[util](categories/util.md) category, created 2022-10-07, last commit 2023-01-27, main language Jupyter Notebook  
-<sub><sup>deep-learning, library, pytorch, statistics, visualization</sup></sub>
+### [micrograd](https://github.com/karpathy/micrograd) by [karpathy](https://github.com/karpathy)  
+micrograd: A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API  
+[https://github.com/karpathy/micrograd](https://github.com/karpathy/micrograd)  
+27 stars per week over 150 weeks  
+4,218 stars, 460 forks, 93 watches  
+[study](categories/study.md) category, created 2020-04-13, last commit 2020-04-18, main language Jupyter Notebook  
 
 
-### [data](https://github.com/pytorch/data) by [pytorch](https://github.com/pytorch)  
-data: A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.  
-[https://github.com/pytorch/data](https://github.com/pytorch/data)  
-9.76 stars per week over 94 weeks  
-920 stars, 114 forks, 26 watches  
-[data](categories/data.md) category, created 2021-05-12, last commit 2023-02-28, main language Python  
+### [pmdarima](https://github.com/alkaline-ml/pmdarima) by [alkaline-ml](https://github.com/alkaline-ml)  
+pmdarima: A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.  
+[https://www.alkaline-ml.com/pmdarima](https://www.alkaline-ml.com/pmdarima)  
+[https://github.com/alkaline-ml/pmdarima](https://github.com/alkaline-ml/pmdarima)  
+4.29 stars per week over 309 weeks  
+1,327 stars, 220 forks, 36 watches  
+[time-series](categories/time-series.md) category, created 2017-03-30, last commit 2022-12-20, main language Python  
+<sub><sup>arima, econometrics, forecasting, forecasting-models, machine-learning, pmdarima, python, sarimax, time-series</sup></sub>
 
 
-### [tavern](https://github.com/taverntesting/tavern) by [taverntesting](https://github.com/taverntesting)  
-tavern: A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax  
-[https://taverntesting.github.io/](https://taverntesting.github.io/)  
-[https://github.com/taverntesting/tavern](https://github.com/taverntesting/tavern)  
-3.28 stars per week over 278 weeks  
-913 stars, 182 forks, 28 watches  
-[testing](categories/testing.md) category, created 2017-11-01, last commit 2023-02-16, main language Python  
-<sub><sup>http, mqtt, pytest, python, test-automation, testing</sup></sub>
+### [neuralcoref](https://github.com/huggingface/neuralcoref) by [huggingface](https://github.com/huggingface)  
+neuralcoref: ✨Fast Coreference Resolution in spaCy with Neural Networks  
+[https://huggingface.co/coref/](https://huggingface.co/coref/)  
+[https://github.com/huggingface/neuralcoref](https://github.com/huggingface/neuralcoref)  
+8.97 stars per week over 295 weeks  
+2,653 stars, 460 forks, 97 watches  
+[nlp](categories/nlp.md) category, created 2017-07-03, last commit 2021-06-22, main language C  
+<sub><sup>coreference, coreference-resolution, machine-learning, neural-networks, nlp, python, pytorch, spacy, spacy-extension, spacy-pipeline</sup></sub>
 
 
-### [cytoolz](https://github.com/pytoolz/cytoolz) by [pytoolz](https://github.com/pytoolz)  
-cytoolz: Cython implementation of Toolz: High performance functional utilities  
-[https://github.com/pytoolz/cytoolz](https://github.com/pytoolz/cytoolz)  
-1.95 stars per week over 465 weeks  
-907 stars, 66 forks, 23 watches  
-[util](categories/util.md) category, created 2014-04-04, last commit 2022-12-19, main language Python  
+### [textdistance](https://github.com/life4/textdistance) by [life4](https://github.com/life4)  
+textdistance: Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.  
+[https://github.com/life4/textdistance](https://github.com/life4/textdistance)  
+10 stars per week over 304 weeks  
+3,064 stars, 241 forks, 61 watches  
+[nlp](categories/nlp.md) category, created 2017-05-05, last commit 2022-09-18, main language Python  
+<sub><sup>algorithm, algorithms, damerau-levenshtein, damerau-levenshtein-distance, diff, distance, distance-calculation, hamming-distance, jellyfish, levenshtein, levenshtein-distance, python, textdistance</sup></sub>
 
 
-### [scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex) by [intel](https://github.com/intel)  
-scikit-learn-intelex: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application  
-[https://intel.github.io/scikit-learn-intelex/](https://intel.github.io/scikit-learn-intelex/)  
-[https://github.com/intel/scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex)  
-3.78 stars per week over 238 weeks  
-902 stars, 147 forks, 28 watches  
-[perf](categories/perf.md) category, created 2018-08-07, last commit 2023-03-01, main language Python  
-<sub><sup>ai-inference, ai-machine-learning, ai-training, analytics, big-data, data-analysis, gpu, intel, machine-learning, machine-learning-algorithms, oneapi, python, scikit-learn, swrepo</sup></sub>
+### [basemap](https://github.com/matplotlib/basemap) by [matplotlib](https://github.com/matplotlib)  
+basemap: Plot on map projections (with coastlines and political boundaries) using matplotlib  
+[https://github.com/matplotlib/basemap](https://github.com/matplotlib/basemap)  
+1.13 stars per week over 628 weeks  
+712 stars, 395 forks, 60 watches  
+[gis](categories/gis.md) category, created 2011-02-19, last commit 2022-11-29, main language Python  
+<sub><sup>gis, maps, plots</sup></sub>
 
 
-### [faster-cpython](https://github.com/markshannon/faster-cpython) by [markshannon](https://github.com/markshannon)  
-faster-cpython: How to make CPython faster.  
-[https://github.com/markshannon/faster-cpython](https://github.com/markshannon/faster-cpython)  
-7.29 stars per week over 123 weeks  
-901 stars, 21 forks, 84 watches  
-[perf](categories/perf.md) category, created 2020-10-19, last commit 2020-10-28, main language None  
+### [Mephisto](https://github.com/facebookresearch/mephisto) by [facebookresearch](https://github.com/facebookresearch)  
+Mephisto: A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use.   
+[https://mephisto.ai/](https://mephisto.ai/)  
+[https://github.com/facebookresearch/mephisto](https://github.com/facebookresearch/mephisto)  
+1.42 stars per week over 184 weeks  
+263 stars, 59 forks, 15 watches  
+[data](categories/data.md) category, created 2019-08-19, last commit 2023-02-18, main language JavaScript  
 
 
-### [snoop](https://github.com/alexmojaki/snoop) by [alexmojaki](https://github.com/alexmojaki)  
-snoop: A powerful set of Python debugging tools, based on PySnooper  
-[https://github.com/alexmojaki/snoop](https://github.com/alexmojaki/snoop)  
-4.53 stars per week over 198 weeks  
-900 stars, 31 forks, 17 watches  
-[debug](categories/debug.md) category, created 2019-05-13, last commit 2022-12-22, main language Python  
-<sub><sup>debugger, debugging, debugging-tools, logging, python</sup></sub>
+### [pyfolio](https://github.com/quantopian/pyfolio) by [quantopian](https://github.com/quantopian)  
+pyfolio: Portfolio and risk analytics in Python  
+[https://quantopian.github.io/pyfolio](https://quantopian.github.io/pyfolio)  
+[https://github.com/quantopian/pyfolio](https://github.com/quantopian/pyfolio)  
+11 stars per week over 404 weeks  
+4,845 stars, 1,553 forks, 306 watches  
+[finance](categories/finance.md) category, created 2015-06-01, last commit 2020-07-15, main language Jupyter Notebook  
 
 
-### [satpy](https://github.com/pytroll/satpy) by [pytroll](https://github.com/pytroll)  
-satpy: Python package for earth-observing satellite data processing  
-[http://satpy.readthedocs.org/en/latest/](http://satpy.readthedocs.org/en/latest/)  
-[https://github.com/pytroll/satpy](https://github.com/pytroll/satpy)  
-2.43 stars per week over 368 weeks  
-896 stars, 261 forks, 31 watches  
-[gis](categories/gis.md) category, created 2016-02-09, last commit 2023-02-21, main language Python  
-<sub><sup>closember, dask, hacktoberfest, python, satellite, weather, xarray</sup></sub>
+### [fast-api-admin-template](https://github.com/janetech-inc/fast-api-admin-template) by [janetech-inc](https://github.com/janetech-inc)  
+fast-api-admin-template:  A test driven micro-service template to build and deploy a fast-api service with admin feature.  
+[https://github.com/janetech-inc/fast-api-admin-template](https://github.com/janetech-inc/fast-api-admin-template)  
+37 stars per week over 2 weeks  
+96 stars, 10 forks, 3 watches  
+[template](categories/template.md) category, created 2023-02-15, last commit 2023-03-01, main language JavaScript  
 
 
-### [blessed](https://github.com/jquast/blessed) by [jquast](https://github.com/jquast)  
-Blessed is an easy, practical library for making python terminal apps  
-[http://pypi.python.org/pypi/blessed](http://pypi.python.org/pypi/blessed)  
-[https://github.com/jquast/blessed](https://github.com/jquast/blessed)  
-1.9 stars per week over 469 weeks  
-893 stars, 68 forks, 23 watches  
-[term](categories/term.md) category, created 2014-03-01, last commit 2023-02-04, main language Python  
-<sub><sup>cli, curses, terminal</sup></sub>
+### [pdoc](https://github.com/pdoc3/pdoc) by [pdoc3](https://github.com/pdoc3)  
+pdoc:  :snake: :arrow_right: :scroll:  Auto-generate API documentation for Python projects  
+[https://pdoc3.github.io/pdoc/](https://pdoc3.github.io/pdoc/)  
+[https://github.com/pdoc3/pdoc](https://github.com/pdoc3/pdoc)  
+4.33 stars per week over 217 weeks  
+942 stars, 136 forks, 8 watches  
+[util](categories/util.md) category, created 2019-01-02, last commit 2022-12-21, main language Python  
+<sub><sup>api-documentation, docs, docs-generator, docstring, docstring-documentation, docstrings, documentation, documentation-dumper, documentation-generator, documentation-tool, generator, hacktoberfest, pdoc, python, python3</sup></sub>
 
 
-### [hamilton](https://github.com/stitchfix/hamilton) by [stitchfix](https://github.com/stitchfix)  
-hamilton: A scalable general purpose micro-framework for defining dataflows. THIS REPOSITORY HAS BEEN MOVED TO www.github.com/dagworks-inc/hamilton  
-[https://www.github.com/dagworks-inc/hamilton](https://www.github.com/dagworks-inc/hamilton)  
-[https://github.com/stitchfix/hamilton](https://github.com/stitchfix/hamilton)  
-6.16 stars per week over 144 weeks  
-890 stars, 44 forks, 18 watches  
-[pandas](categories/pandas.md) category, created 2020-05-26, last commit 2023-02-26, main language Python  
-<sub><sup>dag, data-engineering, data-platform, data-science, dataframe, etl, etl-framework, etl-pipeline, feature-engineering, featurization, hamilton, hamiltonian, machine-learning, numpy, pandas, python, software-engineering, stitch-fix</sup></sub>
+### [tiny-diffusion](https://github.com/tanelp/tiny-diffusion) by [tanelp](https://github.com/tanelp)  
+tiny-diffusion: A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.  
+[https://github.com/tanelp/tiny-diffusion](https://github.com/tanelp/tiny-diffusion)  
+49 stars per week over 7 weeks  
+357 stars, 25 forks, 7 watches  
+[ml](categories/ml.md) category, created 2023-01-13, last commit 2023-02-19, main language Jupyter Notebook  
 
 
-### [bamboolib](https://github.com/tkrabel/bamboolib) by [tkrabel](https://github.com/tkrabel)  
-bamboolib - a GUI for pandas DataFrames  
-[https://bamboolib.com](https://bamboolib.com)  
-[https://github.com/tkrabel/bamboolib](https://github.com/tkrabel/bamboolib)  
-4.5 stars per week over 196 weeks  
-884 stars, 95 forks, 31 watches  
-[pandas](categories/pandas.md) category, created 2019-05-29, last commit 2022-09-27, main language Jupyter Notebook  
-<sub><sup>jupyter-notebook, jupyterlab, pandas, pandas-dataframes, python</sup></sub>
+### [pymde](https://github.com/cvxgrp/pymde) by [cvxgrp](https://github.com/cvxgrp)  
+pymde: Minimum-distortion embedding with PyTorch  
+[https://pymde.org](https://pymde.org)  
+[https://github.com/cvxgrp/pymde](https://github.com/cvxgrp/pymde)  
+3.94 stars per week over 118 weeks  
+465 stars, 26 forks, 9 watches  
+[ml](categories/ml.md) category, created 2020-11-29, last commit 2022-11-20, main language Python  
+<sub><sup>cuda, dimensionality-reduction, embedding, feature-vectors, gpu, graph-embedding, machine-learning, pytorch, visualization</sup></sub>
 
 
-### [scholarly](https://github.com/scholarly-python-package/scholarly) by [scholarly-python-package](https://github.com/scholarly-python-package)  
-scholarly: Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!  
-[https://scholarly.readthedocs.io/](https://scholarly.readthedocs.io/)  
-[https://github.com/scholarly-python-package/scholarly](https://github.com/scholarly-python-package/scholarly)  
-2.05 stars per week over 430 weeks  
-881 stars, 254 forks, 25 watches  
-[data](categories/data.md) category, created 2014-12-02, last commit 2023-01-16, main language Python  
-<sub><sup>citation-analysis, citation-index, citation-network, citations, googlescholar, publication-data, python, python-3, python3, scholar, scholarly-articles, scholarly-communications</sup></sub>
+### [dgl-ke](https://github.com/awslabs/dgl-ke) by [awslabs](https://github.com/awslabs)  
+dgl-ke: High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.  
+[https://dglke.dgl.ai/doc/](https://dglke.dgl.ai/doc/)  
+[https://github.com/awslabs/dgl-ke](https://github.com/awslabs/dgl-ke)  
+6.88 stars per week over 156 weeks  
+1,078 stars, 183 forks, 23 watches  
+[ml](categories/ml.md) category, created 2020-03-03, last commit 2022-11-18, main language Python  
+<sub><sup>dgl, graph-learning, knowledge-graph, knowledge-graphs-embeddings, machine-learning</sup></sub>
 
 
-### [deeplab2](https://github.com/google-research/deeplab2) by [google-research](https://github.com/google-research)  
-DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.  
-[https://github.com/google-research/deeplab2](https://github.com/google-research/deeplab2)  
-9.27 stars per week over 94 weeks  
-874 stars, 146 forks, 22 watches  
-[ml](categories/ml.md) category, created 2021-05-12, last commit 2023-01-17, main language Python  
+### [py-evm](https://github.com/ethereum/py-evm) by [ethereum](https://github.com/ethereum)  
+py-evm: A Python implementation of the Ethereum Virtual Machine  
+[https://py-evm.readthedocs.io/en/latest/](https://py-evm.readthedocs.io/en/latest/)  
+[https://github.com/ethereum/py-evm](https://github.com/ethereum/py-evm)  
+5.99 stars per week over 322 weeks  
+1,933 stars, 578 forks, 97 watches  
+[crypto](categories/crypto.md) category, created 2016-12-27, last commit 2022-12-16, main language Python  
+<sub><sup>ethereum, ethereum-virtual-machine, evm, python</sup></sub>
 
 
-### [intake](https://github.com/intake/intake)  
-Intake is a lightweight package for finding, investigating, loading and disseminating data.  
-[https://intake.readthedocs.io/](https://intake.readthedocs.io/)  
-[https://github.com/intake/intake](https://github.com/intake/intake)  
-3.01 stars per week over 289 weeks  
-873 stars, 125 forks, 43 watches  
-[data](categories/data.md) category, created 2017-08-14, last commit 2023-03-01, main language Python  
-<sub><sup>data-access, data-catalog, python</sup></sub>
+### [DeepForest](https://github.com/weecology/deepforest) by [weecology](https://github.com/weecology)  
+DeepForest: Python Package for Tree Crown Detection in Airborne RGB imagery  
+[https://deepforest.readthedocs.io/](https://deepforest.readthedocs.io/)  
+[https://github.com/weecology/deepforest](https://github.com/weecology/deepforest)  
+1.31 stars per week over 260 weeks  
+341 stars, 132 forks, 15 watches  
+[gis](categories/gis.md) category, created 2018-03-07, last commit 2023-02-22, main language JavaScript  
 
 
-### [skweak](https://github.com/norskregnesentral/skweak) by [norskregnesentral](https://github.com/norskregnesentral)  
-skweak: A software toolkit for weak supervision applied to NLP tasks  
-[https://github.com/norskregnesentral/skweak](https://github.com/norskregnesentral/skweak)  
-8.44 stars per week over 102 weeks  
-864 stars, 70 forks, 27 watches  
-[nlp](categories/nlp.md) category, created 2021-03-16, last commit 2022-11-08, main language Python  
-<sub><sup>data-science, distant-supervision, natural-language-processing, nlp-library, nlp-machine-learning, python, spacy, training-data, weak-supervision</sup></sub>
+### [bcrypt](https://github.com/pyca/bcrypt) by [pyca](https://github.com/pyca)  
+bcrypt: Modern(-ish) password hashing for your software and your servers  
+[https://github.com/pyca/bcrypt](https://github.com/pyca/bcrypt)  
+1.91 stars per week over 512 weeks  
+978 stars, 136 forks, 28 watches  
+[util](categories/util.md) category, created 2013-05-11, last commit 2023-02-27, main language Python  
+<sub><sup>python</sup></sub>
 
 
-### [pyproj](https://github.com/pyproj4/pyproj) by [pyproj4](https://github.com/pyproj4)  
-pyproj: Python interface to PROJ (cartographic projections and coordinate transformations library)  
-[https://pyproj4.github.io/pyproj](https://pyproj4.github.io/pyproj)  
-[https://github.com/pyproj4/pyproj](https://github.com/pyproj4/pyproj)  
-2.01 stars per week over 426 weeks  
-858 stars, 190 forks, 30 watches  
-[gis](categories/gis.md) category, created 2014-12-29, last commit 2023-02-25, main language Python  
-<sub><sup>cartographic-projection, coordinate-systems, coordinate-transformation, geodesic, geospatial, hacktoberfest, python</sup></sub>
+### [python-package-template](https://github.com/tezromach/python-package-template) by [tezromach](https://github.com/tezromach)  
+python-package-template: 🚀 Your next Python package needs a bleeding-edge project structure.  
+[https://github.com/tezromach/python-package-template](https://github.com/tezromach/python-package-template)  
+6.16 stars per week over 150 weeks  
+927 stars, 92 forks, 6 watches  
+[template](categories/template.md) category, created 2020-04-15, last commit 2022-05-18, main language Python  
+<sub><sup>best-practices, codestyle, cookiecutter, formatters, makefile, poetry, python, python-packages, semantic-versions, template</sup></sub>
 
 
-### [pyscf](https://github.com/pyscf/pyscf)  
-pyscf: Python module for quantum chemistry  
-[https://github.com/pyscf/pyscf](https://github.com/pyscf/pyscf)  
-1.85 stars per week over 461 weeks  
-853 stars, 458 forks, 76 watches  
-[sim](categories/sim.md) category, created 2014-05-02, last commit 2023-03-03, main language Python  
+### [GeoTorchAI](https://github.com/datasystemslab/geotorch) by [datasystemslab](https://github.com/datasystemslab)  
+GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036)  
+[https://kanchanchy.github.io/geotorchai/](https://kanchanchy.github.io/geotorchai/)  
+[https://github.com/datasystemslab/geotorch](https://github.com/datasystemslab/geotorch)  
+7.56 stars per week over 40 weeks  
+309 stars, 21 forks, 9 watches  
+[gis](categories/gis.md) category, created 2022-05-23, last commit 2023-02-05, main language Python  
+<sub><sup>classification-model, convlstm-pytorch, deep-learning, deep-neural-networks, deepsat, prediction-model, raster-data, satellite-classification, satellite-images, segmentation-models, sequence-models, spatial-data-analysis, spatio-temporal-analysis, spatio-temporal-models, spatio-temporal-prediction, st-resnet</sup></sub>
 
 
-### [sentinelsat](https://github.com/sentinelsat/sentinelsat)  
-sentinelsat: Search and download Copernicus Sentinel satellite images  
-[https://sentinelsat.readthedocs.io](https://sentinelsat.readthedocs.io)  
-[https://github.com/sentinelsat/sentinelsat](https://github.com/sentinelsat/sentinelsat)  
-2.1 stars per week over 406 weeks  
-851 stars, 230 forks, 60 watches  
-[gis](categories/gis.md) category, created 2015-05-22, last commit 2022-11-03, main language Python  
-<sub><sup>copernicus, esa, geographic-data, hacktoberfest, open-data, remote-sensing, satellite-imagery, sentinel</sup></sub>
+### [cerberus](https://github.com/pyeve/cerberus) by [pyeve](https://github.com/pyeve)  
+cerberus: Lightweight, extensible data validation library for Python  
+[http://python-cerberus.org](http://python-cerberus.org)  
+[https://github.com/pyeve/cerberus](https://github.com/pyeve/cerberus)  
+5.42 stars per week over 542 weeks  
+2,943 stars, 230 forks, 48 watches  
+[data](categories/data.md) category, created 2012-10-10, last commit 2021-05-05, main language Python  
+<sub><sup>data-validation, python</sup></sub>
 
 
-### [notebooks](https://github.com/roboflow/notebooks) by [roboflow](https://github.com/roboflow)  
-notebooks: Set of Jupyter Notebooks linked to Roboflow blog posts and used in our YouTube videos.  
-[https://roboflow.com/models](https://roboflow.com/models)  
-[https://github.com/roboflow/notebooks](https://github.com/roboflow/notebooks)  
-55 stars per week over 15 weeks  
-837 stars, 128 forks, 23 watches  
-[study](categories/study.md) category, created 2022-11-18, last commit 2023-03-03, main language Jupyter Notebook  
-<sub><sup>amazon-sagemaker-lab, computer-vision, deep-learning, deep-neural-networks, google-colab, image-classification, image-segmentation, kaggle, machine-learning, object-detection, pytorch, tutorial, yolov5, yolov6, yolov7, yolov8</sup></sub>
+### [earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer) by [amazon-science](https://github.com/amazon-science)  
+earth-forecasting-transformer: Official implementation of Earthformer  
+[https://github.com/amazon-science/earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer)  
+7.08 stars per week over 24 weeks  
+176 stars, 30 forks, 10 watches  
+[gis](categories/gis.md) category, created 2022-09-12, last commit 2023-02-03, main language Jupyter Notebook  
 
 
-### [dask-ml](https://github.com/dask/dask-ml) by [dask](https://github.com/dask)  
-dask-ml: Scalable Machine Learning with Dask  
-[http://ml.dask.org](http://ml.dask.org)  
-[https://github.com/dask/dask-ml](https://github.com/dask/dask-ml)  
-2.81 stars per week over 298 weeks  
-837 stars, 237 forks, 41 watches  
-[ml](categories/ml.md) category, created 2017-06-15, last commit 2023-02-10, main language Python  
-<sub><sup>hacktoberfest</sup></sub>
+### [simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
+simple-salesforce: A very simple Salesforce.com REST API client for Python  
+[https://github.com/simple-salesforce/simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
+2.65 stars per week over 528 weeks  
+1,402 stars, 615 forks, 89 watches  
+[data](categories/data.md) category, created 2013-01-17, last commit 2023-01-18, main language Python  
+<sub><sup>api, api-client, python, salesforce</sup></sub>
 
 
-### [emmett](https://github.com/emmett-framework/emmett) by [emmett-framework](https://github.com/emmett-framework)  
-emmett: The web framework for inventors  
-[https://github.com/emmett-framework/emmett](https://github.com/emmett-framework/emmett)  
-1.9 stars per week over 436 weeks  
-829 stars, 62 forks, 31 watches  
-[web](categories/web.md) category, created 2014-10-20, last commit 2023-01-30, main language Python  
-<sub><sup>asgi, asyncio, emmett, python, web-framework</sup></sub>
+### [eli5](https://github.com/teamhg-memex/eli5) by [teamhg-memex](https://github.com/teamhg-memex)  
+eli5: A library for debugging/inspecting machine learning classifiers and explaining their predictions  
+[http://eli5.readthedocs.io](http://eli5.readthedocs.io)  
+[https://github.com/teamhg-memex/eli5](https://github.com/teamhg-memex/eli5)  
+7.86 stars per week over 337 weeks  
+2,651 stars, 326 forks, 70 watches  
+[ml](categories/ml.md) category, created 2016-09-15, last commit 2020-01-22, main language Jupyter Notebook  
+<sub><sup>crfsuite, data-science, explanation, inspection, lightgbm, machine-learning, nlp, python, scikit-learn, xgboost</sup></sub>
 
 
-### [python-progressbar](https://github.com/wolph/python-progressbar) by [wolph](https://github.com/wolph)  
-python-progressbar: Progressbar 2 - A progress bar for Python 2 and Python 3 - "pip install progressbar2"  
-[http://progressbar-2.readthedocs.org/en/latest/](http://progressbar-2.readthedocs.org/en/latest/)  
-[https://github.com/wolph/python-progressbar](https://github.com/wolph/python-progressbar)  
-1.4 stars per week over 575 weeks  
-806 stars, 95 forks, 22 watches  
-[util](categories/util.md) category, created 2012-02-20, last commit 2023-02-02, main language Python  
-<sub><sup>bar, cli, console, eta, gui, library, percentage, progress, progress-bar, progressbar, python, rate, terminal, time</sup></sub>
+### [ethtx](https://github.com/ethtx/ethtx)  
+ethtx: Python package with core transaction decoding functions.  
+[https://www.ethtx.info](https://www.ethtx.info)  
+[https://github.com/ethtx/ethtx](https://github.com/ethtx/ethtx)  
+4.61 stars per week over 87 weeks  
+405 stars, 64 forks, 16 watches  
+[crypto](categories/crypto.md) category, created 2021-06-28, last commit 2022-12-01, main language Python  
 
 
-### [pointers.py](https://github.com/zerointensity/pointers.py) by [zerointensity](https://github.com/zerointensity)  
-pointers.py: Bringing the hell of pointers to Python.  
-[https://pointers.zintensity.dev/](https://pointers.zintensity.dev/)  
-[https://github.com/zerointensity/pointers.py](https://github.com/zerointensity/pointers.py)  
-15 stars per week over 51 weeks  
-802 stars, 11 forks, 4 watches  
-[perf](categories/perf.md) category, created 2022-03-09, last commit 2023-02-14, main language Python  
-<sub><sup>pointers, python, python-pointers</sup></sub>
+### [Pipe](https://github.com/julienpalard/pipe) by [julienpalard](https://github.com/julienpalard)  
+Pipe: A Python library to use infix notation in Python  
+[https://github.com/julienpalard/pipe](https://github.com/julienpalard/pipe)  
+2.37 stars per week over 673 weeks  
+1,598 stars, 103 forks, 27 watches  
+[util](categories/util.md) category, created 2010-04-08, last commit 2022-11-16, main language Python  
 
 
-### [mahotas](https://github.com/luispedro/mahotas) by [luispedro](https://github.com/luispedro)  
-mahotas: Computer Vision in Python  
-[https://mahotas.rtfd.io](https://mahotas.rtfd.io)  
-[https://github.com/luispedro/mahotas](https://github.com/luispedro/mahotas)  
-1.17 stars per week over 682 weeks  
-796 stars, 151 forks, 48 watches  
-[viz](categories/viz.md) category, created 2010-01-31, last commit 2023-02-26, main language Python  
-<sub><sup>c-plus-plus, computer-vision, numpy, python, python-2, python-3</sup></sub>
+### [OWSLib](https://github.com/geopython/owslib) by [geopython](https://github.com/geopython)  
+OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.  
+[https://geopython.github.io/OWSLib](https://geopython.github.io/OWSLib)  
+[https://github.com/geopython/owslib](https://github.com/geopython/owslib)  
+0.55 stars per week over 581 weeks  
+322 stars, 262 forks, 30 watches  
+[gis](categories/gis.md) category, created 2012-01-13, last commit 2023-02-24, main language Python  
 
 
-### [fairo](https://github.com/facebookresearch/droidlet) by [facebookresearch](https://github.com/facebookresearch)  
-fairo: A modular embodied agent architecture and platform for building embodied agents  
-[https://github.com/facebookresearch/droidlet](https://github.com/facebookresearch/droidlet)  
-6.52 stars per week over 121 weeks  
-793 stars, 79 forks, 38 watches  
-[sim](categories/sim.md) category, created 2020-11-02, last commit 2023-02-01, main language Jupyter Notebook  
+### [cityscapesScripts](https://github.com/mcordts/cityscapesscripts) by [mcordts](https://github.com/mcordts)  
+cityscapesScripts: README and scripts for the Cityscapes Dataset  
+[https://github.com/mcordts/cityscapesscripts](https://github.com/mcordts/cityscapesscripts)  
+5.1 stars per week over 367 weeks  
+1,874 stars, 578 forks, 45 watches  
+[gis](categories/gis.md) category, created 2016-02-20, last commit 2022-10-22, main language Python  
 
 
-### [datapane](https://github.com/datapane/datapane)  
-datapane: Build full-stack data analytics apps in Python  
-[https://datapane.com](https://datapane.com)  
-[https://github.com/datapane/datapane](https://github.com/datapane/datapane)  
-5.28 stars per week over 149 weeks  
-788 stars, 64 forks, 16 watches  
-[viz](categories/viz.md) category, created 2020-04-23, last commit 2023-03-01, main language Python  
-<sub><sup>dashboard, data-visualization, hacktoberfest, python, reporting</sup></sub>
+### [tket](https://github.com/cqcl/tket) by [cqcl](https://github.com/cqcl)  
+tket: Source code for the TKET quantum compiler, Python bindings and utilities  
+[https://github.com/cqcl/tket](https://github.com/cqcl/tket)  
+2.17 stars per week over 76 weeks  
+167 stars, 30 forks, 14 watches  
+[util](categories/util.md) category, created 2021-09-13, last commit 2023-02-28, main language C++  
+<sub><sup>compiler, quantum-computing</sup></sub>
+
+
+### [unionml](https://github.com/unionai-oss/unionml) by [unionai-oss](https://github.com/unionai-oss)  
+UnionML: the easiest way to build and deploy machine learning microservices  
+[https://www.union.ai/unionml](https://www.union.ai/unionml)  
+[https://github.com/unionai-oss/unionml](https://github.com/unionai-oss/unionml)  
+3.94 stars per week over 67 weeks  
+266 stars, 37 forks, 4 watches  
+[ml-ops](categories/ml-ops.md) category, created 2021-11-17, last commit 2022-12-21, main language Python  
+<sub><sup>hacktoberfest, machine-learning, mlops</sup></sub>
 
 
-### [advertools](https://github.com/eliasdabbas/advertools) by [eliasdabbas](https://github.com/eliasdabbas)  
-advertools - online marketing productivity and analysis tools  
-[https://advertools.readthedocs.io](https://advertools.readthedocs.io)  
-[https://github.com/eliasdabbas/advertools](https://github.com/eliasdabbas/advertools)  
-2.56 stars per week over 302 weeks  
-776 stars, 164 forks, 33 watches  
-[data](categories/data.md) category, created 2017-05-14, last commit 2022-12-13, main language Python  
-<sub><sup>advertising, adwords, digital-marketing, google-ads, keywords, log-analysis, logfile-parser, marketing, online-marketing, python, robots-txt, scrapy, search-engine-marketing, search-engine-optimization, seo, seo-crawler, serp, social-media, twitter-api, youtube</sup></sub>
+### [notifiers](https://github.com/liiight/notifiers) by [liiight](https://github.com/liiight)  
+notifiers: The easy way to send notifications  
+[http://notifiers.readthedocs.io/](http://notifiers.readthedocs.io/)  
+[https://github.com/liiight/notifiers](https://github.com/liiight/notifiers)  
+7.98 stars per week over 300 weeks  
+2,397 stars, 93 forks, 33 watches  
+[util](categories/util.md) category, created 2017-06-01, last commit 2022-07-14, main language Python  
+<sub><sup>notification-service, notifications, notifier, pypi, python, python3</sup></sub>
 
 
-### [neo4j-python-driver](https://github.com/neo4j/neo4j-python-driver) by [neo4j](https://github.com/neo4j)  
-neo4j-python-driver: Neo4j Bolt driver for Python  
-[https://neo4j.com/docs/api/python-driver/current/](https://neo4j.com/docs/api/python-driver/current/)  
-[https://github.com/neo4j/neo4j-python-driver](https://github.com/neo4j/neo4j-python-driver)  
-1.9 stars per week over 408 weeks  
-775 stars, 170 forks, 98 watches  
-[data](categories/data.md) category, created 2015-05-05, last commit 2023-02-27, main language Python  
-<sub><sup>binary-protocol, cypher, database-driver, driver, graph-database, neo4j, protocol, python, python3, query-language</sup></sub>
+### [keras-rl](https://github.com/keras-rl/keras-rl)  
+keras-rl: Deep Reinforcement Learning for Keras.  
+[http://keras-rl.readthedocs.io/](http://keras-rl.readthedocs.io/)  
+[https://github.com/keras-rl/keras-rl](https://github.com/keras-rl/keras-rl)  
+15 stars per week over 348 weeks  
+5,380 stars, 1,360 forks, 211 watches  
+[ml](categories/ml.md) category, created 2016-07-02, last commit 2019-11-11, main language Python  
+<sub><sup>keras, machine-learning, neural-networks, reinforcement-learning, tensorflow, theano</sup></sub>
 
 
-### [watermark](https://github.com/rasbt/watermark) by [rasbt](https://github.com/rasbt)  
-watermark: An IPython magic extension for printing date and time stamps, version numbers, and hardware information  
-[https://github.com/rasbt/watermark](https://github.com/rasbt/watermark)  
-1.71 stars per week over 448 weeks  
-767 stars, 82 forks, 13 watches  
-[util](categories/util.md) category, created 2014-07-30, last commit 2022-09-13, main language Python  
-<sub><sup>ipython, jupyter, magic-extension, python</sup></sub>
+### [fastapi-react](https://github.com/buuntu/fastapi-react) by [buuntu](https://github.com/buuntu)  
+fastapi-react: 🚀   Cookiecutter Template for FastAPI + React Projects.  Using PostgreSQL, SQLAlchemy, and Docker  
+[https://github.com/buuntu/fastapi-react](https://github.com/buuntu/fastapi-react)  
+9.91 stars per week over 154 weeks  
+1,528 stars, 259 forks, 37 watches  
+[template](categories/template.md) category, created 2020-03-21, last commit 2022-02-18, main language Python  
+<sub><sup>boilerplate, cookiecutter, docker, fastapi, full-stack, jwt, nginx, oauth2, postgres, react, react-admin, sqlalchemy, typescript</sup></sub>
 
 
-### [zenodo](https://github.com/zenodo/zenodo)  
-zenodo: Research. Shared.  
-[https://zenodo.org](https://zenodo.org)  
-[https://github.com/zenodo/zenodo](https://github.com/zenodo/zenodo)  
-1.45 stars per week over 524 weeks  
-762 stars, 228 forks, 40 watches  
-[util](categories/util.md) category, created 2013-02-11, last commit 2023-03-02, main language Python  
-<sub><sup>digital-library, elasticsearch, flask, invenio, inveniosoftware, library-management, open-access, open-science, postgresql, python, research-data-management, research-data-repository, scientific-publications, zenodo</sup></sub>
+### [spopt](https://github.com/pysal/spopt) by [pysal](https://github.com/pysal)  
+spopt: Spatial Optimization  
+[https://pysal.org/spopt/](https://pysal.org/spopt/)  
+[https://github.com/pysal/spopt](https://github.com/pysal/spopt)  
+0.89 stars per week over 209 weeks  
+187 stars, 34 forks, 13 watches  
+[gis](categories/gis.md) category, created 2019-03-01, last commit 2023-03-02, main language Python  
+<sub><sup>facility-location, location-allocation, location-modeling, python, regionalization, resource-planning, routing, spatial-analysis, spatial-optimization, transportation</sup></sub>
 
 
-### [pymunk](https://github.com/viblo/pymunk) by [viblo](https://github.com/viblo)  
-Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever  you need 2d rigid body physics from Python  
-[http://www.pymunk.org](http://www.pymunk.org)  
-[https://github.com/viblo/pymunk](https://github.com/viblo/pymunk)  
-1.55 stars per week over 491 weeks  
-761 stars, 179 forks, 22 watches  
-[sim](categories/sim.md) category, created 2013-10-02, last commit 2023-01-29, main language Python  
-<sub><sup>library, physics-2d, physics-engine, physics-simulation, pygame, pyglet, python, python-library</sup></sub>
+### [File-Injector](https://github.com/carlospuenteg/file-injector) by [carlospuenteg](https://github.com/carlospuenteg)  
+File-Injector: File Injector is a script that allows you to store any file in an image using steganography  
+[https://github.com/carlospuenteg/file-injector](https://github.com/carlospuenteg/file-injector)  
+20 stars per week over 19 weeks  
+397 stars, 19 forks, 7 watches  
+[util](categories/util.md) category, created 2022-10-22, last commit 2022-11-18, main language Python  
+<sub><sup>extraction, file, file-injection, file-injector, files, image, image-manipulation, image-processing, injection, noise, numpy, photography, python, python3, steganography, storage</sup></sub>
 
 
-### [ipyvizzu](https://github.com/vizzuhq/ipyvizzu) by [vizzuhq](https://github.com/vizzuhq)  
-ipyvizzu: Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.  
-[https://ipyvizzu.vizzuhq.com](https://ipyvizzu.vizzuhq.com)  
-[https://github.com/vizzuhq/ipyvizzu](https://github.com/vizzuhq/ipyvizzu)  
-12 stars per week over 60 weeks  
-761 stars, 60 forks, 16 watches  
-[jupyter](categories/jupyter.md) category, created 2022-01-05, last commit 2023-03-01, main language Python  
-<sub><sup>animation, chart, charting, charts, data-visualization, dataviz, graphing, graphs, ipython, jupyter, jupyter-notebook, plotting, python, storytelling, vizzu</sup></sub>
+### [holoviz](https://github.com/holoviz/holoviz)  
+holoviz: High-level tools to simplify visualization in Python.  
+[https://holoviz.org/](https://holoviz.org/)  
+[https://github.com/holoviz/holoviz](https://github.com/holoviz/holoviz)  
+2.33 stars per week over 284 weeks  
+661 stars, 116 forks, 35 watches  
+[viz](categories/viz.md) category, created 2017-09-22, last commit 2023-01-30, main language Python  
+<sub><sup>colorcet, datashader, geoviews, holoviews, holoviz, hvplot, panel</sup></sub>
 
 
-### [forbiddenfruit](https://github.com/clarete/forbiddenfruit) by [clarete](https://github.com/clarete)  
-forbiddenfruit: Patch built-in python objects  
-[https://clarete.li/forbiddenfruit/](https://clarete.li/forbiddenfruit/)  
-[https://github.com/clarete/forbiddenfruit](https://github.com/clarete/forbiddenfruit)  
-1.47 stars per week over 517 weeks  
-758 stars, 49 forks, 28 watches  
-[util](categories/util.md) category, created 2013-04-03, last commit 2022-03-12, main language Python  
-<sub><sup>monkey-patching, python</sup></sub>
+### [jellyfish](https://github.com/jamesturk/jellyfish) by [jamesturk](https://github.com/jamesturk)  
+jellyfish: 🪼 a python library for doing approximate and phonetic matching of strings.  
+[https://jamesturk.github.io/jellyfish/](https://jamesturk.github.io/jellyfish/)  
+[https://github.com/jamesturk/jellyfish](https://github.com/jamesturk/jellyfish)  
+2.72 stars per week over 660 weeks  
+1,799 stars, 152 forks, 42 watches  
+[nlp](categories/nlp.md) category, created 2010-07-09, last commit 2023-02-03, main language Python  
+<sub><sup>fuzzy-search, hacktoberfest, hamming, jaro-winkler, levenshtein, metaphone, python, soundex</sup></sub>
 
 
-### [pip-audit](https://github.com/trailofbits/pip-audit) by [trailofbits](https://github.com/trailofbits)  
-pip-audit: Audits Python environments and dependency trees for known vulnerabilities  
-[https://pypi.org/project/pip-audit/](https://pypi.org/project/pip-audit/)  
-[https://github.com/trailofbits/pip-audit](https://github.com/trailofbits/pip-audit)  
-9.69 stars per week over 78 weeks  
-757 stars, 49 forks, 20 watches  
-[security](categories/security.md) category, created 2021-09-02, last commit 2023-02-24, main language Python  
-<sub><sup>pip, python, security, security-audit, supply-chain</sup></sub>
+### [pecos](https://github.com/amzn/pecos) by [amzn](https://github.com/amzn)  
+PECOS - Prediction for Enormous and Correlated Spaces  
+[https://libpecos.org/](https://libpecos.org/)  
+[https://github.com/amzn/pecos](https://github.com/amzn/pecos)  
+3.02 stars per week over 133 weeks  
+403 stars, 89 forks, 21 watches  
+[ml](categories/ml.md) category, created 2020-08-12, last commit 2023-02-28, main language Python  
+<sub><sup>approximate-nearest-neighbor-search, extreme-multi-label-classification, extreme-multi-label-ranking, machine-learning-algorithms, transformers</sup></sub>
 
 
-### [graphein](https://github.com/a-r-j/graphein) by [a-r-j](https://github.com/a-r-j)  
-graphein: Protein Graph Library  
-[https://graphein.ai/](https://graphein.ai/)  
-[https://github.com/a-r-j/graphein](https://github.com/a-r-j/graphein)  
-4.11 stars per week over 183 weeks  
-754 stars, 97 forks, 16 watches  
-[sim](categories/sim.md) category, created 2019-08-28, last commit 2023-02-21, main language Jupyter Notebook  
-<sub><sup>bioinformatics, computational-biology, deep-learning, dgl, drug-discovery, gene-regulatory-networks, geometric-deep-learning, graph-neural-networks, interactome, interactomics, ppi-networks, protein, protein-data-bank, protein-design, protein-structure, python, pytorch, pytorch-geometric, rna, structural-biology</sup></sub>
+### [Astra](https://github.com/flipkart-incubator/astra) by [flipkart-incubator](https://github.com/flipkart-incubator)  
+Astra: Automated Security Testing For REST API's  
+[https://github.com/flipkart-incubator/astra](https://github.com/flipkart-incubator/astra)  
+8.13 stars per week over 268 weeks  
+2,184 stars, 361 forks, 85 watches  
+[web](categories/web.md) category, created 2018-01-10, last commit 2023-02-16, main language Python  
+<sub><sup>ci-cd, owasp, penetration-testing, penetration-testing-framework, postman-collection, python, restapiautomation, sdlc, security, security-automation</sup></sub>
 
 
-### [GlobalMLBuildingFootprints](https://github.com/microsoft/globalmlbuildingfootprints) by [microsoft](https://github.com/microsoft)  
-GlobalMLBuildingFootprints: Worldwide building footprints derived from satellite imagery   
-[https://github.com/microsoft/globalmlbuildingfootprints](https://github.com/microsoft/globalmlbuildingfootprints)  
-16 stars per week over 45 weeks  
-754 stars, 94 forks, 31 watches  
-[gis](categories/gis.md) category, created 2022-04-22, last commit 2022-11-16, main language Python  
+### [airflow-chart](https://github.com/astronomer/airflow-chart) by [astronomer](https://github.com/astronomer)  
+airflow-chart: A Helm chart to install Apache Airflow on Kubernetes  
+[https://github.com/astronomer/airflow-chart](https://github.com/astronomer/airflow-chart)  
+1.53 stars per week over 162 weeks  
+248 stars, 89 forks, 44 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-01-22, last commit 2023-03-02, main language Python  
+<sub><sup>airflow, apache-airflow, helm-chart, kubernetes</sup></sub>
 
 
-### [pyheat](https://github.com/csurfer/pyheat) by [csurfer](https://github.com/csurfer)  
-pyheat: pprofile + matplotlib = Python program profiled as an awesome heatmap!  
-[https://github.com/csurfer/pyheat](https://github.com/csurfer/pyheat)  
-2.34 stars per week over 316 weeks  
-741 stars, 40 forks, 13 watches  
-[profiling](categories/profiling.md) category, created 2017-02-04, last commit 2021-09-18, main language Python  
-<sub><sup>heatmap, matplotlib, profiling, python</sup></sub>
+### [sentinelsat](https://github.com/sentinelsat/sentinelsat)  
+sentinelsat: Search and download Copernicus Sentinel satellite images  
+[https://sentinelsat.readthedocs.io](https://sentinelsat.readthedocs.io)  
+[https://github.com/sentinelsat/sentinelsat](https://github.com/sentinelsat/sentinelsat)  
+2.09 stars per week over 406 weeks  
+850 stars, 230 forks, 60 watches  
+[gis](categories/gis.md) category, created 2015-05-22, last commit 2022-11-03, main language Python  
+<sub><sup>copernicus, esa, geographic-data, hacktoberfest, open-data, remote-sensing, satellite-imagery, sentinel</sup></sub>
 
 
-### [mpmath](https://github.com/fredrik-johansson/mpmath) by [fredrik-johansson](https://github.com/fredrik-johansson)  
-mpmath: Python library for arbitrary-precision floating-point arithmetic  
-[http://mpmath.org](http://mpmath.org)  
-[https://github.com/fredrik-johansson/mpmath](https://github.com/fredrik-johansson/mpmath)  
-1.26 stars per week over 586 weeks  
-736 stars, 152 forks, 40 watches  
-[math](categories/math.md) category, created 2011-12-07, last commit 2023-01-10, main language Python  
-<sub><sup>arbitrary-precision, complex-numbers, floating-point, multiprecision, numerical-integration, numerical-methods, numerical-optimization, ordinary-differential-equations, plotting, python, special-functions</sup></sub>
+### [geojson-pydantic](https://github.com/developmentseed/geojson-pydantic) by [developmentseed](https://github.com/developmentseed)  
+geojson-pydantic: Pydantic data models for the GeoJSON spec  
+[https://github.com/developmentseed/geojson-pydantic](https://github.com/developmentseed/geojson-pydantic)  
+0.87 stars per week over 145 weeks  
+126 stars, 28 forks, 11 watches  
+[gis](categories/gis.md) category, created 2020-05-21, last commit 2023-03-01, main language Python  
+<sub><sup>geojson, geojson-spec, pydantic</sup></sub>
 
 
-### [natsort](https://github.com/sethmmorton/natsort) by [sethmmorton](https://github.com/sethmmorton)  
-natsort: Simple yet flexible natural sorting in Python.  
-[https://pypi.org/project/natsort/](https://pypi.org/project/natsort/)  
-[https://github.com/sethmmorton/natsort](https://github.com/sethmmorton/natsort)  
-1.3 stars per week over 565 weeks  
-733 stars, 42 forks, 14 watches  
-[util](categories/util.md) category, created 2012-05-03, last commit 2023-03-02, main language Python  
-<sub><sup>natsort, natural-sort, python, sorting, sorting-interface</sup></sub>
+### [finmarketpy](https://github.com/cuemacro/finmarketpy) by [cuemacro](https://github.com/cuemacro)  
+finmarketpy: Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)  
+[http://www.cuemacro.com](http://www.cuemacro.com)  
+[https://github.com/cuemacro/finmarketpy](https://github.com/cuemacro/finmarketpy)  
+7.31 stars per week over 419 weeks  
+3,065 stars, 482 forks, 217 watches  
+[finance](categories/finance.md) category, created 2015-02-19, last commit 2022-12-20, main language Python  
+<sub><sup>backtesting-trading-strategies, python, trading-strategies</sup></sub>
 
 
-### [parameterized](https://github.com/wolever/parameterized) by [wolever](https://github.com/wolever)  
-Parameterized testing with any Python test framework  
-[https://github.com/wolever/parameterized](https://github.com/wolever/parameterized)  
-1.26 stars per week over 572 weeks  
-724 stars, 95 forks, 18 watches  
-[testing](categories/testing.md) category, created 2012-03-10, last commit 2023-03-02, main language Python  
+### [PyNeuraLogic](https://github.com/lukaszahradnik/pyneuralogic) by [lukaszahradnik](https://github.com/lukaszahradnik)  
+PyNeuraLogic lets you use Python to create Differentiable Logic Programs  
+[https://pyneuralogic.readthedocs.io/](https://pyneuralogic.readthedocs.io/)  
+[https://github.com/lukaszahradnik/pyneuralogic](https://github.com/lukaszahradnik/pyneuralogic)  
+1.85 stars per week over 117 weeks  
+216 stars, 18 forks, 5 watches  
+[math](categories/math.md) category, created 2020-12-06, last commit 2023-03-03, main language Python  
+<sub><sup>deep-learning, differentiable-programming, geometric-deep-learning, graph-neural-networks, logic-programming, machine-learning, python, pytorch, relational-learning</sup></sub>
 
 
-### [filprofiler](https://github.com/pythonspeed/filprofiler) by [pythonspeed](https://github.com/pythonspeed)  
-filprofiler: A Python memory profiler for data processing and scientific computing applications  
-[https://pythonspeed.com/products/filmemoryprofiler/](https://pythonspeed.com/products/filmemoryprofiler/)  
-[https://github.com/pythonspeed/filprofiler](https://github.com/pythonspeed/filprofiler)  
-5.13 stars per week over 141 weeks  
-724 stars, 20 forks, 9 watches  
-[profiling](categories/profiling.md) category, created 2020-06-18, last commit 2023-03-01, main language Rust  
-<sub><sup>memory, memory-, memory-leak, memory-leak-detection, memory-leak-finder, memory-leaks, memory-profiler, memory-profiling, python</sup></sub>
+### [mayavi](https://github.com/enthought/mayavi) by [enthought](https://github.com/enthought)  
+mayavi: 3D visualization of scientific data in Python  
+[http://docs.enthought.com/mayavi/mayavi/](http://docs.enthought.com/mayavi/mayavi/)  
+[https://github.com/enthought/mayavi](https://github.com/enthought/mayavi)  
+1.72 stars per week over 631 weeks  
+1,088 stars, 265 forks, 97 watches  
+[viz](categories/viz.md) category, created 2011-01-24, last commit 2022-10-18, main language Python  
 
 
-### [hvplot](https://github.com/holoviz/hvplot) by [holoviz](https://github.com/holoviz)  
-hvplot: A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews  
-[https://hvplot.holoviz.org](https://hvplot.holoviz.org)  
-[https://github.com/holoviz/hvplot](https://github.com/holoviz/hvplot)  
-2.79 stars per week over 258 weeks  
-721 stars, 82 forks, 23 watches  
-[pandas](categories/pandas.md) category, created 2018-03-19, last commit 2023-02-10, main language Python  
-<sub><sup>datashader, holoviews, holoviz, plotting</sup></sub>
+### [git-re-basin](https://github.com/samuela/git-re-basin) by [samuela](https://github.com/samuela)  
+git-re-basin: Code release for "Git Re-Basin: Merging Models modulo Permutation Symmetries"  
+[https://arxiv.org/abs/2209.04836](https://arxiv.org/abs/2209.04836)  
+[https://github.com/samuela/git-re-basin](https://github.com/samuela/git-re-basin)  
+15 stars per week over 24 weeks  
+378 stars, 33 forks, 5 watches  
+[ml-dl](categories/ml-dl.md) category, created 2022-09-13, last commit 2023-03-01, main language Python  
+<sub><sup>deep-learning, deeplearning, jax, machine-learning, neural-networks</sup></sub>
 
 
-### [whale](https://github.com/hyperqueryhq/whale) by [hyperqueryhq](https://github.com/hyperqueryhq)  
-whale: 🐳 The stupidly simple CLI workspace for your data warehouse.  
-[https://rsyi.gitbook.io/whale](https://rsyi.gitbook.io/whale)  
-[https://github.com/hyperqueryhq/whale](https://github.com/hyperqueryhq/whale)  
-4.98 stars per week over 144 weeks  
-718 stars, 38 forks, 41 watches  
-[data](categories/data.md) category, created 2020-05-27, last commit 2022-10-13, main language Python  
-<sub><sup>data-catalog, data-discovery, data-documentation</sup></sub>
+### [human-learn](https://github.com/koaning/human-learn) by [koaning](https://github.com/koaning)  
+human-learn: Natural Intelligence is still a pretty good idea.  
+[https://koaning.github.io/human-learn/](https://koaning.github.io/human-learn/)  
+[https://github.com/koaning/human-learn](https://github.com/koaning/human-learn)  
+4.94 stars per week over 138 weeks  
+682 stars, 55 forks, 13 watches  
+[data](categories/data.md) category, created 2020-07-11, last commit 2023-02-23, main language Jupyter Notebook  
+<sub><sup>benchmark, machine-learning, scikit-learn</sup></sub>
 
 
-### [basemap](https://github.com/matplotlib/basemap) by [matplotlib](https://github.com/matplotlib)  
-basemap: Plot on map projections (with coastlines and political boundaries) using matplotlib  
-[https://github.com/matplotlib/basemap](https://github.com/matplotlib/basemap)  
-1.13 stars per week over 627 weeks  
-712 stars, 395 forks, 60 watches  
-[gis](categories/gis.md) category, created 2011-02-19, last commit 2022-11-29, main language Python  
-<sub><sup>gis, maps, plots</sup></sub>
+### [exchange_calendars](https://github.com/gerrymanoim/exchange_calendars) by [gerrymanoim](https://github.com/gerrymanoim)  
+exchange_calendars: Calendars for various securities exchanges.  
+[https://github.com/gerrymanoim/exchange_calendars](https://github.com/gerrymanoim/exchange_calendars)  
+1.92 stars per week over 122 weeks  
+235 stars, 78 forks, 14 watches  
+[finance](categories/finance.md) category, created 2020-10-30, last commit 2023-02-14, main language Python  
 
 
-### [nbQA](https://github.com/nbqa-dev/nbqa) by [nbqa-dev](https://github.com/nbqa-dev)  
-nbQA: Run isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks  
-[https://nbqa.readthedocs.io/en/latest/index.html](https://nbqa.readthedocs.io/en/latest/index.html)  
-[https://github.com/nbqa-dev/nbqa](https://github.com/nbqa-dev/nbqa)  
-5.13 stars per week over 137 weeks  
-707 stars, 35 forks, 7 watches  
-[jupyter](categories/jupyter.md) category, created 2020-07-11, last commit 2023-02-27, main language Python  
-<sub><sup>black, codequality, doctest, flake8, isort, jupyter-notebook, lint, mypy, pre-commit, pre-commit-hook, pylint, python, pyupgrade, yapf</sup></sub>
+### [pyalgotrade](https://github.com/gbeced/pyalgotrade) by [gbeced](https://github.com/gbeced)  
+pyalgotrade: Python Algorithmic Trading Library  
+[http://gbeced.github.io/pyalgotrade/](http://gbeced.github.io/pyalgotrade/)  
+[https://github.com/gbeced/pyalgotrade](https://github.com/gbeced/pyalgotrade)  
+6.83 stars per week over 573 weeks  
+3,915 stars, 1,333 forks, 353 watches  
+[finance](categories/finance.md) category, created 2012-03-07, last commit 2023-03-05, main language Python  
 
 
-### [data-validation](https://github.com/tensorflow/data-validation) by [tensorflow](https://github.com/tensorflow)  
-data-validation: Library for exploring and validating machine learning data  
-[https://github.com/tensorflow/data-validation](https://github.com/tensorflow/data-validation)  
-2.87 stars per week over 243 weeks  
-700 stars, 150 forks, 49 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-07-02, last commit 2023-03-02, main language Python  
+### [earthpy](https://github.com/earthlab/earthpy) by [earthlab](https://github.com/earthlab)  
+earthpy: A package built to support working with spatial data using open source python  
+[https://earthpy.readthedocs.io](https://earthpy.readthedocs.io)  
+[https://github.com/earthlab/earthpy](https://github.com/earthlab/earthpy)  
+1.61 stars per week over 262 weeks  
+422 stars, 151 forks, 21 watches  
+[gis](categories/gis.md) category, created 2018-02-20, last commit 2021-12-20, main language Python  
+<sub><sup>education, python, raster, spatial-data, vector</sup></sub>
 
 
-### [TabPFN](https://github.com/automl/tabpfn) by [automl](https://github.com/automl)  
-TabPFN: Official implementation of the TabPFN and the tabpfn package.  
-[https://arxiv.org/abs/2207.01848](https://arxiv.org/abs/2207.01848)  
-[https://github.com/automl/tabpfn](https://github.com/automl/tabpfn)  
-20 stars per week over 35 weeks  
-700 stars, 49 forks, 16 watches  
-[ml](categories/ml.md) category, created 2022-07-01, last commit 2023-03-02, main language Python  
+### [emmett](https://github.com/emmett-framework/emmett) by [emmett-framework](https://github.com/emmett-framework)  
+emmett: The web framework for inventors  
+[https://github.com/emmett-framework/emmett](https://github.com/emmett-framework/emmett)  
+1.9 stars per week over 436 weeks  
+829 stars, 62 forks, 31 watches  
+[web](categories/web.md) category, created 2014-10-20, last commit 2023-01-30, main language Python  
+<sub><sup>asgi, asyncio, emmett, python, web-framework</sup></sub>
+
 
+### [whale](https://github.com/hyperqueryhq/whale) by [hyperqueryhq](https://github.com/hyperqueryhq)  
+whale: 🐳 The stupidly simple CLI workspace for your data warehouse.  
+[https://rsyi.gitbook.io/whale](https://rsyi.gitbook.io/whale)  
+[https://github.com/hyperqueryhq/whale](https://github.com/hyperqueryhq/whale)  
+4.97 stars per week over 144 weeks  
+718 stars, 38 forks, 41 watches  
+[data](categories/data.md) category, created 2020-05-27, last commit 2022-10-13, main language Python  
+<sub><sup>data-catalog, data-discovery, data-documentation</sup></sub>
 
-### [mordecai](https://github.com/openeventdata/mordecai) by [openeventdata](https://github.com/openeventdata)  
-mordecai: Full text geoparsing as a Python library  
-[https://github.com/openeventdata/mordecai](https://github.com/openeventdata/mordecai)  
-1.99 stars per week over 349 weeks  
-694 stars, 93 forks, 36 watches  
-[gis](categories/gis.md) category, created 2016-06-23, last commit 2021-02-01, main language Python  
-<sub><sup>geocoding, geonames, geoparsing, nlp, spacy, toponym-resolution</sup></sub>
+
+### [rio-tiler](https://github.com/cogeotiff/rio-tiler) by [cogeotiff](https://github.com/cogeotiff)  
+rio-tiler: User friendly Rasterio plugin to read raster datasets.  
+[https://cogeotiff.github.io/rio-tiler/](https://cogeotiff.github.io/rio-tiler/)  
+[https://github.com/cogeotiff/rio-tiler](https://github.com/cogeotiff/rio-tiler)  
+1.35 stars per week over 282 weeks  
+382 stars, 86 forks, 66 watches  
+[gis](categories/gis.md) category, created 2017-10-06, last commit 2023-02-28, main language Python  
+<sub><sup>cog, cogeotiff, gdal, maptile, mercator, raster, raster-processing, rasterio, satellite, slippy-map, tile</sup></sub>
 
 
-### [landsat-util](https://github.com/developmentseed/landsat-util) by [developmentseed](https://github.com/developmentseed)  
-landsat-util: A utility to search, download and process Landsat 8 satellite imagery  
-[https://github.com/developmentseed/landsat-util](https://github.com/developmentseed/landsat-util)  
-1.53 stars per week over 448 weeks  
-685 stars, 155 forks, 128 watches  
-[gis](categories/gis.md) category, created 2014-08-01, last commit 2018-07-30, main language Python  
+### [advertools](https://github.com/eliasdabbas/advertools) by [eliasdabbas](https://github.com/eliasdabbas)  
+advertools - online marketing productivity and analysis tools  
+[https://advertools.readthedocs.io](https://advertools.readthedocs.io)  
+[https://github.com/eliasdabbas/advertools](https://github.com/eliasdabbas/advertools)  
+2.56 stars per week over 303 weeks  
+776 stars, 164 forks, 33 watches  
+[data](categories/data.md) category, created 2017-05-14, last commit 2022-12-13, main language Python  
+<sub><sup>advertising, adwords, digital-marketing, google-ads, keywords, log-analysis, logfile-parser, marketing, online-marketing, python, robots-txt, scrapy, search-engine-marketing, search-engine-optimization, seo, seo-crawler, serp, social-media, twitter-api, youtube</sup></sub>
 
 
-### [py-frameworks-bench](https://github.com/klen/py-frameworks-bench) by [klen](https://github.com/klen)  
-py-frameworks-bench: Another benchmark for some python frameworks  
-[https://klen.github.io/py-frameworks-bench/](https://klen.github.io/py-frameworks-bench/)  
-[https://github.com/klen/py-frameworks-bench](https://github.com/klen/py-frameworks-bench)  
-1.67 stars per week over 409 weeks  
-684 stars, 80 forks, 27 watches  
-[perf](categories/perf.md) category, created 2015-04-30, last commit 2022-03-14, main language Python  
-<sub><sup>benchmark, python-frameworks</sup></sub>
+### [sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper) by [aws-samples](https://github.com/aws-samples)  
+sagemaker-ssh-helper: A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH  
+[https://github.com/aws-samples/sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper)  
+3.99 stars per week over 20 weeks  
+81 stars, 10 forks, 6 watches  
+[util](categories/util.md) category, created 2022-10-14, last commit 2023-02-27, main language Python  
+<sub><sup>amazon-sagemaker, aws, aws-systems-manager, machine-learning, pycharm, sagemaker, sagemaker-studio, ssh, vscode</sup></sub>
 
 
-### [human-learn](https://github.com/koaning/human-learn) by [koaning](https://github.com/koaning)  
-human-learn: Natural Intelligence is still a pretty good idea.  
-[https://koaning.github.io/human-learn/](https://koaning.github.io/human-learn/)  
-[https://github.com/koaning/human-learn](https://github.com/koaning/human-learn)  
-4.95 stars per week over 137 weeks  
-682 stars, 55 forks, 13 watches  
-[data](categories/data.md) category, created 2020-07-11, last commit 2023-02-23, main language Jupyter Notebook  
-<sub><sup>benchmark, machine-learning, scikit-learn</sup></sub>
+### [h3-py](https://github.com/uber/h3-py) by [uber](https://github.com/uber)  
+h3-py: Python bindings for H3, a hierarchical hexagonal geospatial indexing system  
+[https://uber.github.io/h3-py](https://uber.github.io/h3-py)  
+[https://github.com/uber/h3-py](https://github.com/uber/h3-py)  
+2.55 stars per week over 246 weeks  
+628 stars, 115 forks, 36 watches  
+[gis](categories/gis.md) category, created 2018-06-12, last commit 2022-11-24, main language Python  
+<sub><sup>geocoding, geospatial, gis, h3, hexagonal-architecture, python, uber</sup></sub>
 
 
-### [AutoTS](https://github.com/winedarksea/autots) by [winedarksea](https://github.com/winedarksea)  
-AutoTS: Automated Time Series Forecasting  
-[https://github.com/winedarksea/autots](https://github.com/winedarksea/autots)  
-3.99 stars per week over 170 weeks  
-680 stars, 65 forks, 14 watches  
-[time-series](categories/time-series.md) category, created 2019-11-26, last commit 2023-02-02, main language Python  
-<sub><sup>automl, autots, deep-learning, feature-engineering, forecasting, machine-learning, preprocessing, time-series</sup></sub>
+### [ml-metadata](https://github.com/google/ml-metadata) by [google](https://github.com/google)  
+ml-metadata: For recording and retrieving metadata associated with ML developer and data scientist workflows.  
+[https://www.tensorflow.org/tfx/guide/mlmd](https://www.tensorflow.org/tfx/guide/mlmd)  
+[https://github.com/google/ml-metadata](https://github.com/google/ml-metadata)  
+2.41 stars per week over 215 weeks  
+520 stars, 118 forks, 29 watches  
+[ml-ops](categories/ml-ops.md) category, created 2019-01-15, last commit 2023-03-02, main language C++  
 
 
-### [xarray-spatial](https://github.com/makepath/xarray-spatial) by [makepath](https://github.com/makepath)  
-xarray-spatial: Raster-based Spatial Analytics for Python  
-[https://xarray-spatial.org](https://xarray-spatial.org)  
-[https://github.com/makepath/xarray-spatial](https://github.com/makepath/xarray-spatial)  
-4.24 stars per week over 159 weeks  
-677 stars, 76 forks, 24 watches  
-[gis](categories/gis.md) category, created 2020-02-08, last commit 2023-03-02, main language Python  
-<sub><sup>datashader, numba, python, raster-analysis, spatial-analysis, xarray</sup></sub>
+### [rebound](https://github.com/shobrook/rebound) by [shobrook](https://github.com/shobrook)  
+rebound: Command-line tool that instantly fetches Stack Overflow results when an exception is thrown  
+[https://github.com/shobrook/rebound](https://github.com/shobrook/rebound)  
+15 stars per week over 261 weeks  
+3,998 stars, 383 forks, 77 watches  
+[debug](categories/debug.md) category, created 2018-02-28, last commit 2022-02-16, main language Python  
+<sub><sup>command-line-interface, command-line-tool, error-messages, python, stackoverflow, terminal-app</sup></sub>
 
 
-### [sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py) by [sentinel-hub](https://github.com/sentinel-hub)  
-sentinelhub-py: Download and process satellite imagery in Python using Sentinel Hub services.  
-[http://sentinelhub-py.readthedocs.io/en/latest/](http://sentinelhub-py.readthedocs.io/en/latest/)  
-[https://github.com/sentinel-hub/sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py)  
-2.24 stars per week over 302 weeks  
-676 stars, 219 forks, 47 watches  
-[gis](categories/gis.md) category, created 2017-05-17, last commit 2023-02-24, main language Python  
-<sub><sup>aws, ogc-services, python-library, satellite-imagery, sentinel-hub</sup></sub>
+### [ghapi](https://github.com/fastai/ghapi) by [fastai](https://github.com/fastai)  
+ghapi: A delightful and complete interface to GitHub's amazing API  
+[https://ghapi.fast.ai/](https://ghapi.fast.ai/)  
+[https://github.com/fastai/ghapi](https://github.com/fastai/ghapi)  
+3.66 stars per week over 119 weeks  
+436 stars, 44 forks, 8 watches  
+[util](categories/util.md) category, created 2020-11-21, last commit 2022-09-27, main language Jupyter Notebook  
+<sub><sup>api-client, github, github-api, nbdev, openapi</sup></sub>
 
 
-### [spacy-stanza](https://github.com/explosion/spacy-stanza) by [explosion](https://github.com/explosion)  
-spacy-stanza: 💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy  
-[https://github.com/explosion/spacy-stanza](https://github.com/explosion/spacy-stanza)  
-3.15 stars per week over 213 weeks  
-672 stars, 50 forks, 25 watches  
-[nlp](categories/nlp.md) category, created 2019-01-31, last commit 2022-05-27, main language Python  
-<sub><sup>corenlp, data-science, machine-learning, natural-language-processing, nlp, spacy, spacy-pipeline, stanford-corenlp, stanford-machine-learning, stanford-nlp, stanza</sup></sub>
+### [pyvis](https://github.com/westhealth/pyvis) by [westhealth](https://github.com/westhealth)  
+pyvis: Python package for creating and visualizing interactive network graphs.  
+[http://pyvis.readthedocs.io/en/latest/](http://pyvis.readthedocs.io/en/latest/)  
+[https://github.com/westhealth/pyvis](https://github.com/westhealth/pyvis)  
+2.45 stars per week over 251 weeks  
+616 stars, 115 forks, 15 watches  
+[graph](categories/graph.md) category, created 2018-05-10, last commit 2023-02-10, main language HTML  
+<sub><sup>network-visualization, networkx, python</sup></sub>
 
 
-### [FastAPI-template](https://github.com/s3rius/fastapi-template) by [s3rius](https://github.com/s3rius)  
-FastAPI-template: Feature rich robust FastAPI template.  
-[https://github.com/s3rius/fastapi-template](https://github.com/s3rius/fastapi-template)  
-5.34 stars per week over 125 weeks  
-671 stars, 69 forks, 13 watches  
-[web](categories/web.md) category, created 2020-10-05, last commit 2023-02-05, main language Python  
-<sub><sup>aerich, alembic, asynchronous, asyncio, cookiecutter, cookiecutter-python3, cookiecutter-template, fastapi, fastapi-boilerplate, fastapi-template, graphql, opentelemetry, ormar, prometheus, python3, sentry, sqlalchemy-orm, strawberry-graphql, tortoise-orm</sup></sub>
+### [python-rasterstats](https://github.com/perrygeo/python-rasterstats) by [perrygeo](https://github.com/perrygeo)  
+python-rasterstats: Summary statistics of geospatial raster datasets based on vector geometries.  
+[https://github.com/perrygeo/python-rasterstats](https://github.com/perrygeo/python-rasterstats)  
+0.91 stars per week over 493 weeks  
+447 stars, 108 forks, 33 watches  
+[gis](categories/gis.md) category, created 2013-09-18, last commit 2023-03-01, main language Python  
 
 
-### [fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator) by [koxudaxi](https://github.com/koxudaxi)  
-fastapi-code-generator: This code generator creates FastAPI app from an openapi file.  
-[https://github.com/koxudaxi/fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator)  
-4.7 stars per week over 141 weeks  
-666 stars, 76 forks, 15 watches  
-[web](categories/web.md) category, created 2020-06-14, last commit 2023-02-15, main language Python  
-<sub><sup>fastapi, generator, openapi, pydantic, python</sup></sub>
+### [pytest-sugar](https://github.com/teemu/pytest-sugar) by [teemu](https://github.com/teemu)  
+pytest-sugar: a plugin for py.test that changes the default look and feel of py.test (e.g. progressbar, show tests that fail instantly)  
+[https://github.com/teemu/pytest-sugar](https://github.com/teemu/pytest-sugar)  
+1.97 stars per week over 505 weeks  
+998 stars, 68 forks, 17 watches  
+[testing](categories/testing.md) category, created 2013-06-25, last commit 2022-12-11, main language Python  
+<sub><sup>pytest, pytest-plugin, pytest-sugar, python, testing</sup></sub>
 
 
-### [holoviz](https://github.com/holoviz/holoviz)  
-holoviz: High-level tools to simplify visualization in Python.  
-[https://holoviz.org/](https://holoviz.org/)  
-[https://github.com/holoviz/holoviz](https://github.com/holoviz/holoviz)  
-2.33 stars per week over 284 weeks  
-661 stars, 116 forks, 35 watches  
-[viz](categories/viz.md) category, created 2017-09-22, last commit 2023-01-30, main language Python  
-<sub><sup>colorcet, datashader, geoviews, holoviews, holoviz, hvplot, panel</sup></sub>
+### [nbformat](https://github.com/jupyter/nbformat) by [jupyter](https://github.com/jupyter)  
+nbformat: Reference implementation of the Jupyter Notebook format  
+[http://nbformat.readthedocs.io/](http://nbformat.readthedocs.io/)  
+[https://github.com/jupyter/nbformat](https://github.com/jupyter/nbformat)  
+0.49 stars per week over 412 weeks  
+204 stars, 144 forks, 26 watches  
+[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-03-01, main language Python  
 
 
-### [CodeT5](https://github.com/salesforce/codet5) by [salesforce](https://github.com/salesforce)  
-Code for CodeT5: a new code-aware pre-trained encoder-decoder model.  
-[https://arxiv.org/abs/2109.00859](https://arxiv.org/abs/2109.00859)  
-[https://github.com/salesforce/codet5](https://github.com/salesforce/codet5)  
-8.19 stars per week over 80 weeks  
-660 stars, 123 forks, 21 watches  
-[nlp](categories/nlp.md) category, created 2021-08-16, last commit 2022-07-08, main language Python  
-<sub><sup>code-intelligence, language-model, nlp, programming-language, representation-learning</sup></sub>
+### [pyroad](https://github.com/amaargiru/pyroad) by [amaargiru](https://github.com/amaargiru)  
+pyroad: Detailed Python developer roadmap  
+[https://github.com/amaargiru/pyroad](https://github.com/amaargiru/pyroad)  
+14 stars per week over 17 weeks  
+248 stars, 27 forks, 5 watches  
+[study](categories/study.md) category, created 2022-11-03, last commit 2023-02-27, main language Jupyter Notebook  
+<sub><sup>python, roadmap, tutorial</sup></sub>
 
 
 ### [python-devtools](https://github.com/samuelcolvin/python-devtools) by [samuelcolvin](https://github.com/samuelcolvin)  
 python-devtools: Dev tools for python  
 [https://python-devtools.helpmanual.io/](https://python-devtools.helpmanual.io/)  
 [https://github.com/samuelcolvin/python-devtools](https://github.com/samuelcolvin/python-devtools)  
-2.27 stars per week over 288 weeks  
+2.27 stars per week over 289 weeks  
 656 stars, 33 forks, 8 watches  
 [util](categories/util.md) category, created 2017-08-20, last commit 2023-02-06, main language Python  
 <sub><sup>devtools, python, python-devtools</sup></sub>
 
 
-### [awkward](https://github.com/scikit-hep/awkward-1.0) by [scikit-hep](https://github.com/scikit-hep)  
-awkward: Manipulate JSON-like data with NumPy-like idioms.  
-[https://awkward-array.org](https://awkward-array.org)  
-[https://github.com/scikit-hep/awkward-1.0](https://github.com/scikit-hep/awkward-1.0)  
-3.51 stars per week over 185 weeks  
-650 stars, 68 forks, 17 watches  
-[data](categories/data.md) category, created 2019-08-14, last commit 2023-03-02, main language Python  
-<sub><sup>apache-arrow, cern-root, columnar-format, data-analysis, jagged-array, json, numba, numpy, pandas, python, ragged-array, scikit-hep</sup></sub>
+### [cytoolz](https://github.com/pytoolz/cytoolz) by [pytoolz](https://github.com/pytoolz)  
+cytoolz: Cython implementation of Toolz: High performance functional utilities  
+[https://github.com/pytoolz/cytoolz](https://github.com/pytoolz/cytoolz)  
+1.95 stars per week over 465 weeks  
+907 stars, 66 forks, 23 watches  
+[util](categories/util.md) category, created 2014-04-04, last commit 2022-12-19, main language Python  
 
 
-### [s3fs](https://github.com/fsspec/s3fs) by [fsspec](https://github.com/fsspec)  
-s3fs: S3 Filesystem   
-[http://s3fs.readthedocs.io/en/latest/](http://s3fs.readthedocs.io/en/latest/)  
-[https://github.com/fsspec/s3fs](https://github.com/fsspec/s3fs)  
-1.78 stars per week over 363 weeks  
-647 stars, 216 forks, 22 watches  
-[util](categories/util.md) category, created 2016-03-16, last commit 2023-02-23, main language Python  
-<sub><sup>hacktoberfest</sup></sub>
+### [scikit-mobility](https://github.com/scikit-mobility/scikit-mobility)  
+scikit-mobility: mobility analysis in Python  
+[https://scikit-mobility.github.io/scikit-mobility/](https://scikit-mobility.github.io/scikit-mobility/)  
+[https://github.com/scikit-mobility/scikit-mobility](https://github.com/scikit-mobility/scikit-mobility)  
+2.97 stars per week over 200 weeks  
+597 stars, 139 forks, 28 watches  
+[gis](categories/gis.md) category, created 2019-04-30, last commit 2023-01-20, main language Python  
+<sub><sup>complex-systems, data-analysis, data-science, human-mobility, mobility-analysis, mobility-flows, network-science, risk-assessment, scikit-mobility, statistics, synthetic-flows</sup></sub>
 
 
-### [fastparquet](https://github.com/dask/fastparquet) by [dask](https://github.com/dask)  
-fastparquet: python implementation of the parquet columnar file format.  
-[https://github.com/dask/fastparquet](https://github.com/dask/fastparquet)  
-1.67 stars per week over 382 weeks  
-639 stars, 164 forks, 18 watches  
-[data](categories/data.md) category, created 2015-11-06, last commit 2023-02-09, main language Python  
-<sub><sup>hacktoberfest</sup></sub>
+### [blaze](https://github.com/blaze/blaze)  
+blaze: NumPy and Pandas interface to Big Data  
+[blaze.pydata.org](blaze.pydata.org)  
+[https://github.com/blaze/blaze](https://github.com/blaze/blaze)  
+5.79 stars per week over 540 weeks  
+3,126 stars, 388 forks, 199 watches  
+[pandas](categories/pandas.md) category, created 2012-10-26, last commit 2019-08-15, main language Python  
 
 
-### [quantumcomputingbook](https://github.com/jackhidary/quantumcomputingbook) by [jackhidary](https://github.com/jackhidary)  
-quantumcomputingbook: Companion site for the textbook Quantum Computing: An Applied Approach  
-[https://github.com/jackhidary/quantumcomputingbook](https://github.com/jackhidary/quantumcomputingbook)  
-3.04 stars per week over 209 weeks  
-636 stars, 188 forks, 55 watches  
-[study](categories/study.md) category, created 2019-02-28, last commit 2021-10-14, main language Jupyter Notebook  
-<sub><sup>cirq, google-quantum, qiskit, quantum, quantum-computing, quantum-information, quantum-information-science, quantum-processor, quantum-supremacy, rigetti, sycamore</sup></sub>
+### [beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns) by [newsapps](https://github.com/newsapps)  
+beeswithmachineguns: A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).  
+[http://apps.chicagotribune.com/](http://apps.chicagotribune.com/)  
+[https://github.com/newsapps/beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns)  
+9.51 stars per week over 661 weeks  
+6,293 stars, 664 forks, 227 watches  
+[testing](categories/testing.md) category, created 2010-06-29, last commit 2017-12-20, main language Python  
+
+
+### [microprediction](https://github.com/microprediction/microprediction)  
+microprediction: If you can measure it, consider it predicted  
+[http://www.microprediction.org](http://www.microprediction.org)  
+[https://github.com/microprediction/microprediction](https://github.com/microprediction/microprediction)  
+1.51 stars per week over 158 weeks  
+239 stars, 39 forks, 13 watches  
+[time-series](categories/time-series.md) category, created 2020-02-20, last commit 2023-03-04, main language Jupyter Notebook  
+<sub><sup>fbprophet, filterpy, hmmlearn, kalman-filter, keras, nowcasting, online-algorithms, pmdarima, time-series, timeseries, timeseries-analysis, timeseries-clustering, timeseries-data, timeseries-database, timeseries-forecasting, timeseries-prediction, tsfresh, tslearn</sup></sub>
+
+
+### [JoJoGAN](https://github.com/mchong6/jojogan) by [mchong6](https://github.com/mchong6)  
+Official PyTorch repo for JoJoGAN: One Shot Face Stylization  
+[https://github.com/mchong6/jojogan](https://github.com/mchong6/jojogan)  
+20 stars per week over 63 weeks  
+1,303 stars, 196 forks, 25 watches  
+[data](categories/data.md) category, created 2021-12-17, last commit 2022-02-05, main language Jupyter Notebook  
+<sub><sup>anime, gans, image-translation</sup></sub>
+
+
+### [birdseye](https://github.com/alexmojaki/birdseye) by [alexmojaki](https://github.com/alexmojaki)  
+birdseye: Graphical Python debugger which lets you easily view the values of all evaluated expressions  
+[https://birdseye.readthedocs.io](https://birdseye.readthedocs.io)  
+[https://github.com/alexmojaki/birdseye](https://github.com/alexmojaki/birdseye)  
+5.26 stars per week over 293 weeks  
+1,542 stars, 77 forks, 42 watches  
+[debug](categories/debug.md) category, created 2017-07-22, last commit 2022-05-18, main language JavaScript  
+<sub><sup>ast, birdseye, debugger, debugging, python, python-debugger</sup></sub>
+
+
+### [rio-cogeo](https://github.com/cogeotiff/rio-cogeo) by [cogeotiff](https://github.com/cogeotiff)  
+rio-cogeo: Cloud Optimized GeoTIFF creation and validation plugin for rasterio  
+[https://cogeotiff.github.io/rio-cogeo/](https://cogeotiff.github.io/rio-cogeo/)  
+[https://github.com/cogeotiff/rio-cogeo](https://github.com/cogeotiff/rio-cogeo)  
+0.84 stars per week over 260 weeks  
+219 stars, 30 forks, 44 watches  
+[gis](categories/gis.md) category, created 2018-03-09, last commit 2022-10-26, main language Python  
+<sub><sup>cog, cogeotiff, geotiff, rasterio, satellite</sup></sub>
+
+
+### [python-driver](https://github.com/scylladb/python-driver) by [scylladb](https://github.com/scylladb)  
+python-driver: ScyllaDB Python Driver, originally DataStax Python Driver for Apache Cassandra  
+[https://python-driver.docs.scylladb.com](https://python-driver.docs.scylladb.com)  
+[https://github.com/scylladb/python-driver](https://github.com/scylladb/python-driver)  
+0.17 stars per week over 223 weeks  
+38 stars, 27 forks, 6 watches  
+[data](categories/data.md) category, created 2018-11-20, last commit 2023-02-15, main language Python  
+<sub><sup>python, scylladb</sup></sub>
+
+
+### [pymunk](https://github.com/viblo/pymunk) by [viblo](https://github.com/viblo)  
+Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever  you need 2d rigid body physics from Python  
+[http://www.pymunk.org](http://www.pymunk.org)  
+[https://github.com/viblo/pymunk](https://github.com/viblo/pymunk)  
+1.55 stars per week over 491 weeks  
+761 stars, 179 forks, 22 watches  
+[sim](categories/sim.md) category, created 2013-10-02, last commit 2023-01-29, main language Python  
+<sub><sup>library, physics-2d, physics-engine, physics-simulation, pygame, pyglet, python, python-library</sup></sub>
 
 
-### [spacy-streamlit](https://github.com/explosion/spacy-streamlit) by [explosion](https://github.com/explosion)  
-spacy-streamlit: 👑 spaCy building blocks and visualizers for Streamlit apps  
-[https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py](https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py)  
-[https://github.com/explosion/spacy-streamlit](https://github.com/explosion/spacy-streamlit)  
-4.51 stars per week over 140 weeks  
-634 stars, 103 forks, 17 watches  
-[nlp](categories/nlp.md) category, created 2020-06-23, last commit 2023-02-27, main language Python  
-<sub><sup>dependency-parsing, machine-learning, named-entity-recognition, natural-language-processing, ner, nlp, part-of-speech-tagging, spacy, streamlit, text-classification, tokenization, visualizer, visualizers, word-vectors</sup></sub>
+### [activitysim](https://github.com/activitysim/activitysim)  
+activitysim: An Open Platform for Activity-Based Travel Modeling  
+[https://activitysim.github.io](https://activitysim.github.io)  
+[https://github.com/activitysim/activitysim](https://github.com/activitysim/activitysim)  
+0.33 stars per week over 454 weeks  
+152 stars, 87 forks, 42 watches  
+[sim](categories/sim.md) category, created 2014-06-18, last commit 2023-01-31, main language Jupyter Notebook  
+<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, python, travel-modeling</sup></sub>
 
 
-### [algo-trader](https://github.com/idanya/algo-trader) by [idanya](https://github.com/idanya)  
-algo-trader: Trading bot with support for realtime trading, backtesting, custom strategies and much more.  
-[https://github.com/idanya/algo-trader](https://github.com/idanya/algo-trader)  
-8.3 stars per week over 76 weeks  
-634 stars, 67 forks, 22 watches  
-[util](categories/util.md) category, created 2021-09-14, last commit 2023-03-02, main language Python  
-<sub><sup>algorithmic-trading, backtesting, crypto-bot, python, technical-analysis, trading-bot, trading-strategies</sup></sub>
+### [mahotas](https://github.com/luispedro/mahotas) by [luispedro](https://github.com/luispedro)  
+mahotas: Computer Vision in Python  
+[https://mahotas.rtfd.io](https://mahotas.rtfd.io)  
+[https://github.com/luispedro/mahotas](https://github.com/luispedro/mahotas)  
+1.17 stars per week over 683 weeks  
+796 stars, 151 forks, 48 watches  
+[viz](categories/viz.md) category, created 2010-01-31, last commit 2023-02-26, main language Python  
+<sub><sup>c-plus-plus, computer-vision, numpy, python, python-2, python-3</sup></sub>
 
 
-### [h3-py](https://github.com/uber/h3-py) by [uber](https://github.com/uber)  
-h3-py: Python bindings for H3, a hierarchical hexagonal geospatial indexing system  
-[https://uber.github.io/h3-py](https://uber.github.io/h3-py)  
-[https://github.com/uber/h3-py](https://github.com/uber/h3-py)  
-2.55 stars per week over 246 weeks  
-628 stars, 115 forks, 36 watches  
-[gis](categories/gis.md) category, created 2018-06-12, last commit 2022-11-24, main language Python  
-<sub><sup>geocoding, geospatial, gis, h3, hexagonal-architecture, python, uber</sup></sub>
+### [skweak](https://github.com/norskregnesentral/skweak) by [norskregnesentral](https://github.com/norskregnesentral)  
+skweak: A software toolkit for weak supervision applied to NLP tasks  
+[https://github.com/norskregnesentral/skweak](https://github.com/norskregnesentral/skweak)  
+8.42 stars per week over 102 weeks  
+865 stars, 70 forks, 27 watches  
+[nlp](categories/nlp.md) category, created 2021-03-16, last commit 2022-11-08, main language Python  
+<sub><sup>data-science, distant-supervision, natural-language-processing, nlp-library, nlp-machine-learning, python, spacy, training-data, weak-supervision</sup></sub>
 
 
-### [muffin](https://github.com/klen/muffin) by [klen](https://github.com/klen)  
-Muffin is a fast, simple and asyncronous web-framework for Python 3  
-[https://github.com/klen/muffin](https://github.com/klen/muffin)  
-1.48 stars per week over 421 weeks  
-625 stars, 25 forks, 31 watches  
-[web](categories/web.md) category, created 2015-02-03, last commit 2023-02-28, main language Python  
-<sub><sup>asgi, asyncio, curio, muffin, python, trio, webframework</sup></sub>
+### [mako](https://github.com/sqlalchemy/mako) by [sqlalchemy](https://github.com/sqlalchemy)  
+Mako Templates for Python  
+[https://www.makotemplates.org](https://www.makotemplates.org)  
+[https://github.com/sqlalchemy/mako](https://github.com/sqlalchemy/mako)  
+1.1 stars per week over 222 weeks  
+246 stars, 46 forks, 11 watches  
+[template](categories/template.md) category, created 2018-11-26, last commit 2023-01-03, main language Python  
 
 
-### [fpdf2](https://github.com/pyfpdf/fpdf2) by [pyfpdf](https://github.com/pyfpdf)  
-fpdf2: Simple PDF generation for Python  
-[https://pyfpdf.github.io/fpdf2/](https://pyfpdf.github.io/fpdf2/)  
-[https://github.com/pyfpdf/fpdf2](https://github.com/pyfpdf/fpdf2)  
-1.99 stars per week over 311 weeks  
-620 stars, 165 forks, 17 watches  
-[util](categories/util.md) category, created 2017-03-15, last commit 2023-03-01, main language Python  
-<sub><sup>barcode, hacktoberfest, library, markdown, pdf, pdf-generation, pdf-library, python, python3, svg</sup></sub>
+### [pyshp](https://github.com/geospatialpython/pyshp) by [geospatialpython](https://github.com/geospatialpython)  
+pyshp: This library reads and writes ESRI Shapefiles in pure Python.  
+[https://github.com/geospatialpython/pyshp](https://github.com/geospatialpython/pyshp)  
+2.15 stars per week over 469 weeks  
+1,008 stars, 260 forks, 64 watches  
+[gis](categories/gis.md) category, created 2014-03-04, last commit 2023-02-02, main language Python  
 
 
-### [pyvis](https://github.com/westhealth/pyvis) by [westhealth](https://github.com/westhealth)  
-pyvis: Python package for creating and visualizing interactive network graphs.  
-[http://pyvis.readthedocs.io/en/latest/](http://pyvis.readthedocs.io/en/latest/)  
-[https://github.com/westhealth/pyvis](https://github.com/westhealth/pyvis)  
-2.44 stars per week over 251 weeks  
-614 stars, 114 forks, 15 watches  
-[graph](categories/graph.md) category, created 2018-05-10, last commit 2023-02-10, main language HTML  
-<sub><sup>network-visualization, networkx, python</sup></sub>
+### [parameterized](https://github.com/wolever/parameterized) by [wolever](https://github.com/wolever)  
+Parameterized testing with any Python test framework  
+[https://github.com/wolever/parameterized](https://github.com/wolever/parameterized)  
+1.26 stars per week over 573 weeks  
+724 stars, 95 forks, 18 watches  
+[testing](categories/testing.md) category, created 2012-03-10, last commit 2023-03-02, main language Python  
 
 
-### [vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples) by [googlecloudplatform](https://github.com/googlecloudplatform)  
-vertex-ai-samples: Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud  
-[https://cloud.google.com/vertex-ai](https://cloud.google.com/vertex-ai)  
-[https://github.com/googlecloudplatform/vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples)  
-6.66 stars per week over 92 weeks  
-614 stars, 416 forks, 36 watches  
-[ml](categories/ml.md) category, created 2021-05-27, last commit 2023-03-02, main language Jupyter Notebook  
-<sub><sup>ai, data-science, gcp, google-cloud-platform, ml, mlops, notebook, python, samples, vertex-ai</sup></sub>
+### [mesh](https://github.com/tensorflow/mesh) by [tensorflow](https://github.com/tensorflow)  
+Mesh TensorFlow: Model Parallelism Made Easier  
+[https://github.com/tensorflow/mesh](https://github.com/tensorflow/mesh)  
+5.92 stars per week over 232 weeks  
+1,375 stars, 241 forks, 47 watches  
+[ml-dl](categories/ml-dl.md) category, created 2018-09-20, last commit 2023-01-25, main language Python  
 
 
-### [arxiv.py](https://github.com/lukasschwab/arxiv.py) by [lukasschwab](https://github.com/lukasschwab)  
-arxiv.py: Python wrapper for the arXiv API  
-[https://github.com/lukasschwab/arxiv.py](https://github.com/lukasschwab/arxiv.py)  
-1.62 stars per week over 379 weeks  
-613 stars, 81 forks, 17 watches  
-[util](categories/util.md) category, created 2015-11-25, last commit 2023-02-01, main language Python  
-<sub><sup>arxiv, arxiv-api, pdf, python-wrapper</sup></sub>
+### [warp-drive](https://github.com/salesforce/warp-drive) by [salesforce](https://github.com/salesforce)  
+warp-drive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)  
+[https://github.com/salesforce/warp-drive](https://github.com/salesforce/warp-drive)  
+4.42 stars per week over 79 weeks  
+352 stars, 65 forks, 13 watches  
+[ml](categories/ml.md) category, created 2021-08-25, last commit 2023-01-17, main language Python  
+<sub><sup>cuda, deep-learning, gpu, high-throughput, multiagent-reinforcement-learning, numba, pytorch, reinforcement-learning</sup></sub>
 
 
-### [fastapi-cache](https://github.com/long2ice/fastapi-cache) by [long2ice](https://github.com/long2ice)  
-fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.  
-[https://github.com/long2ice/fastapi-cache](https://github.com/long2ice/fastapi-cache)  
-[https://github.com/long2ice/fastapi-cache](https://github.com/long2ice/fastapi-cache)  
-4.62 stars per week over 131 weeks  
-607 stars, 89 forks, 9 watches  
-[web](categories/web.md) category, created 2020-08-25, last commit 2023-02-15, main language Python  
-<sub><sup>cache, fastapi, memcached, redis</sup></sub>
+### [AutoTS](https://github.com/winedarksea/autots) by [winedarksea](https://github.com/winedarksea)  
+AutoTS: Automated Time Series Forecasting  
+[https://github.com/winedarksea/autots](https://github.com/winedarksea/autots)  
+3.99 stars per week over 170 weeks  
+681 stars, 65 forks, 14 watches  
+[time-series](categories/time-series.md) category, created 2019-11-26, last commit 2023-02-02, main language Python  
+<sub><sup>automl, autots, deep-learning, feature-engineering, forecasting, machine-learning, preprocessing, time-series</sup></sub>
 
 
-### [cattrs](https://github.com/python-attrs/cattrs) by [python-attrs](https://github.com/python-attrs)  
-cattrs: Complex custom class converters for attrs.  
-[https://github.com/python-attrs/cattrs](https://github.com/python-attrs/cattrs)  
-1.78 stars per week over 339 weeks  
-603 stars, 86 forks, 16 watches  
-[typing](categories/typing.md) category, created 2016-08-28, last commit 2023-03-02, main language Python  
-<sub><sup>attrs, deserialization, serialization</sup></sub>
+### [language](https://github.com/google-research/language) by [google-research](https://github.com/google-research)  
+language: Shared repository for open-sourced projects from the Google AI Language team.  
+[https://ai.google/research/teams/language/](https://ai.google/research/teams/language/)  
+[https://github.com/google-research/language](https://github.com/google-research/language)  
+5.99 stars per week over 228 weeks  
+1,371 stars, 323 forks, 64 watches  
+[nlp](categories/nlp.md) category, created 2018-10-16, last commit 2023-02-23, main language Python  
+<sub><sup>machine-learning, natural-language-processing, research</sup></sub>
 
 
-### [ml-ane-transformers](https://github.com/apple/ml-ane-transformers) by [apple](https://github.com/apple)  
-ml-ane-transformers: Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)  
-[https://github.com/apple/ml-ane-transformers](https://github.com/apple/ml-ane-transformers)  
-15 stars per week over 39 weeks  
-599 stars, 31 forks, 34 watches  
-[ml](categories/ml.md) category, created 2022-06-03, last commit 2022-08-09, main language Python  
+### [python-progressbar](https://github.com/wolph/python-progressbar) by [wolph](https://github.com/wolph)  
+python-progressbar: Progressbar 2 - A progress bar for Python 2 and Python 3 - "pip install progressbar2"  
+[http://progressbar-2.readthedocs.org/en/latest/](http://progressbar-2.readthedocs.org/en/latest/)  
+[https://github.com/wolph/python-progressbar](https://github.com/wolph/python-progressbar)  
+1.4 stars per week over 575 weeks  
+806 stars, 95 forks, 22 watches  
+[util](categories/util.md) category, created 2012-02-20, last commit 2023-02-02, main language Python  
+<sub><sup>bar, cli, console, eta, gui, library, percentage, progress, progress-bar, progressbar, python, rate, terminal, time</sup></sub>
 
 
-### [scikit-mobility](https://github.com/scikit-mobility/scikit-mobility)  
-scikit-mobility: mobility analysis in Python  
-[https://scikit-mobility.github.io/scikit-mobility/](https://scikit-mobility.github.io/scikit-mobility/)  
-[https://github.com/scikit-mobility/scikit-mobility](https://github.com/scikit-mobility/scikit-mobility)  
-2.98 stars per week over 200 weeks  
-597 stars, 139 forks, 28 watches  
-[gis](categories/gis.md) category, created 2019-04-30, last commit 2023-01-20, main language Python  
-<sub><sup>complex-systems, data-analysis, data-science, human-mobility, mobility-analysis, mobility-flows, network-science, risk-assessment, scikit-mobility, statistics, synthetic-flows</sup></sub>
+### [medical-chatgpt](https://github.com/lucidrains/medical-chatgpt) by [lucidrains](https://github.com/lucidrains)  
+medical-chatgpt: Implementation of ChatGPT, but tailored towards primary care medicine, with the reward being able to collect patient histories in a thorough and efficient manner and come up with a reasonable differential diagnosis  
+[https://github.com/lucidrains/medical-chatgpt](https://github.com/lucidrains/medical-chatgpt)  
+19 stars per week over 12 weeks  
+239 stars, 20 forks, 26 watches  
+[nlp](categories/nlp.md) category, created 2022-12-10, last commit 2023-02-27, main language Python  
+<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, medicine, transformers</sup></sub>
 
 
-### [grass](https://github.com/osgeo/grass) by [osgeo](https://github.com/osgeo)  
-GRASS GIS - free and open source Geographic Information System (GIS)  
-[https://grass.osgeo.org](https://grass.osgeo.org)  
-[https://github.com/osgeo/grass](https://github.com/osgeo/grass)  
-3.02 stars per week over 198 weeks  
-597 stars, 223 forks, 43 watches  
-[gis](categories/gis.md) category, created 2019-05-17, last commit 2023-03-02, main language C  
-<sub><sup>earth-observation, geospatial, geospatial-analysis, gis, grass-gis, hacktoberfest, open-science, osgeo, raster, remote-sensing, science, spatial, timeseries-analysis, vector</sup></sub>
+### [GlobalMLBuildingFootprints](https://github.com/microsoft/globalmlbuildingfootprints) by [microsoft](https://github.com/microsoft)  
+GlobalMLBuildingFootprints: Worldwide building footprints derived from satellite imagery   
+[https://github.com/microsoft/globalmlbuildingfootprints](https://github.com/microsoft/globalmlbuildingfootprints)  
+16 stars per week over 45 weeks  
+754 stars, 94 forks, 31 watches  
+[gis](categories/gis.md) category, created 2022-04-22, last commit 2022-11-16, main language Python  
 
 
-### [long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion) by [sharonzhou](https://github.com/sharonzhou)  
-long_stable_diffusion: Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)  
-[https://github.com/sharonzhou/long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion)  
-23 stars per week over 25 weeks  
-596 stars, 48 forks, 14 watches  
-[diffusion](categories/diffusion.md) category, created 2022-09-04, last commit 2022-10-30, main language Python  
+### [pyglove](https://github.com/google/pyglove) by [google](https://github.com/google)  
+pyglove: Manipulating Python Programs  
+[https://github.com/google/pyglove](https://github.com/google/pyglove)  
+5.23 stars per week over 42 weeks  
+222 stars, 8 forks, 7 watches  
+[util](categories/util.md) category, created 2022-05-12, last commit 2023-02-08, main language Python  
+<sub><sup>automl, evolution, machine-learning, manipulation, meta-learning, meta-programming, python, symbolic-programming</sup></sub>
 
 
-### [balance](https://github.com/facebookresearch/balance) by [facebookresearch](https://github.com/facebookresearch)  
-balance: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.  
-[https://import-balance.org](https://import-balance.org)  
-[https://github.com/facebookresearch/balance](https://github.com/facebookresearch/balance)  
-38 stars per week over 15 weeks  
-590 stars, 28 forks, 5 watches  
-[ml](categories/ml.md) category, created 2022-11-15, last commit 2023-02-19, main language Python  
+### [pyscript-cli](https://github.com/pyscript/pyscript-cli) by [pyscript](https://github.com/pyscript)  
+pyscript-cli: A CLI for PyScript  
+[https://github.com/pyscript/pyscript-cli](https://github.com/pyscript/pyscript-cli)  
+3.27 stars per week over 44 weeks  
+144 stars, 14 forks, 12 watches  
+[util](categories/util.md) category, created 2022-05-01, last commit 2023-02-25, main language Python  
 
 
-### [lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp) by [lexpredict](https://github.com/lexpredict)  
-lexpredict-lexnlp: LexNLP by LexPredict  
-[https://github.com/lexpredict/lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp)  
-2.08 stars per week over 282 weeks  
-588 stars, 158 forks, 49 watches  
-[nlp](categories/nlp.md) category, created 2017-09-30, last commit 2022-08-10, main language HTML  
-<sub><sup>analytics, contracts, data, law, legal, legaltech, linguistics, ml, nlp</sup></sub>
+### [pypy](https://github.com/mozillazg/pypy) by [mozillazg](https://github.com/mozillazg)  
+pypy: The unofficial GitHub mirror of PyPy  
+[https://foss.heptapod.net/pypy/pypy](https://foss.heptapod.net/pypy/pypy)  
+[https://github.com/mozillazg/pypy](https://github.com/mozillazg/pypy)  
+0.93 stars per week over 395 weeks  
+370 stars, 60 forks, 11 watches  
+[util](categories/util.md) category, created 2015-08-03, last commit 2023-03-03, main language Python  
+<sub><sup>github-mirror, pypy, read-only-repository, readonly, unofficial, unofficial-mirror</sup></sub>
 
 
-### [Blackstone](https://github.com/iclrandd/blackstone) by [iclrandd](https://github.com/iclrandd)  
-Blackstone: :black_circle: A spaCy pipeline and model for NLP on unstructured legal text.  
-[https://research.iclr.co.uk](https://research.iclr.co.uk)  
-[https://github.com/iclrandd/blackstone](https://github.com/iclrandd/blackstone)  
-2.86 stars per week over 205 weeks  
-588 stars, 93 forks, 38 watches  
-[nlp](categories/nlp.md) category, created 2019-03-25, last commit 2021-01-31, main language Python  
-<sub><sup>caselaw, law, legaltech, nlp, spacy-models</sup></sub>
+### [flashtext](https://github.com/vi3k6i5/flashtext) by [vi3k6i5](https://github.com/vi3k6i5)  
+flashtext: Extract Keywords from sentence or Replace keywords in sentences.  
+[https://github.com/vi3k6i5/flashtext](https://github.com/vi3k6i5/flashtext)  
+18 stars per week over 289 weeks  
+5,362 stars, 599 forks, 139 watches  
+[data](categories/data.md) category, created 2017-08-15, last commit 2020-05-03, main language Python  
+<sub><sup>data-extraction, keyword-extraction, nlp, search-in-text, word2vec</sup></sub>
 
 
-### [pySBD](https://github.com/nipunsadvilkar/pysbd) by [nipunsadvilkar](https://github.com/nipunsadvilkar)  
-pySBD: 🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.  
-[https://github.com/nipunsadvilkar/pysbd](https://github.com/nipunsadvilkar/pysbd)  
-1.92 stars per week over 298 weeks  
-575 stars, 67 forks, 10 watches  
-[nlp](categories/nlp.md) category, created 2017-06-11, last commit 2021-02-11, main language Python  
-<sub><sup>python, rule-based, segmentation, sentence, sentence-boundary-detection, sentence-tokenizer</sup></sub>
+### [momepy](https://github.com/pysal/momepy) by [pysal](https://github.com/pysal)  
+momepy: Urban Morphology Measuring Toolkit  
+[https://docs.momepy.org](https://docs.momepy.org)  
+[https://github.com/pysal/momepy](https://github.com/pysal/momepy)  
+1.41 stars per week over 257 weeks  
+364 stars, 48 forks, 16 watches  
+[gis](categories/gis.md) category, created 2018-03-30, last commit 2023-02-28, main language Python  
+<sub><sup>morphological-analysis, morphology, morphometrics, urban, urban-morphometrics, urban-street-networks</sup></sub>
 
 
-### [python-bigquery](https://github.com/googleapis/python-bigquery) by [googleapis](https://github.com/googleapis)  
-googleapis/python-bigquery  
-[https://github.com/googleapis/python-bigquery](https://github.com/googleapis/python-bigquery)  
-3.4 stars per week over 168 weeks  
-572 stars, 232 forks, 58 watches  
-[data](categories/data.md) category, created 2019-12-10, last commit 2023-03-02, main language Python  
+### [blessed](https://github.com/jquast/blessed) by [jquast](https://github.com/jquast)  
+Blessed is an easy, practical library for making python terminal apps  
+[http://pypi.python.org/pypi/blessed](http://pypi.python.org/pypi/blessed)  
+[https://github.com/jquast/blessed](https://github.com/jquast/blessed)  
+1.9 stars per week over 470 weeks  
+893 stars, 68 forks, 23 watches  
+[term](categories/term.md) category, created 2014-03-01, last commit 2023-02-04, main language Python  
+<sub><sup>cli, curses, terminal</sup></sub>
 
 
-### [pynamical](https://github.com/gboeing/pynamical) by [gboeing](https://github.com/gboeing)  
-Pynamical is a Python package for modeling and visualizing discrete nonlinear dynamical systems, chaos, and fractals.  
-[https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/](https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/)  
-[https://github.com/gboeing/pynamical](https://github.com/gboeing/pynamical)  
-1.29 stars per week over 439 weeks  
-567 stars, 109 forks, 31 watches  
-[sim](categories/sim.md) category, created 2014-09-28, last commit 2022-05-24, main language Python  
-<sub><sup>animation, bifurcation-diagram, chaos, cobweb-plot, fractal, fractals, ipynb, logistic, math, matplotlib, modeling, nonlinear, numba, numpy, pandas, phase-diagram, physics, python, systems, visualization</sup></sub>
+### [espresso](https://github.com/espressomd/espresso) by [espressomd](https://github.com/espressomd)  
+espresso: The ESPResSo package  
+[https://espressomd.org](https://espressomd.org)  
+[https://github.com/espressomd/espresso](https://github.com/espressomd/espresso)  
+0.29 stars per week over 623 weeks  
+181 stars, 170 forks, 20 watches  
+[sim](categories/sim.md) category, created 2011-03-25, last commit 2023-03-02, main language C++  
+<sub><sup>c-plus-plus, lattice-boltzmann, molecular-dynamics, physics, python, scientific-computing, soft-matter</sup></sub>
 
 
-### [panoramix](https://github.com/palkeo/panoramix) by [palkeo](https://github.com/palkeo)  
-panoramix: Ethereum decompiler  
-[https://github.com/palkeo/panoramix](https://github.com/palkeo/panoramix)  
-3.54 stars per week over 158 weeks  
-562 stars, 154 forks, 31 watches  
-[crypto](categories/crypto.md) category, created 2020-02-17, last commit 2020-08-22, main language Python  
+### [ffn](https://github.com/pmorissette/ffn) by [pmorissette](https://github.com/pmorissette)  
+ffn - a financial function library for Python  
+[pmorissette.github.io/ffn](pmorissette.github.io/ffn)  
+[https://github.com/pmorissette/ffn](https://github.com/pmorissette/ffn)  
+3.17 stars per week over 454 weeks  
+1,441 stars, 254 forks, 59 watches  
+[finance](categories/finance.md) category, created 2014-06-19, last commit 2022-12-21, main language Python  
 
 
-### [crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app) by [pmaji](https://github.com/pmaji)  
-crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.  
-[https://github.com/pmaji/crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app)  
-2.08 stars per week over 266 weeks  
-555 stars, 135 forks, 48 watches  
-[crypto](categories/crypto.md) category, created 2018-01-23, last commit 2022-12-08, main language Python  
-<sub><sup>bitcoin, bitcoin-api, bitcoin-price, cryptocurrency, cryptocurrency-exchanges, cryptocurrency-price-ticker, cryptocurrency-prices, dash, ethereum, ethereum-blockchain, ethereum-price, gdax, gdax-api, gdax-python, litecoin, litecoin-price, plotly, plotly-dash, python, python3</sup></sub>
+### [FastTreeSHAP](https://github.com/linkedin/fasttreeshap) by [linkedin](https://github.com/linkedin)  
+FastTreeSHAP: Fast SHAP value computation for interpreting tree-based models  
+[https://github.com/linkedin/fasttreeshap](https://github.com/linkedin/fasttreeshap)  
+6.64 stars per week over 57 weeks  
+384 stars, 23 forks, 7 watches  
+[ml](categories/ml.md) category, created 2022-01-24, last commit 2022-11-29, main language Python  
+<sub><sup>explainable-ai, interpretability, lightgbm, machine-learning, random-forest, shap, xgboost</sup></sub>
 
 
-### [filesystem_spec](https://github.com/fsspec/filesystem_spec) by [fsspec](https://github.com/fsspec)  
-filesystem_spec: A specification that python filesystems should adhere to.  
-[https://github.com/fsspec/filesystem_spec](https://github.com/fsspec/filesystem_spec)  
-2.18 stars per week over 253 weeks  
-554 stars, 238 forks, 22 watches  
-[util](categories/util.md) category, created 2018-04-23, last commit 2023-03-01, main language Python  
+### [python-blosc](https://github.com/blosc/python-blosc) by [blosc](https://github.com/blosc)  
+python-blosc: A Python wrapper for the extremely fast Blosc compression library   
+[https://www.blosc.org/python-blosc/python-blosc.html](https://www.blosc.org/python-blosc/python-blosc.html)  
+[https://github.com/blosc/python-blosc](https://github.com/blosc/python-blosc)  
+0.51 stars per week over 648 weeks  
+329 stars, 75 forks, 14 watches  
+[perf](categories/perf.md) category, created 2010-09-30, last commit 2023-03-02, main language Python  
+<sub><sup>blosc, compression, python, wrapper</sup></sub>
 
 
-### [PiML-Toolbox](https://github.com/selfexplainml/piml-toolbox) by [selfexplainml](https://github.com/selfexplainml)  
-PiML-Toolbox: PiML (Python Interpretable Machine Learning) toolbox for model development and model validation  
-[https://selfexplainml.github.io/PiML-Toolbox](https://selfexplainml.github.io/PiML-Toolbox)  
-[https://github.com/selfexplainml/piml-toolbox](https://github.com/selfexplainml/piml-toolbox)  
-12 stars per week over 44 weeks  
-549 stars, 62 forks, 15 watches  
-[ml-interpretability](categories/ml-interpretability.md) category, created 2022-04-29, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>interpretable-machine-learning, low-code, ml-workflow, model-diagnostics</sup></sub>
+### [python-lambda](https://github.com/nficano/python-lambda) by [nficano](https://github.com/nficano)  
+python-lambda:  A toolkit for developing and deploying serverless Python code in AWS Lambda.   
+[https://github.com/nficano/python-lambda](https://github.com/nficano/python-lambda)  
+3.89 stars per week over 366 weeks  
+1,425 stars, 229 forks, 32 watches  
+[util](categories/util.md) category, created 2016-02-26, last commit 2022-06-03, main language Python  
+<sub><sup>aws, aws-lambda, microservices, python, serverless</sup></sub>
 
 
-### [Auto_TS](https://github.com/autoviml/auto_ts) by [autoviml](https://github.com/autoviml)  
-Auto_TS: Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.  
-[https://github.com/autoviml/auto_ts](https://github.com/autoviml/auto_ts)  
-3.46 stars per week over 158 weeks  
-549 stars, 97 forks, 17 watches  
-[time-series](categories/time-series.md) category, created 2020-02-15, last commit 2023-02-22, main language Jupyter Notebook  
-<sub><sup>arima, auto-arima, auto-sklearn, auto-timeseries, autokeras, automl, autosklearn, prophet, python, python3, sklearn, time-series, time-series-analysis, tpot</sup></sub>
+### [BookCode_Edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1) by [bayesianmodelingandcomputationinpython](https://github.com/bayesianmodelingandcomputationinpython)  
+bayesianmodelingandcomputationinpython/bookcode_edition1  
+[https://www.bayesiancomputationbook.com](https://www.bayesiancomputationbook.com)  
+[https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1)  
+4.73 stars per week over 80 weeks  
+382 stars, 93 forks, 18 watches  
+[study](categories/study.md) category, created 2021-08-17, last commit 2023-01-09, main language Jupyter Notebook  
 
 
-### [cuda-python](https://github.com/nvidia/cuda-python) by [nvidia](https://github.com/nvidia)  
-cuda-python: CUDA Python Low-level Bindings  
-[https://nvidia.github.io/cuda-python/](https://nvidia.github.io/cuda-python/)  
-[https://github.com/nvidia/cuda-python](https://github.com/nvidia/cuda-python)  
-6.26 stars per week over 87 weeks  
-548 stars, 43 forks, 22 watches  
-[ml](categories/ml.md) category, created 2021-06-28, last commit 2023-02-28, main language Python  
+### [felicette](https://github.com/plant99/felicette) by [plant99](https://github.com/plant99)  
+felicette: Satellite imagery for dummies.  
+[https://github.com/plant99/felicette](https://github.com/plant99/felicette)  
+13 stars per week over 138 weeks  
+1,796 stars, 85 forks, 39 watches  
+[gis](categories/gis.md) category, created 2020-07-12, last commit 2021-09-08, main language Python  
+<sub><sup>earth-observation, earth-science, geoinformatics, geospatial, geospatial-data, geospatial-visualization, gis, python, python3, satellite-data, satellite-imagery, satellite-images</sup></sub>
 
 
-### [rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer) by [kakaobrain](https://github.com/kakaobrain)  
-rq-vae-transformer: The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)  
-[https://github.com/kakaobrain/rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer)  
-10 stars per week over 52 weeks  
-539 stars, 61 forks, 15 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-03-03, last commit 2022-08-18, main language Jupyter Notebook  
+### [qgrid](https://github.com/quantopian/qgrid) by [quantopian](https://github.com/quantopian)  
+qgrid: An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks  
+[https://github.com/quantopian/qgrid](https://github.com/quantopian/qgrid)  
+6.7 stars per week over 439 weeks  
+2,946 stars, 419 forks, 88 watches  
+[jupyter](categories/jupyter.md) category, created 2014-09-30, last commit 2020-04-07, main language Python  
 
 
-### [iris](https://github.com/scitools/iris) by [scitools](https://github.com/scitools)  
-iris: A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data  
-[https://scitools-iris.readthedocs.io/en/latest/](https://scitools-iris.readthedocs.io/en/latest/)  
-[https://github.com/scitools/iris](https://github.com/scitools/iris)  
-0.98 stars per week over 551 weeks  
-538 stars, 264 forks, 45 watches  
-[gis](categories/gis.md) category, created 2012-08-06, last commit 2023-02-28, main language Python  
-<sub><sup>data-analysis, earth-science, grib, iris, meteorology, netcdf, oceanography, python, spaceweather, visualisation</sup></sub>
+### [arch](https://github.com/bashtage/arch) by [bashtage](https://github.com/bashtage)  
+ARCH models in Python  
+[https://github.com/bashtage/arch](https://github.com/bashtage/arch)  
+2.41 stars per week over 444 weeks  
+1,072 stars, 229 forks, 42 watches  
+[time-series](categories/time-series.md) category, created 2014-08-29, last commit 2022-11-10, main language Python  
+<sub><sup>adf, arch, bootstrap, df-gls, dickey-fuller, finance, financial-econometrics, forecasting, model-confidence-set, multiple-comparison-procedures, phillips-perron, reality-check, risk, spa, time-series, unit-root, variance, volatility</sup></sub>
 
 
-### [ipykernel](https://github.com/ipython/ipykernel) by [ipython](https://github.com/ipython)  
-ipykernel: IPython Kernel for Jupyter  
-[https://ipykernel.readthedocs.io/en/stable/](https://ipykernel.readthedocs.io/en/stable/)  
-[https://github.com/ipython/ipykernel](https://github.com/ipython/ipykernel)  
-1.3 stars per week over 412 weeks  
-536 stars, 337 forks, 34 watches  
-[util](categories/util.md) category, created 2015-04-09, last commit 2023-03-02, main language Python  
-<sub><sup>closember, ipython, ipython-kernel, jupyter, jupyter-notebook, kernel, python</sup></sub>
+### [gin-config](https://github.com/google/gin-config) by [google](https://github.com/google)  
+gin-config: Gin provides a lightweight configuration framework for Python  
+[https://github.com/google/gin-config](https://github.com/google/gin-config)  
+7.23 stars per week over 244 weeks  
+1,768 stars, 113 forks, 24 watches  
+[util](categories/util.md) category, created 2018-06-27, last commit 2022-12-05, main language Python  
+<sub><sup>configuration-management, python, tensorflow, tensorflow-experiments</sup></sub>
 
 
-### [rtree](https://github.com/toblerity/rtree) by [toblerity](https://github.com/toblerity)  
-Rtree: spatial index for Python GIS ¶  
-[https://rtree.readthedocs.io/en/latest/](https://rtree.readthedocs.io/en/latest/)  
-[https://github.com/toblerity/rtree](https://github.com/toblerity/rtree)  
-0.86 stars per week over 610 weeks  
-527 stars, 123 forks, 30 watches  
-[gis](categories/gis.md) category, created 2011-06-19, last commit 2023-01-23, main language Python  
+### [pynacl](https://github.com/pyca/pynacl) by [pyca](https://github.com/pyca)  
+pynacl: Python binding to the Networking and Cryptography (NaCl) library  
+[https://pynacl.readthedocs.io/](https://pynacl.readthedocs.io/)  
+[https://github.com/pyca/pynacl](https://github.com/pyca/pynacl)  
+1.81 stars per week over 523 weeks  
+945 stars, 220 forks, 27 watches  
+[util](categories/util.md) category, created 2013-02-22, last commit 2023-01-19, main language C  
+<sub><sup>cryptography, libsodium, nacl, python</sup></sub>
 
 
-### [kedro-viz](https://github.com/kedro-org/kedro-viz) by [kedro-org](https://github.com/kedro-org)  
-kedro-viz: Visualise your Kedro data and machine-learning pipelines and track your experiments.   
-[https://demo.kedro.org/](https://demo.kedro.org/)  
-[https://github.com/kedro-org/kedro-viz](https://github.com/kedro-org/kedro-viz)  
-2.64 stars per week over 199 weeks  
-525 stars, 87 forks, 11 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-05-09, last commit 2023-03-02, main language JavaScript  
-<sub><sup>data-visualization, experiment-tracking, hacktoberfest, kedro, kedro-plugin, python, react</sup></sub>
+### [MEDIUM_NoteBook](https://github.com/cerlymarco/medium_notebook) by [cerlymarco](https://github.com/cerlymarco)  
+MEDIUM_NoteBook: Repository containing notebooks of my posts on Medium  
+[https://github.com/cerlymarco/medium_notebook](https://github.com/cerlymarco/medium_notebook)  
+8.61 stars per week over 201 weeks  
+1,738 stars, 910 forks, 97 watches  
+[study](categories/study.md) category, created 2019-04-22, last commit 2023-02-22, main language Jupyter Notebook  
+<sub><sup>artificial-intelligence, data-science, deep-learning, machine-learning, notebooks</sup></sub>
 
 
-### [stat453-deep-learning-ss20](https://github.com/rasbt/stat453-deep-learning-ss20) by [rasbt](https://github.com/rasbt)  
-stat453-deep-learning-ss20: STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020)  
-[http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/](http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/)  
-[https://github.com/rasbt/stat453-deep-learning-ss20](https://github.com/rasbt/stat453-deep-learning-ss20)  
-3.22 stars per week over 162 weeks  
-523 stars, 154 forks, 36 watches  
-[study](categories/study.md) category, created 2020-01-20, last commit 2020-05-01, main language Jupyter Notebook  
+### [autotyping](https://github.com/jellezijlstra/autotyping) by [jellezijlstra](https://github.com/jellezijlstra)  
+jellezijlstra/autotyping  
+[https://github.com/jellezijlstra/autotyping](https://github.com/jellezijlstra/autotyping)  
+1.43 stars per week over 88 weeks  
+126 stars, 9 forks, 4 watches  
+[typing](categories/typing.md) category, created 2021-06-25, last commit 2023-03-03, main language Python  
 
 
-### [python-soundfile](https://github.com/bastibe/python-soundfile) by [bastibe](https://github.com/bastibe)  
-python-soundfile: SoundFile is an audio library based on libsndfile, CFFI, and NumPy  
-[https://github.com/bastibe/python-soundfile](https://github.com/bastibe/python-soundfile)  
-1.05 stars per week over 496 weeks  
-523 stars, 87 forks, 17 watches  
-[util](categories/util.md) category, created 2013-08-27, last commit 2023-02-24, main language Python  
+### [Auto_TS](https://github.com/autoviml/auto_ts) by [autoviml](https://github.com/autoviml)  
+Auto_TS: Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.  
+[https://github.com/autoviml/auto_ts](https://github.com/autoviml/auto_ts)  
+3.46 stars per week over 159 weeks  
+550 stars, 97 forks, 17 watches  
+[time-series](categories/time-series.md) category, created 2020-02-15, last commit 2023-02-22, main language Jupyter Notebook  
+<sub><sup>arima, auto-arima, auto-sklearn, auto-timeseries, autokeras, automl, autosklearn, prophet, python, python3, sklearn, time-series, time-series-analysis, tpot</sup></sub>
 
 
-### [ml-metadata](https://github.com/google/ml-metadata) by [google](https://github.com/google)  
-ml-metadata: For recording and retrieving metadata associated with ML developer and data scientist workflows.  
-[https://www.tensorflow.org/tfx/guide/mlmd](https://www.tensorflow.org/tfx/guide/mlmd)  
-[https://github.com/google/ml-metadata](https://github.com/google/ml-metadata)  
-2.41 stars per week over 215 weeks  
-520 stars, 118 forks, 29 watches  
-[ml-ops](categories/ml-ops.md) category, created 2019-01-15, last commit 2023-03-02, main language C++  
+### [weather-tools](https://github.com/google/weather-tools) by [google](https://github.com/google)  
+weather-tools: Apache Beam pipelines to make weather data accessible and useful.  
+[https://weather-tools.readthedocs.io/](https://weather-tools.readthedocs.io/)  
+[https://github.com/google/weather-tools](https://github.com/google/weather-tools)  
+1.9 stars per week over 66 weeks  
+127 stars, 27 forks, 15 watches  
+[data](categories/data.md) category, created 2021-11-22, last commit 2023-02-22, main language Python  
+<sub><sup>apache-beam, python, weather</sup></sub>
 
 
-### [specialist](https://github.com/brandtbucher/specialist) by [brandtbucher](https://github.com/brandtbucher)  
-specialist: Visualize CPython 3.11's specializing, adaptive interpreter. :fire:  
-[https://github.com/brandtbucher/specialist](https://github.com/brandtbucher/specialist)  
-13 stars per week over 39 weeks  
-516 stars, 9 forks, 10 watches  
-[perf](categories/perf.md) category, created 2022-06-01, last commit 2023-03-01, main language Python  
+### [hypertools](https://github.com/contextlab/hypertools) by [contextlab](https://github.com/contextlab)  
+hypertools: A Python toolbox for gaining geometric insights into high-dimensional data  
+[http://hypertools.readthedocs.io/en/latest/](http://hypertools.readthedocs.io/en/latest/)  
+[https://github.com/contextlab/hypertools](https://github.com/contextlab/hypertools)  
+5.26 stars per week over 335 weeks  
+1,766 stars, 160 forks, 60 watches  
+[ml](categories/ml.md) category, created 2016-09-27, last commit 2022-02-12, main language Python  
+<sub><sup>data-visualization, data-wrangling, high-dimensional-data, python, text-vectorization, time-series, topic-modeling, visualization</sup></sub>
 
 
-### [sql-metadata](https://github.com/macbre/sql-metadata) by [macbre](https://github.com/macbre)  
-sql-metadata: Uses tokenized query returned by python-sqlparse and generates query metadata  
-[https://pypi.python.org/pypi/sql-metadata](https://pypi.python.org/pypi/sql-metadata)  
-[https://github.com/macbre/sql-metadata](https://github.com/macbre/sql-metadata)  
-1.7 stars per week over 299 weeks  
-509 stars, 87 forks, 15 watches  
-[data](categories/data.md) category, created 2017-06-06, last commit 2023-02-16, main language Python  
-<sub><sup>database, hive, hiveql, metadata, mysql-query, parser, python-package, python3-library, sql, sql-parser, sqlparse</sup></sub>
+### [long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion) by [sharonzhou](https://github.com/sharonzhou)  
+long_stable_diffusion: Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)  
+[https://github.com/sharonzhou/long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion)  
+23 stars per week over 26 weeks  
+598 stars, 48 forks, 14 watches  
+[diffusion](categories/diffusion.md) category, created 2022-09-04, last commit 2022-10-30, main language Python  
 
 
-### [CoastSat](https://github.com/kvos/coastsat) by [kvos](https://github.com/kvos)  
-CoastSat: Global shoreline mapping tool from satellite imagery  
-[http://coastsat.wrl.unsw.edu.au/](http://coastsat.wrl.unsw.edu.au/)  
-[https://github.com/kvos/coastsat](https://github.com/kvos/coastsat)  
-2.19 stars per week over 231 weeks  
-505 stars, 206 forks, 23 watches  
-[gis](categories/gis.md) category, created 2018-09-28, last commit 2023-02-23, main language Jupyter Notebook  
-<sub><sup>coastal-engineering, earth-engine, google-earth-engine, remote-sensing, satellite-images, shoreline-detection</sup></sub>
+### [reclist](https://github.com/jacopotagliabue/reclist) by [jacopotagliabue](https://github.com/jacopotagliabue)  
+reclist: Behavioral "black-box" testing for recommender systems  
+[https://github.com/jacopotagliabue/reclist](https://github.com/jacopotagliabue/reclist)  
+5.65 stars per week over 68 weeks  
+389 stars, 21 forks, 9 watches  
+[ml](categories/ml.md) category, created 2021-11-08, last commit 2023-01-26, main language Python  
+<sub><sup>machine-learning, qa-automation, recommender-system</sup></sub>
 
 
-### [FEDOT](https://github.com/nccr-itmo/fedot) by [nccr-itmo](https://github.com/nccr-itmo)  
-FEDOT: Automated modeling and machine learning framework FEDOT  
-[https://fedot.readthedocs.io](https://fedot.readthedocs.io)  
-[https://github.com/nccr-itmo/fedot](https://github.com/nccr-itmo/fedot)  
-3.04 stars per week over 163 weeks  
-497 stars, 70 forks, 10 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-01-13, last commit 2023-02-27, main language Python  
-<sub><sup>automated-machine-learning, automation, automl, evolutionary-algorithms, fedot, genetic-programming, hyperparameter-optimization, machine-learning, multimodality, parameter-tuning, structural-learning</sup></sub>
+### [QuantLib-SWIG](https://github.com/lballabio/quantlib-swig) by [lballabio](https://github.com/lballabio)  
+QuantLib-SWIG: QuantLib wrappers to other languages  
+[https://github.com/lballabio/quantlib-swig](https://github.com/lballabio/quantlib-swig)  
+0.73 stars per week over 376 weeks  
+275 stars, 262 forks, 38 watches  
+[finance](categories/finance.md) category, created 2015-12-17, last commit 2023-01-30, main language SWIG  
+<sub><sup>quantitative-finance</sup></sub>
 
 
-### [Focal-Transformer](https://github.com/microsoft/focal-transformer) by [microsoft](https://github.com/microsoft)  
-Focal-Transformer: [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"  
-[https://github.com/microsoft/focal-transformer](https://github.com/microsoft/focal-transformer)  
-5.74 stars per week over 85 weeks  
-493 stars, 58 forks, 17 watches  
-[ml](categories/ml.md) category, created 2021-07-10, last commit 2022-03-27, main language Python  
+### [alphalens](https://github.com/quantopian/alphalens) by [quantopian](https://github.com/quantopian)  
+alphalens: Performance analysis of predictive (alpha) stock factors  
+[http://quantopian.github.io/alphalens](http://quantopian.github.io/alphalens)  
+[https://github.com/quantopian/alphalens](https://github.com/quantopian/alphalens)  
+7.28 stars per week over 352 weeks  
+2,565 stars, 982 forks, 163 watches  
+[finance](categories/finance.md) category, created 2016-06-03, last commit 2020-04-27, main language Jupyter Notebook  
+<sub><sup>algorithmic-trading, finance, jupyter, numpy, pandas, python</sup></sub>
 
 
-### [titiler](https://github.com/developmentseed/titiler) by [developmentseed](https://github.com/developmentseed)  
-titiler: Build your own Raster dynamic map tile services  
-[https://developmentseed.org/titiler/](https://developmentseed.org/titiler/)  
-[https://github.com/developmentseed/titiler](https://github.com/developmentseed/titiler)  
-2.51 stars per week over 192 weeks  
-481 stars, 103 forks, 18 watches  
-[gis](categories/gis.md) category, created 2019-06-28, last commit 2023-03-01, main language Python  
-<sub><sup>aws-cdk, aws-lambda, cog, cogeotiff, dynamic, fastapi, gdal, map-tile-server, map-tiles, mosaicjson, raster, rasterio, rest, server, stac, tile</sup></sub>
+### [yappi](https://github.com/sumerc/yappi) by [sumerc](https://github.com/sumerc)  
+yappi: Yet Another Python Profiler, but this time multithreading, asyncio and gevent aware.  
+[https://github.com/sumerc/yappi](https://github.com/sumerc/yappi)  
+1.54 stars per week over 699 weeks  
+1,078 stars, 58 forks, 13 watches  
+[profiling](categories/profiling.md) category, created 2009-10-07, last commit 2022-11-25, main language Python  
+<sub><sup>asgi, asynchronous, asyncio, coroutine, cpu, gevent, greenlet, multi-threaded-applications, multithreading, performance, profile, profilers, python, thread</sup></sub>
 
 
-### [verde](https://github.com/fatiando/verde) by [fatiando](https://github.com/fatiando)  
-verde: Processing and interpolating spatial data with a twist of machine learning  
-[https://www.fatiando.org/verde](https://www.fatiando.org/verde)  
-[https://github.com/fatiando/verde](https://github.com/fatiando/verde)  
-1.88 stars per week over 253 weeks  
-475 stars, 59 forks, 21 watches  
-[gis](categories/gis.md) category, created 2018-04-25, last commit 2022-12-09, main language Python  
-<sub><sup>earth-science, fatiando-a-terra, geophysics, geoscience, geospatial, interpolation, python, python3, scipy, scipy-stack</sup></sub>
+### [orator](https://github.com/sdispater/orator) by [sdispater](https://github.com/sdispater)  
+orator: The Orator ORM provides a simple yet beautiful ActiveRecord implementation.  
+[https://orator-orm.com](https://orator-orm.com)  
+[https://github.com/sdispater/orator](https://github.com/sdispater/orator)  
+3.42 stars per week over 406 weeks  
+1,387 stars, 164 forks, 46 watches  
+[data](categories/data.md) category, created 2015-05-24, last commit 2022-03-13, main language Python  
+<sub><sup>database, orm, python</sup></sub>
 
 
-### [atspy](https://github.com/firmai/atspy) by [firmai](https://github.com/firmai)  
-AtsPy: Automated Time Series Models in Python (by @firmai)  
-[https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631)  
-[https://github.com/firmai/atspy](https://github.com/firmai/atspy)  
-2.94 stars per week over 161 weeks  
-474 stars, 88 forks, 20 watches  
-[time-series](categories/time-series.md) category, created 2020-01-28, last commit 2021-12-18, main language Python  
-<sub><sup>automated, finance, forecasting, forecasting-models, python, time-series, time-series-analysis</sup></sub>
+### [tfcausalimpact](https://github.com/willianfuks/tfcausalimpact) by [willianfuks](https://github.com/willianfuks)  
+tfcausalimpact: Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.  
+[https://github.com/willianfuks/tfcausalimpact](https://github.com/willianfuks/tfcausalimpact)  
+2.95 stars per week over 132 weeks  
+392 stars, 54 forks, 10 watches  
+[math](categories/math.md) category, created 2020-08-17, last commit 2022-12-20, main language Python  
+<sub><sup>causal-inference, causalimpact, python, tensorflow-probability</sup></sub>
 
 
-### [Daft](https://github.com/eventual-inc/daft) by [eventual-inc](https://github.com/eventual-inc)  
-Daft: The Python DataFrame for Complex Data  
-[https://github.com/eventual-inc/daft](https://github.com/eventual-inc/daft)  
-10 stars per week over 44 weeks  
-470 stars, 18 forks, 6 watches  
-[pandas](categories/pandas.md) category, created 2022-04-25, last commit 2023-03-03, main language Python  
-<sub><sup>data-engineering, data-science, dataframe, deep-learning, distributed-computing, image-processing, machine-learning, python</sup></sub>
+### [cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings) by [cgal](https://github.com/cgal)  
+cgal-swig-bindings: CGAL bindings using SWIG  
+[https://github.com/cgal/cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings)  
+0.64 stars per week over 416 weeks  
+266 stars, 80 forks, 26 watches  
+[gis](categories/gis.md) category, created 2015-03-14, last commit 2023-03-01, main language C++  
 
 
-### [ppuda](https://github.com/facebookresearch/ppuda) by [facebookresearch](https://github.com/facebookresearch)  
-ppuda: Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021)  
-[https://github.com/facebookresearch/ppuda](https://github.com/facebookresearch/ppuda)  
-6.56 stars per week over 71 weeks  
-467 stars, 60 forks, 19 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-10-21, last commit 2022-07-26, main language Python  
+### [P-tuning-v2](https://github.com/thudm/p-tuning-v2) by [thudm](https://github.com/thudm)  
+P-tuning-v2: An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks  
+[https://github.com/thudm/p-tuning-v2](https://github.com/thudm/p-tuning-v2)  
+8.21 stars per week over 72 weeks  
+595 stars, 72 forks, 26 watches  
+[nlp](categories/nlp.md) category, created 2021-10-14, last commit 2022-11-04, main language Python  
+<sub><sup>natural-language-processing, p-tuning, parameter-efficient-learning, pretrained-language-model, prompt-tuning</sup></sub>
 
 
-### [pymde](https://github.com/cvxgrp/pymde) by [cvxgrp](https://github.com/cvxgrp)  
-pymde: Minimum-distortion embedding with PyTorch  
-[https://pymde.org](https://pymde.org)  
-[https://github.com/cvxgrp/pymde](https://github.com/cvxgrp/pymde)  
-3.95 stars per week over 117 weeks  
-465 stars, 26 forks, 9 watches  
-[ml](categories/ml.md) category, created 2020-11-29, last commit 2022-11-20, main language Python  
-<sub><sup>cuda, dimensionality-reduction, embedding, feature-vectors, gpu, graph-embedding, machine-learning, pytorch, visualization</sup></sub>
+### [bt](https://github.com/pmorissette/bt) by [pmorissette](https://github.com/pmorissette)  
+bt - flexible backtesting for Python  
+[http://pmorissette.github.io/bt](http://pmorissette.github.io/bt)  
+[https://github.com/pmorissette/bt](https://github.com/pmorissette/bt)  
+3.51 stars per week over 454 weeks  
+1,593 stars, 357 forks, 79 watches  
+[finance](categories/finance.md) category, created 2014-06-19, last commit 2022-11-22, main language Python  
 
 
-### [Deep-Video-Inpainting](https://github.com/mcahny/deep-video-inpainting) by [mcahny](https://github.com/mcahny)  
-Deep-Video-Inpainting: Official pytorch implementation for "Deep Video Inpainting" (CVPR 2019)  
-[https://github.com/mcahny/deep-video-inpainting](https://github.com/mcahny/deep-video-inpainting)  
-2.35 stars per week over 197 weeks  
-463 stars, 88 forks, 14 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-05-22, last commit 2020-12-10, main language Python  
+### [pygeos](https://github.com/pygeos/pygeos)  
+pygeos: Wraps GEOS geometry functions in numpy ufuncs.  
+[https://pygeos.readthedocs.io](https://pygeos.readthedocs.io)  
+[https://github.com/pygeos/pygeos](https://github.com/pygeos/pygeos)  
+1.85 stars per week over 194 weeks  
+361 stars, 40 forks, 15 watches  
+[gis](categories/gis.md) category, created 2019-06-10, last commit 2022-12-14, main language Python  
+
 
+### [sql-metadata](https://github.com/macbre/sql-metadata) by [macbre](https://github.com/macbre)  
+sql-metadata: Uses tokenized query returned by python-sqlparse and generates query metadata  
+[https://pypi.python.org/pypi/sql-metadata](https://pypi.python.org/pypi/sql-metadata)  
+[https://github.com/macbre/sql-metadata](https://github.com/macbre/sql-metadata)  
+1.7 stars per week over 299 weeks  
+510 stars, 87 forks, 15 watches  
+[data](categories/data.md) category, created 2017-06-06, last commit 2023-02-16, main language Python  
+<sub><sup>database, hive, hiveql, metadata, mysql-query, parser, python-package, python3-library, sql, sql-parser, sqlparse</sup></sub>
 
-### [traceml](https://github.com/polyaxon/datatile) by [polyaxon](https://github.com/polyaxon)  
-traceml: Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.  
-[https://github.com/polyaxon/datatile](https://github.com/polyaxon/datatile)  
-1.27 stars per week over 362 weeks  
-461 stars, 40 forks, 13 watches  
-[pandas](categories/pandas.md) category, created 2016-03-25, last commit 2023-02-24, main language Python  
-<sub><sup>dask, data-exploration, data-profiling, data-quality, data-quality-checks, data-science, data-visualization, dataframes, dataops, explainable-ai, matplotlib, mlops, pandas, pandas-summary, plotly, pytorch, spark, statistics, tensorflow, tracking</sup></sub>
 
+### [pycoingecko](https://github.com/man-c/pycoingecko) by [man-c](https://github.com/man-c)  
+pycoingecko: Python wrapper for the CoinGecko API  
+[https://github.com/man-c/pycoingecko](https://github.com/man-c/pycoingecko)  
+4.09 stars per week over 236 weeks  
+966 stars, 259 forks, 33 watches  
+[crypto](categories/crypto.md) category, created 2018-08-24, last commit 2022-10-26, main language Python  
+<sub><sup>api, api-wrapper, coingecko, crypto, cryptocurrency, nft, nfts, python, python3, wrapper</sup></sub>
 
-### [geoviews](https://github.com/holoviz/geoviews) by [holoviz](https://github.com/holoviz)  
-geoviews: Simple, concise geographical visualization in Python  
-[http://geoviews.org](http://geoviews.org)  
-[https://github.com/holoviz/geoviews](https://github.com/holoviz/geoviews)  
-1.28 stars per week over 358 weeks  
-460 stars, 68 forks, 28 watches  
-[gis](categories/gis.md) category, created 2016-04-19, last commit 2023-01-17, main language Python  
-<sub><sup>cartopy, geographic-visualizations, geoviews, holoviews, holoviz, plotting</sup></sub>
 
+### [pyogrio](https://github.com/geopandas/pyogrio) by [geopandas](https://github.com/geopandas)  
+pyogrio: Vectorized vector I/O using OGR  
+[https://pyogrio.readthedocs.io](https://pyogrio.readthedocs.io)  
+[https://github.com/geopandas/pyogrio](https://github.com/geopandas/pyogrio)  
+0.91 stars per week over 153 weeks  
+139 stars, 10 forks, 9 watches  
+[gis](categories/gis.md) category, created 2020-03-27, last commit 2023-02-08, main language Python  
 
-### [nodevectors](https://github.com/vhranger/nodevectors) by [vhranger](https://github.com/vhranger)  
-nodevectors: Fastest network node embeddings in the west  
-[https://github.com/vhranger/nodevectors](https://github.com/vhranger/nodevectors)  
-2.43 stars per week over 188 weeks  
-458 stars, 53 forks, 11 watches  
-[viz](categories/viz.md) category, created 2019-07-25, last commit 2021-11-06, main language Python  
 
+### [testbook](https://github.com/nteract/testbook) by [nteract](https://github.com/nteract)  
+testbook: 🧪 📗  Unit test your Jupyter Notebooks the right way  
+[https://testbook.readthedocs.io](https://testbook.readthedocs.io)  
+[https://github.com/nteract/testbook](https://github.com/nteract/testbook)  
+2.19 stars per week over 157 weeks  
+345 stars, 38 forks, 15 watches  
+[jupyter](categories/jupyter.md) category, created 2020-02-26, last commit 2022-11-29, main language Python  
+<sub><sup>jupyter-notebook, nteract, pytest, python, testbook, unit-testing</sup></sub>
 
-### [whatlies](https://github.com/koaning/whatlies) by [koaning](https://github.com/koaning)  
-whatlies: Toolkit to help understand "what lies" in word embeddings. Also benchmarking!   
-[https://koaning.github.io/whatlies/](https://koaning.github.io/whatlies/)  
-[https://github.com/koaning/whatlies](https://github.com/koaning/whatlies)  
-2.86 stars per week over 157 weeks  
-452 stars, 50 forks, 14 watches  
-[nlp](categories/nlp.md) category, created 2020-02-22, last commit 2023-02-06, main language Python  
-<sub><sup>embeddings, nlp, visualisations</sup></sub>
 
+### [openfisca-core](https://github.com/openfisca/openfisca-core) by [openfisca](https://github.com/openfisca)  
+openfisca-core: OpenFisca core engine. See other repositories for countries-specific code & data.  
+[https://openfisca.org](https://openfisca.org)  
+[https://github.com/openfisca/openfisca-core](https://github.com/openfisca/openfisca-core)  
+0.29 stars per week over 479 weeks  
+139 stars, 70 forks, 24 watches  
+[sim](categories/sim.md) category, created 2013-12-29, last commit 2023-01-24, main language Python  
+<sub><sup>better-rules, legislation-as-code, microsimulation, rules-as-code</sup></sub>
 
-### [terminal-copilot](https://github.com/methexis-inc/terminal-copilot) by [methexis-inc](https://github.com/methexis-inc)  
-terminal-copilot: A smart terminal assistant that helps you find the right command.  
-[https://github.com/methexis-inc/terminal-copilot](https://github.com/methexis-inc/terminal-copilot)  
-38 stars per week over 11 weeks  
-446 stars, 23 forks, 6 watches  
-[util](categories/util.md) category, created 2022-12-11, last commit 2023-01-25, main language Python  
 
+### [geosnap](https://github.com/spatialucr/geosnap) by [spatialucr](https://github.com/spatialucr)  
+geosnap: The Geospatial Neighborhood Analysis Package  
+[https://spatialucr.github.io/geosnap-guide](https://spatialucr.github.io/geosnap-guide)  
+[https://github.com/spatialucr/geosnap](https://github.com/spatialucr/geosnap)  
+0.78 stars per week over 232 weeks  
+181 stars, 28 forks, 17 watches  
+[gis](categories/gis.md) category, created 2018-09-19, last commit 2023-01-25, main language Python  
 
-### [python-rasterstats](https://github.com/perrygeo/python-rasterstats) by [perrygeo](https://github.com/perrygeo)  
-python-rasterstats: Summary statistics of geospatial raster datasets based on vector geometries.  
-[https://github.com/perrygeo/python-rasterstats](https://github.com/perrygeo/python-rasterstats)  
-0.9 stars per week over 493 weeks  
-446 stars, 108 forks, 33 watches  
-[gis](categories/gis.md) category, created 2013-09-18, last commit 2023-03-01, main language Python  
 
+### [mrab-regex](https://github.com/mrabarnett/mrab-regex) by [mrabarnett](https://github.com/mrabarnett)  
+mrabarnett/mrab-regex  
+[https://github.com/mrabarnett/mrab-regex](https://github.com/mrabarnett/mrab-regex)  
+1.77 stars per week over 121 weeks  
+216 stars, 27 forks, 6 watches  
+[util](categories/util.md) category, created 2020-11-02, last commit 2022-10-31, main language C  
 
-### [loky](https://github.com/joblib/loky) by [joblib](https://github.com/joblib)  
-loky: Robust and reusable Executor for joblib  
-[http://loky.readthedocs.io/en/stable/](http://loky.readthedocs.io/en/stable/)  
-[https://github.com/joblib/loky](https://github.com/joblib/loky)  
-1.19 stars per week over 375 weeks  
-445 stars, 43 forks, 10 watches  
-[perf](categories/perf.md) category, created 2015-12-25, last commit 2023-03-02, main language Python  
-<sub><sup>multiprocessing-library, python</sup></sub>
 
+### [pebble](https://github.com/noxdafox/pebble) by [noxdafox](https://github.com/noxdafox)  
+pebble: Multi threading and processing eye-candy.  
+[https://github.com/noxdafox/pebble](https://github.com/noxdafox/pebble)  
+0.83 stars per week over 489 weeks  
+406 stars, 46 forks, 10 watches  
+[perf](categories/perf.md) category, created 2013-10-16, last commit 2023-03-01, main language Python  
+<sub><sup>asyncio, decorators, multiprocessing, pool, python, threading</sup></sub>
 
-### [label-maker](https://github.com/developmentseed/label-maker) by [developmentseed](https://github.com/developmentseed)  
-label-maker: Data Preparation for Satellite Machine Learning  
-[http://devseed.com/label-maker/](http://devseed.com/label-maker/)  
-[https://github.com/developmentseed/label-maker](https://github.com/developmentseed/label-maker)  
-1.65 stars per week over 268 weeks  
-443 stars, 112 forks, 53 watches  
-[gis](categories/gis.md) category, created 2018-01-10, last commit 2020-11-19, main language Python  
-<sub><sup>computer-vision, data-preparation, deep-learning, keras, remote-sensing, satellite-imagery</sup></sub>
 
+### [pandas_market_calendars](https://github.com/rsheftel/pandas_market_calendars) by [rsheftel](https://github.com/rsheftel)  
+pandas_market_calendars: Exchange calendars to use with pandas for trading applications  
+[https://github.com/rsheftel/pandas_market_calendars](https://github.com/rsheftel/pandas_market_calendars)  
+1.74 stars per week over 325 weeks  
+568 stars, 124 forks, 30 watches  
+[finance](categories/finance.md) category, created 2016-12-07, last commit 2023-02-04, main language Python  
+<sub><sup>calendar, date, datetime, exchange, pandas</sup></sub>
 
-### [astronomer](https://github.com/astronomer/astronomer)  
-astronomer: Helm Charts for the Astronomer Platform, Apache Airflow as a Service on Kubernetes  
-[https://www.astronomer.io](https://www.astronomer.io)  
-[https://github.com/astronomer/astronomer](https://github.com/astronomer/astronomer)  
-1.64 stars per week over 267 weeks  
-440 stars, 81 forks, 44 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-01-15, last commit 2023-03-02, main language Python  
-<sub><sup>apache-airflow, astronomer-platform, docker, kubernetes</sup></sub>
 
+### [Wikipedia](https://github.com/goldsmith/wikipedia) by [goldsmith](https://github.com/goldsmith)  
+Wikipedia: A Pythonic wrapper for the Wikipedia API  
+[https://wikipedia.readthedocs.org/](https://wikipedia.readthedocs.org/)  
+[https://github.com/goldsmith/wikipedia](https://github.com/goldsmith/wikipedia)  
+5.17 stars per week over 497 weeks  
+2,571 stars, 521 forks, 82 watches  
+[data](categories/data.md) category, created 2013-08-20, last commit 2020-10-09, main language Python  
 
-### [ghapi](https://github.com/fastai/ghapi) by [fastai](https://github.com/fastai)  
-ghapi: A delightful and complete interface to GitHub's amazing API  
-[https://ghapi.fast.ai/](https://ghapi.fast.ai/)  
-[https://github.com/fastai/ghapi](https://github.com/fastai/ghapi)  
-3.67 stars per week over 118 weeks  
-436 stars, 44 forks, 8 watches  
-[util](categories/util.md) category, created 2020-11-21, last commit 2022-09-27, main language Jupyter Notebook  
-<sub><sup>api-client, github, github-api, nbdev, openapi</sup></sub>
 
+### [urwid](https://github.com/urwid/urwid)  
+urwid: Console user interface library for Python (official repo)  
+[urwid.org](urwid.org)  
+[https://github.com/urwid/urwid](https://github.com/urwid/urwid)  
+3.75 stars per week over 679 weeks  
+2,545 stars, 311 forks, 62 watches  
+[term](categories/term.md) category, created 2010-02-25, last commit 2022-07-12, main language Python  
 
-### [dit](https://github.com/dit/dit)  
-dit: Python package for information theory.  
-[http://docs.dit.io](http://docs.dit.io)  
-[https://github.com/dit/dit](https://github.com/dit/dit)  
-0.88 stars per week over 491 weeks  
-431 stars, 78 forks, 24 watches  
-[math](categories/math.md) category, created 2013-09-29, last commit 2022-07-25, main language Python  
-<sub><sup>information-theory, python</sup></sub>
 
+### [torchsde](https://github.com/google-research/torchsde) by [google-research](https://github.com/google-research)  
+torchsde: Differentiable SDE solvers with GPU support and efficient sensitivity analysis.   
+[https://github.com/google-research/torchsde](https://github.com/google-research/torchsde)  
+8.79 stars per week over 138 weeks  
+1,220 stars, 145 forks, 33 watches  
+[math](categories/math.md) category, created 2020-07-06, last commit 2021-07-26, main language Python  
+<sub><sup>deep-learning, deep-neural-networks, differential-equations, dynamical-systems, neural-differential-equations, pytorch, stochastic-differential-equations, stochastic-processes, stochastic-volatility-models</sup></sub>
 
-### [gefyra](https://github.com/gefyrahq/gefyra) by [gefyrahq](https://github.com/gefyrahq)  
-gefyra: Blazingly-fast :rocket:, rock-solid, local application development :arrow_right: with Kubernetes.  
-[https://gefyra.dev](https://gefyra.dev)  
-[https://github.com/gefyrahq/gefyra](https://github.com/gefyrahq/gefyra)  
-6.31 stars per week over 67 weeks  
-424 stars, 23 forks, 7 watches  
-[util](categories/util.md) category, created 2021-11-18, last commit 2023-02-22, main language Python  
-<sub><sup>coding, containers, developer-tool, development, docker, k8s, kubernetes, tunnel</sup></sub>
 
+### [hstream](https://github.com/conradbez/hstream) by [conradbez](https://github.com/conradbez)  
+hstream: Hyper Stream  
+[https://github.com/conradbez/hstream](https://github.com/conradbez/hstream)  
+15 stars per week over 17 weeks  
+267 stars, 11 forks, 6 watches  
+[web](categories/web.md) category, created 2022-11-03, last commit 2023-02-10, main language Python  
 
-### [urbansim](https://github.com/udst/urbansim) by [udst](https://github.com/udst)  
-urbansim: Platform for building statistical models of cities and regions  
-[https://udst.github.io/urbansim/](https://udst.github.io/urbansim/)  
-[https://github.com/udst/urbansim](https://github.com/udst/urbansim)  
-0.85 stars per week over 498 weeks  
-423 stars, 125 forks, 78 watches  
-[sim](categories/sim.md) category, created 2013-08-15, last commit 2020-05-11, main language Python  
 
+### [pympler](https://github.com/pympler/pympler)  
+pympler: Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.  
+[https://github.com/pympler/pympler](https://github.com/pympler/pympler)  
+1.87 stars per week over 543 weeks  
+1,018 stars, 83 forks, 10 watches  
+[perf](categories/perf.md) category, created 2012-10-04, last commit 2022-07-24, main language Python  
 
-### [earthpy](https://github.com/earthlab/earthpy) by [earthlab](https://github.com/earthlab)  
-earthpy: A package built to support working with spatial data using open source python  
-[https://earthpy.readthedocs.io](https://earthpy.readthedocs.io)  
-[https://github.com/earthlab/earthpy](https://github.com/earthlab/earthpy)  
-1.6 stars per week over 262 weeks  
-421 stars, 151 forks, 21 watches  
-[gis](categories/gis.md) category, created 2018-02-20, last commit 2021-12-20, main language Python  
-<sub><sup>education, python, raster, spatial-data, vector</sup></sub>
 
+### [verde](https://github.com/fatiando/verde) by [fatiando](https://github.com/fatiando)  
+verde: Processing and interpolating spatial data with a twist of machine learning  
+[https://www.fatiando.org/verde](https://www.fatiando.org/verde)  
+[https://github.com/fatiando/verde](https://github.com/fatiando/verde)  
+1.87 stars per week over 253 weeks  
+474 stars, 59 forks, 21 watches  
+[gis](categories/gis.md) category, created 2018-04-25, last commit 2022-12-09, main language Python  
+<sub><sup>earth-science, fatiando-a-terra, geophysics, geoscience, geospatial, interpolation, python, python3, scipy, scipy-stack</sup></sub>
 
-### [bodywork-core](https://github.com/bodywork-ml/bodywork-core) by [bodywork-ml](https://github.com/bodywork-ml)  
-bodywork-core: ML pipeline orchestration and model deployments on Kubernetes, made really easy.  
-[https://bodywork.readthedocs.io/en/latest/](https://bodywork.readthedocs.io/en/latest/)  
-[https://github.com/bodywork-ml/bodywork-core](https://github.com/bodywork-ml/bodywork-core)  
-3.46 stars per week over 119 weeks  
-413 stars, 19 forks, 9 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-11-17, last commit 2022-07-04, main language Python  
-<sub><sup>batch, cicd, continuous-deployment, data-science, devops, framework, kubernetes, machine-learning, mlops, orchestration, pipeline, python, serving</sup></sub>
 
+### [spatialpandas](https://github.com/holoviz/spatialpandas) by [holoviz](https://github.com/holoviz)  
+spatialpandas: Pandas extension arrays for spatial/geometric operations  
+[https://github.com/holoviz/spatialpandas](https://github.com/holoviz/spatialpandas)  
+1.47 stars per week over 174 weeks  
+257 stars, 21 forks, 22 watches  
+[pandas](categories/pandas.md) category, created 2019-10-28, last commit 2023-03-02, main language Python  
+<sub><sup>geographic-data, geopandas, holoviz, pandas, spatialpandas</sup></sub>
 
-### [byt5](https://github.com/google-research/byt5) by [google-research](https://github.com/google-research)  
-google-research/byt5  
-[https://github.com/google-research/byt5](https://github.com/google-research/byt5)  
-4.48 stars per week over 92 weeks  
-413 stars, 25 forks, 11 watches  
-[nlp](categories/nlp.md) category, created 2021-05-26, last commit 2022-03-02, main language Python  
 
+### [dataclasses-json](https://github.com/lidatong/dataclasses-json) by [lidatong](https://github.com/lidatong)  
+dataclasses-json: Easily serialize Data Classes to and from JSON  
+[https://github.com/lidatong/dataclasses-json](https://github.com/lidatong/dataclasses-json)  
+4.24 stars per week over 254 weeks  
+1,077 stars, 117 forks, 10 watches  
+[util](categories/util.md) category, created 2018-04-21, last commit 2022-08-14, main language Python  
+<sub><sup>dataclasses, json, python</sup></sub>
 
-### [opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib) by [open-telemetry](https://github.com/open-telemetry)  
-opentelemetry-python-contrib: OpenTelemetry instrumentation for Python modules  
-[https://opentelemetry.io](https://opentelemetry.io)  
-[https://github.com/open-telemetry/opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib)  
-2.38 stars per week over 173 weeks  
-411 stars, 319 forks, 15 watches  
-[util](categories/util.md) category, created 2019-11-08, last commit 2023-02-28, main language Python  
 
+### [muffin](https://github.com/klen/muffin) by [klen](https://github.com/klen)  
+Muffin is a fast, simple and asyncronous web-framework for Python 3  
+[https://github.com/klen/muffin](https://github.com/klen/muffin)  
+1.48 stars per week over 421 weeks  
+625 stars, 25 forks, 31 watches  
+[web](categories/web.md) category, created 2015-02-03, last commit 2023-03-04, main language Python  
+<sub><sup>asgi, asyncio, curio, muffin, python, trio, webframework</sup></sub>
 
-### [pebble](https://github.com/noxdafox/pebble) by [noxdafox](https://github.com/noxdafox)  
-pebble: Multi threading and processing eye-candy.  
-[https://github.com/noxdafox/pebble](https://github.com/noxdafox/pebble)  
-0.83 stars per week over 489 weeks  
-406 stars, 46 forks, 10 watches  
-[perf](categories/perf.md) category, created 2013-10-16, last commit 2023-03-01, main language Python  
-<sub><sup>asyncio, decorators, multiprocessing, pool, python, threading</sup></sub>
 
+### [osmnx-examples](https://github.com/gboeing/osmnx-examples) by [gboeing](https://github.com/gboeing)  
+osmnx-examples: Usage examples, demos, and tutorials for OSMnx.  
+[https://github.com/gboeing/osmnx](https://github.com/gboeing/osmnx)  
+[https://github.com/gboeing/osmnx-examples](https://github.com/gboeing/osmnx-examples)  
+4.18 stars per week over 293 weeks  
+1,224 stars, 449 forks, 54 watches  
+[gis](categories/gis.md) category, created 2017-07-22, last commit 2023-01-01, main language Jupyter Notebook  
+<sub><sup>accessibility, binder, cities, city, jupyter-notebook, network-analysis, notebooks, openstreetmap, public-transport, python, street-networks, transit, transport, transportation, urban-analytics, urban-data-science, urban-design, urban-planning</sup></sub>
 
-### [ethtx](https://github.com/ethtx/ethtx)  
-ethtx: Python package with core transaction decoding functions.  
-[https://www.ethtx.info](https://www.ethtx.info)  
-[https://github.com/ethtx/ethtx](https://github.com/ethtx/ethtx)  
-4.64 stars per week over 87 weeks  
-406 stars, 64 forks, 16 watches  
-[crypto](categories/crypto.md) category, created 2021-06-28, last commit 2022-12-01, main language Python  
 
+### [rtree](https://github.com/toblerity/rtree) by [toblerity](https://github.com/toblerity)  
+Rtree: spatial index for Python GIS ¶  
+[https://rtree.readthedocs.io/en/latest/](https://rtree.readthedocs.io/en/latest/)  
+[https://github.com/toblerity/rtree](https://github.com/toblerity/rtree)  
+0.86 stars per week over 611 weeks  
+527 stars, 123 forks, 30 watches  
+[gis](categories/gis.md) category, created 2011-06-19, last commit 2023-01-23, main language Python  
 
-### [pecos](https://github.com/amzn/pecos) by [amzn](https://github.com/amzn)  
-PECOS - Prediction for Enormous and Correlated Spaces  
-[https://libpecos.org/](https://libpecos.org/)  
-[https://github.com/amzn/pecos](https://github.com/amzn/pecos)  
-3.02 stars per week over 133 weeks  
-403 stars, 89 forks, 21 watches  
-[ml](categories/ml.md) category, created 2020-08-12, last commit 2023-02-28, main language Python  
-<sub><sup>approximate-nearest-neighbor-search, extreme-multi-label-classification, extreme-multi-label-ranking, machine-learning-algorithms, transformers</sup></sub>
 
+### [lambeq](https://github.com/cqcl/lambeq) by [cqcl](https://github.com/cqcl)  
+lambeq: A high-level Python library for Quantum Natural Language Processing  
+[https://cqcl.github.io/lambeq/](https://cqcl.github.io/lambeq/)  
+[https://github.com/cqcl/lambeq](https://github.com/cqcl/lambeq)  
+4.42 stars per week over 73 weeks  
+323 stars, 71 forks, 25 watches  
+[nlp](categories/nlp.md) category, created 2021-10-10, last commit 2023-01-09, main language Python  
+<sub><sup>python, qnlp</sup></sub>
 
-### [nbval](https://github.com/computationalmodelling/nbval) by [computationalmodelling](https://github.com/computationalmodelling)  
-nbval: A py.test plugin to validate Jupyter notebooks  
-[https://github.com/computationalmodelling/nbval](https://github.com/computationalmodelling/nbval)  
-0.97 stars per week over 412 weeks  
-398 stars, 51 forks, 10 watches  
-[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-01-11, main language Python  
-<sub><sup>ipython-notebook, jupyter-notebook, pytest, pytest-plugin, python, testing</sup></sub>
 
+### [geoviews](https://github.com/holoviz/geoviews) by [holoviz](https://github.com/holoviz)  
+geoviews: Simple, concise geographical visualization in Python  
+[http://geoviews.org](http://geoviews.org)  
+[https://github.com/holoviz/geoviews](https://github.com/holoviz/geoviews)  
+1.28 stars per week over 358 weeks  
+460 stars, 68 forks, 28 watches  
+[gis](categories/gis.md) category, created 2016-04-19, last commit 2023-01-17, main language Python  
+<sub><sup>cartopy, geographic-visualizations, geoviews, holoviews, holoviz, plotting</sup></sub>
 
-### [File-Injector](https://github.com/carlospuenteg/file-injector) by [carlospuenteg](https://github.com/carlospuenteg)  
-File-Injector: File Injector is a script that allows you to store any file in an image using steganography  
-[https://github.com/carlospuenteg/file-injector](https://github.com/carlospuenteg/file-injector)  
-21 stars per week over 18 weeks  
-396 stars, 19 forks, 7 watches  
-[util](categories/util.md) category, created 2022-10-22, last commit 2022-11-18, main language Python  
-<sub><sup>extraction, file, file-injection, file-injector, files, image, image-manipulation, image-processing, injection, noise, numpy, photography, python, python3, steganography, storage</sup></sub>
 
+### [coursera-deep-learning-specialization](https://github.com/amanchadha/coursera-deep-learning-specialization) by [amanchadha](https://github.com/amanchadha)  
+coursera-deep-learning-specialization: Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models  
+[https://github.com/amanchadha/coursera-deep-learning-specialization](https://github.com/amanchadha/coursera-deep-learning-specialization)  
+12 stars per week over 140 weeks  
+1,794 stars, 1,564 forks, 17 watches  
+[study](categories/study.md) category, created 2020-06-24, last commit 2022-02-07, main language Jupyter Notebook  
+<sub><sup>andrew-ng, andrew-ng-course, cnns, convolutional-neural-network, convolutional-neural-networks, coursera, coursera-assignment, coursera-machine-learning, coursera-specialization, deep-learning, hyperparameter-optimization, hyperparameter-tuning, neural-machine-translation, neural-network, neural-networks, neural-style-transfer, recurrent-neural-network, recurrent-neural-networks, regularization, rnns</sup></sub>
 
-### [tfcausalimpact](https://github.com/willianfuks/tfcausalimpact) by [willianfuks](https://github.com/willianfuks)  
-tfcausalimpact: Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.  
-[https://github.com/willianfuks/tfcausalimpact](https://github.com/willianfuks/tfcausalimpact)  
-2.96 stars per week over 132 weeks  
-392 stars, 54 forks, 10 watches  
-[math](categories/math.md) category, created 2020-08-17, last commit 2022-12-20, main language Python  
-<sub><sup>causal-inference, causalimpact, python, tensorflow-probability</sup></sub>
 
+### [deepparse](https://github.com/graal-research/deepparse) by [graal-research](https://github.com/graal-research)  
+Deepparse is a state-of-the-art library for parsing multinational street addresses using deep learning  
+[https://deepparse.org/](https://deepparse.org/)  
+[https://github.com/graal-research/deepparse](https://github.com/graal-research/deepparse)  
+1.48 stars per week over 139 weeks  
+207 stars, 24 forks, 4 watches  
+[gis](categories/gis.md) category, created 2020-07-01, last commit 2023-02-23, main language Python  
+<sub><sup>addresses-parsing, machine-learning, python</sup></sub>
 
-### [fonduer](https://github.com/hazyresearch/fonduer) by [hazyresearch](https://github.com/hazyresearch)  
-fonduer: A knowledge base construction engine for richly formatted data  
-[https://fonduer.readthedocs.io/](https://fonduer.readthedocs.io/)  
-[https://github.com/hazyresearch/fonduer](https://github.com/hazyresearch/fonduer)  
-1.47 stars per week over 265 weeks  
-390 stars, 79 forks, 27 watches  
-[nlp](categories/nlp.md) category, created 2018-02-02, last commit 2021-06-23, main language Python  
-<sub><sup>knowledge-base-construction, machine-learning, multimodality</sup></sub>
 
+### [spacy-stanza](https://github.com/explosion/spacy-stanza) by [explosion](https://github.com/explosion)  
+spacy-stanza: 💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy  
+[https://github.com/explosion/spacy-stanza](https://github.com/explosion/spacy-stanza)  
+3.15 stars per week over 213 weeks  
+672 stars, 50 forks, 25 watches  
+[nlp](categories/nlp.md) category, created 2019-01-31, last commit 2022-05-27, main language Python  
+<sub><sup>corenlp, data-science, machine-learning, natural-language-processing, nlp, spacy, spacy-pipeline, stanford-corenlp, stanford-machine-learning, stanford-nlp, stanza</sup></sub>
 
-### [reclist](https://github.com/jacopotagliabue/reclist) by [jacopotagliabue](https://github.com/jacopotagliabue)  
-reclist: Behavioral "black-box" testing for recommender systems  
-[https://github.com/jacopotagliabue/reclist](https://github.com/jacopotagliabue/reclist)  
-5.67 stars per week over 68 weeks  
-389 stars, 21 forks, 9 watches  
-[ml](categories/ml.md) category, created 2021-11-08, last commit 2023-01-26, main language Python  
-<sub><sup>machine-learning, qa-automation, recommender-system</sup></sub>
 
+### [Styleformer](https://github.com/prithivirajdamodaran/styleformer) by [prithivirajdamodaran](https://github.com/prithivirajdamodaran)  
+Styleformer: A Neural Language Style Transfer framework to transfer natural language text smoothly between fine-grained language styles like formal/casual, active/passive, and many more. Created by Prithiviraj Damodaran. Open to pull requests and other forms of collaboration.  
+[https://github.com/prithivirajdamodaran/styleformer](https://github.com/prithivirajdamodaran/styleformer)  
+4.9 stars per week over 90 weeks  
+442 stars, 59 forks, 18 watches  
+[nlp](categories/nlp.md) category, created 2021-06-12, last commit 2022-12-27, main language Python  
+<sub><sup>active, formal-languages, informal-sentences, nlp, passive, slang, style-transfer, text-style, text-style-transfer, text-style-transfer-benchmark</sup></sub>
 
-### [contextily](https://github.com/geopandas/contextily) by [geopandas](https://github.com/geopandas)  
-contextily: Context geo-tiles in Python  
-[https://contextily.readthedocs.io/en/latest/](https://contextily.readthedocs.io/en/latest/)  
-[https://github.com/geopandas/contextily](https://github.com/geopandas/contextily)  
-1.14 stars per week over 338 weeks  
-387 stars, 68 forks, 14 watches  
-[gis](categories/gis.md) category, created 2016-09-08, last commit 2023-02-06, main language Jupyter Notebook  
-<sub><sup>cartography, geography, mapping, matplotlib, openstreetmap, osm, python, stamen, stamen-maps, tile, tiles, webtiles</sup></sub>
 
+### [python-bibtexparser](https://github.com/sciunto-org/python-bibtexparser) by [sciunto-org](https://github.com/sciunto-org)  
+python-bibtexparser: Bibtex parser for Python 3  
+[https://bibtexparser.readthedocs.io](https://bibtexparser.readthedocs.io)  
+[https://github.com/sciunto-org/python-bibtexparser](https://github.com/sciunto-org/python-bibtexparser)  
+0.65 stars per week over 530 weeks  
+347 stars, 118 forks, 17 watches  
+[util](categories/util.md) category, created 2013-01-05, last commit 2023-01-03, main language Python  
+<sub><sup>bibtex, bibtex-files, hacktoberfest2022, latex, python</sup></sub>
 
-### [segno](https://github.com/heuer/segno) by [heuer](https://github.com/heuer)  
-segno: Python QR Code and Micro QR Code encoder  
-[https://pypi.org/project/segno/](https://pypi.org/project/segno/)  
-[https://github.com/heuer/segno](https://github.com/heuer/segno)  
-1.12 stars per week over 343 weeks  
-386 stars, 42 forks, 11 watches  
-[util](categories/util.md) category, created 2016-08-04, last commit 2022-12-10, main language Python  
-<sub><sup>barcode, iso-18004, matrix-barcode, micro-qr-code, micro-qrcode, python, python-qrcode, qr-code, qr-generator, qrcode, segno, structured-append</sup></sub>
 
+### [aws-adfs](https://github.com/venth/aws-adfs) by [venth](https://github.com/venth)  
+aws-adfs: Command line tool to ease aws cli authentication against ADFS (multi factor authentication with active directory)  
+[https://github.com/venth/aws-adfs](https://github.com/venth/aws-adfs)  
+0.81 stars per week over 349 weeks  
+282 stars, 91 forks, 11 watches  
+[util](categories/util.md) category, created 2016-06-25, last commit 2022-12-14, main language Python  
+<sub><sup>adfs, aws, command-line, duo-security, multi-factor-authentication, python, tools</sup></sub>
 
-### [python-dialogflow](https://github.com/dialogflow/dialogflow-python-client-v2) by [dialogflow](https://github.com/dialogflow)  
-python-dialogflow: Python client for Dialogflow: Design and integrate a conversational user interface into your applications and devices.  
-[https://dialogflow.com/](https://dialogflow.com/)  
-[https://github.com/dialogflow/dialogflow-python-client-v2](https://github.com/dialogflow/dialogflow-python-client-v2)  
-1.38 stars per week over 279 weeks  
-386 stars, 145 forks, 53 watches  
-[nlp](categories/nlp.md) category, created 2017-10-24, last commit 2023-03-01, main language Python  
-<sub><sup>dialogflow, machine-learning, python</sup></sub>
 
+### [mpmath](https://github.com/fredrik-johansson/mpmath) by [fredrik-johansson](https://github.com/fredrik-johansson)  
+mpmath: Python library for arbitrary-precision floating-point arithmetic  
+[http://mpmath.org](http://mpmath.org)  
+[https://github.com/fredrik-johansson/mpmath](https://github.com/fredrik-johansson/mpmath)  
+1.25 stars per week over 586 weeks  
+736 stars, 152 forks, 40 watches  
+[math](categories/math.md) category, created 2011-12-07, last commit 2023-01-10, main language Python  
+<sub><sup>arbitrary-precision, complex-numbers, floating-point, multiprecision, numerical-integration, numerical-methods, numerical-optimization, ordinary-differential-equations, plotting, python, special-functions</sup></sub>
 
-### [FastTreeSHAP](https://github.com/linkedin/fasttreeshap) by [linkedin](https://github.com/linkedin)  
-FastTreeSHAP: Fast SHAP value computation for interpreting tree-based models  
-[https://github.com/linkedin/fasttreeshap](https://github.com/linkedin/fasttreeshap)  
-6.67 stars per week over 57 weeks  
-384 stars, 23 forks, 7 watches  
-[ml](categories/ml.md) category, created 2022-01-24, last commit 2022-11-29, main language Python  
-<sub><sup>explainable-ai, interpretability, lightgbm, machine-learning, random-forest, shap, xgboost</sup></sub>
 
+### [CodeT5](https://github.com/salesforce/codet5) by [salesforce](https://github.com/salesforce)  
+Code for CodeT5: a new code-aware pre-trained encoder-decoder model.  
+[https://arxiv.org/abs/2109.00859](https://arxiv.org/abs/2109.00859)  
+[https://github.com/salesforce/codet5](https://github.com/salesforce/codet5)  
+8.19 stars per week over 80 weeks  
+662 stars, 124 forks, 22 watches  
+[nlp](categories/nlp.md) category, created 2021-08-16, last commit 2022-07-08, main language Python  
+<sub><sup>code-intelligence, language-model, nlp, programming-language, representation-learning</sup></sub>
 
-### [rio-tiler](https://github.com/cogeotiff/rio-tiler) by [cogeotiff](https://github.com/cogeotiff)  
-rio-tiler: User friendly Rasterio plugin to read raster datasets.  
-[https://cogeotiff.github.io/rio-tiler/](https://cogeotiff.github.io/rio-tiler/)  
-[https://github.com/cogeotiff/rio-tiler](https://github.com/cogeotiff/rio-tiler)  
-1.35 stars per week over 282 weeks  
-382 stars, 86 forks, 66 watches  
-[gis](categories/gis.md) category, created 2017-10-06, last commit 2023-02-28, main language Python  
-<sub><sup>cog, cogeotiff, gdal, maptile, mercator, raster, raster-processing, rasterio, satellite, slippy-map, tile</sup></sub>
 
+### [check-manifest](https://github.com/mgedmin/check-manifest) by [mgedmin](https://github.com/mgedmin)  
+check-manifest: Tool to check the completeness of MANIFEST.in for Python packages  
+[https://pypi.org/p/check-manifest](https://pypi.org/p/check-manifest)  
+[https://github.com/mgedmin/check-manifest](https://github.com/mgedmin/check-manifest)  
+0.53 stars per week over 521 weeks  
+275 stars, 37 forks, 7 watches  
+[util](categories/util.md) category, created 2013-03-05, last commit 2022-12-11, main language Python  
 
-### [BookCode_Edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1) by [bayesianmodelingandcomputationinpython](https://github.com/bayesianmodelingandcomputationinpython)  
-bayesianmodelingandcomputationinpython/bookcode_edition1  
-[https://www.bayesiancomputationbook.com](https://www.bayesiancomputationbook.com)  
-[https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1)  
-4.74 stars per week over 80 weeks  
-381 stars, 92 forks, 17 watches  
-[study](categories/study.md) category, created 2021-08-17, last commit 2023-01-09, main language Jupyter Notebook  
 
+### [arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
+arxiv-vanity: Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.  
+[https://www.arxiv-vanity.com](https://www.arxiv-vanity.com)  
+[https://github.com/arxiv-vanity/arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
+4.78 stars per week over 290 weeks  
+1,386 stars, 89 forks, 22 watches  
+[nlp](categories/nlp.md) category, created 2017-08-12, last commit 2022-01-18, main language Python  
+<sub><sup>academic-publishing, arxiv, latex, science</sup></sub>
 
-### [m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test) by [mrdbourke](https://github.com/mrdbourke)  
-m1-machine-learning-test: Code for testing various M1 Chip benchmarks with TensorFlow.  
-[https://github.com/mrdbourke/m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test)  
-5.6 stars per week over 67 weeks  
-379 stars, 120 forks, 12 watches  
-[ml](categories/ml.md) category, created 2021-11-14, last commit 2022-07-16, main language Jupyter Notebook  
-<sub><sup>machine-learning, metal, tensorflow, tensorflow-macos</sup></sub>
 
+### [asyncpraw](https://github.com/praw-dev/asyncpraw) by [praw-dev](https://github.com/praw-dev)  
+asyncpraw: Async PRAW, an abbreviation for "Asynchronous Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
+[https://asyncpraw.readthedocs.io](https://asyncpraw.readthedocs.io)  
+[https://github.com/praw-dev/asyncpraw](https://github.com/praw-dev/asyncpraw)  
+0.39 stars per week over 212 weeks  
+82 stars, 14 forks, 3 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-02-05, last commit 2023-02-25, main language Python  
+<sub><sup>api, async, asyncpraw, oauth, praw, python, reddit, reddit-api</sup></sub>
 
-### [git-re-basin](https://github.com/samuela/git-re-basin) by [samuela](https://github.com/samuela)  
-git-re-basin: Code release for "Git Re-Basin: Merging Models modulo Permutation Symmetries"  
-[https://arxiv.org/abs/2209.04836](https://arxiv.org/abs/2209.04836)  
-[https://github.com/samuela/git-re-basin](https://github.com/samuela/git-re-basin)  
-15 stars per week over 24 weeks  
-377 stars, 33 forks, 5 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-09-13, last commit 2023-03-01, main language Python  
-<sub><sup>deep-learning, deeplearning, jax, machine-learning, neural-networks</sup></sub>
 
+### [cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic) by [developmentseed](https://github.com/developmentseed)  
+cogeo-mosaic: Create and use COG mosaic based on mosaicJSON  
+[https://developmentseed.org/cogeo-mosaic/](https://developmentseed.org/cogeo-mosaic/)  
+[https://github.com/developmentseed/cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic)  
+0.39 stars per week over 198 weeks  
+78 stars, 21 forks, 8 watches  
+[gis](categories/gis.md) category, created 2019-05-14, last commit 2023-03-03, main language Python  
 
-### [rioxarray](https://github.com/corteva/rioxarray) by [corteva](https://github.com/corteva)  
-rioxarray: geospatial xarray extension powered by rasterio  
-[https://corteva.github.io/rioxarray](https://corteva.github.io/rioxarray)  
-[https://github.com/corteva/rioxarray](https://github.com/corteva/rioxarray)  
-1.85 stars per week over 202 weeks  
-374 stars, 60 forks, 14 watches  
-[gis](categories/gis.md) category, created 2019-04-16, last commit 2023-02-22, main language Python  
-<sub><sup>gdal, geospatial, gis, hacktoberfest, netcdf, python, raster, rasterio, xarray</sup></sub>
 
+### [nbval](https://github.com/computationalmodelling/nbval) by [computationalmodelling](https://github.com/computationalmodelling)  
+nbval: A py.test plugin to validate Jupyter notebooks  
+[https://github.com/computationalmodelling/nbval](https://github.com/computationalmodelling/nbval)  
+0.97 stars per week over 412 weeks  
+398 stars, 51 forks, 10 watches  
+[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-01-11, main language Python  
+<sub><sup>ipython-notebook, jupyter-notebook, pytest, pytest-plugin, python, testing</sup></sub>
 
-### [pypy](https://github.com/mozillazg/pypy) by [mozillazg](https://github.com/mozillazg)  
-pypy: The unofficial GitHub mirror of PyPy  
-[https://foss.heptapod.net/pypy/pypy](https://foss.heptapod.net/pypy/pypy)  
-[https://github.com/mozillazg/pypy](https://github.com/mozillazg/pypy)  
-0.93 stars per week over 395 weeks  
-369 stars, 59 forks, 11 watches  
-[util](categories/util.md) category, created 2015-08-03, last commit 2023-02-27, main language Python  
-<sub><sup>github-mirror, pypy, read-only-repository, readonly, unofficial, unofficial-mirror</sup></sub>
 
+### [PokerPy](https://github.com/glpcc/pokerpy) by [glpcc](https://github.com/glpcc)  
+PokerPy: Texas Hold'em Poker Probability Calculator in Python  
+[https://github.com/glpcc/pokerpy](https://github.com/glpcc/pokerpy)  
+3.42 stars per week over 12 weeks  
+41 stars, 4 forks, 1 watches  
+[sim](categories/sim.md) category, created 2022-12-11, last commit 2023-02-10, main language C++  
+<sub><sup>cpp, fast, performance, poker, pybind11, python, texas-holdem</sup></sub>
 
-### [momepy](https://github.com/pysal/momepy) by [pysal](https://github.com/pysal)  
-momepy: Urban Morphology Measuring Toolkit  
-[https://docs.momepy.org](https://docs.momepy.org)  
-[https://github.com/pysal/momepy](https://github.com/pysal/momepy)  
-1.42 stars per week over 257 weeks  
-364 stars, 49 forks, 16 watches  
-[gis](categories/gis.md) category, created 2018-03-30, last commit 2023-02-28, main language Python  
-<sub><sup>morphological-analysis, morphology, morphometrics, urban, urban-morphometrics, urban-street-networks</sup></sub>
 
+### [research_public](https://github.com/quantopian/research_public) by [quantopian](https://github.com/quantopian)  
+research_public: Quantitative research and educational materials  
+[https://www.quantopian.com/lectures](https://www.quantopian.com/lectures)  
+[https://github.com/quantopian/research_public](https://github.com/quantopian/research_public)  
+4.95 stars per week over 418 weeks  
+2,071 stars, 1,451 forks, 201 watches  
+[finance](categories/finance.md) category, created 2015-02-26, last commit 2020-10-30, main language Jupyter Notebook  
 
-### [STTN](https://github.com/researchmm/sttn) by [researchmm](https://github.com/researchmm)  
-[ECCV'2020] STTN: Learning Joint Spatial-Temporal Transformations for Video Inpainting  
-[https://arxiv.org/abs/2007.10247](https://arxiv.org/abs/2007.10247)  
-[https://github.com/researchmm/sttn](https://github.com/researchmm/sttn)  
-2.62 stars per week over 138 weeks  
-362 stars, 72 forks, 20 watches  
-[ml-dl](categories/ml-dl.md) category, created 2020-07-10, last commit 2021-07-26, main language Jupyter Notebook  
-<sub><sup>completing-videos, spatial-temporal, transformer, video-inpainting</sup></sub>
 
+### [rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer) by [kakaobrain](https://github.com/kakaobrain)  
+rq-vae-transformer: The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)  
+[https://github.com/kakaobrain/rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer)  
+10 stars per week over 52 weeks  
+539 stars, 61 forks, 15 watches  
+[ml-dl](categories/ml-dl.md) category, created 2022-03-03, last commit 2022-08-18, main language Jupyter Notebook  
 
-### [pygeos](https://github.com/pygeos/pygeos)  
-pygeos: Wraps GEOS geometry functions in numpy ufuncs.  
-[https://pygeos.readthedocs.io](https://pygeos.readthedocs.io)  
-[https://github.com/pygeos/pygeos](https://github.com/pygeos/pygeos)  
-1.86 stars per week over 194 weeks  
-361 stars, 40 forks, 16 watches  
-[gis](categories/gis.md) category, created 2019-06-10, last commit 2022-12-14, main language Python  
 
+### [data-link-python](https://github.com/nasdaq/data-link-python) by [nasdaq](https://github.com/nasdaq)  
+data-link-python: A Python library for Nasdaq Data Link's RESTful API  
+[https://github.com/nasdaq/data-link-python](https://github.com/nasdaq/data-link-python)  
+3.0 stars per week over 69 weeks  
+209 stars, 39 forks, 9 watches  
+[finance](categories/finance.md) category, created 2021-11-02, last commit 2022-08-29, main language Python  
 
-### [dask-geopandas](https://github.com/geopandas/dask-geopandas) by [geopandas](https://github.com/geopandas)  
-dask-geopandas: Parallel GeoPandas with Dask  
-[https://dask-geopandas.readthedocs.io/](https://dask-geopandas.readthedocs.io/)  
-[https://github.com/geopandas/dask-geopandas](https://github.com/geopandas/dask-geopandas)  
-2.27 stars per week over 159 weeks  
-361 stars, 37 forks, 23 watches  
-[gis](categories/gis.md) category, created 2020-02-13, last commit 2023-02-27, main language Python  
 
+### [sgpt](https://github.com/muennighoff/sgpt) by [muennighoff](https://github.com/muennighoff)  
+SGPT: GPT Sentence Embeddings for Semantic Search  
+[https://github.com/muennighoff/sgpt](https://github.com/muennighoff/sgpt)  
+4.78 stars per week over 55 weeks  
+264 stars, 27 forks, 6 watches  
+[nlp](categories/nlp.md) category, created 2022-02-11, last commit 2022-09-12, main language Jupyter Notebook  
+<sub><sup>gpt, information-retrieval, language-model, large-language-models, neural-search, retrieval, semantic-search, sentence-embeddings, sgpt, text-embedding</sup></sub>
 
-### [scikit-geometry](https://github.com/scikit-geometry/scikit-geometry)  
-scikit-geometry: Scientific Python Geometric Algorithms Library  
-[https://scikit-geometry.github.io/scikit-geometry](https://scikit-geometry.github.io/scikit-geometry)  
-[https://github.com/scikit-geometry/scikit-geometry](https://github.com/scikit-geometry/scikit-geometry)  
-1.0 stars per week over 361 weeks  
-360 stars, 50 forks, 14 watches  
-[gis](categories/gis.md) category, created 2016-03-28, last commit 2022-10-14, main language Jupyter Notebook  
-<sub><sup>cgal, geometric-algorithms, geometry, python, wrapper</sup></sub>
 
+### [transition-amr-parser](https://github.com/ibm/transition-amr-parser) by [ibm](https://github.com/ibm)  
+transition-amr-parser: SoTA Abstract Meaning Representation (AMR) parsing with word-node alignments in Pytorch. Includes checkpoints and other tools such as statistical significance Smatch.  
+[https://github.com/ibm/transition-amr-parser](https://github.com/ibm/transition-amr-parser)  
+0.98 stars per week over 177 weeks  
+174 stars, 40 forks, 9 watches  
+[nlp](categories/nlp.md) category, created 2019-10-08, last commit 2023-02-01, main language Python  
+<sub><sup>abstract-meaning-representation, amr, amr-graphs, amr-parser, amr-parsing, machine-learning, nlp, semantic-parsing</sup></sub>
 
-### [keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models) by [leondgarse](https://github.com/leondgarse)  
-keras_cv_attention_models: Keras beit,botnet,CMT,CoaT,CoAtNet,convnext,cotnet,davit,efficientdet,edgenext,efficientformer,efficientnet,fbnet,flexivit,gcvit,ghostnet,gmlp,gpvit,halonet,hornet,iformer,lcnet,levit,maxvit,mlp-mixer,mobilevit,nat,nfnets,pvt,regnet,resmlp,resnest,resnext,resnetd,swin,tinynet,uniformer,volo,wavemlp,yolor,yolov7,yolox  
-[https://github.com/leondgarse/keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models)  
-4.32 stars per week over 82 weeks  
-357 stars, 59 forks, 17 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-08-02, last commit 2023-02-25, main language Python  
-<sub><sup>anchor-free, attention, coco, detection, imagenet, keras, model, recognition, tensorflow, tf, tf2, visualizing</sup></sub>
 
+### [example-code-2e](https://github.com/fluentpython/example-code-2e) by [fluentpython](https://github.com/fluentpython)  
+example-code-2e: Example code for Fluent Python, 2nd edition (O'Reilly 2022)   
+[https://amzn.to/3J48u2J](https://amzn.to/3J48u2J)  
+[https://github.com/fluentpython/example-code-2e](https://github.com/fluentpython/example-code-2e)  
+8.45 stars per week over 206 weeks  
+1,745 stars, 525 forks, 54 watches  
+[study](categories/study.md) category, created 2019-03-21, last commit 2022-04-24, main language Python  
+<sub><sup>concurrency, iterators, metaprogramming, python, python3, special-methods</sup></sub>
 
-### [tiny-diffusion](https://github.com/tanelp/tiny-diffusion) by [tanelp](https://github.com/tanelp)  
-tiny-diffusion: A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.  
-[https://github.com/tanelp/tiny-diffusion](https://github.com/tanelp/tiny-diffusion)  
-50 stars per week over 7 weeks  
-356 stars, 25 forks, 7 watches  
-[ml](categories/ml.md) category, created 2023-01-13, last commit 2023-02-19, main language Jupyter Notebook  
 
+### [fiber](https://github.com/uber/fiber) by [uber](https://github.com/uber)  
+fiber: Distributed Computing for AI Made Simple  
+[https://uber.github.io/fiber/](https://uber.github.io/fiber/)  
+[https://github.com/uber/fiber](https://github.com/uber/fiber)  
+6.1 stars per week over 164 weeks  
+1,004 stars, 113 forks, 22 watches  
+[data](categories/data.md) category, created 2020-01-07, last commit 2021-03-15, main language Python  
+<sub><sup>distributed-computing, machine-learning, multiprocessing, python, sandbox</sup></sub>
 
-### [pypinfo](https://github.com/ofek/pypinfo) by [ofek](https://github.com/ofek)  
-pypinfo: Easily view PyPI download statistics via Google's BigQuery.  
-[https://github.com/ofek/pypinfo](https://github.com/ofek/pypinfo)  
-1.18 stars per week over 302 weeks  
-356 stars, 31 forks, 14 watches  
-[util](categories/util.md) category, created 2017-05-13, last commit 2022-11-30, main language Python  
-<sub><sup>bigquery, pypi, python, statistics</sup></sub>
 
+### [pytz](https://github.com/stub42/pytz) by [stub42](https://github.com/stub42)  
+pytz Python historical timezone library and database  
+[https://github.com/stub42/pytz](https://github.com/stub42/pytz)  
+0.7 stars per week over 346 weeks  
+244 stars, 69 forks, 14 watches  
+[util](categories/util.md) category, created 2016-07-12, last commit 2023-01-14, main language C  
 
-### [warp-drive](https://github.com/salesforce/warp-drive) by [salesforce](https://github.com/salesforce)  
-warp-drive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)  
-[https://github.com/salesforce/warp-drive](https://github.com/salesforce/warp-drive)  
-4.44 stars per week over 79 weeks  
-352 stars, 65 forks, 13 watches  
-[ml](categories/ml.md) category, created 2021-08-25, last commit 2023-01-17, main language Python  
-<sub><sup>cuda, deep-learning, gpu, high-throughput, multiagent-reinforcement-learning, numba, pytorch, reinforcement-learning</sup></sub>
 
+### [contextily](https://github.com/geopandas/contextily) by [geopandas](https://github.com/geopandas)  
+contextily: Context geo-tiles in Python  
+[https://contextily.readthedocs.io/en/latest/](https://contextily.readthedocs.io/en/latest/)  
+[https://github.com/geopandas/contextily](https://github.com/geopandas/contextily)  
+1.14 stars per week over 338 weeks  
+387 stars, 68 forks, 14 watches  
+[gis](categories/gis.md) category, created 2016-09-08, last commit 2023-02-06, main language Jupyter Notebook  
+<sub><sup>cartography, geography, mapping, matplotlib, openstreetmap, osm, python, stamen, stamen-maps, tile, tiles, webtiles</sup></sub>
 
-### [axcell](https://github.com/paperswithcode/axcell) by [paperswithcode](https://github.com/paperswithcode)  
-axcell: Tools for extracting tables and results from Machine Learning papers  
-[https://github.com/paperswithcode/axcell](https://github.com/paperswithcode/axcell)  
-1.82 stars per week over 192 weeks  
-349 stars, 56 forks, 13 watches  
-[util](categories/util.md) category, created 2019-06-27, last commit 2021-06-23, main language Python  
 
+### [aws-lambda-python-runtime-interface-client](https://github.com/aws/aws-lambda-python-runtime-interface-client) by [aws](https://github.com/aws)  
+aws/aws-lambda-python-runtime-interface-client  
+[https://github.com/aws/aws-lambda-python-runtime-interface-client](https://github.com/aws/aws-lambda-python-runtime-interface-client)  
+1.51 stars per week over 130 weeks  
+197 stars, 49 forks, 16 watches  
+[util](categories/util.md) category, created 2020-09-02, last commit 2023-02-16, main language Python  
 
-### [mercantile](https://github.com/mapbox/mercantile) by [mapbox](https://github.com/mapbox)  
-mercantile: Spherical mercator tile and coordinate utilities  
-[https://github.com/mapbox/mercantile](https://github.com/mapbox/mercantile)  
-0.74 stars per week over 472 weeks  
-348 stars, 61 forks, 117 watches  
-[gis](categories/gis.md) category, created 2014-02-12, last commit 2021-10-22, main language Python  
-<sub><sup>imagery, pxm, satellite</sup></sub>
 
+### [stockpredictionai](https://github.com/borisbanushev/stockpredictionai) by [borisbanushev](https://github.com/borisbanushev)  
+stockpredictionai:        In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Network, CNN, as a discriminator. We use LSTM for the obvious reason that we are trying to predict time series data. Why we use GAN and specifically CNN as a discriminator? That is a good question: there are special sections on that later.  
+[https://github.com/borisbanushev/stockpredictionai](https://github.com/borisbanushev/stockpredictionai)  
+16 stars per week over 216 weeks  
+3,597 stars, 1,588 forks, 262 watches  
+[finance](categories/finance.md) category, created 2019-01-09, last commit 2019-02-11, main language None  
 
-### [dashing](https://github.com/federicoceratto/dashing) by [federicoceratto](https://github.com/federicoceratto)  
-dashing: Terminal dashboards for Python  
-[https://dashing.readthedocs.io/en/latest/](https://dashing.readthedocs.io/en/latest/)  
-[https://github.com/federicoceratto/dashing](https://github.com/federicoceratto/dashing)  
-1.16 stars per week over 299 weeks  
-347 stars, 30 forks, 9 watches  
-[term](categories/term.md) category, created 2017-06-03, last commit 2020-09-06, main language Python  
-<sub><sup>charts, dashboard, gauges, python, python3, terminal, terminal-based</sup></sub>
 
+### [auton-survival](https://github.com/autonlab/auton-survival) by [autonlab](https://github.com/autonlab)  
+auton-survival: Auton Survival -  an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events   
+[http://autonlab.github.io/auton-survival](http://autonlab.github.io/auton-survival)  
+[https://github.com/autonlab/auton-survival](https://github.com/autonlab/auton-survival)  
+1.39 stars per week over 152 weeks  
+212 stars, 52 forks, 7 watches  
+[ml](categories/ml.md) category, created 2020-04-01, last commit 2023-03-03, main language Python  
+<sub><sup>causal-inference, counterfactual-inference, data-science, deep-learning, graphical-models, machine-learning, python, regression, reliability-analysis, survival-analysis, time-to-event</sup></sub>
 
-### [python-bibtexparser](https://github.com/sciunto-org/python-bibtexparser) by [sciunto-org](https://github.com/sciunto-org)  
-python-bibtexparser: Bibtex parser for Python 3  
-[https://bibtexparser.readthedocs.io](https://bibtexparser.readthedocs.io)  
-[https://github.com/sciunto-org/python-bibtexparser](https://github.com/sciunto-org/python-bibtexparser)  
-0.65 stars per week over 529 weeks  
-347 stars, 118 forks, 17 watches  
-[util](categories/util.md) category, created 2013-01-05, last commit 2023-01-03, main language Python  
-<sub><sup>bibtex, bibtex-files, hacktoberfest2022, latex, python</sup></sub>
 
+### [arxiv.py](https://github.com/lukasschwab/arxiv.py) by [lukasschwab](https://github.com/lukasschwab)  
+arxiv.py: Python wrapper for the arXiv API  
+[https://github.com/lukasschwab/arxiv.py](https://github.com/lukasschwab/arxiv.py)  
+1.61 stars per week over 379 weeks  
+613 stars, 81 forks, 17 watches  
+[util](categories/util.md) category, created 2015-11-25, last commit 2023-02-01, main language Python  
+<sub><sup>arxiv, arxiv-api, pdf, python-wrapper</sup></sub>
 
-### [testbook](https://github.com/nteract/testbook) by [nteract](https://github.com/nteract)  
-testbook: 🧪 📗  Unit test your Jupyter Notebooks the right way  
-[https://testbook.readthedocs.io](https://testbook.readthedocs.io)  
-[https://github.com/nteract/testbook](https://github.com/nteract/testbook)  
-2.19 stars per week over 157 weeks  
-345 stars, 38 forks, 15 watches  
-[jupyter](categories/jupyter.md) category, created 2020-02-26, last commit 2022-11-29, main language Python  
-<sub><sup>jupyter-notebook, nteract, pytest, python, testbook, unit-testing</sup></sub>
 
+### [pypistats](https://github.com/hugovk/pypistats) by [hugovk](https://github.com/hugovk)  
+pypistats: Command-line interface to PyPI Stats API to get download stats for Python packages  
+[https://pypistats.org/api/](https://pypistats.org/api/)  
+[https://github.com/hugovk/pypistats](https://github.com/hugovk/pypistats)  
+0.63 stars per week over 232 weeks  
+146 stars, 26 forks, 4 watches  
+[util](categories/util.md) category, created 2018-09-22, last commit 2023-03-01, main language Python  
+<sub><sup>api, cli, command-line, command-line-tool, downloads, hacktoberfest, pypi, python, python3, statistics, stats</sup></sub>
 
-### [stat451-machine-learning-fs20](https://github.com/rasbt/stat451-machine-learning-fs20) by [rasbt](https://github.com/rasbt)  
-stat451-machine-learning-fs20: STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020)  
-[https://github.com/rasbt/stat451-machine-learning-fs20](https://github.com/rasbt/stat451-machine-learning-fs20)  
-2.56 stars per week over 134 weeks  
-343 stars, 180 forks, 18 watches  
-[study](categories/study.md) category, created 2020-08-06, last commit 2020-12-03, main language Jupyter Notebook  
 
+### [py-frameworks-bench](https://github.com/klen/py-frameworks-bench) by [klen](https://github.com/klen)  
+py-frameworks-bench: Another benchmark for some python frameworks  
+[https://klen.github.io/py-frameworks-bench/](https://klen.github.io/py-frameworks-bench/)  
+[https://github.com/klen/py-frameworks-bench](https://github.com/klen/py-frameworks-bench)  
+1.67 stars per week over 409 weeks  
+684 stars, 80 forks, 27 watches  
+[perf](categories/perf.md) category, created 2015-04-30, last commit 2022-03-14, main language Python  
+<sub><sup>benchmark, python-frameworks</sup></sub>
 
-### [psaw](https://github.com/dmarx/psaw) by [dmarx](https://github.com/dmarx)  
-psaw: Python Pushshift.io API Wrapper (for comment/submission search)  
-[https://github.com/dmarx/psaw](https://github.com/dmarx/psaw)  
-1.34 stars per week over 254 weeks  
-342 stars, 55 forks, 9 watches  
-[data](categories/data.md) category, created 2018-04-15, last commit 2022-07-09, main language Python  
 
+### [maxvit](https://github.com/google-research/maxvit) by [google-research](https://github.com/google-research)  
+[ECCV 2022] Official repository for "MaxViT: Multi-Axis Vision Transformer". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...  
+[https://github.com/google-research/maxvit](https://github.com/google-research/maxvit)  
+9.0 stars per week over 34 weeks  
+310 stars, 19 forks, 6 watches  
+[ml](categories/ml.md) category, created 2022-07-07, last commit 2022-10-23, main language Jupyter Notebook  
+<sub><sup>architecture, classification, cnn, computer-vision, image, image-processing, mlp, object-detection, resnet, segmentation, transformer, transformer-architecture, vision-transformer</sup></sub>
 
-### [DeepForest](https://github.com/weecology/deepforest) by [weecology](https://github.com/weecology)  
-DeepForest: Python Package for Tree Crown Detection in Airborne RGB imagery  
-[https://deepforest.readthedocs.io/](https://deepforest.readthedocs.io/)  
-[https://github.com/weecology/deepforest](https://github.com/weecology/deepforest)  
-1.31 stars per week over 260 weeks  
-340 stars, 132 forks, 15 watches  
-[gis](categories/gis.md) category, created 2018-03-07, last commit 2023-02-22, main language JavaScript  
 
+### [FGVC](https://github.com/vt-vl-lab/fgvc) by [vt-vl-lab](https://github.com/vt-vl-lab)  
+FGVC: [ECCV 2020] Flow-edge Guided Video Completion   
+[https://github.com/vt-vl-lab/fgvc](https://github.com/vt-vl-lab/fgvc)  
+11 stars per week over 129 weeks  
+1,482 stars, 242 forks, 68 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-09-09, last commit 2021-12-14, main language Python  
 
-### [py-shiny](https://github.com/rstudio/py-shiny) by [rstudio](https://github.com/rstudio)  
-py-shiny: Shiny for Python  
-[https://shiny.rstudio.com/py/](https://shiny.rstudio.com/py/)  
-[https://github.com/rstudio/py-shiny](https://github.com/rstudio/py-shiny)  
-4.04 stars per week over 83 weeks  
-337 stars, 20 forks, 23 watches  
-[web](categories/web.md) category, created 2021-07-27, last commit 2023-03-02, main language JavaScript  
 
+### [fastapi-boilerplate](https://github.com/rawheel/fastapi-boilerplate) by [rawheel](https://github.com/rawheel)  
+fastapi-boilerplate: Dockerized FastAPI boiler plate similar to Django code structure with views, serializers(pydantic) and model( Sqlalchemy ORM) with dockerized database(PostgresSQL) and PgAdmin. 🚀   
+[https://github.com/rawheel/fastapi-boilerplate](https://github.com/rawheel/fastapi-boilerplate)  
+11 stars per week over 9 weeks  
+110 stars, 10 forks, 1 watches  
+[web](categories/web.md) category, created 2022-12-28, last commit 2023-01-07, main language Python  
+<sub><sup>alembic, boilerplate, docker, docker-compose, fastapi, fastapi-boilerplate, fastapi-sqlalchemy, orm, poetry-python, postgresql, pydantic, python3, sqlalchemy, sqlalchemy-orm</sup></sub>
 
-### [stochastic](https://github.com/crflynn/stochastic) by [crflynn](https://github.com/crflynn)  
-stochastic: Generate realizations of stochastic processes in python.  
-[http://stochastic.readthedocs.io/en/stable/](http://stochastic.readthedocs.io/en/stable/)  
-[https://github.com/crflynn/stochastic](https://github.com/crflynn/stochastic)  
-1.05 stars per week over 315 weeks  
-332 stars, 64 forks, 15 watches  
-[sim](categories/sim.md) category, created 2017-02-17, last commit 2022-07-12, main language Python  
-<sub><sup>probability, stochastic, stochastic-differential-equations, stochastic-processes, stochastic-simulation-algorithm, stochastic-volatility-models</sup></sub>
 
+### [bit](https://github.com/ofek/bit) by [ofek](https://github.com/ofek)  
+Bitcoin made easy.  
+[https://ofek.dev/bit/](https://ofek.dev/bit/)  
+[https://github.com/ofek/bit](https://github.com/ofek/bit)  
+3.44 stars per week over 329 weeks  
+1,131 stars, 188 forks, 48 watches  
+[crypto](categories/crypto.md) category, created 2016-11-12, last commit 2023-02-11, main language Python  
+<sub><sup>bitcoin, cryptocurrencies, libraries, payments, python</sup></sub>
 
-### [python-blosc](https://github.com/blosc/python-blosc) by [blosc](https://github.com/blosc)  
-python-blosc: A Python wrapper for the extremely fast Blosc compression library   
-[https://www.blosc.org/python-blosc/python-blosc.html](https://www.blosc.org/python-blosc/python-blosc.html)  
-[https://github.com/blosc/python-blosc](https://github.com/blosc/python-blosc)  
-0.51 stars per week over 648 weeks  
-329 stars, 75 forks, 14 watches  
-[perf](categories/perf.md) category, created 2010-09-30, last commit 2023-03-02, main language Python  
-<sub><sup>blosc, compression, python, wrapper</sup></sub>
 
+### [whatlies](https://github.com/koaning/whatlies) by [koaning](https://github.com/koaning)  
+whatlies: Toolkit to help understand "what lies" in word embeddings. Also benchmarking!   
+[https://koaning.github.io/whatlies/](https://koaning.github.io/whatlies/)  
+[https://github.com/koaning/whatlies](https://github.com/koaning/whatlies)  
+2.86 stars per week over 158 weeks  
+452 stars, 50 forks, 14 watches  
+[nlp](categories/nlp.md) category, created 2020-02-22, last commit 2023-02-06, main language Python  
+<sub><sup>embeddings, nlp, visualisations</sup></sub>
 
-### [fairing](https://github.com/kubeflow/fairing) by [kubeflow](https://github.com/kubeflow)  
-fairing: Python SDK for building, training, and deploying ML models  
-[https://github.com/kubeflow/fairing](https://github.com/kubeflow/fairing)  
-1.39 stars per week over 234 weeks  
-327 stars, 147 forks, 39 watches  
-[ml-ops](categories/ml-ops.md) category, created 2018-09-03, last commit 2021-08-26, main language Jsonnet  
 
+### [traceml](https://github.com/polyaxon/datatile) by [polyaxon](https://github.com/polyaxon)  
+traceml: Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.  
+[https://github.com/polyaxon/datatile](https://github.com/polyaxon/datatile)  
+1.27 stars per week over 362 weeks  
+461 stars, 40 forks, 13 watches  
+[pandas](categories/pandas.md) category, created 2016-03-25, last commit 2023-02-24, main language Python  
+<sub><sup>dask, data-exploration, data-profiling, data-quality, data-quality-checks, data-science, data-visualization, dataframes, dataops, explainable-ai, matplotlib, mlops, pandas, pandas-summary, plotly, pytorch, spark, statistics, tensorflow, tracking</sup></sub>
 
-### [practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book) by [googlecloudplatform](https://github.com/googlecloudplatform)  
-googlecloudplatform/practical-ml-vision-book  
-[https://github.com/googlecloudplatform/practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book)  
-2.74 stars per week over 119 weeks  
-327 stars, 147 forks, 19 watches  
-[study](categories/study.md) category, created 2020-11-18, last commit 2022-11-21, main language Jupyter Notebook  
 
+### [breaching](https://github.com/jonasgeiping/breaching) by [jonasgeiping](https://github.com/jonasgeiping)  
+Breaching privacy in federated learning scenarios for vision and text  
+[https://github.com/jonasgeiping/breaching](https://github.com/jonasgeiping/breaching)  
+2.69 stars per week over 54 weeks  
+147 stars, 32 forks, 3 watches  
+[ml](categories/ml.md) category, created 2022-02-15, last commit 2023-02-09, main language Python  
+<sub><sup>decentralized-learning, federated-learning, machine-learning, privacy-audit, pytorch, security</sup></sub>
 
-### [lambeq](https://github.com/cqcl/lambeq) by [cqcl](https://github.com/cqcl)  
-lambeq: A high-level Python library for Quantum Natural Language Processing  
-[https://cqcl.github.io/lambeq/](https://cqcl.github.io/lambeq/)  
-[https://github.com/cqcl/lambeq](https://github.com/cqcl/lambeq)  
-4.44 stars per week over 72 weeks  
-323 stars, 71 forks, 25 watches  
-[nlp](categories/nlp.md) category, created 2021-10-10, last commit 2023-01-09, main language Python  
-<sub><sup>python, qnlp</sup></sub>
 
+### [ml-ane-transformers](https://github.com/apple/ml-ane-transformers) by [apple](https://github.com/apple)  
+ml-ane-transformers: Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)  
+[https://github.com/apple/ml-ane-transformers](https://github.com/apple/ml-ane-transformers)  
+15 stars per week over 39 weeks  
+600 stars, 31 forks, 34 watches  
+[ml](categories/ml.md) category, created 2022-06-03, last commit 2022-08-09, main language Python  
 
-### [OWSLib](https://github.com/geopython/owslib) by [geopython](https://github.com/geopython)  
-OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.  
-[https://geopython.github.io/OWSLib](https://geopython.github.io/OWSLib)  
-[https://github.com/geopython/owslib](https://github.com/geopython/owslib)  
-0.55 stars per week over 581 weeks  
-322 stars, 261 forks, 30 watches  
-[gis](categories/gis.md) category, created 2012-01-13, last commit 2023-02-24, main language Python  
 
+### [logzero](https://github.com/metachris/logzero) by [metachris](https://github.com/metachris)  
+logzero: Robust and effective logging for Python 2 and 3.  
+[https://logzero.readthedocs.io](https://logzero.readthedocs.io)  
+[https://github.com/metachris/logzero](https://github.com/metachris/logzero)  
+3.45 stars per week over 298 weeks  
+1,030 stars, 69 forks, 26 watches  
+[util](categories/util.md) category, created 2017-06-12, last commit 2021-03-17, main language Python  
+<sub><sup>logfiles, logging, logzero, python</sup></sub>
 
-### [maxvit](https://github.com/google-research/maxvit) by [google-research](https://github.com/google-research)  
-[ECCV 2022] Official repository for "MaxViT: Multi-Axis Vision Transformer". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...  
-[https://github.com/google-research/maxvit](https://github.com/google-research/maxvit)  
-9.11 stars per week over 34 weeks  
-311 stars, 19 forks, 6 watches  
-[ml](categories/ml.md) category, created 2022-07-07, last commit 2022-10-23, main language Jupyter Notebook  
-<sub><sup>architecture, classification, cnn, computer-vision, image, image-processing, mlp, object-detection, resnet, segmentation, transformer, transformer-architecture, vision-transformer</sup></sub>
 
+### [ai-economist](https://github.com/salesforce/ai-economist) by [salesforce](https://github.com/salesforce)  
+ai-economist: Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).  
+[https://www.einstein.ai/the-ai-economist](https://www.einstein.ai/the-ai-economist)  
+[https://github.com/salesforce/ai-economist](https://github.com/salesforce/ai-economist)  
+6.81 stars per week over 139 weeks  
+949 stars, 194 forks, 46 watches  
+[sim](categories/sim.md) category, created 2020-07-02, last commit 2022-05-09, main language Python  
+<sub><sup>ai, deep-reinforcement-learning, economics, ml, multi-agent, multi-agent-reinforcement-learning, python-3, reinforcement-learning-environments, simulation-framework</sup></sub>
 
-### [GeoTorchAI](https://github.com/datasystemslab/geotorch) by [datasystemslab](https://github.com/datasystemslab)  
-GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036)  
-[https://kanchanchy.github.io/geotorchai/](https://kanchanchy.github.io/geotorchai/)  
-[https://github.com/datasystemslab/geotorch](https://github.com/datasystemslab/geotorch)  
-7.64 stars per week over 40 weeks  
-310 stars, 21 forks, 9 watches  
-[gis](categories/gis.md) category, created 2022-05-23, last commit 2023-02-05, main language Python  
-<sub><sup>classification-model, convlstm-pytorch, deep-learning, deep-neural-networks, deepsat, prediction-model, raster-data, satellite-classification, satellite-images, segmentation-models, sequence-models, spatial-data-analysis, spatio-temporal-analysis, spatio-temporal-models, spatio-temporal-prediction, st-resnet</sup></sub>
 
+### [odin](https://github.com/python-odin/odin) by [python-odin](https://github.com/python-odin)  
+odin: Data-structure definition/validation/traversal, mapping and serialisation toolkit for Python  
+[https://odin.readthedocs.org/en/latest/](https://odin.readthedocs.org/en/latest/)  
+[https://github.com/python-odin/odin](https://github.com/python-odin/odin)  
+0.06 stars per week over 497 weeks  
+29 stars, 7 forks, 3 watches  
+[util](categories/util.md) category, created 2013-08-20, last commit 2023-02-26, main language Python  
+<sub><sup>csv, data-mapping, data-structures, de-serialize, json, msgpack, python, serialize, validation, xml, yaml</sup></sub>
 
-### [SDNE](https://github.com/suanrong/sdne) by [suanrong](https://github.com/suanrong)  
-SDNE: This is a implementation of SDNE (Structural Deep Network embedding)  
-[http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding](http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding)  
-[https://github.com/suanrong/sdne](https://github.com/suanrong/sdne)  
-0.95 stars per week over 326 weeks  
-310 stars, 123 forks, 10 watches  
-[ml-dl](categories/ml-dl.md) category, created 2016-11-30, last commit 2021-09-10, main language Python  
 
+### [ion-python](https://github.com/amzn/ion-python) by [amzn](https://github.com/amzn)  
+ion-python: A Python implementation of Amazon Ion.  
+[https://amazon-ion.github.io/ion-docs/](https://amazon-ion.github.io/ion-docs/)  
+[https://github.com/amzn/ion-python](https://github.com/amzn/ion-python)  
+0.62 stars per week over 360 weeks  
+223 stars, 49 forks, 25 watches  
+[data](categories/data.md) category, created 2016-04-07, last commit 2023-02-14, main language Python  
 
-### [ModernConvNets](https://github.com/nyandwi/modernconvnets) by [nyandwi](https://github.com/nyandwi)  
-ModernConvNets: Revisions and implementations of modern Convolutional Neural Networks architectures in TensorFlow and Keras  
-[https://github.com/nyandwi/modernconvnets](https://github.com/nyandwi/modernconvnets)  
-5.55 stars per week over 55 weeks  
-306 stars, 32 forks, 7 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-02-10, last commit 2022-10-05, main language Jupyter Notebook  
-<sub><sup>cnns, computer-vision, convnets, convolutional-neural-networks, deep-learning-algorithms, image-classification, keras, neural-networks, tensorflow</sup></sub>
 
+### [pysnyk](https://github.com/snyk-labs/pysnyk) by [snyk-labs](https://github.com/snyk-labs)  
+pysnyk: A Python client for the Snyk API.  
+[https://snyk.docs.apiary.io/](https://snyk.docs.apiary.io/)  
+[https://github.com/snyk-labs/pysnyk](https://github.com/snyk-labs/pysnyk)  
+0.25 stars per week over 213 weeks  
+53 stars, 95 forks, 10 watches  
+[security](categories/security.md) category, created 2019-02-03, last commit 2023-01-20, main language Python  
+<sub><sup>api, python, snyk</sup></sub>
 
-### [grade-school-math](https://github.com/openai/grade-school-math) by [openai](https://github.com/openai)  
-openai/grade-school-math  
-[https://github.com/openai/grade-school-math](https://github.com/openai/grade-school-math)  
-4.29 stars per week over 71 weeks  
-306 stars, 64 forks, 9 watches  
-[nlp](categories/nlp.md) category, created 2021-10-20, last commit 2021-11-19, main language Python  
 
+### [advertorch](https://github.com/borealisai/advertorch) by [borealisai](https://github.com/borealisai)  
+advertorch: A Toolbox for Adversarial Robustness Research  
+[https://github.com/borealisai/advertorch](https://github.com/borealisai/advertorch)  
+5.13 stars per week over 222 weeks  
+1,141 stars, 180 forks, 27 watches  
+[ml](categories/ml.md) category, created 2018-11-29, last commit 2022-05-29, main language Jupyter Notebook  
+<sub><sup>adversarial-attacks, adversarial-example, adversarial-examples, adversarial-learning, adversarial-machine-learning, adversarial-perturbations, benchmarking, machine-learning, pytorch, robustness, security, toolbox</sup></sub>
 
-### [high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e) by [mynameisfiber](https://github.com/mynameisfiber)  
-high_performance_python_2e: Code for the book "High Performance Python 2e" by Micha Gorelick and Ian Ozsvald with OReilly   
-[https://github.com/mynameisfiber/high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e)  
-2.03 stars per week over 150 weeks  
-306 stars, 100 forks, 6 watches  
-[study](categories/study.md) category, created 2020-04-12, last commit 2023-01-18, main language Python  
-<sub><sup>code-samples, high-performance, oreilly, oreilly-books, python</sup></sub>
 
+### [httptools](https://github.com/magicstack/httptools) by [magicstack](https://github.com/magicstack)  
+httptools: Fast HTTP parser  
+[https://github.com/magicstack/httptools](https://github.com/magicstack/httptools)  
+3.05 stars per week over 357 weeks  
+1,092 stars, 71 forks, 40 watches  
+[web](categories/web.md) category, created 2016-04-25, last commit 2022-09-13, main language Python  
 
-### [jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard) by [chaoleili](https://github.com/chaoleili)  
-jupyterlab_tensorboard: Tensorboard extension for jupyterlab.  
-[https://github.com/chaoleili/jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard)  
-1.25 stars per week over 237 weeks  
-297 stars, 36 forks, 11 watches  
-[jupyter](categories/jupyter.md) category, created 2018-08-14, last commit 2022-07-18, main language TypeScript  
-<sub><sup>jupyterlab, jupyterlab-extension, tensorboard</sup></sub>
 
+### [textstat](https://github.com/shivam5992/textstat) by [shivam5992](https://github.com/shivam5992)  
+textstat: :memo: python package to calculate readability statistics of a text object - paragraphs, sentences, articles.  
+[https://textstat.org](https://textstat.org)  
+[https://github.com/shivam5992/textstat](https://github.com/shivam5992/textstat)  
+2.03 stars per week over 454 weeks  
+924 stars, 148 forks, 17 watches  
+[nlp](categories/nlp.md) category, created 2014-06-18, last commit 2022-07-08, main language Python  
+<sub><sup>flesch-kincaid-grade, flesch-reading-ease, python, readability, smog, textstat</sup></sub>
 
-### [fastapi_client](https://github.com/dmontagu/fastapi_client) by [dmontagu](https://github.com/dmontagu)  
-fastapi_client: FastAPI client generator  
-[https://github.com/dmontagu/fastapi_client](https://github.com/dmontagu/fastapi_client)  
-1.58 stars per week over 186 weeks  
-296 stars, 39 forks, 8 watches  
-[web](categories/web.md) category, created 2019-08-03, last commit 2021-02-11, main language Python  
 
+### [AutoProfiler](https://github.com/cmudig/autoprofiler) by [cmudig](https://github.com/cmudig)  
+AutoProfiler: Automatically profile dataframes in the Jupyter sidebar  
+[https://github.com/cmudig/autoprofiler](https://github.com/cmudig/autoprofiler)  
+1.9 stars per week over 49 weeks  
+94 stars, 5 forks, 1 watches  
+[jupyter](categories/jupyter.md) category, created 2022-03-24, last commit 2023-02-28, main language Svelte  
+<sub><sup>jupyter, pandas, python</sup></sub>
 
-### [pastas](https://github.com/pastas/pastas)  
-pastas: :spaghetti: Pastas is an open-source Python framework for the analysis of groundwater time series.  
-[https://pastas.readthedocs.io](https://pastas.readthedocs.io)  
-[https://github.com/pastas/pastas](https://github.com/pastas/pastas)  
-0.82 stars per week over 359 weeks  
-295 stars, 55 forks, 18 watches  
-[time-series](categories/time-series.md) category, created 2016-04-15, last commit 2023-02-07, main language Python  
-<sub><sup>analysis, groundwater, hydrology, pastas, python, timeseries</sup></sub>
 
+### [pandas_flavor](https://github.com/zsailer/pandas_flavor) by [zsailer](https://github.com/zsailer)  
+pandas_flavor: The easy way to write your own flavor of Pandas  
+[https://zsailer.github.io/software/pandas-flavor/](https://zsailer.github.io/software/pandas-flavor/)  
+[https://github.com/zsailer/pandas_flavor](https://github.com/zsailer/pandas_flavor)  
+1.02 stars per week over 266 weeks  
+273 stars, 17 forks, 11 watches  
+[pandas](categories/pandas.md) category, created 2018-01-25, last commit 2023-02-03, main language Python  
+<sub><sup>pandas</sup></sub>
 
-### [FastAPI-Backend-Template](https://github.com/aeternalis-ingenium/fastapi-backend-template) by [aeternalis-ingenium](https://github.com/aeternalis-ingenium)  
-FastAPI-Backend-Template: A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.  
-[https://github.com/aeternalis-ingenium/fastapi-backend-template](https://github.com/aeternalis-ingenium/fastapi-backend-template)  
-22 stars per week over 12 weeks  
-289 stars, 49 forks, 10 watches  
-[web](categories/web.md) category, created 2022-12-05, last commit 2023-02-05, main language Python  
-<sub><sup>alembic, asynchronous, asyncpg, codecov, coverage, docker, docker-compose, fastapi, githubactions, jwt, postgresql, pre-commit, pytest, python, sqlalchemy</sup></sub>
 
+### [NeuroNER](https://github.com/franck-dernoncourt/neuroner) by [franck-dernoncourt](https://github.com/franck-dernoncourt)  
+NeuroNER: Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.  
+[http://neuroner.com](http://neuroner.com)  
+[https://github.com/franck-dernoncourt/neuroner](https://github.com/franck-dernoncourt/neuroner)  
+5.26 stars per week over 312 weeks  
+1,646 stars, 485 forks, 84 watches  
+[nlp](categories/nlp.md) category, created 2017-03-07, last commit 2019-10-02, main language Python  
+<sub><sup>deep-learning, machine-learning, named-entity-recognition, neural-networks, nlp, tensorflow</sup></sub>
 
-### [unprompted](https://github.com/thereforegames/unprompted) by [thereforegames](https://github.com/thereforegames)  
-unprompted: Text generator written for Stable Diffusion workflows.  
-[https://github.com/thereforegames/unprompted](https://github.com/thereforegames/unprompted)  
-16 stars per week over 17 weeks  
-286 stars, 31 forks, 9 watches  
-[diffusion](categories/diffusion.md) category, created 2022-10-31, last commit 2023-02-25, main language Python  
 
+### [pyflux](https://github.com/rjt1990/pyflux) by [rjt1990](https://github.com/rjt1990)  
+pyflux: Open source time series library for Python  
+[https://github.com/rjt1990/pyflux](https://github.com/rjt1990/pyflux)  
+5.47 stars per week over 367 weeks  
+2,013 stars, 236 forks, 70 watches  
+[time-series](categories/time-series.md) category, created 2016-02-16, last commit 2018-12-16, main language Python  
+<sub><sup>statistics, time-series</sup></sub>
 
-### [geolambda](https://github.com/developmentseed/geolambda) by [developmentseed](https://github.com/developmentseed)  
-geolambda: Create and deploy Geospatial AWS Lambda functions  
-[https://github.com/developmentseed/geolambda](https://github.com/developmentseed/geolambda)  
-0.93 stars per week over 304 weeks  
-282 stars, 85 forks, 50 watches  
-[gis](categories/gis.md) category, created 2017-05-02, last commit 2021-02-16, main language Dockerfile  
 
+### [bodywork-core](https://github.com/bodywork-ml/bodywork-core) by [bodywork-ml](https://github.com/bodywork-ml)  
+bodywork-core: ML pipeline orchestration and model deployments on Kubernetes, made really easy.  
+[https://bodywork.readthedocs.io/en/latest/](https://bodywork.readthedocs.io/en/latest/)  
+[https://github.com/bodywork-ml/bodywork-core](https://github.com/bodywork-ml/bodywork-core)  
+3.45 stars per week over 119 weeks  
+413 stars, 19 forks, 9 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-11-17, last commit 2022-07-04, main language Python  
+<sub><sup>batch, cicd, continuous-deployment, data-science, devops, framework, kubernetes, machine-learning, mlops, orchestration, pipeline, python, serving</sup></sub>
 
-### [aws-adfs](https://github.com/venth/aws-adfs) by [venth](https://github.com/venth)  
-aws-adfs: Command line tool to ease aws cli authentication against ADFS (multi factor authentication with active directory)  
-[https://github.com/venth/aws-adfs](https://github.com/venth/aws-adfs)  
-0.81 stars per week over 348 weeks  
-281 stars, 91 forks, 11 watches  
-[util](categories/util.md) category, created 2016-06-25, last commit 2022-12-14, main language Python  
-<sub><sup>adfs, aws, command-line, duo-security, multi-factor-authentication, python, tools</sup></sub>
 
+### [pyql](https://github.com/enthought/pyql) by [enthought](https://github.com/enthought)  
+pyql: Cython QuantLib wrappers  
+[https://github.com/enthought/pyql](https://github.com/enthought/pyql)  
+1.33 stars per week over 573 weeks  
+761 stars, 176 forks, 105 watches  
+[finance](categories/finance.md) category, created 2012-03-08, last commit 2023-03-04, main language Cython  
+<sub><sup>cython, quantlib</sup></sub>
 
-### [enlighten](https://github.com/rockhopper-technologies/enlighten) by [rockhopper-technologies](https://github.com/rockhopper-technologies)  
-Enlighten Progress Bar for Python Console Apps  
-[https://python-enlighten.readthedocs.io](https://python-enlighten.readthedocs.io)  
-[https://github.com/rockhopper-technologies/enlighten](https://github.com/rockhopper-technologies/enlighten)  
-0.98 stars per week over 284 weeks  
-277 stars, 19 forks, 4 watches  
-[term](categories/term.md) category, created 2017-09-22, last commit 2023-02-04, main language Python  
-<sub><sup>python</sup></sub>
 
+### [pystan](https://github.com/stan-dev/pystan) by [stan-dev](https://github.com/stan-dev)  
+PyStan, a Python interface to Stan, a platform for statistical modeling. Documentation: https://pystan.readthedocs.io  
+[https://github.com/stan-dev/pystan](https://github.com/stan-dev/pystan)  
+0.85 stars per week over 285 weeks  
+243 stars, 46 forks, 13 watches  
+[ml](categories/ml.md) category, created 2017-09-17, last commit 2022-11-26, main language Python  
 
-### [poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin) by [tiangolo](https://github.com/tiangolo)  
-poetry-version-plugin: Poetry plugin for dynamically extracting the package version from a __version__ variable or a Git tag.  
-[https://github.com/tiangolo/poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin)  
-2.98 stars per week over 92 weeks  
-275 stars, 24 forks, 5 watches  
-[util](categories/util.md) category, created 2021-05-27, last commit 2021-05-28, main language Python  
-<sub><sup>packaging, packaging-for-pypi, pypi, python, python-poetry, python3</sup></sub>
 
+### [segno](https://github.com/heuer/segno) by [heuer](https://github.com/heuer)  
+segno: Python QR Code and Micro QR Code encoder  
+[https://pypi.org/project/segno/](https://pypi.org/project/segno/)  
+[https://github.com/heuer/segno](https://github.com/heuer/segno)  
+1.13 stars per week over 343 weeks  
+387 stars, 42 forks, 11 watches  
+[util](categories/util.md) category, created 2016-08-04, last commit 2022-12-10, main language Python  
+<sub><sup>barcode, iso-18004, matrix-barcode, micro-qr-code, micro-qrcode, python, python-qrcode, qr-code, qr-generator, qrcode, segno, structured-append</sup></sub>
 
-### [check-manifest](https://github.com/mgedmin/check-manifest) by [mgedmin](https://github.com/mgedmin)  
-check-manifest: Tool to check the completeness of MANIFEST.in for Python packages  
-[https://pypi.org/p/check-manifest](https://pypi.org/p/check-manifest)  
-[https://github.com/mgedmin/check-manifest](https://github.com/mgedmin/check-manifest)  
-0.53 stars per week over 521 weeks  
-275 stars, 37 forks, 7 watches  
-[util](categories/util.md) category, created 2013-03-05, last commit 2022-12-11, main language Python  
 
+### [magnitude](https://github.com/plasticityai/magnitude) by [plasticityai](https://github.com/plasticityai)  
+magnitude: A fast, efficient universal vector embedding utility package.  
+[https://github.com/plasticityai/magnitude](https://github.com/plasticityai/magnitude)  
+5.95 stars per week over 262 weeks  
+1,560 stars, 113 forks, 37 watches  
+[nlp](categories/nlp.md) category, created 2018-02-24, last commit 2020-07-17, main language Python  
+<sub><sup>embeddings, fast, fasttext, gensim, glove, machine-learning, machine-learning-library, memory-efficient, natural-language-processing, nlp, python, vectors, word-embeddings, word2vec</sup></sub>
 
-### [contractions](https://github.com/kootenpv/contractions) by [kootenpv](https://github.com/kootenpv)  
-contractions: Fixes contractions such as `you're` to `you are`  
-[https://github.com/kootenpv/contractions](https://github.com/kootenpv/contractions)  
-0.85 stars per week over 322 weeks  
-273 stars, 35 forks, 7 watches  
-[nlp](categories/nlp.md) category, created 2016-12-25, last commit 2022-11-15, main language Python  
 
+### [jake](https://github.com/sonatype-nexus-community/jake) by [sonatype-nexus-community](https://github.com/sonatype-nexus-community)  
+jake: Check your Python environments for vulnerable Open Source packages with OSS Index or Sonatype Nexus Lifecycle.  
+[https://jake.readthedocs.io/](https://jake.readthedocs.io/)  
+[https://github.com/sonatype-nexus-community/jake](https://github.com/sonatype-nexus-community/jake)  
+0.45 stars per week over 177 weeks  
+80 stars, 21 forks, 8 watches  
+[security](categories/security.md) category, created 2019-10-10, last commit 2023-02-22, main language Python  
+<sub><sup>nexus-iq, ossindex, python, sonatype-iq, vulnerabilities, vulnerability-scanners</sup></sub>
 
-### [pandas_flavor](https://github.com/zsailer/pandas_flavor) by [zsailer](https://github.com/zsailer)  
-pandas_flavor: The easy way to write your own flavor of Pandas  
-[https://zsailer.github.io/software/pandas-flavor/](https://zsailer.github.io/software/pandas-flavor/)  
-[https://github.com/zsailer/pandas_flavor](https://github.com/zsailer/pandas_flavor)  
-1.03 stars per week over 266 weeks  
-273 stars, 17 forks, 11 watches  
-[pandas](categories/pandas.md) category, created 2018-01-25, last commit 2023-02-03, main language Python  
-<sub><sup>pandas</sup></sub>
 
+### [pymdp](https://github.com/infer-actively/pymdp) by [infer-actively](https://github.com/infer-actively)  
+pymdp: A Python implementation of active inference for Markov Decision Processes  
+[https://github.com/infer-actively/pymdp](https://github.com/infer-actively/pymdp)  
+1.44 stars per week over 170 weeks  
+245 stars, 38 forks, 24 watches  
+[ml](categories/ml.md) category, created 2019-11-27, last commit 2022-12-08, main language Python  
 
-### [eth-utils](https://github.com/ethereum/eth-utils) by [ethereum](https://github.com/ethereum)  
-eth-utils: Utility functions for working with ethereum related codebases.  
-[https://eth-utils.readthedocs.io/en/latest/](https://eth-utils.readthedocs.io/en/latest/)  
-[https://github.com/ethereum/eth-utils](https://github.com/ethereum/eth-utils)  
-0.85 stars per week over 316 weeks  
-270 stars, 141 forks, 18 watches  
-[crypto](categories/crypto.md) category, created 2017-02-07, last commit 2022-11-17, main language Python  
-<sub><sup>ethereum, python, utility-library</sup></sub>
 
+### [spherely](https://github.com/benbovy/spherely) by [benbovy](https://github.com/benbovy)  
+spherely: Manipulation and analysis of geometric objects on the sphere.  
+[https://spherely.readthedocs.io/](https://spherely.readthedocs.io/)  
+[https://github.com/benbovy/spherely](https://github.com/benbovy/spherely)  
+5.68 stars per week over 14 weeks  
+82 stars, 2 forks, 4 watches  
+[gis](categories/gis.md) category, created 2022-11-24, last commit 2023-01-12, main language C++  
 
-### [skops](https://github.com/skops-dev/skops) by [skops-dev](https://github.com/skops-dev)  
-skops is a Python library helping you share your scikit-learn based models and put them in production  
-[https://skops.readthedocs.io/en/stable/](https://skops.readthedocs.io/en/stable/)  
-[https://github.com/skops-dev/skops](https://github.com/skops-dev/skops)  
-6.21 stars per week over 43 weeks  
-269 stars, 42 forks, 9 watches  
-[ml-ops](categories/ml-ops.md) category, created 2022-05-04, last commit 2023-02-28, main language Python  
-<sub><sup>hacktoberfest, huggingface, machine-learning, mlops, scikit-learn</sup></sub>
 
+### [empyrical](https://github.com/quantopian/empyrical) by [quantopian](https://github.com/quantopian)  
+empyrical: Common financial risk and performance metrics. Used by zipline and pyfolio.  
+[https://quantopian.github.io/empyrical](https://quantopian.github.io/empyrical)  
+[https://github.com/quantopian/empyrical](https://github.com/quantopian/empyrical)  
+2.85 stars per week over 363 weeks  
+1,034 stars, 339 forks, 72 watches  
+[finance](categories/finance.md) category, created 2016-03-18, last commit 2020-10-14, main language Python  
 
-### [unionml](https://github.com/unionai-oss/unionml) by [unionai-oss](https://github.com/unionai-oss)  
-UnionML: the easiest way to build and deploy machine learning microservices  
-[https://www.union.ai/unionml](https://www.union.ai/unionml)  
-[https://github.com/unionai-oss/unionml](https://github.com/unionai-oss/unionml)  
-3.97 stars per week over 67 weeks  
-267 stars, 37 forks, 4 watches  
-[ml-ops](categories/ml-ops.md) category, created 2021-11-17, last commit 2022-12-21, main language Python  
-<sub><sup>hacktoberfest, machine-learning, mlops</sup></sub>
 
+### [xyzservices](https://github.com/geopandas/xyzservices) by [geopandas](https://github.com/geopandas)  
+xyzservices: Source of XYZ tiles providers  
+[https://xyzservices.readthedocs.io/](https://xyzservices.readthedocs.io/)  
+[https://github.com/geopandas/xyzservices](https://github.com/geopandas/xyzservices)  
+0.93 stars per week over 93 weeks  
+87 stars, 19 forks, 11 watches  
+[gis](categories/gis.md) category, created 2021-05-21, last commit 2023-03-01, main language Python  
 
-### [hstream](https://github.com/conradbez/hstream) by [conradbez](https://github.com/conradbez)  
-hstream: Hyper Stream  
-[https://github.com/conradbez/hstream](https://github.com/conradbez/hstream)  
-15 stars per week over 17 weeks  
-267 stars, 11 forks, 6 watches  
-[web](categories/web.md) category, created 2022-11-03, last commit 2023-02-10, main language Python  
 
+### [mordecai](https://github.com/openeventdata/mordecai) by [openeventdata](https://github.com/openeventdata)  
+mordecai: Full text geoparsing as a Python library  
+[https://github.com/openeventdata/mordecai](https://github.com/openeventdata/mordecai)  
+1.99 stars per week over 349 weeks  
+694 stars, 93 forks, 36 watches  
+[gis](categories/gis.md) category, created 2016-06-23, last commit 2021-02-01, main language Python  
+<sub><sup>geocoding, geonames, geoparsing, nlp, spacy, toponym-resolution</sup></sub>
 
-### [cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings) by [cgal](https://github.com/cgal)  
-cgal-swig-bindings: CGAL bindings using SWIG  
-[https://github.com/cgal/cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings)  
-0.64 stars per week over 415 weeks  
-266 stars, 80 forks, 26 watches  
-[gis](categories/gis.md) category, created 2015-03-14, last commit 2023-03-01, main language C++  
 
+### [watermark](https://github.com/rasbt/watermark) by [rasbt](https://github.com/rasbt)  
+watermark: An IPython magic extension for printing date and time stamps, version numbers, and hardware information  
+[https://github.com/rasbt/watermark](https://github.com/rasbt/watermark)  
+1.71 stars per week over 448 weeks  
+768 stars, 82 forks, 13 watches  
+[util](categories/util.md) category, created 2014-07-30, last commit 2022-09-13, main language Python  
+<sub><sup>ipython, jupyter, magic-extension, python</sup></sub>
 
-### [Mephisto](https://github.com/facebookresearch/mephisto) by [facebookresearch](https://github.com/facebookresearch)  
-Mephisto: A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use.   
-[https://mephisto.ai/](https://mephisto.ai/)  
-[https://github.com/facebookresearch/mephisto](https://github.com/facebookresearch/mephisto)  
-1.42 stars per week over 184 weeks  
-263 stars, 59 forks, 15 watches  
-[data](categories/data.md) category, created 2019-08-19, last commit 2023-02-18, main language JavaScript  
 
+### [bamboolib](https://github.com/tkrabel/bamboolib) by [tkrabel](https://github.com/tkrabel)  
+bamboolib - a GUI for pandas DataFrames  
+[https://bamboolib.com](https://bamboolib.com)  
+[https://github.com/tkrabel/bamboolib](https://github.com/tkrabel/bamboolib)  
+4.5 stars per week over 196 weeks  
+884 stars, 95 forks, 31 watches  
+[pandas](categories/pandas.md) category, created 2019-05-29, last commit 2022-09-27, main language Jupyter Notebook  
+<sub><sup>jupyter-notebook, jupyterlab, pandas, pandas-dataframes, python</sup></sub>
 
-### [ottr](https://github.com/airbnb/ottr) by [airbnb](https://github.com/airbnb)  
-ottr: Serverless Public Key Infrastructure Framework  
-[https://github.com/airbnb/ottr](https://github.com/airbnb/ottr)  
-3.3 stars per week over 79 weeks  
-261 stars, 28 forks, 7 watches  
-[util](categories/util.md) category, created 2021-08-27, last commit 2022-01-04, main language Python  
 
+### [radiant-mlhub](https://github.com/radiantearth/radiant-mlhub) by [radiantearth](https://github.com/radiantearth)  
+radiant-mlhub: A Python client for the Radiant MLHub API (https://mlhub.earth).  
+[https://radiant-mlhub.readthedocs.io/](https://radiant-mlhub.readthedocs.io/)  
+[https://github.com/radiantearth/radiant-mlhub](https://github.com/radiantearth/radiant-mlhub)  
+0.37 stars per week over 124 weeks  
+46 stars, 10 forks, 5 watches  
+[gis](categories/gis.md) category, created 2020-10-13, last commit 2023-02-13, main language Python  
+<sub><sup>machine-learning, python, python-3, python-client, satellite-imagery, stac</sup></sub>
 
-### [pyesridump](https://github.com/openaddresses/pyesridump) by [openaddresses](https://github.com/openaddresses)  
-pyesridump: Scrapes an ESRI MapServer REST endpoint to spit out more generally-usable geodata.  
-[https://github.com/openaddresses/pyesridump](https://github.com/openaddresses/pyesridump)  
-0.54 stars per week over 482 weeks  
-258 stars, 60 forks, 16 watches  
-[gis](categories/gis.md) category, created 2013-12-06, last commit 2023-02-01, main language Python  
 
+### [nodevectors](https://github.com/vhranger/nodevectors) by [vhranger](https://github.com/vhranger)  
+nodevectors: Fastest network node embeddings in the west  
+[https://github.com/vhranger/nodevectors](https://github.com/vhranger/nodevectors)  
+2.43 stars per week over 188 weeks  
+458 stars, 53 forks, 11 watches  
+[viz](categories/viz.md) category, created 2019-07-25, last commit 2021-11-06, main language Python  
 
-### [spatialpandas](https://github.com/holoviz/spatialpandas) by [holoviz](https://github.com/holoviz)  
-spatialpandas: Pandas extension arrays for spatial/geometric operations  
-[https://github.com/holoviz/spatialpandas](https://github.com/holoviz/spatialpandas)  
-1.47 stars per week over 174 weeks  
-256 stars, 21 forks, 22 watches  
-[pandas](categories/pandas.md) category, created 2019-10-28, last commit 2023-03-02, main language Python  
-<sub><sup>geographic-data, geopandas, holoviz, pandas, spatialpandas</sup></sub>
 
+### [findatapy](https://github.com/cuemacro/findatapy) by [cuemacro](https://github.com/cuemacro)  
+findatapy: Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.  
+[https://github.com/cuemacro/findatapy](https://github.com/cuemacro/findatapy)  
+3.78 stars per week over 343 weeks  
+1,297 stars, 183 forks, 91 watches  
+[finance](categories/finance.md) category, created 2016-08-03, last commit 2022-08-24, main language Python  
+<sub><sup>arctic, bloomberg, dukascopy, eikon, fred, market-data, python-api, quandl</sup></sub>
 
-### [squirrel-core](https://github.com/merantix-momentum/squirrel-core) by [merantix-momentum](https://github.com/merantix-momentum)  
-squirrel-core: A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:  
-[https://squirrel-core.readthedocs.io/](https://squirrel-core.readthedocs.io/)  
-[https://github.com/merantix-momentum/squirrel-core](https://github.com/merantix-momentum/squirrel-core)  
-4.65 stars per week over 55 weeks  
-256 stars, 6 forks, 13 watches  
-[ml](categories/ml.md) category, created 2022-02-11, last commit 2023-03-02, main language Python  
-<sub><sup>ai, cloud-computing, collaboration, computer-vision, cv, data-ingestion, data-mesh, data-science, dataops, datasets, deep-learning, distributed, jax, machine-learning, ml, natural-language-processing, nlp, python, pytorch, tensorflow</sup></sub>
 
+### [eth-utils](https://github.com/ethereum/eth-utils) by [ethereum](https://github.com/ethereum)  
+eth-utils: Utility functions for working with ethereum related codebases.  
+[https://eth-utils.readthedocs.io/en/latest/](https://eth-utils.readthedocs.io/en/latest/)  
+[https://github.com/ethereum/eth-utils](https://github.com/ethereum/eth-utils)  
+0.85 stars per week over 316 weeks  
+270 stars, 141 forks, 18 watches  
+[crypto](categories/crypto.md) category, created 2017-02-07, last commit 2022-11-17, main language Python  
+<sub><sup>ethereum, python, utility-library</sup></sub>
 
-### [google-drive-downloader](https://github.com/ndrplz/google-drive-downloader) by [ndrplz](https://github.com/ndrplz)  
-google-drive-downloader: Minimal class to download shared files from Google Drive.  
-[https://github.com/ndrplz/google-drive-downloader](https://github.com/ndrplz/google-drive-downloader)  
-0.92 stars per week over 273 weeks  
-252 stars, 62 forks, 11 watches  
-[data](categories/data.md) category, created 2017-12-08, last commit 2019-02-09, main language Python  
 
+### [pyminiaudio](https://github.com/irmen/pyminiaudio) by [irmen](https://github.com/irmen)  
+pyminiaudio: python interface to the miniaudio audio playback, recording, decoding and conversion library  
+[https://github.com/irmen/pyminiaudio](https://github.com/irmen/pyminiaudio)  
+0.68 stars per week over 192 weeks  
+130 stars, 16 forks, 3 watches  
+[util](categories/util.md) category, created 2019-06-30, last commit 2023-02-09, main language C  
 
-### [sota-extractor](https://github.com/paperswithcode/sota-extractor) by [paperswithcode](https://github.com/paperswithcode)  
-sota-extractor: The SOTA extractor pipeline  
-[https://github.com/paperswithcode/sota-extractor](https://github.com/paperswithcode/sota-extractor)  
-1.14 stars per week over 221 weeks  
-252 stars, 28 forks, 13 watches  
-[data](categories/data.md) category, created 2018-12-07, last commit 2022-03-09, main language Python  
 
+### [enlighten](https://github.com/rockhopper-technologies/enlighten) by [rockhopper-technologies](https://github.com/rockhopper-technologies)  
+Enlighten Progress Bar for Python Console Apps  
+[https://python-enlighten.readthedocs.io](https://python-enlighten.readthedocs.io)  
+[https://github.com/rockhopper-technologies/enlighten](https://github.com/rockhopper-technologies/enlighten)  
+0.98 stars per week over 284 weeks  
+278 stars, 19 forks, 4 watches  
+[term](categories/term.md) category, created 2017-09-22, last commit 2023-02-04, main language Python  
+<sub><sup>python</sup></sub>
 
-### [opendatasets](https://github.com/jovianml/opendatasets) by [jovianml](https://github.com/jovianml)  
-opendatasets: A Python library for downloading datasets from Kaggle, Google Drive, and other online sources.  
-[https://github.com/jovianml/opendatasets](https://github.com/jovianml/opendatasets)  
-1.96 stars per week over 128 weeks  
-251 stars, 123 forks, 13 watches  
-[data](categories/data.md) category, created 2020-09-17, last commit 2022-11-01, main language Python  
-<sub><sup>data-science, datasets, machine-learning, python</sup></sub>
 
+### [basana](https://github.com/gbeced/basana) by [gbeced](https://github.com/gbeced)  
+basana: A Python event driven framework for algorithmic trading, with a focus on crypto currencies.  
+[https://github.com/gbeced/basana](https://github.com/gbeced/basana)  
+14 stars per week over 0 weeks  
+2 stars, 0 forks, 1 watches  
+[finance](categories/finance.md) category, created 2023-03-04, last commit 2023-03-05, main language Python  
 
-### [apilogs](https://github.com/rpgreen/apilogs) by [rpgreen](https://github.com/rpgreen)  
-apilogs: Easy logging and debugging for Amazon API Gateway and AWS Lambda Serverless APIs  
-[https://github.com/rpgreen/apilogs](https://github.com/rpgreen/apilogs)  
-0.74 stars per week over 338 weeks  
-249 stars, 19 forks, 9 watches  
-[util](categories/util.md) category, created 2016-09-07, last commit 2019-11-13, main language Python  
-<sub><sup>api, api-gateway, aws, aws-apigateway, aws-lambda, cloudwatch-logs, gateway, lambda, logging</sup></sub>
 
+### [torchnnprofiler](https://github.com/kshitij12345/torchnnprofiler) by [kshitij12345](https://github.com/kshitij12345)  
+torchnnprofiler: Context Manager to profile the forward and backward times of PyTorch's nn.Module  
+[https://github.com/kshitij12345/torchnnprofiler](https://github.com/kshitij12345/torchnnprofiler)  
+3.92 stars per week over 19 weeks  
+75 stars, 3 forks, 4 watches  
+[profiling](categories/profiling.md) category, created 2022-10-22, last commit 2022-11-02, main language Python  
 
-### [pyroad](https://github.com/amaargiru/pyroad) by [amaargiru](https://github.com/amaargiru)  
-pyroad: Detailed Python developer roadmap  
-[https://github.com/amaargiru/pyroad](https://github.com/amaargiru/pyroad)  
-14 stars per week over 17 weeks  
-248 stars, 27 forks, 5 watches  
-[study](categories/study.md) category, created 2022-11-03, last commit 2023-02-27, main language Jupyter Notebook  
-<sub><sup>python, roadmap, tutorial</sup></sub>
 
+### [ethtx_ce](https://github.com/ethtx/ethtx_ce) by [ethtx](https://github.com/ethtx)  
+ethtx_ce: Ethereum transaction decoder (community version).  
+[https://ethtx.info](https://ethtx.info)  
+[https://github.com/ethtx/ethtx_ce](https://github.com/ethtx/ethtx_ce)  
+2.89 stars per week over 83 weeks  
+242 stars, 60 forks, 13 watches  
+[crypto](categories/crypto.md) category, created 2021-07-26, last commit 2022-12-22, main language Python  
 
-### [airflow-chart](https://github.com/astronomer/airflow-chart) by [astronomer](https://github.com/astronomer)  
-airflow-chart: A Helm chart to install Apache Airflow on Kubernetes  
-[https://github.com/astronomer/airflow-chart](https://github.com/astronomer/airflow-chart)  
-1.53 stars per week over 162 weeks  
-248 stars, 89 forks, 44 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-01-22, last commit 2023-03-02, main language Python  
-<sub><sup>airflow, apache-airflow, helm-chart, kubernetes</sup></sub>
 
+### [pypinfo](https://github.com/ofek/pypinfo) by [ofek](https://github.com/ofek)  
+pypinfo: Easily view PyPI download statistics via Google's BigQuery.  
+[https://github.com/ofek/pypinfo](https://github.com/ofek/pypinfo)  
+1.17 stars per week over 303 weeks  
+356 stars, 31 forks, 14 watches  
+[util](categories/util.md) category, created 2017-05-13, last commit 2022-11-30, main language Python  
+<sub><sup>bigquery, pypi, python, statistics</sup></sub>
 
-### [mako](https://github.com/sqlalchemy/mako) by [sqlalchemy](https://github.com/sqlalchemy)  
-Mako Templates for Python  
-[https://www.makotemplates.org](https://www.makotemplates.org)  
-[https://github.com/sqlalchemy/mako](https://github.com/sqlalchemy/mako)  
-1.1 stars per week over 222 weeks  
-245 stars, 46 forks, 11 watches  
-[template](categories/template.md) category, created 2018-11-26, last commit 2023-01-03, main language Python  
 
+### [psaw](https://github.com/dmarx/psaw) by [dmarx](https://github.com/dmarx)  
+psaw: Python Pushshift.io API Wrapper (for comment/submission search)  
+[https://github.com/dmarx/psaw](https://github.com/dmarx/psaw)  
+1.35 stars per week over 255 weeks  
+343 stars, 55 forks, 9 watches  
+[data](categories/data.md) category, created 2018-04-15, last commit 2022-07-09, main language Python  
 
-### [pymdp](https://github.com/infer-actively/pymdp) by [infer-actively](https://github.com/infer-actively)  
-pymdp: A Python implementation of active inference for Markov Decision Processes  
-[https://github.com/infer-actively/pymdp](https://github.com/infer-actively/pymdp)  
-1.44 stars per week over 170 weeks  
-245 stars, 38 forks, 24 watches  
-[ml](categories/ml.md) category, created 2019-11-27, last commit 2022-12-08, main language Python  
 
+### [pyesridump](https://github.com/openaddresses/pyesridump) by [openaddresses](https://github.com/openaddresses)  
+pyesridump: Scrapes an ESRI MapServer REST endpoint to spit out more generally-usable geodata.  
+[https://github.com/openaddresses/pyesridump](https://github.com/openaddresses/pyesridump)  
+0.54 stars per week over 482 weeks  
+260 stars, 60 forks, 16 watches  
+[gis](categories/gis.md) category, created 2013-12-06, last commit 2023-02-01, main language Python  
 
-### [data-lineage](https://github.com/tokern/data-lineage) by [tokern](https://github.com/tokern)  
-data-lineage: Generate and Visualize Data Lineage from query history  
-[https://tokern.io/data-lineage/](https://tokern.io/data-lineage/)  
-[https://github.com/tokern/data-lineage](https://github.com/tokern/data-lineage)  
-1.58 stars per week over 154 weeks  
-244 stars, 28 forks, 8 watches  
-[data](categories/data.md) category, created 2020-03-17, last commit 2022-05-02, main language Python  
-<sub><sup>data-governance, data-lineage, jupyter, postgresql, python</sup></sub>
 
+### [panoramix](https://github.com/palkeo/panoramix) by [palkeo](https://github.com/palkeo)  
+panoramix: Ethereum decompiler  
+[https://github.com/palkeo/panoramix](https://github.com/palkeo/panoramix)  
+3.55 stars per week over 158 weeks  
+564 stars, 154 forks, 31 watches  
+[crypto](categories/crypto.md) category, created 2020-02-17, last commit 2020-08-22, main language Python  
 
-### [genalog](https://github.com/microsoft/genalog) by [microsoft](https://github.com/microsoft)  
-Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.  
-[https://microsoft.github.io/genalog/](https://microsoft.github.io/genalog/)  
-[https://github.com/microsoft/genalog](https://github.com/microsoft/genalog)  
-1.72 stars per week over 141 weeks  
-244 stars, 24 forks, 10 watches  
-[data](categories/data.md) category, created 2020-06-15, last commit 2023-02-14, main language Jupyter Notebook  
-<sub><sup>data-generation, data-science, machine-learning, ner, ocr-recognition, python, synthetic-data, synthetic-data-generation, synthetic-images, text-alignment</sup></sub>
 
+### [quandl-python](https://github.com/quandl/quandl-python) by [quandl](https://github.com/quandl)  
+quandl/quandl-python  
+[https://github.com/quandl/quandl-python](https://github.com/quandl/quandl-python)  
+2.49 stars per week over 519 weeks  
+1,291 stars, 342 forks, 129 watches  
+[finance](categories/finance.md) category, created 2013-03-24, last commit 2021-12-08, main language Python  
+<sub><sup>api-client, data-frame, dataset, python, quandl, retrieve-data</sup></sub>
 
-### [pystan](https://github.com/stan-dev/pystan) by [stan-dev](https://github.com/stan-dev)  
-PyStan, a Python interface to Stan, a platform for statistical modeling. Documentation: https://pystan.readthedocs.io  
-[https://github.com/stan-dev/pystan](https://github.com/stan-dev/pystan)  
-0.86 stars per week over 284 weeks  
-244 stars, 46 forks, 13 watches  
-[ml](categories/ml.md) category, created 2017-09-17, last commit 2022-11-26, main language Python  
 
+### [torch-points3d](https://github.com/nicolas-chaulet/torch-points3d) by [nicolas-chaulet](https://github.com/nicolas-chaulet)  
+torch-points3d: Pytorch framework for doing deep learning on point clouds.  
+[https://torch-points3d.readthedocs.io/en/latest/](https://torch-points3d.readthedocs.io/en/latest/)  
+[https://github.com/nicolas-chaulet/torch-points3d](https://github.com/nicolas-chaulet/torch-points3d)  
+2.22 stars per week over 60 weeks  
+133 stars, 32 forks, 0 watches  
+[ml](categories/ml.md) category, created 2022-01-09, last commit 2021-12-10, main language None  
 
-### [omniduct](https://github.com/airbnb/omniduct) by [airbnb](https://github.com/airbnb)  
-omniduct: A toolkit providing a uniform interface for connecting to and extracting data from a wide variety of (potentially remote) data stores (including HDFS, Hive, Presto, MySQL, etc).  
-[https://github.com/airbnb/omniduct](https://github.com/airbnb/omniduct)  
-0.77 stars per week over 314 weeks  
-243 stars, 47 forks, 30 watches  
-[data](categories/data.md) category, created 2017-02-22, last commit 2022-05-09, main language Python  
 
+### [micropip](https://github.com/pyodide/micropip) by [pyodide](https://github.com/pyodide)  
+micropip: A lightweight Python package installer for Pyodide  
+[https://micropip.pyodide.org](https://micropip.pyodide.org)  
+[https://github.com/pyodide/micropip](https://github.com/pyodide/micropip)  
+0.65 stars per week over 24 weeks  
+16 stars, 5 forks, 5 watches  
+[util](categories/util.md) category, created 2022-09-15, last commit 2023-03-04, main language Python  
+<sub><sup>package-installer, pyodide, python, webassembly</sup></sub>
 
-### [ethtx_ce](https://github.com/ethtx/ethtx_ce) by [ethtx](https://github.com/ethtx)  
-ethtx_ce: Ethereum transaction decoder (community version).  
-[https://ethtx.info](https://ethtx.info)  
-[https://github.com/ethtx/ethtx_ce](https://github.com/ethtx/ethtx_ce)  
-2.9 stars per week over 83 weeks  
-242 stars, 60 forks, 13 watches  
-[crypto](categories/crypto.md) category, created 2021-07-26, last commit 2022-12-22, main language Python  
 
+### [m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test) by [mrdbourke](https://github.com/mrdbourke)  
+m1-machine-learning-test: Code for testing various M1 Chip benchmarks with TensorFlow.  
+[https://github.com/mrdbourke/m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test)  
+5.57 stars per week over 68 weeks  
+379 stars, 120 forks, 12 watches  
+[ml](categories/ml.md) category, created 2021-11-14, last commit 2022-07-16, main language Jupyter Notebook  
+<sub><sup>machine-learning, metal, tensorflow, tensorflow-macos</sup></sub>
 
-### [medical-chatgpt](https://github.com/lucidrains/medical-chatgpt) by [lucidrains](https://github.com/lucidrains)  
-medical-chatgpt: Implementation of ChatGPT, but tailored towards primary care medicine, with the reward being able to collect patient histories in a thorough and efficient manner and come up with a reasonable differential diagnosis  
-[https://github.com/lucidrains/medical-chatgpt](https://github.com/lucidrains/medical-chatgpt)  
-20 stars per week over 11 weeks  
-239 stars, 20 forks, 26 watches  
-[nlp](categories/nlp.md) category, created 2022-12-10, last commit 2023-02-27, main language Python  
-<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, medicine, transformers</sup></sub>
 
+### [graph-force](https://github.com/h4kor/graph-force) by [h4kor](https://github.com/h4kor)  
+graph-force: Python library for embedding large graphs in 2D space, using force-directed layouts.  
+[https://pypi.org/project/graph-force/](https://pypi.org/project/graph-force/)  
+[https://github.com/h4kor/graph-force](https://github.com/h4kor/graph-force)  
+11 stars per week over 13 weeks  
+164 stars, 0 forks, 9 watches  
+[graph](categories/graph.md) category, created 2022-11-28, last commit 2022-11-28, main language Rust  
+<sub><sup>force-directed-graphs, graph-algorithms, python, python3</sup></sub>
 
-### [aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo) by [giswqs](https://github.com/giswqs)  
-aws-open-data-geo: A list of open geospatial datasets on AWS  
-[https://github.com/giswqs/aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo)  
-21 stars per week over 10 weeks  
-235 stars, 6 forks, 9 watches  
-[gis](categories/gis.md) category, created 2022-12-18, last commit 2023-03-02, main language Python  
-<sub><sup>aws, environment, geospatial, mapping, open-data, satellite-imagery, sustainability</sup></sub>
 
+### [mutate](https://github.com/infinitylogesh/mutate) by [infinitylogesh](https://github.com/infinitylogesh)  
+mutate: A library to synthesize text datasets using Large Language Models (LLM)  
+[https://github.com/infinitylogesh/mutate](https://github.com/infinitylogesh/mutate)  
+2.27 stars per week over 61 weeks  
+140 stars, 11 forks, 3 watches  
+[nlp](categories/nlp.md) category, created 2021-12-29, last commit 2023-01-17, main language Python  
+<sub><sup>data-augmentation, data-labeling, language-model, nlp-library, text-generation</sup></sub>
 
-### [astro-sdk](https://github.com/astronomer/astro-sdk) by [astronomer](https://github.com/astronomer)  
-astro-sdk: Astro SDK allows rapid and clean development of {Extract, Load, Transform} workflows using Python and SQL, powered by Apache Airflow.  
-[https://astro-sdk-python.rtfd.io/](https://astro-sdk-python.rtfd.io/)  
-[https://github.com/astronomer/astro-sdk](https://github.com/astronomer/astro-sdk)  
-3.59 stars per week over 64 weeks  
-232 stars, 32 forks, 14 watches  
-[ml-ops](categories/ml-ops.md) category, created 2021-12-06, last commit 2023-03-02, main language Python  
-<sub><sup>airflow, apache-airflow, bigquery, dags, data-analysis, data-science, elt, etl, gcs, pandas, postgres, python, s3, snowflake, sql, sqlite, workflows</sup></sub>
 
+### [faster-cpython](https://github.com/markshannon/faster-cpython) by [markshannon](https://github.com/markshannon)  
+faster-cpython: How to make CPython faster.  
+[https://github.com/markshannon/faster-cpython](https://github.com/markshannon/faster-cpython)  
+7.27 stars per week over 123 weeks  
+901 stars, 21 forks, 84 watches  
+[perf](categories/perf.md) category, created 2020-10-19, last commit 2020-10-28, main language None  
 
-### [ion-python](https://github.com/amzn/ion-python) by [amzn](https://github.com/amzn)  
-ion-python: A Python implementation of Amazon Ion.  
-[https://amazon-ion.github.io/ion-docs/](https://amazon-ion.github.io/ion-docs/)  
-[https://github.com/amzn/ion-python](https://github.com/amzn/ion-python)  
-0.62 stars per week over 360 weeks  
-223 stars, 49 forks, 25 watches  
-[data](categories/data.md) category, created 2016-04-07, last commit 2023-02-14, main language Python  
 
+### [pySBD](https://github.com/nipunsadvilkar/pysbd) by [nipunsadvilkar](https://github.com/nipunsadvilkar)  
+pySBD: 🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.  
+[https://github.com/nipunsadvilkar/pysbd](https://github.com/nipunsadvilkar/pysbd)  
+1.92 stars per week over 299 weeks  
+575 stars, 67 forks, 10 watches  
+[nlp](categories/nlp.md) category, created 2017-06-11, last commit 2021-02-11, main language Python  
+<sub><sup>python, rule-based, segmentation, sentence, sentence-boundary-detection, sentence-tokenizer</sup></sub>
 
-### [pyglove](https://github.com/google/pyglove) by [google](https://github.com/google)  
-pyglove: Manipulating Python Programs  
-[https://github.com/google/pyglove](https://github.com/google/pyglove)  
-5.27 stars per week over 42 weeks  
-222 stars, 8 forks, 7 watches  
-[util](categories/util.md) category, created 2022-05-12, last commit 2023-02-08, main language Python  
-<sub><sup>automl, evolution, machine-learning, manipulation, meta-learning, meta-programming, python, symbolic-programming</sup></sub>
+
+### [parquet-tools](https://github.com/ktrueda/parquet-tools) by [ktrueda](https://github.com/ktrueda)  
+parquet-tools: easy install parquet-tools  
+[https://github.com/ktrueda/parquet-tools](https://github.com/ktrueda/parquet-tools)  
+0.65 stars per week over 148 weeks  
+97 stars, 13 forks, 3 watches  
+[data](categories/data.md) category, created 2020-05-02, last commit 2023-01-18, main language Python  
+<sub><sup>cli, parquet, parquet-tools</sup></sub>
 
 
-### [trafficSimulator](https://github.com/bilhim/trafficsimulator) by [bilhim](https://github.com/bilhim)  
-bilhim/trafficsimulator  
-[https://github.com/bilhim/trafficsimulator](https://github.com/bilhim/trafficsimulator)  
-2.84 stars per week over 77 weeks  
-221 stars, 82 forks, 16 watches  
-[sim](categories/sim.md) category, created 2021-09-05, last commit 2021-09-07, main language Python  
+### [repository-scanner](https://github.com/abnamro/repository-scanner) by [abnamro](https://github.com/abnamro)  
+repository-scanner: Tool to detect secrets in source code management systems.  
+[https://github.com/abnamro/repository-scanner](https://github.com/abnamro/repository-scanner)  
+2.28 stars per week over 25 weeks  
+58 stars, 3 forks, 6 watches  
+[security](categories/security.md) category, created 2022-09-08, last commit 2023-03-03, main language Python  
 
 
-### [rio-cogeo](https://github.com/cogeotiff/rio-cogeo) by [cogeotiff](https://github.com/cogeotiff)  
-rio-cogeo: Cloud Optimized GeoTIFF creation and validation plugin for rasterio  
-[https://cogeotiff.github.io/rio-cogeo/](https://cogeotiff.github.io/rio-cogeo/)  
-[https://github.com/cogeotiff/rio-cogeo](https://github.com/cogeotiff/rio-cogeo)  
-0.84 stars per week over 260 weeks  
-218 stars, 30 forks, 44 watches  
-[gis](categories/gis.md) category, created 2018-03-09, last commit 2022-10-26, main language Python  
-<sub><sup>cog, cogeotiff, geotiff, rasterio, satellite</sup></sub>
+### [dit](https://github.com/dit/dit)  
+dit: Python package for information theory.  
+[http://docs.dit.io](http://docs.dit.io)  
+[https://github.com/dit/dit](https://github.com/dit/dit)  
+0.88 stars per week over 492 weeks  
+431 stars, 78 forks, 24 watches  
+[math](categories/math.md) category, created 2013-09-29, last commit 2022-07-25, main language Python  
+<sub><sup>information-theory, python</sup></sub>
 
 
-### [PyNeuraLogic](https://github.com/lukaszahradnik/pyneuralogic) by [lukaszahradnik](https://github.com/lukaszahradnik)  
-PyNeuraLogic lets you use Python to create Differentiable Logic Programs  
-[https://pyneuralogic.readthedocs.io/](https://pyneuralogic.readthedocs.io/)  
-[https://github.com/lukaszahradnik/pyneuralogic](https://github.com/lukaszahradnik/pyneuralogic)  
-1.85 stars per week over 116 weeks  
-216 stars, 18 forks, 5 watches  
-[math](categories/math.md) category, created 2020-12-06, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, differentiable-programming, geometric-deep-learning, graph-neural-networks, logic-programming, machine-learning, python, pytorch, relational-learning</sup></sub>
+### [practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book) by [googlecloudplatform](https://github.com/googlecloudplatform)  
+googlecloudplatform/practical-ml-vision-book  
+[https://github.com/googlecloudplatform/practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book)  
+2.73 stars per week over 119 weeks  
+326 stars, 147 forks, 19 watches  
+[study](categories/study.md) category, created 2020-11-18, last commit 2022-11-21, main language Jupyter Notebook  
 
 
-### [mrab-regex](https://github.com/mrabarnett/mrab-regex) by [mrabarnett](https://github.com/mrabarnett)  
-mrabarnett/mrab-regex  
-[https://github.com/mrabarnett/mrab-regex](https://github.com/mrabarnett/mrab-regex)  
-1.77 stars per week over 121 weeks  
-215 stars, 27 forks, 6 watches  
-[util](categories/util.md) category, created 2020-11-02, last commit 2022-10-31, main language C  
+### [fonduer](https://github.com/hazyresearch/fonduer) by [hazyresearch](https://github.com/hazyresearch)  
+fonduer: A knowledge base construction engine for richly formatted data  
+[https://fonduer.readthedocs.io/](https://fonduer.readthedocs.io/)  
+[https://github.com/hazyresearch/fonduer](https://github.com/hazyresearch/fonduer)  
+1.47 stars per week over 265 weeks  
+390 stars, 79 forks, 27 watches  
+[nlp](categories/nlp.md) category, created 2018-02-02, last commit 2021-06-23, main language Python  
+<sub><sup>knowledge-base-construction, machine-learning, multimodality</sup></sub>
 
 
-### [Polygonization-by-Frame-Field-Learning](https://github.com/lydorn/polygonization-by-frame-field-learning) by [lydorn](https://github.com/lydorn)  
-Polygonization-by-Frame-Field-Learning: This repository contains the code for our fast polygonal building extraction from overhead images pipeline.  
-[https://github.com/lydorn/polygonization-by-frame-field-learning](https://github.com/lydorn/polygonization-by-frame-field-learning)  
-1.49 stars per week over 144 weeks  
-215 stars, 54 forks, 11 watches  
-[gis](categories/gis.md) category, created 2020-05-26, last commit 2022-12-09, main language Python  
-<sub><sup>field, frame, polygonization, remote, segmentation, sensing</sup></sub>
+### [ppuda](https://github.com/facebookresearch/ppuda) by [facebookresearch](https://github.com/facebookresearch)  
+ppuda: Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021)  
+[https://github.com/facebookresearch/ppuda](https://github.com/facebookresearch/ppuda)  
+6.54 stars per week over 71 weeks  
+467 stars, 60 forks, 19 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-10-21, last commit 2022-07-26, main language Python  
 
 
-### [auton-survival](https://github.com/autonlab/auton-survival) by [autonlab](https://github.com/autonlab)  
-auton-survival: Auton Survival -  an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events   
-[http://autonlab.github.io/auton-survival](http://autonlab.github.io/auton-survival)  
-[https://github.com/autonlab/auton-survival](https://github.com/autonlab/auton-survival)  
-1.39 stars per week over 152 weeks  
-212 stars, 52 forks, 7 watches  
-[ml](categories/ml.md) category, created 2020-04-01, last commit 2023-03-03, main language Python  
-<sub><sup>causal-inference, counterfactual-inference, data-science, deep-learning, graphical-models, machine-learning, python, regression, reliability-analysis, survival-analysis, time-to-event</sup></sub>
+### [contractions](https://github.com/kootenpv/contractions) by [kootenpv](https://github.com/kootenpv)  
+contractions: Fixes contractions such as `you're` to `you are`  
+[https://github.com/kootenpv/contractions](https://github.com/kootenpv/contractions)  
+0.85 stars per week over 323 weeks  
+273 stars, 35 forks, 7 watches  
+[nlp](categories/nlp.md) category, created 2016-12-25, last commit 2022-11-15, main language Python  
+
+
+### [omniduct](https://github.com/airbnb/omniduct) by [airbnb](https://github.com/airbnb)  
+omniduct: A toolkit providing a uniform interface for connecting to and extracting data from a wide variety of (potentially remote) data stores (including HDFS, Hive, Presto, MySQL, etc).  
+[https://github.com/airbnb/omniduct](https://github.com/airbnb/omniduct)  
+0.77 stars per week over 314 weeks  
+243 stars, 49 forks, 30 watches  
+[data](categories/data.md) category, created 2017-02-22, last commit 2022-05-09, main language Python  
 
 
 ### [DeepTime](https://github.com/salesforce/deeptime) by [salesforce](https://github.com/salesforce)  
 PyTorch code for DeepTime: Deep Time-Index Meta-Learning for Non-Stationary Time-Series Forecasting  
 [https://github.com/salesforce/deeptime](https://github.com/salesforce/deeptime)  
-5.96 stars per week over 35 weeks  
+5.91 stars per week over 35 weeks  
 212 stars, 36 forks, 7 watches  
 [time-series](categories/time-series.md) category, created 2022-06-27, last commit 2022-11-03, main language Python  
 <sub><sup>deep-learning, forecasting, implicit-neural-representation, meta-learning, time-series, time-series-forecasting, time-series-regression</sup></sub>
 
 
-### [deepparse](https://github.com/graal-research/deepparse) by [graal-research](https://github.com/graal-research)  
-Deepparse is a state-of-the-art library for parsing multinational street addresses using deep learning  
-[https://deepparse.org/](https://deepparse.org/)  
-[https://github.com/graal-research/deepparse](https://github.com/graal-research/deepparse)  
-1.49 stars per week over 139 weeks  
-207 stars, 24 forks, 4 watches  
-[gis](categories/gis.md) category, created 2020-07-01, last commit 2023-02-23, main language Python  
-<sub><sup>addresses-parsing, machine-learning, python</sup></sub>
+### [heartrate](https://github.com/alexmojaki/heartrate) by [alexmojaki](https://github.com/alexmojaki)  
+heartrate: Simple real time visualisation of the execution of a Python program.  
+[https://github.com/alexmojaki/heartrate](https://github.com/alexmojaki/heartrate)  
+8.01 stars per week over 201 weeks  
+1,614 stars, 124 forks, 33 watches  
+[debug](categories/debug.md) category, created 2019-04-24, last commit 2021-11-13, main language Python  
+<sub><sup>debugger, python, visualization</sup></sub>
+
+
+### [in3](https://github.com/blockchainsllc/in3) by [blockchainsllc](https://github.com/blockchainsllc)  
+in3: The IN3 client (written in C).  
+[https://in3.readthedocs.io/en/develop/index.html](https://in3.readthedocs.io/en/develop/index.html)  
+[https://github.com/blockchainsllc/in3](https://github.com/blockchainsllc/in3)  
+0.37 stars per week over 180 weeks  
+66 stars, 19 forks, 12 watches  
+[crypto](categories/crypto.md) category, created 2019-09-17, last commit 2022-04-01, main language C  
+<sub><sup>blockchain, crypto-economic, ethereum, ipfs, verify</sup></sub>
+
+
+### [scikit-geometry](https://github.com/scikit-geometry/scikit-geometry)  
+scikit-geometry: Scientific Python Geometric Algorithms Library  
+[https://scikit-geometry.github.io/scikit-geometry](https://scikit-geometry.github.io/scikit-geometry)  
+[https://github.com/scikit-geometry/scikit-geometry](https://github.com/scikit-geometry/scikit-geometry)  
+0.99 stars per week over 361 weeks  
+360 stars, 50 forks, 14 watches  
+[gis](categories/gis.md) category, created 2016-03-28, last commit 2022-10-14, main language Jupyter Notebook  
+<sub><sup>cgal, geometric-algorithms, geometry, python, wrapper</sup></sub>
+
+
+### [label-maker](https://github.com/developmentseed/label-maker) by [developmentseed](https://github.com/developmentseed)  
+label-maker: Data Preparation for Satellite Machine Learning  
+[http://devseed.com/label-maker/](http://devseed.com/label-maker/)  
+[https://github.com/developmentseed/label-maker](https://github.com/developmentseed/label-maker)  
+1.65 stars per week over 268 weeks  
+443 stars, 112 forks, 53 watches  
+[gis](categories/gis.md) category, created 2018-01-10, last commit 2020-11-19, main language Python  
+<sub><sup>computer-vision, data-preparation, deep-learning, keras, remote-sensing, satellite-imagery</sup></sub>
 
 
 ### [CARLA](https://github.com/carla-recourse/carla) by [carla-recourse](https://github.com/carla-recourse)  
@@ -8280,628 +8769,599 @@ CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Exp
 <sub><sup>artificial-intelligence, benchmark, benchmarking, counterfactual, counterfactual-explanations, counterfactuals, explainability, explainable-ai, explainable-ml, machine-learning, python, pytorch, recourse, tensorflow, tensorflow2</sup></sub>
 
 
-### [GameGAN_code](https://github.com/nv-tlabs/gamegan_code) by [nv-tlabs](https://github.com/nv-tlabs)  
-GameGAN_code: Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020)  
-[https://github.com/nv-tlabs/gamegan_code](https://github.com/nv-tlabs/gamegan_code)  
-1.78 stars per week over 116 weeks  
-206 stars, 34 forks, 10 watches  
-[sim](categories/sim.md) category, created 2020-12-11, last commit 2021-11-11, main language Python  
+### [ged2dot](https://github.com/vmiklos/ged2dot) by [vmiklos](https://github.com/vmiklos)  
+ged2dot: GEDCOM to Graphviz converter  
+[https://vmiklos.hu/ged2dot/](https://vmiklos.hu/ged2dot/)  
+[https://github.com/vmiklos/ged2dot](https://github.com/vmiklos/ged2dot)  
+0.18 stars per week over 487 weeks  
+87 stars, 17 forks, 6 watches  
+[data](categories/data.md) category, created 2013-11-01, last commit 2023-02-26, main language Python  
+<sub><sup>dot, gedcom, libreoffice, python</sup></sub>
 
 
-### [latentblending](https://github.com/lunarring/latentblending) by [lunarring](https://github.com/lunarring)  
-latentblending: Create butter-smooth transitions between prompts, powered by stable diffusion  
-[https://github.com/lunarring/latentblending](https://github.com/lunarring/latentblending)  
-13 stars per week over 14 weeks  
-205 stars, 18 forks, 12 watches  
-[diffusion](categories/diffusion.md) category, created 2022-11-19, last commit 2023-03-02, main language Python  
-<sub><sup>animation, diffusion, stable-diffusion</sup></sub>
+### [landsat-util](https://github.com/developmentseed/landsat-util) by [developmentseed](https://github.com/developmentseed)  
+landsat-util: A utility to search, download and process Landsat 8 satellite imagery  
+[https://github.com/developmentseed/landsat-util](https://github.com/developmentseed/landsat-util)  
+1.53 stars per week over 448 weeks  
+685 stars, 155 forks, 128 watches  
+[gis](categories/gis.md) category, created 2014-08-01, last commit 2018-07-30, main language Python  
 
 
-### [nbformat](https://github.com/jupyter/nbformat) by [jupyter](https://github.com/jupyter)  
-nbformat: Reference implementation of the Jupyter Notebook format  
-[http://nbformat.readthedocs.io/](http://nbformat.readthedocs.io/)  
-[https://github.com/jupyter/nbformat](https://github.com/jupyter/nbformat)  
-0.49 stars per week over 412 weeks  
-204 stars, 144 forks, 25 watches  
-[jupyter](categories/jupyter.md) category, created 2015-04-09, last commit 2023-03-01, main language Python  
+### [BRIO](https://github.com/yixinl7/brio) by [yixinl7](https://github.com/yixinl7)  
+ACL 2022: BRIO: Bringing Order to Abstractive Summarization  
+[https://github.com/yixinl7/brio](https://github.com/yixinl7/brio)  
+4.38 stars per week over 50 weeks  
+222 stars, 38 forks, 2 watches  
+[nlp](categories/nlp.md) category, created 2022-03-15, last commit 2022-11-06, main language Python  
+<sub><sup>nlp, text-summarization</sup></sub>
 
 
-### [richdem](https://github.com/r-barnes/richdem) by [r-barnes](https://github.com/r-barnes)  
-richdem: High-performance Terrain and Hydrology Analysis   
-[https://github.com/r-barnes/richdem](https://github.com/r-barnes/richdem)  
-0.38 stars per week over 529 weeks  
-201 stars, 59 forks, 14 watches  
-[gis](categories/gis.md) category, created 2013-01-06, last commit 2022-11-18, main language C++  
-<sub><sup>big-data, digital-elevation-model, geosciences, geospatial, hydrologic-modeling, hydrology</sup></sub>
+### [forbiddenfruit](https://github.com/clarete/forbiddenfruit) by [clarete](https://github.com/clarete)  
+forbiddenfruit: Patch built-in python objects  
+[https://clarete.li/forbiddenfruit/](https://clarete.li/forbiddenfruit/)  
+[https://github.com/clarete/forbiddenfruit](https://github.com/clarete/forbiddenfruit)  
+1.46 stars per week over 517 weeks  
+758 stars, 49 forks, 28 watches  
+[util](categories/util.md) category, created 2013-04-03, last commit 2022-03-12, main language Python  
+<sub><sup>monkey-patching, python</sup></sub>
 
 
-### [ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111) by [coyote-a](https://github.com/coyote-a)  
-coyote-a/ultimate-upscale-for-automatic1111  
-[https://github.com/coyote-a/ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111)  
-23 stars per week over 8 weeks  
-198 stars, 14 forks, 4 watches  
-[diffusion](categories/diffusion.md) category, created 2023-01-02, last commit 2023-02-07, main language Python  
+### [s2orc-doc2json](https://github.com/allenai/s2orc-doc2json) by [allenai](https://github.com/allenai)  
+s2orc-doc2json: Parsers for scientific papers (PDF2JSON, TEX2JSON, JATS2JSON)  
+[https://github.com/allenai/s2orc-doc2json](https://github.com/allenai/s2orc-doc2json)  
+1.57 stars per week over 116 weeks  
+183 stars, 36 forks, 6 watches  
+[nlp](categories/nlp.md) category, created 2020-12-10, last commit 2022-12-09, main language Python  
 
 
-### [aws-lambda-python-runtime-interface-client](https://github.com/aws/aws-lambda-python-runtime-interface-client) by [aws](https://github.com/aws)  
-aws/aws-lambda-python-runtime-interface-client  
-[https://github.com/aws/aws-lambda-python-runtime-interface-client](https://github.com/aws/aws-lambda-python-runtime-interface-client)  
-1.51 stars per week over 130 weeks  
-197 stars, 49 forks, 16 watches  
-[util](categories/util.md) category, created 2020-09-02, last commit 2023-02-16, main language Python  
+### [pyfuncol](https://github.com/gondolav/pyfuncol) by [gondolav](https://github.com/gondolav)  
+pyfuncol: Functional collections extension functions for Python  
+[https://pyfuncol.readthedocs.io/](https://pyfuncol.readthedocs.io/)  
+[https://github.com/gondolav/pyfuncol](https://github.com/gondolav/pyfuncol)  
+0.5 stars per week over 63 weeks  
+32 stars, 2 forks, 3 watches  
+[util](categories/util.md) category, created 2021-12-16, last commit 2023-02-27, main language Python  
+<sub><sup>collections, extension-functions, functional, parallel, python, python3</sup></sub>
 
 
-### [tf-metal-experiments](https://github.com/tlkh/tf-metal-experiments) by [tlkh](https://github.com/tlkh)  
-tf-metal-experiments: TensorFlow Metal Backend on Apple Silicon Experiments (just for fun)  
-[https://github.com/tlkh/tf-metal-experiments](https://github.com/tlkh/tf-metal-experiments)  
-2.74 stars per week over 70 weeks  
-193 stars, 19 forks, 11 watches  
-[perf](categories/perf.md) category, created 2021-10-26, last commit 2021-11-15, main language Jupyter Notebook  
-<sub><sup>benchmark, bert, deep-learning, gpu, m1, m1-max, tensorflow</sup></sub>
+### [geoplot](https://github.com/residentmario/geoplot) by [residentmario](https://github.com/residentmario)  
+geoplot: High-level geospatial data visualization library for Python.  
+[https://residentmario.github.io/geoplot/index.html](https://residentmario.github.io/geoplot/index.html)  
+[https://github.com/residentmario/geoplot](https://github.com/residentmario/geoplot)  
+3.02 stars per week over 348 weeks  
+1,054 stars, 91 forks, 35 watches  
+[gis](categories/gis.md) category, created 2016-06-29, last commit 2022-03-18, main language Python  
+<sub><sup>geopandas, geospatial-data, geospatial-visualization, matplotlib, spatial-analysis</sup></sub>
 
 
-### [peartree](https://github.com/kuanb/peartree) by [kuanb](https://github.com/kuanb)  
-peartree: A library for converting transit data into a directed graph for sketch network analysis.  
-[https://github.com/kuanb/peartree](https://github.com/kuanb/peartree)  
-0.69 stars per week over 276 weeks  
-192 stars, 17 forks, 13 watches  
-[gis](categories/gis.md) category, created 2017-11-12, last commit 2021-01-18, main language Python  
-<sub><sup>gis, graphs, gtfs, modeling, network-analysis, spatial-analysis, transit</sup></sub>
+### [genalog](https://github.com/microsoft/genalog) by [microsoft](https://github.com/microsoft)  
+Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.  
+[https://microsoft.github.io/genalog/](https://microsoft.github.io/genalog/)  
+[https://github.com/microsoft/genalog](https://github.com/microsoft/genalog)  
+1.72 stars per week over 141 weeks  
+244 stars, 24 forks, 10 watches  
+[data](categories/data.md) category, created 2020-06-15, last commit 2023-02-14, main language Jupyter Notebook  
+<sub><sup>data-generation, data-science, machine-learning, ner, ocr-recognition, python, synthetic-data, synthetic-data-generation, synthetic-images, text-alignment</sup></sub>
 
 
-### [spopt](https://github.com/pysal/spopt) by [pysal](https://github.com/pysal)  
-spopt: Spatial Optimization  
-[https://pysal.org/spopt/](https://pysal.org/spopt/)  
-[https://github.com/pysal/spopt](https://github.com/pysal/spopt)  
-0.89 stars per week over 209 weeks  
-187 stars, 34 forks, 13 watches  
-[gis](categories/gis.md) category, created 2019-03-01, last commit 2023-03-02, main language Python  
-<sub><sup>facility-location, location-allocation, location-modeling, python, regionalization, resource-planning, routing, spatial-analysis, spatial-optimization, transportation</sup></sub>
+### [ModernConvNets](https://github.com/nyandwi/modernconvnets) by [nyandwi](https://github.com/nyandwi)  
+ModernConvNets: Revisions and implementations of modern Convolutional Neural Networks architectures in TensorFlow and Keras  
+[https://github.com/nyandwi/modernconvnets](https://github.com/nyandwi/modernconvnets)  
+5.52 stars per week over 55 weeks  
+306 stars, 32 forks, 7 watches  
+[ml-dl](categories/ml-dl.md) category, created 2022-02-10, last commit 2022-10-05, main language Jupyter Notebook  
+<sub><sup>cnns, computer-vision, convnets, convolutional-neural-networks, deep-learning-algorithms, image-classification, keras, neural-networks, tensorflow</sup></sub>
 
 
-### [s2orc-doc2json](https://github.com/allenai/s2orc-doc2json) by [allenai](https://github.com/allenai)  
-s2orc-doc2json: Parsers for scientific papers (PDF2JSON, TEX2JSON, JATS2JSON)  
-[https://github.com/allenai/s2orc-doc2json](https://github.com/allenai/s2orc-doc2json)  
-1.58 stars per week over 116 weeks  
-183 stars, 36 forks, 6 watches  
-[nlp](categories/nlp.md) category, created 2020-12-10, last commit 2022-12-09, main language Python  
+### [fairing](https://github.com/kubeflow/fairing) by [kubeflow](https://github.com/kubeflow)  
+fairing: Python SDK for building, training, and deploying ML models  
+[https://github.com/kubeflow/fairing](https://github.com/kubeflow/fairing)  
+1.39 stars per week over 234 weeks  
+327 stars, 147 forks, 39 watches  
+[ml-ops](categories/ml-ops.md) category, created 2018-09-03, last commit 2021-08-26, main language Jsonnet  
 
 
-### [zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text) by [yoadtew](https://github.com/yoadtew)  
-zero-shot-image-to-text: Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic  
-[https://github.com/yoadtew/zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text)  
-2.76 stars per week over 66 weeks  
-182 stars, 26 forks, 7 watches  
-[nlp](categories/nlp.md) category, created 2021-11-26, last commit 2022-09-17, main language Python  
+### [mercantile](https://github.com/mapbox/mercantile) by [mapbox](https://github.com/mapbox)  
+mercantile: Spherical mercator tile and coordinate utilities  
+[https://github.com/mapbox/mercantile](https://github.com/mapbox/mercantile)  
+0.74 stars per week over 472 weeks  
+349 stars, 61 forks, 117 watches  
+[gis](categories/gis.md) category, created 2014-02-12, last commit 2021-10-22, main language Python  
+<sub><sup>imagery, pxm, satellite</sup></sub>
 
 
-### [geosnap](https://github.com/spatialucr/geosnap) by [spatialucr](https://github.com/spatialucr)  
-geosnap: The Geospatial Neighborhood Analysis Package  
-[https://spatialucr.github.io/geosnap-guide](https://spatialucr.github.io/geosnap-guide)  
-[https://github.com/spatialucr/geosnap](https://github.com/spatialucr/geosnap)  
-0.78 stars per week over 232 weeks  
-181 stars, 28 forks, 17 watches  
-[gis](categories/gis.md) category, created 2018-09-19, last commit 2023-01-25, main language Python  
+### [SubredditMediaDownloader](https://github.com/psycoguana/subredditmediadownloader) by [psycoguana](https://github.com/psycoguana)  
+SubredditMediaDownloader: Simple Python script to download images and videos from public subreddits without using Reddit's API 😎  
+[https://github.com/psycoguana/subredditmediadownloader](https://github.com/psycoguana/subredditmediadownloader)  
+2.06 stars per week over 54 weeks  
+112 stars, 8 forks, 3 watches  
+[data](categories/data.md) category, created 2022-02-18, last commit 2023-01-17, main language Python  
 
 
-### [boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api) by [bowenc0221](https://github.com/bowenc0221)  
-boundary-iou-api: Boundary IoU API (Beta version)  
-[https://github.com/bowenc0221/boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api)  
-1.78 stars per week over 100 weeks  
-179 stars, 19 forks, 8 watches  
-[gis](categories/gis.md) category, created 2021-03-29, last commit 2021-04-05, main language Python  
+### [Focal-Transformer](https://github.com/microsoft/focal-transformer) by [microsoft](https://github.com/microsoft)  
+Focal-Transformer: [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"  
+[https://github.com/microsoft/focal-transformer](https://github.com/microsoft/focal-transformer)  
+5.73 stars per week over 86 weeks  
+494 stars, 58 forks, 17 watches  
+[ml](categories/ml.md) category, created 2021-07-10, last commit 2022-03-27, main language Python  
 
 
-### [address-net](https://github.com/jasonrig/address-net) by [jasonrig](https://github.com/jasonrig)  
-address-net: A package to structure Australian addresses  
-[https://github.com/jasonrig/address-net](https://github.com/jasonrig/address-net)  
-0.8 stars per week over 221 weeks  
-176 stars, 72 forks, 13 watches  
-[gis](categories/gis.md) category, created 2018-12-05, last commit 2020-09-09, main language Python  
-<sub><sup>address-parser, deep-learning, machine-learning, rnn</sup></sub>
+### [dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam) by [googlecloudplatform](https://github.com/googlecloudplatform)  
+googlecloudplatform/dataflow-geobeam  
+[https://github.com/googlecloudplatform/dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam)  
+0.62 stars per week over 108 weeks  
+67 stars, 25 forks, 10 watches  
+[gis](categories/gis.md) category, created 2021-02-04, last commit 2022-11-29, main language Python  
 
 
-### [earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer) by [amazon-science](https://github.com/amazon-science)  
-earth-forecasting-transformer: Official implementation of Earthformer  
-[https://github.com/amazon-science/earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer)  
-7.12 stars per week over 24 weeks  
-175 stars, 29 forks, 10 watches  
-[gis](categories/gis.md) category, created 2022-09-12, last commit 2023-02-03, main language Jupyter Notebook  
+### [gds_env](https://github.com/darribas/gds_env) by [darribas](https://github.com/darribas)  
+gds_env: A containerised platform for Geographic Data Science  
+[https://darribas.org/gds_env](https://darribas.org/gds_env)  
+[https://github.com/darribas/gds_env](https://github.com/darribas/gds_env)  
+0.27 stars per week over 342 weeks  
+93 stars, 36 forks, 9 watches  
+[gis](categories/gis.md) category, created 2016-08-12, last commit 2022-12-09, main language Jupyter Notebook  
+<sub><sup>docker, geographic-data-science, jupyter-lab, latex, python, r</sup></sub>
 
 
-### [transition-amr-parser](https://github.com/ibm/transition-amr-parser) by [ibm](https://github.com/ibm)  
-transition-amr-parser: SoTA Abstract Meaning Representation (AMR) parsing with word-node alignments in Pytorch. Includes checkpoints and other tools such as statistical significance Smatch.  
-[https://github.com/ibm/transition-amr-parser](https://github.com/ibm/transition-amr-parser)  
-0.98 stars per week over 177 weeks  
-174 stars, 40 forks, 9 watches  
-[nlp](categories/nlp.md) category, created 2019-10-08, last commit 2023-02-01, main language Python  
-<sub><sup>abstract-meaning-representation, amr, amr-graphs, amr-parser, amr-parsing, machine-learning, nlp, semantic-parsing</sup></sub>
+### [mapply](https://github.com/ddelange/mapply) by [ddelange](https://github.com/ddelange)  
+mapply: Sensible multi-core apply function for Pandas  
+[https://github.com/ddelange/mapply](https://github.com/ddelange/mapply)  
+0.32 stars per week over 122 weeks  
+39 stars, 3 forks, 4 watches  
+[pandas](categories/pandas.md) category, created 2020-10-26, last commit 2023-03-04, main language Python  
 
 
-### [auto-tensorflow](https://github.com/rafiqhasan/auto-tensorflow) by [rafiqhasan](https://github.com/rafiqhasan)  
-auto-tensorflow: Build Low Code Automated Tensorflow explainable models in just 3 lines of code. Library created by: Hasan Rafiq - https://www.linkedin.com/in/sam04/  
-[https://github.com/rafiqhasan/auto-tensorflow](https://github.com/rafiqhasan/auto-tensorflow)  
-2.01 stars per week over 86 weeks  
-174 stars, 34 forks, 13 watches  
-[ml-dl](categories/ml-dl.md) category, created 2021-07-05, last commit 2022-12-09, main language Python  
-<sub><sup>auto-tensorflow, automl, autotensorflow, deeplearning, machine-learning, machinelearning, neural-networks, tensorflow, tfx</sup></sub>
+### [crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app) by [pmaji](https://github.com/pmaji)  
+crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.  
+[https://github.com/pmaji/crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app)  
+2.08 stars per week over 266 weeks  
+555 stars, 135 forks, 48 watches  
+[crypto](categories/crypto.md) category, created 2018-01-23, last commit 2022-12-08, main language Python  
+<sub><sup>bitcoin, bitcoin-api, bitcoin-price, cryptocurrency, cryptocurrency-exchanges, cryptocurrency-price-ticker, cryptocurrency-prices, dash, ethereum, ethereum-blockchain, ethereum-price, gdax, gdax-api, gdax-python, litecoin, litecoin-price, plotly, plotly-dash, python, python3</sup></sub>
 
 
-### [calm-notebooks](https://github.com/koaning/calm-notebooks) by [koaning](https://github.com/koaning)  
-calm-notebooks: notebooks that are used at calmcode.io  
-[https://calmcode.io](https://calmcode.io)  
-[https://github.com/koaning/calm-notebooks](https://github.com/koaning/calm-notebooks)  
-1.1 stars per week over 156 weeks  
-172 stars, 148 forks, 7 watches  
-[study](categories/study.md) category, created 2020-03-01, last commit 2021-10-21, main language Jupyter Notebook  
+### [opendatasets](https://github.com/jovianml/opendatasets) by [jovianml](https://github.com/jovianml)  
+opendatasets: A Python library for downloading datasets from Kaggle, Google Drive, and other online sources.  
+[https://github.com/jovianml/opendatasets](https://github.com/jovianml/opendatasets)  
+1.96 stars per week over 128 weeks  
+252 stars, 123 forks, 13 watches  
+[data](categories/data.md) category, created 2020-09-17, last commit 2022-11-01, main language Python  
+<sub><sup>data-science, datasets, machine-learning, python</sup></sub>
 
 
-### [tket](https://github.com/cqcl/tket) by [cqcl](https://github.com/cqcl)  
-tket: Source code for the TKET quantum compiler, Python bindings and utilities  
-[https://github.com/cqcl/tket](https://github.com/cqcl/tket)  
-2.17 stars per week over 76 weeks  
-166 stars, 30 forks, 14 watches  
-[util](categories/util.md) category, created 2021-09-13, last commit 2023-02-28, main language C++  
-<sub><sup>compiler, quantum-computing</sup></sub>
+### [PolyWorldPretrainedNetwork](https://github.com/zorzi-s/polyworldpretrainednetwork) by [zorzi-s](https://github.com/zorzi-s)  
+PolyWorldPretrainedNetwork: PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images  
+[https://github.com/zorzi-s/polyworldpretrainednetwork](https://github.com/zorzi-s/polyworldpretrainednetwork)  
+2.02 stars per week over 49 weeks  
+100 stars, 15 forks, 7 watches  
+[gis](categories/gis.md) category, created 2022-03-23, last commit 2022-11-10, main language Python  
 
 
-### [graph-force](https://github.com/h4kor/graph-force) by [h4kor](https://github.com/h4kor)  
-graph-force: Python library for embedding large graphs in 2D space, using force-directed layouts.  
-[https://pypi.org/project/graph-force/](https://pypi.org/project/graph-force/)  
-[https://github.com/h4kor/graph-force](https://github.com/h4kor/graph-force)  
-12 stars per week over 13 weeks  
-164 stars, 0 forks, 9 watches  
-[graph](categories/graph.md) category, created 2022-11-28, last commit 2022-11-28, main language Rust  
-<sub><sup>force-directed-graphs, graph-algorithms, python, python3</sup></sub>
+### [lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp) by [lexpredict](https://github.com/lexpredict)  
+lexpredict-lexnlp: LexNLP by LexPredict  
+[https://github.com/lexpredict/lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp)  
+2.08 stars per week over 283 weeks  
+588 stars, 158 forks, 49 watches  
+[nlp](categories/nlp.md) category, created 2017-09-30, last commit 2022-08-10, main language HTML  
+<sub><sup>analytics, contracts, data, law, legal, legaltech, linguistics, ml, nlp</sup></sub>
 
 
-### [activitysim](https://github.com/activitysim/activitysim)  
-activitysim: An Open Platform for Activity-Based Travel Modeling  
-[https://activitysim.github.io](https://activitysim.github.io)  
-[https://github.com/activitysim/activitysim](https://github.com/activitysim/activitysim)  
-0.33 stars per week over 454 weeks  
-152 stars, 87 forks, 42 watches  
-[sim](categories/sim.md) category, created 2014-06-18, last commit 2023-01-31, main language Jupyter Notebook  
-<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, python, travel-modeling</sup></sub>
+### [atspy](https://github.com/firmai/atspy) by [firmai](https://github.com/firmai)  
+AtsPy: Automated Time Series Models in Python (by @firmai)  
+[https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631)  
+[https://github.com/firmai/atspy](https://github.com/firmai/atspy)  
+2.94 stars per week over 161 weeks  
+476 stars, 88 forks, 20 watches  
+[time-series](categories/time-series.md) category, created 2020-01-28, last commit 2021-12-18, main language Python  
+<sub><sup>automated, finance, forecasting, forecasting-models, python, time-series, time-series-analysis</sup></sub>
 
 
-### [breaching](https://github.com/jonasgeiping/breaching) by [jonasgeiping](https://github.com/jonasgeiping)  
-Breaching privacy in federated learning scenarios for vision and text  
-[https://github.com/jonasgeiping/breaching](https://github.com/jonasgeiping/breaching)  
-2.7 stars per week over 54 weeks  
-147 stars, 32 forks, 3 watches  
-[ml](categories/ml.md) category, created 2022-02-15, last commit 2023-02-09, main language Python  
-<sub><sup>decentralized-learning, federated-learning, machine-learning, privacy-audit, pytorch, security</sup></sub>
+### [quantumcomputingbook](https://github.com/jackhidary/quantumcomputingbook) by [jackhidary](https://github.com/jackhidary)  
+quantumcomputingbook: Companion site for the textbook Quantum Computing: An Applied Approach  
+[https://github.com/jackhidary/quantumcomputingbook](https://github.com/jackhidary/quantumcomputingbook)  
+3.04 stars per week over 209 weeks  
+636 stars, 188 forks, 55 watches  
+[study](categories/study.md) category, created 2019-02-28, last commit 2021-10-14, main language Jupyter Notebook  
+<sub><sup>cirq, google-quantum, qiskit, quantum, quantum-computing, quantum-information, quantum-information-science, quantum-processor, quantum-supremacy, rigetti, sycamore</sup></sub>
 
 
-### [pypistats](https://github.com/hugovk/pypistats) by [hugovk](https://github.com/hugovk)  
-pypistats: Command-line interface to PyPI Stats API to get download stats for Python packages  
-[https://pypistats.org/api/](https://pypistats.org/api/)  
-[https://github.com/hugovk/pypistats](https://github.com/hugovk/pypistats)  
-0.63 stars per week over 231 weeks  
-146 stars, 26 forks, 4 watches  
-[util](categories/util.md) category, created 2018-09-22, last commit 2023-03-01, main language Python  
-<sub><sup>api, cli, command-line, command-line-tool, downloads, hacktoberfest, pypi, python, python3, statistics, stats</sup></sub>
+### [urbansim](https://github.com/udst/urbansim) by [udst](https://github.com/udst)  
+urbansim: Platform for building statistical models of cities and regions  
+[https://udst.github.io/urbansim/](https://udst.github.io/urbansim/)  
+[https://github.com/udst/urbansim](https://github.com/udst/urbansim)  
+0.85 stars per week over 498 weeks  
+423 stars, 125 forks, 78 watches  
+[sim](categories/sim.md) category, created 2013-08-15, last commit 2020-05-11, main language Python  
 
 
-### [pyscript-cli](https://github.com/pyscript/pyscript-cli) by [pyscript](https://github.com/pyscript)  
-pyscript-cli: A CLI for PyScript  
-[https://github.com/pyscript/pyscript-cli](https://github.com/pyscript/pyscript-cli)  
-3.32 stars per week over 43 weeks  
-145 stars, 14 forks, 12 watches  
-[util](categories/util.md) category, created 2022-05-01, last commit 2023-02-25, main language Python  
+### [fmpsdk](https://github.com/daxm/fmpsdk) by [daxm](https://github.com/daxm)  
+fmpsdk: SDK for Financial Modeling Prep's (FMP) API  
+[https://github.com/daxm/fmpsdk](https://github.com/daxm/fmpsdk)  
+0.79 stars per week over 117 weeks  
+93 stars, 37 forks, 9 watches  
+[finance](categories/finance.md) category, created 2020-12-06, last commit 2022-10-12, main language Python  
 
 
-### [cookiecutter-modern-datascience](https://github.com/crmne/cookiecutter-modern-datascience) by [crmne](https://github.com/crmne)  
-cookiecutter-modern-datascience: Start a data science project with modern tools  
-[https://github.com/crmne/cookiecutter-modern-datascience](https://github.com/crmne/cookiecutter-modern-datascience)  
-1.03 stars per week over 138 weeks  
-143 stars, 29 forks, 3 watches  
-[template](categories/template.md) category, created 2020-07-06, last commit 2022-06-10, main language Python  
-<sub><sup>cookiecutter, cookiecutter-data-science, cookiecutter-template, datascience, python</sup></sub>
+### [sota-extractor](https://github.com/paperswithcode/sota-extractor) by [paperswithcode](https://github.com/paperswithcode)  
+sota-extractor: The SOTA extractor pipeline  
+[https://github.com/paperswithcode/sota-extractor](https://github.com/paperswithcode/sota-extractor)  
+1.14 stars per week over 221 weeks  
+253 stars, 28 forks, 13 watches  
+[data](categories/data.md) category, created 2018-12-07, last commit 2022-03-09, main language Python  
 
 
-### [jsontopydantic](https://github.com/brokenloop/jsontopydantic) by [brokenloop](https://github.com/brokenloop)  
-jsontopydantic: Web tool for generating Pydantic models from JSON objects  
-[https://jsontopydantic.com](https://jsontopydantic.com)  
-[https://github.com/brokenloop/jsontopydantic](https://github.com/brokenloop/jsontopydantic)  
-1.2 stars per week over 117 weeks  
-141 stars, 7 forks, 3 watches  
-[util](categories/util.md) category, created 2020-11-28, last commit 2022-05-13, main language TypeScript  
+### [python-patterns](https://github.com/brandon-rhodes/python-patterns) by [brandon-rhodes](https://github.com/brandon-rhodes)  
+python-patterns: Source code behind the python-patterns.guide site by Brandon Rhodes  
+[https://github.com/brandon-rhodes/python-patterns](https://github.com/brandon-rhodes/python-patterns)  
+3.84 stars per week over 265 weeks  
+1,021 stars, 93 forks, 254 watches  
+[util](categories/util.md) category, created 2018-01-31, last commit 2021-01-05, main language Python  
 
 
-### [mutate](https://github.com/infinitylogesh/mutate) by [infinitylogesh](https://github.com/infinitylogesh)  
-mutate: A library to synthesize text datasets using Large Language Models (LLM)  
-[https://github.com/infinitylogesh/mutate](https://github.com/infinitylogesh/mutate)  
-2.28 stars per week over 61 weeks  
-140 stars, 11 forks, 3 watches  
-[nlp](categories/nlp.md) category, created 2021-12-29, last commit 2023-01-17, main language Python  
-<sub><sup>data-augmentation, data-labeling, language-model, nlp-library, text-generation</sup></sub>
+### [pycircular](https://github.com/albahnsen/pycircular) by [albahnsen](https://github.com/albahnsen)  
+pycircular is a Python module for circular data analysis  
+[https://github.com/albahnsen/pycircular](https://github.com/albahnsen/pycircular)  
+2.57 stars per week over 24 weeks  
+64 stars, 3 forks, 5 watches  
+[math](categories/math.md) category, created 2022-09-12, last commit 2023-01-21, main language Python  
 
 
-### [pyogrio](https://github.com/geopandas/pyogrio) by [geopandas](https://github.com/geopandas)  
-pyogrio: Vectorized vector I/O using OGR  
-[https://pyogrio.readthedocs.io](https://pyogrio.readthedocs.io)  
-[https://github.com/geopandas/pyogrio](https://github.com/geopandas/pyogrio)  
-0.91 stars per week over 153 weeks  
-139 stars, 10 forks, 9 watches  
-[gis](categories/gis.md) category, created 2020-03-27, last commit 2023-02-08, main language Python  
+### [high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e) by [mynameisfiber](https://github.com/mynameisfiber)  
+high_performance_python_2e: Code for the book "High Performance Python 2e" by Micha Gorelick and Ian Ozsvald with OReilly   
+[https://github.com/mynameisfiber/high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e)  
+2.03 stars per week over 151 weeks  
+306 stars, 100 forks, 6 watches  
+[study](categories/study.md) category, created 2020-04-12, last commit 2023-01-18, main language Python  
+<sub><sup>code-samples, high-performance, oreilly, oreilly-books, python</sup></sub>
 
 
-### [openfisca-core](https://github.com/openfisca/openfisca-core) by [openfisca](https://github.com/openfisca)  
-openfisca-core: OpenFisca core engine. See other repositories for countries-specific code & data.  
-[https://openfisca.org](https://openfisca.org)  
-[https://github.com/openfisca/openfisca-core](https://github.com/openfisca/openfisca-core)  
-0.29 stars per week over 478 weeks  
-139 stars, 70 forks, 24 watches  
-[sim](categories/sim.md) category, created 2013-12-29, last commit 2023-01-24, main language Python  
-<sub><sup>better-rules, legislation-as-code, microsimulation, rules-as-code</sup></sub>
+### [richdem](https://github.com/r-barnes/richdem) by [r-barnes](https://github.com/r-barnes)  
+richdem: High-performance Terrain and Hydrology Analysis   
+[https://github.com/r-barnes/richdem](https://github.com/r-barnes/richdem)  
+0.38 stars per week over 530 weeks  
+201 stars, 59 forks, 14 watches  
+[gis](categories/gis.md) category, created 2013-01-06, last commit 2022-11-18, main language C++  
+<sub><sup>big-data, digital-elevation-model, geosciences, geospatial, hydrologic-modeling, hydrology</sup></sub>
 
 
-### [markov_clustering](https://github.com/guyallard/markov_clustering) by [guyallard](https://github.com/guyallard)  
-markov_clustering: markov clustering in python  
-[https://github.com/guyallard/markov_clustering](https://github.com/guyallard/markov_clustering)  
-0.47 stars per week over 283 weeks  
-134 stars, 34 forks, 9 watches  
-[graph](categories/graph.md) category, created 2017-09-27, last commit 2018-12-11, main language Python  
-<sub><sup>clustering, markov-clustering, networks, python</sup></sub>
+### [pyheat](https://github.com/csurfer/pyheat) by [csurfer](https://github.com/csurfer)  
+pyheat: pprofile + matplotlib = Python program profiled as an awesome heatmap!  
+[https://github.com/csurfer/pyheat](https://github.com/csurfer/pyheat)  
+2.33 stars per week over 317 weeks  
+740 stars, 40 forks, 13 watches  
+[profiling](categories/profiling.md) category, created 2017-02-04, last commit 2021-09-18, main language Python  
+<sub><sup>heatmap, matplotlib, profiling, python</sup></sub>
 
 
-### [torch-points3d](https://github.com/nicolas-chaulet/torch-points3d) by [nicolas-chaulet](https://github.com/nicolas-chaulet)  
-torch-points3d: Pytorch framework for doing deep learning on point clouds.  
-[https://torch-points3d.readthedocs.io/en/latest/](https://torch-points3d.readthedocs.io/en/latest/)  
-[https://github.com/nicolas-chaulet/torch-points3d](https://github.com/nicolas-chaulet/torch-points3d)  
-2.23 stars per week over 59 weeks  
-133 stars, 32 forks, 0 watches  
-[ml](categories/ml.md) category, created 2022-01-09, last commit 2021-12-10, main language None  
+### [grade-school-math](https://github.com/openai/grade-school-math) by [openai](https://github.com/openai)  
+openai/grade-school-math  
+[https://github.com/openai/grade-school-math](https://github.com/openai/grade-school-math)  
+4.33 stars per week over 71 weeks  
+310 stars, 65 forks, 9 watches  
+[nlp](categories/nlp.md) category, created 2021-10-20, last commit 2021-11-19, main language Python  
 
 
-### [pyminiaudio](https://github.com/irmen/pyminiaudio) by [irmen](https://github.com/irmen)  
-pyminiaudio: python interface to the miniaudio audio playback, recording, decoding and conversion library  
-[https://github.com/irmen/pyminiaudio](https://github.com/irmen/pyminiaudio)  
-0.68 stars per week over 191 weeks  
-130 stars, 16 forks, 3 watches  
-[util](categories/util.md) category, created 2019-06-30, last commit 2023-02-09, main language C  
+### [data-lineage](https://github.com/tokern/data-lineage) by [tokern](https://github.com/tokern)  
+data-lineage: Generate and Visualize Data Lineage from query history  
+[https://tokern.io/data-lineage/](https://tokern.io/data-lineage/)  
+[https://github.com/tokern/data-lineage](https://github.com/tokern/data-lineage)  
+1.58 stars per week over 154 weeks  
+244 stars, 28 forks, 8 watches  
+[data](categories/data.md) category, created 2020-03-17, last commit 2022-05-02, main language Python  
+<sub><sup>data-governance, data-lineage, jupyter, postgresql, python</sup></sub>
 
 
-### [python-collab-template](https://github.com/eugeneyan/python-collab-template) by [eugeneyan](https://github.com/eugeneyan)  
-python-collab-template: 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.  
-[https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/](https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/)  
-[https://github.com/eugeneyan/python-collab-template](https://github.com/eugeneyan/python-collab-template)  
-0.9 stars per week over 140 weeks  
-127 stars, 37 forks, 4 watches  
-[template](categories/template.md) category, created 2020-06-21, last commit 2022-07-02, main language Python  
-<sub><sup>coverage, github-actions, hacktoberfest, linting, makefile, python, type-checking, unit-testing</sup></sub>
+### [raster4ml](https://github.com/remotesensinglab/raster4ml) by [remotesensinglab](https://github.com/remotesensinglab)  
+raster4ml: A geospatial raster processing library for machine learning  
+[https://raster4ml.readthedocs.io](https://raster4ml.readthedocs.io)  
+[https://github.com/remotesensinglab/raster4ml](https://github.com/remotesensinglab/raster4ml)  
+3.13 stars per week over 33 weeks  
+106 stars, 12 forks, 4 watches  
+[gis](categories/gis.md) category, created 2022-07-11, last commit 2022-11-01, main language Python  
+<sub><sup>agriculture-research, data-science, geospatial-data, machine-learning, python, remote-sensing, vegetation, vegetation-index</sup></sub>
 
 
-### [weather-tools](https://github.com/google/weather-tools) by [google](https://github.com/google)  
-weather-tools: Apache Beam pipelines to make weather data accessible and useful.  
-[https://weather-tools.readthedocs.io/](https://weather-tools.readthedocs.io/)  
-[https://github.com/google/weather-tools](https://github.com/google/weather-tools)  
-1.91 stars per week over 66 weeks  
-127 stars, 27 forks, 15 watches  
-[data](categories/data.md) category, created 2021-11-22, last commit 2023-02-22, main language Python  
-<sub><sup>apache-beam, python, weather</sup></sub>
+### [golly](https://github.com/alephalpha/golly) by [alephalpha](https://github.com/alephalpha)  
+Golly, a Game of Life simulator (unofficial mirror from SourceForge)  
+[http://sourceforge.net/projects/golly/](http://sourceforge.net/projects/golly/)  
+[https://github.com/alephalpha/golly](https://github.com/alephalpha/golly)  
+0.12 stars per week over 242 weeks  
+29 stars, 9 forks, 5 watches  
+[sim](categories/sim.md) category, created 2018-07-10, last commit 2023-02-25, main language C++  
+<sub><sup>cellular-automata, game-of-life</sup></sub>
 
 
-### [autotyping](https://github.com/jellezijlstra/autotyping) by [jellezijlstra](https://github.com/jellezijlstra)  
-jellezijlstra/autotyping  
-[https://github.com/jellezijlstra/autotyping](https://github.com/jellezijlstra/autotyping)  
-1.43 stars per week over 88 weeks  
-126 stars, 9 forks, 4 watches  
-[typing](categories/typing.md) category, created 2021-06-25, last commit 2023-02-14, main language Python  
+### [airflow-provider-ray](https://github.com/anyscale/airflow-provider-ray) by [anyscale](https://github.com/anyscale)  
+airflow-provider-ray: Ray provider for Apache Airflow  
+[https://github.com/anyscale/airflow-provider-ray](https://github.com/anyscale/airflow-provider-ray)  
+0.31 stars per week over 104 weeks  
+32 stars, 10 forks, 13 watches  
+[ml-ops](categories/ml-ops.md) category, created 2021-03-05, last commit 2021-10-03, main language Python  
 
 
-### [geojson-pydantic](https://github.com/developmentseed/geojson-pydantic) by [developmentseed](https://github.com/developmentseed)  
-geojson-pydantic: Pydantic data models for the GeoJSON spec  
-[https://github.com/developmentseed/geojson-pydantic](https://github.com/developmentseed/geojson-pydantic)  
-0.86 stars per week over 145 weeks  
-125 stars, 28 forks, 11 watches  
-[gis](categories/gis.md) category, created 2020-05-21, last commit 2023-03-01, main language Python  
-<sub><sup>geojson, geojson-spec, pydantic</sup></sub>
+### [valhalla-nmt](https://github.com/jerryyli/valhalla-nmt) by [jerryyli](https://github.com/jerryyli)  
+valhalla-nmt: Code repository for CVPR 2022 paper "VALHALLA: Visual Hallucination for Machine Translation"  
+[https://github.com/jerryyli/valhalla-nmt](https://github.com/jerryyli/valhalla-nmt)  
+0.46 stars per week over 49 weeks  
+23 stars, 4 forks, 1 watches  
+[ml-dl](categories/ml-dl.md) category, created 2022-03-22, last commit 2023-02-19, main language Python  
+<sub><sup>computer-vision, machine-translation, multimodal-learning, natural-language-processing</sup></sub>
 
 
-### [pytrait](https://github.com/xrudelis/pytrait) by [xrudelis](https://github.com/xrudelis)  
-pytrait: Traits for Python3  
-[https://github.com/xrudelis/pytrait](https://github.com/xrudelis/pytrait)  
-1.84 stars per week over 66 weeks  
-123 stars, 3 forks, 3 watches  
-[util](categories/util.md) category, created 2021-11-21, last commit 2021-11-27, main language Python  
+### [auto-tensorflow](https://github.com/rafiqhasan/auto-tensorflow) by [rafiqhasan](https://github.com/rafiqhasan)  
+auto-tensorflow: Build Low Code Automated Tensorflow explainable models in just 3 lines of code. Library created by: Hasan Rafiq - https://www.linkedin.com/in/sam04/  
+[https://github.com/rafiqhasan/auto-tensorflow](https://github.com/rafiqhasan/auto-tensorflow)  
+2.0 stars per week over 86 weeks  
+174 stars, 34 forks, 13 watches  
+[ml-dl](categories/ml-dl.md) category, created 2021-07-05, last commit 2022-12-09, main language Python  
+<sub><sup>auto-tensorflow, automl, autotensorflow, deeplearning, machine-learning, machinelearning, neural-networks, tensorflow, tfx</sup></sub>
 
 
-### [python-gedcom](https://github.com/nickreynke/python-gedcom) by [nickreynke](https://github.com/nickreynke)  
-python-gedcom: Python module for parsing, analyzing, and manipulating GEDCOM files  
-[https://nickreynke.github.io/python-gedcom/gedcom/index.html](https://nickreynke.github.io/python-gedcom/gedcom/index.html)  
-[https://github.com/nickreynke/python-gedcom](https://github.com/nickreynke/python-gedcom)  
-0.45 stars per week over 268 weeks  
-121 stars, 31 forks, 16 watches  
-[data](categories/data.md) category, created 2018-01-09, last commit 2021-06-03, main language Python  
-<sub><sup>gedcom, gedcom-parser, parser, python</sup></sub>
+### [Blackstone](https://github.com/iclrandd/blackstone) by [iclrandd](https://github.com/iclrandd)  
+Blackstone: :black_circle: A spaCy pipeline and model for NLP on unstructured legal text.  
+[https://research.iclr.co.uk](https://research.iclr.co.uk)  
+[https://github.com/iclrandd/blackstone](https://github.com/iclrandd/blackstone)  
+2.86 stars per week over 205 weeks  
+588 stars, 93 forks, 38 watches  
+[nlp](categories/nlp.md) category, created 2019-03-25, last commit 2021-01-31, main language Python  
+<sub><sup>caselaw, law, legaltech, nlp, spacy-models</sup></sub>
 
 
-### [fastai-serving](https://github.com/developmentseed/fastai-serving) by [developmentseed](https://github.com/developmentseed)  
-fastai-serving: A Docker image for serving fast.ai models, mimicking the API of Tensorflow Serving  
-[https://github.com/developmentseed/fastai-serving](https://github.com/developmentseed/fastai-serving)  
-0.63 stars per week over 191 weeks  
-121 stars, 11 forks, 8 watches  
-[web](categories/web.md) category, created 2019-07-01, last commit 2020-02-10, main language Python  
-<sub><sup>deep-learning, docker, machine-learning, python, pytorch</sup></sub>
+### [pytorch_image_classification](https://github.com/hysts/pytorch_image_classification) by [hysts](https://github.com/hysts)  
+pytorch_image_classification: PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet  
+[https://github.com/hysts/pytorch_image_classification](https://github.com/hysts/pytorch_image_classification)  
+4.32 stars per week over 273 weeks  
+1,179 stars, 292 forks, 27 watches  
+[ml-dl](categories/ml-dl.md) category, created 2017-12-09, last commit 2021-12-12, main language Python  
+<sub><sup>cifar10, computer-vision, fashion-mnist, imagenet, pytorch</sup></sub>
 
 
-### [SubredditMediaDownloader](https://github.com/psycoguana/subredditmediadownloader) by [psycoguana](https://github.com/psycoguana)  
-SubredditMediaDownloader: Simple Python script to download images and videos from public subreddits without using Reddit's API 😎  
-[https://github.com/psycoguana/subredditmediadownloader](https://github.com/psycoguana/subredditmediadownloader)  
-2.07 stars per week over 54 weeks  
-112 stars, 8 forks, 3 watches  
-[data](categories/data.md) category, created 2022-02-18, last commit 2023-01-17, main language Python  
+### [AIQC](https://github.com/aiqc/aiqc) by [aiqc](https://github.com/aiqc)  
+AIQC: End-to-end deep learning on your desktop or server.  
+[https://github.com/aiqc/aiqc](https://github.com/aiqc/aiqc)  
+0.77 stars per week over 117 weeks  
+91 stars, 20 forks, 4 watches  
+[ml-ops](categories/ml-ops.md) category, created 2020-12-02, last commit 2022-12-16, main language Jupyter Notebook  
 
 
-### [socialways](https://github.com/crowdbotp/socialways) by [crowdbotp](https://github.com/crowdbotp)  
-socialways: Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs (CVPR 2019)  
-[https://github.com/crowdbotp/socialways](https://github.com/crowdbotp/socialways)  
-0.55 stars per week over 201 weeks  
-111 stars, 45 forks, 9 watches  
-[sim](categories/sim.md) category, created 2019-04-23, last commit 2020-03-20, main language Python  
-<sub><sup>crowd-simulation, gan, generative-adversarial-network, human-trajectory-prediction, info-gan, pedestrian, pedestrian-trajectories, prediction-model, self-driving-car, social-gan, social-navigation, social-robots, social-ways, trajectory-forecasting, trajectory-prediction</sup></sub>
+### [jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard) by [chaoleili](https://github.com/chaoleili)  
+jupyterlab_tensorboard: Tensorboard extension for jupyterlab.  
+[https://github.com/chaoleili/jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard)  
+1.25 stars per week over 237 weeks  
+297 stars, 36 forks, 11 watches  
+[jupyter](categories/jupyter.md) category, created 2018-08-14, last commit 2022-07-18, main language TypeScript  
+<sub><sup>jupyterlab, jupyterlab-extension, tensorboard</sup></sub>
 
 
-### [fastapi-boilerplate](https://github.com/rawheel/fastapi-boilerplate) by [rawheel](https://github.com/rawheel)  
-fastapi-boilerplate: Dockerized FastAPI boiler plate similar to Django code structure with views, serializers(pydantic) and model( Sqlalchemy ORM) with dockerized database(PostgresSQL) and PgAdmin. 🚀   
-[https://github.com/rawheel/fastapi-boilerplate](https://github.com/rawheel/fastapi-boilerplate)  
-11 stars per week over 9 weeks  
-110 stars, 10 forks, 1 watches  
-[web](categories/web.md) category, created 2022-12-28, last commit 2023-01-07, main language Python  
-<sub><sup>alembic, boilerplate, docker, docker-compose, fastapi, fastapi-boilerplate, fastapi-sqlalchemy, orm, poetry-python, postgresql, pydantic, python3, sqlalchemy, sqlalchemy-orm</sup></sub>
+### [poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin) by [tiangolo](https://github.com/tiangolo)  
+poetry-version-plugin: Poetry plugin for dynamically extracting the package version from a __version__ variable or a Git tag.  
+[https://github.com/tiangolo/poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin)  
+2.98 stars per week over 92 weeks  
+275 stars, 24 forks, 5 watches  
+[util](categories/util.md) category, created 2021-05-27, last commit 2021-05-28, main language Python  
+<sub><sup>packaging, packaging-for-pypi, pypi, python, python-poetry, python3</sup></sub>
 
 
-### [raster4ml](https://github.com/remotesensinglab/raster4ml) by [remotesensinglab](https://github.com/remotesensinglab)  
-raster4ml: A geospatial raster processing library for machine learning  
-[https://raster4ml.readthedocs.io](https://raster4ml.readthedocs.io)  
-[https://github.com/remotesensinglab/raster4ml](https://github.com/remotesensinglab/raster4ml)  
-3.16 stars per week over 33 weeks  
-106 stars, 12 forks, 4 watches  
-[gis](categories/gis.md) category, created 2022-07-11, last commit 2022-11-01, main language Python  
-<sub><sup>agriculture-research, data-science, geospatial-data, machine-learning, python, remote-sensing, vegetation, vegetation-index</sup></sub>
+### [chartpy](https://github.com/cuemacro/chartpy) by [cuemacro](https://github.com/cuemacro)  
+chartpy: Easy to use Python API wrapper to plot charts with matplotlib, plotly, bokeh and more  
+[https://github.com/cuemacro/chartpy](https://github.com/cuemacro/chartpy)  
+1.48 stars per week over 343 weeks  
+510 stars, 98 forks, 48 watches  
+[viz](categories/viz.md) category, created 2016-08-03, last commit 2022-11-02, main language Python  
+<sub><sup>bokeh, chart, matplotlib, plotly, plotting</sup></sub>
 
 
 ### [domino](https://github.com/hazyresearch/domino) by [hazyresearch](https://github.com/hazyresearch)  
 hazyresearch/domino  
 [https://github.com/hazyresearch/domino](https://github.com/hazyresearch/domino)  
-1.59 stars per week over 65 weeks  
+1.58 stars per week over 65 weeks  
 104 stars, 16 forks, 20 watches  
 [ml](categories/ml.md) category, created 2021-11-29, last commit 2022-08-02, main language Python  
 
 
-### [LOD2BuildingModel](https://github.com/gdaosu/lod2buildingmodel) by [gdaosu](https://github.com/gdaosu)  
-LOD2BuildingModel: SAT2LoD2: Automated LoD-2 Model Reconstruction from Satellite-derived DSM and Orthophoto  
-[https://github.com/gdaosu/lod2buildingmodel](https://github.com/gdaosu/lod2buildingmodel)  
-1.32 stars per week over 78 weeks  
-104 stars, 23 forks, 9 watches  
-[gis](categories/gis.md) category, created 2021-08-30, last commit 2022-07-21, main language Python  
-
-
 ### [lex-glue](https://github.com/coastalcph/lex-glue) by [coastalcph](https://github.com/coastalcph)  
 lex-glue: LexGLUE: A Benchmark Dataset for Legal Language Understanding in English  
 [https://github.com/coastalcph/lex-glue](https://github.com/coastalcph/lex-glue)  
-1.38 stars per week over 74 weeks  
-103 stars, 24 forks, 6 watches  
+1.39 stars per week over 74 weeks  
+104 stars, 24 forks, 7 watches  
 [nlp](categories/nlp.md) category, created 2021-09-27, last commit 2022-11-04, main language Python  
 <sub><sup>benchmark, lawtech, legal, legaltech, nlp</sup></sub>
 
 
-### [PolyWorldPretrainedNetwork](https://github.com/zorzi-s/polyworldpretrainednetwork) by [zorzi-s](https://github.com/zorzi-s)  
-PolyWorldPretrainedNetwork: PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images  
-[https://github.com/zorzi-s/polyworldpretrainednetwork](https://github.com/zorzi-s/polyworldpretrainednetwork)  
-2.01 stars per week over 49 weeks  
-99 stars, 15 forks, 7 watches  
-[gis](categories/gis.md) category, created 2022-03-23, last commit 2022-11-10, main language Python  
-
-
-### [parquet-tools](https://github.com/ktrueda/parquet-tools) by [ktrueda](https://github.com/ktrueda)  
-parquet-tools: easy install parquet-tools  
-[https://github.com/ktrueda/parquet-tools](https://github.com/ktrueda/parquet-tools)  
-0.66 stars per week over 147 weeks  
-97 stars, 12 forks, 3 watches  
-[data](categories/data.md) category, created 2020-05-02, last commit 2023-01-18, main language Python  
-<sub><sup>cli, parquet, parquet-tools</sup></sub>
-
-
-### [fonduer-tutorials](https://github.com/hazyresearch/fonduer-tutorials) by [hazyresearch](https://github.com/hazyresearch)  
-fonduer-tutorials: A collection of simple tutorials for using Fonduer  
-[https://github.com/HazyResearch/fonduer](https://github.com/HazyResearch/fonduer)  
-[https://github.com/hazyresearch/fonduer-tutorials](https://github.com/hazyresearch/fonduer-tutorials)  
-0.38 stars per week over 258 weeks  
-97 stars, 25 forks, 18 watches  
-[nlp](categories/nlp.md) category, created 2018-03-23, last commit 2020-05-27, main language Jupyter Notebook  
-
-
-### [forestatrisk](https://github.com/ghislainv/forestatrisk) by [ghislainv](https://github.com/ghislainv)  
-forestatrisk: :package: :snake: Python package to model and forecast the risk of deforestation  
-[https://ecology.ghislainv.fr/forestatrisk](https://ecology.ghislainv.fr/forestatrisk)  
-[https://github.com/ghislainv/forestatrisk](https://github.com/ghislainv/forestatrisk)  
-0.29 stars per week over 326 weeks  
-96 stars, 21 forks, 4 watches  
-[gis](categories/gis.md) category, created 2016-12-01, last commit 2022-08-23, main language Python  
-<sub><sup>biodiversity-scenario, co2-emissions, deforestation, deforestation-risk, forecasting, forest-cover-change, ipbes, ipcc, land-use-change, protected-areas, python, redd, roads, spatial-analysis, spatial-autocorrelation, spatial-modelling, tropical-forests</sup></sub>
+### [prefect-anyscale](https://github.com/anyscale/prefect-anyscale) by [anyscale](https://github.com/anyscale)  
+prefect-anyscale: Prefect integration with Anyscale  
+[https://github.com/anyscale/prefect-anyscale](https://github.com/anyscale/prefect-anyscale)  
+0.36 stars per week over 16 weeks  
+6 stars, 1 forks, 3 watches  
+[ml-ops](categories/ml-ops.md) category, created 2022-11-07, last commit 2023-03-02, main language Python  
 
 
-### [AutoProfiler](https://github.com/cmudig/autoprofiler) by [cmudig](https://github.com/cmudig)  
-AutoProfiler: Automatically profile dataframes in the Jupyter sidebar  
-[https://github.com/cmudig/autoprofiler](https://github.com/cmudig/autoprofiler)  
-1.91 stars per week over 49 weeks  
-94 stars, 5 forks, 1 watches  
-[jupyter](categories/jupyter.md) category, created 2022-03-24, last commit 2023-02-28, main language Svelte  
-<sub><sup>jupyter, pandas, python</sup></sub>
+### [crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python) by [dylanhogg](https://github.com/dylanhogg)  
+crazy-awesome-python: A curated list of awesome Python frameworks, with a bias towards data and machine learning  
+[https://www.awesomepython.org/](https://www.awesomepython.org/)  
+[https://github.com/dylanhogg/crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python)  
+0.38 stars per week over 141 weeks  
+53 stars, 8 forks, 3 watches  
+[study](categories/study.md) category, created 2020-06-20, last commit 2023-03-03, main language HTML  
+<sub><sup>awesome-list, data, machine-learning, natural-language-processing, python, python-data, python-frameworks, python-library, python-machine-learning, python-nlp</sup></sub>
 
 
-### [gds_env](https://github.com/darribas/gds_env) by [darribas](https://github.com/darribas)  
-gds_env: A containerised platform for Geographic Data Science  
-[https://darribas.org/gds_env](https://darribas.org/gds_env)  
-[https://github.com/darribas/gds_env](https://github.com/darribas/gds_env)  
-0.27 stars per week over 342 weeks  
-93 stars, 36 forks, 9 watches  
-[gis](categories/gis.md) category, created 2016-08-12, last commit 2022-12-09, main language Jupyter Notebook  
-<sub><sup>docker, geographic-data-science, jupyter-lab, latex, python, r</sup></sub>
+### [byt5](https://github.com/google-research/byt5) by [google-research](https://github.com/google-research)  
+google-research/byt5  
+[https://github.com/google-research/byt5](https://github.com/google-research/byt5)  
+4.46 stars per week over 92 weeks  
+413 stars, 25 forks, 11 watches  
+[nlp](categories/nlp.md) category, created 2021-05-26, last commit 2022-03-02, main language Python  
 
 
-### [AIQC](https://github.com/aiqc/aiqc) by [aiqc](https://github.com/aiqc)  
-AIQC: End-to-end deep learning on your desktop or server.  
-[https://github.com/aiqc/aiqc](https://github.com/aiqc/aiqc)  
-0.78 stars per week over 117 weeks  
-91 stars, 20 forks, 4 watches  
-[ml-ops](categories/ml-ops.md) category, created 2020-12-02, last commit 2022-12-16, main language Jupyter Notebook  
+### [ottr](https://github.com/airbnb/ottr) by [airbnb](https://github.com/airbnb)  
+ottr: Serverless Public Key Infrastructure Framework  
+[https://github.com/airbnb/ottr](https://github.com/airbnb/ottr)  
+3.29 stars per week over 79 weeks  
+261 stars, 30 forks, 7 watches  
+[util](categories/util.md) category, created 2021-08-27, last commit 2022-01-04, main language Python  
 
 
 ### [tigerlily](https://github.com/benedekrozemberczki/tigerlily) by [benedekrozemberczki](https://github.com/benedekrozemberczki)  
 TigerLily: Finding drug interactions in silico with the Graph.  
 [https://github.com/benedekrozemberczki/tigerlily](https://github.com/benedekrozemberczki/tigerlily)  
-1.71 stars per week over 52 weeks  
+1.7 stars per week over 52 weeks  
 90 stars, 9 forks, 1 watches  
 [ml-dl](categories/ml-dl.md) category, created 2022-02-28, last commit 2022-12-17, main language Jupyter Notebook  
 <sub><sup>biology, ddi, deep-learning, drug-drug-interaction, embedding, gradient-boosting, graph, graph-database, graph-embedding, graph-machine-learning, heterogeneous-graph, knowledge-graph, machine-learning, network-science, node, node-embedding, pharmaceuticals, tigergraph, unsupervised-learning</sup></sub>
 
 
-### [area](https://github.com/scisco/area) by [scisco](https://github.com/scisco)  
-area: Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python  
-[https://github.com/scisco/area](https://github.com/scisco/area)  
-0.23 stars per week over 379 weeks  
-87 stars, 20 forks, 3 watches  
-[gis](categories/gis.md) category, created 2015-11-25, last commit 2018-10-31, main language Python  
+### [LOD2BuildingModel](https://github.com/gdaosu/lod2buildingmodel) by [gdaosu](https://github.com/gdaosu)  
+LOD2BuildingModel: SAT2LoD2: Automated LoD-2 Model Reconstruction from Satellite-derived DSM and Orthophoto  
+[https://github.com/gdaosu/lod2buildingmodel](https://github.com/gdaosu/lod2buildingmodel)  
+1.32 stars per week over 78 weeks  
+104 stars, 23 forks, 9 watches  
+[gis](categories/gis.md) category, created 2021-08-30, last commit 2022-07-21, main language Python  
 
 
-### [xyzservices](https://github.com/geopandas/xyzservices) by [geopandas](https://github.com/geopandas)  
-xyzservices: Source of XYZ tiles providers  
-[https://xyzservices.readthedocs.io/](https://xyzservices.readthedocs.io/)  
-[https://github.com/geopandas/xyzservices](https://github.com/geopandas/xyzservices)  
-0.94 stars per week over 93 weeks  
-87 stars, 19 forks, 11 watches  
-[gis](categories/gis.md) category, created 2021-05-21, last commit 2023-03-01, main language Python  
+### [axcell](https://github.com/paperswithcode/axcell) by [paperswithcode](https://github.com/paperswithcode)  
+axcell: Tools for extracting tables and results from Machine Learning papers  
+[https://github.com/paperswithcode/axcell](https://github.com/paperswithcode/axcell)  
+1.81 stars per week over 192 weeks  
+349 stars, 56 forks, 13 watches  
+[util](categories/util.md) category, created 2019-06-27, last commit 2021-06-23, main language Python  
 
 
-### [ged2dot](https://github.com/vmiklos/ged2dot) by [vmiklos](https://github.com/vmiklos)  
-ged2dot: GEDCOM to Graphviz converter  
-[https://vmiklos.hu/ged2dot/](https://vmiklos.hu/ged2dot/)  
-[https://github.com/vmiklos/ged2dot](https://github.com/vmiklos/ged2dot)  
-0.18 stars per week over 487 weeks  
-87 stars, 17 forks, 6 watches  
-[data](categories/data.md) category, created 2013-11-01, last commit 2023-02-26, main language Python  
-<sub><sup>dot, gedcom, libreoffice, python</sup></sub>
+### [geolambda](https://github.com/developmentseed/geolambda) by [developmentseed](https://github.com/developmentseed)  
+geolambda: Create and deploy Geospatial AWS Lambda functions  
+[https://github.com/developmentseed/geolambda](https://github.com/developmentseed/geolambda)  
+0.93 stars per week over 304 weeks  
+282 stars, 85 forks, 50 watches  
+[gis](categories/gis.md) category, created 2017-05-02, last commit 2021-02-16, main language Dockerfile  
 
 
-### [sparklines](https://github.com/deeplook/sparklines) by [deeplook](https://github.com/deeplook)  
-sparklines: Text-based sparkline command line mimicking those of Edward Tuft.  
-[https://github.com/deeplook/sparklines](https://github.com/deeplook/sparklines)  
-0.24 stars per week over 354 weeks  
-84 stars, 6 forks, 3 watches  
-[term](categories/term.md) category, created 2016-05-17, last commit 2021-06-26, main language Python  
-<sub><sup>ascii, command-line-tool, graphs, python, sparkline-graphs, sparklines</sup></sub>
+### [python-gedcom](https://github.com/nickreynke/python-gedcom) by [nickreynke](https://github.com/nickreynke)  
+python-gedcom: Python module for parsing, analyzing, and manipulating GEDCOM files  
+[https://nickreynke.github.io/python-gedcom/gedcom/index.html](https://nickreynke.github.io/python-gedcom/gedcom/index.html)  
+[https://github.com/nickreynke/python-gedcom](https://github.com/nickreynke/python-gedcom)  
+0.45 stars per week over 268 weeks  
+122 stars, 31 forks, 16 watches  
+[data](categories/data.md) category, created 2018-01-09, last commit 2021-06-03, main language Python  
+<sub><sup>gedcom, gedcom-parser, parser, python</sup></sub>
 
 
-### [spherely](https://github.com/benbovy/spherely) by [benbovy](https://github.com/benbovy)  
-spherely: Manipulation and analysis of geometric objects on the sphere.  
-[https://spherely.readthedocs.io/](https://spherely.readthedocs.io/)  
-[https://github.com/benbovy/spherely](https://github.com/benbovy/spherely)  
-5.8 stars per week over 14 weeks  
-82 stars, 2 forks, 4 watches  
-[gis](categories/gis.md) category, created 2022-11-24, last commit 2023-01-12, main language C++  
+### [cowait](https://github.com/backtick-se/cowait) by [backtick-se](https://github.com/backtick-se)  
+cowait: Containerized distributed programming framework for Python  
+[https://cowait.io](https://cowait.io)  
+[https://github.com/backtick-se/cowait](https://github.com/backtick-se/cowait)  
+0.3 stars per week over 180 weeks  
+55 stars, 5 forks, 8 watches  
+[util](categories/util.md) category, created 2019-09-18, last commit 2022-09-22, main language Python  
+<sub><sup>dask, data-engineering, data-science, docker, kubernetes, python, spark, task-scheduler, workflow-engine</sup></sub>
 
 
-### [asyncpraw](https://github.com/praw-dev/asyncpraw) by [praw-dev](https://github.com/praw-dev)  
-asyncpraw: Async PRAW, an abbreviation for "Asynchronous Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
-[https://asyncpraw.readthedocs.io](https://asyncpraw.readthedocs.io)  
-[https://github.com/praw-dev/asyncpraw](https://github.com/praw-dev/asyncpraw)  
-0.39 stars per week over 212 weeks  
-82 stars, 14 forks, 3 watches  
-[ml-dl](categories/ml-dl.md) category, created 2019-02-05, last commit 2023-02-25, main language Python  
-<sub><sup>api, async, asyncpraw, oauth, praw, python, reddit, reddit-api</sup></sub>
+### [pynamical](https://github.com/gboeing/pynamical) by [gboeing](https://github.com/gboeing)  
+Pynamical is a Python package for modeling and visualizing discrete nonlinear dynamical systems, chaos, and fractals.  
+[https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/](https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/)  
+[https://github.com/gboeing/pynamical](https://github.com/gboeing/pynamical)  
+1.29 stars per week over 440 weeks  
+567 stars, 109 forks, 31 watches  
+[sim](categories/sim.md) category, created 2014-09-28, last commit 2022-05-24, main language Python  
+<sub><sup>animation, bifurcation-diagram, chaos, cobweb-plot, fractal, fractals, ipynb, logistic, math, matplotlib, modeling, nonlinear, numba, numpy, pandas, phase-diagram, physics, python, systems, visualization</sup></sub>
 
 
-### [sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper) by [aws-samples](https://github.com/aws-samples)  
-sagemaker-ssh-helper: A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH  
-[https://github.com/aws-samples/sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper)  
-4.05 stars per week over 20 weeks  
-81 stars, 10 forks, 6 watches  
-[util](categories/util.md) category, created 2022-10-14, last commit 2023-02-27, main language Python  
-<sub><sup>amazon-sagemaker, aws, aws-systems-manager, machine-learning, pycharm, sagemaker, sagemaker-studio, ssh, vscode</sup></sub>
+### [forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts) by [pgniewko](https://github.com/pgniewko)  
+forward_forward_vhts: The Forward-Forward Algorithm for Drug Discovery  
+[https://github.com/pgniewko/forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts)  
+2.97 stars per week over 9 weeks  
+28 stars, 5 forks, 1 watches  
+[ml](categories/ml.md) category, created 2022-12-29, last commit 2022-12-30, main language Jupyter Notebook  
 
 
-### [projectRegularization](https://github.com/zorzi-s/projectregularization) by [zorzi-s](https://github.com/zorzi-s)  
-projectRegularization: Regularization of Building Boundaries using Adversarial and Regularized losses  
-[https://github.com/zorzi-s/projectregularization](https://github.com/zorzi-s/projectregularization)  
-0.87 stars per week over 93 weeks  
-81 stars, 8 forks, 2 watches  
-[gis](categories/gis.md) category, created 2021-05-18, last commit 2021-09-17, main language Python  
+### [apilogs](https://github.com/rpgreen/apilogs) by [rpgreen](https://github.com/rpgreen)  
+apilogs: Easy logging and debugging for Amazon API Gateway and AWS Lambda Serverless APIs  
+[https://github.com/rpgreen/apilogs](https://github.com/rpgreen/apilogs)  
+0.74 stars per week over 338 weeks  
+249 stars, 19 forks, 9 watches  
+[util](categories/util.md) category, created 2016-09-07, last commit 2019-11-13, main language Python  
+<sub><sup>api, api-gateway, aws, aws-apigateway, aws-lambda, cloudwatch-logs, gateway, lambda, logging</sup></sub>
 
 
-### [jake](https://github.com/sonatype-nexus-community/jake) by [sonatype-nexus-community](https://github.com/sonatype-nexus-community)  
-jake: Check your Python environments for vulnerable Open Source packages with OSS Index or Sonatype Nexus Lifecycle.  
-[https://jake.readthedocs.io/](https://jake.readthedocs.io/)  
-[https://github.com/sonatype-nexus-community/jake](https://github.com/sonatype-nexus-community/jake)  
-0.45 stars per week over 177 weeks  
-80 stars, 21 forks, 8 watches  
-[security](categories/security.md) category, created 2019-10-10, last commit 2023-02-22, main language Python  
-<sub><sup>nexus-iq, ossindex, python, sonatype-iq, vulnerabilities, vulnerability-scanners</sup></sub>
+### [Deep-Video-Inpainting](https://github.com/mcahny/deep-video-inpainting) by [mcahny](https://github.com/mcahny)  
+Deep-Video-Inpainting: Official pytorch implementation for "Deep Video Inpainting" (CVPR 2019)  
+[https://github.com/mcahny/deep-video-inpainting](https://github.com/mcahny/deep-video-inpainting)  
+2.34 stars per week over 197 weeks  
+463 stars, 88 forks, 14 watches  
+[ml-dl](categories/ml-dl.md) category, created 2019-05-22, last commit 2020-12-10, main language Python  
 
 
-### [cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic) by [developmentseed](https://github.com/developmentseed)  
-cogeo-mosaic: Create and use COG mosaic based on mosaicJSON  
-[https://developmentseed.org/cogeo-mosaic/](https://developmentseed.org/cogeo-mosaic/)  
-[https://github.com/developmentseed/cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic)  
-0.39 stars per week over 198 weeks  
-78 stars, 21 forks, 8 watches  
-[gis](categories/gis.md) category, created 2019-05-14, last commit 2023-02-06, main language Python  
+### [stat453-deep-learning-ss20](https://github.com/rasbt/stat453-deep-learning-ss20) by [rasbt](https://github.com/rasbt)  
+stat453-deep-learning-ss20: STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020)  
+[http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/](http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/)  
+[https://github.com/rasbt/stat453-deep-learning-ss20](https://github.com/rasbt/stat453-deep-learning-ss20)  
+3.21 stars per week over 162 weeks  
+523 stars, 154 forks, 36 watches  
+[study](categories/study.md) category, created 2020-01-20, last commit 2020-05-01, main language Jupyter Notebook  
 
 
-### [torchnnprofiler](https://github.com/kshitij12345/torchnnprofiler) by [kshitij12345](https://github.com/kshitij12345)  
-torchnnprofiler: Context Manager to profile the forward and backward times of PyTorch's nn.Module  
-[https://github.com/kshitij12345/torchnnprofiler](https://github.com/kshitij12345/torchnnprofiler)  
-3.98 stars per week over 18 weeks  
-75 stars, 3 forks, 4 watches  
-[profiling](categories/profiling.md) category, created 2022-10-22, last commit 2022-11-02, main language Python  
+### [zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text) by [yoadtew](https://github.com/yoadtew)  
+zero-shot-image-to-text: Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic  
+[https://github.com/yoadtew/zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text)  
+2.75 stars per week over 66 weeks  
+182 stars, 26 forks, 7 watches  
+[nlp](categories/nlp.md) category, created 2021-11-26, last commit 2022-09-17, main language Python  
 
 
-### [cottonwood](https://github.com/brohrer/cottonwood) by [brohrer](https://github.com/brohrer)  
-cottonwood: A flexible neural network framework for running experiments and trying ideas.  
-[https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/](https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/)  
-[https://github.com/brohrer/cottonwood](https://github.com/brohrer/cottonwood)  
-0.41 stars per week over 178 weeks  
-74 stars, 13 forks, 14 watches  
-[ml](categories/ml.md) category, created 2019-09-29, last commit 2020-02-02, main language Python  
+### [forestatrisk](https://github.com/ghislainv/forestatrisk) by [ghislainv](https://github.com/ghislainv)  
+forestatrisk: :package: :snake: Python package to model and forecast the risk of deforestation  
+[https://ecology.ghislainv.fr/forestatrisk](https://ecology.ghislainv.fr/forestatrisk)  
+[https://github.com/ghislainv/forestatrisk](https://github.com/ghislainv/forestatrisk)  
+0.29 stars per week over 326 weeks  
+96 stars, 21 forks, 4 watches  
+[gis](categories/gis.md) category, created 2016-12-01, last commit 2022-08-23, main language Python  
+<sub><sup>biodiversity-scenario, co2-emissions, deforestation, deforestation-risk, forecasting, forest-cover-change, ipbes, ipcc, land-use-change, protected-areas, python, redd, roads, spatial-analysis, spatial-autocorrelation, spatial-modelling, tropical-forests</sup></sub>
 
 
-### [dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam) by [googlecloudplatform](https://github.com/googlecloudplatform)  
-googlecloudplatform/dataflow-geobeam  
-[https://github.com/googlecloudplatform/dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam)  
-0.62 stars per week over 108 weeks  
-67 stars, 25 forks, 10 watches  
-[gis](categories/gis.md) category, created 2021-02-04, last commit 2022-11-29, main language Python  
+### [tf-metal-experiments](https://github.com/tlkh/tf-metal-experiments) by [tlkh](https://github.com/tlkh)  
+tf-metal-experiments: TensorFlow Metal Backend on Apple Silicon Experiments (just for fun)  
+[https://github.com/tlkh/tf-metal-experiments](https://github.com/tlkh/tf-metal-experiments)  
+2.73 stars per week over 70 weeks  
+193 stars, 20 forks, 11 watches  
+[perf](categories/perf.md) category, created 2021-10-26, last commit 2021-11-15, main language Jupyter Notebook  
+<sub><sup>benchmark, bert, deep-learning, gpu, m1, m1-max, tensorflow</sup></sub>
 
 
-### [in3](https://github.com/blockchainsllc/in3) by [blockchainsllc](https://github.com/blockchainsllc)  
-in3: The IN3 client (written in C).  
-[https://in3.readthedocs.io/en/develop/index.html](https://in3.readthedocs.io/en/develop/index.html)  
-[https://github.com/blockchainsllc/in3](https://github.com/blockchainsllc/in3)  
-0.37 stars per week over 180 weeks  
-66 stars, 19 forks, 12 watches  
-[crypto](categories/crypto.md) category, created 2019-09-17, last commit 2022-04-01, main language C  
-<sub><sup>blockchain, crypto-economic, ethereum, ipfs, verify</sup></sub>
+### [STTN](https://github.com/researchmm/sttn) by [researchmm](https://github.com/researchmm)  
+[ECCV'2020] STTN: Learning Joint Spatial-Temporal Transformations for Video Inpainting  
+[https://arxiv.org/abs/2007.10247](https://arxiv.org/abs/2007.10247)  
+[https://github.com/researchmm/sttn](https://github.com/researchmm/sttn)  
+2.62 stars per week over 138 weeks  
+362 stars, 72 forks, 20 watches  
+[ml-dl](categories/ml-dl.md) category, created 2020-07-10, last commit 2021-07-26, main language Jupyter Notebook  
+<sub><sup>completing-videos, spatial-temporal, transformer, video-inpainting</sup></sub>
 
 
-### [pycircular](https://github.com/albahnsen/pycircular) by [albahnsen](https://github.com/albahnsen)  
-pycircular is a Python module for circular data analysis  
-[https://github.com/albahnsen/pycircular](https://github.com/albahnsen/pycircular)  
-2.6 stars per week over 24 weeks  
-64 stars, 3 forks, 5 watches  
-[math](categories/math.md) category, created 2022-09-12, last commit 2023-01-21, main language Python  
+### [fastapi_client](https://github.com/dmontagu/fastapi_client) by [dmontagu](https://github.com/dmontagu)  
+fastapi_client: FastAPI client generator  
+[https://github.com/dmontagu/fastapi_client](https://github.com/dmontagu/fastapi_client)  
+1.58 stars per week over 187 weeks  
+296 stars, 39 forks, 8 watches  
+[web](categories/web.md) category, created 2019-08-03, last commit 2021-02-11, main language Python  
 
 
-### [street-network-models](https://github.com/gboeing/street-network-models) by [gboeing](https://github.com/gboeing)  
-street-network-models: Street network models and indicators for every urban area in the world  
-[https://osf.io/f2dqc](https://osf.io/f2dqc)  
-[https://github.com/gboeing/street-network-models](https://github.com/gboeing/street-network-models)  
-0.43 stars per week over 150 weeks  
-64 stars, 4 forks, 2 watches  
-[sim](categories/sim.md) category, created 2020-04-13, last commit 2021-03-05, main language Python  
+### [populationsim](https://github.com/activitysim/populationsim) by [activitysim](https://github.com/activitysim)  
+populationsim: An Open Platform for Population Synthesis  
+[https://activitysim.github.io/populationsim](https://activitysim.github.io/populationsim)  
+[https://github.com/activitysim/populationsim](https://github.com/activitysim/populationsim)  
+0.13 stars per week over 315 weeks  
+40 stars, 28 forks, 11 watches  
+[sim](categories/sim.md) category, created 2017-02-14, last commit 2021-11-19, main language Jupyter Notebook  
+<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, population-synthesis, python</sup></sub>
+
+
+### [peartree](https://github.com/kuanb/peartree) by [kuanb](https://github.com/kuanb)  
+peartree: A library for converting transit data into a directed graph for sketch network analysis.  
+[https://github.com/kuanb/peartree](https://github.com/kuanb/peartree)  
+0.69 stars per week over 277 weeks  
+192 stars, 17 forks, 13 watches  
+[gis](categories/gis.md) category, created 2017-11-12, last commit 2021-01-18, main language Python  
+<sub><sup>gis, graphs, gtfs, modeling, network-analysis, spatial-analysis, transit</sup></sub>
 
 
 ### [easystac](https://github.com/cloudsen12/easystac) by [cloudsen12](https://github.com/cloudsen12)  
@@ -8914,50 +9374,89 @@ easystac: A Python package for simple STAC queries
 <sub><sup>earth-observation, gis, planetary-computer, python, python3, radiant, remote-sensing, spatio-temporal, spatio-temporal-data, stac</sup></sub>
 
 
-### [repository-scanner](https://github.com/abnamro/repository-scanner) by [abnamro](https://github.com/abnamro)  
-repository-scanner: Tool to detect secrets in source code management systems.  
-[https://github.com/abnamro/repository-scanner](https://github.com/abnamro/repository-scanner)  
-2.31 stars per week over 25 weeks  
-58 stars, 3 forks, 6 watches  
-[security](categories/security.md) category, created 2022-09-08, last commit 2023-02-28, main language Python  
+### [google-drive-downloader](https://github.com/ndrplz/google-drive-downloader) by [ndrplz](https://github.com/ndrplz)  
+google-drive-downloader: Minimal class to download shared files from Google Drive.  
+[https://github.com/ndrplz/google-drive-downloader](https://github.com/ndrplz/google-drive-downloader)  
+0.92 stars per week over 273 weeks  
+252 stars, 62 forks, 11 watches  
+[data](categories/data.md) category, created 2017-12-08, last commit 2019-02-09, main language Python  
 
 
-### [mapalignment](https://github.com/lydorn/mapalignment) by [lydorn](https://github.com/lydorn)  
-mapalignment: Aligning and Updating Cadaster Maps with Remote Sensing Images  
-[https://github.com/lydorn/mapalignment](https://github.com/lydorn/mapalignment)  
-0.25 stars per week over 234 weeks  
-58 stars, 14 forks, 4 watches  
-[gis](categories/gis.md) category, created 2018-09-05, last commit 2020-09-03, main language Python  
+### [stat451-machine-learning-fs20](https://github.com/rasbt/stat451-machine-learning-fs20) by [rasbt](https://github.com/rasbt)  
+stat451-machine-learning-fs20: STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020)  
+[https://github.com/rasbt/stat451-machine-learning-fs20](https://github.com/rasbt/stat451-machine-learning-fs20)  
+2.55 stars per week over 134 weeks  
+343 stars, 180 forks, 18 watches  
+[study](categories/study.md) category, created 2020-08-06, last commit 2020-12-03, main language Jupyter Notebook  
 
 
-### [cowait](https://github.com/backtick-se/cowait) by [backtick-se](https://github.com/backtick-se)  
-cowait: Containerized distributed programming framework for Python  
-[https://cowait.io](https://cowait.io)  
-[https://github.com/backtick-se/cowait](https://github.com/backtick-se/cowait)  
-0.31 stars per week over 180 weeks  
-55 stars, 5 forks, 8 watches  
-[util](categories/util.md) category, created 2019-09-18, last commit 2022-09-22, main language Python  
-<sub><sup>dask, data-engineering, data-science, docker, kubernetes, python, spark, task-scheduler, workflow-engine</sup></sub>
+### [BoundaryVT](https://github.com/edomel/boundaryvt) by [edomel](https://github.com/edomel)  
+edomel/boundaryvt  
+[https://github.com/edomel/boundaryvt](https://github.com/edomel/boundaryvt)  
+0.03 stars per week over 31 weeks  
+1 stars, 0 forks, 2 watches  
+[gis](categories/gis.md) category, created 2022-07-29, last commit 2023-02-24, main language Python  
 
 
-### [pysnyk](https://github.com/snyk-labs/pysnyk) by [snyk-labs](https://github.com/snyk-labs)  
-pysnyk: A Python client for the Snyk API.  
-[https://snyk.docs.apiary.io/](https://snyk.docs.apiary.io/)  
-[https://github.com/snyk-labs/pysnyk](https://github.com/snyk-labs/pysnyk)  
-0.25 stars per week over 212 weeks  
-53 stars, 95 forks, 10 watches  
-[security](categories/security.md) category, created 2019-02-03, last commit 2023-01-20, main language Python  
-<sub><sup>api, python, snyk</sup></sub>
+### [terminaltables](https://github.com/matthewdeanmartin/terminaltables) by [matthewdeanmartin](https://github.com/matthewdeanmartin)  
+terminaltables: Generate simple tables in terminals from a nested list of strings.  
+[https://robpol86.github.io/terminaltables](https://robpol86.github.io/terminaltables)  
+[https://github.com/matthewdeanmartin/terminaltables](https://github.com/matthewdeanmartin/terminaltables)  
+0.38 stars per week over 65 weeks  
+25 stars, 5 forks, 0 watches  
+[term](categories/term.md) category, created 2021-12-04, last commit 2022-01-30, main language Python  
 
 
-### [crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python) by [dylanhogg](https://github.com/dylanhogg)  
-crazy-awesome-python: A curated list of awesome Python frameworks, with a bias towards data and machine learning  
-[https://www.awesomepython.org/](https://www.awesomepython.org/)  
-[https://github.com/dylanhogg/crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python)  
-0.38 stars per week over 140 weeks  
-53 stars, 8 forks, 3 watches  
-[study](categories/study.md) category, created 2020-06-20, last commit 2023-02-11, main language HTML  
-<sub><sup>awesome-list, data, machine-learning, natural-language-processing, python, python-data, python-frameworks, python-library, python-machine-learning, python-nlp</sup></sub>
+### [bta-lib](https://github.com/mementum/bta-lib) by [mementum](https://github.com/mementum)  
+bta-lib: Technical Analysis library in pandas for backtesting algotrading and quantitative analysis  
+[https://github.com/mementum/bta-lib](https://github.com/mementum/bta-lib)  
+2.49 stars per week over 161 weeks  
+401 stars, 97 forks, 25 watches  
+[finance](categories/finance.md) category, created 2020-01-31, last commit 2020-03-11, main language Python  
+
+
+### [stochastic](https://github.com/crflynn/stochastic) by [crflynn](https://github.com/crflynn)  
+stochastic: Generate realizations of stochastic processes in python.  
+[http://stochastic.readthedocs.io/en/stable/](http://stochastic.readthedocs.io/en/stable/)  
+[https://github.com/crflynn/stochastic](https://github.com/crflynn/stochastic)  
+1.05 stars per week over 315 weeks  
+332 stars, 64 forks, 15 watches  
+[sim](categories/sim.md) category, created 2017-02-17, last commit 2022-07-12, main language Python  
+<sub><sup>probability, stochastic, stochastic-differential-equations, stochastic-processes, stochastic-simulation-algorithm, stochastic-volatility-models</sup></sub>
+
+
+### [ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm) by [nerolation](https://github.com/nerolation)  
+ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io  
+[https://github.com/nerolation/ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm)  
+0.47 stars per week over 103 weeks  
+48 stars, 10 forks, 1 watches  
+[crypto](categories/crypto.md) category, created 2021-03-13, last commit 2023-02-25, main language Python  
+
+
+### [Polygonization-by-Frame-Field-Learning](https://github.com/lydorn/polygonization-by-frame-field-learning) by [lydorn](https://github.com/lydorn)  
+Polygonization-by-Frame-Field-Learning: This repository contains the code for our fast polygonal building extraction from overhead images pipeline.  
+[https://github.com/lydorn/polygonization-by-frame-field-learning](https://github.com/lydorn/polygonization-by-frame-field-learning)  
+1.49 stars per week over 144 weeks  
+215 stars, 54 forks, 11 watches  
+[gis](categories/gis.md) category, created 2020-05-26, last commit 2022-12-09, main language Python  
+<sub><sup>field, frame, polygonization, remote, segmentation, sensing</sup></sub>
+
+
+### [python-bizdays](https://github.com/wilsonfreitas/python-bizdays) by [wilsonfreitas](https://github.com/wilsonfreitas)  
+python-bizdays: Business days calculations and utilities  
+[http://wilsonfreitas.github.io/python-bizdays/](http://wilsonfreitas.github.io/python-bizdays/)  
+[https://github.com/wilsonfreitas/python-bizdays](https://github.com/wilsonfreitas/python-bizdays)  
+0.12 stars per week over 496 weeks  
+62 stars, 30 forks, 7 watches  
+[finance](categories/finance.md) category, created 2013-09-01, last commit 2023-01-20, main language Jupyter Notebook  
+
+
+### [trafficSimulator](https://github.com/bilhim/trafficsimulator) by [bilhim](https://github.com/bilhim)  
+bilhim/trafficsimulator  
+[https://github.com/bilhim/trafficsimulator](https://github.com/bilhim/trafficsimulator)  
+2.85 stars per week over 78 weeks  
+222 stars, 83 forks, 16 watches  
+[sim](categories/sim.md) category, created 2021-09-05, last commit 2021-09-07, main language Python  
 
 
 ### [crazy-awesome-crypto](https://github.com/dylanhogg/crazy-awesome-crypto) by [dylanhogg](https://github.com/dylanhogg)  
@@ -8970,96 +9469,148 @@ crazy-awesome-crypto: A list of awesome crypto and blockchain projects
 <sub><sup>awesome, awesome-list, bitcoin, blockchain, crypto, cryptocurrency, data, data-analysis, ethereum, github</sup></sub>
 
 
-### [ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm) by [nerolation](https://github.com/nerolation)  
-ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io  
-[https://github.com/nerolation/ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm)  
-0.47 stars per week over 102 weeks  
-48 stars, 10 forks, 1 watches  
-[crypto](categories/crypto.md) category, created 2021-03-13, last commit 2023-02-25, main language Python  
+### [SDNE](https://github.com/suanrong/sdne) by [suanrong](https://github.com/suanrong)  
+SDNE: This is a implementation of SDNE (Structural Deep Network embedding)  
+[http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding](http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding)  
+[https://github.com/suanrong/sdne](https://github.com/suanrong/sdne)  
+0.95 stars per week over 326 weeks  
+310 stars, 123 forks, 10 watches  
+[ml-dl](categories/ml-dl.md) category, created 2016-11-30, last commit 2021-09-10, main language Python  
 
 
-### [radiant-mlhub](https://github.com/radiantearth/radiant-mlhub) by [radiantearth](https://github.com/radiantearth)  
-radiant-mlhub: A Python client for the Radiant MLHub API (https://mlhub.earth).  
-[https://radiant-mlhub.readthedocs.io/](https://radiant-mlhub.readthedocs.io/)  
-[https://github.com/radiantearth/radiant-mlhub](https://github.com/radiantearth/radiant-mlhub)  
-0.37 stars per week over 124 weeks  
-46 stars, 10 forks, 5 watches  
-[gis](categories/gis.md) category, created 2020-10-13, last commit 2023-02-13, main language Python  
-<sub><sup>machine-learning, python, python-3, python-client, satellite-imagery, stac</sup></sub>
+### [fonduer-tutorials](https://github.com/hazyresearch/fonduer-tutorials) by [hazyresearch](https://github.com/hazyresearch)  
+fonduer-tutorials: A collection of simple tutorials for using Fonduer  
+[https://github.com/HazyResearch/fonduer](https://github.com/HazyResearch/fonduer)  
+[https://github.com/hazyresearch/fonduer-tutorials](https://github.com/hazyresearch/fonduer-tutorials)  
+0.38 stars per week over 258 weeks  
+97 stars, 25 forks, 18 watches  
+[nlp](categories/nlp.md) category, created 2018-03-23, last commit 2020-05-27, main language Jupyter Notebook  
+
+
+### [jsontopydantic](https://github.com/brokenloop/jsontopydantic) by [brokenloop](https://github.com/brokenloop)  
+jsontopydantic: Web tool for generating Pydantic models from JSON objects  
+[https://jsontopydantic.com](https://jsontopydantic.com)  
+[https://github.com/brokenloop/jsontopydantic](https://github.com/brokenloop/jsontopydantic)  
+1.35 stars per week over 118 weeks  
+160 stars, 8 forks, 3 watches  
+[util](categories/util.md) category, created 2020-11-28, last commit 2022-05-13, main language TypeScript  
+
+
+### [cookiecutter-modern-datascience](https://github.com/crmne/cookiecutter-modern-datascience) by [crmne](https://github.com/crmne)  
+cookiecutter-modern-datascience: Start a data science project with modern tools  
+[https://github.com/crmne/cookiecutter-modern-datascience](https://github.com/crmne/cookiecutter-modern-datascience)  
+1.03 stars per week over 138 weeks  
+143 stars, 29 forks, 3 watches  
+[template](categories/template.md) category, created 2020-07-06, last commit 2022-06-10, main language Python  
+<sub><sup>cookiecutter, cookiecutter-data-science, cookiecutter-template, datascience, python</sup></sub>
+
+
+### [dashing](https://github.com/federicoceratto/dashing) by [federicoceratto](https://github.com/federicoceratto)  
+dashing: Terminal dashboards for Python  
+[https://dashing.readthedocs.io/en/latest/](https://dashing.readthedocs.io/en/latest/)  
+[https://github.com/federicoceratto/dashing](https://github.com/federicoceratto/dashing)  
+1.16 stars per week over 300 weeks  
+347 stars, 30 forks, 9 watches  
+[term](categories/term.md) category, created 2017-06-03, last commit 2020-09-06, main language Python  
+<sub><sup>charts, dashboard, gauges, python, python3, terminal, terminal-based</sup></sub>
+
+
+### [python-collab-template](https://github.com/eugeneyan/python-collab-template) by [eugeneyan](https://github.com/eugeneyan)  
+python-collab-template: 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.  
+[https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/](https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/)  
+[https://github.com/eugeneyan/python-collab-template](https://github.com/eugeneyan/python-collab-template)  
+0.9 stars per week over 141 weeks  
+127 stars, 37 forks, 4 watches  
+[template](categories/template.md) category, created 2020-06-21, last commit 2022-07-02, main language Python  
+<sub><sup>coverage, github-actions, hacktoberfest, linting, makefile, python, type-checking, unit-testing</sup></sub>
+
+
+### [sparklines](https://github.com/deeplook/sparklines) by [deeplook](https://github.com/deeplook)  
+sparklines: Text-based sparkline command line mimicking those of Edward Tuft.  
+[https://github.com/deeplook/sparklines](https://github.com/deeplook/sparklines)  
+0.24 stars per week over 354 weeks  
+84 stars, 6 forks, 3 watches  
+[term](categories/term.md) category, created 2016-05-17, last commit 2021-06-26, main language Python  
+<sub><sup>ascii, command-line-tool, graphs, python, sparkline-graphs, sparklines</sup></sub>
 
 
-### [PokerPy](https://github.com/glpcc/pokerpy) by [glpcc](https://github.com/glpcc)  
-PokerPy: Texas Hold'em Poker Probability Calculator in Python  
-[https://github.com/glpcc/pokerpy](https://github.com/glpcc/pokerpy)  
-3.5 stars per week over 11 weeks  
-41 stars, 4 forks, 1 watches  
-[sim](categories/sim.md) category, created 2022-12-11, last commit 2023-02-10, main language C++  
-<sub><sup>cpp, fast, performance, poker, pybind11, python, texas-holdem</sup></sub>
+### [cottonwood](https://github.com/brohrer/cottonwood) by [brohrer](https://github.com/brohrer)  
+cottonwood: A flexible neural network framework for running experiments and trying ideas.  
+[https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/](https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/)  
+[https://github.com/brohrer/cottonwood](https://github.com/brohrer/cottonwood)  
+0.41 stars per week over 179 weeks  
+74 stars, 13 forks, 14 watches  
+[ml](categories/ml.md) category, created 2019-09-29, last commit 2020-02-02, main language Python  
 
 
-### [populationsim](https://github.com/activitysim/populationsim) by [activitysim](https://github.com/activitysim)  
-populationsim: An Open Platform for Population Synthesis  
-[https://activitysim.github.io/populationsim](https://activitysim.github.io/populationsim)  
-[https://github.com/activitysim/populationsim](https://github.com/activitysim/populationsim)  
-0.13 stars per week over 315 weeks  
-40 stars, 28 forks, 11 watches  
-[sim](categories/sim.md) category, created 2017-02-14, last commit 2021-11-19, main language Jupyter Notebook  
-<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, population-synthesis, python</sup></sub>
+### [address-net](https://github.com/jasonrig/address-net) by [jasonrig](https://github.com/jasonrig)  
+address-net: A package to structure Australian addresses  
+[https://github.com/jasonrig/address-net](https://github.com/jasonrig/address-net)  
+0.79 stars per week over 221 weeks  
+176 stars, 72 forks, 13 watches  
+[gis](categories/gis.md) category, created 2018-12-05, last commit 2020-09-09, main language Python  
+<sub><sup>address-parser, deep-learning, machine-learning, rnn</sup></sub>
 
 
-### [mapply](https://github.com/ddelange/mapply) by [ddelange](https://github.com/ddelange)  
-mapply: Sensible multi-core apply function for Pandas  
-[https://github.com/ddelange/mapply](https://github.com/ddelange/mapply)  
-0.32 stars per week over 122 weeks  
-39 stars, 3 forks, 4 watches  
-[pandas](categories/pandas.md) category, created 2020-10-26, last commit 2022-12-16, main language Python  
+### [arxiv-dl](https://github.com/markhershey/arxiv-dl) by [markhershey](https://github.com/markhershey)  
+arxiv-dl: Command-line ArXiv & CVF (CVPR, ICCV, WACV) Paper Downloader  
+[https://pypi.org/project/arxiv-dl/](https://pypi.org/project/arxiv-dl/)  
+[https://github.com/markhershey/arxiv-dl](https://github.com/markhershey/arxiv-dl)  
+0.14 stars per week over 110 weeks  
+16 stars, 4 forks, 2 watches  
+[util](categories/util.md) category, created 2021-01-21, last commit 2023-01-30, main language Python  
+<sub><sup>arxiv, command-line-tool, cvpr, downloader, paper, paper-with-code</sup></sub>
 
 
-### [python-driver](https://github.com/scylladb/python-driver) by [scylladb](https://github.com/scylladb)  
-python-driver: ScyllaDB Python Driver, originally DataStax Python Driver for Apache Cassandra  
-[https://python-driver.docs.scylladb.com](https://python-driver.docs.scylladb.com)  
-[https://github.com/scylladb/python-driver](https://github.com/scylladb/python-driver)  
-0.17 stars per week over 223 weeks  
-38 stars, 27 forks, 6 watches  
-[data](categories/data.md) category, created 2018-11-20, last commit 2023-02-15, main language Python  
-<sub><sup>python, scylladb</sup></sub>
+### [calm-notebooks](https://github.com/koaning/calm-notebooks) by [koaning](https://github.com/koaning)  
+calm-notebooks: notebooks that are used at calmcode.io  
+[https://calmcode.io](https://calmcode.io)  
+[https://github.com/koaning/calm-notebooks](https://github.com/koaning/calm-notebooks)  
+1.1 stars per week over 157 weeks  
+172 stars, 148 forks, 7 watches  
+[study](categories/study.md) category, created 2020-03-01, last commit 2021-10-21, main language Jupyter Notebook  
 
 
-### [punctuator](https://github.com/ferdinandzhong/punctuator) by [ferdinandzhong](https://github.com/ferdinandzhong)  
-punctuator: A small seq2seq punctuator tool based on DistilBERT  
-[https://github.com/ferdinandzhong/punctuator](https://github.com/ferdinandzhong/punctuator)  
-0.3 stars per week over 119 weeks  
-36 stars, 5 forks, 1 watches  
-[nlp](categories/nlp.md) category, created 2020-11-19, last commit 2022-09-28, main language Python  
-<sub><sup>bert, bert-ner, chinese-nlp, deep-learning, nlp, punctuation, pytorch, seq2seq</sup></sub>
+### [GameGAN_code](https://github.com/nv-tlabs/gamegan_code) by [nv-tlabs](https://github.com/nv-tlabs)  
+GameGAN_code: Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020)  
+[https://github.com/nv-tlabs/gamegan_code](https://github.com/nv-tlabs/gamegan_code)  
+1.77 stars per week over 116 weeks  
+206 stars, 35 forks, 10 watches  
+[sim](categories/sim.md) category, created 2020-12-11, last commit 2021-11-11, main language Python  
 
 
-### [airflow-provider-ray](https://github.com/anyscale/airflow-provider-ray) by [anyscale](https://github.com/anyscale)  
-airflow-provider-ray: Ray provider for Apache Airflow  
-[https://github.com/anyscale/airflow-provider-ray](https://github.com/anyscale/airflow-provider-ray)  
-0.31 stars per week over 104 weeks  
-32 stars, 10 forks, 13 watches  
-[ml-ops](categories/ml-ops.md) category, created 2021-03-05, last commit 2021-10-03, main language Python  
+### [mapcompare](https://github.com/gregorhd/mapcompare) by [gregorhd](https://github.com/gregorhd)  
+mapcompare: Comparison of Python packages and libraries for visualising geospatial vector data: applications for Smarter Cities.  
+[https://github.com/gregorhd/mapcompare](https://github.com/gregorhd/mapcompare)  
+0.3 stars per week over 93 weeks  
+28 stars, 0 forks, 2 watches  
+[gis](categories/gis.md) category, created 2021-05-21, last commit 2022-12-03, main language Python  
+<sub><sup>comparison, data-visualisation, data-viz, interactive-visualisations, sample-visualisation, urban-data-science, visualisation-libraries</sup></sub>
 
 
-### [pyfuncol](https://github.com/gondolav/pyfuncol) by [gondolav](https://github.com/gondolav)  
-pyfuncol: Functional collections extension functions for Python  
-[https://pyfuncol.readthedocs.io/](https://pyfuncol.readthedocs.io/)  
-[https://github.com/gondolav/pyfuncol](https://github.com/gondolav/pyfuncol)  
-0.51 stars per week over 63 weeks  
-32 stars, 2 forks, 3 watches  
-[util](categories/util.md) category, created 2021-12-16, last commit 2023-02-27, main language Python  
-<sub><sup>collections, extension-functions, functional, parallel, python, python3</sup></sub>
+### [pytrait](https://github.com/xrudelis/pytrait) by [xrudelis](https://github.com/xrudelis)  
+pytrait: Traits for Python3  
+[https://github.com/xrudelis/pytrait](https://github.com/xrudelis/pytrait)  
+1.84 stars per week over 67 weeks  
+123 stars, 3 forks, 3 watches  
+[util](categories/util.md) category, created 2021-11-21, last commit 2021-11-27, main language Python  
 
 
-### [odin](https://github.com/python-odin/odin) by [python-odin](https://github.com/python-odin)  
-odin: Data-structure definition/validation/traversal, mapping and serialisation toolkit for Python  
-[https://odin.readthedocs.org/en/latest/](https://odin.readthedocs.org/en/latest/)  
-[https://github.com/python-odin/odin](https://github.com/python-odin/odin)  
-0.06 stars per week over 497 weeks  
-29 stars, 7 forks, 3 watches  
-[util](categories/util.md) category, created 2013-08-20, last commit 2023-02-26, main language Python  
-<sub><sup>csv, data-mapping, data-structures, de-serialize, json, msgpack, python, serialize, validation, xml, yaml</sup></sub>
+### [boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api) by [bowenc0221](https://github.com/bowenc0221)  
+boundary-iou-api: Boundary IoU API (Beta version)  
+[https://github.com/bowenc0221/boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api)  
+1.77 stars per week over 100 weeks  
+179 stars, 19 forks, 8 watches  
+[gis](categories/gis.md) category, created 2021-03-29, last commit 2021-04-05, main language Python  
+
+
+### [socialways](https://github.com/crowdbotp/socialways) by [crowdbotp](https://github.com/crowdbotp)  
+socialways: Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs (CVPR 2019)  
+[https://github.com/crowdbotp/socialways](https://github.com/crowdbotp/socialways)  
+0.55 stars per week over 201 weeks  
+111 stars, 45 forks, 9 watches  
+[sim](categories/sim.md) category, created 2019-04-23, last commit 2020-03-20, main language Python  
+<sub><sup>crowd-simulation, gan, generative-adversarial-network, human-trajectory-prediction, info-gan, pedestrian, pedestrian-trajectories, prediction-model, self-driving-car, social-gan, social-navigation, social-robots, social-ways, trajectory-forecasting, trajectory-prediction</sup></sub>
 
 
 ### [geonetworkx](https://github.com/artelys/geonetworkx) by [artelys](https://github.com/artelys)  
@@ -9070,13 +9621,21 @@ geonetworkx: Python tools for geographic graphs
 [gis](categories/gis.md) category, created 2019-10-24, last commit 2021-06-28, main language Python  
 
 
-### [mapcompare](https://github.com/gregorhd/mapcompare) by [gregorhd](https://github.com/gregorhd)  
-mapcompare: Comparison of Python packages and libraries for visualising geospatial vector data: applications for Smarter Cities.  
-[https://github.com/gregorhd/mapcompare](https://github.com/gregorhd/mapcompare)  
-0.3 stars per week over 93 weeks  
-28 stars, 0 forks, 2 watches  
-[gis](categories/gis.md) category, created 2021-05-21, last commit 2022-12-03, main language Python  
-<sub><sup>comparison, data-visualisation, data-viz, interactive-visualisations, sample-visualisation, urban-data-science, visualisation-libraries</sup></sub>
+### [punctuator](https://github.com/ferdinandzhong/punctuator) by [ferdinandzhong](https://github.com/ferdinandzhong)  
+punctuator: A small seq2seq punctuator tool based on DistilBERT  
+[https://github.com/ferdinandzhong/punctuator](https://github.com/ferdinandzhong/punctuator)  
+0.3 stars per week over 119 weeks  
+36 stars, 5 forks, 1 watches  
+[nlp](categories/nlp.md) category, created 2020-11-19, last commit 2022-09-28, main language Python  
+<sub><sup>bert, bert-ner, chinese-nlp, deep-learning, nlp, punctuation, pytorch, seq2seq</sup></sub>
+
+
+### [rl-course](https://github.com/anyscale/rl-course) by [anyscale](https://github.com/anyscale)  
+anyscale/rl-course  
+[https://github.com/anyscale/rl-course](https://github.com/anyscale/rl-course)  
+0.34 stars per week over 52 weeks  
+18 stars, 1 forks, 5 watches  
+[study](categories/study.md) category, created 2022-03-01, last commit 2023-01-02, main language Jupyter Notebook  
 
 
 ### [crowddynamics](https://github.com/crowddynamics/crowddynamics)  
@@ -9089,30 +9648,13 @@ crowddynamics: Continuous-time multi-agent crowd simulation engine implemented i
 <sub><sup>continuous-time, crowd-dynamics, crowd-simulation, multi-agent</sup></sub>
 
 
-### [forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts) by [pgniewko](https://github.com/pgniewko)  
-forward_forward_vhts: The Forward-Forward Algorithm for Drug Discovery  
-[https://github.com/pgniewko/forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts)  
-3.06 stars per week over 9 weeks  
-28 stars, 5 forks, 1 watches  
-[ml](categories/ml.md) category, created 2022-12-29, last commit 2022-12-30, main language Jupyter Notebook  
-
-
-### [terminaltables](https://github.com/matthewdeanmartin/terminaltables) by [matthewdeanmartin](https://github.com/matthewdeanmartin)  
-terminaltables: Generate simple tables in terminals from a nested list of strings.  
-[https://robpol86.github.io/terminaltables](https://robpol86.github.io/terminaltables)  
-[https://github.com/matthewdeanmartin/terminaltables](https://github.com/matthewdeanmartin/terminaltables)  
-0.39 stars per week over 64 weeks  
-25 stars, 5 forks, 0 watches  
-[term](categories/term.md) category, created 2021-12-04, last commit 2022-01-30, main language Python  
-
-
-### [valhalla-nmt](https://github.com/jerryyli/valhalla-nmt) by [jerryyli](https://github.com/jerryyli)  
-valhalla-nmt: Code repository for CVPR 2022 paper "VALHALLA: Visual Hallucination for Machine Translation"  
-[https://github.com/jerryyli/valhalla-nmt](https://github.com/jerryyli/valhalla-nmt)  
-0.47 stars per week over 49 weeks  
-23 stars, 4 forks, 1 watches  
-[ml-dl](categories/ml-dl.md) category, created 2022-03-22, last commit 2023-02-19, main language Python  
-<sub><sup>computer-vision, machine-translation, multimodal-learning, natural-language-processing</sup></sub>
+### [python-project-template](https://github.com/dylanhogg/python-project-template) by [dylanhogg](https://github.com/dylanhogg)  
+python-project-template: A quick-start Python project template with helpful functionality and common libraries.  
+[https://github.com/dylanhogg/python-project-template](https://github.com/dylanhogg/python-project-template)  
+0.01 stars per week over 159 weeks  
+1 stars, 0 forks, 2 watches  
+[template](categories/template.md) category, created 2020-02-12, last commit 2022-08-19, main language Python  
+<sub><sup>cookiecutter, jupyterlab, python, template</sup></sub>
 
 
 ### [pacal](https://github.com/jszymon/pacal) by [jszymon](https://github.com/jszymon)  
@@ -9123,50 +9665,39 @@ PaCAL - ProbAbilistic CALculator
 [math](categories/math.md) category, created 2014-08-04, last commit 2022-11-02, main language Python  
 
 
-### [pardata](https://github.com/codait/pardata) by [codait](https://github.com/codait)  
-codait/pardata  
-[https://pardata.readthedocs.io/en/latest/](https://pardata.readthedocs.io/en/latest/)  
-[https://github.com/codait/pardata](https://github.com/codait/pardata)  
-0.15 stars per week over 119 weeks  
-18 stars, 5 forks, 11 watches  
-[data](categories/data.md) category, created 2020-11-17, last commit 2021-12-01, main language Python  
-<sub><sup>artificial-intelligence, data-science, dataset, machine-learning, python</sup></sub>
-
-
-### [rl-course](https://github.com/anyscale/rl-course) by [anyscale](https://github.com/anyscale)  
-anyscale/rl-course  
-[https://github.com/anyscale/rl-course](https://github.com/anyscale/rl-course)  
-0.32 stars per week over 52 weeks  
-17 stars, 0 forks, 5 watches  
-[study](categories/study.md) category, created 2022-03-01, last commit 2023-01-02, main language Jupyter Notebook  
+### [street-network-models](https://github.com/gboeing/street-network-models) by [gboeing](https://github.com/gboeing)  
+street-network-models: Street network models and indicators for every urban area in the world  
+[https://osf.io/f2dqc](https://osf.io/f2dqc)  
+[https://github.com/gboeing/street-network-models](https://github.com/gboeing/street-network-models)  
+0.42 stars per week over 150 weeks  
+64 stars, 4 forks, 2 watches  
+[sim](categories/sim.md) category, created 2020-04-13, last commit 2021-03-05, main language Python  
 
 
-### [MapRepair](https://github.com/zorzi-s/maprepair) by [zorzi-s](https://github.com/zorzi-s)  
-MapRepair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images  
-[https://github.com/zorzi-s/maprepair](https://github.com/zorzi-s/maprepair)  
-0.13 stars per week over 135 weeks  
-17 stars, 4 forks, 2 watches  
-[gis](categories/gis.md) category, created 2020-07-30, last commit 2021-05-17, main language Python  
+### [projectRegularization](https://github.com/zorzi-s/projectregularization) by [zorzi-s](https://github.com/zorzi-s)  
+projectRegularization: Regularization of Building Boundaries using Adversarial and Regularized losses  
+[https://github.com/zorzi-s/projectregularization](https://github.com/zorzi-s/projectregularization)  
+0.88 stars per week over 93 weeks  
+82 stars, 8 forks, 2 watches  
+[gis](categories/gis.md) category, created 2021-05-18, last commit 2021-09-17, main language Python  
 
 
-### [arxiv-dl](https://github.com/markhershey/arxiv-dl) by [markhershey](https://github.com/markhershey)  
-arxiv-dl: Command-line ArXiv & CVF (CVPR, ICCV, WACV) Paper Downloader  
-[https://pypi.org/project/arxiv-dl/](https://pypi.org/project/arxiv-dl/)  
-[https://github.com/markhershey/arxiv-dl](https://github.com/markhershey/arxiv-dl)  
-0.15 stars per week over 110 weeks  
-16 stars, 4 forks, 2 watches  
-[util](categories/util.md) category, created 2021-01-21, last commit 2023-01-30, main language Python  
-<sub><sup>arxiv, command-line-tool, cvpr, downloader, paper, paper-with-code</sup></sub>
+### [markov_clustering](https://github.com/guyallard/markov_clustering) by [guyallard](https://github.com/guyallard)  
+markov_clustering: markov clustering in python  
+[https://github.com/guyallard/markov_clustering](https://github.com/guyallard/markov_clustering)  
+0.47 stars per week over 283 weeks  
+134 stars, 34 forks, 9 watches  
+[graph](categories/graph.md) category, created 2017-09-27, last commit 2018-12-11, main language Python  
+<sub><sup>clustering, markov-clustering, networks, python</sup></sub>
 
 
-### [micropip](https://github.com/pyodide/micropip) by [pyodide](https://github.com/pyodide)  
-micropip: A lightweight Python package installer for Pyodide  
-[https://micropip.pyodide.org](https://micropip.pyodide.org)  
-[https://github.com/pyodide/micropip](https://github.com/pyodide/micropip)  
-0.66 stars per week over 24 weeks  
-16 stars, 5 forks, 5 watches  
-[util](categories/util.md) category, created 2022-09-15, last commit 2023-02-20, main language Python  
-<sub><sup>package-installer, pyodide, python, webassembly</sup></sub>
+### [malloy-py](https://github.com/malloydata/malloy-py) by [malloydata](https://github.com/malloydata)  
+malloy-py: Python package for executing Malloy  
+[https://github.com/malloydata/malloy-py](https://github.com/malloydata/malloy-py)  
+0.17 stars per week over 17 weeks  
+3 stars, 1 forks, 4 watches  
+[data](categories/data.md) category, created 2022-11-02, last commit 2023-01-17, main language Python  
+<sub><sup>business-analytics, business-intelligence, data, data-modeling, python, semantic-modeling, sql</sup></sub>
 
 
 ### [wikinet](https://github.com/harangju/wikinet) by [harangju](https://github.com/harangju)  
@@ -9177,12 +9708,20 @@ wikinet: Python library for exploring networks of hyperlinked Wikipedia articles
 [data](categories/data.md) category, created 2019-08-05, last commit 2022-01-25, main language Jupyter Notebook  
 
 
-### [docutils-stubs](https://github.com/tk0miya/docutils-stubs) by [tk0miya](https://github.com/tk0miya)  
-tk0miya/docutils-stubs  
-[https://github.com/tk0miya/docutils-stubs](https://github.com/tk0miya/docutils-stubs)  
-0.03 stars per week over 226 weeks  
-7 stars, 5 forks, 6 watches  
-[typing](categories/typing.md) category, created 2018-11-02, last commit 2022-01-02, main language Python  
+### [area](https://github.com/scisco/area) by [scisco](https://github.com/scisco)  
+area: Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python  
+[https://github.com/scisco/area](https://github.com/scisco/area)  
+0.23 stars per week over 379 weeks  
+87 stars, 20 forks, 3 watches  
+[gis](categories/gis.md) category, created 2015-11-25, last commit 2018-10-31, main language Python  
+
+
+### [mapalignment](https://github.com/lydorn/mapalignment) by [lydorn](https://github.com/lydorn)  
+mapalignment: Aligning and Updating Cadaster Maps with Remote Sensing Images  
+[https://github.com/lydorn/mapalignment](https://github.com/lydorn/mapalignment)  
+0.25 stars per week over 234 weeks  
+58 stars, 14 forks, 4 watches  
+[gis](categories/gis.md) category, created 2018-09-05, last commit 2020-09-03, main language Python  
 
 
 ### [dynpy](https://github.com/artemyk/dynpy) by [artemyk](https://github.com/artemyk)  
@@ -9193,21 +9732,12 @@ dynpy: Dynamical systems for Python
 [sim](categories/sim.md) category, created 2014-09-12, last commit 2018-09-28, main language Python  
 
 
-### [prefect-anyscale](https://github.com/anyscale/prefect-anyscale) by [anyscale](https://github.com/anyscale)  
-prefect-anyscale: Prefect integration with Anyscale  
-[https://github.com/anyscale/prefect-anyscale](https://github.com/anyscale/prefect-anyscale)  
-0.36 stars per week over 16 weeks  
-6 stars, 1 forks, 3 watches  
-[ml-ops](categories/ml-ops.md) category, created 2022-11-07, last commit 2023-03-02, main language Python  
-
-
-### [malloy-py](https://github.com/malloydata/malloy-py) by [malloydata](https://github.com/malloydata)  
-malloy-py: Python package for executing Malloy  
-[https://github.com/malloydata/malloy-py](https://github.com/malloydata/malloy-py)  
-0.17 stars per week over 17 weeks  
-3 stars, 1 forks, 4 watches  
-[data](categories/data.md) category, created 2022-11-02, last commit 2023-01-17, main language Python  
-<sub><sup>business-analytics, business-intelligence, data, data-modeling, python, semantic-modeling, sql</sup></sub>
+### [PyCausality](https://github.com/zackeskin/pycausality) by [zackeskin](https://github.com/zackeskin)  
+PyCausality: Calculate predictive causality between time series using information-theoretic techniques  
+[https://github.com/zackeskin/pycausality](https://github.com/zackeskin/pycausality)  
+0.28 stars per week over 240 weeks  
+67 stars, 22 forks, 6 watches  
+[time-series](categories/time-series.md) category, created 2018-07-26, last commit 2018-12-24, main language Python  
 
 
 ### [wagyu](https://github.com/lycantropos/wagyu) by [lycantropos](https://github.com/lycantropos)  
@@ -9219,24 +9749,23 @@ wagyu: Python port of mapbox/wagyu library (with separate C++ binding)
 [gis](categories/gis.md) category, created 2020-06-30, last commit 2020-11-21, main language Python  
 
 
-### [BoundaryVT](https://github.com/edomel/boundaryvt) by [edomel](https://github.com/edomel)  
-edomel/boundaryvt  
-[https://github.com/edomel/boundaryvt](https://github.com/edomel/boundaryvt)  
-0.03 stars per week over 31 weeks  
-1 stars, 0 forks, 2 watches  
-[gis](categories/gis.md) category, created 2022-07-29, last commit 2023-02-24, main language Python  
+### [Lenia-Tutorial](https://github.com/openlenia/lenia-tutorial) by [openlenia](https://github.com/openlenia)  
+openlenia/lenia-tutorial  
+[https://github.com/openlenia/lenia-tutorial](https://github.com/openlenia/lenia-tutorial)  
+0.27 stars per week over 85 weeks  
+23 stars, 2 forks, 2 watches  
+[sim](categories/sim.md) category, created 2021-07-15, last commit 2021-07-26, main language Jupyter Notebook  
 
 
-### [python-project-template](https://github.com/dylanhogg/python-project-template) by [dylanhogg](https://github.com/dylanhogg)  
-python-project-template: A quick-start Python project template with helpful functionality and common libraries.  
-[https://github.com/dylanhogg/python-project-template](https://github.com/dylanhogg/python-project-template)  
-0.01 stars per week over 159 weeks  
-1 stars, 0 forks, 2 watches  
-[template](categories/template.md) category, created 2020-02-12, last commit 2022-08-19, main language Python  
-<sub><sup>cookiecutter, jupyterlab, python, template</sup></sub>
+### [MapRepair](https://github.com/zorzi-s/maprepair) by [zorzi-s](https://github.com/zorzi-s)  
+MapRepair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images  
+[https://github.com/zorzi-s/maprepair](https://github.com/zorzi-s/maprepair)  
+0.13 stars per week over 135 weeks  
+17 stars, 4 forks, 2 watches  
+[gis](categories/gis.md) category, created 2020-07-30, last commit 2021-05-17, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/crypto.md b/categories/crypto.md
index fa9e193..bbe3d49 100644
--- a/categories/crypto.md
+++ b/categories/crypto.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 19 curated crypto Python libraries and frameworks ordered by stars.  
+A selection of 18 curated crypto Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -8,9 +8,9 @@ Checkout the interactive version that you can filter and sort:
 ### [ccxt](https://github.com/ccxt/ccxt)  
 ccxt: A JavaScript / Python / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges  
 [https://github.com/ccxt/ccxt](https://github.com/ccxt/ccxt)  
-90 stars per week over 302 weeks  
-27,411 stars, 6,725 forks, 940 watches  
-created 2017-05-14, last commit 2023-03-02, main language JavaScript  
+90 stars per week over 303 weeks  
+27,419 stars, 6,729 forks, 940 watches  
+created 2017-05-14, last commit 2023-03-04, main language JavaScript  
 <sub><sup>altcoin, api, arbitrage, bitcoin, bot, btc, crypto, cryptocurrency, e-commerce, eth, ethereum, exchange, invest, library, market-data, merchant, strategy, trade, trading</sup></sub>
 
 
@@ -19,17 +19,25 @@ freqtrade: Free, open source crypto trading bot
 [https://www.freqtrade.io](https://www.freqtrade.io)  
 [https://github.com/freqtrade/freqtrade](https://github.com/freqtrade/freqtrade)  
 69 stars per week over 302 weeks  
-20,897 stars, 4,494 forks, 594 watches  
-created 2017-05-17, last commit 2023-03-02, main language Python  
+20,908 stars, 4,495 forks, 595 watches  
+created 2017-05-17, last commit 2023-03-03, main language Python  
 <sub><sup>algorithmic-trading, bitcoin, cryptocurrencies, cryptocurrency, freqtrade, python, telegram-bot, trade, trading-bot</sup></sub>
 
 
+### [consensus-specs](https://github.com/ethereum/consensus-specs) by [ethereum](https://github.com/ethereum)  
+consensus-specs: Ethereum Proof-of-Stake Consensus Specifications  
+[https://github.com/ethereum/consensus-specs](https://github.com/ethereum/consensus-specs)  
+13 stars per week over 232 weeks  
+3,073 stars, 787 forks, 246 watches  
+created 2018-09-20, last commit 2023-03-02, main language Python  
+
+
 ### [web3.py](https://github.com/ethereum/web3.py) by [ethereum](https://github.com/ethereum)  
 web3.py: A python interface for interacting with the Ethereum blockchain and ecosystem.  
 [http://web3py.readthedocs.io](http://web3py.readthedocs.io)  
 [https://github.com/ethereum/web3.py](https://github.com/ethereum/web3.py)  
 11 stars per week over 359 weeks  
-4,061 stars, 1,352 forks, 117 watches  
+4,065 stars, 1,357 forks, 117 watches  
 created 2016-04-14, last commit 2023-02-24, main language Python  
 
 
@@ -38,64 +46,45 @@ slither: Static Analyzer for Solidity
 [https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/](https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/)  
 [https://github.com/crytic/slither](https://github.com/crytic/slither)  
 16 stars per week over 234 weeks  
-3,865 stars, 703 forks, 62 watches  
+3,873 stars, 704 forks, 62 watches  
 created 2018-09-05, last commit 2023-02-25, main language Python  
 <sub><sup>ethereum, solidity, static-analysis</sup></sub>
 
 
+### [cryptofeed](https://github.com/bmoscon/cryptofeed) by [bmoscon](https://github.com/bmoscon)  
+cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler  
+[https://github.com/bmoscon/cryptofeed](https://github.com/bmoscon/cryptofeed)  
+6.17 stars per week over 272 weeks  
+1,680 stars, 544 forks, 75 watches  
+created 2017-12-16, last commit 2023-03-04, main language Python  
+<sub><sup>asyncio, binance, bitcoin, btc, coinbase, coinbase-api, crypto, cryptocurrencies, cryptocurrency, ethereum, exchange, ftx-exchange, influxdb, market-data, python, trading, trading-platform, websocket, websockets</sup></sub>
+
+
 ### [Binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot) by [cyberpunkmetalhead](https://github.com/cyberpunkmetalhead)  
 Binance-volatility-trading-bot: This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.  
 [https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot)  
-34 stars per week over 94 weeks  
+34 stars per week over 95 weeks  
 3,243 stars, 760 forks, 148 watches  
 created 2021-05-08, last commit 2021-06-10, main language Python  
 
 
-### [consensus-specs](https://github.com/ethereum/consensus-specs) by [ethereum](https://github.com/ethereum)  
-consensus-specs: Ethereum Proof-of-Stake Consensus Specifications  
-[https://github.com/ethereum/consensus-specs](https://github.com/ethereum/consensus-specs)  
-13 stars per week over 232 weeks  
-3,069 stars, 786 forks, 244 watches  
-created 2018-09-20, last commit 2023-03-02, main language Python  
-
-
 ### [py-evm](https://github.com/ethereum/py-evm) by [ethereum](https://github.com/ethereum)  
 py-evm: A Python implementation of the Ethereum Virtual Machine  
 [https://py-evm.readthedocs.io/en/latest/](https://py-evm.readthedocs.io/en/latest/)  
 [https://github.com/ethereum/py-evm](https://github.com/ethereum/py-evm)  
 5.99 stars per week over 322 weeks  
-1,931 stars, 578 forks, 97 watches  
+1,933 stars, 578 forks, 97 watches  
 created 2016-12-27, last commit 2022-12-16, main language Python  
 <sub><sup>ethereum, ethereum-virtual-machine, evm, python</sup></sub>
 
 
-### [cryptofeed](https://github.com/bmoscon/cryptofeed) by [bmoscon](https://github.com/bmoscon)  
-cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler  
-[https://github.com/bmoscon/cryptofeed](https://github.com/bmoscon/cryptofeed)  
-6.18 stars per week over 271 weeks  
-1,680 stars, 544 forks, 76 watches  
-created 2017-12-16, last commit 2023-03-02, main language Python  
-<sub><sup>asyncio, binance, bitcoin, btc, coinbase, coinbase-api, crypto, cryptocurrencies, cryptocurrency, ethereum, exchange, ftx-exchange, influxdb, market-data, python, trading, trading-platform, websocket, websockets</sup></sub>
-
-
-### [blankly](https://github.com/blankly-finance/blankly) by [blankly-finance](https://github.com/blankly-finance)  
-blankly: 🚀 💸  Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.  
-[https://package.blankly.finance](https://package.blankly.finance)  
-[https://github.com/blankly-finance/blankly](https://github.com/blankly-finance/blankly)  
-14 stars per week over 103 weeks  
-1,472 stars, 193 forks, 28 watches  
-created 2021-03-09, last commit 2023-02-02, main language Python  
-<sub><sup>algotrading, binance, blankly, bot, bot-framework, bots, coinbase, crypto, cryptocurrency, framework, investment, platform, python, stocks, trading, trading-bot, trading-strategies</sup></sub>
-
-
-### [bit](https://github.com/ofek/bit) by [ofek](https://github.com/ofek)  
-Bitcoin made easy.  
-[https://ofek.dev/bit/](https://ofek.dev/bit/)  
-[https://github.com/ofek/bit](https://github.com/ofek/bit)  
-3.44 stars per week over 328 weeks  
-1,131 stars, 188 forks, 48 watches  
-created 2016-11-12, last commit 2023-02-11, main language Python  
-<sub><sup>bitcoin, cryptocurrencies, libraries, payments, python</sup></sub>
+### [ethtx](https://github.com/ethtx/ethtx)  
+ethtx: Python package with core transaction decoding functions.  
+[https://www.ethtx.info](https://www.ethtx.info)  
+[https://github.com/ethtx/ethtx](https://github.com/ethtx/ethtx)  
+4.61 stars per week over 87 weeks  
+405 stars, 64 forks, 16 watches  
+created 2021-06-28, last commit 2022-12-01, main language Python  
 
 
 ### [pycoingecko](https://github.com/man-c/pycoingecko) by [man-c](https://github.com/man-c)  
@@ -107,30 +96,14 @@ created 2018-08-24, last commit 2022-10-26, main language Python
 <sub><sup>api, api-wrapper, coingecko, crypto, cryptocurrency, nft, nfts, python, python3, wrapper</sup></sub>
 
 
-### [panoramix](https://github.com/palkeo/panoramix) by [palkeo](https://github.com/palkeo)  
-panoramix: Ethereum decompiler  
-[https://github.com/palkeo/panoramix](https://github.com/palkeo/panoramix)  
-3.54 stars per week over 158 weeks  
-562 stars, 154 forks, 31 watches  
-created 2020-02-17, last commit 2020-08-22, main language Python  
-
-
-### [crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app) by [pmaji](https://github.com/pmaji)  
-crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.  
-[https://github.com/pmaji/crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app)  
-2.08 stars per week over 266 weeks  
-555 stars, 135 forks, 48 watches  
-created 2018-01-23, last commit 2022-12-08, main language Python  
-<sub><sup>bitcoin, bitcoin-api, bitcoin-price, cryptocurrency, cryptocurrency-exchanges, cryptocurrency-price-ticker, cryptocurrency-prices, dash, ethereum, ethereum-blockchain, ethereum-price, gdax, gdax-api, gdax-python, litecoin, litecoin-price, plotly, plotly-dash, python, python3</sup></sub>
-
-
-### [ethtx](https://github.com/ethtx/ethtx)  
-ethtx: Python package with core transaction decoding functions.  
-[https://www.ethtx.info](https://www.ethtx.info)  
-[https://github.com/ethtx/ethtx](https://github.com/ethtx/ethtx)  
-4.64 stars per week over 87 weeks  
-406 stars, 64 forks, 16 watches  
-created 2021-06-28, last commit 2022-12-01, main language Python  
+### [bit](https://github.com/ofek/bit) by [ofek](https://github.com/ofek)  
+Bitcoin made easy.  
+[https://ofek.dev/bit/](https://ofek.dev/bit/)  
+[https://github.com/ofek/bit](https://github.com/ofek/bit)  
+3.44 stars per week over 329 weeks  
+1,131 stars, 188 forks, 48 watches  
+created 2016-11-12, last commit 2023-02-11, main language Python  
+<sub><sup>bitcoin, cryptocurrencies, libraries, payments, python</sup></sub>
 
 
 ### [eth-utils](https://github.com/ethereum/eth-utils) by [ethereum](https://github.com/ethereum)  
@@ -147,11 +120,19 @@ created 2017-02-07, last commit 2022-11-17, main language Python
 ethtx_ce: Ethereum transaction decoder (community version).  
 [https://ethtx.info](https://ethtx.info)  
 [https://github.com/ethtx/ethtx_ce](https://github.com/ethtx/ethtx_ce)  
-2.9 stars per week over 83 weeks  
+2.89 stars per week over 83 weeks  
 242 stars, 60 forks, 13 watches  
 created 2021-07-26, last commit 2022-12-22, main language Python  
 
 
+### [panoramix](https://github.com/palkeo/panoramix) by [palkeo](https://github.com/palkeo)  
+panoramix: Ethereum decompiler  
+[https://github.com/palkeo/panoramix](https://github.com/palkeo/panoramix)  
+3.55 stars per week over 158 weeks  
+564 stars, 154 forks, 31 watches  
+created 2020-02-17, last commit 2020-08-22, main language Python  
+
+
 ### [in3](https://github.com/blockchainsllc/in3) by [blockchainsllc](https://github.com/blockchainsllc)  
 in3: The IN3 client (written in C).  
 [https://in3.readthedocs.io/en/develop/index.html](https://in3.readthedocs.io/en/develop/index.html)  
@@ -162,6 +143,23 @@ created 2019-09-17, last commit 2022-04-01, main language C
 <sub><sup>blockchain, crypto-economic, ethereum, ipfs, verify</sup></sub>
 
 
+### [crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app) by [pmaji](https://github.com/pmaji)  
+crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.  
+[https://github.com/pmaji/crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app)  
+2.08 stars per week over 266 weeks  
+555 stars, 135 forks, 48 watches  
+created 2018-01-23, last commit 2022-12-08, main language Python  
+<sub><sup>bitcoin, bitcoin-api, bitcoin-price, cryptocurrency, cryptocurrency-exchanges, cryptocurrency-price-ticker, cryptocurrency-prices, dash, ethereum, ethereum-blockchain, ethereum-price, gdax, gdax-api, gdax-python, litecoin, litecoin-price, plotly, plotly-dash, python, python3</sup></sub>
+
+
+### [ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm) by [nerolation](https://github.com/nerolation)  
+ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io  
+[https://github.com/nerolation/ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm)  
+0.47 stars per week over 103 weeks  
+48 stars, 10 forks, 1 watches  
+created 2021-03-13, last commit 2023-02-25, main language Python  
+
+
 ### [crazy-awesome-crypto](https://github.com/dylanhogg/crazy-awesome-crypto) by [dylanhogg](https://github.com/dylanhogg)  
 crazy-awesome-crypto: A list of awesome crypto and blockchain projects  
 [https://www.awesomecrypto.xyz/](https://www.awesomecrypto.xyz/)  
@@ -172,15 +170,7 @@ created 2021-09-27, last commit 2023-02-13, main language Python
 <sub><sup>awesome, awesome-list, bitcoin, blockchain, crypto, cryptocurrency, data, data-analysis, ethereum, github</sup></sub>
 
 
-### [ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm) by [nerolation](https://github.com/nerolation)  
-ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io  
-[https://github.com/nerolation/ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm)  
-0.47 stars per week over 102 weeks  
-48 stars, 10 forks, 1 watches  
-created 2021-03-13, last commit 2023-02-25, main language Python  
-
-
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/data.md b/categories/data.md
index ac9d859..2306023 100644
--- a/categories/data.md
+++ b/categories/data.md
@@ -5,122 +5,124 @@ Checkout the interactive version that you can filter and sort:
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
+### [arrow](https://github.com/apache/arrow) by [apache](https://github.com/apache)  
+arrow: Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing  
+[https://arrow.apache.org/](https://arrow.apache.org/)  
+[https://github.com/apache/arrow](https://github.com/apache/arrow)  
+30 stars per week over 367 weeks  
+11,225 stars, 2,764 forks, 345 watches  
+created 2016-02-17, last commit 2023-03-04, main language C++  
+<sub><sup>arrow</sup></sub>
+
+
 ### [scrapy](https://github.com/scrapy/scrapy)  
 Scrapy, a fast high-level web crawling & scraping framework for Python.  
 [https://scrapy.org](https://scrapy.org)  
 [https://github.com/scrapy/scrapy](https://github.com/scrapy/scrapy)  
 68 stars per week over 679 weeks  
-46,335 stars, 9,883 forks, 1,782 watches  
+46,354 stars, 9,883 forks, 1,783 watches  
 created 2010-02-22, last commit 2023-03-02, main language Python  
 <sub><sup>crawler, crawling, framework, hacktoberfest, python, scraping, web-scraping, web-scraping-python</sup></sub>
 
 
+### [duckdb](https://github.com/duckdb/duckdb)  
+DuckDB is an in-process SQL OLAP Database Management System  
+[http://www.duckdb.org](http://www.duckdb.org)  
+[https://github.com/duckdb/duckdb](https://github.com/duckdb/duckdb)  
+35 stars per week over 244 weeks  
+8,808 stars, 815 forks, 136 watches  
+created 2018-06-26, last commit 2023-03-04, main language C++  
+<sub><sup>analytics, database, embedded-database, olap, sql</sup></sub>
+
+
+### [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
+sqlalchemy: The Database Toolkit for Python  
+[https://www.sqlalchemy.org](https://www.sqlalchemy.org)  
+[https://github.com/sqlalchemy/sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
+30 stars per week over 222 weeks  
+6,870 stars, 1,087 forks, 90 watches  
+created 2018-11-27, last commit 2023-03-03, main language Python  
+<sub><sup>python, sql, sqlalchemy</sup></sub>
+
+
+### [dvc](https://github.com/iterative/dvc) by [iterative](https://github.com/iterative)  
+dvc: 🦉Data Version Control | Git for Data & Models | ML Experiments Management  
+[https://dvc.org](https://dvc.org)  
+[https://github.com/iterative/dvc](https://github.com/iterative/dvc)  
+35 stars per week over 313 weeks  
+11,169 stars, 1,034 forks, 135 watches  
+created 2017-03-04, last commit 2023-03-04, main language Python  
+<sub><sup>ai, collaboration, data-science, data-version-control, developer-tools, git, hacktoberfest, machine-learning, python, reproducibility</sup></sub>
+
+
 ### [EasyOCR](https://github.com/jaidedai/easyocr) by [jaidedai](https://github.com/jaidedai)  
 EasyOCR: Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.  
 [https://www.jaided.ai](https://www.jaided.ai)  
 [https://github.com/jaidedai/easyocr](https://github.com/jaidedai/easyocr)  
-110 stars per week over 154 weeks  
-17,140 stars, 2,480 forks, 283 watches  
+110 stars per week over 155 weeks  
+17,157 stars, 2,483 forks, 283 watches  
 created 2020-03-14, last commit 2023-01-06, main language Python  
 <sub><sup>cnn, crnn, data-mining, deep-learning, easyocr, image-processing, information-retrieval, lstm, machine-learning, ocr, optical-character-recognition, python, pytorch, scene-text, scene-text-recognition</sup></sub>
 
 
-### [pyspider](https://github.com/binux/pyspider) by [binux](https://github.com/binux)  
-pyspider: A Powerful Spider(Web Crawler) System in Python.  
-[http://docs.pyspider.org/](http://docs.pyspider.org/)  
-[https://github.com/binux/pyspider](https://github.com/binux/pyspider)  
-33 stars per week over 471 weeks  
-15,756 stars, 3,672 forks, 905 watches  
-created 2014-02-21, last commit 2020-08-02, main language Python  
-<sub><sup>crawler, python</sup></sub>
-
-
 ### [faker](https://github.com/joke2k/faker) by [joke2k](https://github.com/joke2k)  
 Faker is a Python package that generates fake data for you.  
 [https://faker.readthedocs.io](https://faker.readthedocs.io)  
 [https://github.com/joke2k/faker](https://github.com/joke2k/faker)  
 28 stars per week over 537 weeks  
-15,461 stars, 1,728 forks, 222 watches  
-created 2012-11-12, last commit 2023-03-02, main language Python  
+15,469 stars, 1,728 forks, 222 watches  
+created 2012-11-12, last commit 2023-03-03, main language Python  
 <sub><sup>dataset, fake, fake-data, python, test-data, test-data-generator, testing</sup></sub>
 
 
-### [twint](https://github.com/twintproject/twint) by [twintproject](https://github.com/twintproject)  
-twint: An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.  
-[https://github.com/twintproject/twint](https://github.com/twintproject/twint)  
-48 stars per week over 298 weeks  
-14,453 stars, 2,486 forks, 313 watches  
-created 2017-06-10, last commit 2021-03-02, main language Python  
-<sub><sup>elasticsearch, kibana, osint, python, scrape, scrape-followers, scrape-following, scrape-likes, tweep, tweets, twint, twitter</sup></sub>
-
-
-### [arrow](https://github.com/apache/arrow) by [apache](https://github.com/apache)  
-arrow: Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing  
-[https://arrow.apache.org/](https://arrow.apache.org/)  
-[https://github.com/apache/arrow](https://github.com/apache/arrow)  
-30 stars per week over 367 weeks  
-11,218 stars, 2,761 forks, 345 watches  
-created 2016-02-17, last commit 2023-03-03, main language C++  
-<sub><sup>arrow</sup></sub>
-
-
-### [dvc](https://github.com/iterative/dvc) by [iterative](https://github.com/iterative)  
-dvc: 🦉Data Version Control | Git for Data & Models | ML Experiments Management  
-[https://dvc.org](https://dvc.org)  
-[https://github.com/iterative/dvc](https://github.com/iterative/dvc)  
-35 stars per week over 312 weeks  
-11,162 stars, 1,034 forks, 135 watches  
-created 2017-03-04, last commit 2023-03-02, main language Python  
-<sub><sup>ai, collaboration, data-science, data-version-control, developer-tools, git, hacktoberfest, machine-learning, python, reproducibility</sup></sub>
-
-
 ### [sqlmodel](https://github.com/tiangolo/sqlmodel) by [tiangolo](https://github.com/tiangolo)  
 sqlmodel: SQL databases in Python, designed for simplicity, compatibility, and robustness.  
 [https://sqlmodel.tiangolo.com/](https://sqlmodel.tiangolo.com/)  
 [https://github.com/tiangolo/sqlmodel](https://github.com/tiangolo/sqlmodel)  
 119 stars per week over 79 weeks  
-9,492 stars, 409 forks, 124 watches  
+9,495 stars, 409 forks, 125 watches  
 created 2021-08-24, last commit 2023-02-21, main language Python  
 <sub><sup>fastapi, json, json-schema, pydantic, python, sql, sqlalchemy</sup></sub>
 
 
-### [Photon](https://github.com/s0md3v/photon) by [s0md3v](https://github.com/s0md3v)  
-Photon: Incredibly fast crawler designed for OSINT.  
-[https://github.com/s0md3v/photon](https://github.com/s0md3v/photon)  
-36 stars per week over 257 weeks  
-9,429 stars, 1,380 forks, 325 watches  
-created 2018-03-30, last commit 2022-12-20, main language Python  
-<sub><sup>crawler, information-gathering, osint, python, spider</sup></sub>
-
-
-### [duckdb](https://github.com/duckdb/duckdb)  
-DuckDB is an in-process SQL OLAP Database Management System  
-[http://www.duckdb.org](http://www.duckdb.org)  
-[https://github.com/duckdb/duckdb](https://github.com/duckdb/duckdb)  
-35 stars per week over 244 weeks  
-8,723 stars, 813 forks, 135 watches  
-created 2018-06-26, last commit 2023-03-02, main language C++  
-<sub><sup>analytics, database, embedded-database, olap, sql</sup></sub>
-
-
 ### [datasette](https://github.com/simonw/datasette) by [simonw](https://github.com/simonw)  
 datasette: An open source multi-tool for exploring and publishing data  
 [https://datasette.io](https://datasette.io)  
 [https://github.com/simonw/datasette](https://github.com/simonw/datasette)  
 25 stars per week over 279 weeks  
-7,131 stars, 497 forks, 101 watches  
+7,185 stars, 498 forks, 101 watches  
 created 2017-10-23, last commit 2023-01-28, main language Python  
 <sub><sup>asgi, automatic-api, csv, datasets, datasette, datasette-io, docker, json, python, sql, sqlite</sup></sub>
 
 
-### [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
-sqlalchemy: The Database Toolkit for Python  
-[https://www.sqlalchemy.org](https://www.sqlalchemy.org)  
-[https://github.com/sqlalchemy/sqlalchemy](https://github.com/sqlalchemy/sqlalchemy)  
-30 stars per week over 222 weeks  
-6,868 stars, 1,084 forks, 90 watches  
-created 2018-11-27, last commit 2023-03-01, main language Python  
-<sub><sup>python, sql, sqlalchemy</sup></sub>
+### [data-diff](https://github.com/datafold/data-diff) by [datafold](https://github.com/datafold)  
+data-diff: Efficiently diff data in or across relational databases  
+[https://www.datafold.com/blog/open-source-data-diff](https://www.datafold.com/blog/open-source-data-diff)  
+[https://github.com/datafold/data-diff](https://github.com/datafold/data-diff)  
+41 stars per week over 51 weeks  
+2,155 stars, 102 forks, 16 watches  
+created 2022-03-07, last commit 2023-03-04, main language Python  
+<sub><sup>data-engineering, data-quality, data-quality-monitoring, data-science, database, databricks-sql, dataengineering, dataquality, dbt, mysql, oracle-database, postgres, postgresql, python, rdbms, snowflake, sql, trino</sup></sub>
+
+
+### [grist-core](https://github.com/gristlabs/grist-core) by [gristlabs](https://github.com/gristlabs)  
+grist-core: Grist is the evolution of spreadsheets.  
+[https://support.getgrist.com/self-managed/](https://support.getgrist.com/self-managed/)  
+[https://github.com/gristlabs/grist-core](https://github.com/gristlabs/grist-core)  
+25 stars per week over 145 weeks  
+3,669 stars, 171 forks, 41 watches  
+created 2020-05-22, last commit 2023-03-03, main language TypeScript  
+<sub><sup>awesome, database, spreadsheet</sup></sub>
+
+
+### [deepchecks](https://github.com/deepchecks/deepchecks)  
+Deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.  
+[https://docs.deepchecks.com/stable](https://docs.deepchecks.com/stable)  
+[https://github.com/deepchecks/deepchecks](https://github.com/deepchecks/deepchecks)  
+33 stars per week over 72 weeks  
+2,460 stars, 179 forks, 11 watches  
+created 2021-10-11, last commit 2023-03-03, main language Python  
+<sub><sup>data-drift, data-science, data-validation, deep-learning, html-report, jupyter-notebook, machine-learning, ml, mlops, model-monitoring, model-validation, pandas-dataframe, python, pytorch</sup></sub>
 
 
 ### [pyod](https://github.com/yzhao062/pyod) by [yzhao062](https://github.com/yzhao062)  
@@ -128,44 +130,93 @@ pyod: A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly
 [http://pyod.readthedocs.io](http://pyod.readthedocs.io)  
 [https://github.com/yzhao062/pyod](https://github.com/yzhao062/pyod)  
 24 stars per week over 282 weeks  
-6,784 stars, 1,239 forks, 152 watches  
+6,790 stars, 1,240 forks, 152 watches  
 created 2017-10-03, last commit 2022-12-16, main language Python  
 <sub><sup>anomaly, anomaly-detection, autoencoder, data-analysis, data-mining, data-science, deep-learning, fraud-detection, machine-learning, neural-networks, novelty-detection, out-of-distribution-detection, outlier-detection, outlier-ensembles, outliers, python, python2, python3, unsupervised-learning</sup></sub>
 
 
-### [flashtext](https://github.com/vi3k6i5/flashtext) by [vi3k6i5](https://github.com/vi3k6i5)  
-flashtext: Extract Keywords from sentence or Replace keywords in sentences.  
-[https://github.com/vi3k6i5/flashtext](https://github.com/vi3k6i5/flashtext)  
-18 stars per week over 289 weeks  
-5,362 stars, 599 forks, 139 watches  
-created 2017-08-15, last commit 2020-05-03, main language Python  
-<sub><sup>data-extraction, keyword-extraction, nlp, search-in-text, word2vec</sup></sub>
+### [amundsen](https://github.com/amundsen-io/amundsen) by [amundsen-io](https://github.com/amundsen-io)  
+Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.  
+[https://www.amundsen.io/amundsen/](https://www.amundsen.io/amundsen/)  
+[https://github.com/amundsen-io/amundsen](https://github.com/amundsen-io/amundsen)  
+19 stars per week over 198 weeks  
+3,796 stars, 906 forks, 246 watches  
+created 2019-05-14, last commit 2023-02-28, main language Python  
+<sub><sup>amundsen, data-catalog, data-discovery, linuxfoundation, metadata</sup></sub>
+
+
+### [ibis](https://github.com/ibis-project/ibis) by [ibis-project](https://github.com/ibis-project)  
+ibis: Expressive analytics in Python at any scale.  
+[https://ibis-project.org](https://ibis-project.org)  
+[https://github.com/ibis-project/ibis](https://github.com/ibis-project/ibis)  
+6.03 stars per week over 411 weeks  
+2,478 stars, 397 forks, 75 watches  
+created 2015-04-17, last commit 2023-03-04, main language Python  
+<sub><sup>bigquery, clickhouse, dask, database, datafusion, duckdb, impala, mssql, mysql, pandas, polars, postgresql, pyarrow, pyspark, python, snowflake, sql, sqlite, trino</sup></sub>
+
+
+### [alembic](https://github.com/sqlalchemy/alembic) by [sqlalchemy](https://github.com/sqlalchemy)  
+alembic: A database migrations tool for SQLAlchemy.  
+[https://github.com/sqlalchemy/alembic](https://github.com/sqlalchemy/alembic)  
+8.01 stars per week over 222 weeks  
+1,785 stars, 180 forks, 19 watches  
+created 2018-11-27, last commit 2023-03-01, main language Python  
+<sub><sup>python, sql, sqlalchemy</sup></sub>
+
+
+### [data](https://github.com/pytorch/data) by [pytorch](https://github.com/pytorch)  
+data: A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.  
+[https://github.com/pytorch/data](https://github.com/pytorch/data)  
+9.75 stars per week over 94 weeks  
+922 stars, 115 forks, 26 watches  
+created 2021-05-12, last commit 2023-03-03, main language Python  
 
 
 ### [knowledge-repo](https://github.com/airbnb/knowledge-repo) by [airbnb](https://github.com/airbnb)  
 knowledge-repo: A next-generation curated knowledge sharing platform for data scientists and other technical professions.  
 [https://github.com/airbnb/knowledge-repo](https://github.com/airbnb/knowledge-repo)  
 15 stars per week over 341 weeks  
-5,282 stars, 708 forks, 175 watches  
+5,282 stars, 710 forks, 175 watches  
 created 2016-08-17, last commit 2023-03-01, main language Python  
 <sub><sup>data, data-analysis, data-science, knowledge</sup></sub>
 
 
-### [kaggle-api](https://github.com/kaggle/kaggle-api) by [kaggle](https://github.com/kaggle)  
-kaggle-api: Official Kaggle API  
-[https://github.com/kaggle/kaggle-api](https://github.com/kaggle/kaggle-api)  
-19 stars per week over 266 weeks  
-5,188 stars, 984 forks, 192 watches  
-created 2018-01-25, last commit 2023-03-01, main language Python  
+### [twint](https://github.com/twintproject/twint) by [twintproject](https://github.com/twintproject)  
+twint: An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.  
+[https://github.com/twintproject/twint](https://github.com/twintproject/twint)  
+48 stars per week over 299 weeks  
+14,458 stars, 2,490 forks, 313 watches  
+created 2017-06-10, last commit 2021-03-02, main language Python  
+<sub><sup>elasticsearch, kibana, osint, python, scrape, scrape-followers, scrape-following, scrape-likes, tweep, tweets, twint, twitter</sup></sub>
 
 
-### [autoscraper](https://github.com/alirezamika/autoscraper) by [alirezamika](https://github.com/alirezamika)  
-autoscraper: A Smart, Automatic, Fast and Lightweight Web Scraper for Python  
-[https://github.com/alirezamika/autoscraper](https://github.com/alirezamika/autoscraper)  
-38 stars per week over 130 weeks  
-4,972 stars, 525 forks, 125 watches  
-created 2020-08-31, last commit 2022-07-17, main language Python  
-<sub><sup>ai, artificial-intelligence, automation, crawler, machine-learning, python, scrape, scraper, scraping, web-scraping, webautomation, webscraping</sup></sub>
+### [mimesis](https://github.com/lk-geimfari/mimesis) by [lk-geimfari](https://github.com/lk-geimfari)  
+Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a variety of languages.   
+[https://mimesis.name](https://mimesis.name)  
+[https://github.com/lk-geimfari/mimesis](https://github.com/lk-geimfari/mimesis)  
+11 stars per week over 338 weeks  
+3,915 stars, 308 forks, 64 watches  
+created 2016-09-09, last commit 2023-02-26, main language Python  
+<sub><sup>api-mock, data, datascience, dummy, fake, faker, fixtures, generator, json, json-generator, mimesis, mock, python, schema, synthetic-data, testing</sup></sub>
+
+
+### [ormar](https://github.com/collerek/ormar) by [collerek](https://github.com/collerek)  
+ormar: python async orm with fastapi in mind and pydantic validation  
+[https://collerek.github.io/ormar/](https://collerek.github.io/ormar/)  
+[https://github.com/collerek/ormar](https://github.com/collerek/ormar)  
+9.36 stars per week over 135 weeks  
+1,264 stars, 62 forks, 15 watches  
+created 2020-08-02, last commit 2023-02-28, main language Python  
+<sub><sup>alembic, async-orm, databases, fastapi, orm, pydantic, python-orm, sqlalchemy</sup></sub>
+
+
+### [tablib](https://github.com/jazzband/tablib) by [jazzband](https://github.com/jazzband)  
+tablib: Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.  
+[https://tablib.readthedocs.io/](https://tablib.readthedocs.io/)  
+[https://github.com/jazzband/tablib](https://github.com/jazzband/tablib)  
+6.8 stars per week over 622 weeks  
+4,233 stars, 573 forks, 141 watches  
+created 2011-03-28, last commit 2023-03-03, main language Python  
 
 
 ### [AugLy](https://github.com/facebookresearch/augly) by [facebookresearch](https://github.com/facebookresearch)  
@@ -177,43 +228,42 @@ AugLy: A data augmentations library for audio, image, text, and video.
 created 2021-06-09, last commit 2022-12-05, main language Python  
 
 
-### [tablib](https://github.com/jazzband/tablib) by [jazzband](https://github.com/jazzband)  
-tablib: Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.  
-[https://tablib.readthedocs.io/](https://tablib.readthedocs.io/)  
-[https://github.com/jazzband/tablib](https://github.com/jazzband/tablib)  
-6.8 stars per week over 622 weeks  
-4,234 stars, 573 forks, 141 watches  
-created 2011-03-28, last commit 2023-02-17, main language Python  
+### [zarr-python](https://github.com/zarr-developers/zarr-python) by [zarr-developers](https://github.com/zarr-developers)  
+zarr-python: An implementation of chunked, compressed, N-dimensional arrays for Python.  
+[http://zarr.readthedocs.io/](http://zarr.readthedocs.io/)  
+[https://github.com/zarr-developers/zarr-python](https://github.com/zarr-developers/zarr-python)  
+2.9 stars per week over 376 weeks  
+1,093 stars, 217 forks, 45 watches  
+created 2015-12-15, last commit 2023-02-23, main language Python  
+<sub><sup>compressed, hacktoberfest, ndimensional-arrays, python, zarr</sup></sub>
 
 
-### [mimesis](https://github.com/lk-geimfari/mimesis) by [lk-geimfari](https://github.com/lk-geimfari)  
-Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a variety of languages.   
-[https://mimesis.name](https://mimesis.name)  
-[https://github.com/lk-geimfari/mimesis](https://github.com/lk-geimfari/mimesis)  
-11 stars per week over 338 weeks  
-3,915 stars, 308 forks, 64 watches  
-created 2016-09-09, last commit 2023-02-26, main language Python  
-<sub><sup>api-mock, data, datascience, dummy, fake, faker, fixtures, generator, json, json-generator, mimesis, mock, python, schema, synthetic-data, testing</sup></sub>
+### [tensorstore](https://github.com/google/tensorstore) by [google](https://github.com/google)  
+tensorstore: Library for reading and writing large multi-dimensional arrays.  
+[https://google.github.io/tensorstore/](https://google.github.io/tensorstore/)  
+[https://github.com/google/tensorstore](https://github.com/google/tensorstore)  
+7.2 stars per week over 152 weeks  
+1,100 stars, 83 forks, 33 watches  
+created 2020-03-30, last commit 2023-03-03, main language C++  
 
 
-### [amundsen](https://github.com/amundsen-io/amundsen) by [amundsen-io](https://github.com/amundsen-io)  
-Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.  
-[https://www.amundsen.io/amundsen/](https://www.amundsen.io/amundsen/)  
-[https://github.com/amundsen-io/amundsen](https://github.com/amundsen-io/amundsen)  
-19 stars per week over 198 weeks  
-3,793 stars, 906 forks, 246 watches  
-created 2019-05-14, last commit 2023-02-28, main language Python  
-<sub><sup>amundsen, data-catalog, data-discovery, linuxfoundation, metadata</sup></sub>
+### [Photon](https://github.com/s0md3v/photon) by [s0md3v](https://github.com/s0md3v)  
+Photon: Incredibly fast crawler designed for OSINT.  
+[https://github.com/s0md3v/photon](https://github.com/s0md3v/photon)  
+36 stars per week over 257 weeks  
+9,433 stars, 1,380 forks, 326 watches  
+created 2018-03-30, last commit 2022-12-20, main language Python  
+<sub><sup>crawler, information-gathering, osint, python, spider</sup></sub>
 
 
-### [grist-core](https://github.com/gristlabs/grist-core) by [gristlabs](https://github.com/gristlabs)  
-grist-core: Grist is the evolution of spreadsheets.  
-[https://support.getgrist.com/self-managed/](https://support.getgrist.com/self-managed/)  
-[https://github.com/gristlabs/grist-core](https://github.com/gristlabs/grist-core)  
-25 stars per week over 145 weeks  
-3,669 stars, 171 forks, 41 watches  
-created 2020-05-22, last commit 2023-03-02, main language TypeScript  
-<sub><sup>awesome, database, spreadsheet</sup></sub>
+### [xlwings](https://github.com/zoomeranalytics/xlwings) by [zoomeranalytics](https://github.com/zoomeranalytics)  
+xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.   
+[https://www.xlwings.org](https://www.xlwings.org)  
+[https://github.com/zoomeranalytics/xlwings](https://github.com/zoomeranalytics/xlwings)  
+5.42 stars per week over 467 weeks  
+2,534 stars, 455 forks, 119 watches  
+created 2014-03-17, last commit 2023-03-02, main language Python  
+<sub><sup>automation, excel, google-sheets, googlesheets, python, reporting</sup></sub>
 
 
 ### [XlsxWriter](https://github.com/jmcnamara/xlsxwriter) by [jmcnamara](https://github.com/jmcnamara)  
@@ -221,96 +271,76 @@ XlsxWriter: A Python module for creating Excel XLSX files.
 [https://xlsxwriter.readthedocs.io](https://xlsxwriter.readthedocs.io)  
 [https://github.com/jmcnamara/xlsxwriter](https://github.com/jmcnamara/xlsxwriter)  
 5.98 stars per week over 530 weeks  
-3,167 stars, 593 forks, 121 watches  
+3,169 stars, 594 forks, 121 watches  
 created 2013-01-04, last commit 2023-03-01, main language Python  
 <sub><sup>charts, libxlsxwriter, pandas, python, spreadsheet, xlsx, xlsx-files, xlsxwriter</sup></sub>
 
 
-### [sqlparse](https://github.com/andialbrecht/sqlparse) by [andialbrecht](https://github.com/andialbrecht)  
-sqlparse: A non-validating SQL parser module for Python  
-[https://github.com/andialbrecht/sqlparse](https://github.com/andialbrecht/sqlparse)  
-5.57 stars per week over 567 weeks  
-3,162 stars, 622 forks, 93 watches  
-created 2012-04-18, last commit 2023-01-05, main language Python  
-
-
-### [praw](https://github.com/praw-dev/praw) by [praw-dev](https://github.com/praw-dev)  
-PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
-[http://praw.readthedocs.io/](http://praw.readthedocs.io/)  
-[https://github.com/praw-dev/praw](https://github.com/praw-dev/praw)  
-4.6 stars per week over 654 weeks  
-3,011 stars, 450 forks, 71 watches  
-created 2010-08-19, last commit 2023-02-25, main language Python  
-<sub><sup>api, oauth, praw, python, reddit, reddit-api</sup></sub>
+### [awkward](https://github.com/scikit-hep/awkward-1.0) by [scikit-hep](https://github.com/scikit-hep)  
+awkward: Manipulate JSON-like data with NumPy-like idioms.  
+[https://awkward-array.org](https://awkward-array.org)  
+[https://github.com/scikit-hep/awkward-1.0](https://github.com/scikit-hep/awkward-1.0)  
+3.51 stars per week over 185 weeks  
+651 stars, 68 forks, 17 watches  
+created 2019-08-14, last commit 2023-03-03, main language Python  
+<sub><sup>apache-arrow, cern-root, columnar-format, data-analysis, jagged-array, json, numba, numpy, pandas, python, ragged-array, scikit-hep</sup></sub>
 
 
-### [cerberus](https://github.com/pyeve/cerberus) by [pyeve](https://github.com/pyeve)  
-cerberus: Lightweight, extensible data validation library for Python  
-[http://python-cerberus.org](http://python-cerberus.org)  
-[https://github.com/pyeve/cerberus](https://github.com/pyeve/cerberus)  
-5.43 stars per week over 542 weeks  
-2,944 stars, 230 forks, 48 watches  
-created 2012-10-10, last commit 2021-05-05, main language Python  
-<sub><sup>data-validation, python</sup></sub>
-
-
-### [itsdangerous](https://github.com/pallets/itsdangerous) by [pallets](https://github.com/pallets)  
-itsdangerous: Safely pass trusted data to untrusted environments and back.  
-[https://itsdangerous.palletsprojects.com](https://itsdangerous.palletsprojects.com)  
-[https://github.com/pallets/itsdangerous](https://github.com/pallets/itsdangerous)  
-4.32 stars per week over 610 weeks  
-2,636 stars, 214 forks, 57 watches  
-created 2011-06-24, last commit 2023-03-01, main language Python  
-<sub><sup>hmac, itsdangerous, pallets, python, security, serialization</sup></sub>
+### [connector-x](https://github.com/sfu-db/connector-x) by [sfu-db](https://github.com/sfu-db)  
+connector-x: Fastest library to load data from DB to DataFrames in Rust and Python  
+[https://sfu-db.github.io/connector-x/intro.html](https://sfu-db.github.io/connector-x/intro.html)  
+[https://github.com/sfu-db/connector-x](https://github.com/sfu-db/connector-x)  
+10 stars per week over 111 weeks  
+1,122 stars, 79 forks, 26 watches  
+created 2021-01-13, last commit 2023-02-28, main language Rust  
+<sub><sup>database, dataframe, python, rust, sql</sup></sub>
 
 
-### [Wikipedia](https://github.com/goldsmith/wikipedia) by [goldsmith](https://github.com/goldsmith)  
-Wikipedia: A Pythonic wrapper for the Wikipedia API  
-[https://wikipedia.readthedocs.org/](https://wikipedia.readthedocs.org/)  
-[https://github.com/goldsmith/wikipedia](https://github.com/goldsmith/wikipedia)  
-5.17 stars per week over 497 weeks  
-2,570 stars, 520 forks, 82 watches  
-created 2013-08-20, last commit 2020-10-09, main language Python  
+### [kaggle-api](https://github.com/kaggle/kaggle-api) by [kaggle](https://github.com/kaggle)  
+kaggle-api: Official Kaggle API  
+[https://github.com/kaggle/kaggle-api](https://github.com/kaggle/kaggle-api)  
+19 stars per week over 266 weeks  
+5,190 stars, 984 forks, 192 watches  
+created 2018-01-25, last commit 2023-03-01, main language Python  
 
 
-### [xlwings](https://github.com/zoomeranalytics/xlwings) by [zoomeranalytics](https://github.com/zoomeranalytics)  
-xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.   
-[https://www.xlwings.org](https://www.xlwings.org)  
-[https://github.com/zoomeranalytics/xlwings](https://github.com/zoomeranalytics/xlwings)  
-5.42 stars per week over 467 weeks  
-2,534 stars, 455 forks, 119 watches  
-created 2014-03-17, last commit 2023-03-02, main language Python  
-<sub><sup>automation, excel, google-sheets, googlesheets, python, reporting</sup></sub>
+### [autoscraper](https://github.com/alirezamika/autoscraper) by [alirezamika](https://github.com/alirezamika)  
+autoscraper: A Smart, Automatic, Fast and Lightweight Web Scraper for Python  
+[https://github.com/alirezamika/autoscraper](https://github.com/alirezamika/autoscraper)  
+38 stars per week over 130 weeks  
+4,975 stars, 525 forks, 125 watches  
+created 2020-08-31, last commit 2022-07-17, main language Python  
+<sub><sup>ai, artificial-intelligence, automation, crawler, machine-learning, python, scrape, scraper, scraping, web-scraping, webautomation, webscraping</sup></sub>
 
 
-### [ibis](https://github.com/ibis-project/ibis) by [ibis-project](https://github.com/ibis-project)  
-ibis: Expressive analytics in Python at any scale.  
-[https://ibis-project.org](https://ibis-project.org)  
-[https://github.com/ibis-project/ibis](https://github.com/ibis-project/ibis)  
-6.02 stars per week over 411 weeks  
-2,476 stars, 397 forks, 75 watches  
-created 2015-04-17, last commit 2023-03-02, main language Python  
-<sub><sup>bigquery, clickhouse, dask, database, datafusion, duckdb, impala, mssql, mysql, pandas, polars, postgresql, pyarrow, pyspark, python, snowflake, sql, sqlite, trino</sup></sub>
+### [SDV](https://github.com/sdv-dev/sdv) by [sdv-dev](https://github.com/sdv-dev)  
+SDV: Synthetic Data Generation for tabular, relational and time series data.  
+[https://sdv.dev/SDV](https://sdv.dev/SDV)  
+[https://github.com/sdv-dev/sdv](https://github.com/sdv-dev/sdv)  
+5.18 stars per week over 251 weeks  
+1,302 stars, 208 forks, 40 watches  
+created 2018-05-11, last commit 2023-01-24, main language Python  
+<sub><sup>data-generation, deep-learning, gan, gans, generative-adversarial-network, generative-ai, generative-model, machine-learning, multi-table, relational-datasets, sdv, synthetic-data, synthetic-data-generation, time-series</sup></sub>
 
 
-### [deepchecks](https://github.com/deepchecks/deepchecks)  
-Deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.  
-[https://docs.deepchecks.com/stable](https://docs.deepchecks.com/stable)  
-[https://github.com/deepchecks/deepchecks](https://github.com/deepchecks/deepchecks)  
-33 stars per week over 72 weeks  
-2,456 stars, 178 forks, 11 watches  
-created 2021-10-11, last commit 2023-03-02, main language Python  
-<sub><sup>data-drift, data-science, data-validation, deep-learning, html-report, jupyter-notebook, machine-learning, ml, mlops, model-monitoring, model-validation, pandas-dataframe, python, pytorch</sup></sub>
+### [praw](https://github.com/praw-dev/praw) by [praw-dev](https://github.com/praw-dev)  
+PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
+[http://praw.readthedocs.io/](http://praw.readthedocs.io/)  
+[https://github.com/praw-dev/praw](https://github.com/praw-dev/praw)  
+4.6 stars per week over 654 weeks  
+3,012 stars, 450 forks, 71 watches  
+created 2010-08-19, last commit 2023-02-25, main language Python  
+<sub><sup>api, oauth, praw, python, reddit, reddit-api</sup></sub>
 
 
-### [data-diff](https://github.com/datafold/data-diff) by [datafold](https://github.com/datafold)  
-data-diff: Efficiently diff data in or across relational databases  
-[https://www.datafold.com/blog/open-source-data-diff](https://www.datafold.com/blog/open-source-data-diff)  
-[https://github.com/datafold/data-diff](https://github.com/datafold/data-diff)  
-41 stars per week over 51 weeks  
-2,153 stars, 102 forks, 16 watches  
-created 2022-03-07, last commit 2023-03-02, main language Python  
-<sub><sup>data-engineering, data-quality, data-quality-monitoring, data-science, database, databricks-sql, dataengineering, dataquality, dbt, mysql, oracle-database, postgres, postgresql, python, rdbms, snowflake, sql, trino</sup></sub>
+### [pyspider](https://github.com/binux/pyspider) by [binux](https://github.com/binux)  
+pyspider: A Powerful Spider(Web Crawler) System in Python.  
+[http://docs.pyspider.org/](http://docs.pyspider.org/)  
+[https://github.com/binux/pyspider](https://github.com/binux/pyspider)  
+33 stars per week over 471 weeks  
+15,758 stars, 3,673 forks, 905 watches  
+created 2014-02-21, last commit 2020-08-02, main language Python  
+<sub><sup>crawler, python</sup></sub>
 
 
 ### [PynamoDB](https://github.com/pynamodb/pynamodb) by [pynamodb](https://github.com/pynamodb)  
@@ -318,64 +348,35 @@ PynamoDB: A pythonic interface to Amazon's DynamoDB
 [http://pynamodb.readthedocs.io](http://pynamodb.readthedocs.io)  
 [https://github.com/pynamodb/pynamodb](https://github.com/pynamodb/pynamodb)  
 4.47 stars per week over 475 weeks  
-2,126 stars, 417 forks, 41 watches  
+2,126 stars, 418 forks, 41 watches  
 created 2014-01-20, last commit 2023-02-28, main language Python  
 <sub><sup>aws, dynamodb, python</sup></sub>
 
 
-### [dill](https://github.com/uqfoundation/dill) by [uqfoundation](https://github.com/uqfoundation)  
-dill: serialize all of python  
-[http://dill.rtfd.io](http://dill.rtfd.io)  
-[https://github.com/uqfoundation/dill](https://github.com/uqfoundation/dill)  
-3.7 stars per week over 505 weeks  
-1,870 stars, 157 forks, 22 watches  
-created 2013-06-28, last commit 2023-02-20, main language Python  
-
-
-### [pygraphistry](https://github.com/graphistry/pygraphistry) by [graphistry](https://github.com/graphistry)  
-PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer  
-[https://github.com/graphistry/pygraphistry](https://github.com/graphistry/pygraphistry)  
-4.48 stars per week over 404 weeks  
-1,810 stars, 188 forks, 47 watches  
-created 2015-06-02, last commit 2022-12-23, main language Python  
-<sub><sup>csv, cudf, cugraph, gpu, graph, graph-visualization, graphistry, igraph, jupyter, neo4j, network-analysis, network-visualization, networkx, pandas, python, rapids, splunk, tigergraph, visualization, webgl</sup></sub>
-
-
-### [alembic](https://github.com/sqlalchemy/alembic) by [sqlalchemy](https://github.com/sqlalchemy)  
-alembic: A database migrations tool for SQLAlchemy.  
-[https://github.com/sqlalchemy/alembic](https://github.com/sqlalchemy/alembic)  
-8.02 stars per week over 222 weeks  
-1,784 stars, 179 forks, 19 watches  
-created 2018-11-27, last commit 2023-03-01, main language Python  
-<sub><sup>python, sql, sqlalchemy</sup></sub>
+### [python-bigquery](https://github.com/googleapis/python-bigquery) by [googleapis](https://github.com/googleapis)  
+googleapis/python-bigquery  
+[https://github.com/googleapis/python-bigquery](https://github.com/googleapis/python-bigquery)  
+3.4 stars per week over 168 weeks  
+573 stars, 233 forks, 58 watches  
+created 2019-12-10, last commit 2023-03-04, main language Python  
 
 
 ### [petastorm](https://github.com/uber/petastorm) by [uber](https://github.com/uber)  
 Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.  
 [https://github.com/uber/petastorm](https://github.com/uber/petastorm)  
-6.46 stars per week over 246 weeks  
-1,588 stars, 267 forks, 43 watches  
+6.45 stars per week over 246 weeks  
+1,589 stars, 267 forks, 43 watches  
 created 2018-06-15, last commit 2023-02-03, main language Python  
 <sub><sup>deep-learning, machine-learning, parquet, parquet-files, pyarrow, pyspark, pytorch, sysml, tensorflow</sup></sub>
 
 
-### [simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
-simple-salesforce: A very simple Salesforce.com REST API client for Python  
-[https://github.com/simple-salesforce/simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
-2.65 stars per week over 528 weeks  
-1,402 stars, 615 forks, 89 watches  
-created 2013-01-17, last commit 2023-01-18, main language Python  
-<sub><sup>api, api-client, python, salesforce</sup></sub>
-
-
-### [orator](https://github.com/sdispater/orator) by [sdispater](https://github.com/sdispater)  
-orator: The Orator ORM provides a simple yet beautiful ActiveRecord implementation.  
-[https://orator-orm.com](https://orator-orm.com)  
-[https://github.com/sdispater/orator](https://github.com/sdispater/orator)  
-3.41 stars per week over 405 weeks  
-1,385 stars, 164 forks, 46 watches  
-created 2015-05-24, last commit 2022-03-13, main language Python  
-<sub><sup>database, orm, python</sup></sub>
+### [dill](https://github.com/uqfoundation/dill) by [uqfoundation](https://github.com/uqfoundation)  
+dill: serialize all of python  
+[http://dill.rtfd.io](http://dill.rtfd.io)  
+[https://github.com/uqfoundation/dill](https://github.com/uqfoundation/dill)  
+3.7 stars per week over 505 weeks  
+1,870 stars, 157 forks, 22 watches  
+created 2013-06-28, last commit 2023-02-20, main language Python  
 
 
 ### [python-driver](https://github.com/datastax/python-driver) by [datastax](https://github.com/datastax)  
@@ -386,41 +387,31 @@ python-driver: DataStax Python Driver for Apache Cassandra
 created 2013-07-08, last commit 2023-02-28, main language Python  
 
 
-### [sqlacodegen](https://github.com/agronholm/sqlacodegen) by [agronholm](https://github.com/agronholm)  
-sqlacodegen: Automatic model code generator for SQLAlchemy  
-[https://github.com/agronholm/sqlacodegen](https://github.com/agronholm/sqlacodegen)  
-4.05 stars per week over 322 weeks  
-1,306 stars, 200 forks, 21 watches  
-created 2016-12-28, last commit 2023-02-26, main language Python  
-
-
-### [JoJoGAN](https://github.com/mchong6/jojogan) by [mchong6](https://github.com/mchong6)  
-Official PyTorch repo for JoJoGAN: One Shot Face Stylization  
-[https://github.com/mchong6/jojogan](https://github.com/mchong6/jojogan)  
-20 stars per week over 63 weeks  
-1,302 stars, 196 forks, 25 watches  
-created 2021-12-17, last commit 2022-02-05, main language Jupyter Notebook  
-<sub><sup>anime, gans, image-translation</sup></sub>
+### [intake](https://github.com/intake/intake)  
+Intake is a lightweight package for finding, investigating, loading and disseminating data.  
+[https://intake.readthedocs.io/](https://intake.readthedocs.io/)  
+[https://github.com/intake/intake](https://github.com/intake/intake)  
+3.01 stars per week over 289 weeks  
+873 stars, 125 forks, 43 watches  
+created 2017-08-14, last commit 2023-03-01, main language Python  
+<sub><sup>data-access, data-catalog, python</sup></sub>
 
 
-### [SDV](https://github.com/sdv-dev/sdv) by [sdv-dev](https://github.com/sdv-dev)  
-SDV: Synthetic Data Generation for tabular, relational and time series data.  
-[https://sdv.dev/SDV](https://sdv.dev/SDV)  
-[https://github.com/sdv-dev/sdv](https://github.com/sdv-dev/sdv)  
-5.16 stars per week over 251 weeks  
-1,295 stars, 208 forks, 40 watches  
-created 2018-05-11, last commit 2023-01-24, main language Python  
-<sub><sup>data-generation, deep-learning, gan, gans, generative-adversarial-network, generative-ai, generative-model, machine-learning, multi-table, relational-datasets, sdv, synthetic-data, synthetic-data-generation, time-series</sup></sub>
+### [pygraphistry](https://github.com/graphistry/pygraphistry) by [graphistry](https://github.com/graphistry)  
+PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer  
+[https://github.com/graphistry/pygraphistry](https://github.com/graphistry/pygraphistry)  
+4.47 stars per week over 404 weeks  
+1,811 stars, 188 forks, 47 watches  
+created 2015-06-02, last commit 2022-12-23, main language Python  
+<sub><sup>csv, cudf, cugraph, gpu, graph, graph-visualization, graphistry, igraph, jupyter, neo4j, network-analysis, network-visualization, networkx, pandas, python, rapids, splunk, tigergraph, visualization, webgl</sup></sub>
 
 
-### [ormar](https://github.com/collerek/ormar) by [collerek](https://github.com/collerek)  
-ormar: python async orm with fastapi in mind and pydantic validation  
-[https://collerek.github.io/ormar/](https://collerek.github.io/ormar/)  
-[https://github.com/collerek/ormar](https://github.com/collerek/ormar)  
-9.38 stars per week over 134 weeks  
-1,264 stars, 62 forks, 15 watches  
-created 2020-08-02, last commit 2023-02-28, main language Python  
-<sub><sup>alembic, async-orm, databases, fastapi, orm, pydantic, python-orm, sqlalchemy</sup></sub>
+### [sqlparse](https://github.com/andialbrecht/sqlparse) by [andialbrecht](https://github.com/andialbrecht)  
+sqlparse: A non-validating SQL parser module for Python  
+[https://github.com/andialbrecht/sqlparse](https://github.com/andialbrecht/sqlparse)  
+5.57 stars per week over 567 weeks  
+3,164 stars, 622 forks, 93 watches  
+created 2012-04-18, last commit 2023-01-05, main language Python  
 
 
 ### [PyTables](https://github.com/pytables/pytables) by [pytables](https://github.com/pytables)  
@@ -428,105 +419,65 @@ PyTables: A Python package to manage extremely large amounts of data
 [http://www.pytables.org](http://www.pytables.org)  
 [https://github.com/pytables/pytables](https://github.com/pytables/pytables)  
 1.94 stars per week over 613 weeks  
-1,190 stars, 241 forks, 59 watches  
+1,190 stars, 241 forks, 58 watches  
 created 2011-06-03, last commit 2023-02-09, main language Python  
 
 
-### [connector-x](https://github.com/sfu-db/connector-x) by [sfu-db](https://github.com/sfu-db)  
-connector-x: Fastest library to load data from DB to DataFrames in Rust and Python  
-[https://sfu-db.github.io/connector-x/intro.html](https://sfu-db.github.io/connector-x/intro.html)  
-[https://github.com/sfu-db/connector-x](https://github.com/sfu-db/connector-x)  
-9.97 stars per week over 111 weeks  
-1,109 stars, 79 forks, 24 watches  
-created 2021-01-13, last commit 2023-02-28, main language Rust  
-<sub><sup>database, dataframe, python, rust, sql</sup></sub>
+### [fugue](https://github.com/fugue-project/fugue) by [fugue-project](https://github.com/fugue-project)  
+fugue: A unified interface for distributed computing. Fugue executes SQL, Python, and Pandas code on Spark, Dask and Ray without any rewrites.  
+[https://fugue-tutorials.readthedocs.io/](https://fugue-tutorials.readthedocs.io/)  
+[https://github.com/fugue-project/fugue](https://github.com/fugue-project/fugue)  
+8.11 stars per week over 153 weeks  
+1,246 stars, 66 forks, 20 watches  
+created 2020-03-24, last commit 2023-02-23, main language Python  
+<sub><sup>dask, data-practitioners, distributed, distributed-computing, distributed-systems, machine-learning, pandas, spark, sql</sup></sub>
 
 
-### [jsonpickle](https://github.com/jsonpickle/jsonpickle)  
-jsonpickle: Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.  
-[https://jsonpickle.github.io](https://jsonpickle.github.io)  
-[https://github.com/jsonpickle/jsonpickle](https://github.com/jsonpickle/jsonpickle)  
-1.6 stars per week over 690 weeks  
-1,107 stars, 155 forks, 32 watches  
-created 2009-12-10, last commit 2023-02-22, main language Python  
-<sub><sup>bsd-3-clause, deserialization, json, objectstorage, pickle, python, serialization</sup></sub>
+### [sqlacodegen](https://github.com/agronholm/sqlacodegen) by [agronholm](https://github.com/agronholm)  
+sqlacodegen: Automatic model code generator for SQLAlchemy  
+[https://github.com/agronholm/sqlacodegen](https://github.com/agronholm/sqlacodegen)  
+4.05 stars per week over 322 weeks  
+1,307 stars, 200 forks, 21 watches  
+created 2016-12-28, last commit 2023-03-04, main language Python  
 
 
 ### [sqlite-utils](https://github.com/simonw/sqlite-utils) by [simonw](https://github.com/simonw)  
 sqlite-utils: Python CLI utility and library for manipulating SQLite databases  
 [https://sqlite-utils.datasette.io](https://sqlite-utils.datasette.io)  
 [https://github.com/simonw/sqlite-utils](https://github.com/simonw/sqlite-utils)  
-4.57 stars per week over 241 weeks  
-1,105 stars, 84 forks, 19 watches  
+4.57 stars per week over 242 weeks  
+1,106 stars, 84 forks, 19 watches  
 created 2018-07-14, last commit 2022-12-10, main language Python  
 <sub><sup>cli, click, datasette, datasette-io, datasette-tool, python, sqlite, sqlite-database</sup></sub>
 
 
-### [tensorstore](https://github.com/google/tensorstore) by [google](https://github.com/google)  
-tensorstore: Library for reading and writing large multi-dimensional arrays.  
-[https://google.github.io/tensorstore/](https://google.github.io/tensorstore/)  
-[https://github.com/google/tensorstore](https://github.com/google/tensorstore)  
-7.21 stars per week over 152 weeks  
-1,100 stars, 82 forks, 33 watches  
-created 2020-03-30, last commit 2023-03-01, main language C++  
-
-
-### [zarr-python](https://github.com/zarr-developers/zarr-python) by [zarr-developers](https://github.com/zarr-developers)  
-zarr-python: An implementation of chunked, compressed, N-dimensional arrays for Python.  
-[http://zarr.readthedocs.io/](http://zarr.readthedocs.io/)  
-[https://github.com/zarr-developers/zarr-python](https://github.com/zarr-developers/zarr-python)  
-2.9 stars per week over 376 weeks  
-1,091 stars, 217 forks, 45 watches  
-created 2015-12-15, last commit 2023-02-23, main language Python  
-<sub><sup>compressed, hacktoberfest, ndimensional-arrays, python, zarr</sup></sub>
-
-
-### [fiber](https://github.com/uber/fiber) by [uber](https://github.com/uber)  
-fiber: Distributed Computing for AI Made Simple  
-[https://uber.github.io/fiber/](https://uber.github.io/fiber/)  
-[https://github.com/uber/fiber](https://github.com/uber/fiber)  
-6.11 stars per week over 164 weeks  
-1,004 stars, 113 forks, 22 watches  
-created 2020-01-07, last commit 2021-03-15, main language Python  
-<sub><sup>distributed-computing, machine-learning, multiprocessing, python, sandbox</sup></sub>
-
-
-### [data](https://github.com/pytorch/data) by [pytorch](https://github.com/pytorch)  
-data: A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.  
-[https://github.com/pytorch/data](https://github.com/pytorch/data)  
-9.76 stars per week over 94 weeks  
-920 stars, 114 forks, 26 watches  
-created 2021-05-12, last commit 2023-02-28, main language Python  
-
-
 ### [scholarly](https://github.com/scholarly-python-package/scholarly) by [scholarly-python-package](https://github.com/scholarly-python-package)  
 scholarly: Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!  
 [https://scholarly.readthedocs.io/](https://scholarly.readthedocs.io/)  
 [https://github.com/scholarly-python-package/scholarly](https://github.com/scholarly-python-package/scholarly)  
 2.05 stars per week over 430 weeks  
-881 stars, 254 forks, 25 watches  
+883 stars, 254 forks, 25 watches  
 created 2014-12-02, last commit 2023-01-16, main language Python  
 <sub><sup>citation-analysis, citation-index, citation-network, citations, googlescholar, publication-data, python, python-3, python3, scholar, scholarly-articles, scholarly-communications</sup></sub>
 
 
-### [intake](https://github.com/intake/intake)  
-Intake is a lightweight package for finding, investigating, loading and disseminating data.  
-[https://intake.readthedocs.io/](https://intake.readthedocs.io/)  
-[https://github.com/intake/intake](https://github.com/intake/intake)  
-3.01 stars per week over 289 weeks  
-873 stars, 125 forks, 43 watches  
-created 2017-08-14, last commit 2023-03-01, main language Python  
-<sub><sup>data-access, data-catalog, python</sup></sub>
+### [jsonpickle](https://github.com/jsonpickle/jsonpickle)  
+jsonpickle: Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.  
+[https://jsonpickle.github.io](https://jsonpickle.github.io)  
+[https://github.com/jsonpickle/jsonpickle](https://github.com/jsonpickle/jsonpickle)  
+1.6 stars per week over 690 weeks  
+1,106 stars, 155 forks, 32 watches  
+created 2009-12-10, last commit 2023-02-22, main language Python  
+<sub><sup>bsd-3-clause, deserialization, json, objectstorage, pickle, python, serialization</sup></sub>
 
 
-### [advertools](https://github.com/eliasdabbas/advertools) by [eliasdabbas](https://github.com/eliasdabbas)  
-advertools - online marketing productivity and analysis tools  
-[https://advertools.readthedocs.io](https://advertools.readthedocs.io)  
-[https://github.com/eliasdabbas/advertools](https://github.com/eliasdabbas/advertools)  
-2.56 stars per week over 302 weeks  
-776 stars, 164 forks, 33 watches  
-created 2017-05-14, last commit 2022-12-13, main language Python  
-<sub><sup>advertising, adwords, digital-marketing, google-ads, keywords, log-analysis, logfile-parser, marketing, online-marketing, python, robots-txt, scrapy, search-engine-marketing, search-engine-optimization, seo, seo-crawler, serp, social-media, twitter-api, youtube</sup></sub>
+### [fastparquet](https://github.com/dask/fastparquet) by [dask](https://github.com/dask)  
+fastparquet: python implementation of the parquet columnar file format.  
+[https://github.com/dask/fastparquet](https://github.com/dask/fastparquet)  
+1.68 stars per week over 382 weeks  
+642 stars, 164 forks, 18 watches  
+created 2015-11-06, last commit 2023-02-09, main language Python  
+<sub><sup>hacktoberfest</sup></sub>
 
 
 ### [neo4j-python-driver](https://github.com/neo4j/neo4j-python-driver) by [neo4j](https://github.com/neo4j)  
@@ -539,51 +490,120 @@ created 2015-05-05, last commit 2023-02-27, main language Python
 <sub><sup>binary-protocol, cypher, database-driver, driver, graph-database, neo4j, protocol, python, python3, query-language</sup></sub>
 
 
-### [whale](https://github.com/hyperqueryhq/whale) by [hyperqueryhq](https://github.com/hyperqueryhq)  
-whale: 🐳 The stupidly simple CLI workspace for your data warehouse.  
-[https://rsyi.gitbook.io/whale](https://rsyi.gitbook.io/whale)  
-[https://github.com/hyperqueryhq/whale](https://github.com/hyperqueryhq/whale)  
-4.98 stars per week over 144 weeks  
-718 stars, 38 forks, 41 watches  
-created 2020-05-27, last commit 2022-10-13, main language Python  
-<sub><sup>data-catalog, data-discovery, data-documentation</sup></sub>
-
-
-### [human-learn](https://github.com/koaning/human-learn) by [koaning](https://github.com/koaning)  
-human-learn: Natural Intelligence is still a pretty good idea.  
-[https://koaning.github.io/human-learn/](https://koaning.github.io/human-learn/)  
-[https://github.com/koaning/human-learn](https://github.com/koaning/human-learn)  
-4.95 stars per week over 137 weeks  
+### [itsdangerous](https://github.com/pallets/itsdangerous) by [pallets](https://github.com/pallets)  
+itsdangerous: Safely pass trusted data to untrusted environments and back.  
+[https://itsdangerous.palletsprojects.com](https://itsdangerous.palletsprojects.com)  
+[https://github.com/pallets/itsdangerous](https://github.com/pallets/itsdangerous)  
+4.32 stars per week over 610 weeks  
+2,637 stars, 214 forks, 57 watches  
+created 2011-06-24, last commit 2023-03-01, main language Python  
+<sub><sup>hmac, itsdangerous, pallets, python, security, serialization</sup></sub>
+
+
+### [Mephisto](https://github.com/facebookresearch/mephisto) by [facebookresearch](https://github.com/facebookresearch)  
+Mephisto: A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use.   
+[https://mephisto.ai/](https://mephisto.ai/)  
+[https://github.com/facebookresearch/mephisto](https://github.com/facebookresearch/mephisto)  
+1.42 stars per week over 184 weeks  
+263 stars, 59 forks, 15 watches  
+created 2019-08-19, last commit 2023-02-18, main language JavaScript  
+
+
+### [cerberus](https://github.com/pyeve/cerberus) by [pyeve](https://github.com/pyeve)  
+cerberus: Lightweight, extensible data validation library for Python  
+[http://python-cerberus.org](http://python-cerberus.org)  
+[https://github.com/pyeve/cerberus](https://github.com/pyeve/cerberus)  
+5.42 stars per week over 542 weeks  
+2,943 stars, 230 forks, 48 watches  
+created 2012-10-10, last commit 2021-05-05, main language Python  
+<sub><sup>data-validation, python</sup></sub>
+
+
+### [simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
+simple-salesforce: A very simple Salesforce.com REST API client for Python  
+[https://github.com/simple-salesforce/simple-salesforce](https://github.com/simple-salesforce/simple-salesforce)  
+2.65 stars per week over 528 weeks  
+1,402 stars, 615 forks, 89 watches  
+created 2013-01-17, last commit 2023-01-18, main language Python  
+<sub><sup>api, api-client, python, salesforce</sup></sub>
+
+
+### [human-learn](https://github.com/koaning/human-learn) by [koaning](https://github.com/koaning)  
+human-learn: Natural Intelligence is still a pretty good idea.  
+[https://koaning.github.io/human-learn/](https://koaning.github.io/human-learn/)  
+[https://github.com/koaning/human-learn](https://github.com/koaning/human-learn)  
+4.94 stars per week over 138 weeks  
 682 stars, 55 forks, 13 watches  
 created 2020-07-11, last commit 2023-02-23, main language Jupyter Notebook  
 <sub><sup>benchmark, machine-learning, scikit-learn</sup></sub>
 
 
-### [awkward](https://github.com/scikit-hep/awkward-1.0) by [scikit-hep](https://github.com/scikit-hep)  
-awkward: Manipulate JSON-like data with NumPy-like idioms.  
-[https://awkward-array.org](https://awkward-array.org)  
-[https://github.com/scikit-hep/awkward-1.0](https://github.com/scikit-hep/awkward-1.0)  
-3.51 stars per week over 185 weeks  
-650 stars, 68 forks, 17 watches  
-created 2019-08-14, last commit 2023-03-02, main language Python  
-<sub><sup>apache-arrow, cern-root, columnar-format, data-analysis, jagged-array, json, numba, numpy, pandas, python, ragged-array, scikit-hep</sup></sub>
+### [whale](https://github.com/hyperqueryhq/whale) by [hyperqueryhq](https://github.com/hyperqueryhq)  
+whale: 🐳 The stupidly simple CLI workspace for your data warehouse.  
+[https://rsyi.gitbook.io/whale](https://rsyi.gitbook.io/whale)  
+[https://github.com/hyperqueryhq/whale](https://github.com/hyperqueryhq/whale)  
+4.97 stars per week over 144 weeks  
+718 stars, 38 forks, 41 watches  
+created 2020-05-27, last commit 2022-10-13, main language Python  
+<sub><sup>data-catalog, data-discovery, data-documentation</sup></sub>
 
 
-### [fastparquet](https://github.com/dask/fastparquet) by [dask](https://github.com/dask)  
-fastparquet: python implementation of the parquet columnar file format.  
-[https://github.com/dask/fastparquet](https://github.com/dask/fastparquet)  
-1.67 stars per week over 382 weeks  
-639 stars, 164 forks, 18 watches  
-created 2015-11-06, last commit 2023-02-09, main language Python  
-<sub><sup>hacktoberfest</sup></sub>
+### [advertools](https://github.com/eliasdabbas/advertools) by [eliasdabbas](https://github.com/eliasdabbas)  
+advertools - online marketing productivity and analysis tools  
+[https://advertools.readthedocs.io](https://advertools.readthedocs.io)  
+[https://github.com/eliasdabbas/advertools](https://github.com/eliasdabbas/advertools)  
+2.56 stars per week over 303 weeks  
+776 stars, 164 forks, 33 watches  
+created 2017-05-14, last commit 2022-12-13, main language Python  
+<sub><sup>advertising, adwords, digital-marketing, google-ads, keywords, log-analysis, logfile-parser, marketing, online-marketing, python, robots-txt, scrapy, search-engine-marketing, search-engine-optimization, seo, seo-crawler, serp, social-media, twitter-api, youtube</sup></sub>
 
 
-### [python-bigquery](https://github.com/googleapis/python-bigquery) by [googleapis](https://github.com/googleapis)  
-googleapis/python-bigquery  
-[https://github.com/googleapis/python-bigquery](https://github.com/googleapis/python-bigquery)  
-3.4 stars per week over 168 weeks  
-572 stars, 232 forks, 58 watches  
-created 2019-12-10, last commit 2023-03-02, main language Python  
+### [JoJoGAN](https://github.com/mchong6/jojogan) by [mchong6](https://github.com/mchong6)  
+Official PyTorch repo for JoJoGAN: One Shot Face Stylization  
+[https://github.com/mchong6/jojogan](https://github.com/mchong6/jojogan)  
+20 stars per week over 63 weeks  
+1,303 stars, 196 forks, 25 watches  
+created 2021-12-17, last commit 2022-02-05, main language Jupyter Notebook  
+<sub><sup>anime, gans, image-translation</sup></sub>
+
+
+### [python-driver](https://github.com/scylladb/python-driver) by [scylladb](https://github.com/scylladb)  
+python-driver: ScyllaDB Python Driver, originally DataStax Python Driver for Apache Cassandra  
+[https://python-driver.docs.scylladb.com](https://python-driver.docs.scylladb.com)  
+[https://github.com/scylladb/python-driver](https://github.com/scylladb/python-driver)  
+0.17 stars per week over 223 weeks  
+38 stars, 27 forks, 6 watches  
+created 2018-11-20, last commit 2023-02-15, main language Python  
+<sub><sup>python, scylladb</sup></sub>
+
+
+### [flashtext](https://github.com/vi3k6i5/flashtext) by [vi3k6i5](https://github.com/vi3k6i5)  
+flashtext: Extract Keywords from sentence or Replace keywords in sentences.  
+[https://github.com/vi3k6i5/flashtext](https://github.com/vi3k6i5/flashtext)  
+18 stars per week over 289 weeks  
+5,362 stars, 599 forks, 139 watches  
+created 2017-08-15, last commit 2020-05-03, main language Python  
+<sub><sup>data-extraction, keyword-extraction, nlp, search-in-text, word2vec</sup></sub>
+
+
+### [weather-tools](https://github.com/google/weather-tools) by [google](https://github.com/google)  
+weather-tools: Apache Beam pipelines to make weather data accessible and useful.  
+[https://weather-tools.readthedocs.io/](https://weather-tools.readthedocs.io/)  
+[https://github.com/google/weather-tools](https://github.com/google/weather-tools)  
+1.9 stars per week over 66 weeks  
+127 stars, 27 forks, 15 watches  
+created 2021-11-22, last commit 2023-02-22, main language Python  
+<sub><sup>apache-beam, python, weather</sup></sub>
+
+
+### [orator](https://github.com/sdispater/orator) by [sdispater](https://github.com/sdispater)  
+orator: The Orator ORM provides a simple yet beautiful ActiveRecord implementation.  
+[https://orator-orm.com](https://orator-orm.com)  
+[https://github.com/sdispater/orator](https://github.com/sdispater/orator)  
+3.42 stars per week over 406 weeks  
+1,387 stars, 164 forks, 46 watches  
+created 2015-05-24, last commit 2022-03-13, main language Python  
+<sub><sup>database, orm, python</sup></sub>
 
 
 ### [sql-metadata](https://github.com/macbre/sql-metadata) by [macbre](https://github.com/macbre)  
@@ -591,53 +611,109 @@ sql-metadata: Uses tokenized query returned by python-sqlparse and generates que
 [https://pypi.python.org/pypi/sql-metadata](https://pypi.python.org/pypi/sql-metadata)  
 [https://github.com/macbre/sql-metadata](https://github.com/macbre/sql-metadata)  
 1.7 stars per week over 299 weeks  
-509 stars, 87 forks, 15 watches  
+510 stars, 87 forks, 15 watches  
 created 2017-06-06, last commit 2023-02-16, main language Python  
 <sub><sup>database, hive, hiveql, metadata, mysql-query, parser, python-package, python3-library, sql, sql-parser, sqlparse</sup></sub>
 
 
+### [Wikipedia](https://github.com/goldsmith/wikipedia) by [goldsmith](https://github.com/goldsmith)  
+Wikipedia: A Pythonic wrapper for the Wikipedia API  
+[https://wikipedia.readthedocs.org/](https://wikipedia.readthedocs.org/)  
+[https://github.com/goldsmith/wikipedia](https://github.com/goldsmith/wikipedia)  
+5.17 stars per week over 497 weeks  
+2,571 stars, 521 forks, 82 watches  
+created 2013-08-20, last commit 2020-10-09, main language Python  
+
+
+### [fiber](https://github.com/uber/fiber) by [uber](https://github.com/uber)  
+fiber: Distributed Computing for AI Made Simple  
+[https://uber.github.io/fiber/](https://uber.github.io/fiber/)  
+[https://github.com/uber/fiber](https://github.com/uber/fiber)  
+6.1 stars per week over 164 weeks  
+1,004 stars, 113 forks, 22 watches  
+created 2020-01-07, last commit 2021-03-15, main language Python  
+<sub><sup>distributed-computing, machine-learning, multiprocessing, python, sandbox</sup></sub>
+
+
+### [ion-python](https://github.com/amzn/ion-python) by [amzn](https://github.com/amzn)  
+ion-python: A Python implementation of Amazon Ion.  
+[https://amazon-ion.github.io/ion-docs/](https://amazon-ion.github.io/ion-docs/)  
+[https://github.com/amzn/ion-python](https://github.com/amzn/ion-python)  
+0.62 stars per week over 360 weeks  
+223 stars, 49 forks, 25 watches  
+created 2016-04-07, last commit 2023-02-14, main language Python  
+
+
 ### [psaw](https://github.com/dmarx/psaw) by [dmarx](https://github.com/dmarx)  
 psaw: Python Pushshift.io API Wrapper (for comment/submission search)  
 [https://github.com/dmarx/psaw](https://github.com/dmarx/psaw)  
-1.34 stars per week over 254 weeks  
-342 stars, 55 forks, 9 watches  
+1.35 stars per week over 255 weeks  
+343 stars, 55 forks, 9 watches  
 created 2018-04-15, last commit 2022-07-09, main language Python  
 
 
-### [Mephisto](https://github.com/facebookresearch/mephisto) by [facebookresearch](https://github.com/facebookresearch)  
-Mephisto: A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use.   
-[https://mephisto.ai/](https://mephisto.ai/)  
-[https://github.com/facebookresearch/mephisto](https://github.com/facebookresearch/mephisto)  
-1.42 stars per week over 184 weeks  
-263 stars, 59 forks, 15 watches  
-created 2019-08-19, last commit 2023-02-18, main language JavaScript  
+### [parquet-tools](https://github.com/ktrueda/parquet-tools) by [ktrueda](https://github.com/ktrueda)  
+parquet-tools: easy install parquet-tools  
+[https://github.com/ktrueda/parquet-tools](https://github.com/ktrueda/parquet-tools)  
+0.65 stars per week over 148 weeks  
+97 stars, 13 forks, 3 watches  
+created 2020-05-02, last commit 2023-01-18, main language Python  
+<sub><sup>cli, parquet, parquet-tools</sup></sub>
 
 
-### [google-drive-downloader](https://github.com/ndrplz/google-drive-downloader) by [ndrplz](https://github.com/ndrplz)  
-google-drive-downloader: Minimal class to download shared files from Google Drive.  
-[https://github.com/ndrplz/google-drive-downloader](https://github.com/ndrplz/google-drive-downloader)  
-0.92 stars per week over 273 weeks  
-252 stars, 62 forks, 11 watches  
-created 2017-12-08, last commit 2019-02-09, main language Python  
+### [omniduct](https://github.com/airbnb/omniduct) by [airbnb](https://github.com/airbnb)  
+omniduct: A toolkit providing a uniform interface for connecting to and extracting data from a wide variety of (potentially remote) data stores (including HDFS, Hive, Presto, MySQL, etc).  
+[https://github.com/airbnb/omniduct](https://github.com/airbnb/omniduct)  
+0.77 stars per week over 314 weeks  
+243 stars, 49 forks, 30 watches  
+created 2017-02-22, last commit 2022-05-09, main language Python  
 
 
-### [sota-extractor](https://github.com/paperswithcode/sota-extractor) by [paperswithcode](https://github.com/paperswithcode)  
-sota-extractor: The SOTA extractor pipeline  
-[https://github.com/paperswithcode/sota-extractor](https://github.com/paperswithcode/sota-extractor)  
-1.14 stars per week over 221 weeks  
-252 stars, 28 forks, 13 watches  
-created 2018-12-07, last commit 2022-03-09, main language Python  
+### [ged2dot](https://github.com/vmiklos/ged2dot) by [vmiklos](https://github.com/vmiklos)  
+ged2dot: GEDCOM to Graphviz converter  
+[https://vmiklos.hu/ged2dot/](https://vmiklos.hu/ged2dot/)  
+[https://github.com/vmiklos/ged2dot](https://github.com/vmiklos/ged2dot)  
+0.18 stars per week over 487 weeks  
+87 stars, 17 forks, 6 watches  
+created 2013-11-01, last commit 2023-02-26, main language Python  
+<sub><sup>dot, gedcom, libreoffice, python</sup></sub>
+
+
+### [genalog](https://github.com/microsoft/genalog) by [microsoft](https://github.com/microsoft)  
+Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.  
+[https://microsoft.github.io/genalog/](https://microsoft.github.io/genalog/)  
+[https://github.com/microsoft/genalog](https://github.com/microsoft/genalog)  
+1.72 stars per week over 141 weeks  
+244 stars, 24 forks, 10 watches  
+created 2020-06-15, last commit 2023-02-14, main language Jupyter Notebook  
+<sub><sup>data-generation, data-science, machine-learning, ner, ocr-recognition, python, synthetic-data, synthetic-data-generation, synthetic-images, text-alignment</sup></sub>
+
+
+### [SubredditMediaDownloader](https://github.com/psycoguana/subredditmediadownloader) by [psycoguana](https://github.com/psycoguana)  
+SubredditMediaDownloader: Simple Python script to download images and videos from public subreddits without using Reddit's API 😎  
+[https://github.com/psycoguana/subredditmediadownloader](https://github.com/psycoguana/subredditmediadownloader)  
+2.06 stars per week over 54 weeks  
+112 stars, 8 forks, 3 watches  
+created 2022-02-18, last commit 2023-01-17, main language Python  
 
 
 ### [opendatasets](https://github.com/jovianml/opendatasets) by [jovianml](https://github.com/jovianml)  
 opendatasets: A Python library for downloading datasets from Kaggle, Google Drive, and other online sources.  
 [https://github.com/jovianml/opendatasets](https://github.com/jovianml/opendatasets)  
 1.96 stars per week over 128 weeks  
-251 stars, 123 forks, 13 watches  
+252 stars, 123 forks, 13 watches  
 created 2020-09-17, last commit 2022-11-01, main language Python  
 <sub><sup>data-science, datasets, machine-learning, python</sup></sub>
 
 
+### [sota-extractor](https://github.com/paperswithcode/sota-extractor) by [paperswithcode](https://github.com/paperswithcode)  
+sota-extractor: The SOTA extractor pipeline  
+[https://github.com/paperswithcode/sota-extractor](https://github.com/paperswithcode/sota-extractor)  
+1.14 stars per week over 221 weeks  
+253 stars, 28 forks, 13 watches  
+created 2018-12-07, last commit 2022-03-09, main language Python  
+
+
 ### [data-lineage](https://github.com/tokern/data-lineage) by [tokern](https://github.com/tokern)  
 data-lineage: Generate and Visualize Data Lineage from query history  
 [https://tokern.io/data-lineage/](https://tokern.io/data-lineage/)  
@@ -648,98 +724,31 @@ created 2020-03-17, last commit 2022-05-02, main language Python
 <sub><sup>data-governance, data-lineage, jupyter, postgresql, python</sup></sub>
 
 
-### [genalog](https://github.com/microsoft/genalog) by [microsoft](https://github.com/microsoft)  
-Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.  
-[https://microsoft.github.io/genalog/](https://microsoft.github.io/genalog/)  
-[https://github.com/microsoft/genalog](https://github.com/microsoft/genalog)  
-1.72 stars per week over 141 weeks  
-244 stars, 24 forks, 10 watches  
-created 2020-06-15, last commit 2023-02-14, main language Jupyter Notebook  
-<sub><sup>data-generation, data-science, machine-learning, ner, ocr-recognition, python, synthetic-data, synthetic-data-generation, synthetic-images, text-alignment</sup></sub>
-
-
-### [omniduct](https://github.com/airbnb/omniduct) by [airbnb](https://github.com/airbnb)  
-omniduct: A toolkit providing a uniform interface for connecting to and extracting data from a wide variety of (potentially remote) data stores (including HDFS, Hive, Presto, MySQL, etc).  
-[https://github.com/airbnb/omniduct](https://github.com/airbnb/omniduct)  
-0.77 stars per week over 314 weeks  
-243 stars, 47 forks, 30 watches  
-created 2017-02-22, last commit 2022-05-09, main language Python  
-
-
-### [ion-python](https://github.com/amzn/ion-python) by [amzn](https://github.com/amzn)  
-ion-python: A Python implementation of Amazon Ion.  
-[https://amazon-ion.github.io/ion-docs/](https://amazon-ion.github.io/ion-docs/)  
-[https://github.com/amzn/ion-python](https://github.com/amzn/ion-python)  
-0.62 stars per week over 360 weeks  
-223 stars, 49 forks, 25 watches  
-created 2016-04-07, last commit 2023-02-14, main language Python  
-
-
-### [weather-tools](https://github.com/google/weather-tools) by [google](https://github.com/google)  
-weather-tools: Apache Beam pipelines to make weather data accessible and useful.  
-[https://weather-tools.readthedocs.io/](https://weather-tools.readthedocs.io/)  
-[https://github.com/google/weather-tools](https://github.com/google/weather-tools)  
-1.91 stars per week over 66 weeks  
-127 stars, 27 forks, 15 watches  
-created 2021-11-22, last commit 2023-02-22, main language Python  
-<sub><sup>apache-beam, python, weather</sup></sub>
-
-
 ### [python-gedcom](https://github.com/nickreynke/python-gedcom) by [nickreynke](https://github.com/nickreynke)  
 python-gedcom: Python module for parsing, analyzing, and manipulating GEDCOM files  
 [https://nickreynke.github.io/python-gedcom/gedcom/index.html](https://nickreynke.github.io/python-gedcom/gedcom/index.html)  
 [https://github.com/nickreynke/python-gedcom](https://github.com/nickreynke/python-gedcom)  
 0.45 stars per week over 268 weeks  
-121 stars, 31 forks, 16 watches  
+122 stars, 31 forks, 16 watches  
 created 2018-01-09, last commit 2021-06-03, main language Python  
 <sub><sup>gedcom, gedcom-parser, parser, python</sup></sub>
 
 
-### [SubredditMediaDownloader](https://github.com/psycoguana/subredditmediadownloader) by [psycoguana](https://github.com/psycoguana)  
-SubredditMediaDownloader: Simple Python script to download images and videos from public subreddits without using Reddit's API 😎  
-[https://github.com/psycoguana/subredditmediadownloader](https://github.com/psycoguana/subredditmediadownloader)  
-2.07 stars per week over 54 weeks  
-112 stars, 8 forks, 3 watches  
-created 2022-02-18, last commit 2023-01-17, main language Python  
-
-
-### [parquet-tools](https://github.com/ktrueda/parquet-tools) by [ktrueda](https://github.com/ktrueda)  
-parquet-tools: easy install parquet-tools  
-[https://github.com/ktrueda/parquet-tools](https://github.com/ktrueda/parquet-tools)  
-0.66 stars per week over 147 weeks  
-97 stars, 12 forks, 3 watches  
-created 2020-05-02, last commit 2023-01-18, main language Python  
-<sub><sup>cli, parquet, parquet-tools</sup></sub>
-
-
-### [ged2dot](https://github.com/vmiklos/ged2dot) by [vmiklos](https://github.com/vmiklos)  
-ged2dot: GEDCOM to Graphviz converter  
-[https://vmiklos.hu/ged2dot/](https://vmiklos.hu/ged2dot/)  
-[https://github.com/vmiklos/ged2dot](https://github.com/vmiklos/ged2dot)  
-0.18 stars per week over 487 weeks  
-87 stars, 17 forks, 6 watches  
-created 2013-11-01, last commit 2023-02-26, main language Python  
-<sub><sup>dot, gedcom, libreoffice, python</sup></sub>
-
-
-### [python-driver](https://github.com/scylladb/python-driver) by [scylladb](https://github.com/scylladb)  
-python-driver: ScyllaDB Python Driver, originally DataStax Python Driver for Apache Cassandra  
-[https://python-driver.docs.scylladb.com](https://python-driver.docs.scylladb.com)  
-[https://github.com/scylladb/python-driver](https://github.com/scylladb/python-driver)  
-0.17 stars per week over 223 weeks  
-38 stars, 27 forks, 6 watches  
-created 2018-11-20, last commit 2023-02-15, main language Python  
-<sub><sup>python, scylladb</sup></sub>
+### [google-drive-downloader](https://github.com/ndrplz/google-drive-downloader) by [ndrplz](https://github.com/ndrplz)  
+google-drive-downloader: Minimal class to download shared files from Google Drive.  
+[https://github.com/ndrplz/google-drive-downloader](https://github.com/ndrplz/google-drive-downloader)  
+0.92 stars per week over 273 weeks  
+252 stars, 62 forks, 11 watches  
+created 2017-12-08, last commit 2019-02-09, main language Python  
 
 
-### [pardata](https://github.com/codait/pardata) by [codait](https://github.com/codait)  
-codait/pardata  
-[https://pardata.readthedocs.io/en/latest/](https://pardata.readthedocs.io/en/latest/)  
-[https://github.com/codait/pardata](https://github.com/codait/pardata)  
-0.15 stars per week over 119 weeks  
-18 stars, 5 forks, 11 watches  
-created 2020-11-17, last commit 2021-12-01, main language Python  
-<sub><sup>artificial-intelligence, data-science, dataset, machine-learning, python</sup></sub>
+### [malloy-py](https://github.com/malloydata/malloy-py) by [malloydata](https://github.com/malloydata)  
+malloy-py: Python package for executing Malloy  
+[https://github.com/malloydata/malloy-py](https://github.com/malloydata/malloy-py)  
+0.17 stars per week over 17 weeks  
+3 stars, 1 forks, 4 watches  
+created 2022-11-02, last commit 2023-01-17, main language Python  
+<sub><sup>business-analytics, business-intelligence, data, data-modeling, python, semantic-modeling, sql</sup></sub>
 
 
 ### [wikinet](https://github.com/harangju/wikinet) by [harangju](https://github.com/harangju)  
@@ -750,16 +759,7 @@ wikinet: Python library for exploring networks of hyperlinked Wikipedia articles
 created 2019-08-05, last commit 2022-01-25, main language Jupyter Notebook  
 
 
-### [malloy-py](https://github.com/malloydata/malloy-py) by [malloydata](https://github.com/malloydata)  
-malloy-py: Python package for executing Malloy  
-[https://github.com/malloydata/malloy-py](https://github.com/malloydata/malloy-py)  
-0.17 stars per week over 17 weeks  
-3 stars, 1 forks, 4 watches  
-created 2022-11-02, last commit 2023-01-17, main language Python  
-<sub><sup>business-analytics, business-intelligence, data, data-modeling, python, semantic-modeling, sql</sup></sub>
-
-
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/debug.md b/categories/debug.md
index 7df5882..0dffd86 100644
--- a/categories/debug.md
+++ b/categories/debug.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 7 curated debug Python libraries and frameworks ordered by stars.  
+A selection of 8 curated debug Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,7 +9,7 @@ Checkout the interactive version that you can filter and sort:
 PySnooper: Never use print for debugging again  
 [https://github.com/cool-rr/pysnooper](https://github.com/cool-rr/pysnooper)  
 77 stars per week over 202 weeks  
-15,698 stars, 938 forks, 234 watches  
+15,700 stars, 938 forks, 234 watches  
 created 2019-04-18, last commit 2023-01-03, main language Python  
 <sub><sup>debug, debugger, introspection, logging, python</sup></sub>
 
@@ -18,7 +18,7 @@ created 2019-04-18, last commit 2023-01-03, main language Python
 icecream: 🍦 Never use print() to debug again.  
 [https://github.com/gruns/icecream](https://github.com/gruns/icecream)  
 25 stars per week over 263 weeks  
-6,617 stars, 137 forks, 50 watches  
+6,618 stars, 137 forks, 50 watches  
 created 2018-02-13, last commit 2022-12-04, main language Python  
 <sub><sup>debug, debugging, debugging-tool, inspects, library, print, python, python3</sup></sub>
 
@@ -28,7 +28,7 @@ pudb: Full-screen console debugger for Python
 [https://documen.tician.de/pudb/](https://documen.tician.de/pudb/)  
 [https://github.com/inducer/pudb](https://github.com/inducer/pudb)  
 4.22 stars per week over 616 weeks  
-2,600 stars, 217 forks, 47 watches  
+2,601 stars, 217 forks, 47 watches  
 created 2011-05-13, last commit 2023-01-10, main language Python  
 <sub><sup>bpython, debug, debugger, ipython, pdb, pytest, pytest-plugin, python, urwid</sup></sub>
 
@@ -36,41 +36,50 @@ created 2011-05-13, last commit 2023-01-10, main language Python
 ### [ipdb](https://github.com/gotcha/ipdb) by [gotcha](https://github.com/gotcha)  
 ipdb: Integration of IPython pdb  
 [https://github.com/gotcha/ipdb](https://github.com/gotcha/ipdb)  
-2.63 stars per week over 632 weeks  
-1,666 stars, 146 forks, 27 watches  
+2.63 stars per week over 633 weeks  
+1,667 stars, 146 forks, 27 watches  
 created 2011-01-15, last commit 2022-12-13, main language Python  
 <sub><sup>debugger, ipython, python</sup></sub>
 
 
-### [heartrate](https://github.com/alexmojaki/heartrate) by [alexmojaki](https://github.com/alexmojaki)  
-heartrate: Simple real time visualisation of the execution of a Python program.  
-[https://github.com/alexmojaki/heartrate](https://github.com/alexmojaki/heartrate)  
-8.02 stars per week over 201 weeks  
-1,614 stars, 124 forks, 33 watches  
-created 2019-04-24, last commit 2021-11-13, main language Python  
-<sub><sup>debugger, python, visualization</sup></sub>
+### [snoop](https://github.com/alexmojaki/snoop) by [alexmojaki](https://github.com/alexmojaki)  
+snoop: A powerful set of Python debugging tools, based on PySnooper  
+[https://github.com/alexmojaki/snoop](https://github.com/alexmojaki/snoop)  
+4.53 stars per week over 198 weeks  
+901 stars, 31 forks, 17 watches  
+created 2019-05-13, last commit 2022-12-22, main language Python  
+<sub><sup>debugger, debugging, debugging-tools, logging, python</sup></sub>
+
+
+### [rebound](https://github.com/shobrook/rebound) by [shobrook](https://github.com/shobrook)  
+rebound: Command-line tool that instantly fetches Stack Overflow results when an exception is thrown  
+[https://github.com/shobrook/rebound](https://github.com/shobrook/rebound)  
+15 stars per week over 261 weeks  
+3,998 stars, 383 forks, 77 watches  
+created 2018-02-28, last commit 2022-02-16, main language Python  
+<sub><sup>command-line-interface, command-line-tool, error-messages, python, stackoverflow, terminal-app</sup></sub>
 
 
 ### [birdseye](https://github.com/alexmojaki/birdseye) by [alexmojaki](https://github.com/alexmojaki)  
 birdseye: Graphical Python debugger which lets you easily view the values of all evaluated expressions  
 [https://birdseye.readthedocs.io](https://birdseye.readthedocs.io)  
 [https://github.com/alexmojaki/birdseye](https://github.com/alexmojaki/birdseye)  
-5.26 stars per week over 292 weeks  
-1,541 stars, 77 forks, 42 watches  
+5.26 stars per week over 293 weeks  
+1,542 stars, 77 forks, 42 watches  
 created 2017-07-22, last commit 2022-05-18, main language JavaScript  
 <sub><sup>ast, birdseye, debugger, debugging, python, python-debugger</sup></sub>
 
 
-### [snoop](https://github.com/alexmojaki/snoop) by [alexmojaki](https://github.com/alexmojaki)  
-snoop: A powerful set of Python debugging tools, based on PySnooper  
-[https://github.com/alexmojaki/snoop](https://github.com/alexmojaki/snoop)  
-4.53 stars per week over 198 weeks  
-900 stars, 31 forks, 17 watches  
-created 2019-05-13, last commit 2022-12-22, main language Python  
-<sub><sup>debugger, debugging, debugging-tools, logging, python</sup></sub>
+### [heartrate](https://github.com/alexmojaki/heartrate) by [alexmojaki](https://github.com/alexmojaki)  
+heartrate: Simple real time visualisation of the execution of a Python program.  
+[https://github.com/alexmojaki/heartrate](https://github.com/alexmojaki/heartrate)  
+8.01 stars per week over 201 weeks  
+1,614 stars, 124 forks, 33 watches  
+created 2019-04-24, last commit 2021-11-13, main language Python  
+<sub><sup>debugger, python, visualization</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/diffusion.md b/categories/diffusion.md
index fe0fbc3..e5f0c2f 100644
--- a/categories/diffusion.md
+++ b/categories/diffusion.md
@@ -5,30 +5,13 @@ Checkout the interactive version that you can filter and sort:
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
-### [stable-diffusion](https://github.com/compvis/stable-diffusion) by [compvis](https://github.com/compvis)  
-stable-diffusion: A latent text-to-image diffusion model  
-[https://ommer-lab.com/research/latent-diffusion-models/](https://ommer-lab.com/research/latent-diffusion-models/)  
-[https://github.com/compvis/stable-diffusion](https://github.com/compvis/stable-diffusion)  
-1505 stars per week over 29 weeks  
-44,083 stars, 6,866 forks, 423 watches  
-created 2022-08-10, last commit 2022-11-16, main language Jupyter Notebook  
-
-
-### [stable-diffusion-webui](https://github.com/automatic1111/stable-diffusion-webui) by [automatic1111](https://github.com/automatic1111)  
-stable-diffusion-webui: Stable Diffusion web UI  
-[https://github.com/automatic1111/stable-diffusion-webui](https://github.com/automatic1111/stable-diffusion-webui)  
-1547 stars per week over 27 weeks  
-42,659 stars, 7,890 forks, 397 watches  
-created 2022-08-22, last commit 2023-02-20, main language Python  
-
-
 ### [InvokeAI](https://github.com/invoke-ai/invokeai) by [invoke-ai](https://github.com/invoke-ai)  
 InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products.  
 [https://invoke-ai.github.io/InvokeAI/](https://invoke-ai.github.io/InvokeAI/)  
 [https://github.com/invoke-ai/invokeai](https://github.com/invoke-ai/invokeai)  
-402 stars per week over 28 weeks  
-11,379 stars, 1,291 forks, 131 watches  
-created 2022-08-17, last commit 2023-02-28, main language Jupyter Notebook  
+400 stars per week over 28 weeks  
+11,435 stars, 1,296 forks, 131 watches  
+created 2022-08-17, last commit 2023-03-04, main language Jupyter Notebook  
 <sub><sup>ai-art, artificial-intelligence, generative-art, image-generation, img2img, inpainting, latent-diffusion, linux, macos, outpainting, stable-diffusion, txt2img, windows</sup></sub>
 
 
@@ -36,35 +19,25 @@ created 2022-08-17, last commit 2023-02-28, main language Jupyter Notebook
 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch  
 [https://huggingface.co/docs/diffusers](https://huggingface.co/docs/diffusers)  
 [https://github.com/huggingface/diffusers](https://github.com/huggingface/diffusers)  
-282 stars per week over 39 weeks  
-11,192 stars, 2,205 forks, 118 watches  
-created 2022-05-30, last commit 2023-03-02, main language Python  
+281 stars per week over 39 weeks  
+11,238 stars, 2,215 forks, 119 watches  
+created 2022-05-30, last commit 2023-03-03, main language Python  
 <sub><sup>deep-learning, diffusion, hacktoberfest, image-generation, image2image, pytorch, score-based-generative-modeling, stable-diffusion, text2image</sup></sub>
 
 
-### [diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui) by [divamgupta](https://github.com/divamgupta)  
-diffusionbee-stable-diffusion-ui: Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.  
-[https://diffusionbee.com](https://diffusionbee.com)  
-[https://github.com/divamgupta/diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui)  
-325 stars per week over 25 weeks  
-8,286 stars, 332 forks, 77 watches  
-created 2022-09-06, last commit 2023-02-13, main language JavaScript  
-<sub><sup>electron-app, macos, stable-diffusion</sup></sub>
-
-
-### [latent-diffusion](https://github.com/compvis/latent-diffusion) by [compvis](https://github.com/compvis)  
-latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models  
-[https://github.com/compvis/latent-diffusion](https://github.com/compvis/latent-diffusion)  
-100 stars per week over 62 weeks  
-6,312 stars, 850 forks, 78 watches  
-created 2021-12-20, last commit 2022-07-26, main language Jupyter Notebook  
+### [stable-diffusion-webui](https://github.com/automatic1111/stable-diffusion-webui) by [automatic1111](https://github.com/automatic1111)  
+stable-diffusion-webui: Stable Diffusion web UI  
+[https://github.com/automatic1111/stable-diffusion-webui](https://github.com/automatic1111/stable-diffusion-webui)  
+1555 stars per week over 27 weeks  
+43,329 stars, 8,008 forks, 402 watches  
+created 2022-08-22, last commit 2023-02-20, main language Python  
 
 
 ### [dream-textures](https://github.com/carson-katri/dream-textures) by [carson-katri](https://github.com/carson-katri)  
 dream-textures: Stable Diffusion built-in to Blender  
 [https://github.com/carson-katri/dream-textures](https://github.com/carson-katri/dream-textures)  
-236 stars per week over 25 weeks  
-5,955 stars, 304 forks, 95 watches  
+234 stars per week over 25 weeks  
+5,974 stars, 306 forks, 95 watches  
 created 2022-09-08, last commit 2023-02-15, main language Python  
 <sub><sup>ai, blender, blender-addon, image-generation, stable-diffusion</sup></sub>
 
@@ -72,106 +45,133 @@ created 2022-09-08, last commit 2023-02-15, main language Python
 ### [ml-stable-diffusion](https://github.com/apple/ml-stable-diffusion) by [apple](https://github.com/apple)  
 ml-stable-diffusion: Stable Diffusion with Core ML on Apple Silicon  
 [https://github.com/apple/ml-stable-diffusion](https://github.com/apple/ml-stable-diffusion)  
-372 stars per week over 15 weeks  
-5,699 stars, 273 forks, 71 watches  
-created 2022-11-16, last commit 2023-02-15, main language Python  
+367 stars per week over 15 weeks  
+5,723 stars, 273 forks, 70 watches  
+created 2022-11-16, last commit 2023-03-04, main language Python  
 
 
-### [Dreambooth-Stable-Diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion) by [xavierxiao](https://github.com/xavierxiao)  
-Dreambooth-Stable-Diffusion: Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion  
-[https://github.com/xavierxiao/dreambooth-stable-diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion)  
-221 stars per week over 25 weeks  
-5,636 stars, 618 forks, 83 watches  
-created 2022-09-06, last commit 2022-09-21, main language Jupyter Notebook  
-<sub><sup>pytorch, pytorch-lightning, stable-diffusion, text-to-image</sup></sub>
+### [diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui) by [divamgupta](https://github.com/divamgupta)  
+diffusionbee-stable-diffusion-ui: Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.  
+[https://diffusionbee.com](https://diffusionbee.com)  
+[https://github.com/divamgupta/diffusionbee-stable-diffusion-ui](https://github.com/divamgupta/diffusionbee-stable-diffusion-ui)  
+323 stars per week over 25 weeks  
+8,308 stars, 330 forks, 77 watches  
+created 2022-09-06, last commit 2023-02-13, main language JavaScript  
+<sub><sup>electron-app, macos, stable-diffusion</sup></sub>
+
+
+### [stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos) by [nateraw](https://github.com/nateraw)  
+stable-diffusion-videos: Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts  
+[https://github.com/nateraw/stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos)  
+84 stars per week over 25 weeks  
+2,183 stars, 214 forks, 28 watches  
+created 2022-09-06, last commit 2023-02-18, main language Python  
+<sub><sup>ai-art, huggingface, huggingface-diffusers, machine-learning, stable-diffusion</sup></sub>
+
+
+### [stable-diffusion](https://github.com/compvis/stable-diffusion) by [compvis](https://github.com/compvis)  
+stable-diffusion: A latent text-to-image diffusion model  
+[https://ommer-lab.com/research/latent-diffusion-models/](https://ommer-lab.com/research/latent-diffusion-models/)  
+[https://github.com/compvis/stable-diffusion](https://github.com/compvis/stable-diffusion)  
+1496 stars per week over 29 weeks  
+44,263 stars, 6,888 forks, 422 watches  
+created 2022-08-10, last commit 2022-11-16, main language Jupyter Notebook  
 
 
 ### [stable-dreamfusion](https://github.com/ashawkey/stable-dreamfusion) by [ashawkey](https://github.com/ashawkey)  
 stable-dreamfusion: A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion.  
 [https://github.com/ashawkey/stable-dreamfusion](https://github.com/ashawkey/stable-dreamfusion)  
-185 stars per week over 21 weeks  
-3,921 stars, 343 forks, 82 watches  
-created 2022-10-06, last commit 2023-02-25, main language Python  
+183 stars per week over 21 weeks  
+3,937 stars, 346 forks, 83 watches  
+created 2022-10-06, last commit 2023-03-03, main language Python  
 <sub><sup>dreamfusion, gui, nerf, stable-diffusion, text-to-3d</sup></sub>
 
 
-### [discoart](https://github.com/jina-ai/discoart) by [jina-ai](https://github.com/jina-ai)  
-discoart: 🪩 Create Disco Diffusion artworks in one line  
-[https://github.com/jina-ai/discoart](https://github.com/jina-ai/discoart)  
-103 stars per week over 35 weeks  
-3,645 stars, 221 forks, 33 watches  
-created 2022-06-30, last commit 2022-08-17, main language Python  
-<sub><sup>clip-guided-diffusion, creative-ai, creative-art, cross-modal, dalle, diffusion, disco-diffusion, discodiffusion, generative-art, imgen, latent-diffusion, midjourney, multimodal, prompts, stable-diffusion</sup></sub>
-
-
 ### [stablediffusion-infinity](https://github.com/lkwq007/stablediffusion-infinity) by [lkwq007](https://github.com/lkwq007)  
 stablediffusion-infinity: Outpainting with Stable Diffusion on an infinite canvas  
 [https://github.com/lkwq007/stablediffusion-infinity](https://github.com/lkwq007/stablediffusion-infinity)  
-117 stars per week over 26 weeks  
-3,053 stars, 237 forks, 32 watches  
+116 stars per week over 26 weeks  
+3,056 stars, 240 forks, 32 watches  
 created 2022-09-02, last commit 2023-01-24, main language Python  
 <sub><sup>outpainting, stablediffusion</sup></sub>
 
 
-### [glide-text2im](https://github.com/openai/glide-text2im) by [openai](https://github.com/openai)  
-glide-text2im: GLIDE: a diffusion-based text-conditional image synthesis model  
-[https://github.com/openai/glide-text2im](https://github.com/openai/glide-text2im)  
-47 stars per week over 64 weeks  
-3,037 stars, 434 forks, 124 watches  
-created 2021-12-10, last commit 2022-03-21, main language Python  
+### [discoart](https://github.com/jina-ai/discoart) by [jina-ai](https://github.com/jina-ai)  
+discoart: 🪩 Create Disco Diffusion artworks in one line  
+[https://github.com/jina-ai/discoart](https://github.com/jina-ai/discoart)  
+102 stars per week over 35 weeks  
+3,648 stars, 221 forks, 33 watches  
+created 2022-06-30, last commit 2022-08-17, main language Python  
+<sub><sup>clip-guided-diffusion, creative-ai, creative-art, cross-modal, dalle, diffusion, disco-diffusion, discodiffusion, generative-art, imgen, latent-diffusion, midjourney, multimodal, prompts, stable-diffusion</sup></sub>
 
 
-### [stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos) by [nateraw](https://github.com/nateraw)  
-stable-diffusion-videos: Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts  
-[https://github.com/nateraw/stable-diffusion-videos](https://github.com/nateraw/stable-diffusion-videos)  
-85 stars per week over 25 weeks  
-2,178 stars, 213 forks, 28 watches  
-created 2022-09-06, last commit 2023-02-18, main language Python  
-<sub><sup>ai-art, huggingface, huggingface-diffusers, machine-learning, stable-diffusion</sup></sub>
+### [Dreambooth-Stable-Diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion) by [xavierxiao](https://github.com/xavierxiao)  
+Dreambooth-Stable-Diffusion: Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion  
+[https://github.com/xavierxiao/dreambooth-stable-diffusion](https://github.com/xavierxiao/dreambooth-stable-diffusion)  
+220 stars per week over 25 weeks  
+5,662 stars, 622 forks, 83 watches  
+created 2022-09-06, last commit 2022-09-21, main language Jupyter Notebook  
+<sub><sup>pytorch, pytorch-lightning, stable-diffusion, text-to-image</sup></sub>
+
+
+### [latent-diffusion](https://github.com/compvis/latent-diffusion) by [compvis](https://github.com/compvis)  
+latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models  
+[https://github.com/compvis/latent-diffusion](https://github.com/compvis/latent-diffusion)  
+100 stars per week over 62 weeks  
+6,337 stars, 852 forks, 78 watches  
+created 2021-12-20, last commit 2022-07-26, main language Jupyter Notebook  
 
 
 ### [stable-diffusion-tensorflow](https://github.com/divamgupta/stable-diffusion-tensorflow) by [divamgupta](https://github.com/divamgupta)  
 stable-diffusion-tensorflow: Stable Diffusion in TensorFlow / Keras  
 [https://github.com/divamgupta/stable-diffusion-tensorflow](https://github.com/divamgupta/stable-diffusion-tensorflow)  
-57 stars per week over 24 weeks  
-1,381 stars, 193 forks, 21 watches  
+56 stars per week over 24 weeks  
+1,382 stars, 193 forks, 21 watches  
 created 2022-09-15, last commit 2022-11-22, main language Python  
 
 
-### [long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion) by [sharonzhou](https://github.com/sharonzhou)  
-long_stable_diffusion: Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)  
-[https://github.com/sharonzhou/long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion)  
-23 stars per week over 25 weeks  
-596 stars, 48 forks, 14 watches  
-created 2022-09-04, last commit 2022-10-30, main language Python  
-
-
 ### [unprompted](https://github.com/thereforegames/unprompted) by [thereforegames](https://github.com/thereforegames)  
 unprompted: Text generator written for Stable Diffusion workflows.  
 [https://github.com/thereforegames/unprompted](https://github.com/thereforegames/unprompted)  
 16 stars per week over 17 weeks  
-286 stars, 31 forks, 9 watches  
+287 stars, 31 forks, 9 watches  
 created 2022-10-31, last commit 2023-02-25, main language Python  
 
 
+### [ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111) by [coyote-a](https://github.com/coyote-a)  
+coyote-a/ultimate-upscale-for-automatic1111  
+[https://github.com/coyote-a/ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111)  
+22 stars per week over 8 weeks  
+201 stars, 15 forks, 4 watches  
+created 2023-01-02, last commit 2023-02-07, main language Python  
+
+
 ### [latentblending](https://github.com/lunarring/latentblending) by [lunarring](https://github.com/lunarring)  
 latentblending: Create butter-smooth transitions between prompts, powered by stable diffusion  
 [https://github.com/lunarring/latentblending](https://github.com/lunarring/latentblending)  
-13 stars per week over 14 weeks  
-205 stars, 18 forks, 12 watches  
+13 stars per week over 15 weeks  
+206 stars, 18 forks, 12 watches  
 created 2022-11-19, last commit 2023-03-02, main language Python  
 <sub><sup>animation, diffusion, stable-diffusion</sup></sub>
 
 
-### [ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111) by [coyote-a](https://github.com/coyote-a)  
-coyote-a/ultimate-upscale-for-automatic1111  
-[https://github.com/coyote-a/ultimate-upscale-for-automatic1111](https://github.com/coyote-a/ultimate-upscale-for-automatic1111)  
-23 stars per week over 8 weeks  
-198 stars, 14 forks, 4 watches  
-created 2023-01-02, last commit 2023-02-07, main language Python  
+### [glide-text2im](https://github.com/openai/glide-text2im) by [openai](https://github.com/openai)  
+glide-text2im: GLIDE: a diffusion-based text-conditional image synthesis model  
+[https://github.com/openai/glide-text2im](https://github.com/openai/glide-text2im)  
+47 stars per week over 64 weeks  
+3,041 stars, 434 forks, 124 watches  
+created 2021-12-10, last commit 2022-03-21, main language Python  
+
+
+### [long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion) by [sharonzhou](https://github.com/sharonzhou)  
+long_stable_diffusion: Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)  
+[https://github.com/sharonzhou/long_stable_diffusion](https://github.com/sharonzhou/long_stable_diffusion)  
+23 stars per week over 26 weeks  
+598 stars, 48 forks, 14 watches  
+created 2022-09-04, last commit 2022-10-30, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/finance.md b/categories/finance.md
new file mode 100644
index 0000000..265b398
--- /dev/null
+++ b/categories/finance.md
@@ -0,0 +1,345 @@
+# Crazy Awesome Python
+A selection of 36 curated finance Python libraries and frameworks ordered by stars.  
+
+Checkout the interactive version that you can filter and sort: 
+[https://www.awesomepython.org/](https://www.awesomepython.org/)  
+
+
+### [OpenBBTerminal](https://github.com/openbb-finance/openbbterminal) by [openbb-finance](https://github.com/openbb-finance)  
+OpenBBTerminal: Investment Research for Everyone, Anywhere.  
+[https://openbb.co](https://openbb.co)  
+[https://github.com/openbb-finance/openbbterminal](https://github.com/openbb-finance/openbbterminal)  
+168 stars per week over 115 weeks  
+19,426 stars, 2,023 forks, 239 watches  
+created 2020-12-20, last commit 2023-03-04, main language Python  
+<sub><sup>artificial-intelligence, crypto, cryptocurrency, economics, finance, investment, investment-research, machine-learning, openbb, python, quantitative-finance, stocks</sup></sub>
+
+
+### [qlib](https://github.com/microsoft/qlib) by [microsoft](https://github.com/microsoft)  
+Qlib is an AI-oriented quantitative investment platform, which aims to realize the potential, empower the research, and create the value of AI technologies in quantitative investment. With Qlib, you can easily try your ideas to create better Quant investment strategies. An increasing number of  SOTA Quant research works/papers are released in Qlib.  
+[https://qlib.readthedocs.io/en/latest/](https://qlib.readthedocs.io/en/latest/)  
+[https://github.com/microsoft/qlib](https://github.com/microsoft/qlib)  
+78 stars per week over 133 weeks  
+10,418 stars, 1,861 forks, 250 watches  
+created 2020-08-14, last commit 2023-03-03, main language Python  
+<sub><sup>algorithmic-trading, auto-quant, deep-learning, finance, fintech, investment, machine-learning, paper, platform, python, quant, quant-dataset, quant-models, quantitative-finance, quantitative-trading, research, research-paper, stock-data</sup></sub>
+
+
+### [yfinance](https://github.com/ranaroussi/yfinance) by [ranaroussi](https://github.com/ranaroussi)  
+yfinance: Download market data from Yahoo! Finance's API  
+[https://aroussi.com/post/python-yahoo-finance](https://aroussi.com/post/python-yahoo-finance)  
+[https://github.com/ranaroussi/yfinance](https://github.com/ranaroussi/yfinance)  
+29 stars per week over 302 weeks  
+9,050 stars, 1,832 forks, 220 watches  
+created 2017-05-21, last commit 2023-02-21, main language Python  
+<sub><sup>financial-data, fix-yahoo-finance, market-data, pandas, python, stock-data, yahoo-finance, yahoo-finance-api</sup></sub>
+
+
+### [mplfinance](https://github.com/matplotlib/mplfinance) by [matplotlib](https://github.com/matplotlib)  
+mplfinance: Financial Markets Data Visualization using Matplotlib  
+[https://pypi.org/project/mplfinance/](https://pypi.org/project/mplfinance/)  
+[https://github.com/matplotlib/mplfinance](https://github.com/matplotlib/mplfinance)  
+15 stars per week over 169 weeks  
+2,620 stars, 534 forks, 85 watches  
+created 2019-12-05, last commit 2023-01-26, main language Python  
+<sub><sup>candlestick, candlestick-chart, candlestickchart, finance, hacktoberfest, hacktoberfest2022, hactoberfest, intraday-data, market-data, matplotlib, mplfinance, ohlc, ohlc-chart, ohlc-data, ohlc-plot, ohlcv, trading-days</sup></sub>
+
+
+### [ta-lib-python](https://github.com/ta-lib/ta-lib-python) by [ta-lib](https://github.com/ta-lib)  
+ta-lib-python: Python wrapper for TA-Lib (http://ta-lib.org/).  
+[http://ta-lib.github.io/ta-lib-python](http://ta-lib.github.io/ta-lib-python)  
+[https://github.com/ta-lib/ta-lib-python](https://github.com/ta-lib/ta-lib-python)  
+13 stars per week over 571 weeks  
+7,519 stars, 1,472 forks, 319 watches  
+created 2012-03-23, last commit 2023-02-28, main language Cython  
+<sub><sup>finance, pattern-recognition, python, quantitative-finance, ta-lib, technical-analysis</sup></sub>
+
+
+### [blankly](https://github.com/blankly-finance/blankly) by [blankly-finance](https://github.com/blankly-finance)  
+blankly: 🚀 💸  Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.  
+[https://package.blankly.finance](https://package.blankly.finance)  
+[https://github.com/blankly-finance/blankly](https://github.com/blankly-finance/blankly)  
+14 stars per week over 103 weeks  
+1,474 stars, 194 forks, 28 watches  
+created 2021-03-09, last commit 2023-02-02, main language Python  
+<sub><sup>algotrading, binance, blankly, bot, bot-framework, bots, coinbase, crypto, cryptocurrency, framework, investment, platform, python, stocks, trading, trading-bot, trading-strategies</sup></sub>
+
+
+### [zipline](https://github.com/quantopian/zipline) by [quantopian](https://github.com/quantopian)  
+Zipline, a Pythonic Algorithmic Trading Library  
+[https://www.zipline.io](https://www.zipline.io)  
+[https://github.com/quantopian/zipline](https://github.com/quantopian/zipline)  
+29 stars per week over 541 weeks  
+15,851 stars, 4,541 forks, 1,008 watches  
+created 2012-10-19, last commit 2020-10-14, main language Python  
+<sub><sup>algorithmic-trading, python, quant, zipline</sup></sub>
+
+
+### [tf-quant-finance](https://github.com/google/tf-quant-finance) by [google](https://github.com/google)  
+tf-quant-finance: High-performance TensorFlow library for quantitative finance.  
+[https://github.com/google/tf-quant-finance](https://github.com/google/tf-quant-finance)  
+19 stars per week over 188 weeks  
+3,655 stars, 490 forks, 169 watches  
+created 2019-07-24, last commit 2023-02-17, main language Python  
+<sub><sup>finance, gpu, gpu-computing, high-performance, high-performance-computing, numerical-integration, numerical-methods, numerical-optimization, python, quantitative-finance, quantlib, tensorflow</sup></sub>
+
+
+### [backtesting.py](https://github.com/kernc/backtesting.py) by [kernc](https://github.com/kernc)  
+backtesting.py: :mag_right: :chart_with_upwards_trend: :snake: :moneybag:  Backtest trading strategies in Python.  
+[https://kernc.github.io/backtesting.py/](https://kernc.github.io/backtesting.py/)  
+[https://github.com/kernc/backtesting.py](https://github.com/kernc/backtesting.py)  
+15 stars per week over 217 weeks  
+3,336 stars, 665 forks, 94 watches  
+created 2019-01-02, last commit 2023-01-15, main language Python  
+<sub><sup>algo-trading, algorithmic-trading, backtesting, backtesting-engine, backtesting-frameworks, backtesting-trading-strategies, finance, financial-markets, forex, forex-trading, framework, hacktoberfest, investing, investment, investment-strategies, stocks, trading, trading-algorithms, trading-simulator, trading-strategies</sup></sub>
+
+
+### [quantstats](https://github.com/ranaroussi/quantstats) by [ranaroussi](https://github.com/ranaroussi)  
+quantstats: Portfolio analytics for quants, written in Python  
+[https://github.com/ranaroussi/quantstats](https://github.com/ranaroussi/quantstats)  
+14 stars per week over 200 weeks  
+2,862 stars, 570 forks, 86 watches  
+created 2019-05-01, last commit 2022-07-05, main language Python  
+<sub><sup>algo-trading, algorithmic-trading, algotrading, finance, plotting, python, quant, quantitative-analysis, quantitative-finance, quantitative-trading, visualization</sup></sub>
+
+
+### [pysystemtrade](https://github.com/robcarver17/pysystemtrade) by [robcarver17](https://github.com/robcarver17)  
+pysystemtrade: Systematic Trading in python  
+[https://github.com/robcarver17/pysystemtrade](https://github.com/robcarver17/pysystemtrade)  
+5.02 stars per week over 379 weeks  
+1,904 stars, 637 forks, 156 watches  
+created 2015-11-27, last commit 2023-03-03, main language Python  
+
+
+### [vectorbt](https://github.com/polakowo/vectorbt) by [polakowo](https://github.com/polakowo)  
+vectorbt: Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.   
+[https://vectorbt.dev](https://vectorbt.dev)  
+[https://github.com/polakowo/vectorbt](https://github.com/polakowo/vectorbt)  
+9.48 stars per week over 276 weeks  
+2,624 stars, 453 forks, 97 watches  
+created 2017-11-14, last commit 2023-02-27, main language Python  
+<sub><sup>algorithmic-trading, algorithmic-traiding, backtesting, cryptocurrency, data-science, data-visualization, finance, machine-learning, portfolio-optimization, quantitative-analysis, quantitative-finance, time-series, trading, trading-strategies</sup></sub>
+
+
+### [FinancePy](https://github.com/domokane/financepy) by [domokane](https://github.com/domokane)  
+FinancePy: A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.   
+[https://financepy.com/](https://financepy.com/)  
+[https://github.com/domokane/financepy](https://github.com/domokane/financepy)  
+7.34 stars per week over 175 weeks  
+1,285 stars, 196 forks, 49 watches  
+created 2019-10-27, last commit 2023-02-26, main language Jupyter Notebook  
+<sub><sup>asset-allocation, bonds, credit, currency, derivatives, derivatives-pricing, finance, fixed-income, investment, numba, pricing, python, risk, risk-management, students, valuation</sup></sub>
+
+
+### [backtrader](https://github.com/mementum/backtrader) by [mementum](https://github.com/mementum)  
+backtrader: Python Backtesting library for trading strategies  
+[https://www.backtrader.com](https://www.backtrader.com)  
+[https://github.com/mementum/backtrader](https://github.com/mementum/backtrader)  
+23 stars per week over 425 weeks  
+10,145 stars, 3,152 forks, 579 watches  
+created 2015-01-10, last commit 2021-07-17, main language Python  
+<sub><sup>backtesting, metaclass, python, trading</sup></sub>
+
+
+### [gs-quant](https://github.com/goldmansachs/gs-quant) by [goldmansachs](https://github.com/goldmansachs)  
+gs-quant: Python toolkit for quantitative finance  
+[https://developer.gs.com/discover/products/gs-quant/](https://developer.gs.com/discover/products/gs-quant/)  
+[https://github.com/goldmansachs/gs-quant](https://github.com/goldmansachs/gs-quant)  
+7.62 stars per week over 220 weeks  
+1,678 stars, 340 forks, 75 watches  
+created 2018-12-14, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>derivatives, goldman-sachs, gs-quant, risk-management, trading-strategies</sup></sub>
+
+
+### [algo-trader](https://github.com/idanya/algo-trader) by [idanya](https://github.com/idanya)  
+algo-trader: Trading bot with support for realtime trading, backtesting, custom strategies and much more.  
+[https://github.com/idanya/algo-trader](https://github.com/idanya/algo-trader)  
+8.28 stars per week over 76 weeks  
+635 stars, 67 forks, 22 watches  
+created 2021-09-14, last commit 2023-03-02, main language Python  
+<sub><sup>algorithmic-trading, backtesting, crypto-bot, python, technical-analysis, trading-bot, trading-strategies</sup></sub>
+
+
+### [pyfolio](https://github.com/quantopian/pyfolio) by [quantopian](https://github.com/quantopian)  
+pyfolio: Portfolio and risk analytics in Python  
+[https://quantopian.github.io/pyfolio](https://quantopian.github.io/pyfolio)  
+[https://github.com/quantopian/pyfolio](https://github.com/quantopian/pyfolio)  
+11 stars per week over 404 weeks  
+4,845 stars, 1,553 forks, 306 watches  
+created 2015-06-01, last commit 2020-07-15, main language Jupyter Notebook  
+
+
+### [finmarketpy](https://github.com/cuemacro/finmarketpy) by [cuemacro](https://github.com/cuemacro)  
+finmarketpy: Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)  
+[http://www.cuemacro.com](http://www.cuemacro.com)  
+[https://github.com/cuemacro/finmarketpy](https://github.com/cuemacro/finmarketpy)  
+7.31 stars per week over 419 weeks  
+3,065 stars, 482 forks, 217 watches  
+created 2015-02-19, last commit 2022-12-20, main language Python  
+<sub><sup>backtesting-trading-strategies, python, trading-strategies</sup></sub>
+
+
+### [exchange_calendars](https://github.com/gerrymanoim/exchange_calendars) by [gerrymanoim](https://github.com/gerrymanoim)  
+exchange_calendars: Calendars for various securities exchanges.  
+[https://github.com/gerrymanoim/exchange_calendars](https://github.com/gerrymanoim/exchange_calendars)  
+1.92 stars per week over 122 weeks  
+235 stars, 78 forks, 14 watches  
+created 2020-10-30, last commit 2023-02-14, main language Python  
+
+
+### [pyalgotrade](https://github.com/gbeced/pyalgotrade) by [gbeced](https://github.com/gbeced)  
+pyalgotrade: Python Algorithmic Trading Library  
+[http://gbeced.github.io/pyalgotrade/](http://gbeced.github.io/pyalgotrade/)  
+[https://github.com/gbeced/pyalgotrade](https://github.com/gbeced/pyalgotrade)  
+6.83 stars per week over 573 weeks  
+3,915 stars, 1,333 forks, 353 watches  
+created 2012-03-07, last commit 2023-03-05, main language Python  
+
+
+### [ffn](https://github.com/pmorissette/ffn) by [pmorissette](https://github.com/pmorissette)  
+ffn - a financial function library for Python  
+[pmorissette.github.io/ffn](pmorissette.github.io/ffn)  
+[https://github.com/pmorissette/ffn](https://github.com/pmorissette/ffn)  
+3.17 stars per week over 454 weeks  
+1,441 stars, 254 forks, 59 watches  
+created 2014-06-19, last commit 2022-12-21, main language Python  
+
+
+### [QuantLib-SWIG](https://github.com/lballabio/quantlib-swig) by [lballabio](https://github.com/lballabio)  
+QuantLib-SWIG: QuantLib wrappers to other languages  
+[https://github.com/lballabio/quantlib-swig](https://github.com/lballabio/quantlib-swig)  
+0.73 stars per week over 376 weeks  
+275 stars, 262 forks, 38 watches  
+created 2015-12-17, last commit 2023-01-30, main language SWIG  
+<sub><sup>quantitative-finance</sup></sub>
+
+
+### [alphalens](https://github.com/quantopian/alphalens) by [quantopian](https://github.com/quantopian)  
+alphalens: Performance analysis of predictive (alpha) stock factors  
+[http://quantopian.github.io/alphalens](http://quantopian.github.io/alphalens)  
+[https://github.com/quantopian/alphalens](https://github.com/quantopian/alphalens)  
+7.28 stars per week over 352 weeks  
+2,565 stars, 982 forks, 163 watches  
+created 2016-06-03, last commit 2020-04-27, main language Jupyter Notebook  
+<sub><sup>algorithmic-trading, finance, jupyter, numpy, pandas, python</sup></sub>
+
+
+### [bt](https://github.com/pmorissette/bt) by [pmorissette](https://github.com/pmorissette)  
+bt - flexible backtesting for Python  
+[http://pmorissette.github.io/bt](http://pmorissette.github.io/bt)  
+[https://github.com/pmorissette/bt](https://github.com/pmorissette/bt)  
+3.51 stars per week over 454 weeks  
+1,593 stars, 357 forks, 79 watches  
+created 2014-06-19, last commit 2022-11-22, main language Python  
+
+
+### [pandas_market_calendars](https://github.com/rsheftel/pandas_market_calendars) by [rsheftel](https://github.com/rsheftel)  
+pandas_market_calendars: Exchange calendars to use with pandas for trading applications  
+[https://github.com/rsheftel/pandas_market_calendars](https://github.com/rsheftel/pandas_market_calendars)  
+1.74 stars per week over 325 weeks  
+568 stars, 124 forks, 30 watches  
+created 2016-12-07, last commit 2023-02-04, main language Python  
+<sub><sup>calendar, date, datetime, exchange, pandas</sup></sub>
+
+
+### [research_public](https://github.com/quantopian/research_public) by [quantopian](https://github.com/quantopian)  
+research_public: Quantitative research and educational materials  
+[https://www.quantopian.com/lectures](https://www.quantopian.com/lectures)  
+[https://github.com/quantopian/research_public](https://github.com/quantopian/research_public)  
+4.95 stars per week over 418 weeks  
+2,071 stars, 1,451 forks, 201 watches  
+created 2015-02-26, last commit 2020-10-30, main language Jupyter Notebook  
+
+
+### [data-link-python](https://github.com/nasdaq/data-link-python) by [nasdaq](https://github.com/nasdaq)  
+data-link-python: A Python library for Nasdaq Data Link's RESTful API  
+[https://github.com/nasdaq/data-link-python](https://github.com/nasdaq/data-link-python)  
+3.0 stars per week over 69 weeks  
+209 stars, 39 forks, 9 watches  
+created 2021-11-02, last commit 2022-08-29, main language Python  
+
+
+### [stockpredictionai](https://github.com/borisbanushev/stockpredictionai) by [borisbanushev](https://github.com/borisbanushev)  
+stockpredictionai:        In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Network, CNN, as a discriminator. We use LSTM for the obvious reason that we are trying to predict time series data. Why we use GAN and specifically CNN as a discriminator? That is a good question: there are special sections on that later.  
+[https://github.com/borisbanushev/stockpredictionai](https://github.com/borisbanushev/stockpredictionai)  
+16 stars per week over 216 weeks  
+3,597 stars, 1,588 forks, 262 watches  
+created 2019-01-09, last commit 2019-02-11, main language None  
+
+
+### [pyql](https://github.com/enthought/pyql) by [enthought](https://github.com/enthought)  
+pyql: Cython QuantLib wrappers  
+[https://github.com/enthought/pyql](https://github.com/enthought/pyql)  
+1.33 stars per week over 573 weeks  
+761 stars, 176 forks, 105 watches  
+created 2012-03-08, last commit 2023-03-04, main language Cython  
+<sub><sup>cython, quantlib</sup></sub>
+
+
+### [empyrical](https://github.com/quantopian/empyrical) by [quantopian](https://github.com/quantopian)  
+empyrical: Common financial risk and performance metrics. Used by zipline and pyfolio.  
+[https://quantopian.github.io/empyrical](https://quantopian.github.io/empyrical)  
+[https://github.com/quantopian/empyrical](https://github.com/quantopian/empyrical)  
+2.85 stars per week over 363 weeks  
+1,034 stars, 339 forks, 72 watches  
+created 2016-03-18, last commit 2020-10-14, main language Python  
+
+
+### [findatapy](https://github.com/cuemacro/findatapy) by [cuemacro](https://github.com/cuemacro)  
+findatapy: Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.  
+[https://github.com/cuemacro/findatapy](https://github.com/cuemacro/findatapy)  
+3.78 stars per week over 343 weeks  
+1,297 stars, 183 forks, 91 watches  
+created 2016-08-03, last commit 2022-08-24, main language Python  
+<sub><sup>arctic, bloomberg, dukascopy, eikon, fred, market-data, python-api, quandl</sup></sub>
+
+
+### [basana](https://github.com/gbeced/basana) by [gbeced](https://github.com/gbeced)  
+basana: A Python event driven framework for algorithmic trading, with a focus on crypto currencies.  
+[https://github.com/gbeced/basana](https://github.com/gbeced/basana)  
+14 stars per week over 0 weeks  
+2 stars, 0 forks, 1 watches  
+created 2023-03-04, last commit 2023-03-05, main language Python  
+
+
+### [quandl-python](https://github.com/quandl/quandl-python) by [quandl](https://github.com/quandl)  
+quandl/quandl-python  
+[https://github.com/quandl/quandl-python](https://github.com/quandl/quandl-python)  
+2.49 stars per week over 519 weeks  
+1,291 stars, 342 forks, 129 watches  
+created 2013-03-24, last commit 2021-12-08, main language Python  
+<sub><sup>api-client, data-frame, dataset, python, quandl, retrieve-data</sup></sub>
+
+
+### [fmpsdk](https://github.com/daxm/fmpsdk) by [daxm](https://github.com/daxm)  
+fmpsdk: SDK for Financial Modeling Prep's (FMP) API  
+[https://github.com/daxm/fmpsdk](https://github.com/daxm/fmpsdk)  
+0.79 stars per week over 117 weeks  
+93 stars, 37 forks, 9 watches  
+created 2020-12-06, last commit 2022-10-12, main language Python  
+
+
+### [bta-lib](https://github.com/mementum/bta-lib) by [mementum](https://github.com/mementum)  
+bta-lib: Technical Analysis library in pandas for backtesting algotrading and quantitative analysis  
+[https://github.com/mementum/bta-lib](https://github.com/mementum/bta-lib)  
+2.49 stars per week over 161 weeks  
+401 stars, 97 forks, 25 watches  
+created 2020-01-31, last commit 2020-03-11, main language Python  
+
+
+### [python-bizdays](https://github.com/wilsonfreitas/python-bizdays) by [wilsonfreitas](https://github.com/wilsonfreitas)  
+python-bizdays: Business days calculations and utilities  
+[http://wilsonfreitas.github.io/python-bizdays/](http://wilsonfreitas.github.io/python-bizdays/)  
+[https://github.com/wilsonfreitas/python-bizdays](https://github.com/wilsonfreitas/python-bizdays)  
+0.12 stars per week over 496 weeks  
+62 stars, 30 forks, 7 watches  
+created 2013-09-01, last commit 2023-01-20, main language Jupyter Notebook  
+
+
+This file was automatically generated on 2023-03-05.  
+
+To curate your own github list, simply clone and change the input csv file.  
+
+Inspired by:  
+[https://github.com/vinta/awesome-python](https://github.com/vinta/awesome-python)  
+[https://github.com/trananhkma/fucking-awesome-python](https://github.com/trananhkma/fucking-awesome-python)  
\ No newline at end of file
diff --git a/categories/gamedev.md b/categories/gamedev.md
index 918c047..d606fb7 100644
--- a/categories/gamedev.md
+++ b/categories/gamedev.md
@@ -9,29 +9,19 @@ Checkout the interactive version that you can filter and sort:
 pygame: 🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.  
 [https://www.pygame.org](https://www.pygame.org)  
 [https://github.com/pygame/pygame](https://github.com/pygame/pygame)  
-18 stars per week over 309 weeks  
-5,771 stars, 2,535 forks, 156 watches  
-created 2017-03-26, last commit 2023-02-28, main language C  
+18 stars per week over 310 weeks  
+5,773 stars, 2,540 forks, 156 watches  
+created 2017-03-26, last commit 2023-03-04, main language C  
 <sub><sup>game-dev, game-development, gamedev, pygame, python, sdl, sdl2</sup></sub>
 
 
-### [panda3d](https://github.com/panda3d/panda3d)  
-panda3d: Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU  
-[https://www.panda3d.org/](https://www.panda3d.org/)  
-[https://github.com/panda3d/panda3d](https://github.com/panda3d/panda3d)  
-7.62 stars per week over 491 weeks  
-3,746 stars, 755 forks, 195 watches  
-created 2013-09-30, last commit 2023-02-26, main language C++  
-<sub><sup>c-plus-plus, cross-platform, game-development, game-engine, gamedev, multi-platform, open-source, opengl, panda3d, panda3d-game-engine, python</sup></sub>
-
-
 ### [pyglet](https://github.com/pyglet/pyglet)  
 pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.  
 [http://pyglet.org](http://pyglet.org)  
 [https://github.com/pyglet/pyglet](https://github.com/pyglet/pyglet)  
-7.27 stars per week over 194 weeks  
-1,415 stars, 252 forks, 32 watches  
-created 2019-06-09, last commit 2023-02-28, main language Python  
+7.27 stars per week over 195 weeks  
+1,417 stars, 252 forks, 32 watches  
+created 2019-06-09, last commit 2023-03-03, main language Python  
 <sub><sup>gamedev, opengl, pyglet, python, scientific-visualization</sup></sub>
 
 
@@ -41,11 +31,21 @@ arcade: Easy to use Python library for creating 2D arcade games.
 [https://github.com/pythonarcade/arcade](https://github.com/pythonarcade/arcade)  
 3.76 stars per week over 373 weeks  
 1,404 stars, 264 forks, 57 watches  
-created 2016-01-04, last commit 2023-03-02, main language Python  
+created 2016-01-04, last commit 2023-03-04, main language Python  
 <sub><sup>arcade-api, arcade-framework, arcade-learning-environment, educational-resources, educational-technology, opengl, python, python3</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+### [panda3d](https://github.com/panda3d/panda3d)  
+panda3d: Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU  
+[https://www.panda3d.org/](https://www.panda3d.org/)  
+[https://github.com/panda3d/panda3d](https://github.com/panda3d/panda3d)  
+7.61 stars per week over 491 weeks  
+3,745 stars, 755 forks, 195 watches  
+created 2013-09-30, last commit 2023-02-26, main language C++  
+<sub><sup>c-plus-plus, cross-platform, game-development, game-engine, gamedev, multi-platform, open-source, opengl, panda3d, panda3d-game-engine, python</sup></sub>
+
+
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/gis.md b/categories/gis.md
index 0ffaa9b..217a40e 100644
--- a/categories/gis.md
+++ b/categories/gis.md
@@ -5,43 +5,83 @@ Checkout the interactive version that you can filter and sort:
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
+### [gdal](https://github.com/osgeo/gdal) by [osgeo](https://github.com/osgeo)  
+GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.  
+[https://gdal.org](https://gdal.org)  
+[https://github.com/osgeo/gdal](https://github.com/osgeo/gdal)  
+6.69 stars per week over 542 weeks  
+3,633 stars, 2,021 forks, 163 watches  
+created 2012-10-09, last commit 2023-03-02, main language C++  
+<sub><sup>geospatial-data, raster, remote-sensing, vector</sup></sub>
+
+
+### [torchgeo](https://github.com/microsoft/torchgeo) by [microsoft](https://github.com/microsoft)  
+TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data  
+[https://torchgeo.rtfd.io](https://torchgeo.rtfd.io)  
+[https://github.com/microsoft/torchgeo](https://github.com/microsoft/torchgeo)  
+15 stars per week over 93 weeks  
+1,487 stars, 174 forks, 37 watches  
+created 2021-05-21, last commit 2023-03-03, main language Python  
+<sub><sup>datasets, deep-learning, earth-observation, models, pytorch, remote-sensing, torchvision, transforms</sup></sub>
+
+
+### [geemap](https://github.com/giswqs/geemap) by [giswqs](https://github.com/giswqs)  
+geemap: A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.  
+[https://geemap.org](https://geemap.org)  
+[https://github.com/giswqs/geemap](https://github.com/giswqs/geemap)  
+16 stars per week over 156 weeks  
+2,570 stars, 929 forks, 101 watches  
+created 2020-03-08, last commit 2023-02-28, main language Python  
+<sub><sup>colab, data-science, dataviz, earth-engine, earthengine, folium, geospatial, gis, google-earth-engine, image-processing, ipyleaflet, ipywidgets, jupyter, jupyter-notebook, landsat, mapping, python, remote-sensing, streamlit, streamlit-webapp</sup></sub>
+
+
 ### [folium](https://github.com/python-visualization/folium) by [python-visualization](https://github.com/python-visualization)  
 folium: Python Data. Leaflet.js Maps.   
 [https://python-visualization.github.io/folium/](https://python-visualization.github.io/folium/)  
 [https://github.com/python-visualization/folium](https://github.com/python-visualization/folium)  
 11 stars per week over 512 weeks  
-6,113 stars, 2,172 forks, 164 watches  
+6,115 stars, 2,173 forks, 164 watches  
 created 2013-05-09, last commit 2023-02-17, main language Python  
 <sub><sup>closember, data-science, data-visualization, javascript, maps, python</sup></sub>
 
 
-### [BlenderGIS](https://github.com/domlysz/blendergis) by [domlysz](https://github.com/domlysz)  
-BlenderGIS: Blender addons to make the bridge between Blender and geographic data  
-[https://github.com/domlysz/blendergis](https://github.com/domlysz/blendergis)  
-13 stars per week over 460 weeks  
-6,075 stars, 1,133 forks, 245 watches  
-created 2014-05-08, last commit 2022-05-31, main language Python  
-<sub><sup>3d, 3d-map, 3dgis, addon, basemap, blender, delaunay-triangulation, dem, geodata, georeferencing, geospatial, gis, importexport, map, openstreetmap, python, raster, shapefile, terrain-model</sup></sub>
+### [shapely](https://github.com/shapely/shapely)  
+shapely: Manipulation and analysis of geometric objects  
+[https://shapely.readthedocs.io/en/stable/](https://shapely.readthedocs.io/en/stable/)  
+[https://github.com/shapely/shapely](https://github.com/shapely/shapely)  
+5.46 stars per week over 583 weeks  
+3,185 stars, 514 forks, 86 watches  
+created 2011-12-31, last commit 2023-02-27, main language Python  
 
 
 ### [osmnx](https://github.com/gboeing/osmnx) by [gboeing](https://github.com/gboeing)  
 OSMnx: Python for street networks. Retrieve, model, analyze, and visualize street networks and other spatial data from OpenStreetMap.  
 [https://geoffboeing.com/publications/osmnx-complex-street-networks/](https://geoffboeing.com/publications/osmnx-complex-street-networks/)  
 [https://github.com/gboeing/osmnx](https://github.com/gboeing/osmnx)  
-11 stars per week over 344 weeks  
-4,069 stars, 746 forks, 121 watches  
+11 stars per week over 345 weeks  
+4,070 stars, 746 forks, 121 watches  
 created 2016-07-24, last commit 2023-02-22, main language Python  
 <sub><sup>geography, geospatial, gis, mapping, networks, networkx, openstreetmap, osm, osmnx, overpass-api, python, routing, spatial, spatial-analysis, spatial-data, street-networks, transport, transportation, urban, urban-planning</sup></sub>
 
 
-### [gdal](https://github.com/osgeo/gdal) by [osgeo](https://github.com/osgeo)  
-GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.  
-[https://gdal.org](https://gdal.org)  
-[https://github.com/osgeo/gdal](https://github.com/osgeo/gdal)  
-6.69 stars per week over 542 weeks  
-3,630 stars, 2,019 forks, 163 watches  
-created 2012-10-09, last commit 2023-03-02, main language C++  
-<sub><sup>geospatial-data, raster, remote-sensing, vector</sup></sub>
+### [leafmap](https://github.com/giswqs/leafmap) by [giswqs](https://github.com/giswqs)  
+leafmap: A Python package for interactive mapping and geospatial analysis  with minimal coding in a Jupyter environment  
+[https://leafmap.org](https://leafmap.org)  
+[https://github.com/giswqs/leafmap](https://github.com/giswqs/leafmap)  
+14 stars per week over 103 weeks  
+1,527 stars, 190 forks, 46 watches  
+created 2021-03-10, last commit 2023-03-04, main language Python  
+<sub><sup>data-science, dataviz, folium, geopython, geospatial, geospatial-analysis, gis, ipyleaflet, jupyter, jupyter-notebook, keplergl, leafmap, mapping, plotly, pydeck, python, streamlit, streamlit-webapp, whiteboxtools</sup></sub>
+
+
+### [satpy](https://github.com/pytroll/satpy) by [pytroll](https://github.com/pytroll)  
+satpy: Python package for earth-observing satellite data processing  
+[http://satpy.readthedocs.org/en/latest/](http://satpy.readthedocs.org/en/latest/)  
+[https://github.com/pytroll/satpy](https://github.com/pytroll/satpy)  
+2.43 stars per week over 368 weeks  
+897 stars, 261 forks, 31 watches  
+created 2016-02-09, last commit 2023-02-21, main language Python  
+<sub><sup>closember, dask, hacktoberfest, python, satellite, weather, xarray</sup></sub>
 
 
 ### [geopandas](https://github.com/geopandas/geopandas)  
@@ -49,17 +89,18 @@ geopandas: Python tools for geographic data
 [http://geopandas.org/](http://geopandas.org/)  
 [https://github.com/geopandas/geopandas](https://github.com/geopandas/geopandas)  
 7.06 stars per week over 505 weeks  
-3,565 stars, 794 forks, 106 watches  
-created 2013-06-27, last commit 2023-02-27, main language Python  
+3,568 stars, 794 forks, 106 watches  
+created 2013-06-27, last commit 2023-03-04, main language Python  
 
 
-### [shapely](https://github.com/shapely/shapely)  
-shapely: Manipulation and analysis of geometric objects  
-[https://shapely.readthedocs.io/en/stable/](https://shapely.readthedocs.io/en/stable/)  
-[https://github.com/shapely/shapely](https://github.com/shapely/shapely)  
-5.46 stars per week over 582 weeks  
-3,184 stars, 514 forks, 86 watches  
-created 2011-12-31, last commit 2023-02-27, main language Python  
+### [rasterio](https://github.com/rasterio/rasterio)  
+Rasterio reads and writes geospatial raster datasets  
+[https://rasterio.readthedocs.io/](https://rasterio.readthedocs.io/)  
+[https://github.com/rasterio/rasterio](https://github.com/rasterio/rasterio)  
+3.88 stars per week over 486 weeks  
+1,889 stars, 508 forks, 151 watches  
+created 2013-11-04, last commit 2023-02-27, main language Python  
+<sub><sup>cli, cython, gdal, gis, mapbox-satellite-oss, python, raster</sup></sub>
 
 
 ### [datashader](https://github.com/holoviz/datashader) by [holoviz](https://github.com/holoviz)  
@@ -67,84 +108,38 @@ datashader: Quickly and accurately render even the largest data.
 [http://datashader.org](http://datashader.org)  
 [https://github.com/holoviz/datashader](https://github.com/holoviz/datashader)  
 7.81 stars per week over 375 weeks  
-2,931 stars, 364 forks, 95 watches  
+2,932 stars, 364 forks, 95 watches  
 created 2015-12-23, last commit 2023-02-27, main language Python  
 <sub><sup>data-visualizations, datashader, holoviz, rasterization</sup></sub>
 
 
-### [geemap](https://github.com/giswqs/geemap) by [giswqs](https://github.com/giswqs)  
-geemap: A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.  
-[https://geemap.org](https://geemap.org)  
-[https://github.com/giswqs/geemap](https://github.com/giswqs/geemap)  
-16 stars per week over 155 weeks  
-2,569 stars, 929 forks, 101 watches  
-created 2020-03-08, last commit 2023-02-28, main language Python  
-<sub><sup>colab, data-science, dataviz, earth-engine, earthengine, folium, geospatial, gis, google-earth-engine, image-processing, ipyleaflet, ipywidgets, jupyter, jupyter-notebook, landsat, mapping, python, remote-sensing, streamlit, streamlit-webapp</sup></sub>
-
-
-### [earthengine-api](https://github.com/google/earthengine-api) by [google](https://github.com/google)  
-earthengine-api: Python and JavaScript bindings for calling the Earth Engine API.  
-[https://github.com/google/earthengine-api](https://github.com/google/earthengine-api)  
-5.22 stars per week over 410 weeks  
-2,141 stars, 918 forks, 207 watches  
-created 2015-04-22, last commit 2023-03-01, main language JavaScript  
-
-
-### [rasterio](https://github.com/rasterio/rasterio)  
-Rasterio reads and writes geospatial raster datasets  
-[https://rasterio.readthedocs.io/](https://rasterio.readthedocs.io/)  
-[https://github.com/rasterio/rasterio](https://github.com/rasterio/rasterio)  
-3.88 stars per week over 486 weeks  
-1,889 stars, 508 forks, 151 watches  
-created 2013-11-04, last commit 2023-02-27, main language Python  
-<sub><sup>cli, cython, gdal, gis, mapbox-satellite-oss, python, raster</sup></sub>
-
-
-### [cityscapesScripts](https://github.com/mcordts/cityscapesscripts) by [mcordts](https://github.com/mcordts)  
-cityscapesScripts: README and scripts for the Cityscapes Dataset  
-[https://github.com/mcordts/cityscapesscripts](https://github.com/mcordts/cityscapesscripts)  
-5.11 stars per week over 366 weeks  
-1,874 stars, 578 forks, 45 watches  
-created 2016-02-20, last commit 2022-10-22, main language Python  
+### [grass](https://github.com/osgeo/grass) by [osgeo](https://github.com/osgeo)  
+GRASS GIS - free and open source Geographic Information System (GIS)  
+[https://grass.osgeo.org](https://grass.osgeo.org)  
+[https://github.com/osgeo/grass](https://github.com/osgeo/grass)  
+3.01 stars per week over 198 weeks  
+596 stars, 223 forks, 43 watches  
+created 2019-05-17, last commit 2023-03-02, main language C  
+<sub><sup>earth-observation, geospatial, geospatial-analysis, gis, grass-gis, hacktoberfest, open-science, osgeo, raster, remote-sensing, science, spatial, timeseries-analysis, vector</sup></sub>
 
 
 ### [raster-vision](https://github.com/azavea/raster-vision) by [azavea](https://github.com/azavea)  
 raster-vision: An open source library and framework for deep learning on satellite and aerial imagery.  
 [https://docs.rastervision.io](https://docs.rastervision.io)  
 [https://github.com/azavea/raster-vision](https://github.com/azavea/raster-vision)  
-5.68 stars per week over 317 weeks  
-1,800 stars, 351 forks, 83 watches  
+5.67 stars per week over 317 weeks  
+1,799 stars, 351 forks, 83 watches  
 created 2017-02-02, last commit 2023-02-27, main language Python  
 <sub><sup>classification, computer-vision, deep-learning, geospatial, machine-learning, object-detection, pytorch, remote-sensing, semantic-segmentation</sup></sub>
 
 
-### [felicette](https://github.com/plant99/felicette) by [plant99](https://github.com/plant99)  
-felicette: Satellite imagery for dummies.  
-[https://github.com/plant99/felicette](https://github.com/plant99/felicette)  
-13 stars per week over 137 weeks  
-1,796 stars, 85 forks, 39 watches  
-created 2020-07-12, last commit 2021-09-08, main language Python  
-<sub><sup>earth-observation, earth-science, geoinformatics, geospatial, geospatial-data, geospatial-visualization, gis, python, python3, satellite-data, satellite-imagery, satellite-images</sup></sub>
-
-
-### [leafmap](https://github.com/giswqs/leafmap) by [giswqs](https://github.com/giswqs)  
-leafmap: A Python package for interactive mapping and geospatial analysis  with minimal coding in a Jupyter environment  
-[https://leafmap.org](https://leafmap.org)  
-[https://github.com/giswqs/leafmap](https://github.com/giswqs/leafmap)  
-14 stars per week over 103 weeks  
-1,527 stars, 190 forks, 46 watches  
-created 2021-03-10, last commit 2023-03-01, main language Python  
-<sub><sup>data-science, dataviz, folium, geopython, geospatial, geospatial-analysis, gis, ipyleaflet, jupyter, jupyter-notebook, keplergl, leafmap, mapping, plotly, pydeck, python, streamlit, streamlit-webapp, whiteboxtools</sup></sub>
-
-
-### [torchgeo](https://github.com/microsoft/torchgeo) by [microsoft](https://github.com/microsoft)  
-TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data  
-[https://torchgeo.rtfd.io](https://torchgeo.rtfd.io)  
-[https://github.com/microsoft/torchgeo](https://github.com/microsoft/torchgeo)  
-15 stars per week over 93 weeks  
-1,482 stars, 174 forks, 37 watches  
-created 2021-05-21, last commit 2023-03-02, main language Python  
-<sub><sup>datasets, deep-learning, earth-observation, models, pytorch, remote-sensing, torchvision, transforms</sup></sub>
+### [BlenderGIS](https://github.com/domlysz/blendergis) by [domlysz](https://github.com/domlysz)  
+BlenderGIS: Blender addons to make the bridge between Blender and geographic data  
+[https://github.com/domlysz/blendergis](https://github.com/domlysz/blendergis)  
+13 stars per week over 460 weeks  
+6,075 stars, 1,134 forks, 245 watches  
+created 2014-05-08, last commit 2022-05-31, main language Python  
+<sub><sup>3d, 3d-map, 3dgis, addon, basemap, blender, delaunay-triangulation, dem, geodata, georeferencing, geospatial, gis, importexport, map, openstreetmap, python, raster, shapefile, terrain-model</sup></sub>
 
 
 ### [sedona](https://github.com/apache/incubator-sedona) by [apache](https://github.com/apache)  
@@ -152,29 +147,57 @@ sedona: A cluster computing framework for processing large-scale geospatial data
 [http://sedona.apache.org/](http://sedona.apache.org/)  
 [https://github.com/apache/incubator-sedona](https://github.com/apache/incubator-sedona)  
 3.33 stars per week over 410 weeks  
-1,367 stars, 561 forks, 105 watches  
-created 2015-04-24, last commit 2023-03-01, main language Java  
+1,366 stars, 561 forks, 105 watches  
+created 2015-04-24, last commit 2023-03-04, main language Java  
 <sub><sup>cluster-computing, geospatial, java, python, scala, spatial-analysis, spatial-query, spatial-sql</sup></sub>
 
 
-### [ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet) by [jupyter-widgets](https://github.com/jupyter-widgets)  
-ipyleaflet: A Jupyter - Leaflet.js bridge  
-[https://ipyleaflet.readthedocs.io](https://ipyleaflet.readthedocs.io)  
-[https://github.com/jupyter-widgets/ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet)  
-2.89 stars per week over 460 weeks  
-1,332 stars, 351 forks, 61 watches  
-created 2014-05-07, last commit 2023-02-10, main language JavaScript  
-<sub><sup>jupyter, jupyterlab-extension, leaflet, visualization</sup></sub>
+### [eo-learn](https://github.com/sentinel-hub/eo-learn) by [sentinel-hub](https://github.com/sentinel-hub)  
+eo-learn: Earth observation processing framework for machine learning in Python  
+[https://github.com/sentinel-hub/eo-learn](https://github.com/sentinel-hub/eo-learn)  
+3.92 stars per week over 248 weeks  
+974 stars, 283 forks, 48 watches  
+created 2018-05-31, last commit 2023-01-24, main language Python  
+<sub><sup>eo-data, eo-research, machine-learning, python-package</sup></sub>
 
 
-### [osmnx-examples](https://github.com/gboeing/osmnx-examples) by [gboeing](https://github.com/gboeing)  
-osmnx-examples: Usage examples, demos, and tutorials for OSMnx.  
-[https://github.com/gboeing/osmnx](https://github.com/gboeing/osmnx)  
-[https://github.com/gboeing/osmnx-examples](https://github.com/gboeing/osmnx-examples)  
-4.18 stars per week over 292 weeks  
-1,223 stars, 449 forks, 54 watches  
-created 2017-07-22, last commit 2023-01-01, main language Jupyter Notebook  
-<sub><sup>accessibility, binder, cities, city, jupyter-notebook, network-analysis, notebooks, openstreetmap, public-transport, python, street-networks, transit, transport, transportation, urban-analytics, urban-data-science, urban-design, urban-planning</sup></sub>
+### [pyproj](https://github.com/pyproj4/pyproj) by [pyproj4](https://github.com/pyproj4)  
+pyproj: Python interface to PROJ (cartographic projections and coordinate transformations library)  
+[https://pyproj4.github.io/pyproj](https://pyproj4.github.io/pyproj)  
+[https://github.com/pyproj4/pyproj](https://github.com/pyproj4/pyproj)  
+2.01 stars per week over 426 weeks  
+858 stars, 190 forks, 30 watches  
+created 2014-12-29, last commit 2023-02-25, main language Python  
+<sub><sup>cartographic-projection, coordinate-systems, coordinate-transformation, geodesic, geospatial, hacktoberfest, python</sup></sub>
+
+
+### [aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo) by [giswqs](https://github.com/giswqs)  
+aws-open-data-geo: A list of open geospatial datasets on AWS  
+[https://github.com/giswqs/aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo)  
+21 stars per week over 11 weeks  
+235 stars, 6 forks, 9 watches  
+created 2022-12-18, last commit 2023-03-04, main language Python  
+<sub><sup>aws, environment, geospatial, mapping, open-data, satellite-imagery, sustainability</sup></sub>
+
+
+### [rioxarray](https://github.com/corteva/rioxarray) by [corteva](https://github.com/corteva)  
+rioxarray: geospatial xarray extension powered by rasterio  
+[https://corteva.github.io/rioxarray](https://corteva.github.io/rioxarray)  
+[https://github.com/corteva/rioxarray](https://github.com/corteva/rioxarray)  
+1.84 stars per week over 202 weeks  
+373 stars, 60 forks, 14 watches  
+created 2019-04-16, last commit 2023-03-03, main language Python  
+<sub><sup>gdal, geospatial, gis, hacktoberfest, netcdf, python, raster, rasterio, xarray</sup></sub>
+
+
+### [movingpandas](https://github.com/anitagraser/movingpandas) by [anitagraser](https://github.com/anitagraser)  
+movingpandas: Implementation of Trajectory classes and functions built on top of GeoPandas  
+[http://movingpandas.org](http://movingpandas.org)  
+[https://github.com/anitagraser/movingpandas](https://github.com/anitagraser/movingpandas)  
+4.24 stars per week over 220 weeks  
+932 stars, 170 forks, 37 watches  
+created 2018-12-16, last commit 2023-02-16, main language Python  
+<sub><sup>geopandas, movement-data, python, spatial-data-analysis, trajectory, trajectory-analysis</sup></sub>
 
 
 ### [cartopy](https://github.com/scitools/cartopy) by [scitools](https://github.com/scitools)  
@@ -182,149 +205,207 @@ Cartopy - a cartographic python library with matplotlib support
 [https://scitools.org.uk/cartopy/docs/latest](https://scitools.org.uk/cartopy/docs/latest)  
 [https://github.com/scitools/cartopy](https://github.com/scitools/cartopy)  
 2.15 stars per week over 552 weeks  
-1,186 stars, 338 forks, 56 watches  
+1,185 stars, 338 forks, 56 watches  
 created 2012-08-03, last commit 2023-02-28, main language Python  
 <sub><sup>cartopy, geometry, maps, matplotlib, projections, python, spatial</sup></sub>
 
 
-### [pysal](https://github.com/pysal/pysal)  
-PySAL: Python Spatial Analysis Library Meta-Package  
-[http://pysal.org/pysal](http://pysal.org/pysal)  
-[https://github.com/pysal/pysal](https://github.com/pysal/pysal)  
-2.13 stars per week over 523 weeks  
-1,117 stars, 292 forks, 81 watches  
-created 2013-02-19, last commit 2023-01-28, main language Jupyter Notebook  
+### [titiler](https://github.com/developmentseed/titiler) by [developmentseed](https://github.com/developmentseed)  
+titiler: Build your own Raster dynamic map tile services  
+[https://developmentseed.org/titiler/](https://developmentseed.org/titiler/)  
+[https://github.com/developmentseed/titiler](https://github.com/developmentseed/titiler)  
+2.51 stars per week over 192 weeks  
+482 stars, 103 forks, 18 watches  
+created 2019-06-28, last commit 2023-03-01, main language Python  
+<sub><sup>aws-cdk, aws-lambda, cog, cogeotiff, dynamic, fastapi, gdal, map-tile-server, map-tiles, mosaicjson, raster, rasterio, rest, server, stac, tile</sup></sub>
 
 
-### [geoplot](https://github.com/residentmario/geoplot) by [residentmario](https://github.com/residentmario)  
-geoplot: High-level geospatial data visualization library for Python.  
-[https://residentmario.github.io/geoplot/index.html](https://residentmario.github.io/geoplot/index.html)  
-[https://github.com/residentmario/geoplot](https://github.com/residentmario/geoplot)  
-3.02 stars per week over 348 weeks  
-1,053 stars, 91 forks, 35 watches  
-created 2016-06-29, last commit 2022-03-18, main language Python  
-<sub><sup>geopandas, geospatial-data, geospatial-visualization, matplotlib, spatial-analysis</sup></sub>
+### [sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py) by [sentinel-hub](https://github.com/sentinel-hub)  
+sentinelhub-py: Download and process satellite imagery in Python using Sentinel Hub services.  
+[http://sentinelhub-py.readthedocs.io/en/latest/](http://sentinelhub-py.readthedocs.io/en/latest/)  
+[https://github.com/sentinel-hub/sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py)  
+2.24 stars per week over 302 weeks  
+677 stars, 219 forks, 47 watches  
+created 2017-05-17, last commit 2023-02-24, main language Python  
+<sub><sup>aws, ogc-services, python-library, satellite-imagery, sentinel-hub</sup></sub>
+
+
+### [ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet) by [jupyter-widgets](https://github.com/jupyter-widgets)  
+ipyleaflet: A Jupyter - Leaflet.js bridge  
+[https://ipyleaflet.readthedocs.io](https://ipyleaflet.readthedocs.io)  
+[https://github.com/jupyter-widgets/ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet)  
+2.89 stars per week over 460 weeks  
+1,332 stars, 351 forks, 61 watches  
+created 2014-05-07, last commit 2023-02-10, main language JavaScript  
+<sub><sup>jupyter, jupyterlab-extension, leaflet, visualization</sup></sub>
 
 
 ### [Fiona](https://github.com/toblerity/fiona) by [toblerity](https://github.com/toblerity)  
 Fiona reads and writes geographic data files  
 [https://fiona.readthedocs.io/](https://fiona.readthedocs.io/)  
 [https://github.com/toblerity/fiona](https://github.com/toblerity/fiona)  
-1.76 stars per week over 582 weeks  
+1.76 stars per week over 583 weeks  
 1,024 stars, 196 forks, 48 watches  
 created 2011-12-31, last commit 2023-02-26, main language Python  
 <sub><sup>cli, cython, gdal, gis, ogr, python, vector</sup></sub>
 
 
-### [pyshp](https://github.com/geospatialpython/pyshp) by [geospatialpython](https://github.com/geospatialpython)  
-pyshp: This library reads and writes ESRI Shapefiles in pure Python.  
-[https://github.com/geospatialpython/pyshp](https://github.com/geospatialpython/pyshp)  
-2.15 stars per week over 469 weeks  
-1,008 stars, 260 forks, 64 watches  
-created 2014-03-04, last commit 2023-02-02, main language Python  
-
-
-### [eo-learn](https://github.com/sentinel-hub/eo-learn) by [sentinel-hub](https://github.com/sentinel-hub)  
-eo-learn: Earth observation processing framework for machine learning in Python  
-[https://github.com/sentinel-hub/eo-learn](https://github.com/sentinel-hub/eo-learn)  
-3.93 stars per week over 248 weeks  
-974 stars, 282 forks, 48 watches  
-created 2018-05-31, last commit 2023-01-24, main language Python  
-<sub><sup>eo-data, eo-research, machine-learning, python-package</sup></sub>
+### [xarray-spatial](https://github.com/makepath/xarray-spatial) by [makepath](https://github.com/makepath)  
+xarray-spatial: Raster-based Spatial Analytics for Python  
+[https://xarray-spatial.org](https://xarray-spatial.org)  
+[https://github.com/makepath/xarray-spatial](https://github.com/makepath/xarray-spatial)  
+4.24 stars per week over 160 weeks  
+679 stars, 76 forks, 24 watches  
+created 2020-02-08, last commit 2023-03-02, main language Python  
+<sub><sup>datashader, numba, python, raster-analysis, spatial-analysis, xarray</sup></sub>
 
 
-### [movingpandas](https://github.com/anitagraser/movingpandas) by [anitagraser](https://github.com/anitagraser)  
-movingpandas: Implementation of Trajectory classes and functions built on top of GeoPandas  
-[http://movingpandas.org](http://movingpandas.org)  
-[https://github.com/anitagraser/movingpandas](https://github.com/anitagraser/movingpandas)  
-4.25 stars per week over 219 weeks  
-933 stars, 170 forks, 37 watches  
-created 2018-12-16, last commit 2023-02-16, main language Python  
-<sub><sup>geopandas, movement-data, python, spatial-data-analysis, trajectory, trajectory-analysis</sup></sub>
+### [iris](https://github.com/scitools/iris) by [scitools](https://github.com/scitools)  
+iris: A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data  
+[https://scitools-iris.readthedocs.io/en/latest/](https://scitools-iris.readthedocs.io/en/latest/)  
+[https://github.com/scitools/iris](https://github.com/scitools/iris)  
+0.97 stars per week over 551 weeks  
+538 stars, 264 forks, 45 watches  
+created 2012-08-06, last commit 2023-02-28, main language Python  
+<sub><sup>data-analysis, earth-science, grib, iris, meteorology, netcdf, oceanography, python, spaceweather, visualisation</sup></sub>
 
 
-### [satpy](https://github.com/pytroll/satpy) by [pytroll](https://github.com/pytroll)  
-satpy: Python package for earth-observing satellite data processing  
-[http://satpy.readthedocs.org/en/latest/](http://satpy.readthedocs.org/en/latest/)  
-[https://github.com/pytroll/satpy](https://github.com/pytroll/satpy)  
-2.43 stars per week over 368 weeks  
-896 stars, 261 forks, 31 watches  
-created 2016-02-09, last commit 2023-02-21, main language Python  
-<sub><sup>closember, dask, hacktoberfest, python, satellite, weather, xarray</sup></sub>
+### [dask-geopandas](https://github.com/geopandas/dask-geopandas) by [geopandas](https://github.com/geopandas)  
+dask-geopandas: Parallel GeoPandas with Dask  
+[https://dask-geopandas.readthedocs.io/](https://dask-geopandas.readthedocs.io/)  
+[https://github.com/geopandas/dask-geopandas](https://github.com/geopandas/dask-geopandas)  
+2.26 stars per week over 159 weeks  
+361 stars, 37 forks, 22 watches  
+created 2020-02-13, last commit 2023-02-27, main language Python  
 
 
-### [pyproj](https://github.com/pyproj4/pyproj) by [pyproj4](https://github.com/pyproj4)  
-pyproj: Python interface to PROJ (cartographic projections and coordinate transformations library)  
-[https://pyproj4.github.io/pyproj](https://pyproj4.github.io/pyproj)  
-[https://github.com/pyproj4/pyproj](https://github.com/pyproj4/pyproj)  
-2.01 stars per week over 426 weeks  
-858 stars, 190 forks, 30 watches  
-created 2014-12-29, last commit 2023-02-25, main language Python  
-<sub><sup>cartographic-projection, coordinate-systems, coordinate-transformation, geodesic, geospatial, hacktoberfest, python</sup></sub>
+### [CoastSat](https://github.com/kvos/coastsat) by [kvos](https://github.com/kvos)  
+CoastSat: Global shoreline mapping tool from satellite imagery  
+[http://coastsat.wrl.unsw.edu.au/](http://coastsat.wrl.unsw.edu.au/)  
+[https://github.com/kvos/coastsat](https://github.com/kvos/coastsat)  
+2.18 stars per week over 231 weeks  
+505 stars, 206 forks, 23 watches  
+created 2018-09-28, last commit 2023-02-23, main language Jupyter Notebook  
+<sub><sup>coastal-engineering, earth-engine, google-earth-engine, remote-sensing, satellite-images, shoreline-detection</sup></sub>
 
 
-### [sentinelsat](https://github.com/sentinelsat/sentinelsat)  
-sentinelsat: Search and download Copernicus Sentinel satellite images  
-[https://sentinelsat.readthedocs.io](https://sentinelsat.readthedocs.io)  
-[https://github.com/sentinelsat/sentinelsat](https://github.com/sentinelsat/sentinelsat)  
-2.1 stars per week over 406 weeks  
-851 stars, 230 forks, 60 watches  
-created 2015-05-22, last commit 2022-11-03, main language Python  
-<sub><sup>copernicus, esa, geographic-data, hacktoberfest, open-data, remote-sensing, satellite-imagery, sentinel</sup></sub>
+### [pysal](https://github.com/pysal/pysal)  
+PySAL: Python Spatial Analysis Library Meta-Package  
+[http://pysal.org/pysal](http://pysal.org/pysal)  
+[https://github.com/pysal/pysal](https://github.com/pysal/pysal)  
+2.13 stars per week over 523 weeks  
+1,117 stars, 292 forks, 81 watches  
+created 2013-02-19, last commit 2023-01-28, main language Jupyter Notebook  
 
 
-### [GlobalMLBuildingFootprints](https://github.com/microsoft/globalmlbuildingfootprints) by [microsoft](https://github.com/microsoft)  
-GlobalMLBuildingFootprints: Worldwide building footprints derived from satellite imagery   
-[https://github.com/microsoft/globalmlbuildingfootprints](https://github.com/microsoft/globalmlbuildingfootprints)  
-16 stars per week over 45 weeks  
-754 stars, 94 forks, 31 watches  
-created 2022-04-22, last commit 2022-11-16, main language Python  
+### [earthengine-api](https://github.com/google/earthengine-api) by [google](https://github.com/google)  
+earthengine-api: Python and JavaScript bindings for calling the Earth Engine API.  
+[https://github.com/google/earthengine-api](https://github.com/google/earthengine-api)  
+5.22 stars per week over 410 weeks  
+2,143 stars, 918 forks, 207 watches  
+created 2015-04-22, last commit 2023-03-01, main language JavaScript  
 
 
 ### [basemap](https://github.com/matplotlib/basemap) by [matplotlib](https://github.com/matplotlib)  
 basemap: Plot on map projections (with coastlines and political boundaries) using matplotlib  
 [https://github.com/matplotlib/basemap](https://github.com/matplotlib/basemap)  
-1.13 stars per week over 627 weeks  
+1.13 stars per week over 628 weeks  
 712 stars, 395 forks, 60 watches  
 created 2011-02-19, last commit 2022-11-29, main language Python  
 <sub><sup>gis, maps, plots</sup></sub>
 
 
-### [mordecai](https://github.com/openeventdata/mordecai) by [openeventdata](https://github.com/openeventdata)  
-mordecai: Full text geoparsing as a Python library  
-[https://github.com/openeventdata/mordecai](https://github.com/openeventdata/mordecai)  
-1.99 stars per week over 349 weeks  
-694 stars, 93 forks, 36 watches  
-created 2016-06-23, last commit 2021-02-01, main language Python  
-<sub><sup>geocoding, geonames, geoparsing, nlp, spacy, toponym-resolution</sup></sub>
+### [DeepForest](https://github.com/weecology/deepforest) by [weecology](https://github.com/weecology)  
+DeepForest: Python Package for Tree Crown Detection in Airborne RGB imagery  
+[https://deepforest.readthedocs.io/](https://deepforest.readthedocs.io/)  
+[https://github.com/weecology/deepforest](https://github.com/weecology/deepforest)  
+1.31 stars per week over 260 weeks  
+341 stars, 132 forks, 15 watches  
+created 2018-03-07, last commit 2023-02-22, main language JavaScript  
 
 
-### [landsat-util](https://github.com/developmentseed/landsat-util) by [developmentseed](https://github.com/developmentseed)  
-landsat-util: A utility to search, download and process Landsat 8 satellite imagery  
-[https://github.com/developmentseed/landsat-util](https://github.com/developmentseed/landsat-util)  
-1.53 stars per week over 448 weeks  
-685 stars, 155 forks, 128 watches  
-created 2014-08-01, last commit 2018-07-30, main language Python  
+### [GeoTorchAI](https://github.com/datasystemslab/geotorch) by [datasystemslab](https://github.com/datasystemslab)  
+GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036)  
+[https://kanchanchy.github.io/geotorchai/](https://kanchanchy.github.io/geotorchai/)  
+[https://github.com/datasystemslab/geotorch](https://github.com/datasystemslab/geotorch)  
+7.56 stars per week over 40 weeks  
+309 stars, 21 forks, 9 watches  
+created 2022-05-23, last commit 2023-02-05, main language Python  
+<sub><sup>classification-model, convlstm-pytorch, deep-learning, deep-neural-networks, deepsat, prediction-model, raster-data, satellite-classification, satellite-images, segmentation-models, sequence-models, spatial-data-analysis, spatio-temporal-analysis, spatio-temporal-models, spatio-temporal-prediction, st-resnet</sup></sub>
 
 
-### [xarray-spatial](https://github.com/makepath/xarray-spatial) by [makepath](https://github.com/makepath)  
-xarray-spatial: Raster-based Spatial Analytics for Python  
-[https://xarray-spatial.org](https://xarray-spatial.org)  
-[https://github.com/makepath/xarray-spatial](https://github.com/makepath/xarray-spatial)  
-4.24 stars per week over 159 weeks  
-677 stars, 76 forks, 24 watches  
-created 2020-02-08, last commit 2023-03-02, main language Python  
-<sub><sup>datashader, numba, python, raster-analysis, spatial-analysis, xarray</sup></sub>
+### [earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer) by [amazon-science](https://github.com/amazon-science)  
+earth-forecasting-transformer: Official implementation of Earthformer  
+[https://github.com/amazon-science/earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer)  
+7.08 stars per week over 24 weeks  
+176 stars, 30 forks, 10 watches  
+created 2022-09-12, last commit 2023-02-03, main language Jupyter Notebook  
 
 
-### [sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py) by [sentinel-hub](https://github.com/sentinel-hub)  
-sentinelhub-py: Download and process satellite imagery in Python using Sentinel Hub services.  
-[http://sentinelhub-py.readthedocs.io/en/latest/](http://sentinelhub-py.readthedocs.io/en/latest/)  
-[https://github.com/sentinel-hub/sentinelhub-py](https://github.com/sentinel-hub/sentinelhub-py)  
-2.24 stars per week over 302 weeks  
-676 stars, 219 forks, 47 watches  
-created 2017-05-17, last commit 2023-02-24, main language Python  
-<sub><sup>aws, ogc-services, python-library, satellite-imagery, sentinel-hub</sup></sub>
+### [OWSLib](https://github.com/geopython/owslib) by [geopython](https://github.com/geopython)  
+OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.  
+[https://geopython.github.io/OWSLib](https://geopython.github.io/OWSLib)  
+[https://github.com/geopython/owslib](https://github.com/geopython/owslib)  
+0.55 stars per week over 581 weeks  
+322 stars, 262 forks, 30 watches  
+created 2012-01-13, last commit 2023-02-24, main language Python  
+
+
+### [cityscapesScripts](https://github.com/mcordts/cityscapesscripts) by [mcordts](https://github.com/mcordts)  
+cityscapesScripts: README and scripts for the Cityscapes Dataset  
+[https://github.com/mcordts/cityscapesscripts](https://github.com/mcordts/cityscapesscripts)  
+5.1 stars per week over 367 weeks  
+1,874 stars, 578 forks, 45 watches  
+created 2016-02-20, last commit 2022-10-22, main language Python  
+
+
+### [spopt](https://github.com/pysal/spopt) by [pysal](https://github.com/pysal)  
+spopt: Spatial Optimization  
+[https://pysal.org/spopt/](https://pysal.org/spopt/)  
+[https://github.com/pysal/spopt](https://github.com/pysal/spopt)  
+0.89 stars per week over 209 weeks  
+187 stars, 34 forks, 13 watches  
+created 2019-03-01, last commit 2023-03-02, main language Python  
+<sub><sup>facility-location, location-allocation, location-modeling, python, regionalization, resource-planning, routing, spatial-analysis, spatial-optimization, transportation</sup></sub>
+
+
+### [sentinelsat](https://github.com/sentinelsat/sentinelsat)  
+sentinelsat: Search and download Copernicus Sentinel satellite images  
+[https://sentinelsat.readthedocs.io](https://sentinelsat.readthedocs.io)  
+[https://github.com/sentinelsat/sentinelsat](https://github.com/sentinelsat/sentinelsat)  
+2.09 stars per week over 406 weeks  
+850 stars, 230 forks, 60 watches  
+created 2015-05-22, last commit 2022-11-03, main language Python  
+<sub><sup>copernicus, esa, geographic-data, hacktoberfest, open-data, remote-sensing, satellite-imagery, sentinel</sup></sub>
+
+
+### [geojson-pydantic](https://github.com/developmentseed/geojson-pydantic) by [developmentseed](https://github.com/developmentseed)  
+geojson-pydantic: Pydantic data models for the GeoJSON spec  
+[https://github.com/developmentseed/geojson-pydantic](https://github.com/developmentseed/geojson-pydantic)  
+0.87 stars per week over 145 weeks  
+126 stars, 28 forks, 11 watches  
+created 2020-05-21, last commit 2023-03-01, main language Python  
+<sub><sup>geojson, geojson-spec, pydantic</sup></sub>
+
+
+### [earthpy](https://github.com/earthlab/earthpy) by [earthlab](https://github.com/earthlab)  
+earthpy: A package built to support working with spatial data using open source python  
+[https://earthpy.readthedocs.io](https://earthpy.readthedocs.io)  
+[https://github.com/earthlab/earthpy](https://github.com/earthlab/earthpy)  
+1.61 stars per week over 262 weeks  
+422 stars, 151 forks, 21 watches  
+created 2018-02-20, last commit 2021-12-20, main language Python  
+<sub><sup>education, python, raster, spatial-data, vector</sup></sub>
+
+
+### [rio-tiler](https://github.com/cogeotiff/rio-tiler) by [cogeotiff](https://github.com/cogeotiff)  
+rio-tiler: User friendly Rasterio plugin to read raster datasets.  
+[https://cogeotiff.github.io/rio-tiler/](https://cogeotiff.github.io/rio-tiler/)  
+[https://github.com/cogeotiff/rio-tiler](https://github.com/cogeotiff/rio-tiler)  
+1.35 stars per week over 282 weeks  
+382 stars, 86 forks, 66 watches  
+created 2017-10-06, last commit 2023-02-28, main language Python  
+<sub><sup>cog, cogeotiff, gdal, maptile, mercator, raster, raster-processing, rasterio, satellite, slippy-map, tile</sup></sub>
 
 
 ### [h3-py](https://github.com/uber/h3-py) by [uber](https://github.com/uber)  
@@ -337,75 +418,133 @@ created 2018-06-12, last commit 2022-11-24, main language Python
 <sub><sup>geocoding, geospatial, gis, h3, hexagonal-architecture, python, uber</sup></sub>
 
 
+### [python-rasterstats](https://github.com/perrygeo/python-rasterstats) by [perrygeo](https://github.com/perrygeo)  
+python-rasterstats: Summary statistics of geospatial raster datasets based on vector geometries.  
+[https://github.com/perrygeo/python-rasterstats](https://github.com/perrygeo/python-rasterstats)  
+0.91 stars per week over 493 weeks  
+447 stars, 108 forks, 33 watches  
+created 2013-09-18, last commit 2023-03-01, main language Python  
+
+
 ### [scikit-mobility](https://github.com/scikit-mobility/scikit-mobility)  
 scikit-mobility: mobility analysis in Python  
 [https://scikit-mobility.github.io/scikit-mobility/](https://scikit-mobility.github.io/scikit-mobility/)  
 [https://github.com/scikit-mobility/scikit-mobility](https://github.com/scikit-mobility/scikit-mobility)  
-2.98 stars per week over 200 weeks  
+2.97 stars per week over 200 weeks  
 597 stars, 139 forks, 28 watches  
 created 2019-04-30, last commit 2023-01-20, main language Python  
 <sub><sup>complex-systems, data-analysis, data-science, human-mobility, mobility-analysis, mobility-flows, network-science, risk-assessment, scikit-mobility, statistics, synthetic-flows</sup></sub>
 
 
-### [grass](https://github.com/osgeo/grass) by [osgeo](https://github.com/osgeo)  
-GRASS GIS - free and open source Geographic Information System (GIS)  
-[https://grass.osgeo.org](https://grass.osgeo.org)  
-[https://github.com/osgeo/grass](https://github.com/osgeo/grass)  
-3.02 stars per week over 198 weeks  
-597 stars, 223 forks, 43 watches  
-created 2019-05-17, last commit 2023-03-02, main language C  
-<sub><sup>earth-observation, geospatial, geospatial-analysis, gis, grass-gis, hacktoberfest, open-science, osgeo, raster, remote-sensing, science, spatial, timeseries-analysis, vector</sup></sub>
+### [rio-cogeo](https://github.com/cogeotiff/rio-cogeo) by [cogeotiff](https://github.com/cogeotiff)  
+rio-cogeo: Cloud Optimized GeoTIFF creation and validation plugin for rasterio  
+[https://cogeotiff.github.io/rio-cogeo/](https://cogeotiff.github.io/rio-cogeo/)  
+[https://github.com/cogeotiff/rio-cogeo](https://github.com/cogeotiff/rio-cogeo)  
+0.84 stars per week over 260 weeks  
+219 stars, 30 forks, 44 watches  
+created 2018-03-09, last commit 2022-10-26, main language Python  
+<sub><sup>cog, cogeotiff, geotiff, rasterio, satellite</sup></sub>
 
 
-### [iris](https://github.com/scitools/iris) by [scitools](https://github.com/scitools)  
-iris: A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data  
-[https://scitools-iris.readthedocs.io/en/latest/](https://scitools-iris.readthedocs.io/en/latest/)  
-[https://github.com/scitools/iris](https://github.com/scitools/iris)  
-0.98 stars per week over 551 weeks  
-538 stars, 264 forks, 45 watches  
-created 2012-08-06, last commit 2023-02-28, main language Python  
-<sub><sup>data-analysis, earth-science, grib, iris, meteorology, netcdf, oceanography, python, spaceweather, visualisation</sup></sub>
+### [pyshp](https://github.com/geospatialpython/pyshp) by [geospatialpython](https://github.com/geospatialpython)  
+pyshp: This library reads and writes ESRI Shapefiles in pure Python.  
+[https://github.com/geospatialpython/pyshp](https://github.com/geospatialpython/pyshp)  
+2.15 stars per week over 469 weeks  
+1,008 stars, 260 forks, 64 watches  
+created 2014-03-04, last commit 2023-02-02, main language Python  
 
 
-### [rtree](https://github.com/toblerity/rtree) by [toblerity](https://github.com/toblerity)  
-Rtree: spatial index for Python GIS ¶  
-[https://rtree.readthedocs.io/en/latest/](https://rtree.readthedocs.io/en/latest/)  
-[https://github.com/toblerity/rtree](https://github.com/toblerity/rtree)  
-0.86 stars per week over 610 weeks  
-527 stars, 123 forks, 30 watches  
-created 2011-06-19, last commit 2023-01-23, main language Python  
+### [GlobalMLBuildingFootprints](https://github.com/microsoft/globalmlbuildingfootprints) by [microsoft](https://github.com/microsoft)  
+GlobalMLBuildingFootprints: Worldwide building footprints derived from satellite imagery   
+[https://github.com/microsoft/globalmlbuildingfootprints](https://github.com/microsoft/globalmlbuildingfootprints)  
+16 stars per week over 45 weeks  
+754 stars, 94 forks, 31 watches  
+created 2022-04-22, last commit 2022-11-16, main language Python  
 
 
-### [CoastSat](https://github.com/kvos/coastsat) by [kvos](https://github.com/kvos)  
-CoastSat: Global shoreline mapping tool from satellite imagery  
-[http://coastsat.wrl.unsw.edu.au/](http://coastsat.wrl.unsw.edu.au/)  
-[https://github.com/kvos/coastsat](https://github.com/kvos/coastsat)  
-2.19 stars per week over 231 weeks  
-505 stars, 206 forks, 23 watches  
-created 2018-09-28, last commit 2023-02-23, main language Jupyter Notebook  
-<sub><sup>coastal-engineering, earth-engine, google-earth-engine, remote-sensing, satellite-images, shoreline-detection</sup></sub>
+### [momepy](https://github.com/pysal/momepy) by [pysal](https://github.com/pysal)  
+momepy: Urban Morphology Measuring Toolkit  
+[https://docs.momepy.org](https://docs.momepy.org)  
+[https://github.com/pysal/momepy](https://github.com/pysal/momepy)  
+1.41 stars per week over 257 weeks  
+364 stars, 48 forks, 16 watches  
+created 2018-03-30, last commit 2023-02-28, main language Python  
+<sub><sup>morphological-analysis, morphology, morphometrics, urban, urban-morphometrics, urban-street-networks</sup></sub>
 
 
-### [titiler](https://github.com/developmentseed/titiler) by [developmentseed](https://github.com/developmentseed)  
-titiler: Build your own Raster dynamic map tile services  
-[https://developmentseed.org/titiler/](https://developmentseed.org/titiler/)  
-[https://github.com/developmentseed/titiler](https://github.com/developmentseed/titiler)  
-2.51 stars per week over 192 weeks  
-481 stars, 103 forks, 18 watches  
-created 2019-06-28, last commit 2023-03-01, main language Python  
-<sub><sup>aws-cdk, aws-lambda, cog, cogeotiff, dynamic, fastapi, gdal, map-tile-server, map-tiles, mosaicjson, raster, rasterio, rest, server, stac, tile</sup></sub>
+### [felicette](https://github.com/plant99/felicette) by [plant99](https://github.com/plant99)  
+felicette: Satellite imagery for dummies.  
+[https://github.com/plant99/felicette](https://github.com/plant99/felicette)  
+13 stars per week over 138 weeks  
+1,796 stars, 85 forks, 39 watches  
+created 2020-07-12, last commit 2021-09-08, main language Python  
+<sub><sup>earth-observation, earth-science, geoinformatics, geospatial, geospatial-data, geospatial-visualization, gis, python, python3, satellite-data, satellite-imagery, satellite-images</sup></sub>
+
+
+### [cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings) by [cgal](https://github.com/cgal)  
+cgal-swig-bindings: CGAL bindings using SWIG  
+[https://github.com/cgal/cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings)  
+0.64 stars per week over 416 weeks  
+266 stars, 80 forks, 26 watches  
+created 2015-03-14, last commit 2023-03-01, main language C++  
+
+
+### [pygeos](https://github.com/pygeos/pygeos)  
+pygeos: Wraps GEOS geometry functions in numpy ufuncs.  
+[https://pygeos.readthedocs.io](https://pygeos.readthedocs.io)  
+[https://github.com/pygeos/pygeos](https://github.com/pygeos/pygeos)  
+1.85 stars per week over 194 weeks  
+361 stars, 40 forks, 15 watches  
+created 2019-06-10, last commit 2022-12-14, main language Python  
+
+
+### [pyogrio](https://github.com/geopandas/pyogrio) by [geopandas](https://github.com/geopandas)  
+pyogrio: Vectorized vector I/O using OGR  
+[https://pyogrio.readthedocs.io](https://pyogrio.readthedocs.io)  
+[https://github.com/geopandas/pyogrio](https://github.com/geopandas/pyogrio)  
+0.91 stars per week over 153 weeks  
+139 stars, 10 forks, 9 watches  
+created 2020-03-27, last commit 2023-02-08, main language Python  
+
+
+### [geosnap](https://github.com/spatialucr/geosnap) by [spatialucr](https://github.com/spatialucr)  
+geosnap: The Geospatial Neighborhood Analysis Package  
+[https://spatialucr.github.io/geosnap-guide](https://spatialucr.github.io/geosnap-guide)  
+[https://github.com/spatialucr/geosnap](https://github.com/spatialucr/geosnap)  
+0.78 stars per week over 232 weeks  
+181 stars, 28 forks, 17 watches  
+created 2018-09-19, last commit 2023-01-25, main language Python  
 
 
 ### [verde](https://github.com/fatiando/verde) by [fatiando](https://github.com/fatiando)  
 verde: Processing and interpolating spatial data with a twist of machine learning  
 [https://www.fatiando.org/verde](https://www.fatiando.org/verde)  
 [https://github.com/fatiando/verde](https://github.com/fatiando/verde)  
-1.88 stars per week over 253 weeks  
-475 stars, 59 forks, 21 watches  
+1.87 stars per week over 253 weeks  
+474 stars, 59 forks, 21 watches  
 created 2018-04-25, last commit 2022-12-09, main language Python  
 <sub><sup>earth-science, fatiando-a-terra, geophysics, geoscience, geospatial, interpolation, python, python3, scipy, scipy-stack</sup></sub>
 
 
+### [osmnx-examples](https://github.com/gboeing/osmnx-examples) by [gboeing](https://github.com/gboeing)  
+osmnx-examples: Usage examples, demos, and tutorials for OSMnx.  
+[https://github.com/gboeing/osmnx](https://github.com/gboeing/osmnx)  
+[https://github.com/gboeing/osmnx-examples](https://github.com/gboeing/osmnx-examples)  
+4.18 stars per week over 293 weeks  
+1,224 stars, 449 forks, 54 watches  
+created 2017-07-22, last commit 2023-01-01, main language Jupyter Notebook  
+<sub><sup>accessibility, binder, cities, city, jupyter-notebook, network-analysis, notebooks, openstreetmap, public-transport, python, street-networks, transit, transport, transportation, urban-analytics, urban-data-science, urban-design, urban-planning</sup></sub>
+
+
+### [rtree](https://github.com/toblerity/rtree) by [toblerity](https://github.com/toblerity)  
+Rtree: spatial index for Python GIS ¶  
+[https://rtree.readthedocs.io/en/latest/](https://rtree.readthedocs.io/en/latest/)  
+[https://github.com/toblerity/rtree](https://github.com/toblerity/rtree)  
+0.86 stars per week over 611 weeks  
+527 stars, 123 forks, 30 watches  
+created 2011-06-19, last commit 2023-01-23, main language Python  
+
+
 ### [geoviews](https://github.com/holoviz/geoviews) by [holoviz](https://github.com/holoviz)  
 geoviews: Simple, concise geographical visualization in Python  
 [http://geoviews.org](http://geoviews.org)  
@@ -416,32 +555,23 @@ created 2016-04-19, last commit 2023-01-17, main language Python
 <sub><sup>cartopy, geographic-visualizations, geoviews, holoviews, holoviz, plotting</sup></sub>
 
 
-### [python-rasterstats](https://github.com/perrygeo/python-rasterstats) by [perrygeo](https://github.com/perrygeo)  
-python-rasterstats: Summary statistics of geospatial raster datasets based on vector geometries.  
-[https://github.com/perrygeo/python-rasterstats](https://github.com/perrygeo/python-rasterstats)  
-0.9 stars per week over 493 weeks  
-446 stars, 108 forks, 33 watches  
-created 2013-09-18, last commit 2023-03-01, main language Python  
-
-
-### [label-maker](https://github.com/developmentseed/label-maker) by [developmentseed](https://github.com/developmentseed)  
-label-maker: Data Preparation for Satellite Machine Learning  
-[http://devseed.com/label-maker/](http://devseed.com/label-maker/)  
-[https://github.com/developmentseed/label-maker](https://github.com/developmentseed/label-maker)  
-1.65 stars per week over 268 weeks  
-443 stars, 112 forks, 53 watches  
-created 2018-01-10, last commit 2020-11-19, main language Python  
-<sub><sup>computer-vision, data-preparation, deep-learning, keras, remote-sensing, satellite-imagery</sup></sub>
+### [deepparse](https://github.com/graal-research/deepparse) by [graal-research](https://github.com/graal-research)  
+Deepparse is a state-of-the-art library for parsing multinational street addresses using deep learning  
+[https://deepparse.org/](https://deepparse.org/)  
+[https://github.com/graal-research/deepparse](https://github.com/graal-research/deepparse)  
+1.48 stars per week over 139 weeks  
+207 stars, 24 forks, 4 watches  
+created 2020-07-01, last commit 2023-02-23, main language Python  
+<sub><sup>addresses-parsing, machine-learning, python</sup></sub>
 
 
-### [earthpy](https://github.com/earthlab/earthpy) by [earthlab](https://github.com/earthlab)  
-earthpy: A package built to support working with spatial data using open source python  
-[https://earthpy.readthedocs.io](https://earthpy.readthedocs.io)  
-[https://github.com/earthlab/earthpy](https://github.com/earthlab/earthpy)  
-1.6 stars per week over 262 weeks  
-421 stars, 151 forks, 21 watches  
-created 2018-02-20, last commit 2021-12-20, main language Python  
-<sub><sup>education, python, raster, spatial-data, vector</sup></sub>
+### [cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic) by [developmentseed](https://github.com/developmentseed)  
+cogeo-mosaic: Create and use COG mosaic based on mosaicJSON  
+[https://developmentseed.org/cogeo-mosaic/](https://developmentseed.org/cogeo-mosaic/)  
+[https://github.com/developmentseed/cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic)  
+0.39 stars per week over 198 weeks  
+78 stars, 21 forks, 8 watches  
+created 2019-05-14, last commit 2023-03-03, main language Python  
 
 
 ### [contextily](https://github.com/geopandas/contextily) by [geopandas](https://github.com/geopandas)  
@@ -454,248 +584,138 @@ created 2016-09-08, last commit 2023-02-06, main language Jupyter Notebook
 <sub><sup>cartography, geography, mapping, matplotlib, openstreetmap, osm, python, stamen, stamen-maps, tile, tiles, webtiles</sup></sub>
 
 
-### [rio-tiler](https://github.com/cogeotiff/rio-tiler) by [cogeotiff](https://github.com/cogeotiff)  
-rio-tiler: User friendly Rasterio plugin to read raster datasets.  
-[https://cogeotiff.github.io/rio-tiler/](https://cogeotiff.github.io/rio-tiler/)  
-[https://github.com/cogeotiff/rio-tiler](https://github.com/cogeotiff/rio-tiler)  
-1.35 stars per week over 282 weeks  
-382 stars, 86 forks, 66 watches  
-created 2017-10-06, last commit 2023-02-28, main language Python  
-<sub><sup>cog, cogeotiff, gdal, maptile, mercator, raster, raster-processing, rasterio, satellite, slippy-map, tile</sup></sub>
+### [spherely](https://github.com/benbovy/spherely) by [benbovy](https://github.com/benbovy)  
+spherely: Manipulation and analysis of geometric objects on the sphere.  
+[https://spherely.readthedocs.io/](https://spherely.readthedocs.io/)  
+[https://github.com/benbovy/spherely](https://github.com/benbovy/spherely)  
+5.68 stars per week over 14 weeks  
+82 stars, 2 forks, 4 watches  
+created 2022-11-24, last commit 2023-01-12, main language C++  
 
 
-### [rioxarray](https://github.com/corteva/rioxarray) by [corteva](https://github.com/corteva)  
-rioxarray: geospatial xarray extension powered by rasterio  
-[https://corteva.github.io/rioxarray](https://corteva.github.io/rioxarray)  
-[https://github.com/corteva/rioxarray](https://github.com/corteva/rioxarray)  
-1.85 stars per week over 202 weeks  
-374 stars, 60 forks, 14 watches  
-created 2019-04-16, last commit 2023-02-22, main language Python  
-<sub><sup>gdal, geospatial, gis, hacktoberfest, netcdf, python, raster, rasterio, xarray</sup></sub>
+### [xyzservices](https://github.com/geopandas/xyzservices) by [geopandas](https://github.com/geopandas)  
+xyzservices: Source of XYZ tiles providers  
+[https://xyzservices.readthedocs.io/](https://xyzservices.readthedocs.io/)  
+[https://github.com/geopandas/xyzservices](https://github.com/geopandas/xyzservices)  
+0.93 stars per week over 93 weeks  
+87 stars, 19 forks, 11 watches  
+created 2021-05-21, last commit 2023-03-01, main language Python  
 
 
-### [momepy](https://github.com/pysal/momepy) by [pysal](https://github.com/pysal)  
-momepy: Urban Morphology Measuring Toolkit  
-[https://docs.momepy.org](https://docs.momepy.org)  
-[https://github.com/pysal/momepy](https://github.com/pysal/momepy)  
-1.42 stars per week over 257 weeks  
-364 stars, 49 forks, 16 watches  
-created 2018-03-30, last commit 2023-02-28, main language Python  
-<sub><sup>morphological-analysis, morphology, morphometrics, urban, urban-morphometrics, urban-street-networks</sup></sub>
+### [mordecai](https://github.com/openeventdata/mordecai) by [openeventdata](https://github.com/openeventdata)  
+mordecai: Full text geoparsing as a Python library  
+[https://github.com/openeventdata/mordecai](https://github.com/openeventdata/mordecai)  
+1.99 stars per week over 349 weeks  
+694 stars, 93 forks, 36 watches  
+created 2016-06-23, last commit 2021-02-01, main language Python  
+<sub><sup>geocoding, geonames, geoparsing, nlp, spacy, toponym-resolution</sup></sub>
 
 
-### [pygeos](https://github.com/pygeos/pygeos)  
-pygeos: Wraps GEOS geometry functions in numpy ufuncs.  
-[https://pygeos.readthedocs.io](https://pygeos.readthedocs.io)  
-[https://github.com/pygeos/pygeos](https://github.com/pygeos/pygeos)  
-1.86 stars per week over 194 weeks  
-361 stars, 40 forks, 16 watches  
-created 2019-06-10, last commit 2022-12-14, main language Python  
+### [radiant-mlhub](https://github.com/radiantearth/radiant-mlhub) by [radiantearth](https://github.com/radiantearth)  
+radiant-mlhub: A Python client for the Radiant MLHub API (https://mlhub.earth).  
+[https://radiant-mlhub.readthedocs.io/](https://radiant-mlhub.readthedocs.io/)  
+[https://github.com/radiantearth/radiant-mlhub](https://github.com/radiantearth/radiant-mlhub)  
+0.37 stars per week over 124 weeks  
+46 stars, 10 forks, 5 watches  
+created 2020-10-13, last commit 2023-02-13, main language Python  
+<sub><sup>machine-learning, python, python-3, python-client, satellite-imagery, stac</sup></sub>
 
 
-### [dask-geopandas](https://github.com/geopandas/dask-geopandas) by [geopandas](https://github.com/geopandas)  
-dask-geopandas: Parallel GeoPandas with Dask  
-[https://dask-geopandas.readthedocs.io/](https://dask-geopandas.readthedocs.io/)  
-[https://github.com/geopandas/dask-geopandas](https://github.com/geopandas/dask-geopandas)  
-2.27 stars per week over 159 weeks  
-361 stars, 37 forks, 23 watches  
-created 2020-02-13, last commit 2023-02-27, main language Python  
+### [pyesridump](https://github.com/openaddresses/pyesridump) by [openaddresses](https://github.com/openaddresses)  
+pyesridump: Scrapes an ESRI MapServer REST endpoint to spit out more generally-usable geodata.  
+[https://github.com/openaddresses/pyesridump](https://github.com/openaddresses/pyesridump)  
+0.54 stars per week over 482 weeks  
+260 stars, 60 forks, 16 watches  
+created 2013-12-06, last commit 2023-02-01, main language Python  
 
 
 ### [scikit-geometry](https://github.com/scikit-geometry/scikit-geometry)  
 scikit-geometry: Scientific Python Geometric Algorithms Library  
 [https://scikit-geometry.github.io/scikit-geometry](https://scikit-geometry.github.io/scikit-geometry)  
 [https://github.com/scikit-geometry/scikit-geometry](https://github.com/scikit-geometry/scikit-geometry)  
-1.0 stars per week over 361 weeks  
+0.99 stars per week over 361 weeks  
 360 stars, 50 forks, 14 watches  
 created 2016-03-28, last commit 2022-10-14, main language Jupyter Notebook  
 <sub><sup>cgal, geometric-algorithms, geometry, python, wrapper</sup></sub>
 
 
-### [mercantile](https://github.com/mapbox/mercantile) by [mapbox](https://github.com/mapbox)  
-mercantile: Spherical mercator tile and coordinate utilities  
-[https://github.com/mapbox/mercantile](https://github.com/mapbox/mercantile)  
-0.74 stars per week over 472 weeks  
-348 stars, 61 forks, 117 watches  
-created 2014-02-12, last commit 2021-10-22, main language Python  
-<sub><sup>imagery, pxm, satellite</sup></sub>
-
-
-### [DeepForest](https://github.com/weecology/deepforest) by [weecology](https://github.com/weecology)  
-DeepForest: Python Package for Tree Crown Detection in Airborne RGB imagery  
-[https://deepforest.readthedocs.io/](https://deepforest.readthedocs.io/)  
-[https://github.com/weecology/deepforest](https://github.com/weecology/deepforest)  
-1.31 stars per week over 260 weeks  
-340 stars, 132 forks, 15 watches  
-created 2018-03-07, last commit 2023-02-22, main language JavaScript  
-
-
-### [OWSLib](https://github.com/geopython/owslib) by [geopython](https://github.com/geopython)  
-OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.  
-[https://geopython.github.io/OWSLib](https://geopython.github.io/OWSLib)  
-[https://github.com/geopython/owslib](https://github.com/geopython/owslib)  
-0.55 stars per week over 581 weeks  
-322 stars, 261 forks, 30 watches  
-created 2012-01-13, last commit 2023-02-24, main language Python  
-
-
-### [GeoTorchAI](https://github.com/datasystemslab/geotorch) by [datasystemslab](https://github.com/datasystemslab)  
-GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036)  
-[https://kanchanchy.github.io/geotorchai/](https://kanchanchy.github.io/geotorchai/)  
-[https://github.com/datasystemslab/geotorch](https://github.com/datasystemslab/geotorch)  
-7.64 stars per week over 40 weeks  
-310 stars, 21 forks, 9 watches  
-created 2022-05-23, last commit 2023-02-05, main language Python  
-<sub><sup>classification-model, convlstm-pytorch, deep-learning, deep-neural-networks, deepsat, prediction-model, raster-data, satellite-classification, satellite-images, segmentation-models, sequence-models, spatial-data-analysis, spatio-temporal-analysis, spatio-temporal-models, spatio-temporal-prediction, st-resnet</sup></sub>
-
-
-### [geolambda](https://github.com/developmentseed/geolambda) by [developmentseed](https://github.com/developmentseed)  
-geolambda: Create and deploy Geospatial AWS Lambda functions  
-[https://github.com/developmentseed/geolambda](https://github.com/developmentseed/geolambda)  
-0.93 stars per week over 304 weeks  
-282 stars, 85 forks, 50 watches  
-created 2017-05-02, last commit 2021-02-16, main language Dockerfile  
-
-
-### [cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings) by [cgal](https://github.com/cgal)  
-cgal-swig-bindings: CGAL bindings using SWIG  
-[https://github.com/cgal/cgal-swig-bindings](https://github.com/cgal/cgal-swig-bindings)  
-0.64 stars per week over 415 weeks  
-266 stars, 80 forks, 26 watches  
-created 2015-03-14, last commit 2023-03-01, main language C++  
-
-
-### [pyesridump](https://github.com/openaddresses/pyesridump) by [openaddresses](https://github.com/openaddresses)  
-pyesridump: Scrapes an ESRI MapServer REST endpoint to spit out more generally-usable geodata.  
-[https://github.com/openaddresses/pyesridump](https://github.com/openaddresses/pyesridump)  
-0.54 stars per week over 482 weeks  
-258 stars, 60 forks, 16 watches  
-created 2013-12-06, last commit 2023-02-01, main language Python  
-
-
-### [aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo) by [giswqs](https://github.com/giswqs)  
-aws-open-data-geo: A list of open geospatial datasets on AWS  
-[https://github.com/giswqs/aws-open-data-geo](https://github.com/giswqs/aws-open-data-geo)  
-21 stars per week over 10 weeks  
-235 stars, 6 forks, 9 watches  
-created 2022-12-18, last commit 2023-03-02, main language Python  
-<sub><sup>aws, environment, geospatial, mapping, open-data, satellite-imagery, sustainability</sup></sub>
-
-
-### [rio-cogeo](https://github.com/cogeotiff/rio-cogeo) by [cogeotiff](https://github.com/cogeotiff)  
-rio-cogeo: Cloud Optimized GeoTIFF creation and validation plugin for rasterio  
-[https://cogeotiff.github.io/rio-cogeo/](https://cogeotiff.github.io/rio-cogeo/)  
-[https://github.com/cogeotiff/rio-cogeo](https://github.com/cogeotiff/rio-cogeo)  
-0.84 stars per week over 260 weeks  
-218 stars, 30 forks, 44 watches  
-created 2018-03-09, last commit 2022-10-26, main language Python  
-<sub><sup>cog, cogeotiff, geotiff, rasterio, satellite</sup></sub>
-
-
-### [Polygonization-by-Frame-Field-Learning](https://github.com/lydorn/polygonization-by-frame-field-learning) by [lydorn](https://github.com/lydorn)  
-Polygonization-by-Frame-Field-Learning: This repository contains the code for our fast polygonal building extraction from overhead images pipeline.  
-[https://github.com/lydorn/polygonization-by-frame-field-learning](https://github.com/lydorn/polygonization-by-frame-field-learning)  
-1.49 stars per week over 144 weeks  
-215 stars, 54 forks, 11 watches  
-created 2020-05-26, last commit 2022-12-09, main language Python  
-<sub><sup>field, frame, polygonization, remote, segmentation, sensing</sup></sub>
-
-
-### [deepparse](https://github.com/graal-research/deepparse) by [graal-research](https://github.com/graal-research)  
-Deepparse is a state-of-the-art library for parsing multinational street addresses using deep learning  
-[https://deepparse.org/](https://deepparse.org/)  
-[https://github.com/graal-research/deepparse](https://github.com/graal-research/deepparse)  
-1.49 stars per week over 139 weeks  
-207 stars, 24 forks, 4 watches  
-created 2020-07-01, last commit 2023-02-23, main language Python  
-<sub><sup>addresses-parsing, machine-learning, python</sup></sub>
-
-
-### [richdem](https://github.com/r-barnes/richdem) by [r-barnes](https://github.com/r-barnes)  
-richdem: High-performance Terrain and Hydrology Analysis   
-[https://github.com/r-barnes/richdem](https://github.com/r-barnes/richdem)  
-0.38 stars per week over 529 weeks  
-201 stars, 59 forks, 14 watches  
-created 2013-01-06, last commit 2022-11-18, main language C++  
-<sub><sup>big-data, digital-elevation-model, geosciences, geospatial, hydrologic-modeling, hydrology</sup></sub>
-
-
-### [peartree](https://github.com/kuanb/peartree) by [kuanb](https://github.com/kuanb)  
-peartree: A library for converting transit data into a directed graph for sketch network analysis.  
-[https://github.com/kuanb/peartree](https://github.com/kuanb/peartree)  
-0.69 stars per week over 276 weeks  
-192 stars, 17 forks, 13 watches  
-created 2017-11-12, last commit 2021-01-18, main language Python  
-<sub><sup>gis, graphs, gtfs, modeling, network-analysis, spatial-analysis, transit</sup></sub>
-
+### [label-maker](https://github.com/developmentseed/label-maker) by [developmentseed](https://github.com/developmentseed)  
+label-maker: Data Preparation for Satellite Machine Learning  
+[http://devseed.com/label-maker/](http://devseed.com/label-maker/)  
+[https://github.com/developmentseed/label-maker](https://github.com/developmentseed/label-maker)  
+1.65 stars per week over 268 weeks  
+443 stars, 112 forks, 53 watches  
+created 2018-01-10, last commit 2020-11-19, main language Python  
+<sub><sup>computer-vision, data-preparation, deep-learning, keras, remote-sensing, satellite-imagery</sup></sub>
 
-### [spopt](https://github.com/pysal/spopt) by [pysal](https://github.com/pysal)  
-spopt: Spatial Optimization  
-[https://pysal.org/spopt/](https://pysal.org/spopt/)  
-[https://github.com/pysal/spopt](https://github.com/pysal/spopt)  
-0.89 stars per week over 209 weeks  
-187 stars, 34 forks, 13 watches  
-created 2019-03-01, last commit 2023-03-02, main language Python  
-<sub><sup>facility-location, location-allocation, location-modeling, python, regionalization, resource-planning, routing, spatial-analysis, spatial-optimization, transportation</sup></sub>
 
+### [landsat-util](https://github.com/developmentseed/landsat-util) by [developmentseed](https://github.com/developmentseed)  
+landsat-util: A utility to search, download and process Landsat 8 satellite imagery  
+[https://github.com/developmentseed/landsat-util](https://github.com/developmentseed/landsat-util)  
+1.53 stars per week over 448 weeks  
+685 stars, 155 forks, 128 watches  
+created 2014-08-01, last commit 2018-07-30, main language Python  
 
-### [geosnap](https://github.com/spatialucr/geosnap) by [spatialucr](https://github.com/spatialucr)  
-geosnap: The Geospatial Neighborhood Analysis Package  
-[https://spatialucr.github.io/geosnap-guide](https://spatialucr.github.io/geosnap-guide)  
-[https://github.com/spatialucr/geosnap](https://github.com/spatialucr/geosnap)  
-0.78 stars per week over 232 weeks  
-181 stars, 28 forks, 17 watches  
-created 2018-09-19, last commit 2023-01-25, main language Python  
+
+### [geoplot](https://github.com/residentmario/geoplot) by [residentmario](https://github.com/residentmario)  
+geoplot: High-level geospatial data visualization library for Python.  
+[https://residentmario.github.io/geoplot/index.html](https://residentmario.github.io/geoplot/index.html)  
+[https://github.com/residentmario/geoplot](https://github.com/residentmario/geoplot)  
+3.02 stars per week over 348 weeks  
+1,054 stars, 91 forks, 35 watches  
+created 2016-06-29, last commit 2022-03-18, main language Python  
+<sub><sup>geopandas, geospatial-data, geospatial-visualization, matplotlib, spatial-analysis</sup></sub>
 
 
-### [boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api) by [bowenc0221](https://github.com/bowenc0221)  
-boundary-iou-api: Boundary IoU API (Beta version)  
-[https://github.com/bowenc0221/boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api)  
-1.78 stars per week over 100 weeks  
-179 stars, 19 forks, 8 watches  
-created 2021-03-29, last commit 2021-04-05, main language Python  
+### [mercantile](https://github.com/mapbox/mercantile) by [mapbox](https://github.com/mapbox)  
+mercantile: Spherical mercator tile and coordinate utilities  
+[https://github.com/mapbox/mercantile](https://github.com/mapbox/mercantile)  
+0.74 stars per week over 472 weeks  
+349 stars, 61 forks, 117 watches  
+created 2014-02-12, last commit 2021-10-22, main language Python  
+<sub><sup>imagery, pxm, satellite</sup></sub>
 
 
-### [address-net](https://github.com/jasonrig/address-net) by [jasonrig](https://github.com/jasonrig)  
-address-net: A package to structure Australian addresses  
-[https://github.com/jasonrig/address-net](https://github.com/jasonrig/address-net)  
-0.8 stars per week over 221 weeks  
-176 stars, 72 forks, 13 watches  
-created 2018-12-05, last commit 2020-09-09, main language Python  
-<sub><sup>address-parser, deep-learning, machine-learning, rnn</sup></sub>
+### [dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam) by [googlecloudplatform](https://github.com/googlecloudplatform)  
+googlecloudplatform/dataflow-geobeam  
+[https://github.com/googlecloudplatform/dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam)  
+0.62 stars per week over 108 weeks  
+67 stars, 25 forks, 10 watches  
+created 2021-02-04, last commit 2022-11-29, main language Python  
 
 
-### [earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer) by [amazon-science](https://github.com/amazon-science)  
-earth-forecasting-transformer: Official implementation of Earthformer  
-[https://github.com/amazon-science/earth-forecasting-transformer](https://github.com/amazon-science/earth-forecasting-transformer)  
-7.12 stars per week over 24 weeks  
-175 stars, 29 forks, 10 watches  
-created 2022-09-12, last commit 2023-02-03, main language Jupyter Notebook  
+### [gds_env](https://github.com/darribas/gds_env) by [darribas](https://github.com/darribas)  
+gds_env: A containerised platform for Geographic Data Science  
+[https://darribas.org/gds_env](https://darribas.org/gds_env)  
+[https://github.com/darribas/gds_env](https://github.com/darribas/gds_env)  
+0.27 stars per week over 342 weeks  
+93 stars, 36 forks, 9 watches  
+created 2016-08-12, last commit 2022-12-09, main language Jupyter Notebook  
+<sub><sup>docker, geographic-data-science, jupyter-lab, latex, python, r</sup></sub>
 
 
-### [pyogrio](https://github.com/geopandas/pyogrio) by [geopandas](https://github.com/geopandas)  
-pyogrio: Vectorized vector I/O using OGR  
-[https://pyogrio.readthedocs.io](https://pyogrio.readthedocs.io)  
-[https://github.com/geopandas/pyogrio](https://github.com/geopandas/pyogrio)  
-0.91 stars per week over 153 weeks  
-139 stars, 10 forks, 9 watches  
-created 2020-03-27, last commit 2023-02-08, main language Python  
+### [PolyWorldPretrainedNetwork](https://github.com/zorzi-s/polyworldpretrainednetwork) by [zorzi-s](https://github.com/zorzi-s)  
+PolyWorldPretrainedNetwork: PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images  
+[https://github.com/zorzi-s/polyworldpretrainednetwork](https://github.com/zorzi-s/polyworldpretrainednetwork)  
+2.02 stars per week over 49 weeks  
+100 stars, 15 forks, 7 watches  
+created 2022-03-23, last commit 2022-11-10, main language Python  
 
 
-### [geojson-pydantic](https://github.com/developmentseed/geojson-pydantic) by [developmentseed](https://github.com/developmentseed)  
-geojson-pydantic: Pydantic data models for the GeoJSON spec  
-[https://github.com/developmentseed/geojson-pydantic](https://github.com/developmentseed/geojson-pydantic)  
-0.86 stars per week over 145 weeks  
-125 stars, 28 forks, 11 watches  
-created 2020-05-21, last commit 2023-03-01, main language Python  
-<sub><sup>geojson, geojson-spec, pydantic</sup></sub>
+### [richdem](https://github.com/r-barnes/richdem) by [r-barnes](https://github.com/r-barnes)  
+richdem: High-performance Terrain and Hydrology Analysis   
+[https://github.com/r-barnes/richdem](https://github.com/r-barnes/richdem)  
+0.38 stars per week over 530 weeks  
+201 stars, 59 forks, 14 watches  
+created 2013-01-06, last commit 2022-11-18, main language C++  
+<sub><sup>big-data, digital-elevation-model, geosciences, geospatial, hydrologic-modeling, hydrology</sup></sub>
 
 
 ### [raster4ml](https://github.com/remotesensinglab/raster4ml) by [remotesensinglab](https://github.com/remotesensinglab)  
 raster4ml: A geospatial raster processing library for machine learning  
 [https://raster4ml.readthedocs.io](https://raster4ml.readthedocs.io)  
 [https://github.com/remotesensinglab/raster4ml](https://github.com/remotesensinglab/raster4ml)  
-3.16 stars per week over 33 weeks  
+3.13 stars per week over 33 weeks  
 106 stars, 12 forks, 4 watches  
 created 2022-07-11, last commit 2022-11-01, main language Python  
 <sub><sup>agriculture-research, data-science, geospatial-data, machine-learning, python, remote-sensing, vegetation, vegetation-index</sup></sub>
@@ -709,12 +729,12 @@ LOD2BuildingModel: SAT2LoD2: Automated LoD-2 Model Reconstruction from Satellite
 created 2021-08-30, last commit 2022-07-21, main language Python  
 
 
-### [PolyWorldPretrainedNetwork](https://github.com/zorzi-s/polyworldpretrainednetwork) by [zorzi-s](https://github.com/zorzi-s)  
-PolyWorldPretrainedNetwork: PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images  
-[https://github.com/zorzi-s/polyworldpretrainednetwork](https://github.com/zorzi-s/polyworldpretrainednetwork)  
-2.01 stars per week over 49 weeks  
-99 stars, 15 forks, 7 watches  
-created 2022-03-23, last commit 2022-11-10, main language Python  
+### [geolambda](https://github.com/developmentseed/geolambda) by [developmentseed](https://github.com/developmentseed)  
+geolambda: Create and deploy Geospatial AWS Lambda functions  
+[https://github.com/developmentseed/geolambda](https://github.com/developmentseed/geolambda)  
+0.93 stars per week over 304 weeks  
+282 stars, 85 forks, 50 watches  
+created 2017-05-02, last commit 2021-02-16, main language Dockerfile  
 
 
 ### [forestatrisk](https://github.com/ghislainv/forestatrisk) by [ghislainv](https://github.com/ghislainv)  
@@ -727,65 +747,13 @@ created 2016-12-01, last commit 2022-08-23, main language Python
 <sub><sup>biodiversity-scenario, co2-emissions, deforestation, deforestation-risk, forecasting, forest-cover-change, ipbes, ipcc, land-use-change, protected-areas, python, redd, roads, spatial-analysis, spatial-autocorrelation, spatial-modelling, tropical-forests</sup></sub>
 
 
-### [gds_env](https://github.com/darribas/gds_env) by [darribas](https://github.com/darribas)  
-gds_env: A containerised platform for Geographic Data Science  
-[https://darribas.org/gds_env](https://darribas.org/gds_env)  
-[https://github.com/darribas/gds_env](https://github.com/darribas/gds_env)  
-0.27 stars per week over 342 weeks  
-93 stars, 36 forks, 9 watches  
-created 2016-08-12, last commit 2022-12-09, main language Jupyter Notebook  
-<sub><sup>docker, geographic-data-science, jupyter-lab, latex, python, r</sup></sub>
-
-
-### [area](https://github.com/scisco/area) by [scisco](https://github.com/scisco)  
-area: Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python  
-[https://github.com/scisco/area](https://github.com/scisco/area)  
-0.23 stars per week over 379 weeks  
-87 stars, 20 forks, 3 watches  
-created 2015-11-25, last commit 2018-10-31, main language Python  
-
-
-### [xyzservices](https://github.com/geopandas/xyzservices) by [geopandas](https://github.com/geopandas)  
-xyzservices: Source of XYZ tiles providers  
-[https://xyzservices.readthedocs.io/](https://xyzservices.readthedocs.io/)  
-[https://github.com/geopandas/xyzservices](https://github.com/geopandas/xyzservices)  
-0.94 stars per week over 93 weeks  
-87 stars, 19 forks, 11 watches  
-created 2021-05-21, last commit 2023-03-01, main language Python  
-
-
-### [spherely](https://github.com/benbovy/spherely) by [benbovy](https://github.com/benbovy)  
-spherely: Manipulation and analysis of geometric objects on the sphere.  
-[https://spherely.readthedocs.io/](https://spherely.readthedocs.io/)  
-[https://github.com/benbovy/spherely](https://github.com/benbovy/spherely)  
-5.8 stars per week over 14 weeks  
-82 stars, 2 forks, 4 watches  
-created 2022-11-24, last commit 2023-01-12, main language C++  
-
-
-### [projectRegularization](https://github.com/zorzi-s/projectregularization) by [zorzi-s](https://github.com/zorzi-s)  
-projectRegularization: Regularization of Building Boundaries using Adversarial and Regularized losses  
-[https://github.com/zorzi-s/projectregularization](https://github.com/zorzi-s/projectregularization)  
-0.87 stars per week over 93 weeks  
-81 stars, 8 forks, 2 watches  
-created 2021-05-18, last commit 2021-09-17, main language Python  
-
-
-### [cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic) by [developmentseed](https://github.com/developmentseed)  
-cogeo-mosaic: Create and use COG mosaic based on mosaicJSON  
-[https://developmentseed.org/cogeo-mosaic/](https://developmentseed.org/cogeo-mosaic/)  
-[https://github.com/developmentseed/cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic)  
-0.39 stars per week over 198 weeks  
-78 stars, 21 forks, 8 watches  
-created 2019-05-14, last commit 2023-02-06, main language Python  
-
-
-### [dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam) by [googlecloudplatform](https://github.com/googlecloudplatform)  
-googlecloudplatform/dataflow-geobeam  
-[https://github.com/googlecloudplatform/dataflow-geobeam](https://github.com/googlecloudplatform/dataflow-geobeam)  
-0.62 stars per week over 108 weeks  
-67 stars, 25 forks, 10 watches  
-created 2021-02-04, last commit 2022-11-29, main language Python  
+### [peartree](https://github.com/kuanb/peartree) by [kuanb](https://github.com/kuanb)  
+peartree: A library for converting transit data into a directed graph for sketch network analysis.  
+[https://github.com/kuanb/peartree](https://github.com/kuanb/peartree)  
+0.69 stars per week over 277 weeks  
+192 stars, 17 forks, 13 watches  
+created 2017-11-12, last commit 2021-01-18, main language Python  
+<sub><sup>gis, graphs, gtfs, modeling, network-analysis, spatial-analysis, transit</sup></sub>
 
 
 ### [easystac](https://github.com/cloudsen12/easystac) by [cloudsen12](https://github.com/cloudsen12)  
@@ -798,30 +766,30 @@ created 2022-01-20, last commit 2022-08-07, main language Python
 <sub><sup>earth-observation, gis, planetary-computer, python, python3, radiant, remote-sensing, spatio-temporal, spatio-temporal-data, stac</sup></sub>
 
 
-### [mapalignment](https://github.com/lydorn/mapalignment) by [lydorn](https://github.com/lydorn)  
-mapalignment: Aligning and Updating Cadaster Maps with Remote Sensing Images  
-[https://github.com/lydorn/mapalignment](https://github.com/lydorn/mapalignment)  
-0.25 stars per week over 234 weeks  
-58 stars, 14 forks, 4 watches  
-created 2018-09-05, last commit 2020-09-03, main language Python  
+### [BoundaryVT](https://github.com/edomel/boundaryvt) by [edomel](https://github.com/edomel)  
+edomel/boundaryvt  
+[https://github.com/edomel/boundaryvt](https://github.com/edomel/boundaryvt)  
+0.03 stars per week over 31 weeks  
+1 stars, 0 forks, 2 watches  
+created 2022-07-29, last commit 2023-02-24, main language Python  
 
 
-### [radiant-mlhub](https://github.com/radiantearth/radiant-mlhub) by [radiantearth](https://github.com/radiantearth)  
-radiant-mlhub: A Python client for the Radiant MLHub API (https://mlhub.earth).  
-[https://radiant-mlhub.readthedocs.io/](https://radiant-mlhub.readthedocs.io/)  
-[https://github.com/radiantearth/radiant-mlhub](https://github.com/radiantearth/radiant-mlhub)  
-0.37 stars per week over 124 weeks  
-46 stars, 10 forks, 5 watches  
-created 2020-10-13, last commit 2023-02-13, main language Python  
-<sub><sup>machine-learning, python, python-3, python-client, satellite-imagery, stac</sup></sub>
+### [Polygonization-by-Frame-Field-Learning](https://github.com/lydorn/polygonization-by-frame-field-learning) by [lydorn](https://github.com/lydorn)  
+Polygonization-by-Frame-Field-Learning: This repository contains the code for our fast polygonal building extraction from overhead images pipeline.  
+[https://github.com/lydorn/polygonization-by-frame-field-learning](https://github.com/lydorn/polygonization-by-frame-field-learning)  
+1.49 stars per week over 144 weeks  
+215 stars, 54 forks, 11 watches  
+created 2020-05-26, last commit 2022-12-09, main language Python  
+<sub><sup>field, frame, polygonization, remote, segmentation, sensing</sup></sub>
 
 
-### [geonetworkx](https://github.com/artelys/geonetworkx) by [artelys](https://github.com/artelys)  
-geonetworkx: Python tools for geographic graphs  
-[https://github.com/artelys/geonetworkx](https://github.com/artelys/geonetworkx)  
-0.17 stars per week over 175 weeks  
-29 stars, 1 forks, 7 watches  
-created 2019-10-24, last commit 2021-06-28, main language Python  
+### [address-net](https://github.com/jasonrig/address-net) by [jasonrig](https://github.com/jasonrig)  
+address-net: A package to structure Australian addresses  
+[https://github.com/jasonrig/address-net](https://github.com/jasonrig/address-net)  
+0.79 stars per week over 221 weeks  
+176 stars, 72 forks, 13 watches  
+created 2018-12-05, last commit 2020-09-09, main language Python  
+<sub><sup>address-parser, deep-learning, machine-learning, rnn</sup></sub>
 
 
 ### [mapcompare](https://github.com/gregorhd/mapcompare) by [gregorhd](https://github.com/gregorhd)  
@@ -833,12 +801,44 @@ created 2021-05-21, last commit 2022-12-03, main language Python
 <sub><sup>comparison, data-visualisation, data-viz, interactive-visualisations, sample-visualisation, urban-data-science, visualisation-libraries</sup></sub>
 
 
-### [MapRepair](https://github.com/zorzi-s/maprepair) by [zorzi-s](https://github.com/zorzi-s)  
-MapRepair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images  
-[https://github.com/zorzi-s/maprepair](https://github.com/zorzi-s/maprepair)  
-0.13 stars per week over 135 weeks  
-17 stars, 4 forks, 2 watches  
-created 2020-07-30, last commit 2021-05-17, main language Python  
+### [boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api) by [bowenc0221](https://github.com/bowenc0221)  
+boundary-iou-api: Boundary IoU API (Beta version)  
+[https://github.com/bowenc0221/boundary-iou-api](https://github.com/bowenc0221/boundary-iou-api)  
+1.77 stars per week over 100 weeks  
+179 stars, 19 forks, 8 watches  
+created 2021-03-29, last commit 2021-04-05, main language Python  
+
+
+### [geonetworkx](https://github.com/artelys/geonetworkx) by [artelys](https://github.com/artelys)  
+geonetworkx: Python tools for geographic graphs  
+[https://github.com/artelys/geonetworkx](https://github.com/artelys/geonetworkx)  
+0.17 stars per week over 175 weeks  
+29 stars, 1 forks, 7 watches  
+created 2019-10-24, last commit 2021-06-28, main language Python  
+
+
+### [projectRegularization](https://github.com/zorzi-s/projectregularization) by [zorzi-s](https://github.com/zorzi-s)  
+projectRegularization: Regularization of Building Boundaries using Adversarial and Regularized losses  
+[https://github.com/zorzi-s/projectregularization](https://github.com/zorzi-s/projectregularization)  
+0.88 stars per week over 93 weeks  
+82 stars, 8 forks, 2 watches  
+created 2021-05-18, last commit 2021-09-17, main language Python  
+
+
+### [area](https://github.com/scisco/area) by [scisco](https://github.com/scisco)  
+area: Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python  
+[https://github.com/scisco/area](https://github.com/scisco/area)  
+0.23 stars per week over 379 weeks  
+87 stars, 20 forks, 3 watches  
+created 2015-11-25, last commit 2018-10-31, main language Python  
+
+
+### [mapalignment](https://github.com/lydorn/mapalignment) by [lydorn](https://github.com/lydorn)  
+mapalignment: Aligning and Updating Cadaster Maps with Remote Sensing Images  
+[https://github.com/lydorn/mapalignment](https://github.com/lydorn/mapalignment)  
+0.25 stars per week over 234 weeks  
+58 stars, 14 forks, 4 watches  
+created 2018-09-05, last commit 2020-09-03, main language Python  
 
 
 ### [wagyu](https://github.com/lycantropos/wagyu) by [lycantropos](https://github.com/lycantropos)  
@@ -850,15 +850,15 @@ wagyu: Python port of mapbox/wagyu library (with separate C++ binding)
 created 2020-06-30, last commit 2020-11-21, main language Python  
 
 
-### [BoundaryVT](https://github.com/edomel/boundaryvt) by [edomel](https://github.com/edomel)  
-edomel/boundaryvt  
-[https://github.com/edomel/boundaryvt](https://github.com/edomel/boundaryvt)  
-0.03 stars per week over 31 weeks  
-1 stars, 0 forks, 2 watches  
-created 2022-07-29, last commit 2023-02-24, main language Python  
+### [MapRepair](https://github.com/zorzi-s/maprepair) by [zorzi-s](https://github.com/zorzi-s)  
+MapRepair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images  
+[https://github.com/zorzi-s/maprepair](https://github.com/zorzi-s/maprepair)  
+0.13 stars per week over 135 weeks  
+17 stars, 4 forks, 2 watches  
+created 2020-07-30, last commit 2021-05-17, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/graph.md b/categories/graph.md
index 39edc60..9804d92 100644
--- a/categories/graph.md
+++ b/categories/graph.md
@@ -10,7 +10,7 @@ networkx: Network Analysis in Python
 [https://networkx.org](https://networkx.org)  
 [https://github.com/networkx/networkx](https://github.com/networkx/networkx)  
 18 stars per week over 651 weeks  
-12,281 stars, 2,851 forks, 280 watches  
+12,291 stars, 2,850 forks, 280 watches  
 created 2010-09-06, last commit 2023-03-02, main language Python  
 <sub><sup>complex-networks, graph-algorithms, graph-analysis, graph-generation, graph-theory, graph-visualization, python</sup></sub>
 
@@ -20,7 +20,7 @@ StellarGraph - Machine Learning on Graphs
 [https://stellargraph.readthedocs.io/](https://stellargraph.readthedocs.io/)  
 [https://github.com/stellargraph/stellargraph](https://github.com/stellargraph/stellargraph)  
 10 stars per week over 255 weeks  
-2,636 stars, 401 forks, 61 watches  
+2,637 stars, 401 forks, 61 watches  
 created 2018-04-13, last commit 2021-10-29, main language Python  
 <sub><sup>data-science, deep-learning, gcn, geometric-deep-learning, graph-analysis, graph-convolutional-networks, graph-data, graph-machine-learning, graph-neural-networks, graphs, heterogeneous-networks, interpretability, link-prediction, machine-learning, machine-learning-algorithms, networkx, python, saliency-map, stellargraph-library</sup></sub>
 
@@ -29,8 +29,8 @@ created 2018-04-13, last commit 2021-10-29, main language Python
 pyvis: Python package for creating and visualizing interactive network graphs.  
 [http://pyvis.readthedocs.io/en/latest/](http://pyvis.readthedocs.io/en/latest/)  
 [https://github.com/westhealth/pyvis](https://github.com/westhealth/pyvis)  
-2.44 stars per week over 251 weeks  
-614 stars, 114 forks, 15 watches  
+2.45 stars per week over 251 weeks  
+616 stars, 115 forks, 15 watches  
 created 2018-05-10, last commit 2023-02-10, main language HTML  
 <sub><sup>network-visualization, networkx, python</sup></sub>
 
@@ -39,7 +39,7 @@ created 2018-05-10, last commit 2023-02-10, main language HTML
 graph-force: Python library for embedding large graphs in 2D space, using force-directed layouts.  
 [https://pypi.org/project/graph-force/](https://pypi.org/project/graph-force/)  
 [https://github.com/h4kor/graph-force](https://github.com/h4kor/graph-force)  
-12 stars per week over 13 weeks  
+11 stars per week over 13 weeks  
 164 stars, 0 forks, 9 watches  
 created 2022-11-28, last commit 2022-11-28, main language Rust  
 <sub><sup>force-directed-graphs, graph-algorithms, python, python3</sup></sub>
@@ -54,7 +54,7 @@ created 2017-09-27, last commit 2018-12-11, main language Python
 <sub><sup>clustering, markov-clustering, networks, python</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/gui.md b/categories/gui.md
index 02a68e8..fd34b3d 100644
--- a/categories/gui.md
+++ b/categories/gui.md
@@ -9,7 +9,7 @@ Checkout the interactive version that you can filter and sort:
 PySimpleGUI: Launched in 2018. It's 2023 and PySimpleGUI is actively developed & supported. Create complex windows simply. Supports tkinter, Qt, WxPython, Remi (in browser). Create GUI applications trivially with a full set of widgets. Multi-Window applications are also simple. 3.4 to 3.11 supported. 325+ Demo programs & Cookbook for rapid start. Extensive docs  
 [https://github.com/pysimplegui/pysimplegui](https://github.com/pysimplegui/pysimplegui)  
 46 stars per week over 242 weeks  
-11,296 stars, 1,682 forks, 218 watches  
+11,304 stars, 1,684 forks, 218 watches  
 created 2018-07-11, last commit 2023-03-01, main language Python  
 <sub><sup>beginner-friendly, datavisualization, games, gui, gui-framework, gui-programming, gui-window, pyside2, pysimplegui, python, python-gui, qt, qt-gui, remi, systemtray, tkinter, tkinter-gui, tkinter-python, user-interface, wxpython</sup></sub>
 
@@ -19,7 +19,7 @@ DearPyGui: Dear PyGui: A fast and powerful Graphical User Interface Toolkit for
 [https://dearpygui.readthedocs.io/en/latest/](https://dearpygui.readthedocs.io/en/latest/)  
 [https://github.com/hoffstadt/dearpygui](https://github.com/hoffstadt/dearpygui)  
 67 stars per week over 144 weeks  
-9,753 stars, 510 forks, 138 watches  
+9,757 stars, 511 forks, 138 watches  
 created 2020-05-28, last commit 2023-03-02, main language C++  
 <sub><sup>cpp, cross-platform, dearpygui, graphics, gui, imgui, linux, macos, native, python, python-gui, toolkit, tools, ui, windows</sup></sub>
 
@@ -28,8 +28,8 @@ created 2020-05-28, last commit 2023-03-02, main language C++
 pywebview: Build GUI for your Python program with JavaScript, HTML, and CSS  
 [https://pywebview.flowrl.com](https://pywebview.flowrl.com)  
 [https://github.com/r0x0r/pywebview](https://github.com/r0x0r/pywebview)  
-7.84 stars per week over 432 weeks  
-3,390 stars, 441 forks, 58 watches  
+7.86 stars per week over 432 weeks  
+3,400 stars, 442 forks, 58 watches  
 created 2014-11-20, last commit 2023-02-28, main language Python  
 <sub><sup>cef, cocoa, gtk, gui, html, javascript, linux, osx, python, qt, webkit, windows</sup></sub>
 
@@ -37,8 +37,8 @@ created 2014-11-20, last commit 2023-02-28, main language Python
 ### [remi](https://github.com/dddomodossola/remi) by [dddomodossola](https://github.com/dddomodossola)  
 remi: Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.  
 [https://github.com/dddomodossola/remi](https://github.com/dddomodossola/remi)  
-6.92 stars per week over 467 weeks  
-3,231 stars, 394 forks, 121 watches  
+6.91 stars per week over 467 weeks  
+3,232 stars, 394 forks, 121 watches  
 created 2014-03-20, last commit 2023-02-01, main language Python  
 <sub><sup>gui, gui-library, platform-independent, python, remi, ui</sup></sub>
 
@@ -49,11 +49,11 @@ Phoenix: wxPython's Project Phoenix.  A new implementation of wxPython, better,
 [https://github.com/wxwidgets/phoenix](https://github.com/wxwidgets/phoenix)  
 3.52 stars per week over 554 weeks  
 1,953 stars, 496 forks, 104 watches  
-created 2012-07-17, last commit 2023-02-28, main language Python  
+created 2012-07-17, last commit 2023-03-03, main language Python  
 <sub><sup>awesome, cross-platform, gui, gui-framework, gui-toolkit, linux, macosx, python, windows, wxpython, wxwidgets</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/jupyter.md b/categories/jupyter.md
index 62c778d..5bfcafc 100644
--- a/categories/jupyter.md
+++ b/categories/jupyter.md
@@ -10,8 +10,8 @@ JupyterLab computational environment.
 [https://jupyterlab.readthedocs.io/](https://jupyterlab.readthedocs.io/)  
 [https://github.com/jupyterlab/jupyterlab](https://github.com/jupyterlab/jupyterlab)  
 35 stars per week over 352 weeks  
-12,667 stars, 2,572 forks, 309 watches  
-created 2016-06-03, last commit 2023-03-02, main language TypeScript  
+12,669 stars, 2,576 forks, 309 watches  
+created 2016-06-03, last commit 2023-03-04, main language TypeScript  
 <sub><sup>jupyter, jupyterlab</sup></sub>
 
 
@@ -20,46 +20,38 @@ notebook: Jupyter Interactive Notebook
 [https://jupyter-notebook.readthedocs.io/](https://jupyter-notebook.readthedocs.io/)  
 [https://github.com/jupyter/notebook](https://github.com/jupyter/notebook)  
 23 stars per week over 412 weeks  
-9,810 stars, 4,016 forks, 321 watches  
+9,808 stars, 4,017 forks, 321 watches  
 created 2015-04-09, last commit 2023-03-01, main language Jupyter Notebook  
 <sub><sup>closember, jupyter, jupyter-notebook, notebook</sup></sub>
 
 
+### [jupyterlite](https://github.com/jupyterlite/jupyterlite)  
+jupyterlite: Wasm powered Jupyter running in the browser 💡  
+[https://jupyterlite.rtfd.io/en/latest/try/lab](https://jupyterlite.rtfd.io/en/latest/try/lab)  
+[https://github.com/jupyterlite/jupyterlite](https://github.com/jupyterlite/jupyterlite)  
+30 stars per week over 101 weeks  
+3,096 stars, 194 forks, 43 watches  
+created 2021-03-27, last commit 2023-02-15, main language Python  
+<sub><sup>jupyter, jupyterlab, jupyterlab-extension, lite, pyodide, wasm, webassembly</sup></sub>
+
+
 ### [jupytext](https://github.com/mwouts/jupytext) by [mwouts](https://github.com/mwouts)  
 jupytext: Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts  
 [https://jupytext.readthedocs.io](https://jupytext.readthedocs.io)  
 [https://github.com/mwouts/jupytext](https://github.com/mwouts/jupytext)  
 23 stars per week over 246 weeks  
-5,849 stars, 379 forks, 68 watches  
+5,851 stars, 379 forks, 68 watches  
 created 2018-06-15, last commit 2023-02-25, main language Python  
 <sub><sup>hydrogen, jupyter-notebook, jupyterlab, jupyterlab-extension, knitr, markdown, notebooks, python, rmarkdown, rstudio, version-control</sup></sub>
 
 
-### [handcalcs](https://github.com/connorferster/handcalcs) by [connorferster](https://github.com/connorferster)  
-handcalcs: Python library for converting Python calculations into rendered latex.  
-[https://github.com/connorferster/handcalcs](https://github.com/connorferster/handcalcs)  
-32 stars per week over 158 weeks  
-5,138 stars, 398 forks, 78 watches  
-created 2020-02-19, last commit 2022-12-27, main language CSS  
-
-
-### [papermill](https://github.com/nteract/papermill) by [nteract](https://github.com/nteract)  
-papermill: 📚 Parameterize, execute, and analyze notebooks  
-[http://papermill.readthedocs.io/en/latest/](http://papermill.readthedocs.io/en/latest/)  
-[https://github.com/nteract/papermill](https://github.com/nteract/papermill)  
-17 stars per week over 295 weeks  
-5,128 stars, 386 forks, 91 watches  
-created 2017-07-06, last commit 2022-10-18, main language Python  
-<sub><sup>julia, jupyter, notebook, notebook-generator, notebooks, nteract, pipeline, publishing, python, r, scala</sup></sub>
-
-
 ### [voila](https://github.com/voila-dashboards/voila) by [voila-dashboards](https://github.com/voila-dashboards)  
 voila: Voilà turns Jupyter notebooks into standalone web applications  
 [https://voila.readthedocs.io](https://voila.readthedocs.io)  
 [https://github.com/voila-dashboards/voila](https://github.com/voila-dashboards/voila)  
 19 stars per week over 236 weeks  
 4,586 stars, 459 forks, 78 watches  
-created 2018-08-21, last commit 2023-02-21, main language Python  
+created 2018-08-21, last commit 2023-03-03, main language Python  
 <sub><sup>dashboarding, jupyter, jupyter-notebook, jupyterlab-extension</sup></sub>
 
 
@@ -68,65 +60,46 @@ jupyter-book: Create beautiful, publication-quality books and documents from com
 [http://jupyterbook.org](http://jupyterbook.org)  
 [https://github.com/executablebooks/jupyter-book](https://github.com/executablebooks/jupyter-book)  
 13 stars per week over 246 weeks  
-3,253 stars, 612 forks, 60 watches  
+3,257 stars, 614 forks, 60 watches  
 created 2018-06-14, last commit 2023-03-01, main language Python  
 <sub><sup>documentation-generator, jupyter, sphinx-doc</sup></sub>
 
 
-### [jupyterlite](https://github.com/jupyterlite/jupyterlite)  
-jupyterlite: Wasm powered Jupyter running in the browser 💡  
-[https://jupyterlite.rtfd.io/en/latest/try/lab](https://jupyterlite.rtfd.io/en/latest/try/lab)  
-[https://github.com/jupyterlite/jupyterlite](https://github.com/jupyterlite/jupyterlite)  
-30 stars per week over 100 weeks  
-3,093 stars, 194 forks, 43 watches  
-created 2021-03-27, last commit 2023-02-15, main language Python  
-<sub><sup>jupyter, jupyterlab, jupyterlab-extension, lite, pyodide, wasm, webassembly</sup></sub>
-
-
-### [qgrid](https://github.com/quantopian/qgrid) by [quantopian](https://github.com/quantopian)  
-qgrid: An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks  
-[https://github.com/quantopian/qgrid](https://github.com/quantopian/qgrid)  
-6.7 stars per week over 439 weeks  
-2,946 stars, 419 forks, 88 watches  
-created 2014-09-30, last commit 2020-04-07, main language Python  
-
-
 ### [jupyterlab-desktop](https://github.com/jupyterlab/jupyterlab-desktop) by [jupyterlab](https://github.com/jupyterlab)  
 jupyterlab-desktop: JupyterLab desktop application, based on Electron.  
 [https://github.com/jupyterlab/jupyterlab-desktop](https://github.com/jupyterlab/jupyterlab-desktop)  
 8.59 stars per week over 304 weeks  
-2,614 stars, 236 forks, 42 watches  
+2,616 stars, 237 forks, 42 watches  
 created 2017-05-04, last commit 2023-02-24, main language TypeScript  
 <sub><sup>jupyter, jupyter-notebook, jupyterlab</sup></sub>
 
 
-### [nbdime](https://github.com/jupyter/nbdime) by [jupyter](https://github.com/jupyter)  
-nbdime: Tools for diffing and merging of Jupyter notebooks.  
-[http://nbdime.readthedocs.io](http://nbdime.readthedocs.io)  
-[https://github.com/jupyter/nbdime](https://github.com/jupyter/nbdime)  
-6.24 stars per week over 380 weeks  
-2,376 stars, 156 forks, 44 watches  
-created 2015-11-16, last commit 2023-01-15, main language Python  
-<sub><sup>diff, diffing, git, hg, jupyter, jupyter-notebook, jupyterlab-extension, mercurial, merge, merge-driver, mergetool, vcs, version-control</sup></sub>
+### [handcalcs](https://github.com/connorferster/handcalcs) by [connorferster](https://github.com/connorferster)  
+handcalcs: Python library for converting Python calculations into rendered latex.  
+[https://github.com/connorferster/handcalcs](https://github.com/connorferster/handcalcs)  
+32 stars per week over 158 weeks  
+5,140 stars, 398 forks, 78 watches  
+created 2020-02-19, last commit 2022-12-27, main language CSS  
 
 
-### [nbviewer](https://github.com/jupyter/nbviewer) by [jupyter](https://github.com/jupyter)  
-nbviewer: nbconvert as a web service: Render Jupyter Notebooks as static web pages  
-[https://nbviewer.jupyter.org](https://nbviewer.jupyter.org)  
-[https://github.com/jupyter/nbviewer](https://github.com/jupyter/nbviewer)  
-3.74 stars per week over 551 weeks  
-2,061 stars, 537 forks, 93 watches  
-created 2012-08-05, last commit 2023-01-27, main language Python  
-<sub><sup>jupyter, jupyter-notebook, nbconvert</sup></sub>
+### [papermill](https://github.com/nteract/papermill) by [nteract](https://github.com/nteract)  
+papermill: 📚 Parameterize, execute, and analyze notebooks  
+[http://papermill.readthedocs.io/en/latest/](http://papermill.readthedocs.io/en/latest/)  
+[https://github.com/nteract/papermill](https://github.com/nteract/papermill)  
+17 stars per week over 295 weeks  
+5,130 stars, 388 forks, 91 watches  
+created 2017-07-06, last commit 2022-10-18, main language Python  
+<sub><sup>julia, jupyter, notebook, notebook-generator, notebooks, nteract, pipeline, publishing, python, r, scala</sup></sub>
 
 
-### [ipyvolume](https://github.com/maartenbreddels/ipyvolume) by [maartenbreddels](https://github.com/maartenbreddels)  
-ipyvolume: 3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL  
-[https://github.com/maartenbreddels/ipyvolume](https://github.com/maartenbreddels/ipyvolume)  
-5.65 stars per week over 323 weeks  
-1,828 stars, 236 forks, 51 watches  
-created 2016-12-21, last commit 2023-02-25, main language TypeScript  
-<sub><sup>dataviz, ipython-widget, jupyter, jupyter-notebook, plotting, python, quiver, rendering-3d-volumes, scientific-visualization, threejs, virtual-reality, visualisation, volume-rendering, webgl</sup></sub>
+### [ipyvizzu](https://github.com/vizzuhq/ipyvizzu) by [vizzuhq](https://github.com/vizzuhq)  
+ipyvizzu: Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.  
+[https://ipyvizzu.vizzuhq.com](https://ipyvizzu.vizzuhq.com)  
+[https://github.com/vizzuhq/ipyvizzu](https://github.com/vizzuhq/ipyvizzu)  
+12 stars per week over 60 weeks  
+762 stars, 60 forks, 16 watches  
+created 2022-01-05, last commit 2023-03-01, main language Python  
+<sub><sup>animation, chart, charting, charts, data-visualization, dataviz, graphing, graphs, ipython, jupyter, jupyter-notebook, plotting, python, storytelling, vizzu</sup></sub>
 
 
 ### [nbconvert](https://github.com/jupyter/nbconvert) by [jupyter](https://github.com/jupyter)  
@@ -134,56 +107,83 @@ nbconvert: Jupyter Notebook Conversion
 [https://nbconvert.readthedocs.io/](https://nbconvert.readthedocs.io/)  
 [https://github.com/jupyter/nbconvert](https://github.com/jupyter/nbconvert)  
 3.52 stars per week over 412 weeks  
-1,450 stars, 512 forks, 51 watches  
+1,451 stars, 512 forks, 51 watches  
 created 2015-04-09, last commit 2023-02-20, main language Python  
 
 
+### [ipyvolume](https://github.com/maartenbreddels/ipyvolume) by [maartenbreddels](https://github.com/maartenbreddels)  
+ipyvolume: 3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL  
+[https://github.com/maartenbreddels/ipyvolume](https://github.com/maartenbreddels/ipyvolume)  
+5.66 stars per week over 323 weeks  
+1,830 stars, 236 forks, 51 watches  
+created 2016-12-21, last commit 2023-02-25, main language TypeScript  
+<sub><sup>dataviz, ipython-widget, jupyter, jupyter-notebook, plotting, python, quiver, rendering-3d-volumes, scientific-visualization, threejs, virtual-reality, visualisation, volume-rendering, webgl</sup></sub>
+
+
 ### [jupyterlab-lsp](https://github.com/jupyter-lsp/jupyterlab-lsp) by [jupyter-lsp](https://github.com/jupyter-lsp)  
 jupyterlab-lsp: Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol  
 [https://github.com/jupyter-lsp/jupyterlab-lsp](https://github.com/jupyter-lsp/jupyterlab-lsp)  
-7.76 stars per week over 184 weeks  
+7.75 stars per week over 185 weeks  
 1,434 stars, 119 forks, 17 watches  
 created 2019-08-17, last commit 2023-01-02, main language TypeScript  
 <sub><sup>autocompletion, ipython, julia-language, jupyter, jupyter-lab, jupyter-notebook, jupyterlab, jupyterlab-extension, language-server-protocol, linter, lsp, notebook, notebook-jupyter, r</sup></sub>
 
 
+### [nbQA](https://github.com/nbqa-dev/nbqa) by [nbqa-dev](https://github.com/nbqa-dev)  
+nbQA: Run isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks  
+[https://nbqa.readthedocs.io/en/latest/index.html](https://nbqa.readthedocs.io/en/latest/index.html)  
+[https://github.com/nbqa-dev/nbqa](https://github.com/nbqa-dev/nbqa)  
+5.13 stars per week over 138 weeks  
+709 stars, 35 forks, 7 watches  
+created 2020-07-11, last commit 2023-02-27, main language Python  
+<sub><sup>black, codequality, doctest, flake8, isort, jupyter-notebook, lint, mypy, pre-commit, pre-commit-hook, pylint, python, pyupgrade, yapf</sup></sub>
+
+
+### [nbdime](https://github.com/jupyter/nbdime) by [jupyter](https://github.com/jupyter)  
+nbdime: Tools for diffing and merging of Jupyter notebooks.  
+[http://nbdime.readthedocs.io](http://nbdime.readthedocs.io)  
+[https://github.com/jupyter/nbdime](https://github.com/jupyter/nbdime)  
+6.25 stars per week over 380 weeks  
+2,382 stars, 156 forks, 44 watches  
+created 2015-11-16, last commit 2023-01-15, main language Python  
+<sub><sup>diff, diffing, git, hg, jupyter, jupyter-notebook, jupyterlab-extension, mercurial, merge, merge-driver, mergetool, vcs, version-control</sup></sub>
+
+
 ### [nbgrader](https://github.com/jupyter/nbgrader) by [jupyter](https://github.com/jupyter)  
 nbgrader: A system for assigning and grading notebooks  
 [https://nbgrader.readthedocs.io/](https://nbgrader.readthedocs.io/)  
 [https://github.com/jupyter/nbgrader](https://github.com/jupyter/nbgrader)  
-2.63 stars per week over 441 weeks  
+2.63 stars per week over 442 weeks  
 1,162 stars, 318 forks, 42 watches  
-created 2014-09-13, last commit 2023-03-02, main language Python  
+created 2014-09-13, last commit 2023-03-03, main language Python  
 <sub><sup>grading, jupyter, jupyter-notebook, jupyterhub, nbgrader, teaching</sup></sub>
 
 
-### [ipyvizzu](https://github.com/vizzuhq/ipyvizzu) by [vizzuhq](https://github.com/vizzuhq)  
-ipyvizzu: Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.  
-[https://ipyvizzu.vizzuhq.com](https://ipyvizzu.vizzuhq.com)  
-[https://github.com/vizzuhq/ipyvizzu](https://github.com/vizzuhq/ipyvizzu)  
-12 stars per week over 60 weeks  
-761 stars, 60 forks, 16 watches  
-created 2022-01-05, last commit 2023-03-01, main language Python  
-<sub><sup>animation, chart, charting, charts, data-visualization, dataviz, graphing, graphs, ipython, jupyter, jupyter-notebook, plotting, python, storytelling, vizzu</sup></sub>
+### [nbviewer](https://github.com/jupyter/nbviewer) by [jupyter](https://github.com/jupyter)  
+nbviewer: nbconvert as a web service: Render Jupyter Notebooks as static web pages  
+[https://nbviewer.jupyter.org](https://nbviewer.jupyter.org)  
+[https://github.com/jupyter/nbviewer](https://github.com/jupyter/nbviewer)  
+3.73 stars per week over 552 weeks  
+2,061 stars, 537 forks, 93 watches  
+created 2012-08-05, last commit 2023-01-27, main language Python  
+<sub><sup>jupyter, jupyter-notebook, nbconvert</sup></sub>
 
 
-### [nbQA](https://github.com/nbqa-dev/nbqa) by [nbqa-dev](https://github.com/nbqa-dev)  
-nbQA: Run isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks  
-[https://nbqa.readthedocs.io/en/latest/index.html](https://nbqa.readthedocs.io/en/latest/index.html)  
-[https://github.com/nbqa-dev/nbqa](https://github.com/nbqa-dev/nbqa)  
-5.13 stars per week over 137 weeks  
-707 stars, 35 forks, 7 watches  
-created 2020-07-11, last commit 2023-02-27, main language Python  
-<sub><sup>black, codequality, doctest, flake8, isort, jupyter-notebook, lint, mypy, pre-commit, pre-commit-hook, pylint, python, pyupgrade, yapf</sup></sub>
+### [nbformat](https://github.com/jupyter/nbformat) by [jupyter](https://github.com/jupyter)  
+nbformat: Reference implementation of the Jupyter Notebook format  
+[http://nbformat.readthedocs.io/](http://nbformat.readthedocs.io/)  
+[https://github.com/jupyter/nbformat](https://github.com/jupyter/nbformat)  
+0.49 stars per week over 412 weeks  
+204 stars, 144 forks, 26 watches  
+created 2015-04-09, last commit 2023-03-01, main language Python  
 
 
-### [nbval](https://github.com/computationalmodelling/nbval) by [computationalmodelling](https://github.com/computationalmodelling)  
-nbval: A py.test plugin to validate Jupyter notebooks  
-[https://github.com/computationalmodelling/nbval](https://github.com/computationalmodelling/nbval)  
-0.97 stars per week over 412 weeks  
-398 stars, 51 forks, 10 watches  
-created 2015-04-09, last commit 2023-01-11, main language Python  
-<sub><sup>ipython-notebook, jupyter-notebook, pytest, pytest-plugin, python, testing</sup></sub>
+### [qgrid](https://github.com/quantopian/qgrid) by [quantopian](https://github.com/quantopian)  
+qgrid: An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks  
+[https://github.com/quantopian/qgrid](https://github.com/quantopian/qgrid)  
+6.7 stars per week over 439 weeks  
+2,946 stars, 419 forks, 88 watches  
+created 2014-09-30, last commit 2020-04-07, main language Python  
 
 
 ### [testbook](https://github.com/nteract/testbook) by [nteract](https://github.com/nteract)  
@@ -196,34 +196,34 @@ created 2020-02-26, last commit 2022-11-29, main language Python
 <sub><sup>jupyter-notebook, nteract, pytest, python, testbook, unit-testing</sup></sub>
 
 
-### [jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard) by [chaoleili](https://github.com/chaoleili)  
-jupyterlab_tensorboard: Tensorboard extension for jupyterlab.  
-[https://github.com/chaoleili/jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard)  
-1.25 stars per week over 237 weeks  
-297 stars, 36 forks, 11 watches  
-created 2018-08-14, last commit 2022-07-18, main language TypeScript  
-<sub><sup>jupyterlab, jupyterlab-extension, tensorboard</sup></sub>
-
-
-### [nbformat](https://github.com/jupyter/nbformat) by [jupyter](https://github.com/jupyter)  
-nbformat: Reference implementation of the Jupyter Notebook format  
-[http://nbformat.readthedocs.io/](http://nbformat.readthedocs.io/)  
-[https://github.com/jupyter/nbformat](https://github.com/jupyter/nbformat)  
-0.49 stars per week over 412 weeks  
-204 stars, 144 forks, 25 watches  
-created 2015-04-09, last commit 2023-03-01, main language Python  
+### [nbval](https://github.com/computationalmodelling/nbval) by [computationalmodelling](https://github.com/computationalmodelling)  
+nbval: A py.test plugin to validate Jupyter notebooks  
+[https://github.com/computationalmodelling/nbval](https://github.com/computationalmodelling/nbval)  
+0.97 stars per week over 412 weeks  
+398 stars, 51 forks, 10 watches  
+created 2015-04-09, last commit 2023-01-11, main language Python  
+<sub><sup>ipython-notebook, jupyter-notebook, pytest, pytest-plugin, python, testing</sup></sub>
 
 
 ### [AutoProfiler](https://github.com/cmudig/autoprofiler) by [cmudig](https://github.com/cmudig)  
 AutoProfiler: Automatically profile dataframes in the Jupyter sidebar  
 [https://github.com/cmudig/autoprofiler](https://github.com/cmudig/autoprofiler)  
-1.91 stars per week over 49 weeks  
+1.9 stars per week over 49 weeks  
 94 stars, 5 forks, 1 watches  
 created 2022-03-24, last commit 2023-02-28, main language Svelte  
 <sub><sup>jupyter, pandas, python</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+### [jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard) by [chaoleili](https://github.com/chaoleili)  
+jupyterlab_tensorboard: Tensorboard extension for jupyterlab.  
+[https://github.com/chaoleili/jupyterlab_tensorboard](https://github.com/chaoleili/jupyterlab_tensorboard)  
+1.25 stars per week over 237 weeks  
+297 stars, 36 forks, 11 watches  
+created 2018-08-14, last commit 2022-07-18, main language TypeScript  
+<sub><sup>jupyterlab, jupyterlab-extension, tensorboard</sup></sub>
+
+
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/math.md b/categories/math.md
index 0e7f5b9..6d99dfa 100644
--- a/categories/math.md
+++ b/categories/math.md
@@ -10,8 +10,8 @@ numpy: The fundamental package for scientific computing with Python.
 [https://numpy.org](https://numpy.org)  
 [https://github.com/numpy/numpy](https://github.com/numpy/numpy)  
 35 stars per week over 650 weeks  
-22,822 stars, 7,808 forks, 572 watches  
-created 2010-09-13, last commit 2023-03-02, main language Python  
+22,829 stars, 7,814 forks, 572 watches  
+created 2010-09-13, last commit 2023-03-03, main language Python  
 <sub><sup>numpy, python</sup></sub>
 
 
@@ -20,8 +20,8 @@ sympy: A computer algebra system written in pure Python
 [https://sympy.org/](https://sympy.org/)  
 [https://github.com/sympy/sympy](https://github.com/sympy/sympy)  
 15 stars per week over 670 weeks  
-10,356 stars, 3,882 forks, 287 watches  
-created 2010-04-30, last commit 2023-03-02, main language Python  
+10,361 stars, 3,882 forks, 287 watches  
+created 2010-04-30, last commit 2023-03-04, main language Python  
 <sub><sup>computer-algebra, hacktoberfest, math, python, science</sup></sub>
 
 
@@ -29,16 +29,35 @@ created 2010-04-30, last commit 2023-03-02, main language Python
 theseus: A library for differentiable nonlinear optimization  
 [https://github.com/facebookresearch/theseus](https://github.com/facebookresearch/theseus)  
 18 stars per week over 67 weeks  
-1,225 stars, 84 forks, 29 watches  
+1,226 stars, 85 forks, 29 watches  
 created 2021-11-18, last commit 2023-02-27, main language Python  
 <sub><sup>bilevel-optimization, computer-vision, deep-learning, differentiable-optimization, embodied-ai, gauss-newton, implicit-differentiation, levenberg-marquardt, nonlinear-least-squares, pytorch, robotics</sup></sub>
 
 
+### [PyNeuraLogic](https://github.com/lukaszahradnik/pyneuralogic) by [lukaszahradnik](https://github.com/lukaszahradnik)  
+PyNeuraLogic lets you use Python to create Differentiable Logic Programs  
+[https://pyneuralogic.readthedocs.io/](https://pyneuralogic.readthedocs.io/)  
+[https://github.com/lukaszahradnik/pyneuralogic](https://github.com/lukaszahradnik/pyneuralogic)  
+1.85 stars per week over 117 weeks  
+216 stars, 18 forks, 5 watches  
+created 2020-12-06, last commit 2023-03-03, main language Python  
+<sub><sup>deep-learning, differentiable-programming, geometric-deep-learning, graph-neural-networks, logic-programming, machine-learning, python, pytorch, relational-learning</sup></sub>
+
+
+### [tfcausalimpact](https://github.com/willianfuks/tfcausalimpact) by [willianfuks](https://github.com/willianfuks)  
+tfcausalimpact: Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.  
+[https://github.com/willianfuks/tfcausalimpact](https://github.com/willianfuks/tfcausalimpact)  
+2.95 stars per week over 132 weeks  
+392 stars, 54 forks, 10 watches  
+created 2020-08-17, last commit 2022-12-20, main language Python  
+<sub><sup>causal-inference, causalimpact, python, tensorflow-probability</sup></sub>
+
+
 ### [torchsde](https://github.com/google-research/torchsde) by [google-research](https://github.com/google-research)  
 torchsde: Differentiable SDE solvers with GPU support and efficient sensitivity analysis.   
 [https://github.com/google-research/torchsde](https://github.com/google-research/torchsde)  
 8.79 stars per week over 138 weeks  
-1,218 stars, 145 forks, 33 watches  
+1,220 stars, 145 forks, 33 watches  
 created 2020-07-06, last commit 2021-07-26, main language Python  
 <sub><sup>deep-learning, deep-neural-networks, differential-equations, dynamical-systems, neural-differential-equations, pytorch, stochastic-differential-equations, stochastic-processes, stochastic-volatility-models</sup></sub>
 
@@ -47,7 +66,7 @@ created 2020-07-06, last commit 2021-07-26, main language Python
 mpmath: Python library for arbitrary-precision floating-point arithmetic  
 [http://mpmath.org](http://mpmath.org)  
 [https://github.com/fredrik-johansson/mpmath](https://github.com/fredrik-johansson/mpmath)  
-1.26 stars per week over 586 weeks  
+1.25 stars per week over 586 weeks  
 736 stars, 152 forks, 40 watches  
 created 2011-12-07, last commit 2023-01-10, main language Python  
 <sub><sup>arbitrary-precision, complex-numbers, floating-point, multiprecision, numerical-integration, numerical-methods, numerical-optimization, ordinary-differential-equations, plotting, python, special-functions</sup></sub>
@@ -57,35 +76,16 @@ created 2011-12-07, last commit 2023-01-10, main language Python
 dit: Python package for information theory.  
 [http://docs.dit.io](http://docs.dit.io)  
 [https://github.com/dit/dit](https://github.com/dit/dit)  
-0.88 stars per week over 491 weeks  
+0.88 stars per week over 492 weeks  
 431 stars, 78 forks, 24 watches  
 created 2013-09-29, last commit 2022-07-25, main language Python  
 <sub><sup>information-theory, python</sup></sub>
 
 
-### [tfcausalimpact](https://github.com/willianfuks/tfcausalimpact) by [willianfuks](https://github.com/willianfuks)  
-tfcausalimpact: Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.  
-[https://github.com/willianfuks/tfcausalimpact](https://github.com/willianfuks/tfcausalimpact)  
-2.96 stars per week over 132 weeks  
-392 stars, 54 forks, 10 watches  
-created 2020-08-17, last commit 2022-12-20, main language Python  
-<sub><sup>causal-inference, causalimpact, python, tensorflow-probability</sup></sub>
-
-
-### [PyNeuraLogic](https://github.com/lukaszahradnik/pyneuralogic) by [lukaszahradnik](https://github.com/lukaszahradnik)  
-PyNeuraLogic lets you use Python to create Differentiable Logic Programs  
-[https://pyneuralogic.readthedocs.io/](https://pyneuralogic.readthedocs.io/)  
-[https://github.com/lukaszahradnik/pyneuralogic](https://github.com/lukaszahradnik/pyneuralogic)  
-1.85 stars per week over 116 weeks  
-216 stars, 18 forks, 5 watches  
-created 2020-12-06, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, differentiable-programming, geometric-deep-learning, graph-neural-networks, logic-programming, machine-learning, python, pytorch, relational-learning</sup></sub>
-
-
 ### [pycircular](https://github.com/albahnsen/pycircular) by [albahnsen](https://github.com/albahnsen)  
 pycircular is a Python module for circular data analysis  
 [https://github.com/albahnsen/pycircular](https://github.com/albahnsen/pycircular)  
-2.6 stars per week over 24 weeks  
+2.57 stars per week over 24 weeks  
 64 stars, 3 forks, 5 watches  
 created 2022-09-12, last commit 2023-01-21, main language Python  
 
@@ -98,7 +98,7 @@ PaCAL - ProbAbilistic CALculator
 created 2014-08-04, last commit 2022-11-02, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/ml-dl.md b/categories/ml-dl.md
index 8bb1f1e..f8ae82d 100644
--- a/categories/ml-dl.md
+++ b/categories/ml-dl.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 68 curated ml-dl Python libraries and frameworks ordered by stars.  
+A selection of 67 curated ml-dl Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,8 +9,8 @@ Checkout the interactive version that you can filter and sort:
 tensorflow: An Open Source Machine Learning Framework for Everyone  
 [https://tensorflow.org](https://tensorflow.org)  
 [https://github.com/tensorflow/tensorflow](https://github.com/tensorflow/tensorflow)  
-449 stars per week over 381 weeks  
-171,742 stars, 87,866 forks, 7,751 watches  
+449 stars per week over 382 weeks  
+171,770 stars, 87,871 forks, 7,751 watches  
 created 2015-11-07, last commit 2023-03-03, main language C++  
 <sub><sup>deep-learning, deep-neural-networks, distributed, machine-learning, ml, neural-network, python, tensorflow</sup></sub>
 
@@ -19,9 +19,9 @@ created 2015-11-07, last commit 2023-03-03, main language C++
 pytorch: Tensors and Dynamic neural networks in Python with strong GPU acceleration  
 [https://pytorch.org](https://pytorch.org)  
 [https://github.com/pytorch/pytorch](https://github.com/pytorch/pytorch)  
-185 stars per week over 341 weeks  
-63,307 stars, 17,573 forks, 1,633 watches  
-created 2016-08-13, last commit 2023-03-03, main language C++  
+185 stars per week over 342 weeks  
+63,350 stars, 17,591 forks, 1,632 watches  
+created 2016-08-13, last commit 2023-03-04, main language C++  
 <sub><sup>autograd, deep-learning, gpu, machine-learning, neural-network, numpy, python, tensor</sup></sub>
 
 
@@ -29,75 +29,135 @@ created 2016-08-13, last commit 2023-03-03, main language C++
 keras: Deep Learning for humans  
 [http://keras.io/](http://keras.io/)  
 [https://github.com/keras-team/keras](https://github.com/keras-team/keras)  
-138 stars per week over 413 weeks  
-57,454 stars, 19,304 forks, 1,923 watches  
+138 stars per week over 414 weeks  
+57,473 stars, 19,305 forks, 1,923 watches  
 created 2015-03-28, last commit 2023-03-02, main language Python  
 <sub><sup>data-science, deep-learning, machine-learning, neural-networks, python, tensorflow</sup></sub>
 
 
-### [faceswap](https://github.com/deepfakes/faceswap) by [deepfakes](https://github.com/deepfakes)  
-faceswap: Deepfakes Software For All  
-[https://www.faceswap.dev](https://www.faceswap.dev)  
-[https://github.com/deepfakes/faceswap](https://github.com/deepfakes/faceswap)  
-161 stars per week over 271 weeks  
-43,824 stars, 12,148 forks, 1,505 watches  
-created 2017-12-19, last commit 2023-02-24, main language Python  
-<sub><sup>deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, myfakeapp, neural-nets, neural-networks, openfaceswap</sup></sub>
+### [ColossalAI](https://github.com/hpcaitech/colossalai) by [hpcaitech](https://github.com/hpcaitech)  
+ColossalAI: Making large AI models cheaper, faster and more accessible  
+[https://www.colossalai.org/](https://www.colossalai.org/)  
+[https://github.com/hpcaitech/colossalai](https://github.com/hpcaitech/colossalai)  
+249 stars per week over 70 weeks  
+17,548 stars, 1,853 forks, 206 watches  
+created 2021-10-28, last commit 2023-03-04, main language Python  
+<sub><sup>ai, big-model, data-parallelism, deep-learning, distributed-computing, foundation-models, heterogeneous-training, hpc, inference, large-scale, model-parallelism, pipeline-parallelism</sup></sub>
 
 
-### [DeepFaceLab](https://github.com/iperov/deepfacelab) by [iperov](https://github.com/iperov)  
-DeepFaceLab is the leading software for creating deepfakes.  
-[https://github.com/iperov/deepfacelab](https://github.com/iperov/deepfacelab)  
-152 stars per week over 247 weeks  
-37,640 stars, 8,431 forks, 1,056 watches  
-created 2018-06-04, last commit 2022-12-31, main language Python  
-<sub><sup>arxiv, creating-deepfakes, deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfacelab, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, neural-nets, neural-networks</sup></sub>
+### [lightning](https://github.com/pytorchlightning/pytorch-lightning) by [pytorchlightning](https://github.com/pytorchlightning)  
+lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.  
+[https://lightning.ai](https://lightning.ai)  
+[https://github.com/pytorchlightning/pytorch-lightning](https://github.com/pytorchlightning/pytorch-lightning)  
+106 stars per week over 205 weeks  
+21,777 stars, 2,761 forks, 229 watches  
+created 2019-03-31, last commit 2023-03-03, main language Python  
+<sub><sup>ai, artificial-intelligence, data-science, deep-learning, machine-learning, python, pytorch</sup></sub>
 
 
-### [Detectron](https://github.com/facebookresearch/detectron) by [facebookresearch](https://github.com/facebookresearch)  
-Detectron: FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.  
-[https://github.com/facebookresearch/detectron](https://github.com/facebookresearch/detectron)  
-90 stars per week over 282 weeks  
-25,556 stars, 5,490 forks, 960 watches  
-created 2017-10-05, last commit 2023-02-21, main language Python  
+### [Paddle](https://github.com/paddlepaddle/paddle) by [paddlepaddle](https://github.com/paddlepaddle)  
+Paddle: PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）  
+[http://www.paddlepaddle.org/](http://www.paddlepaddle.org/)  
+[https://github.com/paddlepaddle/paddle](https://github.com/paddlepaddle/paddle)  
+57 stars per week over 341 weeks  
+19,707 stars, 5,002 forks, 731 watches  
+created 2016-08-15, last commit 2023-03-03, main language C++  
+<sub><sup>deep-learning, distributed-training, efficiency, machine-learning, neural-network, paddlepaddle, python, scalability</sup></sub>
 
 
 ### [pytorch-image-models](https://github.com/rwightman/pytorch-image-models) by [rwightman](https://github.com/rwightman)  
 pytorch-image-models: PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more  
 [https://huggingface.co/docs/timm](https://huggingface.co/docs/timm)  
 [https://github.com/rwightman/pytorch-image-models](https://github.com/rwightman/pytorch-image-models)  
-111 stars per week over 212 weeks  
-23,833 stars, 3,932 forks, 297 watches  
+111 stars per week over 213 weeks  
+23,868 stars, 3,936 forks, 296 watches  
 created 2019-02-02, last commit 2023-02-27, main language Python  
 <sub><sup>augmix, cnn-classification, distributed-training, dual-path-networks, efficientnet, efficientnet-training, imagenet-classifier, mixnet, mnasnet, mobile-deep-learning, mobilenet-v2, mobilenetv3, nfnets, normalization-free-training, pretrained-models, pretrained-weights, pytorch, randaugment, resnet, vision-transformer-models</sup></sub>
 
 
+### [dgl](https://github.com/dmlc/dgl) by [dmlc](https://github.com/dmlc)  
+dgl: Python package built to ease deep learning on graph, on top of existing DL frameworks.  
+[http://dgl.ai](http://dgl.ai)  
+[https://github.com/dmlc/dgl](https://github.com/dmlc/dgl)  
+44 stars per week over 254 weeks  
+11,212 stars, 2,722 forks, 173 watches  
+created 2018-04-20, last commit 2023-03-04, main language Python  
+<sub><sup>deep-learning, graph-neural-networks</sup></sub>
+
+
+### [pytorch_geometric](https://github.com/pyg-team/pytorch_geometric) by [pyg-team](https://github.com/pyg-team)  
+pytorch_geometric: Graph Neural Network Library for PyTorch  
+[https://pyg.org](https://pyg.org)  
+[https://github.com/pyg-team/pytorch_geometric](https://github.com/pyg-team/pytorch_geometric)  
+59 stars per week over 282 weeks  
+16,927 stars, 3,110 forks, 250 watches  
+created 2017-10-06, last commit 2023-03-04, main language Python  
+<sub><sup>deep-learning, geometric-deep-learning, graph-convolutional-networks, graph-neural-networks, pytorch</sup></sub>
+
+
+### [lama-cleaner](https://github.com/sanster/lama-cleaner) by [sanster](https://github.com/sanster)  
+lama-cleaner: Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.  
+[https://lama-cleaner-docs.vercel.app/](https://lama-cleaner-docs.vercel.app/)  
+[https://github.com/sanster/lama-cleaner](https://github.com/sanster/lama-cleaner)  
+122 stars per week over 67 weeks  
+8,307 stars, 734 forks, 63 watches  
+created 2021-11-15, last commit 2023-03-02, main language Python  
+<sub><sup>inpainting, lama, latent-diffusion, mat, pytorch, stable-diffusion, zits</sup></sub>
+
+
 ### [detectron2](https://github.com/facebookresearch/detectron2) by [facebookresearch](https://github.com/facebookresearch)  
 Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.  
 [https://detectron2.readthedocs.io/en/latest/](https://detectron2.readthedocs.io/en/latest/)  
 [https://github.com/facebookresearch/detectron2](https://github.com/facebookresearch/detectron2)  
 130 stars per week over 182 weeks  
-23,734 stars, 6,486 forks, 366 watches  
-created 2019-09-05, last commit 2023-03-02, main language Python  
+23,740 stars, 6,491 forks, 366 watches  
+created 2019-09-05, last commit 2023-03-03, main language Python  
 
 
-### [Mask_RCNN](https://github.com/matterport/mask_rcnn) by [matterport](https://github.com/matterport)  
-Mask_RCNN: Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow  
-[https://github.com/matterport/mask_rcnn](https://github.com/matterport/mask_rcnn)  
-81 stars per week over 280 weeks  
-22,732 stars, 11,267 forks, 596 watches  
-created 2017-10-19, last commit 2019-03-31, main language Python  
-<sub><sup>instance-segmentation, keras, mask-rcnn, object-detection, tensorflow</sup></sub>
+### [DeepSpeed](https://github.com/microsoft/deepspeed) by [microsoft](https://github.com/microsoft)  
+DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.  
+[https://www.deepspeed.ai/](https://www.deepspeed.ai/)  
+[https://github.com/microsoft/deepspeed](https://github.com/microsoft/deepspeed)  
+56 stars per week over 162 weeks  
+9,202 stars, 1,106 forks, 146 watches  
+created 2020-01-23, last commit 2023-03-01, main language Python  
+<sub><sup>billion-parameters, compression, data-parallelism, deep-learning, gpu, inference, machine-learning, mixture-of-experts, model-parallelism, pipeline-parallelism, pytorch, trillion-parameters, zero</sup></sub>
 
 
-### [lightning](https://github.com/pytorchlightning/pytorch-lightning) by [pytorchlightning](https://github.com/pytorchlightning)  
-lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.  
-[https://lightning.ai](https://lightning.ai)  
-[https://github.com/pytorchlightning/pytorch-lightning](https://github.com/pytorchlightning/pytorch-lightning)  
-106 stars per week over 204 weeks  
-21,753 stars, 2,758 forks, 229 watches  
-created 2019-03-31, last commit 2023-03-03, main language Python  
-<sub><sup>ai, artificial-intelligence, data-science, deep-learning, machine-learning, python, pytorch</sup></sub>
+### [faceswap](https://github.com/deepfakes/faceswap) by [deepfakes](https://github.com/deepfakes)  
+faceswap: Deepfakes Software For All  
+[https://www.faceswap.dev](https://www.faceswap.dev)  
+[https://github.com/deepfakes/faceswap](https://github.com/deepfakes/faceswap)  
+161 stars per week over 271 weeks  
+43,839 stars, 12,151 forks, 1,504 watches  
+created 2017-12-19, last commit 2023-02-24, main language Python  
+<sub><sup>deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, myfakeapp, neural-nets, neural-networks, openfaceswap</sup></sub>
+
+
+### [AITemplate](https://github.com/facebookincubator/aitemplate) by [facebookincubator](https://github.com/facebookincubator)  
+AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.  
+[https://github.com/facebookincubator/aitemplate](https://github.com/facebookincubator/aitemplate)  
+89 stars per week over 33 weeks  
+2,979 stars, 238 forks, 77 watches  
+created 2022-07-15, last commit 2023-03-04, main language Python  
+
+
+### [dalle-mini](https://github.com/borisdayma/dalle-mini) by [borisdayma](https://github.com/borisdayma)  
+dalle-mini: DALL·E Mini - Generate images from a text prompt  
+[https://www.craiyon.com](https://www.craiyon.com)  
+[https://github.com/borisdayma/dalle-mini](https://github.com/borisdayma/dalle-mini)  
+157 stars per week over 87 weeks  
+13,731 stars, 1,062 forks, 102 watches  
+created 2021-07-03, last commit 2023-02-10, main language Python  
+
+
+### [DALLE2-pytorch](https://github.com/lucidrains/dalle2-pytorch) by [lucidrains](https://github.com/lucidrains)  
+DALLE2-pytorch: Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network,  in Pytorch  
+[https://github.com/lucidrains/dalle2-pytorch](https://github.com/lucidrains/dalle2-pytorch)  
+190 stars per week over 47 weeks  
+9,043 stars, 787 forks, 123 watches  
+created 2022-04-07, last commit 2023-02-12, main language Python  
+<sub><sup>artificial-intelligence, deep-learning, text-to-image</sup></sub>
 
 
 ### [mxnet](https://github.com/apache/incubator-mxnet) by [apache](https://github.com/apache)  
@@ -105,65 +165,46 @@ mxnet: Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dyn
 [https://mxnet.apache.org](https://mxnet.apache.org)  
 [https://github.com/apache/incubator-mxnet](https://github.com/apache/incubator-mxnet)  
 49 stars per week over 409 weeks  
-20,273 stars, 6,871 forks, 1,087 watches  
+20,272 stars, 6,872 forks, 1,087 watches  
 created 2015-04-30, last commit 2023-01-26, main language C++  
 <sub><sup>mxnet</sup></sub>
 
 
-### [Paddle](https://github.com/paddlepaddle/paddle) by [paddlepaddle](https://github.com/paddlepaddle)  
-Paddle: PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）  
-[http://www.paddlepaddle.org/](http://www.paddlepaddle.org/)  
-[https://github.com/paddlepaddle/paddle](https://github.com/paddlepaddle/paddle)  
-57 stars per week over 341 weeks  
-19,696 stars, 4,991 forks, 731 watches  
-created 2016-08-15, last commit 2023-03-03, main language C++  
-<sub><sup>deep-learning, distributed-training, efficiency, machine-learning, neural-network, paddlepaddle, python, scalability</sup></sub>
-
-
 ### [Real-ESRGAN](https://github.com/xinntao/real-esrgan) by [xinntao](https://github.com/xinntao)  
 Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.  
 [https://github.com/xinntao/real-esrgan](https://github.com/xinntao/real-esrgan)  
 217 stars per week over 84 weeks  
-18,415 stars, 1,988 forks, 188 watches  
+18,447 stars, 1,993 forks, 188 watches  
 created 2021-07-19, last commit 2022-09-20, main language Python  
 <sub><sup>amine, denoise, esrgan, image-restoration, jpeg-compression, pytorch, real-esrgan, super-resolution</sup></sub>
 
 
-### [ColossalAI](https://github.com/hpcaitech/colossalai) by [hpcaitech](https://github.com/hpcaitech)  
-ColossalAI: Making large AI models cheaper, faster and more accessible  
-[https://www.colossalai.org/](https://www.colossalai.org/)  
-[https://github.com/hpcaitech/colossalai](https://github.com/hpcaitech/colossalai)  
-247 stars per week over 70 weeks  
-17,366 stars, 1,837 forks, 206 watches  
-created 2021-10-28, last commit 2023-03-02, main language Python  
-<sub><sup>ai, big-model, data-parallelism, deep-learning, distributed-computing, foundation-models, heterogeneous-training, hpc, inference, large-scale, model-parallelism, pipeline-parallelism</sup></sub>
-
-
-### [pytorch_geometric](https://github.com/pyg-team/pytorch_geometric) by [pyg-team](https://github.com/pyg-team)  
-pytorch_geometric: Graph Neural Network Library for PyTorch  
-[https://pyg.org](https://pyg.org)  
-[https://github.com/pyg-team/pytorch_geometric](https://github.com/pyg-team/pytorch_geometric)  
-59 stars per week over 282 weeks  
-16,915 stars, 3,109 forks, 250 watches  
-created 2017-10-06, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, geometric-deep-learning, graph-convolutional-networks, graph-neural-networks, pytorch</sup></sub>
+### [kornia](https://github.com/kornia/kornia)  
+kornia: Open Source Differentiable Computer Vision Library  
+[https://kornia.github.io/kornia/](https://kornia.github.io/kornia/)  
+[https://github.com/kornia/kornia](https://github.com/kornia/kornia)  
+33 stars per week over 236 weeks  
+7,825 stars, 794 forks, 119 watches  
+created 2018-08-22, last commit 2023-03-04, main language Python  
+<sub><sup>artificial-intelligence, computer-vision, deep-learning, image-processing, machine-learning, neural-network, python, pytorch</sup></sub>
 
 
-### [deeplearning-models](https://github.com/rasbt/deeplearning-models) by [rasbt](https://github.com/rasbt)  
-deeplearning-models: A collection of various deep learning architectures, models, and tips  
-[https://github.com/rasbt/deeplearning-models](https://github.com/rasbt/deeplearning-models)  
-80 stars per week over 195 weeks  
-15,633 stars, 3,851 forks, 594 watches  
-created 2019-06-05, last commit 2023-02-16, main language Jupyter Notebook  
+### [pytorch3d](https://github.com/facebookresearch/pytorch3d) by [facebookresearch](https://github.com/facebookresearch)  
+PyTorch3D is FAIR's library of reusable components for deep learning with 3D data  
+[https://pytorch3d.org/](https://pytorch3d.org/)  
+[https://github.com/facebookresearch/pytorch3d](https://github.com/facebookresearch/pytorch3d)  
+39 stars per week over 175 weeks  
+7,009 stars, 1,077 forks, 141 watches  
+created 2019-10-25, last commit 2023-02-28, main language Python  
 
 
-### [dalle-mini](https://github.com/borisdayma/dalle-mini) by [borisdayma](https://github.com/borisdayma)  
-dalle-mini: DALL·E Mini - Generate images from a text prompt  
-[https://www.craiyon.com](https://www.craiyon.com)  
-[https://github.com/borisdayma/dalle-mini](https://github.com/borisdayma/dalle-mini)  
-157 stars per week over 86 weeks  
-13,723 stars, 1,061 forks, 102 watches  
-created 2021-07-03, last commit 2023-02-10, main language Python  
+### [rembg](https://github.com/danielgatis/rembg) by [danielgatis](https://github.com/danielgatis)  
+Rembg is a tool to remove images background  
+[https://github.com/danielgatis/rembg](https://github.com/danielgatis/rembg)  
+63 stars per week over 133 weeks  
+8,561 stars, 1,069 forks, 105 watches  
+created 2020-08-10, last commit 2022-12-28, main language Python  
+<sub><sup>background-removal, image-processing, python</sup></sub>
 
 
 ### [albumentations](https://github.com/albumentations-team/albumentations) by [albumentations-team](https://github.com/albumentations-team)  
@@ -171,172 +212,102 @@ albumentations: Fast image augmentation library and an easy-to-use wrapper aroun
 [https://albumentations.ai](https://albumentations.ai)  
 [https://github.com/albumentations-team/albumentations](https://github.com/albumentations-team/albumentations)  
 47 stars per week over 247 weeks  
-11,632 stars, 1,477 forks, 123 watches  
+11,637 stars, 1,478 forks, 124 watches  
 created 2018-06-06, last commit 2023-02-21, main language Python  
 <sub><sup>augmentation, deep-learning, detection, fast-augmentations, image-augmentation, image-classification, image-processing, image-segmentation, machine-learning, object-detection, python, segmentation</sup></sub>
 
 
-### [dgl](https://github.com/dmlc/dgl) by [dmlc](https://github.com/dmlc)  
-dgl: Python package built to ease deep learning on graph, on top of existing DL frameworks.  
-[http://dgl.ai](http://dgl.ai)  
-[https://github.com/dmlc/dgl](https://github.com/dmlc/dgl)  
-44 stars per week over 254 weeks  
-11,202 stars, 2,720 forks, 173 watches  
-created 2018-04-20, last commit 2023-03-03, main language Python  
-<sub><sup>deep-learning, graph-neural-networks</sup></sub>
+### [flax](https://github.com/google/flax) by [google](https://github.com/google)  
+Flax is a neural network library for JAX that is designed for flexibility.  
+[https://flax.readthedocs.io](https://flax.readthedocs.io)  
+[https://github.com/google/flax](https://github.com/google/flax)  
+24 stars per week over 164 weeks  
+4,071 stars, 486 forks, 77 watches  
+created 2020-01-10, last commit 2023-03-03, main language Python  
+<sub><sup>jax</sup></sub>
+
+
+### [composer](https://github.com/mosaicml/composer) by [mosaicml](https://github.com/mosaicml)  
+composer: Train neural networks up to 7x faster  
+[http://docs.mosaicml.com](http://docs.mosaicml.com)  
+[https://github.com/mosaicml/composer](https://github.com/mosaicml/composer)  
+41 stars per week over 72 weeks  
+3,018 stars, 196 forks, 27 watches  
+created 2021-10-12, last commit 2023-03-04, main language Python  
+<sub><sup>deep-learning, machine-learning, ml-efficiency, ml-systems, ml-training, neural-network, neural-networks, pytorch</sup></sub>
+
+
+### [VToonify](https://github.com/williamyang1991/vtoonify) by [williamyang1991](https://github.com/williamyang1991)  
+[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer  
+[https://github.com/williamyang1991/vtoonify](https://github.com/williamyang1991/vtoonify)  
+116 stars per week over 25 weeks  
+2,948 stars, 358 forks, 59 watches  
+created 2022-09-09, last commit 2023-02-24, main language Jupyter Notebook  
+<sub><sup>face, siggraph-asia, style-transfer, stylegan2, toonify, video-style-transfer</sup></sub>
 
 
 ### [detr](https://github.com/facebookresearch/detr) by [facebookresearch](https://github.com/facebookresearch)  
 detr: End-to-End Object Detection with Transformers  
 [https://github.com/facebookresearch/detr](https://github.com/facebookresearch/detr)  
 72 stars per week over 144 weeks  
-10,495 stars, 1,929 forks, 150 watches  
+10,503 stars, 1,929 forks, 150 watches  
 created 2020-05-26, last commit 2023-02-07, main language Python  
 
 
-### [DeepSpeed](https://github.com/microsoft/deepspeed) by [microsoft](https://github.com/microsoft)  
-DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.  
-[https://www.deepspeed.ai/](https://www.deepspeed.ai/)  
-[https://github.com/microsoft/deepspeed](https://github.com/microsoft/deepspeed)  
-56 stars per week over 162 weeks  
-9,170 stars, 1,103 forks, 146 watches  
-created 2020-01-23, last commit 2023-03-01, main language Python  
-<sub><sup>billion-parameters, compression, data-parallelism, deep-learning, gpu, inference, machine-learning, mixture-of-experts, model-parallelism, pipeline-parallelism, pytorch, trillion-parameters, zero</sup></sub>
-
-
-### [DALLE2-pytorch](https://github.com/lucidrains/dalle2-pytorch) by [lucidrains](https://github.com/lucidrains)  
-DALLE2-pytorch: Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network,  in Pytorch  
-[https://github.com/lucidrains/dalle2-pytorch](https://github.com/lucidrains/dalle2-pytorch)  
-191 stars per week over 47 weeks  
-9,030 stars, 783 forks, 123 watches  
-created 2022-04-07, last commit 2023-02-12, main language Python  
-<sub><sup>artificial-intelligence, deep-learning, text-to-image</sup></sub>
-
-
-### [autokeras](https://github.com/keras-team/autokeras) by [keras-team](https://github.com/keras-team)  
-autokeras: AutoML library for deep learning  
-[http://autokeras.com/](http://autokeras.com/)  
-[https://github.com/keras-team/autokeras](https://github.com/keras-team/autokeras)  
-31 stars per week over 275 weeks  
-8,755 stars, 1,394 forks, 306 watches  
-created 2017-11-19, last commit 2023-02-22, main language Python  
-<sub><sup>autodl, automated-machine-learning, automl, deep-learning, keras, machine-learning, neural-architecture-search, python, tensorflow</sup></sub>
-
-
-### [rembg](https://github.com/danielgatis/rembg) by [danielgatis](https://github.com/danielgatis)  
-Rembg is a tool to remove images background  
-[https://github.com/danielgatis/rembg](https://github.com/danielgatis/rembg)  
-63 stars per week over 133 weeks  
-8,531 stars, 1,067 forks, 105 watches  
-created 2020-08-10, last commit 2022-12-28, main language Python  
-<sub><sup>background-removal, image-processing, python</sup></sub>
-
-
-### [lama-cleaner](https://github.com/sanster/lama-cleaner) by [sanster](https://github.com/sanster)  
-lama-cleaner: Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.  
-[https://lama-cleaner-docs.vercel.app/](https://lama-cleaner-docs.vercel.app/)  
-[https://github.com/sanster/lama-cleaner](https://github.com/sanster/lama-cleaner)  
-122 stars per week over 67 weeks  
-8,286 stars, 735 forks, 63 watches  
-created 2021-11-15, last commit 2023-03-02, main language Python  
-<sub><sup>inpainting, lama, latent-diffusion, mat, pytorch, stable-diffusion, zits</sup></sub>
-
-
-### [kornia](https://github.com/kornia/kornia)  
-kornia: Open Source Differentiable Computer Vision Library  
-[https://kornia.github.io/kornia/](https://kornia.github.io/kornia/)  
-[https://github.com/kornia/kornia](https://github.com/kornia/kornia)  
-33 stars per week over 236 weeks  
-7,818 stars, 792 forks, 119 watches  
-created 2018-08-22, last commit 2023-03-01, main language Python  
-<sub><sup>artificial-intelligence, computer-vision, deep-learning, image-processing, machine-learning, neural-network, python, pytorch</sup></sub>
-
-
 ### [pyro](https://github.com/pyro-ppl/pyro) by [pyro-ppl](https://github.com/pyro-ppl)  
 pyro: Deep universal probabilistic programming with Python and PyTorch  
 [http://pyro.ai](http://pyro.ai)  
 [https://github.com/pyro-ppl/pyro](https://github.com/pyro-ppl/pyro)  
 26 stars per week over 298 weeks  
-7,810 stars, 965 forks, 201 watches  
-created 2017-06-16, last commit 2023-02-03, main language Python  
+7,813 stars, 965 forks, 201 watches  
+created 2017-06-16, last commit 2023-03-04, main language Python  
 <sub><sup>bayesian, bayesian-inference, deep-learning, machine-learning, probabilistic-modeling, probabilistic-programming, python, pytorch, variational-inference</sup></sub>
 
 
-### [trax](https://github.com/google/trax) by [google](https://github.com/google)  
-Trax — Deep Learning with Clear Code and Speed  
-[https://github.com/google/trax](https://github.com/google/trax)  
-41 stars per week over 177 weeks  
-7,380 stars, 765 forks, 145 watches  
-created 2019-10-05, last commit 2023-02-15, main language Python  
-<sub><sup>deep-learning, deep-reinforcement-learning, jax, machine-learning, numpy, reinforcement-learning, transformer</sup></sub>
-
-
-### [TensorLayer](https://github.com/tensorlayer/tensorlayer) by [tensorlayer](https://github.com/tensorlayer)  
-TensorLayer: Deep Learning and Reinforcement Learning Library for Scientists and Engineers   
-[http://tensorlayerx.com](http://tensorlayerx.com)  
-[https://github.com/tensorlayer/tensorlayer](https://github.com/tensorlayer/tensorlayer)  
-20 stars per week over 351 weeks  
-7,153 stars, 1,617 forks, 466 watches  
-created 2016-06-07, last commit 2023-02-18, main language Python  
-<sub><sup>a3c, artificial-intelligence, chatbot, deep-learning, dqn, gan, google, imagenet, neural-network, object-detection, python, reinforcement-learning, tensorflow, tensorflow-tutorial, tensorflow-tutorials, tensorlayer</sup></sub>
-
-
-### [pytorch3d](https://github.com/facebookresearch/pytorch3d) by [facebookresearch](https://github.com/facebookresearch)  
-PyTorch3D is FAIR's library of reusable components for deep learning with 3D data  
-[https://pytorch3d.org/](https://pytorch3d.org/)  
-[https://github.com/facebookresearch/pytorch3d](https://github.com/facebookresearch/pytorch3d)  
-40 stars per week over 175 weeks  
-7,005 stars, 1,076 forks, 141 watches  
-created 2019-10-25, last commit 2023-02-28, main language Python  
-
-
-### [einops](https://github.com/arogozhnikov/einops) by [arogozhnikov](https://github.com/arogozhnikov)  
-einops: Deep learning operations reinvented (for pytorch, tensorflow, jax and others)  
-[https://einops.rocks](https://einops.rocks)  
-[https://github.com/arogozhnikov/einops](https://github.com/arogozhnikov/einops)  
-27 stars per week over 231 weeks  
-6,443 stars, 290 forks, 63 watches  
-created 2018-09-22, last commit 2023-01-18, main language Python  
-<sub><sup>chainer, cupy, deep-learning, gluon, jax, keras, numpy, pytorch, tensor, tensorflow</sup></sub>
+### [autokeras](https://github.com/keras-team/autokeras) by [keras-team](https://github.com/keras-team)  
+autokeras: AutoML library for deep learning  
+[http://autokeras.com/](http://autokeras.com/)  
+[https://github.com/keras-team/autokeras](https://github.com/keras-team/autokeras)  
+31 stars per week over 276 weeks  
+8,758 stars, 1,394 forks, 306 watches  
+created 2017-11-19, last commit 2023-02-22, main language Python  
+<sub><sup>autodl, automated-machine-learning, automl, deep-learning, keras, machine-learning, neural-architecture-search, python, tensorflow</sup></sub>
 
 
-### [mmf](https://github.com/facebookresearch/mmf) by [facebookresearch](https://github.com/facebookresearch)  
-mmf: A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)  
-[https://mmf.sh/](https://mmf.sh/)  
-[https://github.com/facebookresearch/mmf](https://github.com/facebookresearch/mmf)  
-21 stars per week over 244 weeks  
-5,155 stars, 910 forks, 117 watches  
-created 2018-06-27, last commit 2023-02-02, main language Python  
-<sub><sup>captioning, deep-learning, dialog, hateful-memes, multi-tasking, multimodal, pretrained-models, pytorch, textvqa, vqa</sup></sub>
+### [DeepFaceLab](https://github.com/iperov/deepfacelab) by [iperov](https://github.com/iperov)  
+DeepFaceLab is the leading software for creating deepfakes.  
+[https://github.com/iperov/deepfacelab](https://github.com/iperov/deepfacelab)  
+152 stars per week over 247 weeks  
+37,675 stars, 8,436 forks, 1,056 watches  
+created 2018-06-04, last commit 2022-12-31, main language Python  
+<sub><sup>arxiv, creating-deepfakes, deep-face-swap, deep-learning, deep-neural-networks, deepface, deepfacelab, deepfakes, deeplearning, face-swap, faceswap, fakeapp, machine-learning, neural-nets, neural-networks</sup></sub>
 
 
-### [skorch](https://github.com/skorch-dev/skorch) by [skorch-dev](https://github.com/skorch-dev)  
-skorch: A scikit-learn compatible neural network library that wraps PyTorch  
-[https://github.com/skorch-dev/skorch](https://github.com/skorch-dev/skorch)  
-17 stars per week over 293 weeks  
-5,049 stars, 337 forks, 82 watches  
-created 2017-07-18, last commit 2023-02-13, main language Jupyter Notebook  
-<sub><sup>hacktoberfest, machine-learning, pytorch, scikit-learn</sup></sub>
+### [deeplearning-models](https://github.com/rasbt/deeplearning-models) by [rasbt](https://github.com/rasbt)  
+deeplearning-models: A collection of various deep learning architectures, models, and tips  
+[https://github.com/rasbt/deeplearning-models](https://github.com/rasbt/deeplearning-models)  
+79 stars per week over 195 weeks  
+15,637 stars, 3,853 forks, 594 watches  
+created 2019-06-05, last commit 2023-02-16, main language Jupyter Notebook  
 
 
-### [nebullvm](https://github.com/nebuly-ai/nebullvm) by [nebuly-ai](https://github.com/nebuly-ai)  
-nebullvm: Plug and play modules to optimize the performances of your AI systems 🚀  
-[https://www.nebuly.com/](https://www.nebuly.com/)  
-[https://github.com/nebuly-ai/nebullvm](https://github.com/nebuly-ai/nebullvm)  
-89 stars per week over 54 weeks  
-4,883 stars, 314 forks, 61 watches  
-created 2022-02-12, last commit 2023-03-02, main language Python  
-<sub><sup>compiler, computing, deep-learning, edge-computing, gpu, huggingface, inference, machine-learning, neural-network, onnx, openvino, optimization, pypi, pytorch, quantization, tensorflow, tensorrt, transformers, tvm</sup></sub>
+### [torchrec](https://github.com/pytorch/torchrec) by [pytorch](https://github.com/pytorch)  
+torchrec: Pytorch domain library for recommendation systems  
+[https://github.com/pytorch/torchrec](https://github.com/pytorch/torchrec)  
+15 stars per week over 85 weeks  
+1,325 stars, 229 forks, 26 watches  
+created 2021-07-12, last commit 2023-03-02, main language Python  
+<sub><sup>cuda, deep-learning, gpu, pytorch, recommendation-system, recommender-system, sharding</sup></sub>
 
 
-### [BasicSR](https://github.com/xpixelgroup/basicsr) by [xpixelgroup](https://github.com/xpixelgroup)  
-BasicSR: Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.  
-[https://basicsr.readthedocs.io/en/latest/](https://basicsr.readthedocs.io/en/latest/)  
-[https://github.com/xpixelgroup/basicsr](https://github.com/xpixelgroup/basicsr)  
-17 stars per week over 254 weeks  
-4,429 stars, 899 forks, 88 watches  
-created 2018-04-19, last commit 2023-02-02, main language Python  
-<sub><sup>basicsr, basicvsr, dfdnet, ecbsr, edsr, edvr, esrgan, pytorch, rcan, restoration, srgan, srresnet, stylegan2, super-resolution, swinir</sup></sub>
+### [alpa](https://github.com/alpa-projects/alpa) by [alpa-projects](https://github.com/alpa-projects)  
+alpa: Training and serving large-scale neural networks  
+[https://alpa.ai](https://alpa.ai)  
+[https://github.com/alpa-projects/alpa](https://github.com/alpa-projects/alpa)  
+18 stars per week over 105 weeks  
+1,958 stars, 241 forks, 33 watches  
+created 2021-02-22, last commit 2023-02-28, main language Python  
+<sub><sup>alpa, auto-parallelization, compiler, deep-learning, distributed-computing, distributed-training, high-performance-computing, jax, llm, machine-learning</sup></sub>
 
 
 ### [ignite](https://github.com/pytorch/ignite) by [pytorch](https://github.com/pytorch)  
@@ -344,83 +315,83 @@ ignite: High-level library to help with training and evaluating neural networks
 [https://pytorch-ignite.ai](https://pytorch-ignite.ai)  
 [https://github.com/pytorch/ignite](https://github.com/pytorch/ignite)  
 15 stars per week over 275 weeks  
-4,212 stars, 583 forks, 59 watches  
+4,212 stars, 584 forks, 59 watches  
 created 2017-11-23, last commit 2023-02-27, main language Python  
 <sub><sup>closember, deep-learning, hacktoberfest, machine-learning, metrics, neural-network, python, pytorch</sup></sub>
 
 
-### [flax](https://github.com/google/flax) by [google](https://github.com/google)  
-Flax is a neural network library for JAX that is designed for flexibility.  
-[https://flax.readthedocs.io](https://flax.readthedocs.io)  
-[https://github.com/google/flax](https://github.com/google/flax)  
-24 stars per week over 164 weeks  
-4,070 stars, 486 forks, 77 watches  
-created 2020-01-10, last commit 2023-03-02, main language Python  
-<sub><sup>jax</sup></sub>
+### [Mask_RCNN](https://github.com/matterport/mask_rcnn) by [matterport](https://github.com/matterport)  
+Mask_RCNN: Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow  
+[https://github.com/matterport/mask_rcnn](https://github.com/matterport/mask_rcnn)  
+81 stars per week over 280 weeks  
+22,741 stars, 11,272 forks, 596 watches  
+created 2017-10-19, last commit 2019-03-31, main language Python  
+<sub><sup>instance-segmentation, keras, mask-rcnn, object-detection, tensorflow</sup></sub>
 
 
-### [PyTorch-BigGraph](https://github.com/facebookresearch/pytorch-biggraph) by [facebookresearch](https://github.com/facebookresearch)  
-PyTorch-BigGraph: Generate embeddings from large-scale graph-structured data.  
-[https://torchbiggraph.readthedocs.io/](https://torchbiggraph.readthedocs.io/)  
-[https://github.com/facebookresearch/pytorch-biggraph](https://github.com/facebookresearch/pytorch-biggraph)  
-13 stars per week over 230 weeks  
-3,194 stars, 438 forks, 92 watches  
-created 2018-10-01, last commit 2022-12-08, main language Python  
+### [Detectron](https://github.com/facebookresearch/detectron) by [facebookresearch](https://github.com/facebookresearch)  
+Detectron: FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.  
+[https://github.com/facebookresearch/detectron](https://github.com/facebookresearch/detectron)  
+90 stars per week over 282 weeks  
+25,558 stars, 5,492 forks, 960 watches  
+created 2017-10-05, last commit 2023-02-21, main language Python  
 
 
-### [composer](https://github.com/mosaicml/composer) by [mosaicml](https://github.com/mosaicml)  
-composer: Train neural networks up to 7x faster  
-[http://docs.mosaicml.com](http://docs.mosaicml.com)  
-[https://github.com/mosaicml/composer](https://github.com/mosaicml/composer)  
-41 stars per week over 72 weeks  
-3,019 stars, 196 forks, 27 watches  
-created 2021-10-12, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, machine-learning, ml-efficiency, ml-systems, ml-training, neural-network, neural-networks, pytorch</sup></sub>
+### [botorch](https://github.com/pytorch/botorch) by [pytorch](https://github.com/pytorch)  
+botorch: Bayesian optimization in PyTorch  
+[https://botorch.org/](https://botorch.org/)  
+[https://github.com/pytorch/botorch](https://github.com/pytorch/botorch)  
+10 stars per week over 239 weeks  
+2,544 stars, 306 forks, 50 watches  
+created 2018-07-30, last commit 2023-03-02, main language Jupyter Notebook  
 
 
-### [AITemplate](https://github.com/facebookincubator/aitemplate) by [facebookincubator](https://github.com/facebookincubator)  
-AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.  
-[https://github.com/facebookincubator/aitemplate](https://github.com/facebookincubator/aitemplate)  
-90 stars per week over 33 weeks  
-2,977 stars, 238 forks, 77 watches  
-created 2022-07-15, last commit 2023-03-02, main language Python  
+### [einops](https://github.com/arogozhnikov/einops) by [arogozhnikov](https://github.com/arogozhnikov)  
+einops: Deep learning operations reinvented (for pytorch, tensorflow, jax and others)  
+[https://einops.rocks](https://einops.rocks)  
+[https://github.com/arogozhnikov/einops](https://github.com/arogozhnikov/einops)  
+27 stars per week over 232 weeks  
+6,449 stars, 290 forks, 63 watches  
+created 2018-09-22, last commit 2023-01-18, main language Python  
+<sub><sup>chainer, cupy, deep-learning, gluon, jax, keras, numpy, pytorch, tensor, tensorflow</sup></sub>
 
 
-### [VToonify](https://github.com/williamyang1991/vtoonify) by [williamyang1991](https://github.com/williamyang1991)  
-[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer  
-[https://github.com/williamyang1991/vtoonify](https://github.com/williamyang1991/vtoonify)  
-117 stars per week over 25 weeks  
-2,946 stars, 358 forks, 59 watches  
-created 2022-09-09, last commit 2023-02-24, main language Jupyter Notebook  
-<sub><sup>face, siggraph-asia, style-transfer, stylegan2, toonify, video-style-transfer</sup></sub>
+### [trax](https://github.com/google/trax) by [google](https://github.com/google)  
+Trax — Deep Learning with Clear Code and Speed  
+[https://github.com/google/trax](https://github.com/google/trax)  
+41 stars per week over 178 weeks  
+7,382 stars, 765 forks, 145 watches  
+created 2019-10-05, last commit 2023-02-15, main language Python  
+<sub><sup>deep-learning, deep-reinforcement-learning, jax, machine-learning, numpy, reinforcement-learning, transformer</sup></sub>
 
 
-### [thinc](https://github.com/explosion/thinc) by [explosion](https://github.com/explosion)  
-thinc: 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries  
-[https://thinc.ai](https://thinc.ai)  
-[https://github.com/explosion/thinc](https://github.com/explosion/thinc)  
-6.11 stars per week over 437 weeks  
-2,672 stars, 270 forks, 82 watches  
-created 2014-10-16, last commit 2023-03-01, main language Python  
-<sub><sup>ai, artificial-intelligence, deep-learning, functional-programming, jax, machine-learning, machine-learning-library, mxnet, natural-language-processing, nlp, python, pytorch, spacy, tensorflow, type-checking</sup></sub>
+### [skorch](https://github.com/skorch-dev/skorch) by [skorch-dev](https://github.com/skorch-dev)  
+skorch: A scikit-learn compatible neural network library that wraps PyTorch  
+[https://github.com/skorch-dev/skorch](https://github.com/skorch-dev/skorch)  
+17 stars per week over 293 weeks  
+5,049 stars, 337 forks, 82 watches  
+created 2017-07-18, last commit 2023-02-13, main language Jupyter Notebook  
+<sub><sup>hacktoberfest, machine-learning, pytorch, scikit-learn</sup></sub>
 
 
-### [dalle-playground](https://github.com/saharmor/dalle-playground) by [saharmor](https://github.com/saharmor)  
-dalle-playground: A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)  
-[https://github.com/saharmor/dalle-playground](https://github.com/saharmor/dalle-playground)  
-33 stars per week over 76 weeks  
-2,586 stars, 565 forks, 28 watches  
-created 2021-09-13, last commit 2023-02-19, main language JavaScript  
-<sub><sup>artificial, artificial-intelligence, dall-e, dalle, dalle-mini, gan, machine-learning, openai, stable-diffusion, text-to-image, transformers</sup></sub>
+### [mmf](https://github.com/facebookresearch/mmf) by [facebookresearch](https://github.com/facebookresearch)  
+mmf: A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)  
+[https://mmf.sh/](https://mmf.sh/)  
+[https://github.com/facebookresearch/mmf](https://github.com/facebookresearch/mmf)  
+21 stars per week over 244 weeks  
+5,154 stars, 911 forks, 117 watches  
+created 2018-06-27, last commit 2023-02-02, main language Python  
+<sub><sup>captioning, deep-learning, dialog, hateful-memes, multi-tasking, multimodal, pretrained-models, pytorch, textvqa, vqa</sup></sub>
 
 
-### [botorch](https://github.com/pytorch/botorch) by [pytorch](https://github.com/pytorch)  
-botorch: Bayesian optimization in PyTorch  
-[https://botorch.org/](https://botorch.org/)  
-[https://github.com/pytorch/botorch](https://github.com/pytorch/botorch)  
-10 stars per week over 239 weeks  
-2,539 stars, 306 forks, 50 watches  
-created 2018-07-30, last commit 2023-03-02, main language Jupyter Notebook  
+### [TensorLayer](https://github.com/tensorlayer/tensorlayer) by [tensorlayer](https://github.com/tensorlayer)  
+TensorLayer: Deep Learning and Reinforcement Learning Library for Scientists and Engineers   
+[http://tensorlayerx.com](http://tensorlayerx.com)  
+[https://github.com/tensorlayer/tensorlayer](https://github.com/tensorlayer/tensorlayer)  
+20 stars per week over 351 weeks  
+7,154 stars, 1,617 forks, 466 watches  
+created 2016-06-07, last commit 2023-02-18, main language Python  
+<sub><sup>a3c, artificial-intelligence, chatbot, deep-learning, dqn, gan, google, imagenet, neural-network, object-detection, python, reinforcement-learning, tensorflow, tensorflow-tutorial, tensorflow-tutorials, tensorlayer</sup></sub>
 
 
 ### [dm-haiku](https://github.com/deepmind/dm-haiku) by [deepmind](https://github.com/deepmind)  
@@ -428,219 +399,238 @@ dm-haiku: JAX-based neural network library
 [https://dm-haiku.readthedocs.io](https://dm-haiku.readthedocs.io)  
 [https://github.com/deepmind/dm-haiku](https://github.com/deepmind/dm-haiku)  
 15 stars per week over 158 weeks  
-2,386 stars, 199 forks, 39 watches  
-created 2020-02-18, last commit 2023-03-02, main language Python  
+2,385 stars, 199 forks, 39 watches  
+created 2020-02-18, last commit 2023-03-03, main language Python  
 <sub><sup>deep-learning, deep-neural-networks, jax, machine-learning, neural-networks</sup></sub>
 
 
-### [VQGAN-CLIP](https://github.com/nerdyrodent/vqgan-clip) by [nerdyrodent](https://github.com/nerdyrodent)  
-VQGAN-CLIP: Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.  
-[https://github.com/nerdyrodent/vqgan-clip](https://github.com/nerdyrodent/vqgan-clip)  
-27 stars per week over 87 weeks  
-2,371 stars, 410 forks, 53 watches  
-created 2021-07-02, last commit 2022-10-02, main language Python  
-<sub><sup>text-to-image, text2image</sup></sub>
-
-
-### [spektral](https://github.com/danielegrattarola/spektral) by [danielegrattarola](https://github.com/danielegrattarola)  
-spektral: Graph Neural Networks with Keras and Tensorflow 2.  
-[https://graphneural.network](https://graphneural.network)  
-[https://github.com/danielegrattarola/spektral](https://github.com/danielegrattarola/spektral)  
-10 stars per week over 215 weeks  
-2,234 stars, 332 forks, 43 watches  
-created 2019-01-17, last commit 2023-02-11, main language Python  
-<sub><sup>deep-learning, graph-deep-learning, graph-neural-networks, keras, python, tensorflow, tensorflow2</sup></sub>
-
-
-### [alpa](https://github.com/alpa-projects/alpa) by [alpa-projects](https://github.com/alpa-projects)  
-alpa: Training and serving large-scale neural networks  
-[https://alpa.ai](https://alpa.ai)  
-[https://github.com/alpa-projects/alpa](https://github.com/alpa-projects/alpa)  
-18 stars per week over 105 weeks  
-1,950 stars, 241 forks, 33 watches  
-created 2021-02-22, last commit 2023-02-28, main language Python  
-<sub><sup>alpa, auto-parallelization, compiler, deep-learning, distributed-computing, distributed-training, high-performance-computing, jax, llm, machine-learning</sup></sub>
-
-
 ### [torchio](https://github.com/fepegar/torchio) by [fepegar](https://github.com/fepegar)  
 torchio: Medical imaging toolkit for deep learning  
 [http://www.torchio.org](http://www.torchio.org)  
 [https://github.com/fepegar/torchio](https://github.com/fepegar/torchio)  
-9.67 stars per week over 170 weeks  
-1,648 stars, 203 forks, 17 watches  
+9.66 stars per week over 170 weeks  
+1,649 stars, 203 forks, 17 watches  
 created 2019-11-26, last commit 2023-03-01, main language Python  
 <sub><sup>augmentation, data-augmentation, deep-learning, machine-learning, medical-image-analysis, medical-image-computing, medical-image-processing, medical-images, medical-imaging-datasets, medical-imaging-with-deep-learning, python, pytorch</sup></sub>
 
 
+### [dalle-playground](https://github.com/saharmor/dalle-playground) by [saharmor](https://github.com/saharmor)  
+dalle-playground: A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)  
+[https://github.com/saharmor/dalle-playground](https://github.com/saharmor/dalle-playground)  
+33 stars per week over 76 weeks  
+2,587 stars, 565 forks, 28 watches  
+created 2021-09-13, last commit 2023-02-19, main language JavaScript  
+<sub><sup>artificial, artificial-intelligence, dall-e, dalle, dalle-mini, gan, machine-learning, openai, stable-diffusion, text-to-image, transformers</sup></sub>
+
+
 ### [sparseml](https://github.com/neuralmagic/sparseml) by [neuralmagic](https://github.com/neuralmagic)  
 sparseml: Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models  
 [https://github.com/neuralmagic/sparseml](https://github.com/neuralmagic/sparseml)  
 13 stars per week over 116 weeks  
-1,520 stars, 116 forks, 40 watches  
-created 2020-12-11, last commit 2023-02-28, main language Python  
+1,519 stars, 116 forks, 40 watches  
+created 2020-12-11, last commit 2023-03-04, main language Python  
 <sub><sup>automl, computer-vision-algorithms, deep-learning-algorithms, deep-learning-library, deep-learning-models, image-classification, keras, model-sparsification, nlp, object-detection, onnx, pruning, pruning-algorithms, pytorch, recipe-driven-approaches, smaller-models, sparsification, sparsification-recipes, sparsity, tensorflow</sup></sub>
 
 
-### [FGVC](https://github.com/vt-vl-lab/fgvc) by [vt-vl-lab](https://github.com/vt-vl-lab)  
-FGVC: [ECCV 2020] Flow-edge Guided Video Completion   
-[https://github.com/vt-vl-lab/fgvc](https://github.com/vt-vl-lab/fgvc)  
-11 stars per week over 129 weeks  
-1,482 stars, 243 forks, 68 watches  
-created 2020-09-09, last commit 2021-12-14, main language Python  
+### [BasicSR](https://github.com/xpixelgroup/basicsr) by [xpixelgroup](https://github.com/xpixelgroup)  
+BasicSR: Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.  
+[https://basicsr.readthedocs.io/en/latest/](https://basicsr.readthedocs.io/en/latest/)  
+[https://github.com/xpixelgroup/basicsr](https://github.com/xpixelgroup/basicsr)  
+17 stars per week over 254 weeks  
+4,434 stars, 899 forks, 88 watches  
+created 2018-04-19, last commit 2023-02-02, main language Python  
+<sub><sup>basicsr, basicvsr, dfdnet, ecbsr, edsr, edvr, esrgan, pytorch, rcan, restoration, srgan, srresnet, stylegan2, super-resolution, swinir</sup></sub>
 
 
-### [mesh](https://github.com/tensorflow/mesh) by [tensorflow](https://github.com/tensorflow)  
-Mesh TensorFlow: Model Parallelism Made Easier  
-[https://github.com/tensorflow/mesh](https://github.com/tensorflow/mesh)  
-5.92 stars per week over 232 weeks  
-1,374 stars, 241 forks, 47 watches  
-created 2018-09-20, last commit 2023-01-25, main language Python  
+### [spektral](https://github.com/danielegrattarola/spektral) by [danielegrattarola](https://github.com/danielegrattarola)  
+spektral: Graph Neural Networks with Keras and Tensorflow 2.  
+[https://graphneural.network](https://graphneural.network)  
+[https://github.com/danielegrattarola/spektral](https://github.com/danielegrattarola/spektral)  
+10 stars per week over 215 weeks  
+2,235 stars, 332 forks, 43 watches  
+created 2019-01-17, last commit 2023-02-11, main language Python  
+<sub><sup>deep-learning, graph-deep-learning, graph-neural-networks, keras, python, tensorflow, tensorflow2</sup></sub>
 
 
-### [torchrec](https://github.com/pytorch/torchrec) by [pytorch](https://github.com/pytorch)  
-torchrec: Pytorch domain library for recommendation systems  
-[https://github.com/pytorch/torchrec](https://github.com/pytorch/torchrec)  
-15 stars per week over 85 weeks  
-1,326 stars, 229 forks, 26 watches  
-created 2021-07-12, last commit 2023-03-02, main language Python  
-<sub><sup>cuda, deep-learning, gpu, pytorch, recommendation-system, recommender-system, sharding</sup></sub>
+### [thinc](https://github.com/explosion/thinc) by [explosion](https://github.com/explosion)  
+thinc: 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries  
+[https://thinc.ai](https://thinc.ai)  
+[https://github.com/explosion/thinc](https://github.com/explosion/thinc)  
+6.11 stars per week over 437 weeks  
+2,673 stars, 270 forks, 82 watches  
+created 2014-10-16, last commit 2023-03-03, main language Python  
+<sub><sup>ai, artificial-intelligence, deep-learning, functional-programming, jax, machine-learning, machine-learning-library, mxnet, natural-language-processing, nlp, python, pytorch, spacy, tensorflow, type-checking</sup></sub>
 
 
-### [pytorch_image_classification](https://github.com/hysts/pytorch_image_classification) by [hysts](https://github.com/hysts)  
-pytorch_image_classification: PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet  
-[https://github.com/hysts/pytorch_image_classification](https://github.com/hysts/pytorch_image_classification)  
-4.32 stars per week over 272 weeks  
-1,178 stars, 292 forks, 27 watches  
-created 2017-12-09, last commit 2021-12-12, main language Python  
-<sub><sup>cifar10, computer-vision, fashion-mnist, imagenet, pytorch</sup></sub>
+### [PyTorch-BigGraph](https://github.com/facebookresearch/pytorch-biggraph) by [facebookresearch](https://github.com/facebookresearch)  
+PyTorch-BigGraph: Generate embeddings from large-scale graph-structured data.  
+[https://torchbiggraph.readthedocs.io/](https://torchbiggraph.readthedocs.io/)  
+[https://github.com/facebookresearch/pytorch-biggraph](https://github.com/facebookresearch/pytorch-biggraph)  
+13 stars per week over 230 weeks  
+3,194 stars, 438 forks, 92 watches  
+created 2018-10-01, last commit 2022-12-08, main language Python  
 
 
 ### [WeightWatcher](https://github.com/calculatedcontent/weightwatcher) by [calculatedcontent](https://github.com/calculatedcontent)  
 WeightWatcher: The WeightWatcher tool for predicting the accuracy of   Deep Neural Networks  
 [https://github.com/calculatedcontent/weightwatcher](https://github.com/calculatedcontent/weightwatcher)  
 5.18 stars per week over 222 weeks  
-1,152 stars, 100 forks, 29 watches  
-created 2018-11-28, last commit 2023-03-03, main language Python  
+1,153 stars, 100 forks, 29 watches  
+created 2018-11-28, last commit 2023-03-04, main language Python  
+
+
+### [keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models) by [leondgarse](https://github.com/leondgarse)  
+keras_cv_attention_models: Keras beit,botnet,CMT,CoaT,CoAtNet,convnext,cotnet,davit,efficientdet,edgenext,efficientformer,efficientnet,fbnet,flexivit,gcvit,ghostnet,gmlp,gpvit,halonet,hornet,iformer,lcnet,levit,maxvit,mlp-mixer,mobilevit,nat,nfnets,pvt,regnet,resmlp,resnest,resnext,resnetd,swin,tinynet,uniformer,volo,wavemlp,yolor,yolov7,yolox  
+[https://github.com/leondgarse/keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models)  
+4.32 stars per week over 82 weeks  
+358 stars, 59 forks, 17 watches  
+created 2021-08-02, last commit 2023-02-25, main language Python  
+<sub><sup>anchor-free, attention, coco, detection, imagenet, keras, model, recognition, tensorflow, tf, tf2, visualizing</sup></sub>
+
+
+### [VQGAN-CLIP](https://github.com/nerdyrodent/vqgan-clip) by [nerdyrodent](https://github.com/nerdyrodent)  
+VQGAN-CLIP: Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.  
+[https://github.com/nerdyrodent/vqgan-clip](https://github.com/nerdyrodent/vqgan-clip)  
+27 stars per week over 87 weeks  
+2,373 stars, 410 forks, 53 watches  
+created 2021-07-02, last commit 2022-10-02, main language Python  
+<sub><sup>text-to-image, text2image</sup></sub>
 
 
 ### [similarity](https://github.com/tensorflow/similarity) by [tensorflow](https://github.com/tensorflow)  
 similarity: TensorFlow Similarity is a python package focused on making similarity learning quick and easy.  
 [https://github.com/tensorflow/similarity](https://github.com/tensorflow/similarity)  
-6.54 stars per week over 141 weeks  
+6.53 stars per week over 141 weeks  
 926 stars, 91 forks, 31 watches  
 created 2020-06-15, last commit 2023-01-16, main language Python  
 <sub><sup>barlow-twins, clustering, contrastive-learning, cosine-similarity, deep-learning, knn, machine-learning, metric-learning, nearest-neighbor-search, nearest-neighbors, python, simclr, simclr2, similarity-learning, similarity-search, simsiam, tensorflow, unsupervised-learning</sup></sub>
 
 
-### [rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer) by [kakaobrain](https://github.com/kakaobrain)  
-rq-vae-transformer: The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)  
-[https://github.com/kakaobrain/rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer)  
-10 stars per week over 52 weeks  
-539 stars, 61 forks, 15 watches  
-created 2022-03-03, last commit 2022-08-18, main language Jupyter Notebook  
-
-
-### [ppuda](https://github.com/facebookresearch/ppuda) by [facebookresearch](https://github.com/facebookresearch)  
-ppuda: Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021)  
-[https://github.com/facebookresearch/ppuda](https://github.com/facebookresearch/ppuda)  
-6.56 stars per week over 71 weeks  
-467 stars, 60 forks, 19 watches  
-created 2021-10-21, last commit 2022-07-26, main language Python  
-
-
-### [Deep-Video-Inpainting](https://github.com/mcahny/deep-video-inpainting) by [mcahny](https://github.com/mcahny)  
-Deep-Video-Inpainting: Official pytorch implementation for "Deep Video Inpainting" (CVPR 2019)  
-[https://github.com/mcahny/deep-video-inpainting](https://github.com/mcahny/deep-video-inpainting)  
-2.35 stars per week over 197 weeks  
-463 stars, 88 forks, 14 watches  
-created 2019-05-22, last commit 2020-12-10, main language Python  
-
-
 ### [git-re-basin](https://github.com/samuela/git-re-basin) by [samuela](https://github.com/samuela)  
 git-re-basin: Code release for "Git Re-Basin: Merging Models modulo Permutation Symmetries"  
 [https://arxiv.org/abs/2209.04836](https://arxiv.org/abs/2209.04836)  
 [https://github.com/samuela/git-re-basin](https://github.com/samuela/git-re-basin)  
 15 stars per week over 24 weeks  
-377 stars, 33 forks, 5 watches  
+378 stars, 33 forks, 5 watches  
 created 2022-09-13, last commit 2023-03-01, main language Python  
 <sub><sup>deep-learning, deeplearning, jax, machine-learning, neural-networks</sup></sub>
 
 
-### [STTN](https://github.com/researchmm/sttn) by [researchmm](https://github.com/researchmm)  
-[ECCV'2020] STTN: Learning Joint Spatial-Temporal Transformations for Video Inpainting  
-[https://arxiv.org/abs/2007.10247](https://arxiv.org/abs/2007.10247)  
-[https://github.com/researchmm/sttn](https://github.com/researchmm/sttn)  
-2.62 stars per week over 138 weeks  
-362 stars, 72 forks, 20 watches  
-created 2020-07-10, last commit 2021-07-26, main language Jupyter Notebook  
-<sub><sup>completing-videos, spatial-temporal, transformer, video-inpainting</sup></sub>
+### [mesh](https://github.com/tensorflow/mesh) by [tensorflow](https://github.com/tensorflow)  
+Mesh TensorFlow: Model Parallelism Made Easier  
+[https://github.com/tensorflow/mesh](https://github.com/tensorflow/mesh)  
+5.92 stars per week over 232 weeks  
+1,375 stars, 241 forks, 47 watches  
+created 2018-09-20, last commit 2023-01-25, main language Python  
 
 
-### [keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models) by [leondgarse](https://github.com/leondgarse)  
-keras_cv_attention_models: Keras beit,botnet,CMT,CoaT,CoAtNet,convnext,cotnet,davit,efficientdet,edgenext,efficientformer,efficientnet,fbnet,flexivit,gcvit,ghostnet,gmlp,gpvit,halonet,hornet,iformer,lcnet,levit,maxvit,mlp-mixer,mobilevit,nat,nfnets,pvt,regnet,resmlp,resnest,resnext,resnetd,swin,tinynet,uniformer,volo,wavemlp,yolor,yolov7,yolox  
-[https://github.com/leondgarse/keras_cv_attention_models](https://github.com/leondgarse/keras_cv_attention_models)  
-4.32 stars per week over 82 weeks  
-357 stars, 59 forks, 17 watches  
-created 2021-08-02, last commit 2023-02-25, main language Python  
-<sub><sup>anchor-free, attention, coco, detection, imagenet, keras, model, recognition, tensorflow, tf, tf2, visualizing</sup></sub>
+### [asyncpraw](https://github.com/praw-dev/asyncpraw) by [praw-dev](https://github.com/praw-dev)  
+asyncpraw: Async PRAW, an abbreviation for "Asynchronous Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
+[https://asyncpraw.readthedocs.io](https://asyncpraw.readthedocs.io)  
+[https://github.com/praw-dev/asyncpraw](https://github.com/praw-dev/asyncpraw)  
+0.39 stars per week over 212 weeks  
+82 stars, 14 forks, 3 watches  
+created 2019-02-05, last commit 2023-02-25, main language Python  
+<sub><sup>api, async, asyncpraw, oauth, praw, python, reddit, reddit-api</sup></sub>
 
 
-### [SDNE](https://github.com/suanrong/sdne) by [suanrong](https://github.com/suanrong)  
-SDNE: This is a implementation of SDNE (Structural Deep Network embedding)  
-[http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding](http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding)  
-[https://github.com/suanrong/sdne](https://github.com/suanrong/sdne)  
-0.95 stars per week over 326 weeks  
-310 stars, 123 forks, 10 watches  
-created 2016-11-30, last commit 2021-09-10, main language Python  
+### [rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer) by [kakaobrain](https://github.com/kakaobrain)  
+rq-vae-transformer: The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)  
+[https://github.com/kakaobrain/rq-vae-transformer](https://github.com/kakaobrain/rq-vae-transformer)  
+10 stars per week over 52 weeks  
+539 stars, 61 forks, 15 watches  
+created 2022-03-03, last commit 2022-08-18, main language Jupyter Notebook  
+
+
+### [FGVC](https://github.com/vt-vl-lab/fgvc) by [vt-vl-lab](https://github.com/vt-vl-lab)  
+FGVC: [ECCV 2020] Flow-edge Guided Video Completion   
+[https://github.com/vt-vl-lab/fgvc](https://github.com/vt-vl-lab/fgvc)  
+11 stars per week over 129 weeks  
+1,482 stars, 242 forks, 68 watches  
+created 2020-09-09, last commit 2021-12-14, main language Python  
+
+
+### [ppuda](https://github.com/facebookresearch/ppuda) by [facebookresearch](https://github.com/facebookresearch)  
+ppuda: Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021)  
+[https://github.com/facebookresearch/ppuda](https://github.com/facebookresearch/ppuda)  
+6.54 stars per week over 71 weeks  
+467 stars, 60 forks, 19 watches  
+created 2021-10-21, last commit 2022-07-26, main language Python  
 
 
 ### [ModernConvNets](https://github.com/nyandwi/modernconvnets) by [nyandwi](https://github.com/nyandwi)  
 ModernConvNets: Revisions and implementations of modern Convolutional Neural Networks architectures in TensorFlow and Keras  
 [https://github.com/nyandwi/modernconvnets](https://github.com/nyandwi/modernconvnets)  
-5.55 stars per week over 55 weeks  
+5.52 stars per week over 55 weeks  
 306 stars, 32 forks, 7 watches  
 created 2022-02-10, last commit 2022-10-05, main language Jupyter Notebook  
 <sub><sup>cnns, computer-vision, convnets, convolutional-neural-networks, deep-learning-algorithms, image-classification, keras, neural-networks, tensorflow</sup></sub>
 
 
+### [valhalla-nmt](https://github.com/jerryyli/valhalla-nmt) by [jerryyli](https://github.com/jerryyli)  
+valhalla-nmt: Code repository for CVPR 2022 paper "VALHALLA: Visual Hallucination for Machine Translation"  
+[https://github.com/jerryyli/valhalla-nmt](https://github.com/jerryyli/valhalla-nmt)  
+0.46 stars per week over 49 weeks  
+23 stars, 4 forks, 1 watches  
+created 2022-03-22, last commit 2023-02-19, main language Python  
+<sub><sup>computer-vision, machine-translation, multimodal-learning, natural-language-processing</sup></sub>
+
+
 ### [auto-tensorflow](https://github.com/rafiqhasan/auto-tensorflow) by [rafiqhasan](https://github.com/rafiqhasan)  
 auto-tensorflow: Build Low Code Automated Tensorflow explainable models in just 3 lines of code. Library created by: Hasan Rafiq - https://www.linkedin.com/in/sam04/  
 [https://github.com/rafiqhasan/auto-tensorflow](https://github.com/rafiqhasan/auto-tensorflow)  
-2.01 stars per week over 86 weeks  
+2.0 stars per week over 86 weeks  
 174 stars, 34 forks, 13 watches  
 created 2021-07-05, last commit 2022-12-09, main language Python  
 <sub><sup>auto-tensorflow, automl, autotensorflow, deeplearning, machine-learning, machinelearning, neural-networks, tensorflow, tfx</sup></sub>
 
 
+### [pytorch_image_classification](https://github.com/hysts/pytorch_image_classification) by [hysts](https://github.com/hysts)  
+pytorch_image_classification: PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet  
+[https://github.com/hysts/pytorch_image_classification](https://github.com/hysts/pytorch_image_classification)  
+4.32 stars per week over 273 weeks  
+1,179 stars, 292 forks, 27 watches  
+created 2017-12-09, last commit 2021-12-12, main language Python  
+<sub><sup>cifar10, computer-vision, fashion-mnist, imagenet, pytorch</sup></sub>
+
+
 ### [tigerlily](https://github.com/benedekrozemberczki/tigerlily) by [benedekrozemberczki](https://github.com/benedekrozemberczki)  
 TigerLily: Finding drug interactions in silico with the Graph.  
 [https://github.com/benedekrozemberczki/tigerlily](https://github.com/benedekrozemberczki/tigerlily)  
-1.71 stars per week over 52 weeks  
+1.7 stars per week over 52 weeks  
 90 stars, 9 forks, 1 watches  
 created 2022-02-28, last commit 2022-12-17, main language Jupyter Notebook  
 <sub><sup>biology, ddi, deep-learning, drug-drug-interaction, embedding, gradient-boosting, graph, graph-database, graph-embedding, graph-machine-learning, heterogeneous-graph, knowledge-graph, machine-learning, network-science, node, node-embedding, pharmaceuticals, tigergraph, unsupervised-learning</sup></sub>
 
 
-### [asyncpraw](https://github.com/praw-dev/asyncpraw) by [praw-dev](https://github.com/praw-dev)  
-asyncpraw: Async PRAW, an abbreviation for "Asynchronous Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.  
-[https://asyncpraw.readthedocs.io](https://asyncpraw.readthedocs.io)  
-[https://github.com/praw-dev/asyncpraw](https://github.com/praw-dev/asyncpraw)  
-0.39 stars per week over 212 weeks  
-82 stars, 14 forks, 3 watches  
-created 2019-02-05, last commit 2023-02-25, main language Python  
-<sub><sup>api, async, asyncpraw, oauth, praw, python, reddit, reddit-api</sup></sub>
+### [Deep-Video-Inpainting](https://github.com/mcahny/deep-video-inpainting) by [mcahny](https://github.com/mcahny)  
+Deep-Video-Inpainting: Official pytorch implementation for "Deep Video Inpainting" (CVPR 2019)  
+[https://github.com/mcahny/deep-video-inpainting](https://github.com/mcahny/deep-video-inpainting)  
+2.34 stars per week over 197 weeks  
+463 stars, 88 forks, 14 watches  
+created 2019-05-22, last commit 2020-12-10, main language Python  
 
 
-### [valhalla-nmt](https://github.com/jerryyli/valhalla-nmt) by [jerryyli](https://github.com/jerryyli)  
-valhalla-nmt: Code repository for CVPR 2022 paper "VALHALLA: Visual Hallucination for Machine Translation"  
-[https://github.com/jerryyli/valhalla-nmt](https://github.com/jerryyli/valhalla-nmt)  
-0.47 stars per week over 49 weeks  
-23 stars, 4 forks, 1 watches  
-created 2022-03-22, last commit 2023-02-19, main language Python  
-<sub><sup>computer-vision, machine-translation, multimodal-learning, natural-language-processing</sup></sub>
+### [STTN](https://github.com/researchmm/sttn) by [researchmm](https://github.com/researchmm)  
+[ECCV'2020] STTN: Learning Joint Spatial-Temporal Transformations for Video Inpainting  
+[https://arxiv.org/abs/2007.10247](https://arxiv.org/abs/2007.10247)  
+[https://github.com/researchmm/sttn](https://github.com/researchmm/sttn)  
+2.62 stars per week over 138 weeks  
+362 stars, 72 forks, 20 watches  
+created 2020-07-10, last commit 2021-07-26, main language Jupyter Notebook  
+<sub><sup>completing-videos, spatial-temporal, transformer, video-inpainting</sup></sub>
+
+
+### [SDNE](https://github.com/suanrong/sdne) by [suanrong](https://github.com/suanrong)  
+SDNE: This is a implementation of SDNE (Structural Deep Network embedding)  
+[http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding](http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding)  
+[https://github.com/suanrong/sdne](https://github.com/suanrong/sdne)  
+0.95 stars per week over 326 weeks  
+310 stars, 123 forks, 10 watches  
+created 2016-11-30, last commit 2021-09-10, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/ml-interpretability.md b/categories/ml-interpretability.md
index dd5c09c..71a6fb7 100644
--- a/categories/ml-interpretability.md
+++ b/categories/ml-interpretability.md
@@ -8,20 +8,12 @@ Checkout the interactive version that you can filter and sort:
 ### [shap](https://github.com/slundberg/shap) by [slundberg](https://github.com/slundberg)  
 shap: A game theoretic approach to explain the output of any machine learning model.  
 [https://github.com/slundberg/shap](https://github.com/slundberg/shap)  
-56 stars per week over 327 weeks  
-18,658 stars, 2,814 forks, 263 watches  
+57 stars per week over 327 weeks  
+18,682 stars, 2,815 forks, 263 watches  
 created 2016-11-22, last commit 2022-06-16, main language Jupyter Notebook  
 <sub><sup>deep-learning, explainability, gradient-boosting, interpretability, machine-learning, shap, shapley</sup></sub>
 
 
-### [lime](https://github.com/marcotcr/lime) by [marcotcr](https://github.com/marcotcr)  
-Lime: Explaining the predictions of any machine learning classifier  
-[https://github.com/marcotcr/lime](https://github.com/marcotcr/lime)  
-28 stars per week over 363 weeks  
-10,467 stars, 1,711 forks, 270 watches  
-created 2016-03-15, last commit 2021-07-29, main language JavaScript  
-
-
 ### [captum](https://github.com/pytorch/captum) by [pytorch](https://github.com/pytorch)  
 captum: Model interpretability and understanding for PyTorch  
 [https://captum.ai](https://captum.ai)  
@@ -32,66 +24,74 @@ created 2019-08-27, last commit 2023-02-03, main language Python
 <sub><sup>feature-attribution, feature-importance, interpretability, interpretable-ai, interpretable-ml</sup></sub>
 
 
-### [lit](https://github.com/pair-code/lit) by [pair-code](https://github.com/pair-code)  
-lit: The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.  
-[https://pair-code.github.io/lit](https://pair-code.github.io/lit)  
-[https://github.com/pair-code/lit](https://github.com/pair-code/lit)  
-22 stars per week over 135 weeks  
-3,083 stars, 327 forks, 70 watches  
-created 2020-07-28, last commit 2022-12-02, main language TypeScript  
-<sub><sup>machine-learning, natural-language-processing, visualization</sup></sub>
+### [explainerdashboard](https://github.com/oegedijk/explainerdashboard) by [oegedijk](https://github.com/oegedijk)  
+explainerdashboard: Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.  
+[http://explainerdashboard.readthedocs.io](http://explainerdashboard.readthedocs.io)  
+[https://github.com/oegedijk/explainerdashboard](https://github.com/oegedijk/explainerdashboard)  
+9.1 stars per week over 174 weeks  
+1,588 stars, 208 forks, 18 watches  
+created 2019-10-30, last commit 2023-02-18, main language Python  
+<sub><sup>dash, dashboard, data-scientists, explainer, inner-workings, interactive-dashboards, interactive-plots, model-predictions, permutation-importances, plotly, shap, shap-values, xai, xai-library</sup></sub>
 
 
 ### [alibi](https://github.com/seldonio/alibi) by [seldonio](https://github.com/seldonio)  
 alibi: Algorithms for explaining machine learning models  
 [https://docs.seldon.io/projects/alibi/en/stable/](https://docs.seldon.io/projects/alibi/en/stable/)  
 [https://github.com/seldonio/alibi](https://github.com/seldonio/alibi)  
-9.3 stars per week over 209 weeks  
-1,947 stars, 221 forks, 42 watches  
+9.29 stars per week over 209 weeks  
+1,949 stars, 221 forks, 42 watches  
 created 2019-02-26, last commit 2023-03-01, main language Python  
 <sub><sup>counterfactual, explanations, interpretability, machine-learning, xai</sup></sub>
 
 
+### [lime](https://github.com/marcotcr/lime) by [marcotcr](https://github.com/marcotcr)  
+Lime: Explaining the predictions of any machine learning classifier  
+[https://github.com/marcotcr/lime](https://github.com/marcotcr/lime)  
+28 stars per week over 363 weeks  
+10,476 stars, 1,716 forks, 270 watches  
+created 2016-03-15, last commit 2021-07-29, main language JavaScript  
+
+
+### [PiML-Toolbox](https://github.com/selfexplainml/piml-toolbox) by [selfexplainml](https://github.com/selfexplainml)  
+PiML-Toolbox: PiML (Python Interpretable Machine Learning) toolbox for model development and model validation  
+[https://selfexplainml.github.io/PiML-Toolbox](https://selfexplainml.github.io/PiML-Toolbox)  
+[https://github.com/selfexplainml/piml-toolbox](https://github.com/selfexplainml/piml-toolbox)  
+12 stars per week over 44 weeks  
+550 stars, 61 forks, 15 watches  
+created 2022-04-29, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>interpretable-machine-learning, low-code, ml-workflow, model-diagnostics</sup></sub>
+
+
+### [lit](https://github.com/pair-code/lit) by [pair-code](https://github.com/pair-code)  
+lit: The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.  
+[https://pair-code.github.io/lit](https://pair-code.github.io/lit)  
+[https://github.com/pair-code/lit](https://github.com/pair-code/lit)  
+22 stars per week over 135 weeks  
+3,082 stars, 327 forks, 70 watches  
+created 2020-07-28, last commit 2022-12-02, main language TypeScript  
+<sub><sup>machine-learning, natural-language-processing, visualization</sup></sub>
+
+
 ### [ecco](https://github.com/jalammar/ecco) by [jalammar](https://github.com/jalammar)  
 ecco: Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).  
 [https://ecco.readthedocs.io](https://ecco.readthedocs.io)  
 [https://github.com/jalammar/ecco](https://github.com/jalammar/ecco)  
-13 stars per week over 120 weeks  
-1,613 stars, 118 forks, 21 watches  
+13 stars per week over 121 weeks  
+1,615 stars, 118 forks, 21 watches  
 created 2020-11-07, last commit 2022-01-18, main language Jupyter Notebook  
 <sub><sup>explorables, language-models, natural-language-processing, nlp, pytorch, visualization</sup></sub>
 
 
-### [explainerdashboard](https://github.com/oegedijk/explainerdashboard) by [oegedijk](https://github.com/oegedijk)  
-explainerdashboard: Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.  
-[http://explainerdashboard.readthedocs.io](http://explainerdashboard.readthedocs.io)  
-[https://github.com/oegedijk/explainerdashboard](https://github.com/oegedijk/explainerdashboard)  
-9.11 stars per week over 174 weeks  
-1,588 stars, 208 forks, 18 watches  
-created 2019-10-30, last commit 2023-02-18, main language Python  
-<sub><sup>dash, dashboard, data-scientists, explainer, inner-workings, interactive-dashboards, interactive-plots, model-predictions, permutation-importances, plotly, shap, shap-values, xai, xai-library</sup></sub>
-
-
 ### [transformers-interpret](https://github.com/cdpierse/transformers-interpret) by [cdpierse](https://github.com/cdpierse)  
 transformers-interpret: Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.   
 [https://github.com/cdpierse/transformers-interpret](https://github.com/cdpierse/transformers-interpret)  
 6.74 stars per week over 144 weeks  
-973 stars, 86 forks, 17 watches  
+975 stars, 86 forks, 17 watches  
 created 2020-05-27, last commit 2023-01-14, main language Jupyter Notebook  
 <sub><sup>captum, computer-vision, deep-learning, explainable-ai, interpretability, machine-learning, model-explainability, natural-language-processing, neural-network, nlp, transformers, transformers-model</sup></sub>
 
 
-### [PiML-Toolbox](https://github.com/selfexplainml/piml-toolbox) by [selfexplainml](https://github.com/selfexplainml)  
-PiML-Toolbox: PiML (Python Interpretable Machine Learning) toolbox for model development and model validation  
-[https://selfexplainml.github.io/PiML-Toolbox](https://selfexplainml.github.io/PiML-Toolbox)  
-[https://github.com/selfexplainml/piml-toolbox](https://github.com/selfexplainml/piml-toolbox)  
-12 stars per week over 44 weeks  
-549 stars, 62 forks, 15 watches  
-created 2022-04-29, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>interpretable-machine-learning, low-code, ml-workflow, model-diagnostics</sup></sub>
-
-
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/ml-ops.md b/categories/ml-ops.md
index b8752b7..8fd665f 100644
--- a/categories/ml-ops.md
+++ b/categories/ml-ops.md
@@ -10,8 +10,8 @@ airflow: Apache Airflow - A platform to programmatically author, schedule, and m
 [https://airflow.apache.org/](https://airflow.apache.org/)  
 [https://github.com/apache/airflow](https://github.com/apache/airflow)  
 71 stars per week over 411 weeks  
-29,333 stars, 12,009 forks, 759 watches  
-created 2015-04-13, last commit 2023-03-02, main language Python  
+29,349 stars, 12,007 forks, 758 watches  
+created 2015-04-13, last commit 2023-03-03, main language Python  
 <sub><sup>airflow, apache, apache-airflow, hacktoberfest, python, scheduler, workflow</sup></sub>
 
 
@@ -20,68 +20,39 @@ Ray is a unified framework for scaling AI and Python applications. Ray consists
 [https://ray.io](https://ray.io)  
 [https://github.com/ray-project/ray](https://github.com/ray-project/ray)  
 73 stars per week over 331 weeks  
-24,371 stars, 4,237 forks, 441 watches  
-created 2016-10-25, last commit 2023-03-03, main language Python  
+24,399 stars, 4,238 forks, 441 watches  
+created 2016-10-25, last commit 2023-03-04, main language Python  
 <sub><sup>automl, data-science, deep-learning, deployment, distributed, hyperparameter-optimization, hyperparameter-search, java, machine-learning, model-selection, optimization, parallel, python, pytorch, ray, reinforcement-learning, rllib, serving, tensorflow</sup></sub>
 
 
-### [luigi](https://github.com/spotify/luigi) by [spotify](https://github.com/spotify)  
-Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.   
-[https://github.com/spotify/luigi](https://github.com/spotify/luigi)  
-30 stars per week over 545 weeks  
-16,364 stars, 2,356 forks, 483 watches  
-created 2012-09-20, last commit 2023-02-25, main language Python  
-<sub><sup>hadoop, luigi, orchestration-framework, python, scheduling</sup></sub>
-
-
 ### [mlflow](https://github.com/mlflow/mlflow)  
 mlflow: Open source platform for the machine learning lifecycle  
 [https://mlflow.org](https://mlflow.org)  
 [https://github.com/mlflow/mlflow](https://github.com/mlflow/mlflow)  
 55 stars per week over 247 weeks  
-13,757 stars, 3,215 forks, 287 watches  
-created 2018-06-05, last commit 2023-03-02, main language Python  
+13,770 stars, 3,217 forks, 287 watches  
+created 2018-06-05, last commit 2023-03-03, main language Python  
 <sub><sup>ai, apache-spark, machine-learning, ml, mlflow, model-management</sup></sub>
 
 
-### [horovod](https://github.com/horovod/horovod)  
-horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.  
-[http://horovod.ai](http://horovod.ai)  
-[https://github.com/horovod/horovod](https://github.com/horovod/horovod)  
-45 stars per week over 290 weeks  
-13,065 stars, 2,158 forks, 331 watches  
-created 2017-08-09, last commit 2023-02-23, main language Python  
-<sub><sup>baidu, deep-learning, deeplearning, keras, machine-learning, machinelearning, mpi, mxnet, pytorch, ray, spark, tensorflow, uber</sup></sub>
-
-
 ### [prefect](https://github.com/prefecthq/prefect) by [prefecthq](https://github.com/prefecthq)  
 prefect: The easiest way to coordinate your dataflow  
 [https://prefect.io](https://prefect.io)  
 [https://github.com/prefecthq/prefect](https://github.com/prefecthq/prefect)  
 46 stars per week over 244 weeks  
-11,411 stars, 1,142 forks, 155 watches  
-created 2018-06-29, last commit 2023-03-02, main language Python  
+11,414 stars, 1,142 forks, 156 watches  
+created 2018-06-29, last commit 2023-03-03, main language Python  
 <sub><sup>automation, data, data-engineering, data-ops, data-science, infrastructure, ml-ops, observability, orchestration, orion, pipeline, prefect, python, workflow, workflow-engine</sup></sub>
 
 
-### [ludwig](https://github.com/uber/ludwig) by [uber](https://github.com/uber)  
-ludwig: Data-centric declarative deep learning framework  
-[http://ludwig.ai](http://ludwig.ai)  
-[https://github.com/uber/ludwig](https://github.com/uber/ludwig)  
-40 stars per week over 218 weeks  
-8,780 stars, 1,030 forks, 184 watches  
-created 2018-12-27, last commit 2023-03-03, main language Python  
-<sub><sup>computer-vision, data-centric, data-science, datascience, deep, deep-learning, deeplearning, learning, machine, machine-learning, machinelearning, ml, natural-language, natural-language-processing, neural-network, python, pytorch</sup></sub>
-
-
-### [kedro](https://github.com/kedro-org/kedro) by [kedro-org](https://github.com/kedro-org)  
-kedro: A Python framework for creating reproducible, maintainable and modular data science code.  
-[https://kedro.org](https://kedro.org)  
-[https://github.com/kedro-org/kedro](https://github.com/kedro-org/kedro)  
-40 stars per week over 202 weeks  
-8,137 stars, 765 forks, 104 watches  
-created 2019-04-18, last commit 2023-03-02, main language Python  
-<sub><sup>experiment-tracking, hacktoberfest, kedro, machine-learning, mlops, pipeline, python</sup></sub>
+### [dagster](https://github.com/dagster-io/dagster) by [dagster-io](https://github.com/dagster-io)  
+dagster: An orchestration platform for the development, production, and observation of data assets.  
+[https://dagster.io](https://dagster.io)  
+[https://github.com/dagster-io/dagster](https://github.com/dagster-io/dagster)  
+26 stars per week over 252 weeks  
+6,671 stars, 841 forks, 92 watches  
+created 2018-04-30, last commit 2023-03-03, main language Python  
+<sub><sup>analytics, dagster, data-engineering, data-integration, data-orchestrator, data-pipelines, data-science, etl, metadata, mlops, orchestration, python, scheduler, workflow, workflow-automation</sup></sub>
 
 
 ### [great_expectations](https://github.com/great-expectations/great_expectations) by [great-expectations](https://github.com/great-expectations)  
@@ -89,29 +60,69 @@ great_expectations: Always know what to expect from your data.
 [https://docs.greatexpectations.io/](https://docs.greatexpectations.io/)  
 [https://github.com/great-expectations/great_expectations](https://github.com/great-expectations/great_expectations)  
 28 stars per week over 285 weeks  
-8,048 stars, 1,246 forks, 71 watches  
-created 2017-09-11, last commit 2023-03-02, main language Python  
+8,050 stars, 1,249 forks, 71 watches  
+created 2017-09-11, last commit 2023-03-03, main language Python  
 <sub><sup>cleandata, data-engineering, data-profilers, data-profiling, data-quality, data-science, data-unit-tests, datacleaner, datacleaning, dataquality, dataunittest, eda, exploratory-analysis, exploratory-data-analysis, exploratorydataanalysis, mlops, pipeline, pipeline-debt, pipeline-testing, pipeline-tests</sup></sub>
 
 
+### [mage-ai](https://github.com/mage-ai/mage-ai)  
+mage-ai: 🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.  
+[https://www.mage.ai/](https://www.mage.ai/)  
+[https://github.com/mage-ai/mage-ai](https://github.com/mage-ai/mage-ai)  
+85 stars per week over 41 weeks  
+3,562 stars, 276 forks, 46 watches  
+created 2022-05-16, last commit 2023-03-04, main language Python  
+<sub><sup>artificial-intelligence, data, data-engineering, data-integration, data-pipelines, data-science, dbt, elt, etl, machine-learning, orchestration, pipeline, pipelines, python, reverse-etl, spark, sql, transformation</sup></sub>
+
+
 ### [haystack](https://github.com/deepset-ai/haystack) by [deepset-ai](https://github.com/deepset-ai)  
 haystack: :mag: Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-3 and alike). Haystack offers production-ready tools to quickly build ChatGPT-like question answering, semantic search, text generation, and more.  
 [https://haystack.deepset.ai](https://haystack.deepset.ai)  
 [https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)  
 41 stars per week over 172 weeks  
-7,109 stars, 1,064 forks, 103 watches  
-created 2019-11-14, last commit 2023-03-02, main language Python  
+7,133 stars, 1,066 forks, 103 watches  
+created 2019-11-14, last commit 2023-03-03, main language Python  
 <sub><sup>ai, bert, chatgpt, elasticsearch, generative-ai, gpt-3, information-retrieval, language-model, large-language-models, machine-learning, natural-language-processing, nlp, python, pytorch, question-answering, semantic-search, squad, summarization, transfer-learning, transformers</sup></sub>
 
 
-### [dagster](https://github.com/dagster-io/dagster) by [dagster-io](https://github.com/dagster-io)  
-dagster: An orchestration platform for the development, production, and observation of data assets.  
-[https://dagster.io](https://dagster.io)  
-[https://github.com/dagster-io/dagster](https://github.com/dagster-io/dagster)  
-26 stars per week over 252 weeks  
-6,660 stars, 840 forks, 93 watches  
-created 2018-04-30, last commit 2023-03-03, main language Python  
-<sub><sup>analytics, dagster, data-engineering, data-integration, data-orchestrator, data-pipelines, data-science, etl, metadata, mlops, orchestration, python, scheduler, workflow, workflow-automation</sup></sub>
+### [ludwig](https://github.com/uber/ludwig) by [uber](https://github.com/uber)  
+ludwig: Data-centric declarative deep learning framework  
+[http://ludwig.ai](http://ludwig.ai)  
+[https://github.com/uber/ludwig](https://github.com/uber/ludwig)  
+40 stars per week over 218 weeks  
+8,780 stars, 1,030 forks, 183 watches  
+created 2018-12-27, last commit 2023-03-04, main language Python  
+<sub><sup>computer-vision, data-centric, data-science, datascience, deep, deep-learning, deeplearning, learning, machine, machine-learning, machinelearning, ml, natural-language, natural-language-processing, neural-network, python, pytorch</sup></sub>
+
+
+### [horovod](https://github.com/horovod/horovod)  
+horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.  
+[http://horovod.ai](http://horovod.ai)  
+[https://github.com/horovod/horovod](https://github.com/horovod/horovod)  
+44 stars per week over 290 weeks  
+13,071 stars, 2,158 forks, 331 watches  
+created 2017-08-09, last commit 2023-02-23, main language Python  
+<sub><sup>baidu, deep-learning, deeplearning, keras, machine-learning, machinelearning, mpi, mxnet, pytorch, ray, spark, tensorflow, uber</sup></sub>
+
+
+### [kedro](https://github.com/kedro-org/kedro) by [kedro-org](https://github.com/kedro-org)  
+kedro: A Python framework for creating reproducible, maintainable and modular data science code.  
+[https://kedro.org](https://kedro.org)  
+[https://github.com/kedro-org/kedro](https://github.com/kedro-org/kedro)  
+40 stars per week over 202 weeks  
+8,138 stars, 765 forks, 104 watches  
+created 2019-04-18, last commit 2023-03-02, main language Python  
+<sub><sup>experiment-tracking, hacktoberfest, kedro, machine-learning, mlops, pipeline, python</sup></sub>
+
+
+### [deeplake](https://github.com/activeloopai/hub) by [activeloopai](https://github.com/activeloopai)  
+deeplake: Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai   
+[https://activeloop.ai](https://activeloop.ai)  
+[https://github.com/activeloopai/hub](https://github.com/activeloopai/hub)  
+28 stars per week over 186 weeks  
+5,275 stars, 420 forks, 64 watches  
+created 2019-08-09, last commit 2023-03-04, main language Python  
+<sub><sup>ai, computer-vision, cv, data-centric, data-processing, data-science, data-version-control, datalake, datasets, deep-learning, image-processing, jupyter-notebook, lakehouse, machine-learning, ml, mlops, python, pytorch, tensorflow</sup></sub>
 
 
 ### [dbt-core](https://github.com/dbt-labs/dbt-core) by [dbt-labs](https://github.com/dbt-labs)  
@@ -119,48 +130,37 @@ dbt-core: dbt enables data analysts and engineers to transform their data using
 [https://getdbt.com](https://getdbt.com)  
 [https://github.com/dbt-labs/dbt-core](https://github.com/dbt-labs/dbt-core)  
 18 stars per week over 364 weeks  
-6,616 stars, 1,170 forks, 135 watches  
-created 2016-03-10, last commit 2023-03-02, main language Python  
+6,625 stars, 1,169 forks, 135 watches  
+created 2016-03-10, last commit 2023-03-03, main language Python  
 <sub><sup>analytics, business-intelligence, data-modeling, dbt-viewpoint, elt, pypa, slack</sup></sub>
 
 
+### [luigi](https://github.com/spotify/luigi) by [spotify](https://github.com/spotify)  
+Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.   
+[https://github.com/spotify/luigi](https://github.com/spotify/luigi)  
+30 stars per week over 545 weeks  
+16,367 stars, 2,355 forks, 483 watches  
+created 2012-09-20, last commit 2023-02-25, main language Python  
+<sub><sup>hadoop, luigi, orchestration-framework, python, scheduling</sup></sub>
+
+
 ### [metaflow](https://github.com/netflix/metaflow) by [netflix](https://github.com/netflix)  
 metaflow: :rocket: Build and manage real-life data science projects with ease!  
 [https://metaflow.org](https://metaflow.org)  
 [https://github.com/netflix/metaflow](https://github.com/netflix/metaflow)  
 35 stars per week over 180 weeks  
-6,444 stars, 613 forks, 249 watches  
+6,450 stars, 614 forks, 248 watches  
 created 2019-09-17, last commit 2023-03-02, main language Python  
 <sub><sup>ai, aws, azure, data-science, datascience, gcp, high-performance-computing, kubernetes, machine-learning, ml, ml-infrastructure, ml-platform, mlops, model-management, productivity, python, r, r-package, reproducible-research, rstats</sup></sub>
 
 
-### [deeplake](https://github.com/activeloopai/hub) by [activeloopai](https://github.com/activeloopai)  
-deeplake: Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai   
-[https://activeloop.ai](https://activeloop.ai)  
-[https://github.com/activeloopai/hub](https://github.com/activeloopai/hub)  
-28 stars per week over 186 weeks  
-5,266 stars, 420 forks, 64 watches  
-created 2019-08-09, last commit 2023-03-02, main language Python  
-<sub><sup>ai, computer-vision, cv, data-centric, data-processing, data-science, data-version-control, datalake, datasets, deep-learning, image-processing, jupyter-notebook, lakehouse, machine-learning, ml, mlops, python, pytorch, tensorflow</sup></sub>
-
-
-### [clearml](https://github.com/allegroai/clearml) by [allegroai](https://github.com/allegroai)  
-ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management  
-[https://clear.ml/docs](https://clear.ml/docs)  
-[https://github.com/allegroai/clearml](https://github.com/allegroai/clearml)  
-21 stars per week over 194 weeks  
-4,150 stars, 562 forks, 85 watches  
-created 2019-06-10, last commit 2023-03-02, main language Python  
-<sub><sup>ai, clearml, control, deep-learning, deeplearning, devops, experiment, experiment-manager, k8s, machine-learning, machinelearning, mlops, trains, trainsai, version, version-control</sup></sub>
-
-
 ### [feast](https://github.com/feast-dev/feast) by [feast-dev](https://github.com/feast-dev)  
 feast: Feature Store for Machine Learning  
 [https://feast.dev](https://feast.dev)  
 [https://github.com/feast-dev/feast](https://github.com/feast-dev/feast)  
 18 stars per week over 220 weeks  
-4,024 stars, 752 forks, 74 watches  
-created 2018-12-10, last commit 2023-03-02, main language Python  
+4,027 stars, 752 forks, 74 watches  
+created 2018-12-10, last commit 2023-03-04, main language Python  
 <sub><sup>big-data, data-engineering, data-quality, data-science, feature-store, features, machine-learning, ml, mlops, python</sup></sub>
 
 
@@ -169,76 +169,66 @@ orchest: Build data pipelines, the easy way 🛠️
 [https://orchest.io](https://orchest.io)  
 [https://github.com/orchest/orchest](https://github.com/orchest/orchest)  
 25 stars per week over 145 weeks  
-3,749 stars, 223 forks, 39 watches  
+3,751 stars, 224 forks, 39 watches  
 created 2020-05-21, last commit 2023-01-20, main language Python  
 <sub><sup>airflow, cloud, dag, data-pipelines, data-science, deployment, docker, etl, etl-pipeline, ide, jupyter, jupyterlab, kubernetes, machine-learning, notebooks, orchest, pipelines, python, self-hosted</sup></sub>
 
 
-### [mage-ai](https://github.com/mage-ai/mage-ai)  
-mage-ai: 🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.  
-[https://www.mage.ai/](https://www.mage.ai/)  
-[https://github.com/mage-ai/mage-ai](https://github.com/mage-ai/mage-ai)  
-85 stars per week over 41 weeks  
-3,549 stars, 277 forks, 46 watches  
-created 2022-05-16, last commit 2023-03-03, main language Python  
-<sub><sup>artificial-intelligence, data, data-engineering, data-integration, data-pipelines, data-science, dbt, elt, etl, machine-learning, orchestration, pipeline, pipelines, python, reverse-etl, spark, sql, transformation</sup></sub>
-
-
-### [polyaxon](https://github.com/polyaxon/polyaxon)  
-polyaxon: MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle  
-[https://polyaxon.com](https://polyaxon.com)  
-[https://github.com/polyaxon/polyaxon](https://github.com/polyaxon/polyaxon)  
-10 stars per week over 322 weeks  
-3,266 stars, 320 forks, 78 watches  
-created 2016-12-26, last commit 2023-03-03, main language None  
-<sub><sup>artificial-intelligence, caffe, data-science, deep-learning, hyperparameter-optimization, jupyter, jupyterlab, k8s, keras, kubernetes, machine-learning, ml, mlops, mxnet, notebook, pipelines, pytorch, reinforcement-learning, tensorflow, workflow</sup></sub>
-
-
 ### [aim](https://github.com/aimhubio/aim) by [aimhubio](https://github.com/aimhubio)  
 Aim 💫 — easy-to-use and performant open-source ML experiment tracker.  
 [https://aimstack.io](https://aimstack.io)  
 [https://github.com/aimhubio/aim](https://github.com/aimhubio/aim)  
 16 stars per week over 196 weeks  
-3,200 stars, 200 forks, 37 watches  
+3,207 stars, 201 forks, 37 watches  
 created 2019-05-31, last commit 2023-03-02, main language TypeScript  
 <sub><sup>ai, data-science, data-visualization, experiment-tracking, machine-learning, metadata, metadata-tracking, ml, mlflow, mlops, python, pytorch, tensorboard, tensorflow, visualization</sup></sub>
 
 
+### [clearml](https://github.com/allegroai/clearml) by [allegroai](https://github.com/allegroai)  
+ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management  
+[https://clear.ml/docs](https://clear.ml/docs)  
+[https://github.com/allegroai/clearml](https://github.com/allegroai/clearml)  
+21 stars per week over 194 weeks  
+4,149 stars, 563 forks, 85 watches  
+created 2019-06-10, last commit 2023-03-02, main language Python  
+<sub><sup>ai, clearml, control, deep-learning, deeplearning, devops, experiment, experiment-manager, k8s, machine-learning, machinelearning, mlops, trains, trainsai, version, version-control</sup></sub>
+
+
 ### [evidently](https://github.com/evidentlyai/evidently) by [evidentlyai](https://github.com/evidentlyai)  
 evidently: Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b  
 [https://github.com/evidentlyai/evidently](https://github.com/evidentlyai/evidently)  
 26 stars per week over 118 weeks  
-3,191 stars, 346 forks, 36 watches  
-created 2020-11-25, last commit 2023-02-22, main language Python  
+3,193 stars, 346 forks, 36 watches  
+created 2020-11-25, last commit 2023-03-03, main language Python  
 <sub><sup>data-drift, data-science, hacktoberfest, html-report, jupyter-notebook, machine-learning, machine-learning-operations, mlops, model-monitoring, pandas-dataframe, production-machine-learning</sup></sub>
 
 
+### [pipelines](https://github.com/kubeflow/pipelines) by [kubeflow](https://github.com/kubeflow)  
+pipelines: Machine Learning Pipelines for Kubeflow  
+[https://www.kubeflow.org/docs/components/pipelines/](https://www.kubeflow.org/docs/components/pipelines/)  
+[https://github.com/kubeflow/pipelines](https://github.com/kubeflow/pipelines)  
+12 stars per week over 251 weeks  
+3,120 stars, 1,394 forks, 102 watches  
+created 2018-05-12, last commit 2023-03-04, main language Python  
+<sub><sup>data-science, kubeflow, kubeflow-pipelines, kubernetes, machine-learning, mlops, pipeline</sup></sub>
+
+
 ### [flyte](https://github.com/flyteorg/flyte) by [flyteorg](https://github.com/flyteorg)  
 flyte: Kubernetes-native workflow automation platform for complex, mission-critical data and ML processes at scale. It has been battle-tested at Lyft, Spotify, Freenome, and others and is truly open-source.  
 [https://flyte.org](https://flyte.org)  
 [https://github.com/flyteorg/flyte](https://github.com/flyteorg/flyte)  
 17 stars per week over 175 weeks  
-3,135 stars, 329 forks, 266 watches  
-created 2019-10-21, last commit 2023-03-02, main language Python  
+3,138 stars, 329 forks, 266 watches  
+created 2019-10-21, last commit 2023-03-04, main language Python  
 <sub><sup>battle-tested, data, data-analysis, data-science, dataops, declarative, flyte, golang, grpc, hacktoberfest, kubernetes, kubernetes-operator, machine-learning, mlops, orchestration-engine, production, production-grade, python, scale, workflow</sup></sub>
 
 
-### [pipelines](https://github.com/kubeflow/pipelines) by [kubeflow](https://github.com/kubeflow)  
-pipelines: Machine Learning Pipelines for Kubeflow  
-[https://www.kubeflow.org/docs/components/pipelines/](https://www.kubeflow.org/docs/components/pipelines/)  
-[https://github.com/kubeflow/pipelines](https://github.com/kubeflow/pipelines)  
-12 stars per week over 250 weeks  
-3,120 stars, 1,393 forks, 101 watches  
-created 2018-05-12, last commit 2023-03-03, main language Python  
-<sub><sup>data-science, kubeflow, kubeflow-pipelines, kubernetes, machine-learning, mlops, pipeline</sup></sub>
-
-
 ### [ploomber](https://github.com/ploomber/ploomber)  
 ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️  
 [https://ploomber.io](https://ploomber.io)  
 [https://github.com/ploomber/ploomber](https://github.com/ploomber/ploomber)  
 18 stars per week over 162 weeks  
-2,982 stars, 206 forks, 26 watches  
+2,983 stars, 206 forks, 26 watches  
 created 2020-01-20, last commit 2023-01-31, main language Python  
 <sub><sup>data-engineering, data-science, jupyter, jupyter-notebooks, machine-learning, mlops, notebooks, papermill, pipelines, pycharm, vscode, workflow</sup></sub>
 
@@ -248,53 +238,56 @@ Flower: A Friendly Federated Learning Framework
 [https://flower.dev](https://flower.dev)  
 [https://github.com/adap/flower](https://github.com/adap/flower)  
 12 stars per week over 158 weeks  
-2,054 stars, 445 forks, 23 watches  
+2,061 stars, 449 forks, 23 watches  
 created 2020-02-17, last commit 2023-03-01, main language Python  
 <sub><sup>deep-learning, federated-analytics, federated-learning, federated-learning-framework, fleet-intelligence, fleet-learning, flower, keras-federated-learning, machine-learning, pytorch, pytorch-federated-learning, scikit-learn, tensorflow, tensorflow-federated-learning</sup></sub>
 
 
-### [optimus](https://github.com/hi-primus/optimus) by [hi-primus](https://github.com/hi-primus)  
-optimus: :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark  
-[https://hi-optimus.com](https://hi-optimus.com)  
-[https://github.com/hi-primus/optimus](https://github.com/hi-primus/optimus)  
-4.56 stars per week over 294 weeks  
-1,342 stars, 225 forks, 42 watches  
-created 2017-07-13, last commit 2022-10-17, main language Python  
-<sub><sup>big-data-cleaning, bigdata, cudf, dask, dask-cudf, data-analysis, data-cleaner, data-cleaning, data-cleansing, data-exploration, data-extraction, data-preparation, data-profiling, data-science, data-transformation, data-wrangling, machine-learning, pyspark, spark</sup></sub>
+### [polyaxon](https://github.com/polyaxon/polyaxon)  
+polyaxon: MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle  
+[https://polyaxon.com](https://polyaxon.com)  
+[https://github.com/polyaxon/polyaxon](https://github.com/polyaxon/polyaxon)  
+10 stars per week over 322 weeks  
+3,265 stars, 319 forks, 78 watches  
+created 2016-12-26, last commit 2023-03-03, main language None  
+<sub><sup>artificial-intelligence, caffe, data-science, deep-learning, hyperparameter-optimization, jupyter, jupyterlab, k8s, keras, kubernetes, machine-learning, ml, mlops, mxnet, notebook, pipelines, pytorch, reinforcement-learning, tensorflow, workflow</sup></sub>
 
 
-### [data-validation](https://github.com/tensorflow/data-validation) by [tensorflow](https://github.com/tensorflow)  
-data-validation: Library for exploring and validating machine learning data  
-[https://github.com/tensorflow/data-validation](https://github.com/tensorflow/data-validation)  
-2.87 stars per week over 243 weeks  
-700 stars, 150 forks, 49 watches  
-created 2018-07-02, last commit 2023-03-02, main language Python  
+### [skops](https://github.com/skops-dev/skops) by [skops-dev](https://github.com/skops-dev)  
+skops is a Python library helping you share your scikit-learn based models and put them in production  
+[https://skops.readthedocs.io/en/stable/](https://skops.readthedocs.io/en/stable/)  
+[https://github.com/skops-dev/skops](https://github.com/skops-dev/skops)  
+6.17 stars per week over 43 weeks  
+269 stars, 42 forks, 9 watches  
+created 2022-05-04, last commit 2023-03-03, main language Python  
+<sub><sup>hacktoberfest, huggingface, machine-learning, mlops, scikit-learn</sup></sub>
+
+
+### [astro-sdk](https://github.com/astronomer/astro-sdk) by [astronomer](https://github.com/astronomer)  
+astro-sdk: Astro SDK allows rapid and clean development of {Extract, Load, Transform} workflows using Python and SQL, powered by Apache Airflow.  
+[https://astro-sdk-python.rtfd.io/](https://astro-sdk-python.rtfd.io/)  
+[https://github.com/astronomer/astro-sdk](https://github.com/astronomer/astro-sdk)  
+3.56 stars per week over 64 weeks  
+231 stars, 32 forks, 14 watches  
+created 2021-12-06, last commit 2023-03-02, main language Python  
+<sub><sup>airflow, apache-airflow, bigquery, dags, data-analysis, data-science, elt, etl, gcs, pandas, postgres, python, s3, snowflake, sql, sqlite, workflows</sup></sub>
 
 
 ### [kedro-viz](https://github.com/kedro-org/kedro-viz) by [kedro-org](https://github.com/kedro-org)  
 kedro-viz: Visualise your Kedro data and machine-learning pipelines and track your experiments.   
 [https://demo.kedro.org/](https://demo.kedro.org/)  
 [https://github.com/kedro-org/kedro-viz](https://github.com/kedro-org/kedro-viz)  
-2.64 stars per week over 199 weeks  
+2.63 stars per week over 199 weeks  
 525 stars, 87 forks, 11 watches  
 created 2019-05-09, last commit 2023-03-02, main language JavaScript  
 <sub><sup>data-visualization, experiment-tracking, hacktoberfest, kedro, kedro-plugin, python, react</sup></sub>
 
 
-### [ml-metadata](https://github.com/google/ml-metadata) by [google](https://github.com/google)  
-ml-metadata: For recording and retrieving metadata associated with ML developer and data scientist workflows.  
-[https://www.tensorflow.org/tfx/guide/mlmd](https://www.tensorflow.org/tfx/guide/mlmd)  
-[https://github.com/google/ml-metadata](https://github.com/google/ml-metadata)  
-2.41 stars per week over 215 weeks  
-520 stars, 118 forks, 29 watches  
-created 2019-01-15, last commit 2023-03-02, main language C++  
-
-
 ### [FEDOT](https://github.com/nccr-itmo/fedot) by [nccr-itmo](https://github.com/nccr-itmo)  
 FEDOT: Automated modeling and machine learning framework FEDOT  
 [https://fedot.readthedocs.io](https://fedot.readthedocs.io)  
 [https://github.com/nccr-itmo/fedot](https://github.com/nccr-itmo/fedot)  
-3.04 stars per week over 163 weeks  
+3.03 stars per week over 163 weeks  
 497 stars, 70 forks, 10 watches  
 created 2020-01-13, last commit 2023-02-27, main language Python  
 <sub><sup>automated-machine-learning, automation, automl, evolutionary-algorithms, fedot, genetic-programming, hyperparameter-optimization, machine-learning, multimodality, parameter-tuning, structural-learning</sup></sub>
@@ -306,44 +299,34 @@ astronomer: Helm Charts for the Astronomer Platform, Apache Airflow as a Service
 [https://github.com/astronomer/astronomer](https://github.com/astronomer/astronomer)  
 1.64 stars per week over 267 weeks  
 440 stars, 81 forks, 44 watches  
-created 2018-01-15, last commit 2023-03-02, main language Python  
+created 2018-01-15, last commit 2023-03-03, main language Python  
 <sub><sup>apache-airflow, astronomer-platform, docker, kubernetes</sup></sub>
 
 
-### [bodywork-core](https://github.com/bodywork-ml/bodywork-core) by [bodywork-ml](https://github.com/bodywork-ml)  
-bodywork-core: ML pipeline orchestration and model deployments on Kubernetes, made really easy.  
-[https://bodywork.readthedocs.io/en/latest/](https://bodywork.readthedocs.io/en/latest/)  
-[https://github.com/bodywork-ml/bodywork-core](https://github.com/bodywork-ml/bodywork-core)  
-3.46 stars per week over 119 weeks  
-413 stars, 19 forks, 9 watches  
-created 2020-11-17, last commit 2022-07-04, main language Python  
-<sub><sup>batch, cicd, continuous-deployment, data-science, devops, framework, kubernetes, machine-learning, mlops, orchestration, pipeline, python, serving</sup></sub>
-
-
-### [fairing](https://github.com/kubeflow/fairing) by [kubeflow](https://github.com/kubeflow)  
-fairing: Python SDK for building, training, and deploying ML models  
-[https://github.com/kubeflow/fairing](https://github.com/kubeflow/fairing)  
-1.39 stars per week over 234 weeks  
-327 stars, 147 forks, 39 watches  
-created 2018-09-03, last commit 2021-08-26, main language Jsonnet  
+### [optimus](https://github.com/hi-primus/optimus) by [hi-primus](https://github.com/hi-primus)  
+optimus: :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark  
+[https://hi-optimus.com](https://hi-optimus.com)  
+[https://github.com/hi-primus/optimus](https://github.com/hi-primus/optimus)  
+4.56 stars per week over 294 weeks  
+1,342 stars, 225 forks, 42 watches  
+created 2017-07-13, last commit 2022-10-17, main language Python  
+<sub><sup>big-data-cleaning, bigdata, cudf, dask, dask-cudf, data-analysis, data-cleaner, data-cleaning, data-cleansing, data-exploration, data-extraction, data-preparation, data-profiling, data-science, data-transformation, data-wrangling, machine-learning, pyspark, spark</sup></sub>
 
 
-### [skops](https://github.com/skops-dev/skops) by [skops-dev](https://github.com/skops-dev)  
-skops is a Python library helping you share your scikit-learn based models and put them in production  
-[https://skops.readthedocs.io/en/stable/](https://skops.readthedocs.io/en/stable/)  
-[https://github.com/skops-dev/skops](https://github.com/skops-dev/skops)  
-6.21 stars per week over 43 weeks  
-269 stars, 42 forks, 9 watches  
-created 2022-05-04, last commit 2023-02-28, main language Python  
-<sub><sup>hacktoberfest, huggingface, machine-learning, mlops, scikit-learn</sup></sub>
+### [data-validation](https://github.com/tensorflow/data-validation) by [tensorflow](https://github.com/tensorflow)  
+data-validation: Library for exploring and validating machine learning data  
+[https://github.com/tensorflow/data-validation](https://github.com/tensorflow/data-validation)  
+2.87 stars per week over 243 weeks  
+699 stars, 150 forks, 49 watches  
+created 2018-07-02, last commit 2023-03-02, main language Python  
 
 
 ### [unionml](https://github.com/unionai-oss/unionml) by [unionai-oss](https://github.com/unionai-oss)  
 UnionML: the easiest way to build and deploy machine learning microservices  
 [https://www.union.ai/unionml](https://www.union.ai/unionml)  
 [https://github.com/unionai-oss/unionml](https://github.com/unionai-oss/unionml)  
-3.97 stars per week over 67 weeks  
-267 stars, 37 forks, 4 watches  
+3.94 stars per week over 67 weeks  
+266 stars, 37 forks, 4 watches  
 created 2021-11-17, last commit 2022-12-21, main language Python  
 <sub><sup>hacktoberfest, machine-learning, mlops</sup></sub>
 
@@ -357,22 +340,31 @@ created 2020-01-22, last commit 2023-03-02, main language Python
 <sub><sup>airflow, apache-airflow, helm-chart, kubernetes</sup></sub>
 
 
-### [astro-sdk](https://github.com/astronomer/astro-sdk) by [astronomer](https://github.com/astronomer)  
-astro-sdk: Astro SDK allows rapid and clean development of {Extract, Load, Transform} workflows using Python and SQL, powered by Apache Airflow.  
-[https://astro-sdk-python.rtfd.io/](https://astro-sdk-python.rtfd.io/)  
-[https://github.com/astronomer/astro-sdk](https://github.com/astronomer/astro-sdk)  
-3.59 stars per week over 64 weeks  
-232 stars, 32 forks, 14 watches  
-created 2021-12-06, last commit 2023-03-02, main language Python  
-<sub><sup>airflow, apache-airflow, bigquery, dags, data-analysis, data-science, elt, etl, gcs, pandas, postgres, python, s3, snowflake, sql, sqlite, workflows</sup></sub>
+### [ml-metadata](https://github.com/google/ml-metadata) by [google](https://github.com/google)  
+ml-metadata: For recording and retrieving metadata associated with ML developer and data scientist workflows.  
+[https://www.tensorflow.org/tfx/guide/mlmd](https://www.tensorflow.org/tfx/guide/mlmd)  
+[https://github.com/google/ml-metadata](https://github.com/google/ml-metadata)  
+2.41 stars per week over 215 weeks  
+520 stars, 118 forks, 29 watches  
+created 2019-01-15, last commit 2023-03-02, main language C++  
 
 
-### [AIQC](https://github.com/aiqc/aiqc) by [aiqc](https://github.com/aiqc)  
-AIQC: End-to-end deep learning on your desktop or server.  
-[https://github.com/aiqc/aiqc](https://github.com/aiqc/aiqc)  
-0.78 stars per week over 117 weeks  
-91 stars, 20 forks, 4 watches  
-created 2020-12-02, last commit 2022-12-16, main language Jupyter Notebook  
+### [bodywork-core](https://github.com/bodywork-ml/bodywork-core) by [bodywork-ml](https://github.com/bodywork-ml)  
+bodywork-core: ML pipeline orchestration and model deployments on Kubernetes, made really easy.  
+[https://bodywork.readthedocs.io/en/latest/](https://bodywork.readthedocs.io/en/latest/)  
+[https://github.com/bodywork-ml/bodywork-core](https://github.com/bodywork-ml/bodywork-core)  
+3.45 stars per week over 119 weeks  
+413 stars, 19 forks, 9 watches  
+created 2020-11-17, last commit 2022-07-04, main language Python  
+<sub><sup>batch, cicd, continuous-deployment, data-science, devops, framework, kubernetes, machine-learning, mlops, orchestration, pipeline, python, serving</sup></sub>
+
+
+### [fairing](https://github.com/kubeflow/fairing) by [kubeflow](https://github.com/kubeflow)  
+fairing: Python SDK for building, training, and deploying ML models  
+[https://github.com/kubeflow/fairing](https://github.com/kubeflow/fairing)  
+1.39 stars per week over 234 weeks  
+327 stars, 147 forks, 39 watches  
+created 2018-09-03, last commit 2021-08-26, main language Jsonnet  
 
 
 ### [airflow-provider-ray](https://github.com/anyscale/airflow-provider-ray) by [anyscale](https://github.com/anyscale)  
@@ -383,6 +375,14 @@ airflow-provider-ray: Ray provider for Apache Airflow
 created 2021-03-05, last commit 2021-10-03, main language Python  
 
 
+### [AIQC](https://github.com/aiqc/aiqc) by [aiqc](https://github.com/aiqc)  
+AIQC: End-to-end deep learning on your desktop or server.  
+[https://github.com/aiqc/aiqc](https://github.com/aiqc/aiqc)  
+0.77 stars per week over 117 weeks  
+91 stars, 20 forks, 4 watches  
+created 2020-12-02, last commit 2022-12-16, main language Jupyter Notebook  
+
+
 ### [prefect-anyscale](https://github.com/anyscale/prefect-anyscale) by [anyscale](https://github.com/anyscale)  
 prefect-anyscale: Prefect integration with Anyscale  
 [https://github.com/anyscale/prefect-anyscale](https://github.com/anyscale/prefect-anyscale)  
@@ -391,7 +391,7 @@ prefect-anyscale: Prefect integration with Anyscale
 created 2022-11-07, last commit 2023-03-02, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/ml.md b/categories/ml.md
index cf8829d..13db66e 100644
--- a/categories/ml.md
+++ b/categories/ml.md
@@ -10,44 +10,17 @@ scikit-learn: machine learning in Python
 [https://scikit-learn.org](https://scikit-learn.org)  
 [https://github.com/scikit-learn/scikit-learn](https://github.com/scikit-learn/scikit-learn)  
 81 stars per week over 654 weeks  
-53,170 stars, 23,997 forks, 2,155 watches  
-created 2010-08-17, last commit 2023-03-02, main language Python  
+53,184 stars, 24,000 forks, 2,155 watches  
+created 2010-08-17, last commit 2023-03-03, main language Python  
 <sub><sup>data-analysis, data-science, machine-learning, python, statistics</sup></sub>
 
 
-### [GFPGAN](https://github.com/tencentarc/gfpgan) by [tencentarc](https://github.com/tencentarc)  
-GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.  
-[https://github.com/tencentarc/gfpgan](https://github.com/tencentarc/gfpgan)  
-263 stars per week over 102 weeks  
-26,911 stars, 4,154 forks, 395 watches  
-created 2021-03-19, last commit 2022-09-16, main language Python  
-<sub><sup>deep-learning, face-restoration, gan, gfpgan, image-restoration, pytorch, super-resolution</sup></sub>
-
-
-### [handson-ml2](https://github.com/ageron/handson-ml2) by [ageron](https://github.com/ageron)  
-handson-ml2: A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.  
-[https://github.com/ageron/handson-ml2](https://github.com/ageron/handson-ml2)  
-111 stars per week over 216 weeks  
-24,220 stars, 11,679 forks, 632 watches  
-created 2019-01-08, last commit 2023-02-04, main language Jupyter Notebook  
-
-
-### [xgboost](https://github.com/dmlc/xgboost) by [dmlc](https://github.com/dmlc)  
-xgboost: Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library,  for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow  
-[https://xgboost.ai/](https://xgboost.ai/)  
-[https://github.com/dmlc/xgboost](https://github.com/dmlc/xgboost)  
-50 stars per week over 473 weeks  
-23,823 stars, 8,550 forks, 925 watches  
-created 2014-02-06, last commit 2023-03-02, main language C++  
-<sub><sup>distributed-systems, gbdt, gbm, gbrt, machine-learning, xgboost</sup></sub>
-
-
 ### [mmdetection](https://github.com/open-mmlab/mmdetection) by [open-mmlab](https://github.com/open-mmlab)  
 mmdetection: OpenMMLab Detection Toolbox and Benchmark  
 [https://mmdetection.readthedocs.io](https://mmdetection.readthedocs.io)  
 [https://github.com/open-mmlab/mmdetection](https://github.com/open-mmlab/mmdetection)  
-98 stars per week over 236 weeks  
-23,170 stars, 8,402 forks, 363 watches  
+97 stars per week over 236 weeks  
+23,179 stars, 8,406 forks, 363 watches  
 created 2018-08-22, last commit 2023-02-28, main language Python  
 <sub><sup>cascade-rcnn, convnext, detr, fast-rcnn, faster-rcnn, instance-segmentation, mask-rcnn, object-detection, panoptic-segmentation, pytorch, retinanet, rtmdet, semisupervised-learning, ssd, swin-transformer, transformer, vision-transformer, yolo</sup></sub>
 
@@ -57,19 +30,19 @@ jax: Composable transformations of Python+NumPy programs: differentiate, vectori
 [http://jax.readthedocs.io/](http://jax.readthedocs.io/)  
 [https://github.com/google/jax](https://github.com/google/jax)  
 97 stars per week over 227 weeks  
-22,114 stars, 2,072 forks, 308 watches  
+22,126 stars, 2,073 forks, 309 watches  
 created 2018-10-25, last commit 2023-03-03, main language Python  
 <sub><sup>jax</sup></sub>
 
 
-### [netron](https://github.com/lutzroeder/netron) by [lutzroeder](https://github.com/lutzroeder)  
-netron: Visualizer for neural network, deep learning, and machine learning models  
-[https://netron.app](https://netron.app)  
-[https://github.com/lutzroeder/netron](https://github.com/lutzroeder/netron)  
-33 stars per week over 635 weeks  
-21,468 stars, 2,402 forks, 274 watches  
-created 2010-12-26, last commit 2023-03-02, main language JavaScript  
-<sub><sup>ai, caffe, caffe2, coreml, darknet, deep-learning, deeplearning, keras, machine-learning, machinelearning, ml, mxnet, neural-network, onnx, paddle, pytorch, tensorflow, tensorflow-lite, torch, visualizer</sup></sub>
+### [jina](https://github.com/jina-ai/jina) by [jina-ai](https://github.com/jina-ai)  
+jina: 🔮 Build multimodal AI services via cloud native technologies · Neural Search · Generative AI · Cloud Native  
+[https://docs.jina.ai](https://docs.jina.ai)  
+[https://github.com/jina-ai/jina](https://github.com/jina-ai/jina)  
+110 stars per week over 159 weeks  
+17,606 stars, 2,045 forks, 191 watches  
+created 2020-02-13, last commit 2023-03-03, main language Python  
+<sub><sup>aiops, airflow, cloud-native, creative-ai, crossmodal, deep-learning, fastapi, framework, generative-ai, grpc, kubernetes, machine-learning, microservices, mlops, multimodal, neural-search, pipeline, semantic-search, vector-search-engine, workflow</sup></sub>
 
 
 ### [mediapipe](https://github.com/google/mediapipe) by [google](https://github.com/google)  
@@ -77,91 +50,27 @@ mediapipe: Cross-platform, customizable ML solutions for live and streaming medi
 [https://mediapipe.dev](https://mediapipe.dev)  
 [https://github.com/google/mediapipe](https://github.com/google/mediapipe)  
 106 stars per week over 194 weeks  
-20,704 stars, 4,322 forks, 503 watches  
+20,716 stars, 4,331 forks, 503 watches  
 created 2019-06-13, last commit 2023-03-03, main language C++  
 <sub><sup>android, audio-processing, c-plus-plus, calculator, computer-vision, deep-learning, framework, graph-based, graph-framework, inference, machine-learning, mediapipe, mobile-development, perception, pipeline-framework, stream-processing, video-processing</sup></sub>
 
 
-### [PlotNeuralNet](https://github.com/harisiqbal88/plotneuralnet) by [harisiqbal88](https://github.com/harisiqbal88)  
-PlotNeuralNet: Latex code for making neural networks diagrams  
-[https://github.com/harisiqbal88/plotneuralnet](https://github.com/harisiqbal88/plotneuralnet)  
-78 stars per week over 240 weeks  
-18,925 stars, 2,579 forks, 223 watches  
-created 2018-07-24, last commit 2020-11-06, main language TeX  
-<sub><sup>deep-neural-networks, latex</sup></sub>
-
-
-### [jina](https://github.com/jina-ai/jina) by [jina-ai](https://github.com/jina-ai)  
-jina: 🔮 Build multimodal AI services via cloud native technologies · Neural Search · Generative AI · Cloud Native  
-[https://docs.jina.ai](https://docs.jina.ai)  
-[https://github.com/jina-ai/jina](https://github.com/jina-ai/jina)  
-110 stars per week over 159 weeks  
-17,602 stars, 2,046 forks, 191 watches  
-created 2020-02-13, last commit 2023-03-02, main language Python  
-<sub><sup>aiops, airflow, cloud-native, creative-ai, crossmodal, deep-learning, fastapi, framework, generative-ai, grpc, kubernetes, machine-learning, microservices, mlops, multimodal, neural-search, pipeline, semantic-search, vector-search-engine, workflow</sup></sub>
-
-
 ### [openai-cookbook](https://github.com/openai/openai-cookbook) by [openai](https://github.com/openai)  
 openai-cookbook: Examples and guides for using the OpenAI API  
 [https://github.com/openai/openai-cookbook](https://github.com/openai/openai-cookbook)  
-286 stars per week over 51 weeks  
-14,605 stars, 1,928 forks, 326 watches  
-created 2022-03-11, last commit 2023-03-02, main language Jupyter Notebook  
-
-
-### [onnx](https://github.com/onnx/onnx)  
-onnx: Open standard for machine learning interoperability  
-[https://onnx.ai/](https://onnx.ai/)  
-[https://github.com/onnx/onnx](https://github.com/onnx/onnx)  
-49 stars per week over 286 weeks  
-14,183 stars, 3,348 forks, 431 watches  
-created 2017-09-07, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, deep-neural-networks, dnn, keras, machine-learning, ml, mxnet, neural-network, onnx, pytorch, scikit-learn, tensorflow</sup></sub>
-
-
-### [baselines](https://github.com/openai/baselines) by [openai](https://github.com/openai)  
-OpenAI Baselines: high-quality implementations of reinforcement learning algorithms  
-[https://github.com/openai/baselines](https://github.com/openai/baselines)  
-45 stars per week over 301 weeks  
-13,809 stars, 4,530 forks, 615 watches  
-created 2017-05-24, last commit 2020-01-31, main language Python  
-
-
-### [imgaug](https://github.com/aleju/imgaug) by [aleju](https://github.com/aleju)  
-imgaug: Image augmentation for machine learning experiments.  
-[http://imgaug.readthedocs.io](http://imgaug.readthedocs.io)  
-[https://github.com/aleju/imgaug](https://github.com/aleju/imgaug)  
-33 stars per week over 399 weeks  
-13,335 stars, 2,361 forks, 230 watches  
-created 2015-07-10, last commit 2020-06-01, main language Python  
-<sub><sup>affine-transformation, augment-images, augmentation, bounding-boxes, contrast, crop, deep-learning, heatmap, image-augmentation, images, keypoints, machine-learning, polygon, segmentation-maps</sup></sub>
-
-
-### [tensor2tensor](https://github.com/tensorflow/tensor2tensor) by [tensorflow](https://github.com/tensorflow)  
-tensor2tensor: Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.  
-[https://github.com/tensorflow/tensor2tensor](https://github.com/tensorflow/tensor2tensor)  
-43 stars per week over 298 weeks  
-13,050 stars, 3,181 forks, 459 watches  
-created 2017-06-15, last commit 2023-02-17, main language Python  
-<sub><sup>deep-learning, machine-learning, machine-translation, reinforcement-learning, tpu</sup></sub>
-
-
-### [nni](https://github.com/microsoft/nni) by [microsoft](https://github.com/microsoft)  
-nni: An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.  
-[https://nni.readthedocs.io](https://nni.readthedocs.io)  
-[https://github.com/microsoft/nni](https://github.com/microsoft/nni)  
-50 stars per week over 248 weeks  
-12,556 stars, 1,755 forks, 281 watches  
-created 2018-06-01, last commit 2023-03-03, main language Python  
-<sub><sup>automated-machine-learning, automl, bayesian-optimization, data-science, deep-learning, deep-neural-network, distributed, feature-engineering, hyperparameter-optimization, hyperparameter-tuning, machine-learning, machine-learning-algorithms, mlops, model-compression, nas, neural-architecture-search, neural-network, python, pytorch, tensorflow</sup></sub>
+302 stars per week over 51 weeks  
+15,510 stars, 2,042 forks, 336 watches  
+created 2022-03-11, last commit 2023-03-03, main language Jupyter Notebook  
 
 
-### [deepmind-research](https://github.com/deepmind/deepmind-research) by [deepmind](https://github.com/deepmind)  
-deepmind-research: This repository contains implementations and illustrative code to accompany DeepMind publications  
-[https://github.com/deepmind/deepmind-research](https://github.com/deepmind/deepmind-research)  
-53 stars per week over 215 weeks  
-11,487 stars, 2,357 forks, 329 watches  
-created 2019-01-15, last commit 2023-01-31, main language Jupyter Notebook  
+### [xgboost](https://github.com/dmlc/xgboost) by [dmlc](https://github.com/dmlc)  
+xgboost: Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library,  for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow  
+[https://xgboost.ai/](https://xgboost.ai/)  
+[https://github.com/dmlc/xgboost](https://github.com/dmlc/xgboost)  
+50 stars per week over 473 weeks  
+23,825 stars, 8,551 forks, 925 watches  
+created 2014-02-06, last commit 2023-03-03, main language C++  
+<sub><sup>distributed-systems, gbdt, gbm, gbrt, machine-learning, xgboost</sup></sub>
 
 
 ### [scipy](https://github.com/scipy/scipy)  
@@ -169,77 +78,66 @@ SciPy library main repository
 [https://scipy.org](https://scipy.org)  
 [https://github.com/scipy/scipy](https://github.com/scipy/scipy)  
 17 stars per week over 625 weeks  
-10,891 stars, 4,612 forks, 343 watches  
-created 2011-03-09, last commit 2023-03-02, main language Python  
+10,895 stars, 4,616 forks, 343 watches  
+created 2011-03-09, last commit 2023-03-04, main language Python  
 <sub><sup>algorithms, closember, python, scientific-computing, scipy</sup></sub>
 
 
-### [annoy](https://github.com/spotify/annoy) by [spotify](https://github.com/spotify)  
-annoy: Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk  
-[https://github.com/spotify/annoy](https://github.com/spotify/annoy)  
-20 stars per week over 517 weeks  
-10,842 stars, 1,078 forks, 324 watches  
-created 2013-04-01, last commit 2023-02-25, main language C++  
-<sub><sup>approximate-nearest-neighbor-search, c-plus-plus, golang, locality-sensitive-hashing, lua, nearest-neighbor-search, python</sup></sub>
+### [optuna](https://github.com/optuna/optuna)  
+optuna: A hyperparameter optimization framework  
+[https://optuna.org](https://optuna.org)  
+[https://github.com/optuna/optuna](https://github.com/optuna/optuna)  
+29 stars per week over 262 weeks  
+7,685 stars, 811 forks, 123 watches  
+created 2018-02-21, last commit 2023-03-03, main language Python  
+<sub><sup>distributed, hacktoberfest, hyperparameter-optimization, machine-learning, parallel, python</sup></sub>
 
 
-### [dopamine](https://github.com/google/dopamine) by [google](https://github.com/google)  
-Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.   
-[https://github.com/google/dopamine](https://github.com/google/dopamine)  
-[https://github.com/google/dopamine](https://github.com/google/dopamine)  
-41 stars per week over 240 weeks  
-10,026 stars, 1,342 forks, 443 watches  
-created 2018-07-26, last commit 2023-02-27, main language Jupyter Notebook  
-<sub><sup>ai, google, ml, rl, tensorflow</sup></sub>
+### [GFPGAN](https://github.com/tencentarc/gfpgan) by [tencentarc](https://github.com/tencentarc)  
+GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.  
+[https://github.com/tencentarc/gfpgan](https://github.com/tencentarc/gfpgan)  
+263 stars per week over 102 weeks  
+26,952 stars, 4,156 forks, 395 watches  
+created 2021-03-19, last commit 2022-09-16, main language Python  
+<sub><sup>deep-learning, face-restoration, gan, gfpgan, image-restoration, pytorch, super-resolution</sup></sub>
 
 
-### [tpot](https://github.com/epistasislab/tpot) by [epistasislab](https://github.com/epistasislab)  
-tpot: A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.  
-[http://epistasislab.github.io/tpot/](http://epistasislab.github.io/tpot/)  
-[https://github.com/epistasislab/tpot](https://github.com/epistasislab/tpot)  
-23 stars per week over 382 weeks  
-8,966 stars, 1,518 forks, 293 watches  
-created 2015-11-03, last commit 2022-07-29, main language Python  
-<sub><sup>adsp, ag066833, aiml, alzheimer, alzheimers, automated-machine-learning, automation, automl, data-science, feature-engineering, gradient-boosting, hyperparameter-optimization, machine-learning, model-selection, nia, parameter-tuning, python, random-forest, scikit-learn, u01ag066833</sup></sub>
+### [autogluon](https://github.com/awslabs/autogluon) by [awslabs](https://github.com/awslabs)  
+AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data  
+[https://auto.gluon.ai/](https://auto.gluon.ai/)  
+[https://github.com/awslabs/autogluon](https://github.com/awslabs/autogluon)  
+28 stars per week over 187 weeks  
+5,400 stars, 703 forks, 90 watches  
+created 2019-07-29, last commit 2023-03-03, main language Python  
+<sub><sup>autogluon, automated-machine-learning, automl, computer-vision, data-science, deep-learning, ensemble-learning, forecasting, gluon, hyperparameter-optimization, image-classification, machine-learning, natural-language-processing, object-detection, pytorch, scikit-learn, structured-data, tabular-data, time-series, transfer-learning</sup></sub>
 
 
-### [statsmodels](https://github.com/statsmodels/statsmodels)  
-Statsmodels: statistical modeling and econometrics in Python  
-[http://www.statsmodels.org/devel/](http://www.statsmodels.org/devel/)  
-[https://github.com/statsmodels/statsmodels](https://github.com/statsmodels/statsmodels)  
-13 stars per week over 611 weeks  
-8,233 stars, 2,667 forks, 275 watches  
-created 2011-06-12, last commit 2023-02-26, main language Python  
-<sub><sup>count-model, data-analysis, data-science, econometrics, forecasting, generalized-linear-models, hypothesis-testing, prediction, python, regression-models, robust-estimation, statistics, timeseries-analysis</sup></sub>
+### [musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch) by [lucidrains](https://github.com/lucidrains)  
+musiclm-pytorch: Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch  
+[https://github.com/lucidrains/musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch)  
+306 stars per week over 5 weeks  
+1,620 stars, 101 forks, 74 watches  
+created 2023-01-27, last commit 2023-03-02, main language Python  
+<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, music-synthesis, transformers</sup></sub>
 
 
 ### [YOLOX](https://github.com/megvii-basedetection/yolox) by [megvii-basedetection](https://github.com/megvii-basedetection)  
 YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/  
 [https://github.com/megvii-basedetection/yolox](https://github.com/megvii-basedetection/yolox)  
-93 stars per week over 84 weeks  
-7,915 stars, 1,915 forks, 72 watches  
-created 2021-07-17, last commit 2023-03-01, main language Python  
+93 stars per week over 85 weeks  
+7,920 stars, 1,915 forks, 72 watches  
+created 2021-07-17, last commit 2023-03-03, main language Python  
 <sub><sup>deep-learning, megengine, ncnn, object-detection, onnx, openvino, pytorch, tensorrt, yolo, yolov3, yolox</sup></sub>
 
 
-### [optuna](https://github.com/optuna/optuna)  
-optuna: A hyperparameter optimization framework  
-[https://optuna.org](https://optuna.org)  
-[https://github.com/optuna/optuna](https://github.com/optuna/optuna)  
-29 stars per week over 262 weeks  
-7,673 stars, 809 forks, 124 watches  
-created 2018-02-21, last commit 2023-03-02, main language Python  
-<sub><sup>distributed, hacktoberfest, hyperparameter-optimization, machine-learning, parallel, python</sup></sub>
-
-
-### [pymc](https://github.com/pymc-devs/pymc3) by [pymc-devs](https://github.com/pymc-devs)  
-pymc: Bayesian Modeling in Python  
-[https://docs.pymc.io/](https://docs.pymc.io/)  
-[https://github.com/pymc-devs/pymc3](https://github.com/pymc-devs/pymc3)  
-10 stars per week over 721 weeks  
-7,346 stars, 1,748 forks, 226 watches  
-created 2009-05-05, last commit 2023-03-02, main language Python  
-<sub><sup>bayesian-inference, mcmc, probabilistic-programming, pytensor, python, statistical-analysis, variational-inference</sup></sub>
+### [nni](https://github.com/microsoft/nni) by [microsoft](https://github.com/microsoft)  
+nni: An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.  
+[https://nni.readthedocs.io](https://nni.readthedocs.io)  
+[https://github.com/microsoft/nni](https://github.com/microsoft/nni)  
+50 stars per week over 248 weeks  
+12,566 stars, 1,755 forks, 282 watches  
+created 2018-06-01, last commit 2023-03-03, main language Python  
+<sub><sup>automated-machine-learning, automl, bayesian-optimization, data-science, deep-learning, deep-neural-network, distributed, feature-engineering, hyperparameter-optimization, hyperparameter-tuning, machine-learning, machine-learning-algorithms, mlops, model-compression, nas, neural-architecture-search, neural-network, python, pytorch, tensorflow</sup></sub>
 
 
 ### [catboost](https://github.com/catboost/catboost)  
@@ -247,8 +145,8 @@ catboost: A fast, scalable, high performance Gradient Boosting on Decision Trees
 [https://catboost.ai](https://catboost.ai)  
 [https://github.com/catboost/catboost](https://github.com/catboost/catboost)  
 23 stars per week over 293 weeks  
-6,975 stars, 1,090 forks, 192 watches  
-created 2017-07-18, last commit 2023-03-02, main language C  
+6,977 stars, 1,092 forks, 192 watches  
+created 2017-07-18, last commit 2023-03-04, main language C  
 <sub><sup>big-data, catboost, categorical-features, coreml, cuda, data-mining, data-science, decision-trees, gbdt, gbm, gpu, gpu-computing, gradient-boosting, kaggle, machine-learning, python, r, tutorial</sup></sub>
 
 
@@ -256,104 +154,97 @@ created 2017-07-18, last commit 2023-03-02, main language C
 pycaret: An open-source, low-code machine learning library in Python  
 [https://www.pycaret.org](https://www.pycaret.org)  
 [https://github.com/pycaret/pycaret](https://github.com/pycaret/pycaret)  
-40 stars per week over 170 weeks  
-6,961 stars, 1,584 forks, 128 watches  
+40 stars per week over 171 weeks  
+6,966 stars, 1,584 forks, 128 watches  
 created 2019-11-23, last commit 2023-03-02, main language Jupyter Notebook  
 <sub><sup>anomaly-detection, citizen-data-scientists, classification, clustering, data-science, gpu, machine-learning, ml, nlp, pycaret, python, regression, time-series</sup></sub>
 
 
-### [auto-sklearn](https://github.com/automl/auto-sklearn) by [automl](https://github.com/automl)  
-auto-sklearn: Automated Machine Learning with scikit-learn  
-[https://automl.github.io/auto-sklearn](https://automl.github.io/auto-sklearn)  
-[https://github.com/automl/auto-sklearn](https://github.com/automl/auto-sklearn)  
-16 stars per week over 400 weeks  
-6,768 stars, 1,213 forks, 212 watches  
-created 2015-07-02, last commit 2022-12-07, main language Python  
-<sub><sup>automated-machine-learning, automl, bayesian-optimization, hyperparameter-optimization, hyperparameter-search, hyperparameter-tuning, meta-learning, metalearning, scikit-learn, smac</sup></sub>
+### [onnx](https://github.com/onnx/onnx)  
+onnx: Open standard for machine learning interoperability  
+[https://onnx.ai/](https://onnx.ai/)  
+[https://github.com/onnx/onnx](https://github.com/onnx/onnx)  
+49 stars per week over 286 weeks  
+14,187 stars, 3,350 forks, 431 watches  
+created 2017-09-07, last commit 2023-03-03, main language Python  
+<sub><sup>deep-learning, deep-neural-networks, dnn, keras, machine-learning, ml, mxnet, neural-network, onnx, pytorch, scikit-learn, tensorflow</sup></sub>
 
 
-### [hyperopt](https://github.com/hyperopt/hyperopt)  
-hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python  
-[http://hyperopt.github.io/hyperopt](http://hyperopt.github.io/hyperopt)  
-[https://github.com/hyperopt/hyperopt](https://github.com/hyperopt/hyperopt)  
-11 stars per week over 599 weeks  
-6,607 stars, 1,009 forks, 126 watches  
-created 2011-09-06, last commit 2021-11-29, main language Python  
+### [mmsegmentation](https://github.com/open-mmlab/mmsegmentation) by [open-mmlab](https://github.com/open-mmlab)  
+mmsegmentation: OpenMMLab Semantic Segmentation Toolbox and Benchmark.  
+[https://mmsegmentation.readthedocs.io/en/latest/](https://mmsegmentation.readthedocs.io/en/latest/)  
+[https://github.com/open-mmlab/mmsegmentation](https://github.com/open-mmlab/mmsegmentation)  
+37 stars per week over 142 weeks  
+5,308 stars, 1,955 forks, 52 watches  
+created 2020-06-14, last commit 2023-02-28, main language Python  
+<sub><sup>deeplabv3, image-segmentation, medical-image-segmentation, pspnet, pytorch, realtime-segmentation, retinal-vessel-segmentation, semantic-segmentation, swin-transformer, transformer, vessel-segmentation</sup></sub>
 
 
-### [featuretools](https://github.com/featurelabs/featuretools) by [featurelabs](https://github.com/featurelabs)  
-featuretools: An open source python library for automated feature engineering  
-[https://www.featuretools.com](https://www.featuretools.com)  
-[https://github.com/featurelabs/featuretools](https://github.com/featurelabs/featuretools)  
-22 stars per week over 286 weeks  
-6,530 stars, 840 forks, 158 watches  
-created 2017-09-08, last commit 2023-03-01, main language Python  
-<sub><sup>automated-feature-engineering, automated-machine-learning, automl, data-science, feature-engineering, machine-learning, python, scikit-learn</sup></sub>
+### [accelerate](https://github.com/huggingface/accelerate) by [huggingface](https://github.com/huggingface)  
+accelerate: 🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision  
+[https://huggingface.co/docs/accelerate](https://huggingface.co/docs/accelerate)  
+[https://github.com/huggingface/accelerate](https://github.com/huggingface/accelerate)  
+31 stars per week over 122 weeks  
+3,793 stars, 346 forks, 70 watches  
+created 2020-10-30, last commit 2023-03-03, main language Python  
 
 
-### [autograd](https://github.com/hips/autograd) by [hips](https://github.com/hips)  
-autograd: Efficiently computes derivatives of numpy code.  
-[https://github.com/hips/autograd](https://github.com/hips/autograd)  
-14 stars per week over 431 weeks  
-6,210 stars, 850 forks, 217 watches  
-created 2014-11-24, last commit 2022-09-29, main language Python  
+### [marqo](https://github.com/marqo-ai/marqo) by [marqo-ai](https://github.com/marqo-ai)  
+marqo: Tensor search for humans.  
+[https://www.marqo.ai/](https://www.marqo.ai/)  
+[https://github.com/marqo-ai/marqo](https://github.com/marqo-ai/marqo)  
+78 stars per week over 30 weeks  
+2,409 stars, 93 forks, 26 watches  
+created 2022-08-01, last commit 2023-03-03, main language Python  
+<sub><sup>chatgpt, clip, deep-learning, gpt, hacktoberfest, hnsw, information-retrieval, knn, large-language-models, machine-learning, machinelearning, multi-modal, natural-language-processing, search-engine, semantic-search, tensor-search, transformers, vector-search, vision-language, visual-search</sup></sub>
 
 
-### [umap](https://github.com/lmcinnes/umap) by [lmcinnes](https://github.com/lmcinnes)  
-umap: Uniform Manifold Approximation and Projection  
-[https://github.com/lmcinnes/umap](https://github.com/lmcinnes/umap)  
-20 stars per week over 295 weeks  
-6,075 stars, 705 forks, 126 watches  
-created 2017-07-02, last commit 2023-02-23, main language Python  
-<sub><sup>dimensionality-reduction, machine-learning, topological-data-analysis, umap, visualization</sup></sub>
+### [mmcv](https://github.com/open-mmlab/mmcv) by [open-mmlab](https://github.com/open-mmlab)  
+mmcv: OpenMMLab Computer Vision Foundation  
+[https://mmcv.readthedocs.io/en/latest/](https://mmcv.readthedocs.io/en/latest/)  
+[https://github.com/open-mmlab/mmcv](https://github.com/open-mmlab/mmcv)  
+19 stars per week over 236 weeks  
+4,727 stars, 1,408 forks, 84 watches  
+created 2018-08-22, last commit 2023-03-03, main language Python  
 
 
-### [tianshou](https://github.com/thu-ml/tianshou) by [thu-ml](https://github.com/thu-ml)  
-tianshou: An elegant PyTorch deep reinforcement learning library.  
-[https://tianshou.readthedocs.io](https://tianshou.readthedocs.io)  
-[https://github.com/thu-ml/tianshou](https://github.com/thu-ml/tianshou)  
-22 stars per week over 254 weeks  
-5,840 stars, 918 forks, 82 watches  
-created 2018-04-16, last commit 2023-02-03, main language Python  
-<sub><sup>a2c, atari, bcq, benchmark, cql, ddpg, double-dqn, dqn, drl, imitation-learning, library, mujoco, npg, policy-gradient, ppo, pytorch, rl, sac, td3, trpo</sup></sub>
+### [tensor2tensor](https://github.com/tensorflow/tensor2tensor) by [tensorflow](https://github.com/tensorflow)  
+tensor2tensor: Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.  
+[https://github.com/tensorflow/tensor2tensor](https://github.com/tensorflow/tensor2tensor)  
+43 stars per week over 298 weeks  
+13,064 stars, 3,183 forks, 460 watches  
+created 2017-06-15, last commit 2023-02-17, main language Python  
+<sub><sup>deep-learning, machine-learning, machine-translation, reinforcement-learning, tpu</sup></sub>
 
 
-### [cleverhans](https://github.com/cleverhans-lab/cleverhans) by [cleverhans-lab](https://github.com/cleverhans-lab)  
-cleverhans: An adversarial example library for constructing attacks, building defenses, and benchmarking both  
-[https://github.com/cleverhans-lab/cleverhans](https://github.com/cleverhans-lab/cleverhans)  
-16 stars per week over 337 weeks  
-5,719 stars, 1,383 forks, 191 watches  
-created 2016-09-15, last commit 2023-01-31, main language Jupyter Notebook  
-<sub><sup>benchmarking, machine-learning, security</sup></sub>
+### [river](https://github.com/online-ml/river) by [online-ml](https://github.com/online-ml)  
+river: 🌊 Online machine learning in Python  
+[https://riverml.xyz](https://riverml.xyz)  
+[https://github.com/online-ml/river](https://github.com/online-ml/river)  
+19 stars per week over 214 weeks  
+4,107 stars, 460 forks, 83 watches  
+created 2019-01-24, last commit 2023-03-03, main language Python  
+<sub><sup>concept-drift, data-science, incremental-learning, machine-learning, online-learning, online-machine-learning, online-statistics, python, real-time-processing, stream-processing, streaming, streaming-data</sup></sub>
 
 
-### [dowhy](https://github.com/py-why/dowhy) by [py-why](https://github.com/py-why)  
-DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.   
-[https://www.pywhy.org/dowhy](https://www.pywhy.org/dowhy)  
-[https://github.com/py-why/dowhy](https://github.com/py-why/dowhy)  
-22 stars per week over 248 weeks  
-5,703 stars, 817 forks, 137 watches  
-created 2018-05-31, last commit 2023-02-14, main language Python  
-<sub><sup>bayesian-networks, causal-inference, causal-machine-learning, causal-models, causality, data-science, do-calculus, graphical-models, machine-learning, python3, treatment-effects</sup></sub>
-
-
-### [Surprise](https://github.com/nicolashug/surprise) by [nicolashug](https://github.com/nicolashug)  
-Surprise: A Python scikit for building and analyzing recommender systems  
-[http://surpriselib.com](http://surpriselib.com)  
-[https://github.com/nicolashug/surprise](https://github.com/nicolashug/surprise)  
-17 stars per week over 331 weeks  
-5,702 stars, 968 forks, 147 watches  
-created 2016-10-23, last commit 2023-01-27, main language Python  
-<sub><sup>factorization, machine-learning, matrix, recommendation, recommender, svd, systems</sup></sub>
+### [pymc](https://github.com/pymc-devs/pymc3) by [pymc-devs](https://github.com/pymc-devs)  
+pymc: Bayesian Modeling in Python  
+[https://docs.pymc.io/](https://docs.pymc.io/)  
+[https://github.com/pymc-devs/pymc3](https://github.com/pymc-devs/pymc3)  
+10 stars per week over 721 weeks  
+7,348 stars, 1,748 forks, 226 watches  
+created 2009-05-05, last commit 2023-03-02, main language Python  
+<sub><sup>bayesian-inference, mcmc, probabilistic-programming, pytensor, python, statistical-analysis, variational-inference</sup></sub>
 
 
-### [automl](https://github.com/google/automl) by [google](https://github.com/google)  
-automl: Google Brain AutoML  
-[https://github.com/google/automl](https://github.com/google/automl)  
-36 stars per week over 155 weeks  
-5,587 stars, 1,417 forks, 157 watches  
-created 2020-03-12, last commit 2023-02-15, main language Jupyter Notebook  
-<sub><sup>automl, efficientdet, efficientnet, efficientnetv2, object-detection</sup></sub>
+### [MONAI](https://github.com/project-monai/monai) by [project-monai](https://github.com/project-monai)  
+MONAI: AI Toolkit for Healthcare Imaging  
+[https://monai.io/](https://monai.io/)  
+[https://github.com/project-monai/monai](https://github.com/project-monai/monai)  
+21 stars per week over 177 weeks  
+3,811 stars, 740 forks, 88 watches  
+created 2019-10-11, last commit 2023-03-02, main language Python  
+<sub><sup>deep-learning, healthcare-imaging, medical-image-computing, medical-image-processing, monai, python3, pytorch</sup></sub>
 
 
 ### [wandb](https://github.com/wandb/client)  
@@ -361,18 +252,47 @@ wandb: 🔥 A tool for visualizing and tracking your machine learning experiment
 [https://wandb.ai](https://wandb.ai)  
 [https://github.com/wandb/client](https://github.com/wandb/client)  
 17 stars per week over 310 weeks  
-5,545 stars, 442 forks, 43 watches  
-created 2017-03-24, last commit 2023-03-02, main language Python  
+5,559 stars, 442 forks, 43 watches  
+created 2017-03-24, last commit 2023-03-04, main language Python  
 <sub><sup>collaboration, data-science, data-versioning, deep-learning, experiment-track, hyperparameter-optimization, hyperparameter-search, hyperparameter-tuning, keras, machine-learning, ml-platform, mlops, model-versioning, pytorch, reinforcement-learning, reproducibility, tensorflow</sup></sub>
 
 
-### [pyprobml](https://github.com/probml/pyprobml) by [probml](https://github.com/probml)  
-pyprobml: Python code for "Probabilistic Machine learning" book by Kevin Murphy  
-[https://github.com/probml/pyprobml](https://github.com/probml/pyprobml)  
-16 stars per week over 341 weeks  
-5,465 stars, 1,308 forks, 178 watches  
-created 2016-08-17, last commit 2023-01-20, main language Jupyter Notebook  
-<sub><sup>blackjax, colab, flax, jax, jupyter-notebooks, machine-learning, numpyro, pml, probabilistic-programming, pymc3, pyro, pytorch, tensorflow</sup></sub>
+### [dowhy](https://github.com/py-why/dowhy) by [py-why](https://github.com/py-why)  
+DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.   
+[https://www.pywhy.org/dowhy](https://www.pywhy.org/dowhy)  
+[https://github.com/py-why/dowhy](https://github.com/py-why/dowhy)  
+22 stars per week over 248 weeks  
+5,706 stars, 817 forks, 136 watches  
+created 2018-05-31, last commit 2023-02-14, main language Python  
+<sub><sup>bayesian-networks, causal-inference, causal-machine-learning, causal-models, causality, data-science, do-calculus, graphical-models, machine-learning, python3, treatment-effects</sup></sub>
+
+
+### [handson-ml2](https://github.com/ageron/handson-ml2) by [ageron](https://github.com/ageron)  
+handson-ml2: A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.  
+[https://github.com/ageron/handson-ml2](https://github.com/ageron/handson-ml2)  
+111 stars per week over 216 weeks  
+24,242 stars, 11,679 forks, 632 watches  
+created 2019-01-08, last commit 2023-02-04, main language Jupyter Notebook  
+
+
+### [mmediting](https://github.com/open-mmlab/mmediting) by [open-mmlab](https://github.com/open-mmlab)  
+mmediting: OpenMMLab Image and Video Restoration, Editing and Generation Toolbox  
+[https://mmediting.readthedocs.io/en/latest/](https://mmediting.readthedocs.io/en/latest/)  
+[https://github.com/open-mmlab/mmediting](https://github.com/open-mmlab/mmediting)  
+22 stars per week over 184 weeks  
+4,101 stars, 732 forks, 87 watches  
+created 2019-08-23, last commit 2023-02-24, main language Python  
+<sub><sup>computer-vision, deep-learning, generative-adversarial-network, image-editing, image-generation, image-processing, image-synthesis, inpainting, matting, pytorch, super-resolution, video-frame-interpolation, video-interpolation, video-super-resolution</sup></sub>
+
+
+### [sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk) by [aws](https://github.com/aws)  
+sagemaker-python-sdk: A library for training and deploying machine learning models on Amazon SageMaker  
+[https://sagemaker.readthedocs.io/](https://sagemaker.readthedocs.io/)  
+[https://github.com/aws/sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk)  
+6.45 stars per week over 276 weeks  
+1,785 stars, 937 forks, 135 watches  
+created 2017-11-14, last commit 2023-03-03, main language Python  
+<sub><sup>aws, huggingface, machine-learning, mxnet, python, pytorch, sagemaker, tensorflow</sup></sub>
 
 
 ### [cleanlab](https://github.com/cleanlab/cleanlab)  
@@ -380,144 +300,145 @@ cleanlab: The standard data-centric AI package for data quality and machine lear
 [https://cleanlab.ai](https://cleanlab.ai)  
 [https://github.com/cleanlab/cleanlab](https://github.com/cleanlab/cleanlab)  
 21 stars per week over 251 weeks  
-5,396 stars, 455 forks, 70 watches  
+5,424 stars, 455 forks, 70 watches  
 created 2018-05-11, last commit 2023-03-01, main language Python  
 <sub><sup>active-learning, annotations, classification, crowdsourcing, data-centric-ai, data-cleaning, data-labeling, data-quality, data-science, data-validation, entity-recognition, exploratory-data-analysis, image-tagging, label-errors, machine-learning, noisy-labels, out-of-distribution-detection, outlier-detection, robust-machine-learning, weak-supervision</sup></sub>
 
 
-### [autogluon](https://github.com/awslabs/autogluon) by [awslabs](https://github.com/awslabs)  
-AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data  
-[https://auto.gluon.ai/](https://auto.gluon.ai/)  
-[https://github.com/awslabs/autogluon](https://github.com/awslabs/autogluon)  
-28 stars per week over 187 weeks  
-5,392 stars, 703 forks, 91 watches  
-created 2019-07-29, last commit 2023-03-02, main language Python  
-<sub><sup>autogluon, automated-machine-learning, automl, computer-vision, data-science, deep-learning, ensemble-learning, forecasting, gluon, hyperparameter-optimization, image-classification, machine-learning, natural-language-processing, object-detection, pytorch, scikit-learn, structured-data, tabular-data, time-series, transfer-learning</sup></sub>
+### [evaluate](https://github.com/huggingface/evaluate) by [huggingface](https://github.com/huggingface)  
+🤗 Evaluate: A library for easily evaluating machine learning models and datasets.  
+[https://huggingface.co/docs/evaluate](https://huggingface.co/docs/evaluate)  
+[https://github.com/huggingface/evaluate](https://github.com/huggingface/evaluate)  
+24 stars per week over 48 weeks  
+1,169 stars, 117 forks, 43 watches  
+created 2022-03-30, last commit 2023-03-01, main language Python  
+<sub><sup>evaluation, machine-learning</sup></sub>
 
 
-### [keras-rl](https://github.com/keras-rl/keras-rl)  
-keras-rl: Deep Reinforcement Learning for Keras.  
-[http://keras-rl.readthedocs.io/](http://keras-rl.readthedocs.io/)  
-[https://github.com/keras-rl/keras-rl](https://github.com/keras-rl/keras-rl)  
-15 stars per week over 347 weeks  
-5,380 stars, 1,360 forks, 211 watches  
-created 2016-07-02, last commit 2019-11-11, main language Python  
-<sub><sup>keras, machine-learning, neural-networks, reinforcement-learning, tensorflow, theano</sup></sub>
+### [featuretools](https://github.com/featurelabs/featuretools) by [featurelabs](https://github.com/featurelabs)  
+featuretools: An open source python library for automated feature engineering  
+[https://www.featuretools.com](https://www.featuretools.com)  
+[https://github.com/featurelabs/featuretools](https://github.com/featurelabs/featuretools)  
+22 stars per week over 286 weeks  
+6,531 stars, 840 forks, 158 watches  
+created 2017-09-08, last commit 2023-03-03, main language Python  
+<sub><sup>automated-feature-engineering, automated-machine-learning, automl, data-science, feature-engineering, machine-learning, python, scikit-learn</sup></sub>
 
 
-### [mmsegmentation](https://github.com/open-mmlab/mmsegmentation) by [open-mmlab](https://github.com/open-mmlab)  
-mmsegmentation: OpenMMLab Semantic Segmentation Toolbox and Benchmark.  
-[https://mmsegmentation.readthedocs.io/en/latest/](https://mmsegmentation.readthedocs.io/en/latest/)  
-[https://github.com/open-mmlab/mmsegmentation](https://github.com/open-mmlab/mmsegmentation)  
-37 stars per week over 141 weeks  
-5,296 stars, 1,954 forks, 52 watches  
-created 2020-06-14, last commit 2023-02-28, main language Python  
-<sub><sup>deeplabv3, image-segmentation, medical-image-segmentation, pspnet, pytorch, realtime-segmentation, retinal-vessel-segmentation, semantic-segmentation, swin-transformer, transformer, vessel-segmentation</sup></sub>
+### [tianshou](https://github.com/thu-ml/tianshou) by [thu-ml](https://github.com/thu-ml)  
+tianshou: An elegant PyTorch deep reinforcement learning library.  
+[https://tianshou.readthedocs.io](https://tianshou.readthedocs.io)  
+[https://github.com/thu-ml/tianshou](https://github.com/thu-ml/tianshou)  
+22 stars per week over 254 weeks  
+5,847 stars, 917 forks, 82 watches  
+created 2018-04-16, last commit 2023-03-04, main language Python  
+<sub><sup>a2c, atari, bcq, benchmark, cql, ddpg, double-dqn, dqn, drl, imitation-learning, library, mujoco, npg, policy-gradient, ppo, pytorch, rl, sac, td3, trpo</sup></sub>
 
 
-### [Augmentor](https://github.com/mdbloice/augmentor) by [mdbloice](https://github.com/mdbloice)  
-Augmentor: Image augmentation library in Python for machine learning.  
-[https://augmentor.readthedocs.io/en/stable](https://augmentor.readthedocs.io/en/stable)  
-[https://github.com/mdbloice/augmentor](https://github.com/mdbloice/augmentor)  
-13 stars per week over 365 weeks  
-4,868 stars, 858 forks, 123 watches  
-created 2016-03-01, last commit 2023-01-24, main language Python  
-<sub><sup>augmentation, deep-learning, machine-learning, neural-networks</sup></sub>
+### [FLAML](https://github.com/microsoft/flaml) by [microsoft](https://github.com/microsoft)  
+FLAML: A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.  
+[https://microsoft.github.io/FLAML/](https://microsoft.github.io/FLAML/)  
+[https://github.com/microsoft/flaml](https://github.com/microsoft/flaml)  
+17 stars per week over 132 weeks  
+2,291 stars, 349 forks, 41 watches  
+created 2020-08-20, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>automated-machine-learning, automl, classification, data-science, deep-learning, finetuning, hyperparam, hyperparameter-optimization, jupyter-notebook, machine-learning, natural-language-generation, natural-language-processing, python, random-forest, regression, scikit-learn, tabular-data, timeseries-forecasting, tuning</sup></sub>
 
 
-### [mmcv](https://github.com/open-mmlab/mmcv) by [open-mmlab](https://github.com/open-mmlab)  
-mmcv: OpenMMLab Computer Vision Foundation  
-[https://mmcv.readthedocs.io/en/latest/](https://mmcv.readthedocs.io/en/latest/)  
-[https://github.com/open-mmlab/mmcv](https://github.com/open-mmlab/mmcv)  
-19 stars per week over 236 weeks  
-4,725 stars, 1,404 forks, 84 watches  
-created 2018-08-22, last commit 2023-02-27, main language Python  
+### [statsmodels](https://github.com/statsmodels/statsmodels)  
+Statsmodels: statistical modeling and econometrics in Python  
+[http://www.statsmodels.org/devel/](http://www.statsmodels.org/devel/)  
+[https://github.com/statsmodels/statsmodels](https://github.com/statsmodels/statsmodels)  
+13 stars per week over 612 weeks  
+8,235 stars, 2,670 forks, 275 watches  
+created 2011-06-12, last commit 2023-02-26, main language Python  
+<sub><sup>count-model, data-analysis, data-science, econometrics, forecasting, generalized-linear-models, hypothesis-testing, prediction, python, regression-models, robust-estimation, statistics, timeseries-analysis</sup></sub>
 
 
-### [deep-daze](https://github.com/lucidrains/deep-daze) by [lucidrains](https://github.com/lucidrains)  
-deep-daze: Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun  
-[https://github.com/lucidrains/deep-daze](https://github.com/lucidrains/deep-daze)  
-39 stars per week over 110 weeks  
-4,384 stars, 330 forks, 75 watches  
-created 2021-01-17, last commit 2022-03-13, main language Python  
-<sub><sup>artificial-intelligence, deep-learning, implicit-neural-representation, multi-modality, siren, text-to-image, transformers</sup></sub>
+### [umap](https://github.com/lmcinnes/umap) by [lmcinnes](https://github.com/lmcinnes)  
+umap: Uniform Manifold Approximation and Projection  
+[https://github.com/lmcinnes/umap](https://github.com/lmcinnes/umap)  
+20 stars per week over 296 weeks  
+6,081 stars, 705 forks, 126 watches  
+created 2017-07-02, last commit 2023-02-23, main language Python  
+<sub><sup>dimensionality-reduction, machine-learning, topological-data-analysis, umap, visualization</sup></sub>
 
 
-### [mlxtend](https://github.com/rasbt/mlxtend) by [rasbt](https://github.com/rasbt)  
-mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries.  
-[http://rasbt.github.io/mlxtend/](http://rasbt.github.io/mlxtend/)  
-[https://github.com/rasbt/mlxtend](https://github.com/rasbt/mlxtend)  
-9.6 stars per week over 446 weeks  
-4,284 stars, 806 forks, 117 watches  
-created 2014-08-14, last commit 2023-02-26, main language Python  
-<sub><sup>association-rules, data-mining, data-science, machine-learning, python, supervised-learning, unsupervised-learning</sup></sub>
+### [netron](https://github.com/lutzroeder/netron) by [lutzroeder](https://github.com/lutzroeder)  
+netron: Visualizer for neural network, deep learning, and machine learning models  
+[https://netron.app](https://netron.app)  
+[https://github.com/lutzroeder/netron](https://github.com/lutzroeder/netron)  
+33 stars per week over 636 weeks  
+21,483 stars, 2,405 forks, 275 watches  
+created 2010-12-26, last commit 2023-03-04, main language JavaScript  
+<sub><sup>ai, caffe, caffe2, coreml, darknet, deep-learning, deeplearning, keras, machine-learning, machinelearning, ml, mxnet, neural-network, onnx, paddle, pytorch, tensorflow, tensorflow-lite, torch, visualizer</sup></sub>
 
 
-### [river](https://github.com/online-ml/river) by [online-ml](https://github.com/online-ml)  
-river: 🌊 Online machine learning in Python  
-[https://riverml.xyz](https://riverml.xyz)  
-[https://github.com/online-ml/river](https://github.com/online-ml/river)  
-19 stars per week over 214 weeks  
-4,106 stars, 459 forks, 83 watches  
-created 2019-01-24, last commit 2023-03-01, main language Python  
-<sub><sup>concept-drift, data-science, incremental-learning, machine-learning, online-learning, online-machine-learning, online-statistics, python, real-time-processing, stream-processing, streaming, streaming-data</sup></sub>
+### [balance](https://github.com/facebookresearch/balance) by [facebookresearch](https://github.com/facebookresearch)  
+balance: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.  
+[https://import-balance.org](https://import-balance.org)  
+[https://github.com/facebookresearch/balance](https://github.com/facebookresearch/balance)  
+37 stars per week over 15 weeks  
+590 stars, 28 forks, 5 watches  
+created 2022-11-15, last commit 2023-02-19, main language Python  
 
 
-### [mmediting](https://github.com/open-mmlab/mmediting) by [open-mmlab](https://github.com/open-mmlab)  
-mmediting: OpenMMLab Image and Video Restoration, Editing and Generation Toolbox  
-[https://mmediting.readthedocs.io/en/latest/](https://mmediting.readthedocs.io/en/latest/)  
-[https://github.com/open-mmlab/mmediting](https://github.com/open-mmlab/mmediting)  
-22 stars per week over 184 weeks  
-4,101 stars, 733 forks, 87 watches  
-created 2019-08-23, last commit 2023-02-24, main language Python  
-<sub><sup>computer-vision, deep-learning, generative-adversarial-network, image-editing, image-generation, image-processing, image-synthesis, inpainting, matting, pytorch, super-resolution, video-frame-interpolation, video-interpolation, video-super-resolution</sup></sub>
+### [neural_prophet](https://github.com/ourownstory/neural_prophet) by [ourownstory](https://github.com/ourownstory)  
+neural_prophet: NeuralProphet: A simple forecasting package  
+[https://neuralprophet.com](https://neuralprophet.com)  
+[https://github.com/ourownstory/neural_prophet](https://github.com/ourownstory/neural_prophet)  
+19 stars per week over 147 weeks  
+2,813 stars, 390 forks, 50 watches  
+created 2020-05-04, last commit 2023-03-03, main language Python  
+<sub><sup>artificial-intelligence, autoregression, deep-learning, fbprophet, forecast, forecasting, forecasting-algorithm, forecasting-model, machine-learning, neural, neural-network, neuralprophet, prediction, prophet, python, pytorch, seasonality, time-series, timeseries, trend</sup></sub>
 
 
-### [yellowbrick](https://github.com/districtdatalabs/yellowbrick) by [districtdatalabs](https://github.com/districtdatalabs)  
-yellowbrick: Visual analysis and diagnostic tools to facilitate machine learning model selection.  
-[http://www.scikit-yb.org/](http://www.scikit-yb.org/)  
-[https://github.com/districtdatalabs/yellowbrick](https://github.com/districtdatalabs/yellowbrick)  
-11 stars per week over 354 weeks  
-3,927 stars, 543 forks, 101 watches  
-created 2016-05-18, last commit 2023-02-27, main language Python  
-<sub><sup>anaconda, estimator, machine-learning, matplotlib, model-selection, python, scikit-learn, visual-analysis, visualization, visualizer</sup></sub>
+### [optimum](https://github.com/huggingface/optimum) by [huggingface](https://github.com/huggingface)  
+optimum: 🏎️ Accelerate training and inference of 🤗 Transformers with easy to use hardware optimization tools  
+[https://huggingface.co/docs/optimum/](https://huggingface.co/docs/optimum/)  
+[https://github.com/huggingface/optimum](https://github.com/huggingface/optimum)  
+11 stars per week over 84 weeks  
+947 stars, 142 forks, 41 watches  
+created 2021-07-20, last commit 2023-03-04, main language Python  
+<sub><sup>graphcore, habana, inference, intel, onnx, onnxruntime, optimization, pytorch, quantization, training, transformers</sup></sub>
 
 
-### [causalml](https://github.com/uber/causalml) by [uber](https://github.com/uber)  
-causalml: Uplift modeling and causal inference with machine learning algorithms  
-[https://github.com/uber/causalml](https://github.com/uber/causalml)  
-20 stars per week over 190 weeks  
-3,819 stars, 613 forks, 78 watches  
-created 2019-07-09, last commit 2023-02-03, main language Python  
-<sub><sup>causal-inference, incubation, machine-learning, uplift-modeling</sup></sub>
+### [pyprobml](https://github.com/probml/pyprobml) by [probml](https://github.com/probml)  
+pyprobml: Python code for "Probabilistic Machine learning" book by Kevin Murphy  
+[https://github.com/probml/pyprobml](https://github.com/probml/pyprobml)  
+16 stars per week over 341 weeks  
+5,468 stars, 1,309 forks, 178 watches  
+created 2016-08-17, last commit 2023-01-20, main language Jupyter Notebook  
+<sub><sup>blackjax, colab, flax, jax, jupyter-notebooks, machine-learning, numpyro, pml, probabilistic-programming, pymc3, pyro, pytorch, tensorflow</sup></sub>
 
 
-### [MONAI](https://github.com/project-monai/monai) by [project-monai](https://github.com/project-monai)  
-MONAI: AI Toolkit for Healthcare Imaging  
-[https://monai.io/](https://monai.io/)  
-[https://github.com/project-monai/monai](https://github.com/project-monai/monai)  
-21 stars per week over 177 weeks  
-3,804 stars, 740 forks, 88 watches  
-created 2019-10-11, last commit 2023-03-02, main language Python  
-<sub><sup>deep-learning, healthcare-imaging, medical-image-computing, medical-image-processing, monai, python3, pytorch</sup></sub>
+### [annoy](https://github.com/spotify/annoy) by [spotify](https://github.com/spotify)  
+annoy: Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk  
+[https://github.com/spotify/annoy](https://github.com/spotify/annoy)  
+20 stars per week over 517 weeks  
+10,849 stars, 1,078 forks, 324 watches  
+created 2013-04-01, last commit 2023-02-25, main language C++  
+<sub><sup>approximate-nearest-neighbor-search, c-plus-plus, golang, locality-sensitive-hashing, lua, nearest-neighbor-search, python</sup></sub>
 
 
-### [accelerate](https://github.com/huggingface/accelerate) by [huggingface](https://github.com/huggingface)  
-accelerate: 🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision  
-[https://huggingface.co/docs/accelerate](https://huggingface.co/docs/accelerate)  
-[https://github.com/huggingface/accelerate](https://github.com/huggingface/accelerate)  
-31 stars per week over 122 weeks  
-3,786 stars, 344 forks, 70 watches  
-created 2020-10-30, last commit 2023-03-02, main language Python  
+### [coremltools](https://github.com/apple/coremltools) by [apple](https://github.com/apple)  
+coremltools: Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.  
+[https://coremltools.readme.io](https://coremltools.readme.io)  
+[https://github.com/apple/coremltools](https://github.com/apple/coremltools)  
+10 stars per week over 296 weeks  
+3,140 stars, 488 forks, 114 watches  
+created 2017-06-30, last commit 2023-02-21, main language Python  
+<sub><sup>coreml, coremltools, machine-learning, model-conversion, model-converter, pytorch, tensorflow</sup></sub>
 
 
-### [ReAgent](https://github.com/facebookresearch/reagent) by [facebookresearch](https://github.com/facebookresearch)  
-ReAgent: A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)  
-[https://reagent.ai](https://reagent.ai)  
-[https://github.com/facebookresearch/reagent](https://github.com/facebookresearch/reagent)  
-11 stars per week over 292 weeks  
-3,352 stars, 508 forks, 150 watches  
-created 2017-07-27, last commit 2023-02-28, main language Python  
+### [lightly](https://github.com/lightly-ai/lightly) by [lightly-ai](https://github.com/lightly-ai)  
+lightly: A python library for self-supervised learning on images.  
+[https://docs.lightly.ai/self-supervised-learning/](https://docs.lightly.ai/self-supervised-learning/)  
+[https://github.com/lightly-ai/lightly](https://github.com/lightly-ai/lightly)  
+17 stars per week over 124 weeks  
+2,155 stars, 181 forks, 23 watches  
+created 2020-10-13, last commit 2023-03-03, main language Python  
+<sub><sup>active-learning, computer-vision, contrastive-learning, deep-learning, embeddings, machine-learning, pytorch, self-supervised-learning</sup></sub>
 
 
 ### [opencv-python](https://github.com/skvark/opencv-python) by [skvark](https://github.com/skvark)  
@@ -525,66 +446,37 @@ opencv-python: Automated CI toolchain to produce precompiled opencv-python, open
 [https://pypi.org/project/opencv-python/](https://pypi.org/project/opencv-python/)  
 [https://github.com/skvark/opencv-python](https://github.com/skvark/opencv-python)  
 9.16 stars per week over 360 weeks  
-3,298 stars, 640 forks, 81 watches  
+3,301 stars, 640 forks, 81 watches  
 created 2016-04-08, last commit 2023-02-22, main language Shell  
 <sub><sup>manylinux, opencv, opencv-contrib-python, opencv-python, precompiled, pypi, python, python-3, wheel</sup></sub>
 
 
-### [coremltools](https://github.com/apple/coremltools) by [apple](https://github.com/apple)  
-coremltools: Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.  
-[https://coremltools.readme.io](https://coremltools.readme.io)  
-[https://github.com/apple/coremltools](https://github.com/apple/coremltools)  
-10 stars per week over 296 weeks  
-3,139 stars, 488 forks, 114 watches  
-created 2017-06-30, last commit 2023-02-21, main language Python  
-<sub><sup>coreml, coremltools, machine-learning, model-conversion, model-converter, pytorch, tensorflow</sup></sub>
-
-
-### [vissl](https://github.com/facebookresearch/vissl) by [facebookresearch](https://github.com/facebookresearch)  
-VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.  
-[https://vissl.ai](https://vissl.ai)  
-[https://github.com/facebookresearch/vissl](https://github.com/facebookresearch/vissl)  
-19 stars per week over 151 weeks  
-2,969 stars, 311 forks, 52 watches  
-created 2020-04-09, last commit 2022-12-28, main language Jupyter Notebook  
-
-
-### [glow](https://github.com/pytorch/glow) by [pytorch](https://github.com/pytorch)  
-glow: Compiler for Neural Network hardware accelerators  
-[https://github.com/pytorch/glow](https://github.com/pytorch/glow)  
-10 stars per week over 283 weeks  
-2,921 stars, 665 forks, 155 watches  
-created 2017-09-29, last commit 2023-02-22, main language C++  
-
-
-### [neural_prophet](https://github.com/ourownstory/neural_prophet) by [ourownstory](https://github.com/ourownstory)  
-neural_prophet: NeuralProphet: A simple forecasting package  
-[https://neuralprophet.com](https://neuralprophet.com)  
-[https://github.com/ourownstory/neural_prophet](https://github.com/ourownstory/neural_prophet)  
-19 stars per week over 147 weeks  
-2,811 stars, 389 forks, 50 watches  
-created 2020-05-04, last commit 2023-03-02, main language Python  
-<sub><sup>artificial-intelligence, autoregression, deep-learning, fbprophet, forecast, forecasting, forecasting-algorithm, forecasting-model, machine-learning, neural, neural-network, neuralprophet, prediction, prophet, python, pytorch, seasonality, time-series, timeseries, trend</sup></sub>
+### [mlxtend](https://github.com/rasbt/mlxtend) by [rasbt](https://github.com/rasbt)  
+mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries.  
+[http://rasbt.github.io/mlxtend/](http://rasbt.github.io/mlxtend/)  
+[https://github.com/rasbt/mlxtend](https://github.com/rasbt/mlxtend)  
+9.6 stars per week over 446 weeks  
+4,286 stars, 806 forks, 117 watches  
+created 2014-08-14, last commit 2023-02-26, main language Python  
+<sub><sup>association-rules, data-mining, data-science, machine-learning, python, supervised-learning, unsupervised-learning</sup></sub>
 
 
-### [eli5](https://github.com/teamhg-memex/eli5) by [teamhg-memex](https://github.com/teamhg-memex)  
-eli5: A library for debugging/inspecting machine learning classifiers and explaining their predictions  
-[http://eli5.readthedocs.io](http://eli5.readthedocs.io)  
-[https://github.com/teamhg-memex/eli5](https://github.com/teamhg-memex/eli5)  
-7.86 stars per week over 337 weeks  
-2,650 stars, 326 forks, 70 watches  
-created 2016-09-15, last commit 2020-01-22, main language Jupyter Notebook  
-<sub><sup>crfsuite, data-science, explanation, inspection, lightgbm, machine-learning, nlp, python, scikit-learn, xgboost</sup></sub>
+### [deepmind-research](https://github.com/deepmind/deepmind-research) by [deepmind](https://github.com/deepmind)  
+deepmind-research: This repository contains implementations and illustrative code to accompany DeepMind publications  
+[https://github.com/deepmind/deepmind-research](https://github.com/deepmind/deepmind-research)  
+53 stars per week over 215 weeks  
+11,494 stars, 2,359 forks, 329 watches  
+created 2019-01-15, last commit 2023-01-31, main language Jupyter Notebook  
 
 
-### [mljar-supervised](https://github.com/mljar/mljar-supervised) by [mljar](https://github.com/mljar)  
-mljar-supervised: Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation  
-[https://mljar.com](https://mljar.com)  
-[https://github.com/mljar/mljar-supervised](https://github.com/mljar/mljar-supervised)  
-11 stars per week over 225 weeks  
-2,486 stars, 326 forks, 43 watches  
-created 2018-11-05, last commit 2022-12-30, main language Python  
-<sub><sup>automated-machine-learning, automatic-machine-learning, automl, catboost, data-science, decision-tree, ensemble, feature-engineering, hyper-parameters, hyperparameter-optimization, lightgbm, machine-learning, mljar, models-tuning, neural-network, random-forest, scikit-learn, shap, tuning-algorithm, xgboost</sup></sub>
+### [auto-sklearn](https://github.com/automl/auto-sklearn) by [automl](https://github.com/automl)  
+auto-sklearn: Automated Machine Learning with scikit-learn  
+[https://automl.github.io/auto-sklearn](https://automl.github.io/auto-sklearn)  
+[https://github.com/automl/auto-sklearn](https://github.com/automl/auto-sklearn)  
+16 stars per week over 400 weeks  
+6,772 stars, 1,213 forks, 213 watches  
+created 2015-07-02, last commit 2022-12-07, main language Python  
+<sub><sup>automated-machine-learning, automl, bayesian-optimization, hyperparameter-optimization, hyperparameter-search, hyperparameter-tuning, meta-learning, metalearning, scikit-learn, smac</sup></sub>
 
 
 ### [RecBole](https://github.com/rucaibox/recbole) by [rucaibox](https://github.com/rucaibox)  
@@ -592,56 +484,113 @@ RecBole: A unified, comprehensive and efficient recommendation library
 [https://recbole.io/](https://recbole.io/)  
 [https://github.com/rucaibox/recbole](https://github.com/rucaibox/recbole)  
 17 stars per week over 142 weeks  
-2,485 stars, 458 forks, 39 watches  
+2,491 stars, 459 forks, 39 watches  
 created 2020-06-11, last commit 2023-03-02, main language Python  
 <sub><sup>collaborative-filtering, ctr-prediction, deep-learning, graph-neural-networks, knowledge-graph, pytorch, recommendation-system, recommendations, recommender, recommender-systems, sequential-recommendation</sup></sub>
 
 
-### [CogVideo](https://github.com/thudm/cogvideo) by [thudm](https://github.com/thudm)  
-Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"  
-[https://github.com/thudm/cogvideo](https://github.com/thudm/cogvideo)  
-62 stars per week over 39 weeks  
-2,485 stars, 237 forks, 89 watches  
-created 2022-05-29, last commit 2022-11-17, main language Python  
+### [tpot](https://github.com/epistasislab/tpot) by [epistasislab](https://github.com/epistasislab)  
+tpot: A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.  
+[http://epistasislab.github.io/tpot/](http://epistasislab.github.io/tpot/)  
+[https://github.com/epistasislab/tpot](https://github.com/epistasislab/tpot)  
+23 stars per week over 382 weeks  
+8,968 stars, 1,517 forks, 293 watches  
+created 2015-11-03, last commit 2022-07-29, main language Python  
+<sub><sup>adsp, ag066833, aiml, alzheimer, alzheimers, automated-machine-learning, automation, automl, data-science, feature-engineering, gradient-boosting, hyperparameter-optimization, machine-learning, model-selection, nia, parameter-tuning, python, random-forest, scikit-learn, u01ag066833</sup></sub>
 
 
-### [marqo](https://github.com/marqo-ai/marqo) by [marqo-ai](https://github.com/marqo-ai)  
-marqo: Tensor search for humans.  
-[https://www.marqo.ai/](https://www.marqo.ai/)  
-[https://github.com/marqo-ai/marqo](https://github.com/marqo-ai/marqo)  
-78 stars per week over 30 weeks  
-2,399 stars, 92 forks, 27 watches  
-created 2022-08-01, last commit 2023-03-02, main language Python  
-<sub><sup>chatgpt, clip, deep-learning, gpt, hacktoberfest, hnsw, information-retrieval, knn, large-language-models, machine-learning, machinelearning, multi-modal, natural-language-processing, search-engine, semantic-search, tensor-search, transformers, vector-search, vision-language, visual-search</sup></sub>
+### [PlotNeuralNet](https://github.com/harisiqbal88/plotneuralnet) by [harisiqbal88](https://github.com/harisiqbal88)  
+PlotNeuralNet: Latex code for making neural networks diagrams  
+[https://github.com/harisiqbal88/plotneuralnet](https://github.com/harisiqbal88/plotneuralnet)  
+78 stars per week over 240 weeks  
+18,929 stars, 2,579 forks, 223 watches  
+created 2018-07-24, last commit 2020-11-06, main language TeX  
+<sub><sup>deep-neural-networks, latex</sup></sub>
 
 
-### [hnswlib](https://github.com/nmslib/hnswlib) by [nmslib](https://github.com/nmslib)  
-hnswlib: Header-only C++/python library for fast approximate nearest neighbors  
-[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
-[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
-8.1 stars per week over 295 weeks  
-2,391 stars, 432 forks, 62 watches  
-created 2017-07-06, last commit 2023-02-05, main language C++  
+### [causalml](https://github.com/uber/causalml) by [uber](https://github.com/uber)  
+causalml: Uplift modeling and causal inference with machine learning algorithms  
+[https://github.com/uber/causalml](https://github.com/uber/causalml)  
+20 stars per week over 190 weeks  
+3,819 stars, 613 forks, 78 watches  
+created 2019-07-09, last commit 2023-02-03, main language Python  
+<sub><sup>causal-inference, incubation, machine-learning, uplift-modeling</sup></sub>
 
 
-### [FLAML](https://github.com/microsoft/flaml) by [microsoft](https://github.com/microsoft)  
-FLAML: A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.  
-[https://microsoft.github.io/FLAML/](https://microsoft.github.io/FLAML/)  
-[https://github.com/microsoft/flaml](https://github.com/microsoft/flaml)  
-17 stars per week over 132 weeks  
-2,290 stars, 350 forks, 41 watches  
-created 2020-08-20, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>automated-machine-learning, automl, classification, data-science, deep-learning, finetuning, hyperparam, hyperparameter-optimization, jupyter-notebook, machine-learning, natural-language-generation, natural-language-processing, python, random-forest, regression, scikit-learn, tabular-data, timeseries-forecasting, tuning</sup></sub>
+### [finetuner](https://github.com/jina-ai/finetuner) by [jina-ai](https://github.com/jina-ai)  
+finetuner: :dart: Task-oriented finetuning for better embeddings on neural search  
+[https://finetuner.jina.ai](https://finetuner.jina.ai)  
+[https://github.com/jina-ai/finetuner](https://github.com/jina-ai/finetuner)  
+11 stars per week over 81 weeks  
+954 stars, 48 forks, 24 watches  
+created 2021-08-11, last commit 2023-03-02, main language Python  
+<sub><sup>few-shot-learning, fine-tuning, finetuning, jina, metric-learning, negative-sampling, neural-search, pretrained-models, siamese-network, similarity-learning, transfer-learning, triplet-loss</sup></sub>
 
 
-### [lightly](https://github.com/lightly-ai/lightly) by [lightly-ai](https://github.com/lightly-ai)  
-lightly: A python library for self-supervised learning on images.  
-[https://docs.lightly.ai/self-supervised-learning/](https://docs.lightly.ai/self-supervised-learning/)  
-[https://github.com/lightly-ai/lightly](https://github.com/lightly-ai/lightly)  
-17 stars per week over 124 weeks  
-2,153 stars, 179 forks, 23 watches  
-created 2020-10-13, last commit 2023-03-02, main language Python  
-<sub><sup>active-learning, computer-vision, contrastive-learning, deep-learning, embeddings, machine-learning, pytorch, self-supervised-learning</sup></sub>
+### [vizier](https://github.com/google/vizier) by [google](https://github.com/google)  
+vizier: Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.  
+[https://oss-vizier.readthedocs.io](https://oss-vizier.readthedocs.io)  
+[https://github.com/google/vizier](https://github.com/google/vizier)  
+17 stars per week over 54 weeks  
+967 stars, 45 forks, 20 watches  
+created 2022-02-16, last commit 2023-03-01, main language Python  
+<sub><sup>algorithm, bayesian-optimization, blackbox-optimization, deep-learning, distributed-computing, distributed-systems, evolutionary-algorithms, google, grpc, hyperparameter-optimization, hyperparameter-tuning, machine-learning, open-source, optimization, tuning, tuning-parameters, vizier</sup></sub>
+
+
+### [addons](https://github.com/tensorflow/addons) by [tensorflow](https://github.com/tensorflow)  
+addons: Useful extra functionality for TensorFlow 2.x maintained by SIG-addons  
+[https://github.com/tensorflow/addons](https://github.com/tensorflow/addons)  
+7.24 stars per week over 222 weeks  
+1,613 stars, 599 forks, 58 watches  
+created 2018-11-26, last commit 2023-03-01, main language Python  
+<sub><sup>deep-learning, machine-learning, neural-network, python, tensorflow, tensorflow-addons</sup></sub>
+
+
+### [ReAgent](https://github.com/facebookresearch/reagent) by [facebookresearch](https://github.com/facebookresearch)  
+ReAgent: A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)  
+[https://reagent.ai](https://reagent.ai)  
+[https://github.com/facebookresearch/reagent](https://github.com/facebookresearch/reagent)  
+11 stars per week over 292 weeks  
+3,352 stars, 508 forks, 150 watches  
+created 2017-07-27, last commit 2023-02-28, main language Python  
+
+
+### [automl](https://github.com/google/automl) by [google](https://github.com/google)  
+automl: Google Brain AutoML  
+[https://github.com/google/automl](https://github.com/google/automl)  
+35 stars per week over 155 weeks  
+5,594 stars, 1,418 forks, 157 watches  
+created 2020-03-12, last commit 2023-02-15, main language Jupyter Notebook  
+<sub><sup>automl, efficientdet, efficientnet, efficientnetv2, object-detection</sup></sub>
+
+
+### [vissl](https://github.com/facebookresearch/vissl) by [facebookresearch](https://github.com/facebookresearch)  
+VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.  
+[https://vissl.ai](https://vissl.ai)  
+[https://github.com/facebookresearch/vissl](https://github.com/facebookresearch/vissl)  
+19 stars per week over 151 weeks  
+2,968 stars, 312 forks, 52 watches  
+created 2020-04-09, last commit 2022-12-28, main language Jupyter Notebook  
+
+
+### [imgaug](https://github.com/aleju/imgaug) by [aleju](https://github.com/aleju)  
+imgaug: Image augmentation for machine learning experiments.  
+[http://imgaug.readthedocs.io](http://imgaug.readthedocs.io)  
+[https://github.com/aleju/imgaug](https://github.com/aleju/imgaug)  
+33 stars per week over 399 weeks  
+13,340 stars, 2,362 forks, 231 watches  
+created 2015-07-10, last commit 2020-06-01, main language Python  
+<sub><sup>affine-transformation, augment-images, augmentation, bounding-boxes, contrast, crop, deep-learning, heatmap, image-augmentation, images, keypoints, machine-learning, polygon, segmentation-maps</sup></sub>
+
+
+### [vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples) by [googlecloudplatform](https://github.com/googlecloudplatform)  
+vertex-ai-samples: Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud  
+[https://cloud.google.com/vertex-ai](https://cloud.google.com/vertex-ai)  
+[https://github.com/googlecloudplatform/vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples)  
+6.64 stars per week over 92 weeks  
+614 stars, 417 forks, 37 watches  
+created 2021-05-27, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>ai, data-science, gcp, google-cloud-platform, ml, mlops, notebook, python, samples, vertex-ai</sup></sub>
 
 
 ### [shapash](https://github.com/maif/shapash) by [maif](https://github.com/maif)  
@@ -649,177 +598,217 @@ shapash: 🔅 Shapash makes Machine Learning models transparent and understandab
 [https://maif.github.io/shapash/](https://maif.github.io/shapash/)  
 [https://github.com/maif/shapash](https://github.com/maif/shapash)  
 14 stars per week over 148 weeks  
-2,124 stars, 260 forks, 39 watches  
-created 2020-04-29, last commit 2023-03-01, main language Jupyter Notebook  
+2,123 stars, 260 forks, 38 watches  
+created 2020-04-29, last commit 2023-03-03, main language Jupyter Notebook  
 <sub><sup>ethical-artificial-intelligence, explainability, explainable-ml, interpretability, lime, machine-learning, python, shap, transparency</sup></sub>
 
 
-### [lazypredict](https://github.com/shankarpandala/lazypredict) by [shankarpandala](https://github.com/shankarpandala)  
-lazypredict: Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning  
-[https://github.com/shankarpandala/lazypredict](https://github.com/shankarpandala/lazypredict)  
-10 stars per week over 171 weeks  
-1,865 stars, 212 forks, 23 watches  
-created 2019-11-16, last commit 2022-09-28, main language Python  
-<sub><sup>automl, classification, machine-learning, regression</sup></sub>
+### [CogVideo](https://github.com/thudm/cogvideo) by [thudm](https://github.com/thudm)  
+Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"  
+[https://github.com/thudm/cogvideo](https://github.com/thudm/cogvideo)  
+62 stars per week over 40 weeks  
+2,489 stars, 237 forks, 89 watches  
+created 2022-05-29, last commit 2022-11-17, main language Python  
 
 
-### [sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk) by [aws](https://github.com/aws)  
-sagemaker-python-sdk: A library for training and deploying machine learning models on Amazon SageMaker  
-[https://sagemaker.readthedocs.io/](https://sagemaker.readthedocs.io/)  
-[https://github.com/aws/sagemaker-python-sdk](https://github.com/aws/sagemaker-python-sdk)  
-6.46 stars per week over 276 weeks  
-1,785 stars, 937 forks, 135 watches  
-created 2017-11-14, last commit 2023-03-03, main language Python  
-<sub><sup>aws, huggingface, machine-learning, mxnet, python, pytorch, sagemaker, tensorflow</sup></sub>
+### [Surprise](https://github.com/nicolashug/surprise) by [nicolashug](https://github.com/nicolashug)  
+Surprise: A Python scikit for building and analyzing recommender systems  
+[http://surpriselib.com](http://surpriselib.com)  
+[https://github.com/nicolashug/surprise](https://github.com/nicolashug/surprise)  
+17 stars per week over 332 weeks  
+5,705 stars, 968 forks, 147 watches  
+created 2016-10-23, last commit 2023-01-27, main language Python  
+<sub><sup>factorization, machine-learning, matrix, recommendation, recommender, svd, systems</sup></sub>
 
 
-### [hypertools](https://github.com/contextlab/hypertools) by [contextlab](https://github.com/contextlab)  
-hypertools: A Python toolbox for gaining geometric insights into high-dimensional data  
-[http://hypertools.readthedocs.io/en/latest/](http://hypertools.readthedocs.io/en/latest/)  
-[https://github.com/contextlab/hypertools](https://github.com/contextlab/hypertools)  
-5.25 stars per week over 335 weeks  
-1,761 stars, 160 forks, 60 watches  
-created 2016-09-27, last commit 2022-02-12, main language Python  
-<sub><sup>data-visualization, data-wrangling, high-dimensional-data, python, text-vectorization, time-series, topic-modeling, visualization</sup></sub>
+### [baselines](https://github.com/openai/baselines) by [openai](https://github.com/openai)  
+OpenAI Baselines: high-quality implementations of reinforcement learning algorithms  
+[https://github.com/openai/baselines](https://github.com/openai/baselines)  
+45 stars per week over 301 weeks  
+13,822 stars, 4,533 forks, 615 watches  
+created 2017-05-24, last commit 2020-01-31, main language Python  
 
 
-### [koila](https://github.com/rentruewang/koila) by [rentruewang](https://github.com/rentruewang)  
-koila: Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.  
-[https://rentruewang.github.io/koila](https://rentruewang.github.io/koila)  
-[https://github.com/rentruewang/koila](https://github.com/rentruewang/koila)  
-25 stars per week over 67 weeks  
-1,720 stars, 63 forks, 11 watches  
-created 2021-11-17, last commit 2023-02-28, main language Python  
-<sub><sup>deep-learning, gradient-accumulation, lazy-evaluation, machine-learning, memory-management, neural-network, out-of-memory, python, pytorch</sup></sub>
+### [dopamine](https://github.com/google/dopamine) by [google](https://github.com/google)  
+Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.   
+[https://github.com/google/dopamine](https://github.com/google/dopamine)  
+[https://github.com/google/dopamine](https://github.com/google/dopamine)  
+41 stars per week over 240 weeks  
+10,026 stars, 1,343 forks, 442 watches  
+created 2018-07-26, last commit 2023-02-27, main language Jupyter Notebook  
+<sub><sup>ai, google, ml, rl, tensorflow</sup></sub>
 
 
-### [pyLDAvis](https://github.com/bmabey/pyldavis) by [bmabey](https://github.com/bmabey)  
-pyLDAvis: Python library for interactive topic model visualization. Port of the R LDAvis package.  
-[https://github.com/bmabey/pyldavis](https://github.com/bmabey/pyldavis)  
-4.1 stars per week over 412 weeks  
-1,688 stars, 350 forks, 56 watches  
-created 2015-04-09, last commit 2023-02-15, main language Jupyter Notebook  
+### [mljar-supervised](https://github.com/mljar/mljar-supervised) by [mljar](https://github.com/mljar)  
+mljar-supervised: Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation  
+[https://mljar.com](https://mljar.com)  
+[https://github.com/mljar/mljar-supervised](https://github.com/mljar/mljar-supervised)  
+11 stars per week over 225 weeks  
+2,489 stars, 326 forks, 43 watches  
+created 2018-11-05, last commit 2022-12-30, main language Python  
+<sub><sup>automated-machine-learning, automatic-machine-learning, automl, catboost, data-science, decision-tree, ensemble, feature-engineering, hyper-parameters, hyperparameter-optimization, lightgbm, machine-learning, mljar, models-tuning, neural-network, random-forest, scikit-learn, shap, tuning-algorithm, xgboost</sup></sub>
 
 
-### [greykite](https://github.com/linkedin/greykite) by [linkedin](https://github.com/linkedin)  
-greykite: A flexible, intuitive and fast forecasting library  
-[https://github.com/linkedin/greykite](https://github.com/linkedin/greykite)  
-17 stars per week over 96 weeks  
-1,674 stars, 92 forks, 37 watches  
-created 2021-04-27, last commit 2022-08-31, main language Python  
+### [yellowbrick](https://github.com/districtdatalabs/yellowbrick) by [districtdatalabs](https://github.com/districtdatalabs)  
+yellowbrick: Visual analysis and diagnostic tools to facilitate machine learning model selection.  
+[http://www.scikit-yb.org/](http://www.scikit-yb.org/)  
+[https://github.com/districtdatalabs/yellowbrick](https://github.com/districtdatalabs/yellowbrick)  
+11 stars per week over 354 weeks  
+3,927 stars, 543 forks, 101 watches  
+created 2016-05-18, last commit 2023-02-27, main language Python  
+<sub><sup>anaconda, estimator, machine-learning, matplotlib, model-selection, python, scikit-learn, visual-analysis, visualization, visualizer</sup></sub>
 
 
-### [addons](https://github.com/tensorflow/addons) by [tensorflow](https://github.com/tensorflow)  
-addons: Useful extra functionality for TensorFlow 2.x maintained by SIG-addons  
-[https://github.com/tensorflow/addons](https://github.com/tensorflow/addons)  
-7.25 stars per week over 222 weeks  
-1,613 stars, 599 forks, 58 watches  
-created 2018-11-26, last commit 2023-03-01, main language Python  
-<sub><sup>deep-learning, machine-learning, neural-network, python, tensorflow, tensorflow-addons</sup></sub>
+### [TabPFN](https://github.com/automl/tabpfn) by [automl](https://github.com/automl)  
+TabPFN: Official implementation of the TabPFN and the tabpfn package.  
+[https://arxiv.org/abs/2207.01848](https://arxiv.org/abs/2207.01848)  
+[https://github.com/automl/tabpfn](https://github.com/automl/tabpfn)  
+19 stars per week over 35 weeks  
+701 stars, 49 forks, 16 watches  
+created 2022-07-01, last commit 2023-03-02, main language Python  
 
 
-### [musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch) by [lucidrains](https://github.com/lucidrains)  
-musiclm-pytorch: Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch  
-[https://github.com/lucidrains/musiclm-pytorch](https://github.com/lucidrains/musiclm-pytorch)  
-321 stars per week over 5 weeks  
-1,608 stars, 102 forks, 73 watches  
-created 2023-01-27, last commit 2023-03-02, main language Python  
-<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, music-synthesis, transformers</sup></sub>
+### [glow](https://github.com/pytorch/glow) by [pytorch](https://github.com/pytorch)  
+glow: Compiler for Neural Network hardware accelerators  
+[https://github.com/pytorch/glow](https://github.com/pytorch/glow)  
+10 stars per week over 283 weeks  
+2,920 stars, 665 forks, 155 watches  
+created 2017-09-29, last commit 2023-02-22, main language C++  
+
+
+### [scikit-lego](https://github.com/koaning/scikit-lego) by [koaning](https://github.com/koaning)  
+scikit-lego: Extra blocks for scikit-learn pipelines.  
+[https://scikit-lego.netlify.app](https://scikit-lego.netlify.app)  
+[https://github.com/koaning/scikit-lego](https://github.com/koaning/scikit-lego)  
+4.55 stars per week over 214 weeks  
+978 stars, 102 forks, 19 watches  
+created 2019-01-21, last commit 2023-03-04, main language Python  
+<sub><sup>common-sense, machine-learning, scikit-learn</sup></sub>
 
 
 ### [tensorly](https://github.com/tensorly/tensorly)  
 TensorLy: Tensor Learning in Python.  
 [http://tensorly.org](http://tensorly.org)  
 [https://github.com/tensorly/tensorly](https://github.com/tensorly/tensorly)  
-4.12 stars per week over 332 weeks  
-1,369 stars, 269 forks, 46 watches  
+4.13 stars per week over 332 weeks  
+1,371 stars, 269 forks, 46 watches  
 created 2016-10-21, last commit 2023-02-16, main language Python  
 <sub><sup>cupy, decomposition, jax, machine-learning, mxnet, numpy, python, pytorch, regression, tensor, tensor-algebra, tensor-decomposition, tensor-factorization, tensor-learning, tensor-methods, tensor-regression, tensorflow, tensorly</sup></sub>
 
 
-### [evaluate](https://github.com/huggingface/evaluate) by [huggingface](https://github.com/huggingface)  
-🤗 Evaluate: A library for easily evaluating machine learning models and datasets.  
-[https://huggingface.co/docs/evaluate](https://huggingface.co/docs/evaluate)  
-[https://github.com/huggingface/evaluate](https://github.com/huggingface/evaluate)  
-24 stars per week over 48 weeks  
-1,167 stars, 117 forks, 43 watches  
-created 2022-03-30, last commit 2023-03-01, main language Python  
-<sub><sup>evaluation, machine-learning</sup></sub>
-
-
-### [advertorch](https://github.com/borealisai/advertorch) by [borealisai](https://github.com/borealisai)  
-advertorch: A Toolbox for Adversarial Robustness Research  
-[https://github.com/borealisai/advertorch](https://github.com/borealisai/advertorch)  
-5.13 stars per week over 222 weeks  
-1,140 stars, 180 forks, 27 watches  
-created 2018-11-29, last commit 2022-05-29, main language Jupyter Notebook  
-<sub><sup>adversarial-attacks, adversarial-example, adversarial-examples, adversarial-learning, adversarial-machine-learning, adversarial-perturbations, benchmarking, machine-learning, pytorch, robustness, security, toolbox</sup></sub>
-
-
-### [dgl-ke](https://github.com/awslabs/dgl-ke) by [awslabs](https://github.com/awslabs)  
-dgl-ke: High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.  
-[https://dglke.dgl.ai/doc/](https://dglke.dgl.ai/doc/)  
-[https://github.com/awslabs/dgl-ke](https://github.com/awslabs/dgl-ke)  
-6.88 stars per week over 156 weeks  
-1,076 stars, 183 forks, 23 watches  
-created 2020-03-03, last commit 2022-11-18, main language Python  
-<sub><sup>dgl, graph-learning, knowledge-graph, knowledge-graphs-embeddings, machine-learning</sup></sub>
-
-
 ### [imodels](https://github.com/csinva/imodels) by [csinva](https://github.com/csinva)  
 imodels: Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).  
 [https://csinva.io/imodels](https://csinva.io/imodels)  
 [https://github.com/csinva/imodels](https://github.com/csinva/imodels)  
-5.5 stars per week over 191 weeks  
-1,052 stars, 97 forks, 24 watches  
+5.51 stars per week over 191 weeks  
+1,054 stars, 97 forks, 24 watches  
 created 2019-07-04, last commit 2023-02-12, main language Jupyter Notebook  
 <sub><sup>ai, artificial-intelligence, bayesian-rule-list, data-science, explainable-ai, explainable-ml, imodels, interpretability, machine-learning, ml, optimal-classification-tree, python, rule-learning, rulefit, rules, scikit-learn, statistics, supervised-learning</sup></sub>
 
 
-### [scikit-lego](https://github.com/koaning/scikit-lego) by [koaning](https://github.com/koaning)  
-scikit-lego: Extra blocks for scikit-learn pipelines.  
-[https://scikit-lego.netlify.app](https://scikit-lego.netlify.app)  
-[https://github.com/koaning/scikit-lego](https://github.com/koaning/scikit-lego)  
-4.55 stars per week over 214 weeks  
-977 stars, 102 forks, 19 watches  
-created 2019-01-21, last commit 2023-03-01, main language Python  
-<sub><sup>common-sense, machine-learning, scikit-learn</sup></sub>
+### [autograd](https://github.com/hips/autograd) by [hips](https://github.com/hips)  
+autograd: Efficiently computes derivatives of numpy code.  
+[https://github.com/hips/autograd](https://github.com/hips/autograd)  
+14 stars per week over 431 weeks  
+6,211 stars, 850 forks, 217 watches  
+created 2014-11-24, last commit 2022-09-29, main language Python  
+
+
+### [cleverhans](https://github.com/cleverhans-lab/cleverhans) by [cleverhans-lab](https://github.com/cleverhans-lab)  
+cleverhans: An adversarial example library for constructing attacks, building defenses, and benchmarking both  
+[https://github.com/cleverhans-lab/cleverhans](https://github.com/cleverhans-lab/cleverhans)  
+16 stars per week over 337 weeks  
+5,721 stars, 1,383 forks, 191 watches  
+created 2016-09-15, last commit 2023-01-31, main language Jupyter Notebook  
+<sub><sup>benchmarking, machine-learning, security</sup></sub>
+
+
+### [Augmentor](https://github.com/mdbloice/augmentor) by [mdbloice](https://github.com/mdbloice)  
+Augmentor: Image augmentation library in Python for machine learning.  
+[https://augmentor.readthedocs.io/en/stable](https://augmentor.readthedocs.io/en/stable)  
+[https://github.com/mdbloice/augmentor](https://github.com/mdbloice/augmentor)  
+13 stars per week over 365 weeks  
+4,868 stars, 858 forks, 123 watches  
+created 2016-03-01, last commit 2023-01-24, main language Python  
+<sub><sup>augmentation, deep-learning, machine-learning, neural-networks</sup></sub>
+
+
+### [deep-daze](https://github.com/lucidrains/deep-daze) by [lucidrains](https://github.com/lucidrains)  
+deep-daze: Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun  
+[https://github.com/lucidrains/deep-daze](https://github.com/lucidrains/deep-daze)  
+39 stars per week over 111 weeks  
+4,384 stars, 329 forks, 75 watches  
+created 2021-01-17, last commit 2022-03-13, main language Python  
+<sub><sup>artificial-intelligence, deep-learning, implicit-neural-representation, multi-modality, siren, text-to-image, transformers</sup></sub>
+
+
+### [greykite](https://github.com/linkedin/greykite) by [linkedin](https://github.com/linkedin)  
+greykite: A flexible, intuitive and fast forecasting library  
+[https://github.com/linkedin/greykite](https://github.com/linkedin/greykite)  
+17 stars per week over 96 weeks  
+1,674 stars, 92 forks, 37 watches  
+created 2021-04-27, last commit 2022-08-31, main language Python  
+
+
+### [hyperopt](https://github.com/hyperopt/hyperopt)  
+hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python  
+[http://hyperopt.github.io/hyperopt](http://hyperopt.github.io/hyperopt)  
+[https://github.com/hyperopt/hyperopt](https://github.com/hyperopt/hyperopt)  
+11 stars per week over 599 weeks  
+6,607 stars, 1,009 forks, 126 watches  
+created 2011-09-06, last commit 2021-11-29, main language Python  
+
+
+### [hnswlib](https://github.com/nmslib/hnswlib) by [nmslib](https://github.com/nmslib)  
+hnswlib: Header-only C++/python library for fast approximate nearest neighbors  
+[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
+[https://github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)  
+8.1 stars per week over 295 weeks  
+2,394 stars, 432 forks, 62 watches  
+created 2017-07-06, last commit 2023-02-05, main language C++  
+
+
+### [koila](https://github.com/rentruewang/koila) by [rentruewang](https://github.com/rentruewang)  
+koila: Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.  
+[https://rentruewang.github.io/koila](https://rentruewang.github.io/koila)  
+[https://github.com/rentruewang/koila](https://github.com/rentruewang/koila)  
+25 stars per week over 67 weeks  
+1,720 stars, 63 forks, 11 watches  
+created 2021-11-17, last commit 2023-02-28, main language Python  
+<sub><sup>deep-learning, gradient-accumulation, lazy-evaluation, machine-learning, memory-management, neural-network, out-of-memory, python, pytorch</sup></sub>
 
 
-### [vizier](https://github.com/google/vizier) by [google](https://github.com/google)  
-vizier: Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.  
-[https://oss-vizier.readthedocs.io](https://oss-vizier.readthedocs.io)  
-[https://github.com/google/vizier](https://github.com/google/vizier)  
-17 stars per week over 54 weeks  
-965 stars, 44 forks, 19 watches  
-created 2022-02-16, last commit 2023-03-01, main language Python  
-<sub><sup>algorithm, bayesian-optimization, blackbox-optimization, deep-learning, distributed-computing, distributed-systems, evolutionary-algorithms, google, grpc, hyperparameter-optimization, hyperparameter-tuning, machine-learning, open-source, optimization, tuning, tuning-parameters, vizier</sup></sub>
+### [lazypredict](https://github.com/shankarpandala/lazypredict) by [shankarpandala](https://github.com/shankarpandala)  
+lazypredict: Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning  
+[https://github.com/shankarpandala/lazypredict](https://github.com/shankarpandala/lazypredict)  
+10 stars per week over 172 weeks  
+1,874 stars, 212 forks, 23 watches  
+created 2019-11-16, last commit 2022-09-28, main language Python  
+<sub><sup>automl, classification, machine-learning, regression</sup></sub>
 
 
-### [finetuner](https://github.com/jina-ai/finetuner) by [jina-ai](https://github.com/jina-ai)  
-finetuner: :dart: Task-oriented finetuning for better embeddings on neural search  
-[https://finetuner.jina.ai](https://finetuner.jina.ai)  
-[https://github.com/jina-ai/finetuner](https://github.com/jina-ai/finetuner)  
-11 stars per week over 81 weeks  
-951 stars, 48 forks, 24 watches  
-created 2021-08-11, last commit 2023-03-02, main language Python  
-<sub><sup>few-shot-learning, fine-tuning, finetuning, jina, metric-learning, negative-sampling, neural-search, pretrained-models, siamese-network, similarity-learning, transfer-learning, triplet-loss</sup></sub>
+### [squirrel-core](https://github.com/merantix-momentum/squirrel-core) by [merantix-momentum](https://github.com/merantix-momentum)  
+squirrel-core: A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:  
+[https://squirrel-core.readthedocs.io/](https://squirrel-core.readthedocs.io/)  
+[https://github.com/merantix-momentum/squirrel-core](https://github.com/merantix-momentum/squirrel-core)  
+4.61 stars per week over 55 weeks  
+255 stars, 6 forks, 13 watches  
+created 2022-02-11, last commit 2023-03-02, main language Python  
+<sub><sup>ai, cloud-computing, collaboration, computer-vision, cv, data-ingestion, data-mesh, data-science, dataops, datasets, deep-learning, distributed, jax, machine-learning, ml, natural-language-processing, nlp, python, pytorch, tensorflow</sup></sub>
 
 
-### [optimum](https://github.com/huggingface/optimum) by [huggingface](https://github.com/huggingface)  
-optimum: 🏎️ Accelerate training and inference of 🤗 Transformers with easy to use hardware optimization tools  
-[https://huggingface.co/docs/optimum/](https://huggingface.co/docs/optimum/)  
-[https://github.com/huggingface/optimum](https://github.com/huggingface/optimum)  
-11 stars per week over 84 weeks  
-945 stars, 141 forks, 41 watches  
-created 2021-07-20, last commit 2023-03-02, main language Python  
-<sub><sup>graphcore, habana, inference, intel, onnx, onnxruntime, optimization, pytorch, quantization, training, transformers</sup></sub>
+### [pyLDAvis](https://github.com/bmabey/pyldavis) by [bmabey](https://github.com/bmabey)  
+pyLDAvis: Python library for interactive topic model visualization. Port of the R LDAvis package.  
+[https://github.com/bmabey/pyldavis](https://github.com/bmabey/pyldavis)  
+4.09 stars per week over 412 weeks  
+1,688 stars, 350 forks, 56 watches  
+created 2015-04-09, last commit 2023-02-15, main language Jupyter Notebook  
 
 
 ### [deeplab2](https://github.com/google-research/deeplab2) by [google-research](https://github.com/google-research)  
 DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.  
 [https://github.com/google-research/deeplab2](https://github.com/google-research/deeplab2)  
-9.27 stars per week over 94 weeks  
+9.24 stars per week over 94 weeks  
 874 stars, 146 forks, 22 watches  
 created 2021-05-12, last commit 2023-01-17, main language Python  
 
@@ -828,75 +817,69 @@ created 2021-05-12, last commit 2023-01-17, main language Python
 dask-ml: Scalable Machine Learning with Dask  
 [http://ml.dask.org](http://ml.dask.org)  
 [https://github.com/dask/dask-ml](https://github.com/dask/dask-ml)  
-2.81 stars per week over 298 weeks  
-837 stars, 237 forks, 41 watches  
+2.8 stars per week over 298 weeks  
+836 stars, 237 forks, 41 watches  
 created 2017-06-15, last commit 2023-02-10, main language Python  
 <sub><sup>hacktoberfest</sup></sub>
 
 
-### [TabPFN](https://github.com/automl/tabpfn) by [automl](https://github.com/automl)  
-TabPFN: Official implementation of the TabPFN and the tabpfn package.  
-[https://arxiv.org/abs/2207.01848](https://arxiv.org/abs/2207.01848)  
-[https://github.com/automl/tabpfn](https://github.com/automl/tabpfn)  
-20 stars per week over 35 weeks  
-700 stars, 49 forks, 16 watches  
-created 2022-07-01, last commit 2023-03-02, main language Python  
-
-
-### [vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples) by [googlecloudplatform](https://github.com/googlecloudplatform)  
-vertex-ai-samples: Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud  
-[https://cloud.google.com/vertex-ai](https://cloud.google.com/vertex-ai)  
-[https://github.com/googlecloudplatform/vertex-ai-samples](https://github.com/googlecloudplatform/vertex-ai-samples)  
-6.66 stars per week over 92 weeks  
-614 stars, 416 forks, 36 watches  
-created 2021-05-27, last commit 2023-03-02, main language Jupyter Notebook  
-<sub><sup>ai, data-science, gcp, google-cloud-platform, ml, mlops, notebook, python, samples, vertex-ai</sup></sub>
-
-
-### [ml-ane-transformers](https://github.com/apple/ml-ane-transformers) by [apple](https://github.com/apple)  
-ml-ane-transformers: Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)  
-[https://github.com/apple/ml-ane-transformers](https://github.com/apple/ml-ane-transformers)  
-15 stars per week over 39 weeks  
-599 stars, 31 forks, 34 watches  
-created 2022-06-03, last commit 2022-08-09, main language Python  
-
-
-### [balance](https://github.com/facebookresearch/balance) by [facebookresearch](https://github.com/facebookresearch)  
-balance: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.  
-[https://import-balance.org](https://import-balance.org)  
-[https://github.com/facebookresearch/balance](https://github.com/facebookresearch/balance)  
-38 stars per week over 15 weeks  
-590 stars, 28 forks, 5 watches  
-created 2022-11-15, last commit 2023-02-19, main language Python  
-
-
 ### [cuda-python](https://github.com/nvidia/cuda-python) by [nvidia](https://github.com/nvidia)  
 cuda-python: CUDA Python Low-level Bindings  
 [https://nvidia.github.io/cuda-python/](https://nvidia.github.io/cuda-python/)  
 [https://github.com/nvidia/cuda-python](https://github.com/nvidia/cuda-python)  
-6.26 stars per week over 87 weeks  
+6.24 stars per week over 87 weeks  
 548 stars, 43 forks, 22 watches  
 created 2021-06-28, last commit 2023-02-28, main language Python  
 
 
-### [Focal-Transformer](https://github.com/microsoft/focal-transformer) by [microsoft](https://github.com/microsoft)  
-Focal-Transformer: [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"  
-[https://github.com/microsoft/focal-transformer](https://github.com/microsoft/focal-transformer)  
-5.74 stars per week over 85 weeks  
-493 stars, 58 forks, 17 watches  
-created 2021-07-10, last commit 2022-03-27, main language Python  
+### [tiny-diffusion](https://github.com/tanelp/tiny-diffusion) by [tanelp](https://github.com/tanelp)  
+tiny-diffusion: A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.  
+[https://github.com/tanelp/tiny-diffusion](https://github.com/tanelp/tiny-diffusion)  
+49 stars per week over 7 weeks  
+357 stars, 25 forks, 7 watches  
+created 2023-01-13, last commit 2023-02-19, main language Jupyter Notebook  
 
 
 ### [pymde](https://github.com/cvxgrp/pymde) by [cvxgrp](https://github.com/cvxgrp)  
 pymde: Minimum-distortion embedding with PyTorch  
 [https://pymde.org](https://pymde.org)  
 [https://github.com/cvxgrp/pymde](https://github.com/cvxgrp/pymde)  
-3.95 stars per week over 117 weeks  
+3.94 stars per week over 118 weeks  
 465 stars, 26 forks, 9 watches  
 created 2020-11-29, last commit 2022-11-20, main language Python  
 <sub><sup>cuda, dimensionality-reduction, embedding, feature-vectors, gpu, graph-embedding, machine-learning, pytorch, visualization</sup></sub>
 
 
+### [dgl-ke](https://github.com/awslabs/dgl-ke) by [awslabs](https://github.com/awslabs)  
+dgl-ke: High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.  
+[https://dglke.dgl.ai/doc/](https://dglke.dgl.ai/doc/)  
+[https://github.com/awslabs/dgl-ke](https://github.com/awslabs/dgl-ke)  
+6.88 stars per week over 156 weeks  
+1,078 stars, 183 forks, 23 watches  
+created 2020-03-03, last commit 2022-11-18, main language Python  
+<sub><sup>dgl, graph-learning, knowledge-graph, knowledge-graphs-embeddings, machine-learning</sup></sub>
+
+
+### [eli5](https://github.com/teamhg-memex/eli5) by [teamhg-memex](https://github.com/teamhg-memex)  
+eli5: A library for debugging/inspecting machine learning classifiers and explaining their predictions  
+[http://eli5.readthedocs.io](http://eli5.readthedocs.io)  
+[https://github.com/teamhg-memex/eli5](https://github.com/teamhg-memex/eli5)  
+7.86 stars per week over 337 weeks  
+2,651 stars, 326 forks, 70 watches  
+created 2016-09-15, last commit 2020-01-22, main language Jupyter Notebook  
+<sub><sup>crfsuite, data-science, explanation, inspection, lightgbm, machine-learning, nlp, python, scikit-learn, xgboost</sup></sub>
+
+
+### [keras-rl](https://github.com/keras-rl/keras-rl)  
+keras-rl: Deep Reinforcement Learning for Keras.  
+[http://keras-rl.readthedocs.io/](http://keras-rl.readthedocs.io/)  
+[https://github.com/keras-rl/keras-rl](https://github.com/keras-rl/keras-rl)  
+15 stars per week over 348 weeks  
+5,380 stars, 1,360 forks, 211 watches  
+created 2016-07-02, last commit 2019-11-11, main language Python  
+<sub><sup>keras, machine-learning, neural-networks, reinforcement-learning, tensorflow, theano</sup></sub>
+
+
 ### [pecos](https://github.com/amzn/pecos) by [amzn](https://github.com/amzn)  
 PECOS - Prediction for Enormous and Correlated Spaces  
 [https://libpecos.org/](https://libpecos.org/)  
@@ -907,67 +890,94 @@ created 2020-08-12, last commit 2023-02-28, main language Python
 <sub><sup>approximate-nearest-neighbor-search, extreme-multi-label-classification, extreme-multi-label-ranking, machine-learning-algorithms, transformers</sup></sub>
 
 
-### [reclist](https://github.com/jacopotagliabue/reclist) by [jacopotagliabue](https://github.com/jacopotagliabue)  
-reclist: Behavioral "black-box" testing for recommender systems  
-[https://github.com/jacopotagliabue/reclist](https://github.com/jacopotagliabue/reclist)  
-5.67 stars per week over 68 weeks  
-389 stars, 21 forks, 9 watches  
-created 2021-11-08, last commit 2023-01-26, main language Python  
-<sub><sup>machine-learning, qa-automation, recommender-system</sup></sub>
+### [warp-drive](https://github.com/salesforce/warp-drive) by [salesforce](https://github.com/salesforce)  
+warp-drive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)  
+[https://github.com/salesforce/warp-drive](https://github.com/salesforce/warp-drive)  
+4.42 stars per week over 79 weeks  
+352 stars, 65 forks, 13 watches  
+created 2021-08-25, last commit 2023-01-17, main language Python  
+<sub><sup>cuda, deep-learning, gpu, high-throughput, multiagent-reinforcement-learning, numba, pytorch, reinforcement-learning</sup></sub>
 
 
 ### [FastTreeSHAP](https://github.com/linkedin/fasttreeshap) by [linkedin](https://github.com/linkedin)  
 FastTreeSHAP: Fast SHAP value computation for interpreting tree-based models  
 [https://github.com/linkedin/fasttreeshap](https://github.com/linkedin/fasttreeshap)  
-6.67 stars per week over 57 weeks  
+6.64 stars per week over 57 weeks  
 384 stars, 23 forks, 7 watches  
 created 2022-01-24, last commit 2022-11-29, main language Python  
 <sub><sup>explainable-ai, interpretability, lightgbm, machine-learning, random-forest, shap, xgboost</sup></sub>
 
 
-### [m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test) by [mrdbourke](https://github.com/mrdbourke)  
-m1-machine-learning-test: Code for testing various M1 Chip benchmarks with TensorFlow.  
-[https://github.com/mrdbourke/m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test)  
-5.6 stars per week over 67 weeks  
-379 stars, 120 forks, 12 watches  
-created 2021-11-14, last commit 2022-07-16, main language Jupyter Notebook  
-<sub><sup>machine-learning, metal, tensorflow, tensorflow-macos</sup></sub>
+### [hypertools](https://github.com/contextlab/hypertools) by [contextlab](https://github.com/contextlab)  
+hypertools: A Python toolbox for gaining geometric insights into high-dimensional data  
+[http://hypertools.readthedocs.io/en/latest/](http://hypertools.readthedocs.io/en/latest/)  
+[https://github.com/contextlab/hypertools](https://github.com/contextlab/hypertools)  
+5.26 stars per week over 335 weeks  
+1,766 stars, 160 forks, 60 watches  
+created 2016-09-27, last commit 2022-02-12, main language Python  
+<sub><sup>data-visualization, data-wrangling, high-dimensional-data, python, text-vectorization, time-series, topic-modeling, visualization</sup></sub>
 
 
-### [tiny-diffusion](https://github.com/tanelp/tiny-diffusion) by [tanelp](https://github.com/tanelp)  
-tiny-diffusion: A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.  
-[https://github.com/tanelp/tiny-diffusion](https://github.com/tanelp/tiny-diffusion)  
-50 stars per week over 7 weeks  
-356 stars, 25 forks, 7 watches  
-created 2023-01-13, last commit 2023-02-19, main language Jupyter Notebook  
+### [reclist](https://github.com/jacopotagliabue/reclist) by [jacopotagliabue](https://github.com/jacopotagliabue)  
+reclist: Behavioral "black-box" testing for recommender systems  
+[https://github.com/jacopotagliabue/reclist](https://github.com/jacopotagliabue/reclist)  
+5.65 stars per week over 68 weeks  
+389 stars, 21 forks, 9 watches  
+created 2021-11-08, last commit 2023-01-26, main language Python  
+<sub><sup>machine-learning, qa-automation, recommender-system</sup></sub>
 
 
-### [warp-drive](https://github.com/salesforce/warp-drive) by [salesforce](https://github.com/salesforce)  
-warp-drive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)  
-[https://github.com/salesforce/warp-drive](https://github.com/salesforce/warp-drive)  
-4.44 stars per week over 79 weeks  
-352 stars, 65 forks, 13 watches  
-created 2021-08-25, last commit 2023-01-17, main language Python  
-<sub><sup>cuda, deep-learning, gpu, high-throughput, multiagent-reinforcement-learning, numba, pytorch, reinforcement-learning</sup></sub>
+### [auton-survival](https://github.com/autonlab/auton-survival) by [autonlab](https://github.com/autonlab)  
+auton-survival: Auton Survival -  an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events   
+[http://autonlab.github.io/auton-survival](http://autonlab.github.io/auton-survival)  
+[https://github.com/autonlab/auton-survival](https://github.com/autonlab/auton-survival)  
+1.39 stars per week over 152 weeks  
+212 stars, 52 forks, 7 watches  
+created 2020-04-01, last commit 2023-03-03, main language Python  
+<sub><sup>causal-inference, counterfactual-inference, data-science, deep-learning, graphical-models, machine-learning, python, regression, reliability-analysis, survival-analysis, time-to-event</sup></sub>
 
 
 ### [maxvit](https://github.com/google-research/maxvit) by [google-research](https://github.com/google-research)  
 [ECCV 2022] Official repository for "MaxViT: Multi-Axis Vision Transformer". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...  
 [https://github.com/google-research/maxvit](https://github.com/google-research/maxvit)  
-9.11 stars per week over 34 weeks  
-311 stars, 19 forks, 6 watches  
+9.0 stars per week over 34 weeks  
+310 stars, 19 forks, 6 watches  
 created 2022-07-07, last commit 2022-10-23, main language Jupyter Notebook  
 <sub><sup>architecture, classification, cnn, computer-vision, image, image-processing, mlp, object-detection, resnet, segmentation, transformer, transformer-architecture, vision-transformer</sup></sub>
 
 
-### [squirrel-core](https://github.com/merantix-momentum/squirrel-core) by [merantix-momentum](https://github.com/merantix-momentum)  
-squirrel-core: A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:  
-[https://squirrel-core.readthedocs.io/](https://squirrel-core.readthedocs.io/)  
-[https://github.com/merantix-momentum/squirrel-core](https://github.com/merantix-momentum/squirrel-core)  
-4.65 stars per week over 55 weeks  
-256 stars, 6 forks, 13 watches  
-created 2022-02-11, last commit 2023-03-02, main language Python  
-<sub><sup>ai, cloud-computing, collaboration, computer-vision, cv, data-ingestion, data-mesh, data-science, dataops, datasets, deep-learning, distributed, jax, machine-learning, ml, natural-language-processing, nlp, python, pytorch, tensorflow</sup></sub>
+### [breaching](https://github.com/jonasgeiping/breaching) by [jonasgeiping](https://github.com/jonasgeiping)  
+Breaching privacy in federated learning scenarios for vision and text  
+[https://github.com/jonasgeiping/breaching](https://github.com/jonasgeiping/breaching)  
+2.69 stars per week over 54 weeks  
+147 stars, 32 forks, 3 watches  
+created 2022-02-15, last commit 2023-02-09, main language Python  
+<sub><sup>decentralized-learning, federated-learning, machine-learning, privacy-audit, pytorch, security</sup></sub>
+
+
+### [ml-ane-transformers](https://github.com/apple/ml-ane-transformers) by [apple](https://github.com/apple)  
+ml-ane-transformers: Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)  
+[https://github.com/apple/ml-ane-transformers](https://github.com/apple/ml-ane-transformers)  
+15 stars per week over 39 weeks  
+600 stars, 31 forks, 34 watches  
+created 2022-06-03, last commit 2022-08-09, main language Python  
+
+
+### [advertorch](https://github.com/borealisai/advertorch) by [borealisai](https://github.com/borealisai)  
+advertorch: A Toolbox for Adversarial Robustness Research  
+[https://github.com/borealisai/advertorch](https://github.com/borealisai/advertorch)  
+5.13 stars per week over 222 weeks  
+1,141 stars, 180 forks, 27 watches  
+created 2018-11-29, last commit 2022-05-29, main language Jupyter Notebook  
+<sub><sup>adversarial-attacks, adversarial-example, adversarial-examples, adversarial-learning, adversarial-machine-learning, adversarial-perturbations, benchmarking, machine-learning, pytorch, robustness, security, toolbox</sup></sub>
+
+
+### [pystan](https://github.com/stan-dev/pystan) by [stan-dev](https://github.com/stan-dev)  
+PyStan, a Python interface to Stan, a platform for statistical modeling. Documentation: https://pystan.readthedocs.io  
+[https://github.com/stan-dev/pystan](https://github.com/stan-dev/pystan)  
+0.85 stars per week over 285 weeks  
+243 stars, 46 forks, 13 watches  
+created 2017-09-17, last commit 2022-11-26, main language Python  
 
 
 ### [pymdp](https://github.com/infer-actively/pymdp) by [infer-actively](https://github.com/infer-actively)  
@@ -978,22 +988,22 @@ pymdp: A Python implementation of active inference for Markov Decision Processes
 created 2019-11-27, last commit 2022-12-08, main language Python  
 
 
-### [pystan](https://github.com/stan-dev/pystan) by [stan-dev](https://github.com/stan-dev)  
-PyStan, a Python interface to Stan, a platform for statistical modeling. Documentation: https://pystan.readthedocs.io  
-[https://github.com/stan-dev/pystan](https://github.com/stan-dev/pystan)  
-0.86 stars per week over 284 weeks  
-244 stars, 46 forks, 13 watches  
-created 2017-09-17, last commit 2022-11-26, main language Python  
+### [torch-points3d](https://github.com/nicolas-chaulet/torch-points3d) by [nicolas-chaulet](https://github.com/nicolas-chaulet)  
+torch-points3d: Pytorch framework for doing deep learning on point clouds.  
+[https://torch-points3d.readthedocs.io/en/latest/](https://torch-points3d.readthedocs.io/en/latest/)  
+[https://github.com/nicolas-chaulet/torch-points3d](https://github.com/nicolas-chaulet/torch-points3d)  
+2.22 stars per week over 60 weeks  
+133 stars, 32 forks, 0 watches  
+created 2022-01-09, last commit 2021-12-10, main language None  
 
 
-### [auton-survival](https://github.com/autonlab/auton-survival) by [autonlab](https://github.com/autonlab)  
-auton-survival: Auton Survival -  an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events   
-[http://autonlab.github.io/auton-survival](http://autonlab.github.io/auton-survival)  
-[https://github.com/autonlab/auton-survival](https://github.com/autonlab/auton-survival)  
-1.39 stars per week over 152 weeks  
-212 stars, 52 forks, 7 watches  
-created 2020-04-01, last commit 2023-03-03, main language Python  
-<sub><sup>causal-inference, counterfactual-inference, data-science, deep-learning, graphical-models, machine-learning, python, regression, reliability-analysis, survival-analysis, time-to-event</sup></sub>
+### [m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test) by [mrdbourke](https://github.com/mrdbourke)  
+m1-machine-learning-test: Code for testing various M1 Chip benchmarks with TensorFlow.  
+[https://github.com/mrdbourke/m1-machine-learning-test](https://github.com/mrdbourke/m1-machine-learning-test)  
+5.57 stars per week over 68 weeks  
+379 stars, 120 forks, 12 watches  
+created 2021-11-14, last commit 2022-07-16, main language Jupyter Notebook  
+<sub><sup>machine-learning, metal, tensorflow, tensorflow-macos</sup></sub>
 
 
 ### [CARLA](https://github.com/carla-recourse/carla) by [carla-recourse](https://github.com/carla-recourse)  
@@ -1005,50 +1015,40 @@ created 2020-12-09, last commit 2023-02-22, main language Python
 <sub><sup>artificial-intelligence, benchmark, benchmarking, counterfactual, counterfactual-explanations, counterfactuals, explainability, explainable-ai, explainable-ml, machine-learning, python, pytorch, recourse, tensorflow, tensorflow2</sup></sub>
 
 
-### [breaching](https://github.com/jonasgeiping/breaching) by [jonasgeiping](https://github.com/jonasgeiping)  
-Breaching privacy in federated learning scenarios for vision and text  
-[https://github.com/jonasgeiping/breaching](https://github.com/jonasgeiping/breaching)  
-2.7 stars per week over 54 weeks  
-147 stars, 32 forks, 3 watches  
-created 2022-02-15, last commit 2023-02-09, main language Python  
-<sub><sup>decentralized-learning, federated-learning, machine-learning, privacy-audit, pytorch, security</sup></sub>
-
-
-### [torch-points3d](https://github.com/nicolas-chaulet/torch-points3d) by [nicolas-chaulet](https://github.com/nicolas-chaulet)  
-torch-points3d: Pytorch framework for doing deep learning on point clouds.  
-[https://torch-points3d.readthedocs.io/en/latest/](https://torch-points3d.readthedocs.io/en/latest/)  
-[https://github.com/nicolas-chaulet/torch-points3d](https://github.com/nicolas-chaulet/torch-points3d)  
-2.23 stars per week over 59 weeks  
-133 stars, 32 forks, 0 watches  
-created 2022-01-09, last commit 2021-12-10, main language None  
+### [Focal-Transformer](https://github.com/microsoft/focal-transformer) by [microsoft](https://github.com/microsoft)  
+Focal-Transformer: [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"  
+[https://github.com/microsoft/focal-transformer](https://github.com/microsoft/focal-transformer)  
+5.73 stars per week over 86 weeks  
+494 stars, 58 forks, 17 watches  
+created 2021-07-10, last commit 2022-03-27, main language Python  
 
 
 ### [domino](https://github.com/hazyresearch/domino) by [hazyresearch](https://github.com/hazyresearch)  
 hazyresearch/domino  
 [https://github.com/hazyresearch/domino](https://github.com/hazyresearch/domino)  
-1.59 stars per week over 65 weeks  
+1.58 stars per week over 65 weeks  
 104 stars, 16 forks, 20 watches  
 created 2021-11-29, last commit 2022-08-02, main language Python  
 
 
+### [forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts) by [pgniewko](https://github.com/pgniewko)  
+forward_forward_vhts: The Forward-Forward Algorithm for Drug Discovery  
+[https://github.com/pgniewko/forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts)  
+2.97 stars per week over 9 weeks  
+28 stars, 5 forks, 1 watches  
+created 2022-12-29, last commit 2022-12-30, main language Jupyter Notebook  
+
+
 ### [cottonwood](https://github.com/brohrer/cottonwood) by [brohrer](https://github.com/brohrer)  
 cottonwood: A flexible neural network framework for running experiments and trying ideas.  
 [https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/](https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/)  
 [https://github.com/brohrer/cottonwood](https://github.com/brohrer/cottonwood)  
-0.41 stars per week over 178 weeks  
+0.41 stars per week over 179 weeks  
 74 stars, 13 forks, 14 watches  
 created 2019-09-29, last commit 2020-02-02, main language Python  
 
 
-### [forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts) by [pgniewko](https://github.com/pgniewko)  
-forward_forward_vhts: The Forward-Forward Algorithm for Drug Discovery  
-[https://github.com/pgniewko/forward_forward_vhts](https://github.com/pgniewko/forward_forward_vhts)  
-3.06 stars per week over 9 weeks  
-28 stars, 5 forks, 1 watches  
-created 2022-12-29, last commit 2022-12-30, main language Jupyter Notebook  
-
-
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/nlp.md b/categories/nlp.md
index 32b1c64..f72c8ca 100644
--- a/categories/nlp.md
+++ b/categories/nlp.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 78 curated nlp Python libraries and frameworks ordered by stars.  
+A selection of 88 curated nlp Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -10,17 +10,72 @@ Checkout the interactive version that you can filter and sort:
 [https://huggingface.co/transformers](https://huggingface.co/transformers)  
 [https://github.com/huggingface/transformers](https://github.com/huggingface/transformers)  
 367 stars per week over 226 weeks  
-83,282 stars, 18,314 forks, 912 watches  
+83,475 stars, 18,339 forks, 912 watches  
 created 2018-10-29, last commit 2023-03-03, main language Python  
 <sub><sup>bert, deep-learning, flax, hacktoberfest, jax, language-model, language-models, machine-learning, model-hub, natural-language-processing, nlp, nlp-library, pretrained-models, python, pytorch, pytorch-transformers, seq2seq, speech-recognition, tensorflow, transformer</sup></sub>
 
 
+### [ChatGPT](https://github.com/acheong08/chatgpt) by [acheong08](https://github.com/acheong08)  
+ChatGPT: Reverse engineered ChatGPT API  
+[https://github.com/acheong08/chatgpt](https://github.com/acheong08/chatgpt)  
+1507 stars per week over 13 weeks  
+19,819 stars, 3,052 forks, 210 watches  
+created 2022-12-03, last commit 2023-03-04, main language Python  
+<sub><sup>chatgpt, cli, gptchat, library, pypi-package, revchatgpt</sup></sub>
+
+
+### [Open-Assistant](https://github.com/laion-ai/open-assistant) by [laion-ai](https://github.com/laion-ai)  
+Open-Assistant: OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.  
+[https://open-assistant.io](https://open-assistant.io)  
+[https://github.com/laion-ai/open-assistant](https://github.com/laion-ai/open-assistant)  
+1514 stars per week over 11 weeks  
+17,736 stars, 1,338 forks, 270 watches  
+created 2022-12-13, last commit 2023-03-04, main language Python  
+<sub><sup>ai, assistant, chatgpt, discord-bot, language-model, machine-learning, nextjs, python, rlhf</sup></sub>
+
+
+### [langchain](https://github.com/hwchase17/langchain) by [hwchase17](https://github.com/hwchase17)  
+langchain: ⚡ Building applications with LLMs through composability ⚡  
+[https://github.com/hwchase17/langchain](https://github.com/hwchase17/langchain)  
+462 stars per week over 19 weeks  
+9,178 stars, 810 forks, 137 watches  
+created 2022-10-17, last commit 2023-03-04, main language Python  
+
+
+### [EdgeGPT](https://github.com/acheong08/edgegpt) by [acheong08](https://github.com/acheong08)  
+EdgeGPT: Reverse engineered API of Microsoft's Bing Chat  
+[https://github.com/acheong08/edgegpt](https://github.com/acheong08/edgegpt)  
+687 stars per week over 3 weeks  
+2,357 stars, 228 forks, 34 watches  
+created 2023-02-09, last commit 2023-03-05, main language Python  
+<sub><sup>binggpt, chatgpt, edge, edgegpt, gpt, reverse-engineering</sup></sub>
+
+
+### [datasets](https://github.com/huggingface/datasets) by [huggingface](https://github.com/huggingface)  
+datasets: 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools  
+[https://huggingface.co/docs/datasets](https://huggingface.co/docs/datasets)  
+[https://github.com/huggingface/datasets](https://github.com/huggingface/datasets)  
+100 stars per week over 153 weeks  
+15,388 stars, 2,044 forks, 261 watches  
+created 2020-03-26, last commit 2023-03-03, main language Python  
+<sub><sup>computer-vision, datasets, deep-learning, evaluation, hacktoberfest, machine-learning, metrics, natural-language-processing, nlp, numpy, pandas, pytorch, speech, tensorflow</sup></sub>
+
+
+### [PaLM-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch) by [lucidrains](https://github.com/lucidrains)  
+PaLM-rlhf-pytorch: Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM  
+[https://github.com/lucidrains/palm-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch)  
+450 stars per week over 12 weeks  
+5,536 stars, 431 forks, 109 watches  
+created 2022-12-09, last commit 2023-03-01, main language Python  
+<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, human-feedback, reinforcement-learning, transformers</sup></sub>
+
+
 ### [spaCy](https://github.com/explosion/spacy) by [explosion](https://github.com/explosion)  
 spaCy: 💫 Industrial-strength Natural Language Processing (NLP) in Python  
 [https://spacy.io](https://spacy.io)  
 [https://github.com/explosion/spacy](https://github.com/explosion/spacy)  
 56 stars per week over 452 weeks  
-25,380 stars, 4,038 forks, 548 watches  
+25,397 stars, 4,040 forks, 548 watches  
 created 2014-07-03, last commit 2023-03-01, main language Python  
 <sub><sup>ai, artificial-intelligence, cython, data-science, deep-learning, entity-linking, machine-learning, named-entity-recognition, natural-language-processing, neural-network, neural-networks, nlp, nlp-library, python, spacy, text-classification, tokenization</sup></sub>
 
@@ -29,103 +84,102 @@ created 2014-07-03, last commit 2023-03-01, main language Python
 fairseq: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.  
 [https://github.com/pytorch/fairseq](https://github.com/pytorch/fairseq)  
 73 stars per week over 287 weeks  
-21,058 stars, 5,271 forks, 359 watches  
+21,071 stars, 5,271 forks, 358 watches  
 created 2017-08-29, last commit 2023-02-23, main language Python  
 <sub><sup>artificial-intelligence, python, pytorch</sup></sub>
 
 
-### [ChatGPT](https://github.com/acheong08/chatgpt) by [acheong08](https://github.com/acheong08)  
-ChatGPT: Reverse engineered ChatGPT API  
-[https://github.com/acheong08/chatgpt](https://github.com/acheong08/chatgpt)  
-1523 stars per week over 12 weeks  
-19,594 stars, 3,012 forks, 210 watches  
-created 2022-12-03, last commit 2023-03-03, main language Python  
-<sub><sup>chatgpt, cli, gptchat, library, pypi-package, revchatgpt</sup></sub>
+### [llama](https://github.com/facebookresearch/llama) by [facebookresearch](https://github.com/facebookresearch)  
+llama: Inference code for LLaMA models  
+[https://github.com/facebookresearch/llama](https://github.com/facebookresearch/llama)  
+2540 stars per week over 2 weeks  
+6,895 stars, 708 forks, 87 watches  
+created 2023-02-14, last commit 2023-03-04, main language Python  
 
 
-### [gpt-2](https://github.com/openai/gpt-2) by [openai](https://github.com/openai)  
-gpt-2: Code for the paper "Language Models are Unsupervised Multitask Learners"  
-[https://openai.com/blog/better-language-models/](https://openai.com/blog/better-language-models/)  
-[https://github.com/openai/gpt-2](https://github.com/openai/gpt-2)  
-82 stars per week over 211 weeks  
-17,408 stars, 4,382 forks, 599 watches  
-created 2019-02-11, last commit 2020-12-02, main language Python  
-<sub><sup>paper</sup></sub>
+### [flair](https://github.com/flairnlp/flair) by [flairnlp](https://github.com/flairnlp)  
+flair: A very simple framework for state-of-the-art Natural Language Processing (NLP)  
+[https://github.com/flairnlp/flair](https://github.com/flairnlp/flair)  
+50 stars per week over 246 weeks  
+12,538 stars, 1,999 forks, 202 watches  
+created 2018-06-11, last commit 2023-03-03, main language Python  
+<sub><sup>machine-learning, named-entity-recognition, natural-language-processing, nlp, pytorch, semantic-role-labeling, sequence-labeling, word-embeddings</sup></sub>
 
 
-### [datasets](https://github.com/huggingface/datasets) by [huggingface](https://github.com/huggingface)  
-datasets: 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools  
-[https://huggingface.co/docs/datasets](https://huggingface.co/docs/datasets)  
-[https://github.com/huggingface/datasets](https://github.com/huggingface/datasets)  
-100 stars per week over 153 weeks  
-15,381 stars, 2,040 forks, 262 watches  
-created 2020-03-26, last commit 2023-03-02, main language Python  
-<sub><sup>computer-vision, datasets, deep-learning, evaluation, hacktoberfest, machine-learning, metrics, natural-language-processing, nlp, numpy, pandas, pytorch, speech, tensorflow</sup></sub>
+### [speechbrain](https://github.com/speechbrain/speechbrain)  
+speechbrain: A PyTorch-based Speech Toolkit  
+[http://speechbrain.github.io](http://speechbrain.github.io)  
+[https://github.com/speechbrain/speechbrain](https://github.com/speechbrain/speechbrain)  
+36 stars per week over 148 weeks  
+5,413 stars, 1,023 forks, 115 watches  
+created 2020-04-28, last commit 2023-03-03, main language Python  
+<sub><sup>asr, audio, audio-processing, deep-learning, huggingface, language-model, pytorch, speaker-diarization, speaker-recognition, speaker-verification, speech-enhancement, speech-processing, speech-recognition, speech-separation, speech-to-text, speech-toolkit, speechrecognition, spoken-language-understanding, transformers, voice-recognition</sup></sub>
 
 
-### [gensim](https://github.com/rare-technologies/gensim) by [rare-technologies](https://github.com/rare-technologies)  
-gensim: Topic Modelling for Humans  
-[https://radimrehurek.com/gensim](https://radimrehurek.com/gensim)  
-[https://github.com/rare-technologies/gensim](https://github.com/rare-technologies/gensim)  
-22 stars per week over 629 weeks  
-14,011 stars, 4,325 forks, 430 watches  
-created 2011-02-10, last commit 2023-02-17, main language Python  
-<sub><sup>data-mining, data-science, document-similarity, fasttext, gensim, information-retrieval, machine-learning, natural-language-processing, neural-network, nlp, python, topic-modeling, word-embeddings, word-similarity, word2vec</sup></sub>
+### [espnet](https://github.com/espnet/espnet)  
+espnet: End-to-End Speech Processing Toolkit  
+[https://espnet.github.io/espnet/](https://espnet.github.io/espnet/)  
+[https://github.com/espnet/espnet](https://github.com/espnet/espnet)  
+22 stars per week over 272 weeks  
+6,152 stars, 1,856 forks, 176 watches  
+created 2017-12-13, last commit 2023-03-03, main language Python  
+<sub><sup>chainer, deep-learning, end-to-end, kaldi, machine-translation, pytorch, singing-voice-synthesis, speaker-diarization, speech-enhancement, speech-recognition, speech-separation, speech-synthesis, speech-translation, spoken-language-understanding, voice-conversion</sup></sub>
 
 
-### [minGPT](https://github.com/karpathy/mingpt) by [karpathy](https://github.com/karpathy)  
-minGPT: A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training  
-[https://github.com/karpathy/mingpt](https://github.com/karpathy/mingpt)  
-100 stars per week over 132 weeks  
-13,274 stars, 1,510 forks, 228 watches  
-created 2020-08-17, last commit 2023-01-08, main language Python  
+### [NeMo](https://github.com/nvidia/nemo) by [nvidia](https://github.com/nvidia)  
+NeMo: a toolkit for conversational AI  
+[https://nvidia.github.io/NeMo/](https://nvidia.github.io/NeMo/)  
+[https://github.com/nvidia/nemo](https://github.com/nvidia/nemo)  
+30 stars per week over 186 weeks  
+5,790 stars, 1,406 forks, 139 watches  
+created 2019-08-05, last commit 2023-03-02, main language Python  
+<sub><sup>asr, deep-learning, language-model, machine-translation, neural-network, nlp, nlp-machine-learning, nmt, speaker-diarization, speaker-recognition, speech-recognition, speech-synthesis, speech-to-text, text-normalization, text-to-speech, tts</sup></sub>
 
 
-### [ChatterBot](https://github.com/gunthercox/chatterbot) by [gunthercox](https://github.com/gunthercox)  
-ChatterBot is a machine learning, conversational dialog engine for creating chat bots  
-[https://chatterbot.readthedocs.io](https://chatterbot.readthedocs.io)  
-[https://github.com/gunthercox/chatterbot](https://github.com/gunthercox/chatterbot)  
-29 stars per week over 439 weeks  
-12,971 stars, 4,248 forks, 551 watches  
-created 2014-09-28, last commit 2021-06-01, main language Python  
-<sub><sup>bot, chatbot, chatterbot, conversation, language, machine-learning, python</sup></sub>
+### [paper-qa](https://github.com/whitead/paper-qa) by [whitead](https://github.com/whitead)  
+paper-qa: LLM Chain for answering questions from documents with citations  
+[https://github.com/whitead/paper-qa](https://github.com/whitead/paper-qa)  
+249 stars per week over 4 weeks  
+997 stars, 66 forks, 21 watches  
+created 2023-02-05, last commit 2023-03-02, main language Python  
 
 
-### [flair](https://github.com/flairnlp/flair) by [flairnlp](https://github.com/flairnlp)  
-flair: A very simple framework for state-of-the-art Natural Language Processing (NLP)  
-[https://github.com/flairnlp/flair](https://github.com/flairnlp/flair)  
-50 stars per week over 246 weeks  
-12,534 stars, 1,997 forks, 202 watches  
-created 2018-06-11, last commit 2023-02-22, main language Python  
-<sub><sup>machine-learning, named-entity-recognition, natural-language-processing, nlp, pytorch, semantic-role-labeling, sequence-labeling, word-embeddings</sup></sub>
+### [BERTopic](https://github.com/maartengr/bertopic) by [maartengr](https://github.com/maartengr)  
+BERTopic: Leveraging BERT and c-TF-IDF to create easily interpretable topics.   
+[https://maartengr.github.io/BERTopic/](https://maartengr.github.io/BERTopic/)  
+[https://github.com/maartengr/bertopic](https://github.com/maartengr/bertopic)  
+30 stars per week over 127 weeks  
+3,870 stars, 490 forks, 44 watches  
+created 2020-09-22, last commit 2023-03-02, main language Python  
+<sub><sup>bert, ldavis, machine-learning, nlp, sentence-embeddings, topic, topic-modeling, topic-modelling, topic-models, transformers</sup></sub>
 
 
-### [nltk](https://github.com/nltk/nltk)  
-NLTK Source  
-[https://www.nltk.org](https://www.nltk.org)  
-[https://github.com/nltk/nltk](https://github.com/nltk/nltk)  
-16 stars per week over 703 weeks  
-11,581 stars, 2,696 forks, 468 watches  
-created 2009-09-07, last commit 2023-02-20, main language Python  
-<sub><sup>machine-learning, natural-language-processing, nlp, nltk, python</sup></sub>
+### [doccano](https://github.com/doccano/doccano)  
+doccano: Open source annotation tool for machine learning practitioners.  
+[https://doccano.herokuapp.com](https://doccano.herokuapp.com)  
+[https://github.com/doccano/doccano](https://github.com/doccano/doccano)  
+29 stars per week over 251 weeks  
+7,406 stars, 1,496 forks, 125 watches  
+created 2018-05-09, last commit 2023-03-03, main language Python  
+<sub><sup>annotation-tool, data-labeling, dataset, datasets, machine-learning, natural-language-processing, nuxt, nuxtjs, python, text-annotation, vue, vuejs</sup></sub>
 
 
-### [allennlp](https://github.com/allenai/allennlp) by [allenai](https://github.com/allenai)  
-allennlp: An open-source NLP research library, built on PyTorch.  
-[http://www.allennlp.org](http://www.allennlp.org)  
-[https://github.com/allenai/allennlp](https://github.com/allenai/allennlp)  
-37 stars per week over 302 weeks  
-11,412 stars, 2,242 forks, 281 watches  
-created 2017-05-15, last commit 2022-11-22, main language Python  
-<sub><sup>data-science, deep-learning, natural-language-processing, nlp, python, pytorch</sup></sub>
+### [gensim](https://github.com/rare-technologies/gensim) by [rare-technologies](https://github.com/rare-technologies)  
+gensim: Topic Modelling for Humans  
+[https://radimrehurek.com/gensim](https://radimrehurek.com/gensim)  
+[https://github.com/rare-technologies/gensim](https://github.com/rare-technologies/gensim)  
+22 stars per week over 629 weeks  
+14,019 stars, 4,327 forks, 430 watches  
+created 2011-02-10, last commit 2023-03-03, main language Python  
+<sub><sup>data-mining, data-science, document-similarity, fasttext, gensim, information-retrieval, machine-learning, natural-language-processing, neural-network, nlp, python, topic-modeling, word-embeddings, word-similarity, word2vec</sup></sub>
 
 
 ### [unilm](https://github.com/microsoft/unilm) by [microsoft](https://github.com/microsoft)  
 unilm: Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities  
 [https://aka.ms/nlpagi](https://aka.ms/nlpagi)  
 [https://github.com/microsoft/unilm](https://github.com/microsoft/unilm)  
-52 stars per week over 188 weeks  
-9,848 stars, 1,597 forks, 248 watches  
+53 stars per week over 188 weeks  
+10,064 stars, 1,605 forks, 251 watches  
 created 2019-07-23, last commit 2023-03-01, main language Python  
 <sub><sup>beit, beit-3, deepnet, document-ai, document-foundation-model, foundation-models, language-generation, layoutlm, layoutxlm, llm, minilm, mllm, multimodal, multimodal-pre-trained-model, nlp, pre-trained-model, small-pre-trained-model, trocr, unilm, xlm-e</sup></sub>
 
@@ -135,151 +189,175 @@ ParlAI: A framework for training and evaluating AI models on a variety of openly
 [https://parl.ai](https://parl.ai)  
 [https://github.com/facebookresearch/parlai](https://github.com/facebookresearch/parlai)  
 32 stars per week over 305 weeks  
-9,830 stars, 1,999 forks, 292 watches  
+9,832 stars, 2,001 forks, 292 watches  
 created 2017-04-24, last commit 2023-02-24, main language Python  
 
 
+### [setfit](https://github.com/huggingface/setfit) by [huggingface](https://github.com/huggingface)  
+setfit: Efficient few-shot learning with Sentence Transformers  
+[https://github.com/huggingface/setfit](https://github.com/huggingface/setfit)  
+32 stars per week over 35 weeks  
+1,164 stars, 118 forks, 16 watches  
+created 2022-06-30, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>few-shot-learning, nlp, sentence-transformers</sup></sub>
+
+
 ### [sentence-transformers](https://github.com/ukplab/sentence-transformers) by [ukplab](https://github.com/ukplab)  
 sentence-transformers: Multilingual Sentence & Image Embeddings with BERT  
 [https://www.SBERT.net](https://www.SBERT.net)  
 [https://github.com/ukplab/sentence-transformers](https://github.com/ukplab/sentence-transformers)  
 50 stars per week over 188 weeks  
-9,557 stars, 1,869 forks, 119 watches  
+9,570 stars, 1,869 forks, 119 watches  
 created 2019-07-24, last commit 2023-01-26, main language Python  
 
 
-### [TextBlob](https://github.com/sloria/textblob) by [sloria](https://github.com/sloria)  
-TextBlob: Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.  
-[https://textblob.readthedocs.io/](https://textblob.readthedocs.io/)  
-[https://github.com/sloria/textblob](https://github.com/sloria/textblob)  
-16 stars per week over 504 weeks  
-8,453 stars, 1,112 forks, 270 watches  
-created 2013-06-30, last commit 2021-10-22, main language Python  
-<sub><sup>natural-language-processing, nlp, nltk, pattern, python, python-2, python-3</sup></sub>
+### [BioGPT](https://github.com/microsoft/biogpt) by [microsoft](https://github.com/microsoft)  
+microsoft/biogpt  
+[https://github.com/microsoft/biogpt](https://github.com/microsoft/biogpt)  
+114 stars per week over 28 weeks  
+3,312 stars, 312 forks, 61 watches  
+created 2022-08-15, last commit 2023-02-13, main language Python  
 
 
-### [pattern](https://github.com/clips/pattern) by [clips](https://github.com/clips)  
-pattern: Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.  
-[https://github.com/clips/pattern/wiki](https://github.com/clips/pattern/wiki)  
-[https://github.com/clips/pattern](https://github.com/clips/pattern)  
-13 stars per week over 617 weeks  
-8,424 stars, 1,597 forks, 547 watches  
-created 2011-05-03, last commit 2020-04-25, main language Python  
-<sub><sup>machine-learning, natural-language-processing, network-analysis, python, sentiment-analysis, web-mining, wordnet</sup></sub>
+### [nltk](https://github.com/nltk/nltk)  
+NLTK Source  
+[https://www.nltk.org](https://www.nltk.org)  
+[https://github.com/nltk/nltk](https://github.com/nltk/nltk)  
+16 stars per week over 703 weeks  
+11,586 stars, 2,696 forks, 468 watches  
+created 2009-09-07, last commit 2023-02-20, main language Python  
+<sub><sup>machine-learning, natural-language-processing, nlp, nltk, python</sup></sub>
 
 
-### [doccano](https://github.com/doccano/doccano)  
-doccano: Open source annotation tool for machine learning practitioners.  
-[https://doccano.herokuapp.com](https://doccano.herokuapp.com)  
-[https://github.com/doccano/doccano](https://github.com/doccano/doccano)  
-29 stars per week over 251 weeks  
-7,399 stars, 1,494 forks, 125 watches  
-created 2018-05-09, last commit 2023-03-02, main language Python  
-<sub><sup>annotation-tool, data-labeling, dataset, datasets, machine-learning, natural-language-processing, nuxt, nuxtjs, python, text-annotation, vue, vuejs</sup></sub>
+### [txtai](https://github.com/neuml/txtai) by [neuml](https://github.com/neuml)  
+txtai: 💡 Build AI-powered semantic search applications   
+[https://neuml.github.io/txtai](https://neuml.github.io/txtai)  
+[https://github.com/neuml/txtai](https://github.com/neuml/txtai)  
+26 stars per week over 134 weeks  
+3,515 stars, 303 forks, 62 watches  
+created 2020-08-09, last commit 2023-03-03, main language Python  
+<sub><sup>api, audio-search, cloud-native, contextual-search, deep-learning, document-search, image-search, machine-learning, machine-learning-pipelines, machine-learning-workflows, microservice, neural-search, nlp, python, search, semantic-search, similarity-search, txtai, vector-search, video-search</sup></sub>
 
 
-### [gpt-neo](https://github.com/eleutherai/gpt-neo) by [eleutherai](https://github.com/eleutherai)  
-gpt-neo: An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.  
-[https://www.eleuther.ai](https://www.eleuther.ai)  
-[https://github.com/eleutherai/gpt-neo](https://github.com/eleutherai/gpt-neo)  
-51 stars per week over 138 weeks  
-7,202 stars, 719 forks, 171 watches  
-created 2020-07-05, last commit 2022-02-25, main language Python  
-<sub><sup>gpt, gpt-2, gpt-3, language-model, transformers</sup></sub>
+### [argilla](https://github.com/recognai/rubrix) by [recognai](https://github.com/recognai)  
+argilla: ✨ Open-source tool for data-centric NLP. Argilla helps domain experts and data teams to build better NLP datasets in less time.  
+[https://docs.argilla.io](https://docs.argilla.io)  
+[https://github.com/recognai/rubrix](https://github.com/recognai/rubrix)  
+17 stars per week over 96 weeks  
+1,668 stars, 155 forks, 19 watches  
+created 2021-04-28, last commit 2023-03-03, main language Python  
+<sub><sup>active-learning, annotation-tool, artificial-intelligence, data-science, dataops, developer-tools, hacktoberfest, human-in-the-loop, knowledge-graph, machine-learning, mlops, natural-language-processing, nlp, python, spacy, text-annotation, text-classification, text-labeling, weak-supervision, weakly-supervised-learning</sup></sub>
 
 
-### [espnet](https://github.com/espnet/espnet)  
-espnet: End-to-End Speech Processing Toolkit  
-[https://espnet.github.io/espnet/](https://espnet.github.io/espnet/)  
-[https://github.com/espnet/espnet](https://github.com/espnet/espnet)  
-22 stars per week over 272 weeks  
-6,146 stars, 1,856 forks, 176 watches  
-created 2017-12-13, last commit 2023-03-02, main language Python  
-<sub><sup>chainer, deep-learning, end-to-end, kaldi, machine-translation, pytorch, singing-voice-synthesis, speaker-diarization, speech-enhancement, speech-recognition, speech-separation, speech-synthesis, speech-translation, spoken-language-understanding, voice-conversion</sup></sub>
+### [allennlp](https://github.com/allenai/allennlp) by [allenai](https://github.com/allenai)  
+allennlp: An open-source NLP research library, built on PyTorch.  
+[http://www.allennlp.org](http://www.allennlp.org)  
+[https://github.com/allenai/allennlp](https://github.com/allenai/allennlp)  
+37 stars per week over 302 weeks  
+11,413 stars, 2,242 forks, 281 watches  
+created 2017-05-15, last commit 2022-11-22, main language Python  
+<sub><sup>data-science, deep-learning, natural-language-processing, nlp, python, pytorch</sup></sub>
 
 
-### [NeMo](https://github.com/nvidia/nemo) by [nvidia](https://github.com/nvidia)  
-NeMo: a toolkit for conversational AI  
-[https://nvidia.github.io/NeMo/](https://nvidia.github.io/NeMo/)  
-[https://github.com/nvidia/nemo](https://github.com/nvidia/nemo)  
-30 stars per week over 186 weeks  
-5,778 stars, 1,405 forks, 139 watches  
-created 2019-08-05, last commit 2023-03-02, main language Python  
-<sub><sup>asr, deep-learning, language-model, machine-translation, neural-network, nlp, nlp-machine-learning, nmt, speaker-diarization, speaker-recognition, speech-recognition, speech-synthesis, speech-to-text, text-normalization, text-to-speech, tts</sup></sub>
+### [minGPT](https://github.com/karpathy/mingpt) by [karpathy](https://github.com/karpathy)  
+minGPT: A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training  
+[https://github.com/karpathy/mingpt](https://github.com/karpathy/mingpt)  
+100 stars per week over 132 weeks  
+13,298 stars, 1,514 forks, 229 watches  
+created 2020-08-17, last commit 2023-01-08, main language Python  
 
 
-### [PaLM-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch) by [lucidrains](https://github.com/lucidrains)  
-PaLM-rlhf-pytorch: Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM  
-[https://github.com/lucidrains/palm-rlhf-pytorch](https://github.com/lucidrains/palm-rlhf-pytorch)  
-459 stars per week over 12 weeks  
-5,516 stars, 430 forks, 109 watches  
-created 2022-12-09, last commit 2023-03-01, main language Python  
-<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, human-feedback, reinforcement-learning, transformers</sup></sub>
+### [cramming](https://github.com/jonasgeiping/cramming) by [jonasgeiping](https://github.com/jonasgeiping)  
+Cramming the training of a (BERT-type) language model into limited compute.  
+[https://github.com/jonasgeiping/cramming](https://github.com/jonasgeiping/cramming)  
+101 stars per week over 9 weeks  
+953 stars, 61 forks, 20 watches  
+created 2022-12-29, last commit 2023-02-19, main language Python  
+<sub><sup>english-language, language-model, machine-learning</sup></sub>
 
 
-### [speechbrain](https://github.com/speechbrain/speechbrain)  
-speechbrain: A PyTorch-based Speech Toolkit  
-[http://speechbrain.github.io](http://speechbrain.github.io)  
-[https://github.com/speechbrain/speechbrain](https://github.com/speechbrain/speechbrain)  
-36 stars per week over 148 weeks  
-5,409 stars, 1,023 forks, 115 watches  
-created 2020-04-28, last commit 2023-03-02, main language Python  
-<sub><sup>asr, audio, audio-processing, deep-learning, huggingface, language-model, pytorch, speaker-diarization, speaker-recognition, speaker-verification, speech-enhancement, speech-processing, speech-recognition, speech-separation, speech-to-text, speech-toolkit, speechrecognition, spoken-language-understanding, transformers, voice-recognition</sup></sub>
+### [EasyNLP](https://github.com/alibaba/easynlp) by [alibaba](https://github.com/alibaba)  
+EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit  
+[https://github.com/alibaba/easynlp](https://github.com/alibaba/easynlp)  
+30 stars per week over 47 weeks  
+1,460 stars, 185 forks, 31 watches  
+created 2022-04-06, last commit 2023-02-26, main language Python  
+<sub><sup>bert, deep-learning, fewshot-learning, knowledge-distillation, knowledge-pretraining, machine-learning, nlp, pretrained-models, pytorch, text-classification, text-image-retrieval, text-to-image-synthesis, transfer-learning, transformers</sup></sub>
+
+
+### [ChatterBot](https://github.com/gunthercox/chatterbot) by [gunthercox](https://github.com/gunthercox)  
+ChatterBot is a machine learning, conversational dialog engine for creating chat bots  
+[https://chatterbot.readthedocs.io](https://chatterbot.readthedocs.io)  
+[https://github.com/gunthercox/chatterbot](https://github.com/gunthercox/chatterbot)  
+29 stars per week over 440 weeks  
+12,973 stars, 4,247 forks, 551 watches  
+created 2014-09-28, last commit 2021-06-01, main language Python  
+<sub><sup>bot, chatbot, chatterbot, conversation, language, machine-learning, python</sup></sub>
 
 
 ### [mesh-transformer-jax](https://github.com/kingoflolz/mesh-transformer-jax) by [kingoflolz](https://github.com/kingoflolz)  
 mesh-transformer-jax: Model parallel transformers in JAX and Haiku  
 [https://github.com/kingoflolz/mesh-transformer-jax](https://github.com/kingoflolz/mesh-transformer-jax)  
-52 stars per week over 102 weeks  
-5,388 stars, 772 forks, 92 watches  
+52 stars per week over 103 weeks  
+5,398 stars, 773 forks, 92 watches  
 created 2021-03-13, last commit 2023-01-12, main language Python  
 
 
-### [textgenrnn](https://github.com/minimaxir/textgenrnn) by [minimaxir](https://github.com/minimaxir)  
-textgenrnn: Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.  
-[https://github.com/minimaxir/textgenrnn](https://github.com/minimaxir/textgenrnn)  
-16 stars per week over 290 weeks  
-4,866 stars, 751 forks, 138 watches  
-created 2017-08-07, last commit 2020-07-14, main language Python  
-<sub><sup>deep-learning, keras, python, tensorflow, text-generation</sup></sub>
+### [lightseq](https://github.com/bytedance/lightseq) by [bytedance](https://github.com/bytedance)  
+LightSeq: A High Performance Library for Sequence Processing and Generation  
+[https://github.com/bytedance/lightseq](https://github.com/bytedance/lightseq)  
+15 stars per week over 169 weeks  
+2,602 stars, 297 forks, 53 watches  
+created 2019-12-06, last commit 2023-03-03, main language C++  
+<sub><sup>accelerate, bart, beam-search, bert, cuda, diverse-decoding, gpt, inference, multilingual-nmt, sampling, training, transformer</sup></sub>
 
 
-### [DrQA](https://github.com/facebookresearch/drqa) by [facebookresearch](https://github.com/facebookresearch)  
-DrQA: Reading Wikipedia to Answer Open-Domain Questions  
-[https://github.com/facebookresearch/drqa](https://github.com/facebookresearch/drqa)  
-14 stars per week over 295 weeks  
-4,349 stars, 904 forks, 165 watches  
-created 2017-07-07, last commit 2021-05-18, main language Python  
+### [gpt-2](https://github.com/openai/gpt-2) by [openai](https://github.com/openai)  
+gpt-2: Code for the paper "Language Models are Unsupervised Multitask Learners"  
+[https://openai.com/blog/better-language-models/](https://openai.com/blog/better-language-models/)  
+[https://github.com/openai/gpt-2](https://github.com/openai/gpt-2)  
+82 stars per week over 211 weeks  
+17,453 stars, 4,391 forks, 601 watches  
+created 2019-02-11, last commit 2020-12-02, main language Python  
+<sub><sup>paper</sup></sub>
 
 
-### [BERTopic](https://github.com/maartengr/bertopic) by [maartengr](https://github.com/maartengr)  
-BERTopic: Leveraging BERT and c-TF-IDF to create easily interpretable topics.   
-[https://maartengr.github.io/BERTopic/](https://maartengr.github.io/BERTopic/)  
-[https://github.com/maartengr/bertopic](https://github.com/maartengr/bertopic)  
-30 stars per week over 127 weeks  
-3,850 stars, 490 forks, 44 watches  
-created 2020-09-22, last commit 2023-03-02, main language Python  
-<sub><sup>bert, ldavis, machine-learning, nlp, sentence-embeddings, topic, topic-modeling, topic-modelling, topic-models, transformers</sup></sub>
+### [featureform](https://github.com/featureform/embeddinghub)  
+featureform: The Virtual Feature Store. Turn your existing data infrastructure into a feature store.  
+[https://www.featureform.com](https://www.featureform.com)  
+[https://github.com/featureform/embeddinghub](https://github.com/featureform/embeddinghub)  
+9.77 stars per week over 124 weeks  
+1,214 stars, 46 forks, 13 watches  
+created 2020-10-16, last commit 2023-03-04, main language Go  
+<sub><sup>data-quality, data-science, embeddings, embeddings-similarity, feature-engineering, feature-store, hacktoberfest, machine-learning, ml, mlops, python, vector-database</sup></sub>
 
 
-### [nlpaug](https://github.com/makcedward/nlpaug) by [makcedward](https://github.com/makcedward)  
-nlpaug: Data augmentation for NLP   
-[https://makcedward.github.io/](https://makcedward.github.io/)  
-[https://github.com/makcedward/nlpaug](https://github.com/makcedward/nlpaug)  
-18 stars per week over 206 weeks  
-3,822 stars, 428 forks, 39 watches  
-created 2019-03-21, last commit 2022-07-07, main language Jupyter Notebook  
-<sub><sup>adversarial-attacks, adversarial-example, ai, artificial-intelligence, augmentation, data-science, machine-learning, ml, natural-language-processing, nlp</sup></sub>
+### [deepsparse](https://github.com/neuralmagic/deepsparse) by [neuralmagic](https://github.com/neuralmagic)  
+deepsparse: Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application  
+[https://github.com/neuralmagic/deepsparse](https://github.com/neuralmagic/deepsparse)  
+11 stars per week over 115 weeks  
+1,297 stars, 81 forks, 40 watches  
+created 2020-12-14, last commit 2023-03-02, main language Python  
+<sub><sup>auto-ml, computer-vision, cpu-inference-api, cpus, deepsparse-engine, inference, machinelearning, ml, nlp, object-detection, onnx, pretrained-models, pruning, pytorch, quantization, sparsification, sparsification-recipe, sparsified-models, tensorflow, yolov3</sup></sub>
 
 
-### [txtai](https://github.com/neuml/txtai) by [neuml](https://github.com/neuml)  
-txtai: 💡 Build AI-powered semantic search applications   
-[https://neuml.github.io/txtai](https://neuml.github.io/txtai)  
-[https://github.com/neuml/txtai](https://github.com/neuml/txtai)  
-26 stars per week over 133 weeks  
-3,513 stars, 303 forks, 62 watches  
-created 2020-08-09, last commit 2023-03-02, main language Python  
-<sub><sup>api, audio-search, cloud-native, contextual-search, deep-learning, document-search, image-search, machine-learning, machine-learning-pipelines, machine-learning-workflows, microservice, neural-search, nlp, python, search, semantic-search, similarity-search, txtai, vector-search, video-search</sup></sub>
+### [CodeGen](https://github.com/salesforce/codegen) by [salesforce](https://github.com/salesforce)  
+CodeGen is an open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.  
+[https://github.com/salesforce/codegen](https://github.com/salesforce/codegen)  
+47 stars per week over 48 weeks  
+2,316 stars, 176 forks, 43 watches  
+created 2022-03-28, last commit 2022-12-01, main language Python  
+<sub><sup>codex, generativemodel, languagemodel, llm, programsynthesis, tpu-acceleration</sup></sub>
+
+
+### [spacy-transformers](https://github.com/explosion/spacy-transformers) by [explosion](https://github.com/explosion)  
+spacy-transformers: 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy  
+[https://spacy.io/usage/embeddings-transformers](https://spacy.io/usage/embeddings-transformers)  
+[https://github.com/explosion/spacy-transformers](https://github.com/explosion/spacy-transformers)  
+6.45 stars per week over 188 weeks  
+1,214 stars, 156 forks, 30 watches  
+created 2019-07-26, last commit 2023-03-03, main language Python  
+<sub><sup>bert, google, gpt-2, huggingface, language-model, machine-learning, natural-language-processing, natural-language-understanding, nlp, openai, pytorch, pytorch-model, spacy, spacy-extension, spacy-pipeline, transfer-learning, xlnet</sup></sub>
 
 
 ### [layout-parser](https://github.com/layout-parser/layout-parser)  
@@ -287,187 +365,105 @@ layout-parser: A Unified Toolkit for Deep Learning Based Document Image Analysis
 [https://layout-parser.github.io/](https://layout-parser.github.io/)  
 [https://github.com/layout-parser/layout-parser](https://github.com/layout-parser/layout-parser)  
 24 stars per week over 142 weeks  
-3,496 stars, 350 forks, 60 watches  
+3,499 stars, 350 forks, 60 watches  
 created 2020-06-10, last commit 2022-08-06, main language Python  
 <sub><sup>computer-vision, deep-learning, detectron2, document-image-processing, document-layout-analysis, layout-analysis, layout-detection, layout-parser, object-detection, ocr</sup></sub>
 
 
-### [BioGPT](https://github.com/microsoft/biogpt) by [microsoft](https://github.com/microsoft)  
-microsoft/biogpt  
-[https://github.com/microsoft/biogpt](https://github.com/microsoft/biogpt)  
-115 stars per week over 28 weeks  
-3,290 stars, 311 forks, 61 watches  
-created 2022-08-15, last commit 2023-02-13, main language Python  
+### [gpt-neo](https://github.com/eleutherai/gpt-neo) by [eleutherai](https://github.com/eleutherai)  
+gpt-neo: An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.  
+[https://www.eleuther.ai](https://www.eleuther.ai)  
+[https://github.com/eleutherai/gpt-neo](https://github.com/eleutherai/gpt-neo)  
+51 stars per week over 139 weeks  
+7,211 stars, 723 forks, 170 watches  
+created 2020-07-05, last commit 2022-02-25, main language Python  
+<sub><sup>gpt, gpt-2, gpt-3, language-model, transformers</sup></sub>
+
+
+### [texthero](https://github.com/jbesomi/texthero) by [jbesomi](https://github.com/jbesomi)  
+texthero: Text preprocessing, representation and visualization from zero to hero.  
+[https://texthero.org](https://texthero.org)  
+[https://github.com/jbesomi/texthero](https://github.com/jbesomi/texthero)  
+17 stars per week over 151 weeks  
+2,709 stars, 229 forks, 43 watches  
+created 2020-04-06, last commit 2022-10-28, main language Python  
+<sub><sup>machine-learning, nlp, nlp-pipeline, text-clustering, text-mining, text-preprocessing, text-representation, text-visualization, texthero, word-embeddings</sup></sub>
 
 
 ### [gpt-2-simple](https://github.com/minimaxir/gpt-2-simple) by [minimaxir](https://github.com/minimaxir)  
 gpt-2-simple: Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts  
 [https://github.com/minimaxir/gpt-2-simple](https://github.com/minimaxir/gpt-2-simple)  
-15 stars per week over 202 weeks  
+15 stars per week over 203 weeks  
 3,178 stars, 652 forks, 74 watches  
 created 2019-04-13, last commit 2022-05-22, main language Python  
 <sub><sup>openai, tensorflow, text-generation, textgenrnn</sup></sub>
 
 
-### [textdistance](https://github.com/life4/textdistance) by [life4](https://github.com/life4)  
-textdistance: Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.  
-[https://github.com/life4/textdistance](https://github.com/life4/textdistance)  
-10 stars per week over 304 weeks  
-3,064 stars, 241 forks, 61 watches  
-created 2017-05-05, last commit 2022-09-18, main language Python  
-<sub><sup>algorithm, algorithms, damerau-levenshtein, damerau-levenshtein-distance, diff, distance, distance-calculation, hamming-distance, jellyfish, levenshtein, levenshtein-distance, python, textdistance</sup></sub>
-
-
-### [texthero](https://github.com/jbesomi/texthero) by [jbesomi](https://github.com/jbesomi)  
-texthero: Text preprocessing, representation and visualization from zero to hero.  
-[https://texthero.org](https://texthero.org)  
-[https://github.com/jbesomi/texthero](https://github.com/jbesomi/texthero)  
-17 stars per week over 151 weeks  
-2,711 stars, 229 forks, 43 watches  
-created 2020-04-06, last commit 2022-10-28, main language Python  
-<sub><sup>machine-learning, nlp, nlp-pipeline, text-clustering, text-mining, text-preprocessing, text-representation, text-visualization, texthero, word-embeddings</sup></sub>
+### [TextBlob](https://github.com/sloria/textblob) by [sloria](https://github.com/sloria)  
+TextBlob: Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.  
+[https://textblob.readthedocs.io/](https://textblob.readthedocs.io/)  
+[https://github.com/sloria/textblob](https://github.com/sloria/textblob)  
+16 stars per week over 505 weeks  
+8,454 stars, 1,114 forks, 269 watches  
+created 2013-06-30, last commit 2021-10-22, main language Python  
+<sub><sup>natural-language-processing, nlp, nltk, pattern, python, python-2, python-3</sup></sub>
 
 
-### [neuralcoref](https://github.com/huggingface/neuralcoref) by [huggingface](https://github.com/huggingface)  
-neuralcoref: ✨Fast Coreference Resolution in spaCy with Neural Networks  
-[https://huggingface.co/coref/](https://huggingface.co/coref/)  
-[https://github.com/huggingface/neuralcoref](https://github.com/huggingface/neuralcoref)  
-8.98 stars per week over 295 weeks  
-2,653 stars, 460 forks, 97 watches  
-created 2017-07-03, last commit 2021-06-22, main language C  
-<sub><sup>coreference, coreference-resolution, machine-learning, neural-networks, nlp, python, pytorch, spacy, spacy-extension, spacy-pipeline</sup></sub>
+### [nlpaug](https://github.com/makcedward/nlpaug) by [makcedward](https://github.com/makcedward)  
+nlpaug: Data augmentation for NLP   
+[https://makcedward.github.io/](https://makcedward.github.io/)  
+[https://github.com/makcedward/nlpaug](https://github.com/makcedward/nlpaug)  
+18 stars per week over 206 weeks  
+3,823 stars, 429 forks, 39 watches  
+created 2019-03-21, last commit 2022-07-07, main language Jupyter Notebook  
+<sub><sup>adversarial-attacks, adversarial-example, ai, artificial-intelligence, augmentation, data-science, machine-learning, ml, natural-language-processing, nlp</sup></sub>
 
 
 ### [Pretrained-Language-Model](https://github.com/huawei-noah/pretrained-language-model) by [huawei-noah](https://github.com/huawei-noah)  
 Pretrained-Language-Model: Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.  
 [https://github.com/huawei-noah/pretrained-language-model](https://github.com/huawei-noah/pretrained-language-model)  
 15 stars per week over 169 weeks  
-2,631 stars, 567 forks, 53 watches  
+2,632 stars, 567 forks, 53 watches  
 created 2019-12-02, last commit 2022-12-25, main language Python  
 <sub><sup>knowledge-distillation, large-scale-distributed, model-compression, pretrained-models, quantization</sup></sub>
 
 
-### [lightseq](https://github.com/bytedance/lightseq) by [bytedance](https://github.com/bytedance)  
-LightSeq: A High Performance Library for Sequence Processing and Generation  
-[https://github.com/bytedance/lightseq](https://github.com/bytedance/lightseq)  
-15 stars per week over 169 weeks  
-2,596 stars, 297 forks, 53 watches  
-created 2019-12-06, last commit 2023-03-02, main language C++  
-<sub><sup>accelerate, bart, beam-search, bert, cuda, diverse-decoding, gpt, inference, multilingual-nmt, sampling, training, transformer</sup></sub>
+### [fastRAG](https://github.com/intellabs/fastrag) by [intellabs](https://github.com/intellabs)  
+fastRAG: Efficient Retrieval Augmentation and Generation Framework  
+[https://github.com/intellabs/fastrag](https://github.com/intellabs/fastrag)  
+23 stars per week over 5 weeks  
+135 stars, 10 forks, 2 watches  
+created 2023-01-23, last commit 2023-03-01, main language Python  
+<sub><sup>benchmark, colbert, diffusion, information-retrieval, knowledge-graph, multi-modal, nlp, question-answering, semantic-search, sentence-transformers, summarization, transformers</sup></sub>
 
 
-### [Top2Vec](https://github.com/ddangelov/top2vec) by [ddangelov](https://github.com/ddangelov)  
-Top2Vec learns jointly embedded topic, document and word vectors.  
-[https://github.com/ddangelov/top2vec](https://github.com/ddangelov/top2vec)  
-15 stars per week over 154 weeks  
-2,441 stars, 336 forks, 38 watches  
-created 2020-03-20, last commit 2023-01-26, main language Python  
-<sub><sup>bert, document-embedding, pre-trained-language-models, semantic-search, sentence-encoder, sentence-transformers, text-search, text-semantic-similarity, top2vec, topic-modeling, topic-modelling, topic-search, topic-vector, word-embeddings</sup></sub>
-
-
-### [CodeGen](https://github.com/salesforce/codegen) by [salesforce](https://github.com/salesforce)  
-CodeGen is an open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.  
-[https://github.com/salesforce/codegen](https://github.com/salesforce/codegen)  
-47 stars per week over 48 weeks  
-2,306 stars, 174 forks, 43 watches  
-created 2022-03-28, last commit 2022-12-01, main language Python  
-<sub><sup>codex, generativemodel, languagemodel, llm, programsynthesis, tpu-acceleration</sup></sub>
-
-
-### [jellyfish](https://github.com/jamesturk/jellyfish) by [jamesturk](https://github.com/jamesturk)  
-jellyfish: 🪼 a python library for doing approximate and phonetic matching of strings.  
-[https://jamesturk.github.io/jellyfish/](https://jamesturk.github.io/jellyfish/)  
-[https://github.com/jamesturk/jellyfish](https://github.com/jamesturk/jellyfish)  
-2.72 stars per week over 660 weeks  
-1,795 stars, 152 forks, 42 watches  
-created 2010-07-09, last commit 2023-02-03, main language Python  
-<sub><sup>fuzzy-search, hacktoberfest, hamming, jaro-winkler, levenshtein, metaphone, python, soundex</sup></sub>
-
-
-### [aitextgen](https://github.com/minimaxir/aitextgen) by [minimaxir](https://github.com/minimaxir)  
-aitextgen: A robust Python tool for text-based AI training and generation using GPT-2.  
-[https://docs.aitextgen.io](https://docs.aitextgen.io)  
-[https://github.com/minimaxir/aitextgen](https://github.com/minimaxir/aitextgen)  
-10 stars per week over 165 weeks  
-1,696 stars, 194 forks, 37 watches  
-created 2019-12-29, last commit 2022-08-09, main language Python  
-
-
-### [argilla](https://github.com/recognai/rubrix) by [recognai](https://github.com/recognai)  
-argilla: ✨ Open-source tool for data-centric NLP. Argilla helps domain experts and data teams to build better NLP datasets in less time.  
-[https://docs.argilla.io](https://docs.argilla.io)  
-[https://github.com/recognai/rubrix](https://github.com/recognai/rubrix)  
-17 stars per week over 96 weeks  
-1,664 stars, 153 forks, 19 watches  
-created 2021-04-28, last commit 2023-03-02, main language Python  
-<sub><sup>active-learning, annotation-tool, artificial-intelligence, data-science, dataops, developer-tools, hacktoberfest, human-in-the-loop, knowledge-graph, machine-learning, mlops, natural-language-processing, nlp, python, spacy, text-annotation, text-classification, text-labeling, weak-supervision, weakly-supervised-learning</sup></sub>
-
-
-### [NeuroNER](https://github.com/franck-dernoncourt/neuroner) by [franck-dernoncourt](https://github.com/franck-dernoncourt)  
-NeuroNER: Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.  
-[http://neuroner.com](http://neuroner.com)  
-[https://github.com/franck-dernoncourt/neuroner](https://github.com/franck-dernoncourt/neuroner)  
-5.27 stars per week over 312 weeks  
-1,646 stars, 485 forks, 84 watches  
-created 2017-03-07, last commit 2019-10-02, main language Python  
-<sub><sup>deep-learning, machine-learning, named-entity-recognition, neural-networks, nlp, tensorflow</sup></sub>
+### [textgenrnn](https://github.com/minimaxir/textgenrnn) by [minimaxir](https://github.com/minimaxir)  
+textgenrnn: Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.  
+[https://github.com/minimaxir/textgenrnn](https://github.com/minimaxir/textgenrnn)  
+16 stars per week over 290 weeks  
+4,867 stars, 751 forks, 138 watches  
+created 2017-08-07, last commit 2020-07-14, main language Python  
+<sub><sup>deep-learning, keras, python, tensorflow, text-generation</sup></sub>
 
 
 ### [FARM](https://github.com/deepset-ai/farm) by [deepset-ai](https://github.com/deepset-ai)  
 FARM: :house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.  
 [https://farm.deepset.ai](https://farm.deepset.ai)  
 [https://github.com/deepset-ai/farm](https://github.com/deepset-ai/farm)  
-8.62 stars per week over 189 weeks  
-1,631 stars, 233 forks, 54 watches  
+8.61 stars per week over 189 weeks  
+1,632 stars, 233 forks, 54 watches  
 created 2019-07-17, last commit 2022-08-31, main language Python  
 <sub><sup>bert, deep-learning, germanbert, language-models, ner, nlp, nlp-framework, nlp-library, pretrained-models, pytorch, question-answering, roberta, transfer-learning, xlnet-pytorch</sup></sub>
 
 
-### [magnitude](https://github.com/plasticityai/magnitude) by [plasticityai](https://github.com/plasticityai)  
-magnitude: A fast, efficient universal vector embedding utility package.  
-[https://github.com/plasticityai/magnitude](https://github.com/plasticityai/magnitude)  
-5.95 stars per week over 261 weeks  
-1,559 stars, 113 forks, 37 watches  
-created 2018-02-24, last commit 2020-07-17, main language Python  
-<sub><sup>embeddings, fast, fasttext, gensim, glove, machine-learning, machine-learning-library, memory-efficient, natural-language-processing, nlp, python, vectors, word-embeddings, word2vec</sup></sub>
-
-
-### [EasyNLP](https://github.com/alibaba/easynlp) by [alibaba](https://github.com/alibaba)  
-EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit  
-[https://github.com/alibaba/easynlp](https://github.com/alibaba/easynlp)  
-30 stars per week over 47 weeks  
-1,459 stars, 185 forks, 31 watches  
-created 2022-04-06, last commit 2023-02-26, main language Python  
-<sub><sup>bert, deep-learning, fewshot-learning, knowledge-distillation, knowledge-pretraining, machine-learning, nlp, pretrained-models, pytorch, text-classification, text-image-retrieval, text-to-image-synthesis, transfer-learning, transformers</sup></sub>
-
-
-### [arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
-arxiv-vanity: Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.  
-[https://www.arxiv-vanity.com](https://www.arxiv-vanity.com)  
-[https://github.com/arxiv-vanity/arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
-4.78 stars per week over 289 weeks  
-1,385 stars, 89 forks, 22 watches  
-created 2017-08-12, last commit 2022-01-18, main language Python  
-<sub><sup>academic-publishing, arxiv, latex, science</sup></sub>
-
-
-### [language](https://github.com/google-research/language) by [google-research](https://github.com/google-research)  
-language: Shared repository for open-sourced projects from the Google AI Language team.  
-[https://ai.google/research/teams/language/](https://ai.google/research/teams/language/)  
-[https://github.com/google-research/language](https://github.com/google-research/language)  
-6.0 stars per week over 228 weeks  
-1,370 stars, 323 forks, 64 watches  
-created 2018-10-16, last commit 2023-02-23, main language Python  
-<sub><sup>machine-learning, natural-language-processing, research</sup></sub>
-
-
-### [deepsparse](https://github.com/neuralmagic/deepsparse) by [neuralmagic](https://github.com/neuralmagic)  
-deepsparse: Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application  
-[https://github.com/neuralmagic/deepsparse](https://github.com/neuralmagic/deepsparse)  
-11 stars per week over 115 weeks  
-1,293 stars, 81 forks, 40 watches  
-created 2020-12-14, last commit 2023-03-02, main language Python  
-<sub><sup>auto-ml, computer-vision, cpu-inference-api, cpus, deepsparse-engine, inference, machinelearning, ml, nlp, object-detection, onnx, pretrained-models, pruning, pytorch, quantization, sparsification, sparsification-recipe, sparsified-models, tensorflow, yolov3</sup></sub>
+### [pattern](https://github.com/clips/pattern) by [clips](https://github.com/clips)  
+pattern: Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.  
+[https://github.com/clips/pattern/wiki](https://github.com/clips/pattern/wiki)  
+[https://github.com/clips/pattern](https://github.com/clips/pattern)  
+13 stars per week over 617 weeks  
+8,428 stars, 1,597 forks, 547 watches  
+created 2011-05-03, last commit 2020-04-25, main language Python  
+<sub><sup>machine-learning, natural-language-processing, network-analysis, python, sentiment-analysis, web-mining, wordnet</sup></sub>
 
 
 ### [spacy-models](https://github.com/explosion/spacy-models) by [explosion](https://github.com/explosion)  
@@ -475,77 +471,142 @@ spacy-models: 💫  Models for the spaCy Natural Language Processing (NLP) libra
 [https://spacy.io](https://spacy.io)  
 [https://github.com/explosion/spacy-models](https://github.com/explosion/spacy-models)  
 4.04 stars per week over 311 weeks  
-1,258 stars, 283 forks, 49 watches  
+1,259 stars, 283 forks, 49 watches  
 created 2017-03-14, last commit 2023-01-23, main language Python  
 <sub><sup>machine-learning, machine-learning-models, models, natural-language-processing, nlp, spacy, spacy-models, statistical-models</sup></sub>
 
 
+### [aitextgen](https://github.com/minimaxir/aitextgen) by [minimaxir](https://github.com/minimaxir)  
+aitextgen: A robust Python tool for text-based AI training and generation using GPT-2.  
+[https://docs.aitextgen.io](https://docs.aitextgen.io)  
+[https://github.com/minimaxir/aitextgen](https://github.com/minimaxir/aitextgen)  
+10 stars per week over 166 weeks  
+1,697 stars, 194 forks, 37 watches  
+created 2019-12-29, last commit 2022-08-09, main language Python  
+
+
+### [Top2Vec](https://github.com/ddangelov/top2vec) by [ddangelov](https://github.com/ddangelov)  
+Top2Vec learns jointly embedded topic, document and word vectors.  
+[https://github.com/ddangelov/top2vec](https://github.com/ddangelov/top2vec)  
+15 stars per week over 154 weeks  
+2,443 stars, 337 forks, 38 watches  
+created 2020-03-20, last commit 2023-01-26, main language Python  
+<sub><sup>bert, document-embedding, pre-trained-language-models, semantic-search, sentence-encoder, sentence-transformers, text-search, text-semantic-similarity, top2vec, topic-modeling, topic-modelling, topic-search, topic-vector, word-embeddings</sup></sub>
+
+
 ### [tika-python](https://github.com/chrismattmann/tika-python) by [chrismattmann](https://github.com/chrismattmann)  
 Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.  
 [https://github.com/chrismattmann/tika-python](https://github.com/chrismattmann/tika-python)  
 2.75 stars per week over 453 weeks  
-1,244 stars, 226 forks, 38 watches  
+1,245 stars, 226 forks, 38 watches  
 created 2014-06-26, last commit 2023-01-22, main language Python  
 <sub><sup>buffer, covid-19, detection, extraction, memex, mime, nlp, nlp-library, nlp-machine-learning, parse, parser-interface, python, recognition, text-extraction, text-recognition, tika-python, tika-server, tika-server-jar, translation-interface, usc</sup></sub>
 
 
-### [spacy-transformers](https://github.com/explosion/spacy-transformers) by [explosion](https://github.com/explosion)  
-spacy-transformers: 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy  
-[https://spacy.io/usage/embeddings-transformers](https://spacy.io/usage/embeddings-transformers)  
-[https://github.com/explosion/spacy-transformers](https://github.com/explosion/spacy-transformers)  
-6.46 stars per week over 188 weeks  
-1,214 stars, 156 forks, 30 watches  
-created 2019-07-26, last commit 2023-02-17, main language Python  
-<sub><sup>bert, google, gpt-2, huggingface, language-model, machine-learning, natural-language-processing, natural-language-understanding, nlp, openai, pytorch, pytorch-model, spacy, spacy-extension, spacy-pipeline, transfer-learning, xlnet</sup></sub>
+### [python-dialogflow](https://github.com/dialogflow/dialogflow-python-client-v2) by [dialogflow](https://github.com/dialogflow)  
+python-dialogflow: Python client for Dialogflow: Design and integrate a conversational user interface into your applications and devices.  
+[https://dialogflow.com/](https://dialogflow.com/)  
+[https://github.com/dialogflow/dialogflow-python-client-v2](https://github.com/dialogflow/dialogflow-python-client-v2)  
+1.38 stars per week over 279 weeks  
+387 stars, 145 forks, 53 watches  
+created 2017-10-24, last commit 2023-03-04, main language Python  
+<sub><sup>dialogflow, machine-learning, python</sup></sub>
 
 
-### [featureform](https://github.com/featureform/embeddinghub)  
-featureform: The Virtual Feature Store. Turn your existing data infrastructure into a feature store.  
-[https://www.featureform.com](https://www.featureform.com)  
-[https://github.com/featureform/embeddinghub](https://github.com/featureform/embeddinghub)  
-9.77 stars per week over 124 weeks  
-1,211 stars, 46 forks, 13 watches  
-created 2020-10-16, last commit 2023-03-02, main language Go  
-<sub><sup>data-quality, data-science, embeddings, embeddings-similarity, feature-engineering, feature-store, hacktoberfest, machine-learning, ml, mlops, python, vector-database</sup></sub>
+### [DrQA](https://github.com/facebookresearch/drqa) by [facebookresearch](https://github.com/facebookresearch)  
+DrQA: Reading Wikipedia to Answer Open-Domain Questions  
+[https://github.com/facebookresearch/drqa](https://github.com/facebookresearch/drqa)  
+14 stars per week over 295 weeks  
+4,349 stars, 903 forks, 165 watches  
+created 2017-07-07, last commit 2021-05-18, main language Python  
 
 
-### [setfit](https://github.com/huggingface/setfit) by [huggingface](https://github.com/huggingface)  
-setfit: Efficient few-shot learning with Sentence Transformers  
-[https://github.com/huggingface/setfit](https://github.com/huggingface/setfit)  
-32 stars per week over 35 weeks  
-1,157 stars, 117 forks, 16 watches  
-created 2022-06-30, last commit 2023-02-28, main language Jupyter Notebook  
-<sub><sup>few-shot-learning, nlp, sentence-transformers</sup></sub>
+### [spacy-streamlit](https://github.com/explosion/spacy-streamlit) by [explosion](https://github.com/explosion)  
+spacy-streamlit: 👑 spaCy building blocks and visualizers for Streamlit apps  
+[https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py](https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py)  
+[https://github.com/explosion/spacy-streamlit](https://github.com/explosion/spacy-streamlit)  
+4.51 stars per week over 140 weeks  
+635 stars, 103 forks, 17 watches  
+created 2020-06-23, last commit 2023-02-27, main language Python  
+<sub><sup>dependency-parsing, machine-learning, named-entity-recognition, natural-language-processing, ner, nlp, part-of-speech-tagging, spacy, streamlit, text-classification, tokenization, visualizer, visualizers, word-vectors</sup></sub>
 
 
-### [cramming](https://github.com/jonasgeiping/cramming) by [jonasgeiping](https://github.com/jonasgeiping)  
-Cramming the training of a (BERT-type) language model into limited compute.  
-[https://github.com/jonasgeiping/cramming](https://github.com/jonasgeiping/cramming)  
-104 stars per week over 9 weeks  
-953 stars, 61 forks, 20 watches  
-created 2022-12-29, last commit 2023-02-19, main language Python  
-<sub><sup>english-language, language-model, machine-learning</sup></sub>
+### [neuralcoref](https://github.com/huggingface/neuralcoref) by [huggingface](https://github.com/huggingface)  
+neuralcoref: ✨Fast Coreference Resolution in spaCy with Neural Networks  
+[https://huggingface.co/coref/](https://huggingface.co/coref/)  
+[https://github.com/huggingface/neuralcoref](https://github.com/huggingface/neuralcoref)  
+8.97 stars per week over 295 weeks  
+2,653 stars, 460 forks, 97 watches  
+created 2017-07-03, last commit 2021-06-22, main language C  
+<sub><sup>coreference, coreference-resolution, machine-learning, neural-networks, nlp, python, pytorch, spacy, spacy-extension, spacy-pipeline</sup></sub>
 
 
-### [textstat](https://github.com/shivam5992/textstat) by [shivam5992](https://github.com/shivam5992)  
-textstat: :memo: python package to calculate readability statistics of a text object - paragraphs, sentences, articles.  
-[https://textstat.org](https://textstat.org)  
-[https://github.com/shivam5992/textstat](https://github.com/shivam5992/textstat)  
-2.03 stars per week over 454 weeks  
-923 stars, 148 forks, 17 watches  
-created 2014-06-18, last commit 2022-07-08, main language Python  
-<sub><sup>flesch-kincaid-grade, flesch-reading-ease, python, readability, smog, textstat</sup></sub>
+### [textdistance](https://github.com/life4/textdistance) by [life4](https://github.com/life4)  
+textdistance: Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.  
+[https://github.com/life4/textdistance](https://github.com/life4/textdistance)  
+10 stars per week over 304 weeks  
+3,064 stars, 241 forks, 61 watches  
+created 2017-05-05, last commit 2022-09-18, main language Python  
+<sub><sup>algorithm, algorithms, damerau-levenshtein, damerau-levenshtein-distance, diff, distance, distance-calculation, hamming-distance, jellyfish, levenshtein, levenshtein-distance, python, textdistance</sup></sub>
+
+
+### [jellyfish](https://github.com/jamesturk/jellyfish) by [jamesturk](https://github.com/jamesturk)  
+jellyfish: 🪼 a python library for doing approximate and phonetic matching of strings.  
+[https://jamesturk.github.io/jellyfish/](https://jamesturk.github.io/jellyfish/)  
+[https://github.com/jamesturk/jellyfish](https://github.com/jamesturk/jellyfish)  
+2.72 stars per week over 660 weeks  
+1,799 stars, 152 forks, 42 watches  
+created 2010-07-09, last commit 2023-02-03, main language Python  
+<sub><sup>fuzzy-search, hacktoberfest, hamming, jaro-winkler, levenshtein, metaphone, python, soundex</sup></sub>
 
 
 ### [skweak](https://github.com/norskregnesentral/skweak) by [norskregnesentral](https://github.com/norskregnesentral)  
 skweak: A software toolkit for weak supervision applied to NLP tasks  
 [https://github.com/norskregnesentral/skweak](https://github.com/norskregnesentral/skweak)  
-8.44 stars per week over 102 weeks  
-864 stars, 70 forks, 27 watches  
+8.42 stars per week over 102 weeks  
+865 stars, 70 forks, 27 watches  
 created 2021-03-16, last commit 2022-11-08, main language Python  
 <sub><sup>data-science, distant-supervision, natural-language-processing, nlp-library, nlp-machine-learning, python, spacy, training-data, weak-supervision</sup></sub>
 
 
+### [language](https://github.com/google-research/language) by [google-research](https://github.com/google-research)  
+language: Shared repository for open-sourced projects from the Google AI Language team.  
+[https://ai.google/research/teams/language/](https://ai.google/research/teams/language/)  
+[https://github.com/google-research/language](https://github.com/google-research/language)  
+5.99 stars per week over 228 weeks  
+1,371 stars, 323 forks, 64 watches  
+created 2018-10-16, last commit 2023-02-23, main language Python  
+<sub><sup>machine-learning, natural-language-processing, research</sup></sub>
+
+
+### [medical-chatgpt](https://github.com/lucidrains/medical-chatgpt) by [lucidrains](https://github.com/lucidrains)  
+medical-chatgpt: Implementation of ChatGPT, but tailored towards primary care medicine, with the reward being able to collect patient histories in a thorough and efficient manner and come up with a reasonable differential diagnosis  
+[https://github.com/lucidrains/medical-chatgpt](https://github.com/lucidrains/medical-chatgpt)  
+19 stars per week over 12 weeks  
+239 stars, 20 forks, 26 watches  
+created 2022-12-10, last commit 2023-02-27, main language Python  
+<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, medicine, transformers</sup></sub>
+
+
+### [P-tuning-v2](https://github.com/thudm/p-tuning-v2) by [thudm](https://github.com/thudm)  
+P-tuning-v2: An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks  
+[https://github.com/thudm/p-tuning-v2](https://github.com/thudm/p-tuning-v2)  
+8.21 stars per week over 72 weeks  
+595 stars, 72 forks, 26 watches  
+created 2021-10-14, last commit 2022-11-04, main language Python  
+<sub><sup>natural-language-processing, p-tuning, parameter-efficient-learning, pretrained-language-model, prompt-tuning</sup></sub>
+
+
+### [lambeq](https://github.com/cqcl/lambeq) by [cqcl](https://github.com/cqcl)  
+lambeq: A high-level Python library for Quantum Natural Language Processing  
+[https://cqcl.github.io/lambeq/](https://cqcl.github.io/lambeq/)  
+[https://github.com/cqcl/lambeq](https://github.com/cqcl/lambeq)  
+4.42 stars per week over 73 weeks  
+323 stars, 71 forks, 25 watches  
+created 2021-10-10, last commit 2023-01-09, main language Python  
+<sub><sup>python, qnlp</sup></sub>
+
+
 ### [spacy-stanza](https://github.com/explosion/spacy-stanza) by [explosion](https://github.com/explosion)  
 spacy-stanza: 💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy  
 [https://github.com/explosion/spacy-stanza](https://github.com/explosion/spacy-stanza)  
@@ -555,70 +616,108 @@ created 2019-01-31, last commit 2022-05-27, main language Python
 <sub><sup>corenlp, data-science, machine-learning, natural-language-processing, nlp, spacy, spacy-pipeline, stanford-corenlp, stanford-machine-learning, stanford-nlp, stanza</sup></sub>
 
 
+### [Styleformer](https://github.com/prithivirajdamodaran/styleformer) by [prithivirajdamodaran](https://github.com/prithivirajdamodaran)  
+Styleformer: A Neural Language Style Transfer framework to transfer natural language text smoothly between fine-grained language styles like formal/casual, active/passive, and many more. Created by Prithiviraj Damodaran. Open to pull requests and other forms of collaboration.  
+[https://github.com/prithivirajdamodaran/styleformer](https://github.com/prithivirajdamodaran/styleformer)  
+4.9 stars per week over 90 weeks  
+442 stars, 59 forks, 18 watches  
+created 2021-06-12, last commit 2022-12-27, main language Python  
+<sub><sup>active, formal-languages, informal-sentences, nlp, passive, slang, style-transfer, text-style, text-style-transfer, text-style-transfer-benchmark</sup></sub>
+
+
 ### [CodeT5](https://github.com/salesforce/codet5) by [salesforce](https://github.com/salesforce)  
 Code for CodeT5: a new code-aware pre-trained encoder-decoder model.  
 [https://arxiv.org/abs/2109.00859](https://arxiv.org/abs/2109.00859)  
 [https://github.com/salesforce/codet5](https://github.com/salesforce/codet5)  
 8.19 stars per week over 80 weeks  
-660 stars, 123 forks, 21 watches  
+662 stars, 124 forks, 22 watches  
 created 2021-08-16, last commit 2022-07-08, main language Python  
 <sub><sup>code-intelligence, language-model, nlp, programming-language, representation-learning</sup></sub>
 
 
-### [spacy-streamlit](https://github.com/explosion/spacy-streamlit) by [explosion](https://github.com/explosion)  
-spacy-streamlit: 👑 spaCy building blocks and visualizers for Streamlit apps  
-[https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py](https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py)  
-[https://github.com/explosion/spacy-streamlit](https://github.com/explosion/spacy-streamlit)  
-4.51 stars per week over 140 weeks  
-634 stars, 103 forks, 17 watches  
-created 2020-06-23, last commit 2023-02-27, main language Python  
-<sub><sup>dependency-parsing, machine-learning, named-entity-recognition, natural-language-processing, ner, nlp, part-of-speech-tagging, spacy, streamlit, text-classification, tokenization, visualizer, visualizers, word-vectors</sup></sub>
-
-
-### [lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp) by [lexpredict](https://github.com/lexpredict)  
-lexpredict-lexnlp: LexNLP by LexPredict  
-[https://github.com/lexpredict/lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp)  
-2.08 stars per week over 282 weeks  
-588 stars, 158 forks, 49 watches  
-created 2017-09-30, last commit 2022-08-10, main language HTML  
-<sub><sup>analytics, contracts, data, law, legal, legaltech, linguistics, ml, nlp</sup></sub>
+### [arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
+arxiv-vanity: Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.  
+[https://www.arxiv-vanity.com](https://www.arxiv-vanity.com)  
+[https://github.com/arxiv-vanity/arxiv-vanity](https://github.com/arxiv-vanity/arxiv-vanity)  
+4.78 stars per week over 290 weeks  
+1,386 stars, 89 forks, 22 watches  
+created 2017-08-12, last commit 2022-01-18, main language Python  
+<sub><sup>academic-publishing, arxiv, latex, science</sup></sub>
 
 
-### [Blackstone](https://github.com/iclrandd/blackstone) by [iclrandd](https://github.com/iclrandd)  
-Blackstone: :black_circle: A spaCy pipeline and model for NLP on unstructured legal text.  
-[https://research.iclr.co.uk](https://research.iclr.co.uk)  
-[https://github.com/iclrandd/blackstone](https://github.com/iclrandd/blackstone)  
-2.86 stars per week over 205 weeks  
-588 stars, 93 forks, 38 watches  
-created 2019-03-25, last commit 2021-01-31, main language Python  
-<sub><sup>caselaw, law, legaltech, nlp, spacy-models</sup></sub>
+### [sgpt](https://github.com/muennighoff/sgpt) by [muennighoff](https://github.com/muennighoff)  
+SGPT: GPT Sentence Embeddings for Semantic Search  
+[https://github.com/muennighoff/sgpt](https://github.com/muennighoff/sgpt)  
+4.78 stars per week over 55 weeks  
+264 stars, 27 forks, 6 watches  
+created 2022-02-11, last commit 2022-09-12, main language Jupyter Notebook  
+<sub><sup>gpt, information-retrieval, language-model, large-language-models, neural-search, retrieval, semantic-search, sentence-embeddings, sgpt, text-embedding</sup></sub>
 
 
-### [pySBD](https://github.com/nipunsadvilkar/pysbd) by [nipunsadvilkar](https://github.com/nipunsadvilkar)  
-pySBD: 🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.  
-[https://github.com/nipunsadvilkar/pysbd](https://github.com/nipunsadvilkar/pysbd)  
-1.92 stars per week over 298 weeks  
-575 stars, 67 forks, 10 watches  
-created 2017-06-11, last commit 2021-02-11, main language Python  
-<sub><sup>python, rule-based, segmentation, sentence, sentence-boundary-detection, sentence-tokenizer</sup></sub>
+### [transition-amr-parser](https://github.com/ibm/transition-amr-parser) by [ibm](https://github.com/ibm)  
+transition-amr-parser: SoTA Abstract Meaning Representation (AMR) parsing with word-node alignments in Pytorch. Includes checkpoints and other tools such as statistical significance Smatch.  
+[https://github.com/ibm/transition-amr-parser](https://github.com/ibm/transition-amr-parser)  
+0.98 stars per week over 177 weeks  
+174 stars, 40 forks, 9 watches  
+created 2019-10-08, last commit 2023-02-01, main language Python  
+<sub><sup>abstract-meaning-representation, amr, amr-graphs, amr-parser, amr-parsing, machine-learning, nlp, semantic-parsing</sup></sub>
 
 
 ### [whatlies](https://github.com/koaning/whatlies) by [koaning](https://github.com/koaning)  
 whatlies: Toolkit to help understand "what lies" in word embeddings. Also benchmarking!   
 [https://koaning.github.io/whatlies/](https://koaning.github.io/whatlies/)  
 [https://github.com/koaning/whatlies](https://github.com/koaning/whatlies)  
-2.86 stars per week over 157 weeks  
+2.86 stars per week over 158 weeks  
 452 stars, 50 forks, 14 watches  
 created 2020-02-22, last commit 2023-02-06, main language Python  
 <sub><sup>embeddings, nlp, visualisations</sup></sub>
 
 
-### [byt5](https://github.com/google-research/byt5) by [google-research](https://github.com/google-research)  
-google-research/byt5  
-[https://github.com/google-research/byt5](https://github.com/google-research/byt5)  
-4.48 stars per week over 92 weeks  
-413 stars, 25 forks, 11 watches  
-created 2021-05-26, last commit 2022-03-02, main language Python  
+### [textstat](https://github.com/shivam5992/textstat) by [shivam5992](https://github.com/shivam5992)  
+textstat: :memo: python package to calculate readability statistics of a text object - paragraphs, sentences, articles.  
+[https://textstat.org](https://textstat.org)  
+[https://github.com/shivam5992/textstat](https://github.com/shivam5992/textstat)  
+2.03 stars per week over 454 weeks  
+924 stars, 148 forks, 17 watches  
+created 2014-06-18, last commit 2022-07-08, main language Python  
+<sub><sup>flesch-kincaid-grade, flesch-reading-ease, python, readability, smog, textstat</sup></sub>
+
+
+### [NeuroNER](https://github.com/franck-dernoncourt/neuroner) by [franck-dernoncourt](https://github.com/franck-dernoncourt)  
+NeuroNER: Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.  
+[http://neuroner.com](http://neuroner.com)  
+[https://github.com/franck-dernoncourt/neuroner](https://github.com/franck-dernoncourt/neuroner)  
+5.26 stars per week over 312 weeks  
+1,646 stars, 485 forks, 84 watches  
+created 2017-03-07, last commit 2019-10-02, main language Python  
+<sub><sup>deep-learning, machine-learning, named-entity-recognition, neural-networks, nlp, tensorflow</sup></sub>
+
+
+### [magnitude](https://github.com/plasticityai/magnitude) by [plasticityai](https://github.com/plasticityai)  
+magnitude: A fast, efficient universal vector embedding utility package.  
+[https://github.com/plasticityai/magnitude](https://github.com/plasticityai/magnitude)  
+5.95 stars per week over 262 weeks  
+1,560 stars, 113 forks, 37 watches  
+created 2018-02-24, last commit 2020-07-17, main language Python  
+<sub><sup>embeddings, fast, fasttext, gensim, glove, machine-learning, machine-learning-library, memory-efficient, natural-language-processing, nlp, python, vectors, word-embeddings, word2vec</sup></sub>
+
+
+### [mutate](https://github.com/infinitylogesh/mutate) by [infinitylogesh](https://github.com/infinitylogesh)  
+mutate: A library to synthesize text datasets using Large Language Models (LLM)  
+[https://github.com/infinitylogesh/mutate](https://github.com/infinitylogesh/mutate)  
+2.27 stars per week over 61 weeks  
+140 stars, 11 forks, 3 watches  
+created 2021-12-29, last commit 2023-01-17, main language Python  
+<sub><sup>data-augmentation, data-labeling, language-model, nlp-library, text-generation</sup></sub>
+
+
+### [pySBD](https://github.com/nipunsadvilkar/pysbd) by [nipunsadvilkar](https://github.com/nipunsadvilkar)  
+pySBD: 🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.  
+[https://github.com/nipunsadvilkar/pysbd](https://github.com/nipunsadvilkar/pysbd)  
+1.92 stars per week over 299 weeks  
+575 stars, 67 forks, 10 watches  
+created 2017-06-11, last commit 2021-02-11, main language Python  
+<sub><sup>python, rule-based, segmentation, sentence, sentence-boundary-detection, sentence-tokenizer</sup></sub>
 
 
 ### [fonduer](https://github.com/hazyresearch/fonduer) by [hazyresearch](https://github.com/hazyresearch)  
@@ -631,94 +730,83 @@ created 2018-02-02, last commit 2021-06-23, main language Python
 <sub><sup>knowledge-base-construction, machine-learning, multimodality</sup></sub>
 
 
-### [python-dialogflow](https://github.com/dialogflow/dialogflow-python-client-v2) by [dialogflow](https://github.com/dialogflow)  
-python-dialogflow: Python client for Dialogflow: Design and integrate a conversational user interface into your applications and devices.  
-[https://dialogflow.com/](https://dialogflow.com/)  
-[https://github.com/dialogflow/dialogflow-python-client-v2](https://github.com/dialogflow/dialogflow-python-client-v2)  
-1.38 stars per week over 279 weeks  
-386 stars, 145 forks, 53 watches  
-created 2017-10-24, last commit 2023-03-01, main language Python  
-<sub><sup>dialogflow, machine-learning, python</sup></sub>
-
-
-### [lambeq](https://github.com/cqcl/lambeq) by [cqcl](https://github.com/cqcl)  
-lambeq: A high-level Python library for Quantum Natural Language Processing  
-[https://cqcl.github.io/lambeq/](https://cqcl.github.io/lambeq/)  
-[https://github.com/cqcl/lambeq](https://github.com/cqcl/lambeq)  
-4.44 stars per week over 72 weeks  
-323 stars, 71 forks, 25 watches  
-created 2021-10-10, last commit 2023-01-09, main language Python  
-<sub><sup>python, qnlp</sup></sub>
-
-
-### [grade-school-math](https://github.com/openai/grade-school-math) by [openai](https://github.com/openai)  
-openai/grade-school-math  
-[https://github.com/openai/grade-school-math](https://github.com/openai/grade-school-math)  
-4.29 stars per week over 71 weeks  
-306 stars, 64 forks, 9 watches  
-created 2021-10-20, last commit 2021-11-19, main language Python  
-
-
 ### [contractions](https://github.com/kootenpv/contractions) by [kootenpv](https://github.com/kootenpv)  
 contractions: Fixes contractions such as `you're` to `you are`  
 [https://github.com/kootenpv/contractions](https://github.com/kootenpv/contractions)  
-0.85 stars per week over 322 weeks  
+0.85 stars per week over 323 weeks  
 273 stars, 35 forks, 7 watches  
 created 2016-12-25, last commit 2022-11-15, main language Python  
 
 
-### [medical-chatgpt](https://github.com/lucidrains/medical-chatgpt) by [lucidrains](https://github.com/lucidrains)  
-medical-chatgpt: Implementation of ChatGPT, but tailored towards primary care medicine, with the reward being able to collect patient histories in a thorough and efficient manner and come up with a reasonable differential diagnosis  
-[https://github.com/lucidrains/medical-chatgpt](https://github.com/lucidrains/medical-chatgpt)  
-20 stars per week over 11 weeks  
-239 stars, 20 forks, 26 watches  
-created 2022-12-10, last commit 2023-02-27, main language Python  
-<sub><sup>artificial-intelligence, attention-mechanisms, deep-learning, medicine, transformers</sup></sub>
+### [BRIO](https://github.com/yixinl7/brio) by [yixinl7](https://github.com/yixinl7)  
+ACL 2022: BRIO: Bringing Order to Abstractive Summarization  
+[https://github.com/yixinl7/brio](https://github.com/yixinl7/brio)  
+4.38 stars per week over 50 weeks  
+222 stars, 38 forks, 2 watches  
+created 2022-03-15, last commit 2022-11-06, main language Python  
+<sub><sup>nlp, text-summarization</sup></sub>
 
 
 ### [s2orc-doc2json](https://github.com/allenai/s2orc-doc2json) by [allenai](https://github.com/allenai)  
 s2orc-doc2json: Parsers for scientific papers (PDF2JSON, TEX2JSON, JATS2JSON)  
 [https://github.com/allenai/s2orc-doc2json](https://github.com/allenai/s2orc-doc2json)  
-1.58 stars per week over 116 weeks  
+1.57 stars per week over 116 weeks  
 183 stars, 36 forks, 6 watches  
 created 2020-12-10, last commit 2022-12-09, main language Python  
 
 
-### [zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text) by [yoadtew](https://github.com/yoadtew)  
-zero-shot-image-to-text: Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic  
-[https://github.com/yoadtew/zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text)  
-2.76 stars per week over 66 weeks  
-182 stars, 26 forks, 7 watches  
-created 2021-11-26, last commit 2022-09-17, main language Python  
+### [lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp) by [lexpredict](https://github.com/lexpredict)  
+lexpredict-lexnlp: LexNLP by LexPredict  
+[https://github.com/lexpredict/lexpredict-lexnlp](https://github.com/lexpredict/lexpredict-lexnlp)  
+2.08 stars per week over 283 weeks  
+588 stars, 158 forks, 49 watches  
+created 2017-09-30, last commit 2022-08-10, main language HTML  
+<sub><sup>analytics, contracts, data, law, legal, legaltech, linguistics, ml, nlp</sup></sub>
 
 
-### [transition-amr-parser](https://github.com/ibm/transition-amr-parser) by [ibm](https://github.com/ibm)  
-transition-amr-parser: SoTA Abstract Meaning Representation (AMR) parsing with word-node alignments in Pytorch. Includes checkpoints and other tools such as statistical significance Smatch.  
-[https://github.com/ibm/transition-amr-parser](https://github.com/ibm/transition-amr-parser)  
-0.98 stars per week over 177 weeks  
-174 stars, 40 forks, 9 watches  
-created 2019-10-08, last commit 2023-02-01, main language Python  
-<sub><sup>abstract-meaning-representation, amr, amr-graphs, amr-parser, amr-parsing, machine-learning, nlp, semantic-parsing</sup></sub>
+### [grade-school-math](https://github.com/openai/grade-school-math) by [openai](https://github.com/openai)  
+openai/grade-school-math  
+[https://github.com/openai/grade-school-math](https://github.com/openai/grade-school-math)  
+4.33 stars per week over 71 weeks  
+310 stars, 65 forks, 9 watches  
+created 2021-10-20, last commit 2021-11-19, main language Python  
 
 
-### [mutate](https://github.com/infinitylogesh/mutate) by [infinitylogesh](https://github.com/infinitylogesh)  
-mutate: A library to synthesize text datasets using Large Language Models (LLM)  
-[https://github.com/infinitylogesh/mutate](https://github.com/infinitylogesh/mutate)  
-2.28 stars per week over 61 weeks  
-140 stars, 11 forks, 3 watches  
-created 2021-12-29, last commit 2023-01-17, main language Python  
-<sub><sup>data-augmentation, data-labeling, language-model, nlp-library, text-generation</sup></sub>
+### [Blackstone](https://github.com/iclrandd/blackstone) by [iclrandd](https://github.com/iclrandd)  
+Blackstone: :black_circle: A spaCy pipeline and model for NLP on unstructured legal text.  
+[https://research.iclr.co.uk](https://research.iclr.co.uk)  
+[https://github.com/iclrandd/blackstone](https://github.com/iclrandd/blackstone)  
+2.86 stars per week over 205 weeks  
+588 stars, 93 forks, 38 watches  
+created 2019-03-25, last commit 2021-01-31, main language Python  
+<sub><sup>caselaw, law, legaltech, nlp, spacy-models</sup></sub>
 
 
 ### [lex-glue](https://github.com/coastalcph/lex-glue) by [coastalcph](https://github.com/coastalcph)  
 lex-glue: LexGLUE: A Benchmark Dataset for Legal Language Understanding in English  
 [https://github.com/coastalcph/lex-glue](https://github.com/coastalcph/lex-glue)  
-1.38 stars per week over 74 weeks  
-103 stars, 24 forks, 6 watches  
+1.39 stars per week over 74 weeks  
+104 stars, 24 forks, 7 watches  
 created 2021-09-27, last commit 2022-11-04, main language Python  
 <sub><sup>benchmark, lawtech, legal, legaltech, nlp</sup></sub>
 
 
+### [byt5](https://github.com/google-research/byt5) by [google-research](https://github.com/google-research)  
+google-research/byt5  
+[https://github.com/google-research/byt5](https://github.com/google-research/byt5)  
+4.46 stars per week over 92 weeks  
+413 stars, 25 forks, 11 watches  
+created 2021-05-26, last commit 2022-03-02, main language Python  
+
+
+### [zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text) by [yoadtew](https://github.com/yoadtew)  
+zero-shot-image-to-text: Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic  
+[https://github.com/yoadtew/zero-shot-image-to-text](https://github.com/yoadtew/zero-shot-image-to-text)  
+2.75 stars per week over 66 weeks  
+182 stars, 26 forks, 7 watches  
+created 2021-11-26, last commit 2022-09-17, main language Python  
+
+
 ### [fonduer-tutorials](https://github.com/hazyresearch/fonduer-tutorials) by [hazyresearch](https://github.com/hazyresearch)  
 fonduer-tutorials: A collection of simple tutorials for using Fonduer  
 [https://github.com/HazyResearch/fonduer](https://github.com/HazyResearch/fonduer)  
@@ -737,7 +825,7 @@ created 2020-11-19, last commit 2022-09-28, main language Python
 <sub><sup>bert, bert-ner, chinese-nlp, deep-learning, nlp, punctuation, pytorch, seq2seq</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/pandas.md b/categories/pandas.md
index 197bfbe..a22b257 100644
--- a/categories/pandas.md
+++ b/categories/pandas.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 19 curated pandas Python libraries and frameworks ordered by stars.  
+A selection of 20 curated pandas Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -10,19 +10,18 @@ pandas: Flexible and powerful data analysis / manipulation library for Python, p
 [https://pandas.pydata.org](https://pandas.pydata.org)  
 [https://github.com/pandas-dev/pandas](https://github.com/pandas-dev/pandas)  
 56 stars per week over 653 weeks  
-37,044 stars, 15,835 forks, 1,105 watches  
-created 2010-08-24, last commit 2023-03-03, main language Python  
+37,060 stars, 15,845 forks, 1,105 watches  
+created 2010-08-24, last commit 2023-03-04, main language Python  
 <sub><sup>alignment, data-analysis, data-science, flexible, pandas, python</sup></sub>
 
 
-### [ydata-profiling](https://github.com/pandas-profiling/pandas-profiling) by [pandas-profiling](https://github.com/pandas-profiling)  
-ydata-profiling: Create HTML profiling reports from pandas DataFrame objects  
-[https://ydata-profiling.ydata.ai](https://ydata-profiling.ydata.ai)  
-[https://github.com/pandas-profiling/pandas-profiling](https://github.com/pandas-profiling/pandas-profiling)  
-27 stars per week over 372 weeks  
-10,289 stars, 1,451 forks, 151 watches  
-created 2016-01-09, last commit 2023-01-30, main language Python  
-<sub><sup>big-data-analytics, data-analysis, data-exploration, data-profiling, data-quality, data-science, deep-learning, eda, exploration, exploratory-data-analysis, hacktoberfest, html-report, jupyter, jupyter-notebook, machine-learning, pandas, pandas-dataframe, pandas-profiling, python, statistics</sup></sub>
+### [pygwalker](https://github.com/kanaries/pygwalker) by [kanaries](https://github.com/kanaries)  
+PyGWalker: Turn your pandas dataframe into a Tableau-style User Interface for visual analysis  
+[https://github.com/kanaries/pygwalker](https://github.com/kanaries/pygwalker)  
+1698 stars per week over 2 weeks  
+4,124 stars, 107 forks, 20 watches  
+created 2023-02-16, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>data-analysis, data-exploration, dataframe, pandas, tableau, tableau-alternative, visualization</sup></sub>
 
 
 ### [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) by [aws](https://github.com/aws)  
@@ -30,37 +29,68 @@ aws-sdk-pandas: pandas on AWS - Easy integration with Athena, Glue, Redshift, Ti
 [https://aws-sdk-pandas.readthedocs.io](https://aws-sdk-pandas.readthedocs.io)  
 [https://github.com/aws/aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas)  
 15 stars per week over 209 weeks  
-3,341 stars, 581 forks, 61 watches  
-created 2019-02-26, last commit 2023-03-02, main language Python  
+3,344 stars, 581 forks, 62 watches  
+created 2019-02-26, last commit 2023-03-03, main language Python  
 <sub><sup>amazon-athena, amazon-sagemaker-notebook, apache-arrow, apache-parquet, athena, aws, aws-glue, aws-lambda, data-engineering, data-science, emr, etl, glue-catalog, lambda, mysql, pandas, python, redshift</sup></sub>
 
 
-### [blaze](https://github.com/blaze/blaze)  
-blaze: NumPy and Pandas interface to Big Data  
-[blaze.pydata.org](blaze.pydata.org)  
-[https://github.com/blaze/blaze](https://github.com/blaze/blaze)  
-5.79 stars per week over 540 weeks  
-3,126 stars, 388 forks, 199 watches  
-created 2012-10-26, last commit 2019-08-15, main language Python  
+### [ydata-profiling](https://github.com/pandas-profiling/pandas-profiling) by [pandas-profiling](https://github.com/pandas-profiling)  
+ydata-profiling: Create HTML profiling reports from pandas DataFrame objects  
+[https://ydata-profiling.ydata.ai](https://ydata-profiling.ydata.ai)  
+[https://github.com/pandas-profiling/pandas-profiling](https://github.com/pandas-profiling/pandas-profiling)  
+27 stars per week over 373 weeks  
+10,294 stars, 1,453 forks, 151 watches  
+created 2016-01-09, last commit 2023-01-30, main language Python  
+<sub><sup>big-data-analytics, data-analysis, data-exploration, data-profiling, data-quality, data-science, deep-learning, eda, exploration, exploratory-data-analysis, hacktoberfest, html-report, jupyter, jupyter-notebook, machine-learning, pandas, pandas-dataframe, pandas-profiling, python, statistics</sup></sub>
+
+
+### [pandera](https://github.com/pandera-dev/pandera) by [pandera-dev](https://github.com/pandera-dev)  
+pandera: A light-weight, flexible, and expressive statistical data testing library  
+[https://www.union.ai/pandera](https://www.union.ai/pandera)  
+[https://github.com/pandera-dev/pandera](https://github.com/pandera-dev/pandera)  
+8.82 stars per week over 226 weeks  
+1,997 stars, 164 forks, 14 watches  
+created 2018-11-01, last commit 2023-02-20, main language Python  
+<sub><sup>assertions, data-assertions, data-check, data-cleaning, data-processing, data-validation, data-verification, dataframe-schema, dataframes, hypothesis-testing, pandas, pandas-dataframe, pandas-validation, pandas-validator, schema, testing, testing-tools, validation</sup></sub>
 
 
 ### [pandarallel](https://github.com/nalepae/pandarallel) by [nalepae](https://github.com/nalepae)  
 pandarallel: A simple and efficient tool to parallelize Pandas operations on all available CPUs  
 [https://nalepae.github.io/pandarallel](https://nalepae.github.io/pandarallel)  
 [https://github.com/nalepae/pandarallel](https://github.com/nalepae/pandarallel)  
-13 stars per week over 207 weeks  
-2,906 stars, 176 forks, 27 watches  
+13 stars per week over 208 weeks  
+2,907 stars, 176 forks, 27 watches  
 created 2019-03-10, last commit 2023-02-12, main language Python  
 <sub><sup>pandas, parallel, python</sup></sub>
 
 
-### [PandasGUI](https://github.com/adamerose/pandasgui) by [adamerose](https://github.com/adamerose)  
-PandasGUI: A GUI for Pandas DataFrames  
-[https://github.com/adamerose/pandasgui](https://github.com/adamerose/pandasgui)  
-14 stars per week over 194 weeks  
-2,849 stars, 195 forks, 54 watches  
-created 2019-06-12, last commit 2022-03-16, main language Python  
-<sub><sup>dataframe, gui, pandas, viewer</sup></sub>
+### [hamilton](https://github.com/stitchfix/hamilton) by [stitchfix](https://github.com/stitchfix)  
+hamilton: A scalable general purpose micro-framework for defining dataflows. THIS REPOSITORY HAS BEEN MOVED TO www.github.com/dagworks-inc/hamilton  
+[https://www.github.com/dagworks-inc/hamilton](https://www.github.com/dagworks-inc/hamilton)  
+[https://github.com/stitchfix/hamilton](https://github.com/stitchfix/hamilton)  
+6.14 stars per week over 144 weeks  
+889 stars, 44 forks, 18 watches  
+created 2020-05-26, last commit 2023-02-26, main language Python  
+<sub><sup>dag, data-engineering, data-platform, data-science, dataframe, etl, etl-framework, etl-pipeline, feature-engineering, featurization, hamilton, hamiltonian, machine-learning, numpy, pandas, python, software-engineering, stitch-fix</sup></sub>
+
+
+### [Daft](https://github.com/eventual-inc/daft) by [eventual-inc](https://github.com/eventual-inc)  
+Daft: The Python DataFrame for Complex Data  
+[https://github.com/eventual-inc/daft](https://github.com/eventual-inc/daft)  
+10 stars per week over 44 weeks  
+470 stars, 18 forks, 6 watches  
+created 2022-04-25, last commit 2023-03-04, main language Python  
+<sub><sup>data-engineering, data-science, dataframe, deep-learning, distributed-computing, image-processing, machine-learning, python</sup></sub>
+
+
+### [pyjanitor](https://github.com/pyjanitor-devs/pyjanitor) by [pyjanitor-devs](https://github.com/pyjanitor-devs)  
+pyjanitor: Clean APIs for data cleaning. Python implementation of R package Janitor  
+[https://pyjanitor-devs.github.io/pyjanitor](https://pyjanitor-devs.github.io/pyjanitor)  
+[https://github.com/pyjanitor-devs/pyjanitor](https://github.com/pyjanitor-devs/pyjanitor)  
+4.27 stars per week over 261 weeks  
+1,115 stars, 159 forks, 21 watches  
+created 2018-03-04, last commit 2023-03-03, main language Python  
+<sub><sup>cleaning-data, data, data-engineering, dataframe, hacktoberfest, pandas, pydata</sup></sub>
 
 
 ### [pandas-datareader](https://github.com/pydata/pandas-datareader) by [pydata](https://github.com/pydata)  
@@ -68,7 +98,7 @@ pandas-datareader: Extract data from a wide range of Internet sources into a pan
 [https://pydata.github.io/pandas-datareader/stable/index.html](https://pydata.github.io/pandas-datareader/stable/index.html)  
 [https://github.com/pydata/pandas-datareader](https://github.com/pydata/pandas-datareader)  
 6.1 stars per week over 424 weeks  
-2,587 stars, 637 forks, 138 watches  
+2,590 stars, 637 forks, 138 watches  
 created 2015-01-15, last commit 2022-03-16, main language Python  
 <sub><sup>data, data-analysis, dataset, econdb, economic-data, fama-french, finance, financial-data, fred, html, pandas, pydata, python, stock-data</sup></sub>
 
@@ -76,79 +106,57 @@ created 2015-01-15, last commit 2022-03-16, main language Python
 ### [swifter](https://github.com/jmcarpenter2/swifter) by [jmcarpenter2](https://github.com/jmcarpenter2)  
 swifter: A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner  
 [https://github.com/jmcarpenter2/swifter](https://github.com/jmcarpenter2/swifter)  
-8.69 stars per week over 255 weeks  
-2,223 stars, 99 forks, 30 watches  
+8.68 stars per week over 256 weeks  
+2,224 stars, 99 forks, 30 watches  
 created 2018-04-07, last commit 2022-08-16, main language Python  
 <sub><sup>dask, modin, pandas, pandas-dataframe, parallel-computing, parallelization</sup></sub>
 
 
-### [pandera](https://github.com/pandera-dev/pandera) by [pandera-dev](https://github.com/pandera-dev)  
-pandera: A light-weight, flexible, and expressive statistical data testing library  
-[https://www.union.ai/pandera](https://www.union.ai/pandera)  
-[https://github.com/pandera-dev/pandera](https://github.com/pandera-dev/pandera)  
-8.82 stars per week over 226 weeks  
-1,995 stars, 164 forks, 13 watches  
-created 2018-11-01, last commit 2023-02-20, main language Python  
-<sub><sup>assertions, data-assertions, data-check, data-cleaning, data-processing, data-validation, data-verification, dataframe-schema, dataframes, hypothesis-testing, pandas, pandas-dataframe, pandas-validation, pandas-validator, schema, testing, testing-tools, validation</sup></sub>
-
-
-### [pyjanitor](https://github.com/pyjanitor-devs/pyjanitor) by [pyjanitor-devs](https://github.com/pyjanitor-devs)  
-pyjanitor: Clean APIs for data cleaning. Python implementation of R package Janitor  
-[https://pyjanitor-devs.github.io/pyjanitor](https://pyjanitor-devs.github.io/pyjanitor)  
-[https://github.com/pyjanitor-devs/pyjanitor](https://github.com/pyjanitor-devs/pyjanitor)  
-4.28 stars per week over 260 weeks  
-1,115 stars, 159 forks, 21 watches  
-created 2018-03-04, last commit 2023-03-02, main language Python  
-<sub><sup>cleaning-data, data, data-engineering, dataframe, hacktoberfest, pandas, pydata</sup></sub>
+### [PandasGUI](https://github.com/adamerose/pandasgui) by [adamerose](https://github.com/adamerose)  
+PandasGUI: A GUI for Pandas DataFrames  
+[https://github.com/adamerose/pandasgui](https://github.com/adamerose/pandasgui)  
+14 stars per week over 194 weeks  
+2,853 stars, 195 forks, 54 watches  
+created 2019-06-12, last commit 2022-03-16, main language Python  
+<sub><sup>dataframe, gui, pandas, viewer</sup></sub>
 
 
 ### [siuba](https://github.com/machow/siuba) by [machow](https://github.com/machow)  
 siuba: Python library for using dplyr like syntax with pandas and SQL  
 [https://siuba.org](https://siuba.org)  
 [https://github.com/machow/siuba](https://github.com/machow/siuba)  
-4.72 stars per week over 211 weeks  
-1,000 stars, 42 forks, 21 watches  
+4.72 stars per week over 212 weeks  
+1,001 stars, 43 forks, 21 watches  
 created 2019-02-09, last commit 2022-11-16, main language Python  
 <sub><sup>data-analysis, dplyr, pandas, python, sql</sup></sub>
 
 
-### [hamilton](https://github.com/stitchfix/hamilton) by [stitchfix](https://github.com/stitchfix)  
-hamilton: A scalable general purpose micro-framework for defining dataflows. THIS REPOSITORY HAS BEEN MOVED TO www.github.com/dagworks-inc/hamilton  
-[https://www.github.com/dagworks-inc/hamilton](https://www.github.com/dagworks-inc/hamilton)  
-[https://github.com/stitchfix/hamilton](https://github.com/stitchfix/hamilton)  
-6.16 stars per week over 144 weeks  
-890 stars, 44 forks, 18 watches  
-created 2020-05-26, last commit 2023-02-26, main language Python  
-<sub><sup>dag, data-engineering, data-platform, data-science, dataframe, etl, etl-framework, etl-pipeline, feature-engineering, featurization, hamilton, hamiltonian, machine-learning, numpy, pandas, python, software-engineering, stitch-fix</sup></sub>
-
-
-### [bamboolib](https://github.com/tkrabel/bamboolib) by [tkrabel](https://github.com/tkrabel)  
-bamboolib - a GUI for pandas DataFrames  
-[https://bamboolib.com](https://bamboolib.com)  
-[https://github.com/tkrabel/bamboolib](https://github.com/tkrabel/bamboolib)  
-4.5 stars per week over 196 weeks  
-884 stars, 95 forks, 31 watches  
-created 2019-05-29, last commit 2022-09-27, main language Jupyter Notebook  
-<sub><sup>jupyter-notebook, jupyterlab, pandas, pandas-dataframes, python</sup></sub>
-
-
 ### [hvplot](https://github.com/holoviz/hvplot) by [holoviz](https://github.com/holoviz)  
 hvplot: A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews  
 [https://hvplot.holoviz.org](https://hvplot.holoviz.org)  
 [https://github.com/holoviz/hvplot](https://github.com/holoviz/hvplot)  
 2.79 stars per week over 258 weeks  
-721 stars, 82 forks, 23 watches  
+721 stars, 83 forks, 23 watches  
 created 2018-03-19, last commit 2023-02-10, main language Python  
 <sub><sup>datashader, holoviews, holoviz, plotting</sup></sub>
 
 
-### [Daft](https://github.com/eventual-inc/daft) by [eventual-inc](https://github.com/eventual-inc)  
-Daft: The Python DataFrame for Complex Data  
-[https://github.com/eventual-inc/daft](https://github.com/eventual-inc/daft)  
-10 stars per week over 44 weeks  
-470 stars, 18 forks, 6 watches  
-created 2022-04-25, last commit 2023-03-03, main language Python  
-<sub><sup>data-engineering, data-science, dataframe, deep-learning, distributed-computing, image-processing, machine-learning, python</sup></sub>
+### [blaze](https://github.com/blaze/blaze)  
+blaze: NumPy and Pandas interface to Big Data  
+[blaze.pydata.org](blaze.pydata.org)  
+[https://github.com/blaze/blaze](https://github.com/blaze/blaze)  
+5.79 stars per week over 540 weeks  
+3,126 stars, 388 forks, 199 watches  
+created 2012-10-26, last commit 2019-08-15, main language Python  
+
+
+### [spatialpandas](https://github.com/holoviz/spatialpandas) by [holoviz](https://github.com/holoviz)  
+spatialpandas: Pandas extension arrays for spatial/geometric operations  
+[https://github.com/holoviz/spatialpandas](https://github.com/holoviz/spatialpandas)  
+1.47 stars per week over 174 weeks  
+257 stars, 21 forks, 22 watches  
+created 2019-10-28, last commit 2023-03-02, main language Python  
+<sub><sup>geographic-data, geopandas, holoviz, pandas, spatialpandas</sup></sub>
 
 
 ### [traceml](https://github.com/polyaxon/datatile) by [polyaxon](https://github.com/polyaxon)  
@@ -164,19 +172,20 @@ created 2016-03-25, last commit 2023-02-24, main language Python
 pandas_flavor: The easy way to write your own flavor of Pandas  
 [https://zsailer.github.io/software/pandas-flavor/](https://zsailer.github.io/software/pandas-flavor/)  
 [https://github.com/zsailer/pandas_flavor](https://github.com/zsailer/pandas_flavor)  
-1.03 stars per week over 266 weeks  
+1.02 stars per week over 266 weeks  
 273 stars, 17 forks, 11 watches  
 created 2018-01-25, last commit 2023-02-03, main language Python  
 <sub><sup>pandas</sup></sub>
 
 
-### [spatialpandas](https://github.com/holoviz/spatialpandas) by [holoviz](https://github.com/holoviz)  
-spatialpandas: Pandas extension arrays for spatial/geometric operations  
-[https://github.com/holoviz/spatialpandas](https://github.com/holoviz/spatialpandas)  
-1.47 stars per week over 174 weeks  
-256 stars, 21 forks, 22 watches  
-created 2019-10-28, last commit 2023-03-02, main language Python  
-<sub><sup>geographic-data, geopandas, holoviz, pandas, spatialpandas</sup></sub>
+### [bamboolib](https://github.com/tkrabel/bamboolib) by [tkrabel](https://github.com/tkrabel)  
+bamboolib - a GUI for pandas DataFrames  
+[https://bamboolib.com](https://bamboolib.com)  
+[https://github.com/tkrabel/bamboolib](https://github.com/tkrabel/bamboolib)  
+4.5 stars per week over 196 weeks  
+884 stars, 95 forks, 31 watches  
+created 2019-05-29, last commit 2022-09-27, main language Jupyter Notebook  
+<sub><sup>jupyter-notebook, jupyterlab, pandas, pandas-dataframes, python</sup></sub>
 
 
 ### [mapply](https://github.com/ddelange/mapply) by [ddelange](https://github.com/ddelange)  
@@ -184,10 +193,10 @@ mapply: Sensible multi-core apply function for Pandas
 [https://github.com/ddelange/mapply](https://github.com/ddelange/mapply)  
 0.32 stars per week over 122 weeks  
 39 stars, 3 forks, 4 watches  
-created 2020-10-26, last commit 2022-12-16, main language Python  
+created 2020-10-26, last commit 2023-03-04, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/perf.md b/categories/perf.md
index 40628e6..38387a8 100644
--- a/categories/perf.md
+++ b/categories/perf.md
@@ -1,18 +1,18 @@
 # Crazy Awesome Python
-A selection of 29 curated perf Python libraries and frameworks ordered by stars.  
+A selection of 30 curated perf Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
-### [celery](https://github.com/celery/celery)  
-celery: Distributed Task Queue (development branch)  
-[https://docs.celeryq.dev](https://docs.celeryq.dev)  
-[https://github.com/celery/celery](https://github.com/celery/celery)  
-29 stars per week over 723 weeks  
-21,028 stars, 4,438 forks, 475 watches  
-created 2009-04-24, last commit 2023-03-03, main language Python  
-<sub><sup>amqp, python, python-library, python3, queue-tasks, queue-workers, queued-jobs, redis, redis-queue, sqs, sqs-queue, task-manager, task-runner, task-scheduler</sup></sub>
+### [polars](https://github.com/pola-rs/polars) by [pola-rs](https://github.com/pola-rs)  
+polars: Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js  
+[https://pola.rs/](https://pola.rs/)  
+[https://github.com/pola-rs/polars](https://github.com/pola-rs/polars)  
+101 stars per week over 146 weeks  
+14,809 stars, 751 forks, 126 watches  
+created 2020-05-13, last commit 2023-03-03, main language Rust  
+<sub><sup>arrow, dataframe, dataframe-library, dataframes, out-of-core, python, rust</sup></sub>
 
 
 ### [flatbuffers](https://github.com/google/flatbuffers) by [google](https://github.com/google)  
@@ -20,48 +20,58 @@ FlatBuffers: Memory Efficient Serialization Library
 [http://google.github.io/flatbuffers/](http://google.github.io/flatbuffers/)  
 [https://github.com/google/flatbuffers](https://github.com/google/flatbuffers)  
 43 stars per week over 458 weeks  
-19,994 stars, 3,026 forks, 644 watches  
-created 2014-05-19, last commit 2023-03-02, main language C++  
+20,000 stars, 3,027 forks, 644 watches  
+created 2014-05-19, last commit 2023-03-04, main language C++  
 <sub><sup>c, c-plus-plus, c-sharp, cross-platform, flatbuffers, go, grpc, java, javascript, json-parser, marshalling, mmap, protobuf, python, rpc, rust, serialization, serialization-library, typescript, zero-copy</sup></sub>
 
 
-### [polars](https://github.com/pola-rs/polars) by [pola-rs](https://github.com/pola-rs)  
-polars: Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js  
-[https://pola.rs/](https://pola.rs/)  
-[https://github.com/pola-rs/polars](https://github.com/pola-rs/polars)  
-100 stars per week over 146 weeks  
-14,747 stars, 749 forks, 126 watches  
-created 2020-05-13, last commit 2023-03-02, main language Rust  
-<sub><sup>arrow, dataframe, dataframe-library, dataframes, out-of-core, python, rust</sup></sub>
+### [dask](https://github.com/dask/dask)  
+dask: Parallel computing with task scheduling  
+[https://dask.org](https://dask.org)  
+[https://github.com/dask/dask](https://github.com/dask/dask)  
+25 stars per week over 426 weeks  
+10,772 stars, 1,598 forks, 216 watches  
+created 2015-01-04, last commit 2023-03-03, main language Python  
+<sub><sup>dask, numpy, pandas, pydata, python, scikit-learn, scipy</sup></sub>
+
+
+### [nebullvm](https://github.com/nebuly-ai/nebullvm) by [nebuly-ai](https://github.com/nebuly-ai)  
+nebullvm: Plug and play modules to optimize the performances of your AI systems 🚀  
+[https://www.nebuly.com/](https://www.nebuly.com/)  
+[https://github.com/nebuly-ai/nebullvm](https://github.com/nebuly-ai/nebullvm)  
+92 stars per week over 55 weeks  
+5,100 stars, 328 forks, 64 watches  
+created 2022-02-12, last commit 2023-03-03, main language Python  
+<sub><sup>compiler, computing, deep-learning, edge-computing, gpu, huggingface, inference, machine-learning, neural-network, onnx, openvino, optimization, pypi, pytorch, quantization, tensorflow, tensorrt, transformers, tvm</sup></sub>
+
+
+### [celery](https://github.com/celery/celery)  
+celery: Distributed Task Queue (development branch)  
+[https://docs.celeryq.dev](https://docs.celeryq.dev)  
+[https://github.com/celery/celery](https://github.com/celery/celery)  
+29 stars per week over 723 weeks  
+21,040 stars, 4,442 forks, 475 watches  
+created 2009-04-24, last commit 2023-03-04, main language Python  
+<sub><sup>amqp, python, python-library, python3, queue-tasks, queue-workers, queued-jobs, redis, redis-queue, sqs, sqs-queue, task-manager, task-runner, task-scheduler</sup></sub>
 
 
 ### [pybind11](https://github.com/pybind/pybind11) by [pybind](https://github.com/pybind)  
 pybind11: Seamless operability between C++11 and Python  
 [https://pybind11.readthedocs.io/](https://pybind11.readthedocs.io/)  
 [https://github.com/pybind/pybind11](https://github.com/pybind/pybind11)  
-30 stars per week over 399 weeks  
-12,290 stars, 1,777 forks, 245 watches  
+30 stars per week over 400 weeks  
+12,294 stars, 1,778 forks, 245 watches  
 created 2015-07-05, last commit 2023-02-23, main language C++  
 <sub><sup>bindings, python</sup></sub>
 
 
-### [dask](https://github.com/dask/dask)  
-dask: Parallel computing with task scheduling  
-[https://dask.org](https://dask.org)  
-[https://github.com/dask/dask](https://github.com/dask/dask)  
-25 stars per week over 425 weeks  
-10,772 stars, 1,598 forks, 216 watches  
-created 2015-01-04, last commit 2023-03-02, main language Python  
-<sub><sup>dask, numpy, pandas, pydata, python, scikit-learn, scipy</sup></sub>
-
-
 ### [modin](https://github.com/modin-project/modin) by [modin-project](https://github.com/modin-project)  
 Modin: Scale your Pandas workflows by changing a single line of code  
 [http://modin.readthedocs.io](http://modin.readthedocs.io)  
 [https://github.com/modin-project/modin](https://github.com/modin-project/modin)  
 34 stars per week over 245 weeks  
-8,416 stars, 591 forks, 108 watches  
-created 2018-06-21, last commit 2023-03-02, main language Python  
+8,421 stars, 591 forks, 108 watches  
+created 2018-06-21, last commit 2023-03-03, main language Python  
 <sub><sup>analytics, data-science, dataframe, datascience, distributed, hacktoberfest, modin, pandas, python, sql</sup></sub>
 
 
@@ -70,59 +80,49 @@ numba: NumPy aware dynamic Python compiler using LLVM
 [http://numba.pydata.org/](http://numba.pydata.org/)  
 [https://github.com/numba/numba](https://github.com/numba/numba)  
 14 stars per week over 573 weeks  
-8,319 stars, 1,004 forks, 207 watches  
-created 2012-03-08, last commit 2023-02-28, main language Python  
+8,326 stars, 1,004 forks, 207 watches  
+created 2012-03-08, last commit 2023-03-03, main language Python  
 <sub><sup>compiler, cuda, llvm, numpy, parallel, python</sup></sub>
 
 
-### [vaex](https://github.com/vaexio/vaex) by [vaexio](https://github.com/vaexio)  
-vaex: Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀  
-[https://vaex.io](https://vaex.io)  
-[https://github.com/vaexio/vaex](https://github.com/vaexio/vaex)  
-17 stars per week over 439 weeks  
-7,800 stars, 586 forks, 141 watches  
-created 2014-09-27, last commit 2022-12-08, main language Python  
-<sub><sup>bigdata, data-science, dataframe, hdf5, machine-learning, machinelearning, memory-mapped-file, pyarrow, python, tabular-data, visualization</sup></sub>
-
-
 ### [codon](https://github.com/exaloop/codon) by [exaloop](https://github.com/exaloop)  
 codon: A high-performance, zero-overhead, extensible Python compiler using LLVM  
 [https://docs.exaloop.io/codon](https://docs.exaloop.io/codon)  
 [https://github.com/exaloop/codon](https://github.com/exaloop/codon)  
 76 stars per week over 74 weeks  
-5,691 stars, 191 forks, 48 watches  
+5,694 stars, 191 forks, 48 watches  
 created 2021-09-27, last commit 2023-02-06, main language C++  
 <sub><sup>compiler, gpu-programming, high-performance, llvm, parallel-programming, python</sup></sub>
 
 
-### [flower](https://github.com/mher/flower) by [mher](https://github.com/mher)  
-flower: Real-time monitor and web admin for Celery distributed task queue  
-[https://flower.readthedocs.io](https://flower.readthedocs.io)  
-[https://github.com/mher/flower](https://github.com/mher/flower)  
-10 stars per week over 555 weeks  
-5,581 stars, 1,000 forks, 143 watches  
-created 2012-07-08, last commit 2022-11-14, main language Python  
-<sub><sup>administration, asynchronous, celery, monitoring, python, rabbitmq, redis, task-queue, workers</sup></sub>
-
-
 ### [trio](https://github.com/python-trio/trio) by [python-trio](https://github.com/python-trio)  
 Trio – a friendly Python library for async concurrency and I/O  
 [https://trio.readthedocs.io](https://trio.readthedocs.io)  
 [https://github.com/python-trio/trio](https://github.com/python-trio/trio)  
 16 stars per week over 319 weeks  
-5,194 stars, 294 forks, 88 watches  
-created 2017-01-16, last commit 2023-03-01, main language Python  
+5,199 stars, 294 forks, 88 watches  
+created 2017-01-16, last commit 2023-03-03, main language Python  
 <sub><sup>async, async-await, io, networking, python, structured-concurrency, trio</sup></sub>
 
 
-### [ipyparallel](https://github.com/ipython/ipyparallel) by [ipython](https://github.com/ipython)  
-ipyparallel: IPython Parallel: Interactive Parallel Computing in Python  
-[https://ipyparallel.readthedocs.io/](https://ipyparallel.readthedocs.io/)  
-[https://github.com/ipython/ipyparallel](https://github.com/ipython/ipyparallel)  
-5.73 stars per week over 412 weeks  
-2,361 stars, 959 forks, 120 watches  
-created 2015-04-09, last commit 2023-02-08, main language Jupyter Notebook  
-<sub><sup>jupyter, parallel, python</sup></sub>
+### [vaex](https://github.com/vaexio/vaex) by [vaexio](https://github.com/vaexio)  
+vaex: Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀  
+[https://vaex.io](https://vaex.io)  
+[https://github.com/vaexio/vaex](https://github.com/vaexio/vaex)  
+17 stars per week over 440 weeks  
+7,812 stars, 586 forks, 141 watches  
+created 2014-09-27, last commit 2022-12-08, main language Python  
+<sub><sup>bigdata, data-science, dataframe, hdf5, machine-learning, machinelearning, memory-mapped-file, pyarrow, python, tabular-data, visualization</sup></sub>
+
+
+### [distributed](https://github.com/dask/distributed) by [dask](https://github.com/dask)  
+distributed: A distributed task scheduler for Dask  
+[https://distributed.dask.org](https://distributed.dask.org)  
+[https://github.com/dask/distributed](https://github.com/dask/distributed)  
+3.7 stars per week over 390 weeks  
+1,444 stars, 677 forks, 58 watches  
+created 2015-09-13, last commit 2023-03-04, main language Python  
+<sub><sup>dask, distributed-computing, hacktoberfest, pydata, python</sup></sub>
 
 
 ### [h5py](https://github.com/h5py/h5py)  
@@ -130,18 +130,47 @@ h5py: HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 bi
 [http://www.h5py.org](http://www.h5py.org)  
 [https://github.com/h5py/h5py](https://github.com/h5py/h5py)  
 3.36 stars per week over 545 weeks  
-1,832 stars, 490 forks, 55 watches  
-created 2012-09-21, last commit 2023-03-01, main language Python  
+1,833 stars, 491 forks, 55 watches  
+created 2012-09-21, last commit 2023-03-04, main language Python  
 
 
-### [distributed](https://github.com/dask/distributed) by [dask](https://github.com/dask)  
-distributed: A distributed task scheduler for Dask  
-[https://distributed.dask.org](https://distributed.dask.org)  
-[https://github.com/dask/distributed](https://github.com/dask/distributed)  
-3.71 stars per week over 389 weeks  
-1,444 stars, 676 forks, 58 watches  
-created 2015-09-13, last commit 2023-03-02, main language Python  
-<sub><sup>dask, distributed-computing, hacktoberfest, pydata, python</sup></sub>
+### [pointers.py](https://github.com/zerointensity/pointers.py) by [zerointensity](https://github.com/zerointensity)  
+pointers.py: Bringing the hell of pointers to Python.  
+[https://pointers.zintensity.dev/](https://pointers.zintensity.dev/)  
+[https://github.com/zerointensity/pointers.py](https://github.com/zerointensity/pointers.py)  
+15 stars per week over 51 weeks  
+802 stars, 11 forks, 4 watches  
+created 2022-03-09, last commit 2023-02-14, main language Python  
+<sub><sup>pointers, python, python-pointers</sup></sub>
+
+
+### [flower](https://github.com/mher/flower) by [mher](https://github.com/mher)  
+flower: Real-time monitor and web admin for Celery distributed task queue  
+[https://flower.readthedocs.io](https://flower.readthedocs.io)  
+[https://github.com/mher/flower](https://github.com/mher/flower)  
+10 stars per week over 556 weeks  
+5,581 stars, 1,001 forks, 143 watches  
+created 2012-07-08, last commit 2022-11-14, main language Python  
+<sub><sup>administration, asynchronous, celery, monitoring, python, rabbitmq, redis, task-queue, workers</sup></sub>
+
+
+### [asyncer](https://github.com/tiangolo/asyncer) by [tiangolo](https://github.com/tiangolo)  
+Asyncer, async and await, focused on developer experience.  
+[https://asyncer.tiangolo.com/](https://asyncer.tiangolo.com/)  
+[https://github.com/tiangolo/asyncer](https://github.com/tiangolo/asyncer)  
+15 stars per week over 60 weeks  
+964 stars, 38 forks, 15 watches  
+created 2022-01-04, last commit 2023-02-21, main language Python  
+<sub><sup>anyio, async, asyncio, python, trio</sup></sub>
+
+
+### [anyio](https://github.com/agronholm/anyio) by [agronholm](https://github.com/agronholm)  
+anyio: High level asynchronous concurrency and networking framework that works on top of either trio or asyncio  
+[https://github.com/agronholm/anyio](https://github.com/agronholm/anyio)  
+5.05 stars per week over 237 weeks  
+1,196 stars, 101 forks, 26 watches  
+created 2018-08-19, last commit 2023-03-03, main language Python  
+<sub><sup>async-await, asyncio, curio, trio</sup></sub>
 
 
 ### [asitop](https://github.com/tlkh/asitop) by [tlkh](https://github.com/tlkh)  
@@ -149,18 +178,29 @@ asitop: Perf monitoring CLI tool for Apple Silicon
 [https://tlkh.github.io/asitop/](https://tlkh.github.io/asitop/)  
 [https://github.com/tlkh/asitop](https://github.com/tlkh/asitop)  
 19 stars per week over 70 weeks  
-1,362 stars, 81 forks, 20 watches  
+1,366 stars, 81 forks, 19 watches  
 created 2021-10-27, last commit 2023-01-24, main language Python  
 <sub><sup>apple-silicon, cli, cpu, gpu, m1, macos</sup></sub>
 
 
-### [anyio](https://github.com/agronholm/anyio) by [agronholm](https://github.com/agronholm)  
-anyio: High level asynchronous concurrency and networking framework that works on top of either trio or asyncio  
-[https://github.com/agronholm/anyio](https://github.com/agronholm/anyio)  
-5.05 stars per week over 236 weeks  
-1,195 stars, 101 forks, 26 watches  
-created 2018-08-19, last commit 2023-02-23, main language Python  
-<sub><sup>async-await, asyncio, curio, trio</sup></sub>
+### [ipyparallel](https://github.com/ipython/ipyparallel) by [ipython](https://github.com/ipython)  
+ipyparallel: IPython Parallel: Interactive Parallel Computing in Python  
+[https://ipyparallel.readthedocs.io/](https://ipyparallel.readthedocs.io/)  
+[https://github.com/ipython/ipyparallel](https://github.com/ipython/ipyparallel)  
+5.72 stars per week over 412 weeks  
+2,361 stars, 959 forks, 120 watches  
+created 2015-04-09, last commit 2023-02-08, main language Jupyter Notebook  
+<sub><sup>jupyter, parallel, python</sup></sub>
+
+
+### [scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex) by [intel](https://github.com/intel)  
+scikit-learn-intelex: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application  
+[https://intel.github.io/scikit-learn-intelex/](https://intel.github.io/scikit-learn-intelex/)  
+[https://github.com/intel/scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex)  
+3.78 stars per week over 238 weeks  
+902 stars, 148 forks, 28 watches  
+created 2018-08-07, last commit 2023-03-03, main language Python  
+<sub><sup>ai-inference, ai-machine-learning, ai-training, analytics, big-data, data-analysis, gpu, intel, machine-learning, machine-learning-algorithms, oneapi, python, scikit-learn, swrepo</sup></sub>
 
 
 ### [eventlet](https://github.com/eventlet/eventlet)  
@@ -168,7 +208,7 @@ eventlet: Concurrent networking library for Python
 [https://eventlet.net](https://eventlet.net)  
 [https://github.com/eventlet/eventlet](https://github.com/eventlet/eventlet)  
 2.17 stars per week over 533 weeks  
-1,159 stars, 299 forks, 63 watches  
+1,160 stars, 299 forks, 63 watches  
 created 2012-12-11, last commit 2023-03-01, main language Python  
 <sub><sup>c10k, concurrency, greenlet, network, production-ready, python</sup></sub>
 
@@ -176,67 +216,11 @@ created 2012-12-11, last commit 2023-03-01, main language Python
 ### [pycom](https://github.com/omyyyy/pycom) by [omyyyy](https://github.com/omyyyy)  
 pycom: A Python compiler, down to native code, using C++  
 [https://github.com/omyyyy/pycom](https://github.com/omyyyy/pycom)  
-33 stars per week over 32 weeks  
+33 stars per week over 33 weeks  
 1,100 stars, 21 forks, 17 watches  
 created 2022-07-16, last commit 2022-08-31, main language C++  
 
 
-### [pympler](https://github.com/pympler/pympler)  
-pympler: Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.  
-[https://github.com/pympler/pympler](https://github.com/pympler/pympler)  
-1.87 stars per week over 543 weeks  
-1,015 stars, 83 forks, 10 watches  
-created 2012-10-04, last commit 2022-07-24, main language Python  
-
-
-### [asyncer](https://github.com/tiangolo/asyncer) by [tiangolo](https://github.com/tiangolo)  
-Asyncer, async and await, focused on developer experience.  
-[https://asyncer.tiangolo.com/](https://asyncer.tiangolo.com/)  
-[https://github.com/tiangolo/asyncer](https://github.com/tiangolo/asyncer)  
-15 stars per week over 60 weeks  
-963 stars, 38 forks, 15 watches  
-created 2022-01-04, last commit 2023-02-21, main language Python  
-<sub><sup>anyio, async, asyncio, python, trio</sup></sub>
-
-
-### [scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex) by [intel](https://github.com/intel)  
-scikit-learn-intelex: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application  
-[https://intel.github.io/scikit-learn-intelex/](https://intel.github.io/scikit-learn-intelex/)  
-[https://github.com/intel/scikit-learn-intelex](https://github.com/intel/scikit-learn-intelex)  
-3.78 stars per week over 238 weeks  
-902 stars, 147 forks, 28 watches  
-created 2018-08-07, last commit 2023-03-01, main language Python  
-<sub><sup>ai-inference, ai-machine-learning, ai-training, analytics, big-data, data-analysis, gpu, intel, machine-learning, machine-learning-algorithms, oneapi, python, scikit-learn, swrepo</sup></sub>
-
-
-### [faster-cpython](https://github.com/markshannon/faster-cpython) by [markshannon](https://github.com/markshannon)  
-faster-cpython: How to make CPython faster.  
-[https://github.com/markshannon/faster-cpython](https://github.com/markshannon/faster-cpython)  
-7.29 stars per week over 123 weeks  
-901 stars, 21 forks, 84 watches  
-created 2020-10-19, last commit 2020-10-28, main language None  
-
-
-### [pointers.py](https://github.com/zerointensity/pointers.py) by [zerointensity](https://github.com/zerointensity)  
-pointers.py: Bringing the hell of pointers to Python.  
-[https://pointers.zintensity.dev/](https://pointers.zintensity.dev/)  
-[https://github.com/zerointensity/pointers.py](https://github.com/zerointensity/pointers.py)  
-15 stars per week over 51 weeks  
-802 stars, 11 forks, 4 watches  
-created 2022-03-09, last commit 2023-02-14, main language Python  
-<sub><sup>pointers, python, python-pointers</sup></sub>
-
-
-### [py-frameworks-bench](https://github.com/klen/py-frameworks-bench) by [klen](https://github.com/klen)  
-py-frameworks-bench: Another benchmark for some python frameworks  
-[https://klen.github.io/py-frameworks-bench/](https://klen.github.io/py-frameworks-bench/)  
-[https://github.com/klen/py-frameworks-bench](https://github.com/klen/py-frameworks-bench)  
-1.67 stars per week over 409 weeks  
-684 stars, 80 forks, 27 watches  
-created 2015-04-30, last commit 2022-03-14, main language Python  
-<sub><sup>benchmark, python-frameworks</sup></sub>
-
-
 ### [specialist](https://github.com/brandtbucher/specialist) by [brandtbucher](https://github.com/brandtbucher)  
 specialist: Visualize CPython 3.11's specializing, adaptive interpreter. :fire:  
 [https://github.com/brandtbucher/specialist](https://github.com/brandtbucher/specialist)  
@@ -255,6 +239,16 @@ created 2015-12-25, last commit 2023-03-02, main language Python
 <sub><sup>multiprocessing-library, python</sup></sub>
 
 
+### [python-blosc](https://github.com/blosc/python-blosc) by [blosc](https://github.com/blosc)  
+python-blosc: A Python wrapper for the extremely fast Blosc compression library   
+[https://www.blosc.org/python-blosc/python-blosc.html](https://www.blosc.org/python-blosc/python-blosc.html)  
+[https://github.com/blosc/python-blosc](https://github.com/blosc/python-blosc)  
+0.51 stars per week over 648 weeks  
+329 stars, 75 forks, 14 watches  
+created 2010-09-30, last commit 2023-03-02, main language Python  
+<sub><sup>blosc, compression, python, wrapper</sup></sub>
+
+
 ### [pebble](https://github.com/noxdafox/pebble) by [noxdafox](https://github.com/noxdafox)  
 pebble: Multi threading and processing eye-candy.  
 [https://github.com/noxdafox/pebble](https://github.com/noxdafox/pebble)  
@@ -264,26 +258,42 @@ created 2013-10-16, last commit 2023-03-01, main language Python
 <sub><sup>asyncio, decorators, multiprocessing, pool, python, threading</sup></sub>
 
 
-### [python-blosc](https://github.com/blosc/python-blosc) by [blosc](https://github.com/blosc)  
-python-blosc: A Python wrapper for the extremely fast Blosc compression library   
-[https://www.blosc.org/python-blosc/python-blosc.html](https://www.blosc.org/python-blosc/python-blosc.html)  
-[https://github.com/blosc/python-blosc](https://github.com/blosc/python-blosc)  
-0.51 stars per week over 648 weeks  
-329 stars, 75 forks, 14 watches  
-created 2010-09-30, last commit 2023-03-02, main language Python  
-<sub><sup>blosc, compression, python, wrapper</sup></sub>
+### [pympler](https://github.com/pympler/pympler)  
+pympler: Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.  
+[https://github.com/pympler/pympler](https://github.com/pympler/pympler)  
+1.87 stars per week over 543 weeks  
+1,018 stars, 83 forks, 10 watches  
+created 2012-10-04, last commit 2022-07-24, main language Python  
+
+
+### [py-frameworks-bench](https://github.com/klen/py-frameworks-bench) by [klen](https://github.com/klen)  
+py-frameworks-bench: Another benchmark for some python frameworks  
+[https://klen.github.io/py-frameworks-bench/](https://klen.github.io/py-frameworks-bench/)  
+[https://github.com/klen/py-frameworks-bench](https://github.com/klen/py-frameworks-bench)  
+1.67 stars per week over 409 weeks  
+684 stars, 80 forks, 27 watches  
+created 2015-04-30, last commit 2022-03-14, main language Python  
+<sub><sup>benchmark, python-frameworks</sup></sub>
+
+
+### [faster-cpython](https://github.com/markshannon/faster-cpython) by [markshannon](https://github.com/markshannon)  
+faster-cpython: How to make CPython faster.  
+[https://github.com/markshannon/faster-cpython](https://github.com/markshannon/faster-cpython)  
+7.27 stars per week over 123 weeks  
+901 stars, 21 forks, 84 watches  
+created 2020-10-19, last commit 2020-10-28, main language None  
 
 
 ### [tf-metal-experiments](https://github.com/tlkh/tf-metal-experiments) by [tlkh](https://github.com/tlkh)  
 tf-metal-experiments: TensorFlow Metal Backend on Apple Silicon Experiments (just for fun)  
 [https://github.com/tlkh/tf-metal-experiments](https://github.com/tlkh/tf-metal-experiments)  
-2.74 stars per week over 70 weeks  
-193 stars, 19 forks, 11 watches  
+2.73 stars per week over 70 weeks  
+193 stars, 20 forks, 11 watches  
 created 2021-10-26, last commit 2021-11-15, main language Jupyter Notebook  
 <sub><sup>benchmark, bert, deep-learning, gpu, m1, m1-max, tensorflow</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/profiling.md b/categories/profiling.md
index 6b23ee0..3fe1e50 100644
--- a/categories/profiling.md
+++ b/categories/profiling.md
@@ -9,28 +9,56 @@ Checkout the interactive version that you can filter and sort:
 Memray is a memory profiler for Python  
 [https://bloomberg.github.io/memray/](https://bloomberg.github.io/memray/)  
 [https://github.com/bloomberg/memray](https://github.com/bloomberg/memray)  
-217 stars per week over 47 weeks  
-10,199 stars, 283 forks, 53 watches  
+215 stars per week over 47 weeks  
+10,203 stars, 283 forks, 53 watches  
 created 2022-04-08, last commit 2023-02-27, main language Python  
 <sub><sup>hacktoberfest, memory, memory-leak, memory-leak-detection, memory-profiler, profiler, python, python3</sup></sub>
 
 
+### [scalene](https://github.com/plasma-umass/scalene) by [plasma-umass](https://github.com/plasma-umass)  
+Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals  
+[https://github.com/plasma-umass/scalene](https://github.com/plasma-umass/scalene)  
+44 stars per week over 167 weeks  
+7,426 stars, 247 forks, 72 watches  
+created 2019-12-17, last commit 2023-02-27, main language JavaScript  
+<sub><sup>cpu, cpu-profiling, gpu, gpu-programming, memory-allocation, memory-consumption, performance-analysis, performance-cpu, profiler, profiles-memory, profiling, python, python-profilers, scalene</sup></sub>
+
+
+### [viztracer](https://github.com/gaogaotiantian/viztracer) by [gaogaotiantian](https://github.com/gaogaotiantian)  
+VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.  
+[https://viztracer.readthedocs.io/](https://viztracer.readthedocs.io/)  
+[https://github.com/gaogaotiantian/viztracer](https://github.com/gaogaotiantian/viztracer)  
+22 stars per week over 134 weeks  
+3,060 stars, 293 forks, 40 watches  
+created 2020-08-05, last commit 2023-02-17, main language Python  
+<sub><sup>debugging, flamegraph, logging, profiling, python, python3, tracer, visualization</sup></sub>
+
+
 ### [py-spy](https://github.com/benfred/py-spy) by [benfred](https://github.com/benfred)  
 py-spy: Sampling profiler for Python programs  
 [https://github.com/benfred/py-spy](https://github.com/benfred/py-spy)  
 40 stars per week over 239 weeks  
-9,793 stars, 346 forks, 111 watches  
+9,796 stars, 347 forks, 111 watches  
 created 2018-08-01, last commit 2022-12-09, main language Rust  
 <sub><sup>performance-analysis, profiler, profiling, python</sup></sub>
 
 
-### [scalene](https://github.com/plasma-umass/scalene) by [plasma-umass](https://github.com/plasma-umass)  
-Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals  
-[https://github.com/plasma-umass/scalene](https://github.com/plasma-umass/scalene)  
-44 stars per week over 167 weeks  
-7,422 stars, 247 forks, 72 watches  
-created 2019-12-17, last commit 2023-02-27, main language JavaScript  
-<sub><sup>cpu, cpu-profiling, gpu, gpu-programming, memory-allocation, memory-consumption, performance-analysis, performance-cpu, profiler, profiles-memory, profiling, python, python-profilers, scalene</sup></sub>
+### [reloadium](https://github.com/reloadware/reloadium) by [reloadware](https://github.com/reloadware)  
+reloadium: Advanced Hot Reloading & Profiling for Python  
+[https://reloadium.io](https://reloadium.io)  
+[https://github.com/reloadware/reloadium](https://github.com/reloadware/reloadium)  
+37 stars per week over 59 weeks  
+2,228 stars, 39 forks, 24 watches  
+created 2022-01-15, last commit 2023-02-27, main language Python  
+<sub><sup>django, edit-and-continue, flask, hot-reload, hot-reloading, pandas, python, python3</sup></sub>
+
+
+### [line_profiler](https://github.com/pyutils/line_profiler) by [pyutils](https://github.com/pyutils)  
+line_profiler: Line-by-line profiling for Python  
+[https://github.com/pyutils/line_profiler](https://github.com/pyutils/line_profiler)  
+9.98 stars per week over 168 weeks  
+1,684 stars, 97 forks, 16 watches  
+created 2019-12-10, last commit 2023-03-04, main language Cython  
 
 
 ### [pyinstrument](https://github.com/joerick/pyinstrument) by [joerick](https://github.com/joerick)  
@@ -38,7 +66,7 @@ pyinstrument: 🚴 Call stack profiler for Python. Shows you why your code is s
 [https://pyinstrument.readthedocs.io/](https://pyinstrument.readthedocs.io/)  
 [https://github.com/joerick/pyinstrument](https://github.com/joerick/pyinstrument)  
 10 stars per week over 468 weeks  
-5,141 stars, 220 forks, 55 watches  
+5,144 stars, 220 forks, 55 watches  
 created 2014-03-13, last commit 2022-12-27, main language Python  
 <sub><sup>async, django, performance, profile, profiler, python</sup></sub>
 
@@ -48,28 +76,27 @@ memory_profiler: Monitor Memory usage of Python code
 [http://pypi.python.org/pypi/memory_profiler](http://pypi.python.org/pypi/memory_profiler)  
 [https://github.com/pythonprofilers/memory_profiler](https://github.com/pythonprofilers/memory_profiler)  
 6.37 stars per week over 594 weeks  
-3,786 stars, 366 forks, 76 watches  
+3,788 stars, 366 forks, 76 watches  
 created 2011-10-14, last commit 2022-12-06, main language Python  
 
 
-### [viztracer](https://github.com/gaogaotiantian/viztracer) by [gaogaotiantian](https://github.com/gaogaotiantian)  
-VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.  
-[https://viztracer.readthedocs.io/](https://viztracer.readthedocs.io/)  
-[https://github.com/gaogaotiantian/viztracer](https://github.com/gaogaotiantian/viztracer)  
-22 stars per week over 134 weeks  
-3,053 stars, 291 forks, 40 watches  
-created 2020-08-05, last commit 2023-02-17, main language Python  
-<sub><sup>debugging, flamegraph, logging, profiling, python, python3, tracer, visualization</sup></sub>
+### [filprofiler](https://github.com/pythonspeed/filprofiler) by [pythonspeed](https://github.com/pythonspeed)  
+filprofiler: A Python memory profiler for data processing and scientific computing applications  
+[https://pythonspeed.com/products/filmemoryprofiler/](https://pythonspeed.com/products/filmemoryprofiler/)  
+[https://github.com/pythonspeed/filprofiler](https://github.com/pythonspeed/filprofiler)  
+5.13 stars per week over 141 weeks  
+726 stars, 20 forks, 9 watches  
+created 2020-06-18, last commit 2023-03-01, main language Rust  
+<sub><sup>memory, memory-, memory-leak, memory-leak-detection, memory-leak-finder, memory-leaks, memory-profiler, memory-profiling, python</sup></sub>
 
 
-### [reloadium](https://github.com/reloadware/reloadium) by [reloadware](https://github.com/reloadware)  
-reloadium: Advanced Hot Reloading & Profiling for Python  
-[https://reloadium.io](https://reloadium.io)  
-[https://github.com/reloadware/reloadium](https://github.com/reloadware/reloadium)  
-37 stars per week over 58 weeks  
-2,224 stars, 39 forks, 24 watches  
-created 2022-01-15, last commit 2023-02-27, main language Python  
-<sub><sup>django, edit-and-continue, flask, hot-reload, hot-reloading, pandas, python, python3</sup></sub>
+### [austin](https://github.com/p403n1x87/austin) by [p403n1x87](https://github.com/p403n1x87)  
+austin: Python frame stack sampler for CPython  
+[https://github.com/p403n1x87/austin](https://github.com/p403n1x87/austin)  
+4.83 stars per week over 232 weeks  
+1,123 stars, 37 forks, 14 watches  
+created 2018-09-20, last commit 2023-02-21, main language C  
+<sub><sup>debugging-tools, performance, profiling, python</sup></sub>
 
 
 ### [snakeviz](https://github.com/jiffyclub/snakeviz) by [jiffyclub](https://github.com/jiffyclub)  
@@ -81,60 +108,33 @@ snakeviz: An in-browser Python profile viewer
 created 2012-06-26, last commit 2023-02-17, main language Python  
 
 
-### [line_profiler](https://github.com/pyutils/line_profiler) by [pyutils](https://github.com/pyutils)  
-line_profiler: Line-by-line profiling for Python  
-[https://github.com/pyutils/line_profiler](https://github.com/pyutils/line_profiler)  
-9.97 stars per week over 168 weeks  
-1,680 stars, 97 forks, 16 watches  
-created 2019-12-10, last commit 2022-12-09, main language Cython  
-
-
-### [austin](https://github.com/p403n1x87/austin) by [p403n1x87](https://github.com/p403n1x87)  
-austin: Python frame stack sampler for CPython  
-[https://github.com/p403n1x87/austin](https://github.com/p403n1x87/austin)  
-4.83 stars per week over 232 weeks  
-1,121 stars, 37 forks, 14 watches  
-created 2018-09-20, last commit 2023-02-21, main language C  
-<sub><sup>debugging-tools, performance, profiling, python</sup></sub>
-
-
 ### [yappi](https://github.com/sumerc/yappi) by [sumerc](https://github.com/sumerc)  
 yappi: Yet Another Python Profiler, but this time multithreading, asyncio and gevent aware.  
 [https://github.com/sumerc/yappi](https://github.com/sumerc/yappi)  
 1.54 stars per week over 699 weeks  
-1,077 stars, 58 forks, 13 watches  
+1,078 stars, 58 forks, 13 watches  
 created 2009-10-07, last commit 2022-11-25, main language Python  
 <sub><sup>asgi, asynchronous, asyncio, coroutine, cpu, gevent, greenlet, multi-threaded-applications, multithreading, performance, profile, profilers, python, thread</sup></sub>
 
 
-### [pyheat](https://github.com/csurfer/pyheat) by [csurfer](https://github.com/csurfer)  
-pyheat: pprofile + matplotlib = Python program profiled as an awesome heatmap!  
-[https://github.com/csurfer/pyheat](https://github.com/csurfer/pyheat)  
-2.34 stars per week over 316 weeks  
-741 stars, 40 forks, 13 watches  
-created 2017-02-04, last commit 2021-09-18, main language Python  
-<sub><sup>heatmap, matplotlib, profiling, python</sup></sub>
-
-
-### [filprofiler](https://github.com/pythonspeed/filprofiler) by [pythonspeed](https://github.com/pythonspeed)  
-filprofiler: A Python memory profiler for data processing and scientific computing applications  
-[https://pythonspeed.com/products/filmemoryprofiler/](https://pythonspeed.com/products/filmemoryprofiler/)  
-[https://github.com/pythonspeed/filprofiler](https://github.com/pythonspeed/filprofiler)  
-5.13 stars per week over 141 weeks  
-724 stars, 20 forks, 9 watches  
-created 2020-06-18, last commit 2023-03-01, main language Rust  
-<sub><sup>memory, memory-, memory-leak, memory-leak-detection, memory-leak-finder, memory-leaks, memory-profiler, memory-profiling, python</sup></sub>
-
-
 ### [torchnnprofiler](https://github.com/kshitij12345/torchnnprofiler) by [kshitij12345](https://github.com/kshitij12345)  
 torchnnprofiler: Context Manager to profile the forward and backward times of PyTorch's nn.Module  
 [https://github.com/kshitij12345/torchnnprofiler](https://github.com/kshitij12345/torchnnprofiler)  
-3.98 stars per week over 18 weeks  
+3.92 stars per week over 19 weeks  
 75 stars, 3 forks, 4 watches  
 created 2022-10-22, last commit 2022-11-02, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+### [pyheat](https://github.com/csurfer/pyheat) by [csurfer](https://github.com/csurfer)  
+pyheat: pprofile + matplotlib = Python program profiled as an awesome heatmap!  
+[https://github.com/csurfer/pyheat](https://github.com/csurfer/pyheat)  
+2.33 stars per week over 317 weeks  
+740 stars, 40 forks, 13 watches  
+created 2017-02-04, last commit 2021-09-18, main language Python  
+<sub><sup>heatmap, matplotlib, profiling, python</sup></sub>
+
+
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/security.md b/categories/security.md
index 9ba7462..ecef5b4 100644
--- a/categories/security.md
+++ b/categories/security.md
@@ -5,23 +5,32 @@ Checkout the interactive version that you can filter and sort:
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
+### [trivy](https://github.com/aquasecurity/trivy) by [aquasecurity](https://github.com/aquasecurity)  
+trivy: Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more  
+[https://aquasecurity.github.io/trivy](https://aquasecurity.github.io/trivy)  
+[https://github.com/aquasecurity/trivy](https://github.com/aquasecurity/trivy)  
+80 stars per week over 203 weeks  
+16,441 stars, 1,597 forks, 154 watches  
+created 2019-04-11, last commit 2023-03-03, main language Go  
+<sub><sup>containers, devsecops, docker, go, golang, hacktoberfest, iac, infrastructure-as-code, kubernetes, misconfiguration, security, security-tools, vulnerability, vulnerability-detection, vulnerability-scanners</sup></sub>
+
+
 ### [certbot](https://github.com/certbot/certbot)  
 Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server.  It can also act as a client for any other CA that uses the ACME protocol.  
 [https://github.com/certbot/certbot](https://github.com/certbot/certbot)  
 68 stars per week over 433 weeks  
-29,681 stars, 3,332 forks, 762 watches  
+29,683 stars, 3,332 forks, 762 watches  
 created 2014-11-12, last commit 2023-03-02, main language Python  
 <sub><sup>acme, acme-client, certbot, certificate, letsencrypt, python</sup></sub>
 
 
-### [trivy](https://github.com/aquasecurity/trivy) by [aquasecurity](https://github.com/aquasecurity)  
-trivy: Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more  
-[https://aquasecurity.github.io/trivy](https://aquasecurity.github.io/trivy)  
-[https://github.com/aquasecurity/trivy](https://github.com/aquasecurity/trivy)  
-80 stars per week over 203 weeks  
-16,423 stars, 1,596 forks, 155 watches  
-created 2019-04-11, last commit 2023-03-02, main language Go  
-<sub><sup>containers, devsecops, docker, go, golang, hacktoberfest, iac, infrastructure-as-code, kubernetes, misconfiguration, security, security-tools, vulnerability, vulnerability-detection, vulnerability-scanners</sup></sub>
+### [maltrail](https://github.com/stamparm/maltrail) by [stamparm](https://github.com/stamparm)  
+maltrail: Malicious traffic detection system  
+[https://github.com/stamparm/maltrail](https://github.com/stamparm/maltrail)  
+11 stars per week over 430 weeks  
+4,992 stars, 937 forks, 216 watches  
+created 2014-12-04, last commit 2023-03-04, main language Python  
+<sub><sup>attack-detection, intrusion-detection, malware, network-monitoring, python, security, sensor</sup></sub>
 
 
 ### [bandit](https://github.com/pycqa/bandit) by [pycqa](https://github.com/pycqa)  
@@ -29,18 +38,19 @@ Bandit is a tool designed to find common security issues in Python code.
 [https://bandit.readthedocs.io](https://bandit.readthedocs.io)  
 [https://github.com/pycqa/bandit](https://github.com/pycqa/bandit)  
 19 stars per week over 253 weeks  
-4,999 stars, 510 forks, 65 watches  
+5,002 stars, 510 forks, 65 watches  
 created 2018-04-26, last commit 2023-03-02, main language Python  
 <sub><sup>bandit, linter, python, security, security-scanner, security-tools, static-code-analysis</sup></sub>
 
 
-### [maltrail](https://github.com/stamparm/maltrail) by [stamparm](https://github.com/stamparm)  
-maltrail: Malicious traffic detection system  
-[https://github.com/stamparm/maltrail](https://github.com/stamparm/maltrail)  
-11 stars per week over 430 weeks  
-4,991 stars, 936 forks, 216 watches  
-created 2014-12-04, last commit 2023-03-02, main language Python  
-<sub><sup>attack-detection, intrusion-detection, malware, network-monitoring, python, security, sensor</sup></sub>
+### [pip-audit](https://github.com/trailofbits/pip-audit) by [trailofbits](https://github.com/trailofbits)  
+pip-audit: Audits Python environments and dependency trees for known vulnerabilities  
+[https://pypi.org/project/pip-audit/](https://pypi.org/project/pip-audit/)  
+[https://github.com/trailofbits/pip-audit](https://github.com/trailofbits/pip-audit)  
+9.66 stars per week over 78 weeks  
+758 stars, 49 forks, 20 watches  
+created 2021-09-02, last commit 2023-02-24, main language Python  
+<sub><sup>pip, python, security, security-audit, supply-chain</sup></sub>
 
 
 ### [safety](https://github.com/pyupio/safety) by [pyupio](https://github.com/pyupio)  
@@ -53,14 +63,14 @@ created 2016-10-19, last commit 2023-02-26, main language Python
 <sub><sup>python, security, security-vulnerability, travis, vulnerability-detection, vulnerability-scanners</sup></sub>
 
 
-### [pip-audit](https://github.com/trailofbits/pip-audit) by [trailofbits](https://github.com/trailofbits)  
-pip-audit: Audits Python environments and dependency trees for known vulnerabilities  
-[https://pypi.org/project/pip-audit/](https://pypi.org/project/pip-audit/)  
-[https://github.com/trailofbits/pip-audit](https://github.com/trailofbits/pip-audit)  
-9.69 stars per week over 78 weeks  
-757 stars, 49 forks, 20 watches  
-created 2021-09-02, last commit 2023-02-24, main language Python  
-<sub><sup>pip, python, security, security-audit, supply-chain</sup></sub>
+### [pysnyk](https://github.com/snyk-labs/pysnyk) by [snyk-labs](https://github.com/snyk-labs)  
+pysnyk: A Python client for the Snyk API.  
+[https://snyk.docs.apiary.io/](https://snyk.docs.apiary.io/)  
+[https://github.com/snyk-labs/pysnyk](https://github.com/snyk-labs/pysnyk)  
+0.25 stars per week over 213 weeks  
+53 stars, 95 forks, 10 watches  
+created 2019-02-03, last commit 2023-01-20, main language Python  
+<sub><sup>api, python, snyk</sup></sub>
 
 
 ### [jake](https://github.com/sonatype-nexus-community/jake) by [sonatype-nexus-community](https://github.com/sonatype-nexus-community)  
@@ -76,22 +86,12 @@ created 2019-10-10, last commit 2023-02-22, main language Python
 ### [repository-scanner](https://github.com/abnamro/repository-scanner) by [abnamro](https://github.com/abnamro)  
 repository-scanner: Tool to detect secrets in source code management systems.  
 [https://github.com/abnamro/repository-scanner](https://github.com/abnamro/repository-scanner)  
-2.31 stars per week over 25 weeks  
+2.28 stars per week over 25 weeks  
 58 stars, 3 forks, 6 watches  
-created 2022-09-08, last commit 2023-02-28, main language Python  
-
-
-### [pysnyk](https://github.com/snyk-labs/pysnyk) by [snyk-labs](https://github.com/snyk-labs)  
-pysnyk: A Python client for the Snyk API.  
-[https://snyk.docs.apiary.io/](https://snyk.docs.apiary.io/)  
-[https://github.com/snyk-labs/pysnyk](https://github.com/snyk-labs/pysnyk)  
-0.25 stars per week over 212 weeks  
-53 stars, 95 forks, 10 watches  
-created 2019-02-03, last commit 2023-01-20, main language Python  
-<sub><sup>api, python, snyk</sup></sub>
+created 2022-09-08, last commit 2023-03-03, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/sim.md b/categories/sim.md
index 6175cfe..6a4565a 100644
--- a/categories/sim.md
+++ b/categories/sim.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 31 curated sim Python libraries and frameworks ordered by stars.  
+A selection of 36 curated sim Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -10,18 +10,38 @@ gym: A toolkit for developing and comparing reinforcement learning algorithms.
 [https://www.gymlibrary.dev](https://www.gymlibrary.dev)  
 [https://github.com/openai/gym](https://github.com/openai/gym)  
 84 stars per week over 357 weeks  
-30,205 stars, 8,252 forks, 1,010 watches  
+30,229 stars, 8,260 forks, 1,010 watches  
 created 2016-04-27, last commit 2023-01-30, main language Python  
 
 
-### [PythonRobotics](https://github.com/atsushisakai/pythonrobotics) by [atsushisakai](https://github.com/atsushisakai)  
-PythonRobotics: Python sample codes for robotics algorithms.  
-[https://atsushisakai.github.io/PythonRobotics/](https://atsushisakai.github.io/PythonRobotics/)  
-[https://github.com/atsushisakai/pythonrobotics](https://github.com/atsushisakai/pythonrobotics)  
-48 stars per week over 362 weeks  
-17,642 stars, 5,544 forks, 505 watches  
-created 2016-03-21, last commit 2023-02-21, main language Python  
-<sub><sup>algorithm, animation, autonomous-driving, autonomous-navigation, autonomous-vehicles, control, cvxpy, ekf, hacktoberfest, localization, mapping, path-planning, python, robot, robotics, slam</sup></sub>
+### [Gymnasium](https://github.com/farama-foundation/gymnasium) by [farama-foundation](https://github.com/farama-foundation)  
+Gymnasium: A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)  
+[https://gymnasium.farama.org](https://gymnasium.farama.org)  
+[https://github.com/farama-foundation/gymnasium](https://github.com/farama-foundation/gymnasium)  
+64 stars per week over 25 weeks  
+1,651 stars, 189 forks, 18 watches  
+created 2022-09-08, last commit 2023-03-03, main language Python  
+<sub><sup>api, gym, reinforcement-learning</sup></sub>
+
+
+### [astropy](https://github.com/astropy/astropy)  
+astropy: Astronomy and astrophysics core library  
+[https://www.astropy.org](https://www.astropy.org)  
+[https://github.com/astropy/astropy](https://github.com/astropy/astropy)  
+6.09 stars per week over 606 weeks  
+3,692 stars, 1,570 forks, 137 watches  
+created 2011-07-21, last commit 2023-03-03, main language Python  
+<sub><sup>astronomy, astrophysics, astropy, python, science</sup></sub>
+
+
+### [Open3D](https://github.com/isl-org/open3d) by [isl-org](https://github.com/isl-org)  
+Open3D: A Modern Library for 3D Data Processing  
+[http://www.open3d.org](http://www.open3d.org)  
+[https://github.com/isl-org/open3d](https://github.com/isl-org/open3d)  
+25 stars per week over 326 weeks  
+8,184 stars, 1,899 forks, 172 watches  
+created 2016-12-02, last commit 2023-03-04, main language C++  
+<sub><sup>3d, 3d-perception, arm, computer-graphics, cpp, cuda, gpu, gui, machine-learning, mesh-processing, odometry, opengl, pointcloud, python, pytorch, reconstruction, registration, rendering, tensorflow, visualization</sup></sub>
 
 
 ### [ml-agents](https://github.com/unity-technologies/ml-agents) by [unity-technologies](https://github.com/unity-technologies)  
@@ -29,37 +49,27 @@ ml-agents: The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-sour
 [https://unity.com/products/machine-learning-agents](https://unity.com/products/machine-learning-agents)  
 [https://github.com/unity-technologies/ml-agents](https://github.com/unity-technologies/ml-agents)  
 49 stars per week over 286 weeks  
-14,200 stars, 3,737 forks, 548 watches  
+14,208 stars, 3,738 forks, 548 watches  
 created 2017-09-08, last commit 2023-01-25, main language C#  
 <sub><sup>deep-learning, deep-reinforcement-learning, machine-learning, neural-networks, reinforcement-learning, unity, unity3d</sup></sub>
 
 
-### [bullet3](https://github.com/bulletphysics/bullet3) by [bulletphysics](https://github.com/bulletphysics)  
-bullet3: Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.  
-[http://bulletphysics.org](http://bulletphysics.org)  
-[https://github.com/bulletphysics/bullet3](https://github.com/bulletphysics/bullet3)  
-16 stars per week over 620 weeks  
-10,298 stars, 2,667 forks, 403 watches  
-created 2011-04-12, last commit 2023-02-24, main language C++  
-<sub><sup>computer-animation, game-development, kinematics, pybullet, reinforcement-learning, robotics, simulation, simulator, virtual-reality</sup></sub>
-
-
-### [Open3D](https://github.com/isl-org/open3d) by [isl-org](https://github.com/isl-org)  
-Open3D: A Modern Library for 3D Data Processing  
-[http://www.open3d.org](http://www.open3d.org)  
-[https://github.com/isl-org/open3d](https://github.com/isl-org/open3d)  
-25 stars per week over 326 weeks  
-8,172 stars, 1,897 forks, 172 watches  
-created 2016-12-02, last commit 2023-03-01, main language C++  
-<sub><sup>3d, 3d-perception, arm, computer-graphics, cpp, cuda, gpu, gui, machine-learning, mesh-processing, odometry, opengl, pointcloud, python, pytorch, reconstruction, registration, rendering, tensorflow, visualization</sup></sub>
+### [PythonRobotics](https://github.com/atsushisakai/pythonrobotics) by [atsushisakai](https://github.com/atsushisakai)  
+PythonRobotics: Python sample codes for robotics algorithms.  
+[https://atsushisakai.github.io/PythonRobotics/](https://atsushisakai.github.io/PythonRobotics/)  
+[https://github.com/atsushisakai/pythonrobotics](https://github.com/atsushisakai/pythonrobotics)  
+48 stars per week over 362 weeks  
+17,654 stars, 5,545 forks, 505 watches  
+created 2016-03-21, last commit 2023-02-21, main language Python  
+<sub><sup>algorithm, animation, autonomous-driving, autonomous-navigation, autonomous-vehicles, control, cvxpy, ekf, hacktoberfest, localization, mapping, path-planning, python, robot, robotics, slam</sup></sub>
 
 
 ### [Cirq](https://github.com/quantumlib/cirq) by [quantumlib](https://github.com/quantumlib)  
 Cirq: A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.  
 [https://github.com/quantumlib/cirq](https://github.com/quantumlib/cirq)  
 13 stars per week over 272 weeks  
-3,673 stars, 834 forks, 176 watches  
-created 2017-12-14, last commit 2023-03-02, main language Python  
+3,673 stars, 834 forks, 177 watches  
+created 2017-12-14, last commit 2023-03-03, main language Python  
 <sub><sup>cirq, nisq, quantum-algorithms, quantum-circuits, quantum-computing</sup></sub>
 
 
@@ -68,26 +78,28 @@ Qiskit is an open-source SDK for working with quantum computers at the level of
 [https://qiskit.org](https://qiskit.org)  
 [https://github.com/qiskit/qiskit](https://github.com/qiskit/qiskit)  
 13 stars per week over 220 weeks  
-2,912 stars, 777 forks, 97 watches  
+2,913 stars, 778 forks, 97 watches  
 created 2018-12-12, last commit 2023-03-02, main language OpenQASM  
 <sub><sup>documentation, qiskit, quantum-computing, quantum-programming-language</sup></sub>
 
 
-### [mujoco-py](https://github.com/openai/mujoco-py) by [openai](https://github.com/openai)  
-mujoco-py: MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.  
-[https://github.com/openai/mujoco-py](https://github.com/openai/mujoco-py)  
-6.69 stars per week over 357 weeks  
-2,394 stars, 740 forks, 167 watches  
-created 2016-04-24, last commit 2022-11-17, main language Cython  
+### [bullet3](https://github.com/bulletphysics/bullet3) by [bulletphysics](https://github.com/bulletphysics)  
+bullet3: Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.  
+[http://bulletphysics.org](http://bulletphysics.org)  
+[https://github.com/bulletphysics/bullet3](https://github.com/bulletphysics/bullet3)  
+16 stars per week over 620 weeks  
+10,303 stars, 2,668 forks, 403 watches  
+created 2011-04-12, last commit 2023-02-24, main language C++  
+<sub><sup>computer-animation, game-development, kinematics, pybullet, reinforcement-learning, robotics, simulation, simulator, virtual-reality</sup></sub>
 
 
-### [mesa](https://github.com/projectmesa/mesa) by [projectmesa](https://github.com/projectmesa)  
-Mesa is an agent-based modeling framework in Python  
-[https://github.com/projectmesa/mesa](https://github.com/projectmesa/mesa)  
-4.13 stars per week over 441 weeks  
-1,820 stars, 757 forks, 89 watches  
-created 2014-09-19, last commit 2023-02-10, main language Python  
-<sub><sup>agent-based-modeling, agent-based-simulation, complex-systems, complexity-analysis, gis, mesa, modeling-agents, simulation, simulation-environment, simulation-framework, spatial-models</sup></sub>
+### [brax](https://github.com/google/brax) by [google](https://github.com/google)  
+brax: Massively parallel rigidbody physics simulation on accelerator hardware.  
+[https://github.com/google/brax](https://github.com/google/brax)  
+16 stars per week over 91 weeks  
+1,552 stars, 162 forks, 37 watches  
+created 2021-06-02, last commit 2023-02-09, main language Jupyter Notebook  
+<sub><sup>jax, physics-simulation, reinforcement-learning, robotics</sup></sub>
 
 
 ### [PettingZoo](https://github.com/pettingzoo-team/pettingzoo) by [pettingzoo-team](https://github.com/pettingzoo-team)  
@@ -95,65 +107,73 @@ PettingZoo: A standard API for multi-agent reinforcement learning environments,
 [https://pettingzoo.farama.org](https://pettingzoo.farama.org)  
 [https://github.com/pettingzoo-team/pettingzoo](https://github.com/pettingzoo-team/pettingzoo)  
 10 stars per week over 162 weeks  
-1,684 stars, 271 forks, 19 watches  
-created 2020-01-20, last commit 2023-03-01, main language Python  
+1,687 stars, 274 forks, 19 watches  
+created 2020-01-20, last commit 2023-03-04, main language Python  
 <sub><sup>api, gym, gymnasium, multi-agent-reinforcement-learning, reinforcement-learning</sup></sub>
 
 
-### [Gymnasium](https://github.com/farama-foundation/gymnasium) by [farama-foundation](https://github.com/farama-foundation)  
-Gymnasium: A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)  
-[https://gymnasium.farama.org](https://gymnasium.farama.org)  
-[https://github.com/farama-foundation/gymnasium](https://github.com/farama-foundation/gymnasium)  
-64 stars per week over 25 weeks  
-1,628 stars, 186 forks, 18 watches  
-created 2022-09-08, last commit 2023-02-25, main language Python  
-<sub><sup>api, gym, reinforcement-learning</sup></sub>
-
-
 ### [QuantEcon.py](https://github.com/quantecon/quantecon.py) by [quantecon](https://github.com/quantecon)  
 QuantEcon.py: A community based Python library for quantitative economics  
 [https://quantecon.org/quantecon-py/](https://quantecon.org/quantecon-py/)  
 [https://github.com/quantecon/quantecon.py](https://github.com/quantecon/quantecon.py)  
 3.1 stars per week over 519 weeks  
-1,611 stars, 2,146 forks, 147 watches  
+1,611 stars, 2,147 forks, 147 watches  
 created 2013-03-22, last commit 2023-02-24, main language Python  
 
 
-### [brax](https://github.com/google/brax) by [google](https://github.com/google)  
-brax: Massively parallel rigidbody physics simulation on accelerator hardware.  
-[https://github.com/google/brax](https://github.com/google/brax)  
-16 stars per week over 91 weeks  
-1,551 stars, 162 forks, 37 watches  
-created 2021-06-02, last commit 2023-02-09, main language Jupyter Notebook  
-<sub><sup>jax, physics-simulation, reinforcement-learning, robotics</sup></sub>
+### [mesa](https://github.com/projectmesa/mesa) by [projectmesa](https://github.com/projectmesa)  
+Mesa is an agent-based modeling framework in Python  
+[https://github.com/projectmesa/mesa](https://github.com/projectmesa/mesa)  
+4.13 stars per week over 441 weeks  
+1,823 stars, 758 forks, 89 watches  
+created 2014-09-19, last commit 2023-02-10, main language Python  
+<sub><sup>agent-based-modeling, agent-based-simulation, complex-systems, complexity-analysis, gis, mesa, modeling-agents, simulation, simulation-environment, simulation-framework, spatial-models</sup></sub>
 
 
-### [ai-economist](https://github.com/salesforce/ai-economist) by [salesforce](https://github.com/salesforce)  
-ai-economist: Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).  
-[https://www.einstein.ai/the-ai-economist](https://www.einstein.ai/the-ai-economist)  
-[https://github.com/salesforce/ai-economist](https://github.com/salesforce/ai-economist)  
-6.82 stars per week over 139 weeks  
-949 stars, 194 forks, 46 watches  
-created 2020-07-02, last commit 2022-05-09, main language Python  
-<sub><sup>ai, deep-reinforcement-learning, economics, ml, multi-agent, multi-agent-reinforcement-learning, python-3, reinforcement-learning-environments, simulation-framework</sup></sub>
+### [graphein](https://github.com/a-r-j/graphein) by [a-r-j](https://github.com/a-r-j)  
+graphein: Protein Graph Library  
+[https://graphein.ai/](https://graphein.ai/)  
+[https://github.com/a-r-j/graphein](https://github.com/a-r-j/graphein)  
+4.11 stars per week over 183 weeks  
+754 stars, 97 forks, 16 watches  
+created 2019-08-28, last commit 2023-02-21, main language Jupyter Notebook  
+<sub><sup>bioinformatics, computational-biology, deep-learning, dgl, drug-discovery, gene-regulatory-networks, geometric-deep-learning, graph-neural-networks, interactome, interactomics, ppi-networks, protein, protein-data-bank, protein-design, protein-structure, python, pytorch, pytorch-geometric, rna, structural-biology</sup></sub>
 
 
 ### [pyscf](https://github.com/pyscf/pyscf)  
 pyscf: Python module for quantum chemistry  
 [https://github.com/pyscf/pyscf](https://github.com/pyscf/pyscf)  
 1.85 stars per week over 461 weeks  
-853 stars, 458 forks, 76 watches  
-created 2014-05-02, last commit 2023-03-03, main language Python  
+854 stars, 459 forks, 76 watches  
+created 2014-05-02, last commit 2023-03-04, main language Python  
+
+
+### [deepmd-kit](https://github.com/deepmodeling/deepmd-kit) by [deepmodeling](https://github.com/deepmodeling)  
+deepmd-kit: A deep learning package for many-body potential energy representation and molecular dynamics  
+[https://docs.deepmodeling.com/projects/deepmd/](https://docs.deepmodeling.com/projects/deepmd/)  
+[https://github.com/deepmodeling/deepmd-kit](https://github.com/deepmodeling/deepmd-kit)  
+3.88 stars per week over 272 weeks  
+1,057 stars, 401 forks, 45 watches  
+created 2017-12-12, last commit 2022-12-19, main language C++  
+<sub><sup>ase, computational-chemistry, cpp, cuda, deep-learning, deepmd, ipi, lammps, materials-science, molecular-dynamics, potential-energy, python, rocm, tensorflow</sup></sub>
 
 
 ### [fairo](https://github.com/facebookresearch/droidlet) by [facebookresearch](https://github.com/facebookresearch)  
 fairo: A modular embodied agent architecture and platform for building embodied agents  
 [https://github.com/facebookresearch/droidlet](https://github.com/facebookresearch/droidlet)  
-6.52 stars per week over 121 weeks  
+6.51 stars per week over 121 weeks  
 793 stars, 79 forks, 38 watches  
 created 2020-11-02, last commit 2023-02-01, main language Jupyter Notebook  
 
 
+### [mujoco-py](https://github.com/openai/mujoco-py) by [openai](https://github.com/openai)  
+mujoco-py: MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.  
+[https://github.com/openai/mujoco-py](https://github.com/openai/mujoco-py)  
+6.69 stars per week over 358 weeks  
+2,395 stars, 741 forks, 167 watches  
+created 2016-04-24, last commit 2022-11-17, main language Cython  
+
+
 ### [pymunk](https://github.com/viblo/pymunk) by [viblo](https://github.com/viblo)  
 Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever  you need 2d rigid body physics from Python  
 [http://www.pymunk.org](http://www.pymunk.org)  
@@ -164,24 +184,53 @@ created 2013-10-02, last commit 2023-01-29, main language Python
 <sub><sup>library, physics-2d, physics-engine, physics-simulation, pygame, pyglet, python, python-library</sup></sub>
 
 
-### [graphein](https://github.com/a-r-j/graphein) by [a-r-j](https://github.com/a-r-j)  
-graphein: Protein Graph Library  
-[https://graphein.ai/](https://graphein.ai/)  
-[https://github.com/a-r-j/graphein](https://github.com/a-r-j/graphein)  
-4.11 stars per week over 183 weeks  
-754 stars, 97 forks, 16 watches  
-created 2019-08-28, last commit 2023-02-21, main language Jupyter Notebook  
-<sub><sup>bioinformatics, computational-biology, deep-learning, dgl, drug-discovery, gene-regulatory-networks, geometric-deep-learning, graph-neural-networks, interactome, interactomics, ppi-networks, protein, protein-data-bank, protein-design, protein-structure, python, pytorch, pytorch-geometric, rna, structural-biology</sup></sub>
+### [activitysim](https://github.com/activitysim/activitysim)  
+activitysim: An Open Platform for Activity-Based Travel Modeling  
+[https://activitysim.github.io](https://activitysim.github.io)  
+[https://github.com/activitysim/activitysim](https://github.com/activitysim/activitysim)  
+0.33 stars per week over 454 weeks  
+152 stars, 87 forks, 42 watches  
+created 2014-06-18, last commit 2023-01-31, main language Jupyter Notebook  
+<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, python, travel-modeling</sup></sub>
 
 
-### [pynamical](https://github.com/gboeing/pynamical) by [gboeing](https://github.com/gboeing)  
-Pynamical is a Python package for modeling and visualizing discrete nonlinear dynamical systems, chaos, and fractals.  
-[https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/](https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/)  
-[https://github.com/gboeing/pynamical](https://github.com/gboeing/pynamical)  
-1.29 stars per week over 439 weeks  
-567 stars, 109 forks, 31 watches  
-created 2014-09-28, last commit 2022-05-24, main language Python  
-<sub><sup>animation, bifurcation-diagram, chaos, cobweb-plot, fractal, fractals, ipynb, logistic, math, matplotlib, modeling, nonlinear, numba, numpy, pandas, phase-diagram, physics, python, systems, visualization</sup></sub>
+### [espresso](https://github.com/espressomd/espresso) by [espressomd](https://github.com/espressomd)  
+espresso: The ESPResSo package  
+[https://espressomd.org](https://espressomd.org)  
+[https://github.com/espressomd/espresso](https://github.com/espressomd/espresso)  
+0.29 stars per week over 623 weeks  
+181 stars, 170 forks, 20 watches  
+created 2011-03-25, last commit 2023-03-02, main language C++  
+<sub><sup>c-plus-plus, lattice-boltzmann, molecular-dynamics, physics, python, scientific-computing, soft-matter</sup></sub>
+
+
+### [openfisca-core](https://github.com/openfisca/openfisca-core) by [openfisca](https://github.com/openfisca)  
+openfisca-core: OpenFisca core engine. See other repositories for countries-specific code & data.  
+[https://openfisca.org](https://openfisca.org)  
+[https://github.com/openfisca/openfisca-core](https://github.com/openfisca/openfisca-core)  
+0.29 stars per week over 479 weeks  
+139 stars, 70 forks, 24 watches  
+created 2013-12-29, last commit 2023-01-24, main language Python  
+<sub><sup>better-rules, legislation-as-code, microsimulation, rules-as-code</sup></sub>
+
+
+### [PokerPy](https://github.com/glpcc/pokerpy) by [glpcc](https://github.com/glpcc)  
+PokerPy: Texas Hold'em Poker Probability Calculator in Python  
+[https://github.com/glpcc/pokerpy](https://github.com/glpcc/pokerpy)  
+3.42 stars per week over 12 weeks  
+41 stars, 4 forks, 1 watches  
+created 2022-12-11, last commit 2023-02-10, main language C++  
+<sub><sup>cpp, fast, performance, poker, pybind11, python, texas-holdem</sup></sub>
+
+
+### [ai-economist](https://github.com/salesforce/ai-economist) by [salesforce](https://github.com/salesforce)  
+ai-economist: Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).  
+[https://www.einstein.ai/the-ai-economist](https://www.einstein.ai/the-ai-economist)  
+[https://github.com/salesforce/ai-economist](https://github.com/salesforce/ai-economist)  
+6.81 stars per week over 139 weeks  
+949 stars, 194 forks, 46 watches  
+created 2020-07-02, last commit 2022-05-09, main language Python  
+<sub><sup>ai, deep-reinforcement-learning, economics, ml, multi-agent, multi-agent-reinforcement-learning, python-3, reinforcement-learning-environments, simulation-framework</sup></sub>
 
 
 ### [urbansim](https://github.com/udst/urbansim) by [udst](https://github.com/udst)  
@@ -193,6 +242,36 @@ urbansim: Platform for building statistical models of cities and regions
 created 2013-08-15, last commit 2020-05-11, main language Python  
 
 
+### [golly](https://github.com/alephalpha/golly) by [alephalpha](https://github.com/alephalpha)  
+Golly, a Game of Life simulator (unofficial mirror from SourceForge)  
+[http://sourceforge.net/projects/golly/](http://sourceforge.net/projects/golly/)  
+[https://github.com/alephalpha/golly](https://github.com/alephalpha/golly)  
+0.12 stars per week over 242 weeks  
+29 stars, 9 forks, 5 watches  
+created 2018-07-10, last commit 2023-02-25, main language C++  
+<sub><sup>cellular-automata, game-of-life</sup></sub>
+
+
+### [pynamical](https://github.com/gboeing/pynamical) by [gboeing](https://github.com/gboeing)  
+Pynamical is a Python package for modeling and visualizing discrete nonlinear dynamical systems, chaos, and fractals.  
+[https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/](https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/)  
+[https://github.com/gboeing/pynamical](https://github.com/gboeing/pynamical)  
+1.29 stars per week over 440 weeks  
+567 stars, 109 forks, 31 watches  
+created 2014-09-28, last commit 2022-05-24, main language Python  
+<sub><sup>animation, bifurcation-diagram, chaos, cobweb-plot, fractal, fractals, ipynb, logistic, math, matplotlib, modeling, nonlinear, numba, numpy, pandas, phase-diagram, physics, python, systems, visualization</sup></sub>
+
+
+### [populationsim](https://github.com/activitysim/populationsim) by [activitysim](https://github.com/activitysim)  
+populationsim: An Open Platform for Population Synthesis  
+[https://activitysim.github.io/populationsim](https://activitysim.github.io/populationsim)  
+[https://github.com/activitysim/populationsim](https://github.com/activitysim/populationsim)  
+0.13 stars per week over 315 weeks  
+40 stars, 28 forks, 11 watches  
+created 2017-02-14, last commit 2021-11-19, main language Jupyter Notebook  
+<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, population-synthesis, python</sup></sub>
+
+
 ### [stochastic](https://github.com/crflynn/stochastic) by [crflynn](https://github.com/crflynn)  
 stochastic: Generate realizations of stochastic processes in python.  
 [http://stochastic.readthedocs.io/en/stable/](http://stochastic.readthedocs.io/en/stable/)  
@@ -206,39 +285,19 @@ created 2017-02-17, last commit 2022-07-12, main language Python
 ### [trafficSimulator](https://github.com/bilhim/trafficsimulator) by [bilhim](https://github.com/bilhim)  
 bilhim/trafficsimulator  
 [https://github.com/bilhim/trafficsimulator](https://github.com/bilhim/trafficsimulator)  
-2.84 stars per week over 77 weeks  
-221 stars, 82 forks, 16 watches  
+2.85 stars per week over 78 weeks  
+222 stars, 83 forks, 16 watches  
 created 2021-09-05, last commit 2021-09-07, main language Python  
 
 
 ### [GameGAN_code](https://github.com/nv-tlabs/gamegan_code) by [nv-tlabs](https://github.com/nv-tlabs)  
 GameGAN_code: Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020)  
 [https://github.com/nv-tlabs/gamegan_code](https://github.com/nv-tlabs/gamegan_code)  
-1.78 stars per week over 116 weeks  
-206 stars, 34 forks, 10 watches  
+1.77 stars per week over 116 weeks  
+206 stars, 35 forks, 10 watches  
 created 2020-12-11, last commit 2021-11-11, main language Python  
 
 
-### [activitysim](https://github.com/activitysim/activitysim)  
-activitysim: An Open Platform for Activity-Based Travel Modeling  
-[https://activitysim.github.io](https://activitysim.github.io)  
-[https://github.com/activitysim/activitysim](https://github.com/activitysim/activitysim)  
-0.33 stars per week over 454 weeks  
-152 stars, 87 forks, 42 watches  
-created 2014-06-18, last commit 2023-01-31, main language Jupyter Notebook  
-<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, python, travel-modeling</sup></sub>
-
-
-### [openfisca-core](https://github.com/openfisca/openfisca-core) by [openfisca](https://github.com/openfisca)  
-openfisca-core: OpenFisca core engine. See other repositories for countries-specific code & data.  
-[https://openfisca.org](https://openfisca.org)  
-[https://github.com/openfisca/openfisca-core](https://github.com/openfisca/openfisca-core)  
-0.29 stars per week over 478 weeks  
-139 stars, 70 forks, 24 watches  
-created 2013-12-29, last commit 2023-01-24, main language Python  
-<sub><sup>better-rules, legislation-as-code, microsimulation, rules-as-code</sup></sub>
-
-
 ### [socialways](https://github.com/crowdbotp/socialways) by [crowdbotp](https://github.com/crowdbotp)  
 socialways: Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs (CVPR 2019)  
 [https://github.com/crowdbotp/socialways](https://github.com/crowdbotp/socialways)  
@@ -248,34 +307,6 @@ created 2019-04-23, last commit 2020-03-20, main language Python
 <sub><sup>crowd-simulation, gan, generative-adversarial-network, human-trajectory-prediction, info-gan, pedestrian, pedestrian-trajectories, prediction-model, self-driving-car, social-gan, social-navigation, social-robots, social-ways, trajectory-forecasting, trajectory-prediction</sup></sub>
 
 
-### [street-network-models](https://github.com/gboeing/street-network-models) by [gboeing](https://github.com/gboeing)  
-street-network-models: Street network models and indicators for every urban area in the world  
-[https://osf.io/f2dqc](https://osf.io/f2dqc)  
-[https://github.com/gboeing/street-network-models](https://github.com/gboeing/street-network-models)  
-0.43 stars per week over 150 weeks  
-64 stars, 4 forks, 2 watches  
-created 2020-04-13, last commit 2021-03-05, main language Python  
-
-
-### [PokerPy](https://github.com/glpcc/pokerpy) by [glpcc](https://github.com/glpcc)  
-PokerPy: Texas Hold'em Poker Probability Calculator in Python  
-[https://github.com/glpcc/pokerpy](https://github.com/glpcc/pokerpy)  
-3.5 stars per week over 11 weeks  
-41 stars, 4 forks, 1 watches  
-created 2022-12-11, last commit 2023-02-10, main language C++  
-<sub><sup>cpp, fast, performance, poker, pybind11, python, texas-holdem</sup></sub>
-
-
-### [populationsim](https://github.com/activitysim/populationsim) by [activitysim](https://github.com/activitysim)  
-populationsim: An Open Platform for Population Synthesis  
-[https://activitysim.github.io/populationsim](https://activitysim.github.io/populationsim)  
-[https://github.com/activitysim/populationsim](https://github.com/activitysim/populationsim)  
-0.13 stars per week over 315 weeks  
-40 stars, 28 forks, 11 watches  
-created 2017-02-14, last commit 2021-11-19, main language Jupyter Notebook  
-<sub><sup>activitysim, bsd-3-clause, data-science, microsimulation, population-synthesis, python</sup></sub>
-
-
 ### [crowddynamics](https://github.com/crowddynamics/crowddynamics)  
 crowddynamics: Continuous-time multi-agent crowd simulation engine implemented in Python using Numba and Numpy for performance.  
 [https://jaantollander.com/post/how-to-implement-continuous-time-multi-agent-crowd-simulation/](https://jaantollander.com/post/how-to-implement-continuous-time-multi-agent-crowd-simulation/)  
@@ -286,6 +317,15 @@ created 2016-03-22, last commit 2020-01-02, main language Python
 <sub><sup>continuous-time, crowd-dynamics, crowd-simulation, multi-agent</sup></sub>
 
 
+### [street-network-models](https://github.com/gboeing/street-network-models) by [gboeing](https://github.com/gboeing)  
+street-network-models: Street network models and indicators for every urban area in the world  
+[https://osf.io/f2dqc](https://osf.io/f2dqc)  
+[https://github.com/gboeing/street-network-models](https://github.com/gboeing/street-network-models)  
+0.42 stars per week over 150 weeks  
+64 stars, 4 forks, 2 watches  
+created 2020-04-13, last commit 2021-03-05, main language Python  
+
+
 ### [dynpy](https://github.com/artemyk/dynpy) by [artemyk](https://github.com/artemyk)  
 dynpy: Dynamical systems for Python  
 [https://github.com/artemyk/dynpy](https://github.com/artemyk/dynpy)  
@@ -294,7 +334,15 @@ dynpy: Dynamical systems for Python
 created 2014-09-12, last commit 2018-09-28, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+### [Lenia-Tutorial](https://github.com/openlenia/lenia-tutorial) by [openlenia](https://github.com/openlenia)  
+openlenia/lenia-tutorial  
+[https://github.com/openlenia/lenia-tutorial](https://github.com/openlenia/lenia-tutorial)  
+0.27 stars per week over 85 weeks  
+23 stars, 2 forks, 2 watches  
+created 2021-07-15, last commit 2021-07-26, main language Jupyter Notebook  
+
+
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/study.md b/categories/study.md
index 15eb240..e264377 100644
--- a/categories/study.md
+++ b/categories/study.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 29 curated study Python libraries and frameworks ordered by stars.  
+A selection of 30 curated study Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,89 +9,136 @@ Checkout the interactive version that you can filter and sort:
 Python: All Algorithms implemented in Python  
 [https://the-algorithms.com/](https://the-algorithms.com/)  
 [https://github.com/thealgorithms/python](https://github.com/thealgorithms/python)  
-446 stars per week over 345 weeks  
-154,473 stars, 39,208 forks, 5,968 watches  
+446 stars per week over 346 weeks  
+154,597 stars, 39,224 forks, 5,966 watches  
 created 2016-07-16, last commit 2023-03-02, main language Python  
 <sub><sup>algorithm, algorithm-competitions, algorithms-implemented, algos, community-driven, education, hacktoberfest, interview, learn, practice, python, searches, sorting-algorithms, sorts</sup></sub>
 
 
+### [diffusion-models-class](https://github.com/huggingface/diffusion-models-class) by [huggingface](https://github.com/huggingface)  
+diffusion-models-class: Materials for the Hugging Face Diffusion Models Course  
+[https://github.com/huggingface/diffusion-models-class](https://github.com/huggingface/diffusion-models-class)  
+94 stars per week over 20 weeks  
+1,937 stars, 175 forks, 72 watches  
+created 2022-10-13, last commit 2023-02-21, main language Jupyter Notebook  
+
+
+### [deep-rl-class](https://github.com/huggingface/deep-rl-class) by [huggingface](https://github.com/huggingface)  
+deep-rl-class: This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.  
+[https://github.com/huggingface/deep-rl-class](https://github.com/huggingface/deep-rl-class)  
+59 stars per week over 45 weeks  
+2,694 stars, 355 forks, 85 watches  
+created 2022-04-21, last commit 2023-03-02, main language Jupyter Notebook  
+<sub><sup>deep-learning, deep-reinforcement-learning, reinforcement-learning, reinforcement-learning-excercises</sup></sub>
+
+
+### [notebooks](https://github.com/roboflow/notebooks) by [roboflow](https://github.com/roboflow)  
+notebooks: Set of Jupyter Notebooks linked to Roboflow blog posts and used in our YouTube videos.  
+[https://roboflow.com/models](https://roboflow.com/models)  
+[https://github.com/roboflow/notebooks](https://github.com/roboflow/notebooks)  
+55 stars per week over 15 weeks  
+841 stars, 130 forks, 23 watches  
+created 2022-11-18, last commit 2023-03-03, main language Jupyter Notebook  
+<sub><sup>amazon-sagemaker-lab, computer-vision, deep-learning, deep-neural-networks, google-colab, image-classification, image-segmentation, kaggle, machine-learning, object-detection, pytorch, tutorial, yolov5, yolov6, yolov7, yolov8</sup></sub>
+
+
 ### [PythonDataScienceHandbook](https://github.com/jakevdp/pythondatasciencehandbook) by [jakevdp](https://github.com/jakevdp)  
 PythonDataScienceHandbook: Python Data Science Handbook: full text in Jupyter Notebooks  
 [http://jakevdp.github.io/PythonDataScienceHandbook](http://jakevdp.github.io/PythonDataScienceHandbook)  
 [https://github.com/jakevdp/pythondatasciencehandbook](https://github.com/jakevdp/pythondatasciencehandbook)  
 109 stars per week over 342 weeks  
-37,646 stars, 16,600 forks, 1,774 watches  
+37,652 stars, 16,606 forks, 1,775 watches  
 created 2016-08-10, last commit 2018-11-30, main language Jupyter Notebook  
 <sub><sup>jupyter-notebook, matplotlib, numpy, pandas, python, scikit-learn</sup></sub>
 
 
-### [pydata-book](https://github.com/wesm/pydata-book) by [wesm](https://github.com/wesm)  
-pydata-book: Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media  
-[https://github.com/wesm/pydata-book](https://github.com/wesm/pydata-book)  
-34 stars per week over 556 weeks  
-18,953 stars, 14,013 forks, 1,470 watches  
-created 2012-06-30, last commit 2022-11-03, main language Jupyter Notebook  
+### [nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero) by [karpathy](https://github.com/karpathy)  
+nn-zero-to-hero: Neural Networks: Zero to Hero  
+[https://github.com/karpathy/nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero)  
+290 stars per week over 25 weeks  
+7,393 stars, 685 forks, 240 watches  
+created 2022-09-08, last commit 2023-01-17, main language Jupyter Notebook  
+
+
+### [fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices) by [zhanymkanov](https://github.com/zhanymkanov)  
+fastapi-best-practices: FastAPI Best Practices and Conventions we used @ hi.peerlink.me  
+[https://github.com/zhanymkanov/fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices)  
+91 stars per week over 29 weeks  
+2,721 stars, 198 forks, 52 watches  
+created 2022-08-09, last commit 2023-01-09, main language None  
+<sub><sup>best-practices, fastapi</sup></sub>
 
 
 ### [deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks) by [fchollet](https://github.com/fchollet)  
 deep-learning-with-python-notebooks: Jupyter notebooks for the code samples of the book "Deep Learning with Python"  
 [https://github.com/fchollet/deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks)  
 57 stars per week over 286 weeks  
-16,496 stars, 8,040 forks, 642 watches  
+16,498 stars, 8,043 forks, 642 watches  
 created 2017-09-05, last commit 2023-02-13, main language Jupyter Notebook  
 
 
+### [Transformers-Tutorials](https://github.com/nielsrogge/transformers-tutorials) by [nielsrogge](https://github.com/nielsrogge)  
+Transformers-Tutorials: This repository contains demos I made with the Transformers library by HuggingFace.  
+[https://github.com/nielsrogge/transformers-tutorials](https://github.com/nielsrogge/transformers-tutorials)  
+29 stars per week over 130 weeks  
+3,834 stars, 607 forks, 86 watches  
+created 2020-08-31, last commit 2023-02-28, main language Jupyter Notebook  
+<sub><sup>bert, gpt-2, layoutlm, pytorch, transformers, vision-transformer</sup></sub>
+
+
+### [pydata-book](https://github.com/wesm/pydata-book) by [wesm](https://github.com/wesm)  
+pydata-book: Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media  
+[https://github.com/wesm/pydata-book](https://github.com/wesm/pydata-book)  
+34 stars per week over 557 weeks  
+18,959 stars, 14,016 forks, 1,470 watches  
+created 2012-06-30, last commit 2022-11-03, main language Jupyter Notebook  
+
+
+### [machine-learning-book](https://github.com/rasbt/machine-learning-book) by [rasbt](https://github.com/rasbt)  
+machine-learning-book: Code Repository for Machine Learning with PyTorch and Scikit-Learn  
+[https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn](https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn)  
+[https://github.com/rasbt/machine-learning-book](https://github.com/rasbt/machine-learning-book)  
+25 stars per week over 63 weeks  
+1,628 stars, 613 forks, 31 watches  
+created 2021-12-19, last commit 2023-02-02, main language Jupyter Notebook  
+<sub><sup>deep-learning, machine-learning, neural-networks, pytorch, scikit-learn</sup></sub>
+
+
 ### [spinningup](https://github.com/openai/spinningup) by [openai](https://github.com/openai)  
 spinningup: An educational resource to help anyone learn deep reinforcement learning.  
 [https://spinningup.openai.com/](https://spinningup.openai.com/)  
 [https://github.com/openai/spinningup](https://github.com/openai/spinningup)  
 35 stars per week over 225 weeks  
-7,927 stars, 1,846 forks, 215 watches  
+7,937 stars, 1,850 forks, 216 watches  
 created 2018-11-07, last commit 2020-02-07, main language Python  
 
 
-### [nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero) by [karpathy](https://github.com/karpathy)  
-nn-zero-to-hero: Neural Networks: Zero to Hero  
-[https://github.com/karpathy/nn-zero-to-hero](https://github.com/karpathy/nn-zero-to-hero)  
-293 stars per week over 25 weeks  
-7,379 stars, 683 forks, 240 watches  
-created 2022-09-08, last commit 2023-01-17, main language Jupyter Notebook  
-
-
-### [industry-machine-learning](https://github.com/firmai/industry-machine-learning) by [firmai](https://github.com/firmai)  
-industry-machine-learning: A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)  
-[https://www.linkedin.com/company/firmai](https://www.linkedin.com/company/firmai)  
-[https://github.com/firmai/industry-machine-learning](https://github.com/firmai/industry-machine-learning)  
-33 stars per week over 200 weeks  
-6,735 stars, 1,124 forks, 392 watches  
-created 2019-05-03, last commit 2021-12-18, main language Jupyter Notebook  
-<sub><sup>data-science, datascience, example, firmai, jupyter-notebook, machine-learning, practical-machine-learning, python</sup></sub>
-
-
 ### [deep-learning-v2-pytorch](https://github.com/udacity/deep-learning-v2-pytorch) by [udacity](https://github.com/udacity)  
 deep-learning-v2-pytorch: Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101  
 [https://github.com/udacity/deep-learning-v2-pytorch](https://github.com/udacity/deep-learning-v2-pytorch)  
 20 stars per week over 234 weeks  
-4,861 stars, 5,220 forks, 174 watches  
+4,861 stars, 5,222 forks, 174 watches  
 created 2018-09-04, last commit 2022-12-24, main language Jupyter Notebook  
 <sub><sup>convolutional-networks, deep-learning, neural-network, pytorch, recurrent-networks, sentiment-analysis, style-transfer</sup></sub>
 
 
-### [micrograd](https://github.com/karpathy/micrograd) by [karpathy](https://github.com/karpathy)  
-micrograd: A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API  
-[https://github.com/karpathy/micrograd](https://github.com/karpathy/micrograd)  
-27 stars per week over 150 weeks  
-4,209 stars, 458 forks, 93 watches  
-created 2020-04-13, last commit 2020-04-18, main language Jupyter Notebook  
+### [machine-learning-interviews](https://github.com/alirezadir/machine-learning-interview-enlightener) by [alirezadir](https://github.com/alirezadir)  
+machine-learning-interviews: This repo is meant to serve as a guide for Machine Learning/AI technical interviews.   
+[https://github.com/alirezadir/machine-learning-interview-enlightener](https://github.com/alirezadir/machine-learning-interview-enlightener)  
+16 stars per week over 109 weeks  
+1,765 stars, 354 forks, 48 watches  
+created 2021-01-31, last commit 2023-03-01, main language Jupyter Notebook  
+<sub><sup>ai, deep-learning, interview, interview-practice, interview-preparation, interviews, machine-learning, machine-learning-algorithms, scalable-applications, system-design</sup></sub>
 
 
-### [Transformers-Tutorials](https://github.com/nielsrogge/transformers-tutorials) by [nielsrogge](https://github.com/nielsrogge)  
-Transformers-Tutorials: This repository contains demos I made with the Transformers library by HuggingFace.  
-[https://github.com/nielsrogge/transformers-tutorials](https://github.com/nielsrogge/transformers-tutorials)  
-29 stars per week over 130 weeks  
-3,829 stars, 603 forks, 86 watches  
-created 2020-08-31, last commit 2023-02-28, main language Jupyter Notebook  
-<sub><sup>bert, gpt-2, layoutlm, pytorch, transformers, vision-transformer</sup></sub>
+### [industry-machine-learning](https://github.com/firmai/industry-machine-learning) by [firmai](https://github.com/firmai)  
+industry-machine-learning: A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)  
+[https://www.linkedin.com/company/firmai](https://www.linkedin.com/company/firmai)  
+[https://github.com/firmai/industry-machine-learning](https://github.com/firmai/industry-machine-learning)  
+33 stars per week over 200 weeks  
+6,736 stars, 1,124 forks, 392 watches  
+created 2019-05-03, last commit 2021-12-18, main language Jupyter Notebook  
+<sub><sup>data-science, datascience, example, firmai, jupyter-notebook, machine-learning, practical-machine-learning, python</sup></sub>
 
 
 ### [book](https://github.com/cosmicpython/book) by [cosmicpython](https://github.com/cosmicpython)  
@@ -99,82 +146,70 @@ book: A Book about Pythonic Application Architecture Patterns for Managing Compl
 [https://www.cosmicpython.com](https://www.cosmicpython.com)  
 [https://github.com/cosmicpython/book](https://github.com/cosmicpython/book)  
 13 stars per week over 212 weeks  
-2,871 stars, 489 forks, 94 watches  
+2,873 stars, 490 forks, 94 watches  
 created 2019-02-05, last commit 2023-02-06, main language Python  
 
 
-### [fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices) by [zhanymkanov](https://github.com/zhanymkanov)  
-fastapi-best-practices: FastAPI Best Practices and Conventions we used @ hi.peerlink.me  
-[https://github.com/zhanymkanov/fastapi-best-practices](https://github.com/zhanymkanov/fastapi-best-practices)  
-91 stars per week over 29 weeks  
-2,694 stars, 197 forks, 52 watches  
-created 2022-08-09, last commit 2023-01-09, main language None  
-<sub><sup>best-practices, fastapi</sup></sub>
+### [micrograd](https://github.com/karpathy/micrograd) by [karpathy](https://github.com/karpathy)  
+micrograd: A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API  
+[https://github.com/karpathy/micrograd](https://github.com/karpathy/micrograd)  
+27 stars per week over 150 weeks  
+4,218 stars, 460 forks, 93 watches  
+created 2020-04-13, last commit 2020-04-18, main language Jupyter Notebook  
 
 
-### [deep-rl-class](https://github.com/huggingface/deep-rl-class) by [huggingface](https://github.com/huggingface)  
-deep-rl-class: This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.  
-[https://github.com/huggingface/deep-rl-class](https://github.com/huggingface/deep-rl-class)  
-59 stars per week over 45 weeks  
-2,690 stars, 352 forks, 85 watches  
-created 2022-04-21, last commit 2023-03-02, main language Jupyter Notebook  
-<sub><sup>deep-learning, deep-reinforcement-learning, reinforcement-learning, reinforcement-learning-excercises</sup></sub>
+### [pyroad](https://github.com/amaargiru/pyroad) by [amaargiru](https://github.com/amaargiru)  
+pyroad: Detailed Python developer roadmap  
+[https://github.com/amaargiru/pyroad](https://github.com/amaargiru/pyroad)  
+14 stars per week over 17 weeks  
+248 stars, 27 forks, 5 watches  
+created 2022-11-03, last commit 2023-02-27, main language Jupyter Notebook  
+<sub><sup>python, roadmap, tutorial</sup></sub>
 
 
-### [diffusion-models-class](https://github.com/huggingface/diffusion-models-class) by [huggingface](https://github.com/huggingface)  
-diffusion-models-class: Materials for the Hugging Face Diffusion Models Course  
-[https://github.com/huggingface/diffusion-models-class](https://github.com/huggingface/diffusion-models-class)  
-95 stars per week over 20 weeks  
-1,932 stars, 175 forks, 72 watches  
-created 2022-10-13, last commit 2023-02-21, main language Jupyter Notebook  
+### [BookCode_Edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1) by [bayesianmodelingandcomputationinpython](https://github.com/bayesianmodelingandcomputationinpython)  
+bayesianmodelingandcomputationinpython/bookcode_edition1  
+[https://www.bayesiancomputationbook.com](https://www.bayesiancomputationbook.com)  
+[https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1)  
+4.73 stars per week over 80 weeks  
+382 stars, 93 forks, 18 watches  
+created 2021-08-17, last commit 2023-01-09, main language Jupyter Notebook  
+
+
+### [MEDIUM_NoteBook](https://github.com/cerlymarco/medium_notebook) by [cerlymarco](https://github.com/cerlymarco)  
+MEDIUM_NoteBook: Repository containing notebooks of my posts on Medium  
+[https://github.com/cerlymarco/medium_notebook](https://github.com/cerlymarco/medium_notebook)  
+8.61 stars per week over 201 weeks  
+1,738 stars, 910 forks, 97 watches  
+created 2019-04-22, last commit 2023-02-22, main language Jupyter Notebook  
+<sub><sup>artificial-intelligence, data-science, deep-learning, machine-learning, notebooks</sup></sub>
 
 
 ### [coursera-deep-learning-specialization](https://github.com/amanchadha/coursera-deep-learning-specialization) by [amanchadha](https://github.com/amanchadha)  
 coursera-deep-learning-specialization: Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models  
 [https://github.com/amanchadha/coursera-deep-learning-specialization](https://github.com/amanchadha/coursera-deep-learning-specialization)  
 12 stars per week over 140 weeks  
-1,793 stars, 1,562 forks, 17 watches  
+1,794 stars, 1,564 forks, 17 watches  
 created 2020-06-24, last commit 2022-02-07, main language Jupyter Notebook  
 <sub><sup>andrew-ng, andrew-ng-course, cnns, convolutional-neural-network, convolutional-neural-networks, coursera, coursera-assignment, coursera-machine-learning, coursera-specialization, deep-learning, hyperparameter-optimization, hyperparameter-tuning, neural-machine-translation, neural-network, neural-networks, neural-style-transfer, recurrent-neural-network, recurrent-neural-networks, regularization, rnns</sup></sub>
 
 
-### [machine-learning-interviews](https://github.com/alirezadir/machine-learning-interview-enlightener) by [alirezadir](https://github.com/alirezadir)  
-machine-learning-interviews: This repo is meant to serve as a guide for Machine Learning/AI technical interviews.   
-[https://github.com/alirezadir/machine-learning-interview-enlightener](https://github.com/alirezadir/machine-learning-interview-enlightener)  
-16 stars per week over 108 weeks  
-1,762 stars, 354 forks, 48 watches  
-created 2021-01-31, last commit 2023-03-01, main language Jupyter Notebook  
-<sub><sup>ai, deep-learning, interview, interview-practice, interview-preparation, interviews, machine-learning, machine-learning-algorithms, scalable-applications, system-design</sup></sub>
-
-
 ### [example-code-2e](https://github.com/fluentpython/example-code-2e) by [fluentpython](https://github.com/fluentpython)  
 example-code-2e: Example code for Fluent Python, 2nd edition (O'Reilly 2022)   
 [https://amzn.to/3J48u2J](https://amzn.to/3J48u2J)  
 [https://github.com/fluentpython/example-code-2e](https://github.com/fluentpython/example-code-2e)  
-8.46 stars per week over 206 weeks  
-1,743 stars, 524 forks, 54 watches  
+8.45 stars per week over 206 weeks  
+1,745 stars, 525 forks, 54 watches  
 created 2019-03-21, last commit 2022-04-24, main language Python  
 <sub><sup>concurrency, iterators, metaprogramming, python, python3, special-methods</sup></sub>
 
 
-### [machine-learning-book](https://github.com/rasbt/machine-learning-book) by [rasbt](https://github.com/rasbt)  
-machine-learning-book: Code Repository for Machine Learning with PyTorch and Scikit-Learn  
-[https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn](https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn)  
-[https://github.com/rasbt/machine-learning-book](https://github.com/rasbt/machine-learning-book)  
-25 stars per week over 62 weeks  
-1,625 stars, 610 forks, 31 watches  
-created 2021-12-19, last commit 2023-02-02, main language Jupyter Notebook  
-<sub><sup>deep-learning, machine-learning, neural-networks, pytorch, scikit-learn</sup></sub>
-
-
-### [notebooks](https://github.com/roboflow/notebooks) by [roboflow](https://github.com/roboflow)  
-notebooks: Set of Jupyter Notebooks linked to Roboflow blog posts and used in our YouTube videos.  
-[https://roboflow.com/models](https://roboflow.com/models)  
-[https://github.com/roboflow/notebooks](https://github.com/roboflow/notebooks)  
-55 stars per week over 15 weeks  
-837 stars, 128 forks, 23 watches  
-created 2022-11-18, last commit 2023-03-03, main language Jupyter Notebook  
-<sub><sup>amazon-sagemaker-lab, computer-vision, deep-learning, deep-neural-networks, google-colab, image-classification, image-segmentation, kaggle, machine-learning, object-detection, pytorch, tutorial, yolov5, yolov6, yolov7, yolov8</sup></sub>
+### [practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book) by [googlecloudplatform](https://github.com/googlecloudplatform)  
+googlecloudplatform/practical-ml-vision-book  
+[https://github.com/googlecloudplatform/practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book)  
+2.73 stars per week over 119 weeks  
+326 stars, 147 forks, 19 watches  
+created 2020-11-18, last commit 2022-11-21, main language Jupyter Notebook  
 
 
 ### [quantumcomputingbook](https://github.com/jackhidary/quantumcomputingbook) by [jackhidary](https://github.com/jackhidary)  
@@ -186,86 +221,60 @@ created 2019-02-28, last commit 2021-10-14, main language Jupyter Notebook
 <sub><sup>cirq, google-quantum, qiskit, quantum, quantum-computing, quantum-information, quantum-information-science, quantum-processor, quantum-supremacy, rigetti, sycamore</sup></sub>
 
 
+### [high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e) by [mynameisfiber](https://github.com/mynameisfiber)  
+high_performance_python_2e: Code for the book "High Performance Python 2e" by Micha Gorelick and Ian Ozsvald with OReilly   
+[https://github.com/mynameisfiber/high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e)  
+2.03 stars per week over 151 weeks  
+306 stars, 100 forks, 6 watches  
+created 2020-04-12, last commit 2023-01-18, main language Python  
+<sub><sup>code-samples, high-performance, oreilly, oreilly-books, python</sup></sub>
+
+
+### [crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python) by [dylanhogg](https://github.com/dylanhogg)  
+crazy-awesome-python: A curated list of awesome Python frameworks, with a bias towards data and machine learning  
+[https://www.awesomepython.org/](https://www.awesomepython.org/)  
+[https://github.com/dylanhogg/crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python)  
+0.38 stars per week over 141 weeks  
+53 stars, 8 forks, 3 watches  
+created 2020-06-20, last commit 2023-03-03, main language HTML  
+<sub><sup>awesome-list, data, machine-learning, natural-language-processing, python, python-data, python-frameworks, python-library, python-machine-learning, python-nlp</sup></sub>
+
+
 ### [stat453-deep-learning-ss20](https://github.com/rasbt/stat453-deep-learning-ss20) by [rasbt](https://github.com/rasbt)  
 stat453-deep-learning-ss20: STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020)  
 [http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/](http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/)  
 [https://github.com/rasbt/stat453-deep-learning-ss20](https://github.com/rasbt/stat453-deep-learning-ss20)  
-3.22 stars per week over 162 weeks  
+3.21 stars per week over 162 weeks  
 523 stars, 154 forks, 36 watches  
 created 2020-01-20, last commit 2020-05-01, main language Jupyter Notebook  
 
 
-### [BookCode_Edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1) by [bayesianmodelingandcomputationinpython](https://github.com/bayesianmodelingandcomputationinpython)  
-bayesianmodelingandcomputationinpython/bookcode_edition1  
-[https://www.bayesiancomputationbook.com](https://www.bayesiancomputationbook.com)  
-[https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1](https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1)  
-4.74 stars per week over 80 weeks  
-381 stars, 92 forks, 17 watches  
-created 2021-08-17, last commit 2023-01-09, main language Jupyter Notebook  
-
-
 ### [stat451-machine-learning-fs20](https://github.com/rasbt/stat451-machine-learning-fs20) by [rasbt](https://github.com/rasbt)  
 stat451-machine-learning-fs20: STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020)  
 [https://github.com/rasbt/stat451-machine-learning-fs20](https://github.com/rasbt/stat451-machine-learning-fs20)  
-2.56 stars per week over 134 weeks  
+2.55 stars per week over 134 weeks  
 343 stars, 180 forks, 18 watches  
 created 2020-08-06, last commit 2020-12-03, main language Jupyter Notebook  
 
 
-### [practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book) by [googlecloudplatform](https://github.com/googlecloudplatform)  
-googlecloudplatform/practical-ml-vision-book  
-[https://github.com/googlecloudplatform/practical-ml-vision-book](https://github.com/googlecloudplatform/practical-ml-vision-book)  
-2.74 stars per week over 119 weeks  
-327 stars, 147 forks, 19 watches  
-created 2020-11-18, last commit 2022-11-21, main language Jupyter Notebook  
-
-
-### [high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e) by [mynameisfiber](https://github.com/mynameisfiber)  
-high_performance_python_2e: Code for the book "High Performance Python 2e" by Micha Gorelick and Ian Ozsvald with OReilly   
-[https://github.com/mynameisfiber/high_performance_python_2e](https://github.com/mynameisfiber/high_performance_python_2e)  
-2.03 stars per week over 150 weeks  
-306 stars, 100 forks, 6 watches  
-created 2020-04-12, last commit 2023-01-18, main language Python  
-<sub><sup>code-samples, high-performance, oreilly, oreilly-books, python</sup></sub>
-
-
-### [pyroad](https://github.com/amaargiru/pyroad) by [amaargiru](https://github.com/amaargiru)  
-pyroad: Detailed Python developer roadmap  
-[https://github.com/amaargiru/pyroad](https://github.com/amaargiru/pyroad)  
-14 stars per week over 17 weeks  
-248 stars, 27 forks, 5 watches  
-created 2022-11-03, last commit 2023-02-27, main language Jupyter Notebook  
-<sub><sup>python, roadmap, tutorial</sup></sub>
-
-
 ### [calm-notebooks](https://github.com/koaning/calm-notebooks) by [koaning](https://github.com/koaning)  
 calm-notebooks: notebooks that are used at calmcode.io  
 [https://calmcode.io](https://calmcode.io)  
 [https://github.com/koaning/calm-notebooks](https://github.com/koaning/calm-notebooks)  
-1.1 stars per week over 156 weeks  
+1.1 stars per week over 157 weeks  
 172 stars, 148 forks, 7 watches  
 created 2020-03-01, last commit 2021-10-21, main language Jupyter Notebook  
 
 
-### [crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python) by [dylanhogg](https://github.com/dylanhogg)  
-crazy-awesome-python: A curated list of awesome Python frameworks, with a bias towards data and machine learning  
-[https://www.awesomepython.org/](https://www.awesomepython.org/)  
-[https://github.com/dylanhogg/crazy-awesome-python](https://github.com/dylanhogg/crazy-awesome-python)  
-0.38 stars per week over 140 weeks  
-53 stars, 8 forks, 3 watches  
-created 2020-06-20, last commit 2023-02-11, main language HTML  
-<sub><sup>awesome-list, data, machine-learning, natural-language-processing, python, python-data, python-frameworks, python-library, python-machine-learning, python-nlp</sup></sub>
-
-
 ### [rl-course](https://github.com/anyscale/rl-course) by [anyscale](https://github.com/anyscale)  
 anyscale/rl-course  
 [https://github.com/anyscale/rl-course](https://github.com/anyscale/rl-course)  
-0.32 stars per week over 52 weeks  
-17 stars, 0 forks, 5 watches  
+0.34 stars per week over 52 weeks  
+18 stars, 1 forks, 5 watches  
 created 2022-03-01, last commit 2023-01-02, main language Jupyter Notebook  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/template.md b/categories/template.md
index 3724431..938f90f 100644
--- a/categories/template.md
+++ b/categories/template.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 10 curated template Python libraries and frameworks ordered by stars.  
+A selection of 11 curated template Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,8 +9,8 @@ Checkout the interactive version that you can filter and sort:
 cookiecutter: A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.  
 [https://pypi.org/project/cookiecutter/](https://pypi.org/project/cookiecutter/)  
 [https://github.com/cookiecutter/cookiecutter](https://github.com/cookiecutter/cookiecutter)  
-37 stars per week over 502 weeks  
-19,032 stars, 1,795 forks, 232 watches  
+37 stars per week over 503 weeks  
+19,044 stars, 1,798 forks, 232 watches  
 created 2013-07-14, last commit 2022-09-09, main language Python  
 <sub><sup>cookiecutter, python</sup></sub>
 
@@ -18,56 +18,64 @@ created 2013-07-14, last commit 2022-09-09, main language Python
 ### [full-stack-fastapi-postgresql](https://github.com/tiangolo/full-stack-fastapi-postgresql) by [tiangolo](https://github.com/tiangolo)  
 full-stack-fastapi-postgresql: Full stack, modern web application generator. Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.  
 [https://github.com/tiangolo/full-stack-fastapi-postgresql](https://github.com/tiangolo/full-stack-fastapi-postgresql)  
-53 stars per week over 209 weeks  
-11,240 stars, 2,050 forks, 185 watches  
+53 stars per week over 210 weeks  
+11,263 stars, 2,054 forks, 187 watches  
 created 2019-02-23, last commit 2020-06-05, main language Python  
 <sub><sup>backend, celery, cookiecutter, docker, fastapi, frontend, json, json-schema, jwt, letsencrypt, openapi, openapi3, pgadmin, postgresql, python, python3, swagger, traefik, vue, vuex</sup></sub>
 
 
-### [cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science) by [drivendata](https://github.com/drivendata)  
-cookiecutter-data-science: A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.  
-[http://drivendata.github.io/cookiecutter-data-science/](http://drivendata.github.io/cookiecutter-data-science/)  
-[https://github.com/drivendata/cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science)  
-17 stars per week over 383 weeks  
-6,535 stars, 2,088 forks, 113 watches  
-created 2015-10-30, last commit 2022-03-11, main language Python  
-<sub><sup>ai, cookiecutter, cookiecutter-data-science, cookiecutter-template, data-science, machine-learning</sup></sub>
-
-
 ### [pyscaffold](https://github.com/pyscaffold/pyscaffold)  
 pyscaffold: 🛠 Python project template generator with batteries included  
 [https://pyscaffold.org](https://pyscaffold.org)  
 [https://github.com/pyscaffold/pyscaffold](https://github.com/pyscaffold/pyscaffold)  
 3.73 stars per week over 465 weeks  
-1,734 stars, 172 forks, 40 watches  
+1,736 stars, 172 forks, 40 watches  
 created 2014-04-02, last commit 2023-02-21, main language Python  
 <sub><sup>distribution, git, package, package-creation, project-template, python, release-automation, template-project</sup></sub>
 
 
-### [fastapi-react](https://github.com/buuntu/fastapi-react) by [buuntu](https://github.com/buuntu)  
-fastapi-react: 🚀   Cookiecutter Template for FastAPI + React Projects.  Using PostgreSQL, SQLAlchemy, and Docker  
-[https://github.com/buuntu/fastapi-react](https://github.com/buuntu/fastapi-react)  
-9.92 stars per week over 153 weeks  
-1,527 stars, 259 forks, 37 watches  
-created 2020-03-21, last commit 2022-02-18, main language Python  
-<sub><sup>boilerplate, cookiecutter, docker, fastapi, full-stack, jwt, nginx, oauth2, postgres, react, react-admin, sqlalchemy, typescript</sup></sub>
+### [cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science) by [drivendata](https://github.com/drivendata)  
+cookiecutter-data-science: A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.  
+[http://drivendata.github.io/cookiecutter-data-science/](http://drivendata.github.io/cookiecutter-data-science/)  
+[https://github.com/drivendata/cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science)  
+17 stars per week over 383 weeks  
+6,536 stars, 2,089 forks, 113 watches  
+created 2015-10-30, last commit 2022-03-11, main language Python  
+<sub><sup>ai, cookiecutter, cookiecutter-data-science, cookiecutter-template, data-science, machine-learning</sup></sub>
+
+
+### [fast-api-admin-template](https://github.com/janetech-inc/fast-api-admin-template) by [janetech-inc](https://github.com/janetech-inc)  
+fast-api-admin-template:  A test driven micro-service template to build and deploy a fast-api service with admin feature.  
+[https://github.com/janetech-inc/fast-api-admin-template](https://github.com/janetech-inc/fast-api-admin-template)  
+37 stars per week over 2 weeks  
+96 stars, 10 forks, 3 watches  
+created 2023-02-15, last commit 2023-03-01, main language JavaScript  
 
 
 ### [python-package-template](https://github.com/tezromach/python-package-template) by [tezromach](https://github.com/tezromach)  
 python-package-template: 🚀 Your next Python package needs a bleeding-edge project structure.  
 [https://github.com/tezromach/python-package-template](https://github.com/tezromach/python-package-template)  
-6.15 stars per week over 150 weeks  
-924 stars, 92 forks, 6 watches  
+6.16 stars per week over 150 weeks  
+927 stars, 92 forks, 6 watches  
 created 2020-04-15, last commit 2022-05-18, main language Python  
 <sub><sup>best-practices, codestyle, cookiecutter, formatters, makefile, poetry, python, python-packages, semantic-versions, template</sup></sub>
 
 
+### [fastapi-react](https://github.com/buuntu/fastapi-react) by [buuntu](https://github.com/buuntu)  
+fastapi-react: 🚀   Cookiecutter Template for FastAPI + React Projects.  Using PostgreSQL, SQLAlchemy, and Docker  
+[https://github.com/buuntu/fastapi-react](https://github.com/buuntu/fastapi-react)  
+9.91 stars per week over 154 weeks  
+1,528 stars, 259 forks, 37 watches  
+created 2020-03-21, last commit 2022-02-18, main language Python  
+<sub><sup>boilerplate, cookiecutter, docker, fastapi, full-stack, jwt, nginx, oauth2, postgres, react, react-admin, sqlalchemy, typescript</sup></sub>
+
+
 ### [mako](https://github.com/sqlalchemy/mako) by [sqlalchemy](https://github.com/sqlalchemy)  
 Mako Templates for Python  
 [https://www.makotemplates.org](https://www.makotemplates.org)  
 [https://github.com/sqlalchemy/mako](https://github.com/sqlalchemy/mako)  
 1.1 stars per week over 222 weeks  
-245 stars, 46 forks, 11 watches  
+246 stars, 46 forks, 11 watches  
 created 2018-11-26, last commit 2023-01-03, main language Python  
 
 
@@ -84,7 +92,7 @@ created 2020-07-06, last commit 2022-06-10, main language Python
 python-collab-template: 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.  
 [https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/](https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/)  
 [https://github.com/eugeneyan/python-collab-template](https://github.com/eugeneyan/python-collab-template)  
-0.9 stars per week over 140 weeks  
+0.9 stars per week over 141 weeks  
 127 stars, 37 forks, 4 watches  
 created 2020-06-21, last commit 2022-07-02, main language Python  
 <sub><sup>coverage, github-actions, hacktoberfest, linting, makefile, python, type-checking, unit-testing</sup></sub>
@@ -99,7 +107,7 @@ created 2020-02-12, last commit 2022-08-19, main language Python
 <sub><sup>cookiecutter, jupyterlab, python, template</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/term.md b/categories/term.md
index 9f589f3..98366a0 100644
--- a/categories/term.md
+++ b/categories/term.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 12 curated term Python libraries and frameworks ordered by stars.  
+A selection of 13 curated term Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,39 +9,49 @@ Checkout the interactive version that you can filter and sort:
 Rich is a Python library for rich text and beautiful formatting in the terminal.  
 [https://rich.readthedocs.io/en/latest/](https://rich.readthedocs.io/en/latest/)  
 [https://github.com/willmcgugan/rich](https://github.com/willmcgugan/rich)  
-244 stars per week over 172 weeks  
-42,256 stars, 1,505 forks, 544 watches  
-created 2019-11-10, last commit 2023-02-19, main language Python  
+244 stars per week over 173 weeks  
+42,276 stars, 1,505 forks, 544 watches  
+created 2019-11-10, last commit 2023-03-04, main language Python  
 <sub><sup>ansi-colors, emoji, markdown, progress-bar, progress-bar-python, python, python-library, python3, rich, syntax-highlighting, tables, terminal, terminal-color, traceback, tracebacks-rich, tui</sup></sub>
 
 
-### [tqdm](https://github.com/tqdm/tqdm)  
-tqdm: A Fast, Extensible Progress Bar for Python and CLI  
-[https://tqdm.github.io](https://tqdm.github.io)  
-[https://github.com/tqdm/tqdm](https://github.com/tqdm/tqdm)  
-59 stars per week over 404 weeks  
-24,132 stars, 1,224 forks, 208 watches  
-created 2015-06-03, last commit 2022-09-03, main language Python  
-<sub><sup>cli, closember, console, discord, gui, jupyter, keras, meter, pandas, parallel, progress, progress-bar, progressbar, progressmeter, python, rate, telegram, terminal, time, utilities</sup></sub>
+### [textual](https://github.com/willmcgugan/textual) by [willmcgugan](https://github.com/willmcgugan)  
+Textual is a TUI (Text User Interface) framework for Python inspired by modern web development.  
+[https://textual.textualize.io/](https://textual.textualize.io/)  
+[https://github.com/willmcgugan/textual](https://github.com/willmcgugan/textual)  
+180 stars per week over 99 weeks  
+17,946 stars, 525 forks, 157 watches  
+created 2021-04-08, last commit 2023-03-03, main language Python  
+<sub><sup>cli, framework, python, rich, terminal, tui</sup></sub>
+
+
+### [typer](https://github.com/tiangolo/typer) by [tiangolo](https://github.com/tiangolo)  
+Typer, build great CLIs. Easy to code. Based on Python type hints.  
+[https://typer.tiangolo.com/](https://typer.tiangolo.com/)  
+[https://github.com/tiangolo/typer](https://github.com/tiangolo/typer)  
+63 stars per week over 166 weeks  
+10,601 stars, 427 forks, 68 watches  
+created 2019-12-24, last commit 2023-02-21, main language Python  
+<sub><sup>cli, click, python, python3, shell, terminal, typehints, typer</sup></sub>
 
 
 ### [python-fire](https://github.com/google/python-fire) by [google](https://github.com/google)  
 python-fire: Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.  
 [https://github.com/google/python-fire](https://github.com/google/python-fire)  
 76 stars per week over 314 weeks  
-24,049 stars, 1,367 forks, 381 watches  
+24,057 stars, 1,369 forks, 381 watches  
 created 2017-02-21, last commit 2023-02-13, main language Python  
 <sub><sup>cli, python</sup></sub>
 
 
-### [textual](https://github.com/willmcgugan/textual) by [willmcgugan](https://github.com/willmcgugan)  
-Textual is a TUI (Text User Interface) framework for Python inspired by modern web development.  
-[https://textual.textualize.io/](https://textual.textualize.io/)  
-[https://github.com/willmcgugan/textual](https://github.com/willmcgugan/textual)  
-180 stars per week over 99 weeks  
-17,923 stars, 524 forks, 157 watches  
-created 2021-04-08, last commit 2023-03-02, main language Python  
-<sub><sup>cli, framework, python, rich, terminal, tui</sup></sub>
+### [tqdm](https://github.com/tqdm/tqdm)  
+tqdm: A Fast, Extensible Progress Bar for Python and CLI  
+[https://tqdm.github.io](https://tqdm.github.io)  
+[https://github.com/tqdm/tqdm](https://github.com/tqdm/tqdm)  
+59 stars per week over 404 weeks  
+24,141 stars, 1,225 forks, 208 watches  
+created 2015-06-03, last commit 2023-03-03, main language Python  
+<sub><sup>cli, closember, console, discord, gui, jupyter, keras, meter, pandas, parallel, progress, progress-bar, progressbar, progressmeter, python, rate, telegram, terminal, time, utilities</sup></sub>
 
 
 ### [click](https://github.com/pallets/click) by [pallets](https://github.com/pallets)  
@@ -49,48 +59,38 @@ click: Python composable command line interface toolkit
 [https://click.palletsprojects.com](https://click.palletsprojects.com)  
 [https://github.com/pallets/click](https://github.com/pallets/click)  
 29 stars per week over 462 weeks  
-13,549 stars, 1,315 forks, 180 watches  
+13,554 stars, 1,315 forks, 180 watches  
 created 2014-04-24, last commit 2023-03-01, main language Python  
 <sub><sup>cli, click, pallets, python</sup></sub>
 
 
-### [typer](https://github.com/tiangolo/typer) by [tiangolo](https://github.com/tiangolo)  
-Typer, build great CLIs. Easy to code. Based on Python type hints.  
-[https://typer.tiangolo.com/](https://typer.tiangolo.com/)  
-[https://github.com/tiangolo/typer](https://github.com/tiangolo/typer)  
-63 stars per week over 166 weeks  
-10,585 stars, 427 forks, 68 watches  
-created 2019-12-24, last commit 2023-02-21, main language Python  
-<sub><sup>cli, click, python, python3, shell, terminal, typehints, typer</sup></sub>
-
-
-### [urwid](https://github.com/urwid/urwid)  
-urwid: Console user interface library for Python (official repo)  
-[urwid.org](urwid.org)  
-[https://github.com/urwid/urwid](https://github.com/urwid/urwid)  
-3.75 stars per week over 679 weeks  
-2,545 stars, 311 forks, 62 watches  
-created 2010-02-25, last commit 2022-07-12, main language Python  
+### [prettytable](https://github.com/jazzband/prettytable) by [jazzband](https://github.com/jazzband)  
+prettytable: Display tabular data in a visually appealing ASCII table format  
+[https://pypi.org/project/PrettyTable/](https://pypi.org/project/PrettyTable/)  
+[https://github.com/jazzband/prettytable](https://github.com/jazzband/prettytable)  
+2.6 stars per week over 372 weeks  
+968 stars, 122 forks, 20 watches  
+created 2016-01-15, last commit 2023-03-02, main language Python  
+<sub><sup>package, python, python-3, utility-library</sup></sub>
 
 
 ### [blessed](https://github.com/jquast/blessed) by [jquast](https://github.com/jquast)  
 Blessed is an easy, practical library for making python terminal apps  
 [http://pypi.python.org/pypi/blessed](http://pypi.python.org/pypi/blessed)  
 [https://github.com/jquast/blessed](https://github.com/jquast/blessed)  
-1.9 stars per week over 469 weeks  
+1.9 stars per week over 470 weeks  
 893 stars, 68 forks, 23 watches  
 created 2014-03-01, last commit 2023-02-04, main language Python  
 <sub><sup>cli, curses, terminal</sup></sub>
 
 
-### [dashing](https://github.com/federicoceratto/dashing) by [federicoceratto](https://github.com/federicoceratto)  
-dashing: Terminal dashboards for Python  
-[https://dashing.readthedocs.io/en/latest/](https://dashing.readthedocs.io/en/latest/)  
-[https://github.com/federicoceratto/dashing](https://github.com/federicoceratto/dashing)  
-1.16 stars per week over 299 weeks  
-347 stars, 30 forks, 9 watches  
-created 2017-06-03, last commit 2020-09-06, main language Python  
-<sub><sup>charts, dashboard, gauges, python, python3, terminal, terminal-based</sup></sub>
+### [urwid](https://github.com/urwid/urwid)  
+urwid: Console user interface library for Python (official repo)  
+[urwid.org](urwid.org)  
+[https://github.com/urwid/urwid](https://github.com/urwid/urwid)  
+3.75 stars per week over 679 weeks  
+2,545 stars, 311 forks, 62 watches  
+created 2010-02-25, last commit 2022-07-12, main language Python  
 
 
 ### [enlighten](https://github.com/rockhopper-technologies/enlighten) by [rockhopper-technologies](https://github.com/rockhopper-technologies)  
@@ -98,11 +98,30 @@ Enlighten Progress Bar for Python Console Apps
 [https://python-enlighten.readthedocs.io](https://python-enlighten.readthedocs.io)  
 [https://github.com/rockhopper-technologies/enlighten](https://github.com/rockhopper-technologies/enlighten)  
 0.98 stars per week over 284 weeks  
-277 stars, 19 forks, 4 watches  
+278 stars, 19 forks, 4 watches  
 created 2017-09-22, last commit 2023-02-04, main language Python  
 <sub><sup>python</sup></sub>
 
 
+### [terminaltables](https://github.com/matthewdeanmartin/terminaltables) by [matthewdeanmartin](https://github.com/matthewdeanmartin)  
+terminaltables: Generate simple tables in terminals from a nested list of strings.  
+[https://robpol86.github.io/terminaltables](https://robpol86.github.io/terminaltables)  
+[https://github.com/matthewdeanmartin/terminaltables](https://github.com/matthewdeanmartin/terminaltables)  
+0.38 stars per week over 65 weeks  
+25 stars, 5 forks, 0 watches  
+created 2021-12-04, last commit 2022-01-30, main language Python  
+
+
+### [dashing](https://github.com/federicoceratto/dashing) by [federicoceratto](https://github.com/federicoceratto)  
+dashing: Terminal dashboards for Python  
+[https://dashing.readthedocs.io/en/latest/](https://dashing.readthedocs.io/en/latest/)  
+[https://github.com/federicoceratto/dashing](https://github.com/federicoceratto/dashing)  
+1.16 stars per week over 300 weeks  
+347 stars, 30 forks, 9 watches  
+created 2017-06-03, last commit 2020-09-06, main language Python  
+<sub><sup>charts, dashboard, gauges, python, python3, terminal, terminal-based</sup></sub>
+
+
 ### [sparklines](https://github.com/deeplook/sparklines) by [deeplook](https://github.com/deeplook)  
 sparklines: Text-based sparkline command line mimicking those of Edward Tuft.  
 [https://github.com/deeplook/sparklines](https://github.com/deeplook/sparklines)  
@@ -112,16 +131,7 @@ created 2016-05-17, last commit 2021-06-26, main language Python
 <sub><sup>ascii, command-line-tool, graphs, python, sparkline-graphs, sparklines</sup></sub>
 
 
-### [terminaltables](https://github.com/matthewdeanmartin/terminaltables) by [matthewdeanmartin](https://github.com/matthewdeanmartin)  
-terminaltables: Generate simple tables in terminals from a nested list of strings.  
-[https://robpol86.github.io/terminaltables](https://robpol86.github.io/terminaltables)  
-[https://github.com/matthewdeanmartin/terminaltables](https://github.com/matthewdeanmartin/terminaltables)  
-0.39 stars per week over 64 weeks  
-25 stars, 5 forks, 0 watches  
-created 2021-12-04, last commit 2022-01-30, main language Python  
-
-
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/testing.md b/categories/testing.md
index 2b52f4c..304b0a3 100644
--- a/categories/testing.md
+++ b/categories/testing.md
@@ -9,8 +9,8 @@ Checkout the interactive version that you can filter and sort:
 locust: Scalable load testing tool written in Python  
 [https://github.com/locustio/locust](https://github.com/locustio/locust)  
 33 stars per week over 628 weeks  
-20,777 stars, 2,647 forks, 433 watches  
-created 2011-02-17, last commit 2023-03-01, main language Python  
+20,788 stars, 2,648 forks, 433 watches  
+created 2011-02-17, last commit 2023-03-04, main language Python  
 <sub><sup>benchmarking, http, load-generator, load-testing, locust, performance-testing, python</sup></sub>
 
 
@@ -19,8 +19,8 @@ pytest: The pytest framework makes it easy to write small tests, yet scales to s
 [https://pytest.org](https://pytest.org)  
 [https://github.com/pytest-dev/pytest](https://github.com/pytest-dev/pytest)  
 24 stars per week over 402 weeks  
-9,852 stars, 2,269 forks, 194 watches  
-created 2015-06-15, last commit 2023-02-28, main language Python  
+9,858 stars, 2,271 forks, 194 watches  
+created 2015-06-15, last commit 2023-03-03, main language Python  
 <sub><sup>hacktoberfest, python, test, testing, unit-testing</sup></sub>
 
 
@@ -29,7 +29,7 @@ robotframework: Generic automation framework for acceptance testing and RPA
 [http://robotframework.org](http://robotframework.org)  
 [https://github.com/robotframework/robotframework](https://github.com/robotframework/robotframework)  
 17 stars per week over 453 weeks  
-7,800 stars, 2,092 forks, 475 watches  
+7,804 stars, 2,092 forks, 475 watches  
 created 2014-06-27, last commit 2023-03-01, main language Python  
 <sub><sup>attd, automation, bdd, python, robotframework, rpa, testautomation, testing</sup></sub>
 
@@ -38,35 +38,27 @@ created 2014-06-27, last commit 2023-03-01, main language Python
 Hypothesis is a powerful, flexible, and easy to use library for property-based testing.  
 [https://hypothesis.works](https://hypothesis.works)  
 [https://github.com/hypothesisworks/hypothesis](https://github.com/hypothesisworks/hypothesis)  
-12 stars per week over 520 weeks  
-6,551 stars, 550 forks, 68 watches  
+12 stars per week over 521 weeks  
+6,552 stars, 550 forks, 68 watches  
 created 2013-03-10, last commit 2023-02-17, main language Python  
 <sub><sup>fuzzing, property-based-testing, python, testing</sup></sub>
 
 
-### [beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns) by [newsapps](https://github.com/newsapps)  
-beeswithmachineguns: A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).  
-[http://apps.chicagotribune.com/](http://apps.chicagotribune.com/)  
-[https://github.com/newsapps/beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns)  
-9.51 stars per week over 661 weeks  
-6,293 stars, 664 forks, 227 watches  
-created 2010-06-29, last commit 2017-12-20, main language Python  
-
-
-### [freezegun](https://github.com/spulec/freezegun) by [spulec](https://github.com/spulec)  
-freezegun: Let your Python tests travel through time  
-[https://github.com/spulec/freezegun](https://github.com/spulec/freezegun)  
-6.73 stars per week over 533 weeks  
-3,591 stars, 249 forks, 31 watches  
-created 2012-12-11, last commit 2023-02-22, main language Python  
+### [coveragepy](https://github.com/nedbat/coveragepy) by [nedbat](https://github.com/nedbat)  
+coveragepy: The code coverage tool for Python  
+[https://coverage.readthedocs.io](https://coverage.readthedocs.io)  
+[https://github.com/nedbat/coveragepy](https://github.com/nedbat/coveragepy)  
+9.8 stars per week over 245 weeks  
+2,402 stars, 346 forks, 27 watches  
+created 2018-06-23, last commit 2023-02-26, main language Python  
 
 
 ### [tox](https://github.com/tox-dev/tox) by [tox-dev](https://github.com/tox-dev)  
 tox: Command line driven CI frontend and development task automation tool.  
 [https://tox.wiki](https://tox.wiki)  
 [https://github.com/tox-dev/tox](https://github.com/tox-dev/tox)  
-9.49 stars per week over 336 weeks  
-3,196 stars, 461 forks, 41 watches  
+9.48 stars per week over 337 weeks  
+3,197 stars, 461 forks, 41 watches  
 created 2016-09-17, last commit 2023-03-02, main language Python  
 <sub><sup>actions, appveyor, automation, azure-pipelines, circleci, cli, continuous-integration, gitlab, hacktoberfest, pep-621, python, testing, travis, venv, virtualenv</sup></sub>
 
@@ -76,34 +68,35 @@ SeleniumBase: A Python browser automation framework for creating reliable end-to
 [https://seleniumbase.io](https://seleniumbase.io)  
 [https://github.com/seleniumbase/seleniumbase](https://github.com/seleniumbase/seleniumbase)  
 6.72 stars per week over 469 weeks  
-3,155 stars, 762 forks, 122 watches  
-created 2014-03-04, last commit 2023-03-02, main language Python  
+3,157 stars, 761 forks, 122 watches  
+created 2014-03-04, last commit 2023-03-04, main language Python  
 <sub><sup>behave, chrome, chromedriver, e2e-testing, firefox, pytest, pytest-plugin, python, python3, selenium, selenium-python, seleniumbase, test, web-automation, webdriver, webkit</sup></sub>
 
 
-### [behave](https://github.com/behave/behave)  
-behave: BDD, Python style.  
-[https://github.com/behave/behave](https://github.com/behave/behave)  
-4.69 stars per week over 592 weeks  
-2,778 stars, 610 forks, 119 watches  
-created 2011-10-25, last commit 2022-12-19, main language Python  
+### [freezegun](https://github.com/spulec/freezegun) by [spulec](https://github.com/spulec)  
+freezegun: Let your Python tests travel through time  
+[https://github.com/spulec/freezegun](https://github.com/spulec/freezegun)  
+6.73 stars per week over 533 weeks  
+3,594 stars, 249 forks, 31 watches  
+created 2012-12-11, last commit 2023-02-22, main language Python  
 
 
-### [coveragepy](https://github.com/nedbat/coveragepy) by [nedbat](https://github.com/nedbat)  
-coveragepy: The code coverage tool for Python  
-[https://coverage.readthedocs.io](https://coverage.readthedocs.io)  
-[https://github.com/nedbat/coveragepy](https://github.com/nedbat/coveragepy)  
-9.81 stars per week over 244 weeks  
-2,403 stars, 346 forks, 27 watches  
-created 2018-06-23, last commit 2023-02-26, main language Python  
+### [pytest-xdist](https://github.com/pytest-dev/pytest-xdist) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-xdist: pytest plugin for distributed testing and loop-on-failures testing modes.   
+[https://pytest-xdist.readthedocs.io](https://pytest-xdist.readthedocs.io)  
+[https://github.com/pytest-dev/pytest-xdist](https://github.com/pytest-dev/pytest-xdist)  
+2.81 stars per week over 391 weeks  
+1,100 stars, 192 forks, 47 watches  
+created 2015-09-01, last commit 2023-02-27, main language Python  
+<sub><sup>hacktoberfest, pytest, pytest-plugin</sup></sub>
 
 
 ### [pytest-testinfra](https://github.com/pytest-dev/pytest-testinfra) by [pytest-dev](https://github.com/pytest-dev)  
 pytest-testinfra: Testinfra test your infrastructures  
 [https://testinfra.readthedocs.io](https://testinfra.readthedocs.io)  
 [https://github.com/pytest-dev/pytest-testinfra](https://github.com/pytest-dev/pytest-testinfra)  
-5.22 stars per week over 415 weeks  
-2,168 stars, 321 forks, 82 watches  
+5.21 stars per week over 416 weeks  
+2,169 stars, 321 forks, 82 watches  
 created 2015-03-15, last commit 2023-01-11, main language Python  
 <sub><sup>ansible, chef, devops, devops-tools, docker, infrastructure-as-code, infrastructure-testing, kubernetes, nagios, puppet, pytest-plugin, python, saltstack, tdd, tdd-utilities, testing, testing-tools</sup></sub>
 
@@ -112,21 +105,48 @@ created 2015-03-15, last commit 2023-01-11, main language Python
 pytest-mock: Thin-wrapper around the mock package for easier use with pytest  
 [https://pytest-mock.readthedocs.io/en/latest/](https://pytest-mock.readthedocs.io/en/latest/)  
 [https://github.com/pytest-dev/pytest-mock](https://github.com/pytest-dev/pytest-mock)  
-3.41 stars per week over 450 weeks  
-1,537 stars, 122 forks, 33 watches  
+3.42 stars per week over 450 weeks  
+1,541 stars, 122 forks, 33 watches  
 created 2014-07-17, last commit 2023-02-27, main language Python  
 <sub><sup>hacktoberfest, mock, pytest</sup></sub>
 
 
+### [tavern](https://github.com/taverntesting/tavern) by [taverntesting](https://github.com/taverntesting)  
+tavern: A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax  
+[https://taverntesting.github.io/](https://taverntesting.github.io/)  
+[https://github.com/taverntesting/tavern](https://github.com/taverntesting/tavern)  
+3.28 stars per week over 278 weeks  
+913 stars, 182 forks, 28 watches  
+created 2017-11-01, last commit 2023-02-16, main language Python  
+<sub><sup>http, mqtt, pytest, python, test-automation, testing</sup></sub>
+
+
+### [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) by [pytest-dev](https://github.com/pytest-dev)  
+pytest-asyncio: Asyncio support for pytest  
+[https://pytest-asyncio.readthedocs.io](https://pytest-asyncio.readthedocs.io)  
+[https://github.com/pytest-dev/pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio)  
+2.68 stars per week over 412 weeks  
+1,106 stars, 118 forks, 35 watches  
+created 2015-04-11, last commit 2023-02-25, main language Python  
+
+
 ### [pytest-cov](https://github.com/pytest-dev/pytest-cov) by [pytest-dev](https://github.com/pytest-dev)  
 pytest-cov: Coverage plugin for pytest.  
 [https://github.com/pytest-dev/pytest-cov](https://github.com/pytest-dev/pytest-cov)  
-3.02 stars per week over 463 weeks  
+3.01 stars per week over 463 weeks  
 1,397 stars, 192 forks, 34 watches  
 created 2014-04-17, last commit 2023-02-28, main language Python  
 <sub><sup>pytest, python</sup></sub>
 
 
+### [behave](https://github.com/behave/behave)  
+behave: BDD, Python style.  
+[https://github.com/behave/behave](https://github.com/behave/behave)  
+4.69 stars per week over 592 weeks  
+2,778 stars, 610 forks, 119 watches  
+created 2011-10-25, last commit 2022-12-19, main language Python  
+
+
 ### [pytest-bdd](https://github.com/pytest-dev/pytest-bdd) by [pytest-dev](https://github.com/pytest-dev)  
 pytest-bdd: BDD library for the py.test runner  
 [https://pytest-bdd.readthedocs.io/en/latest/](https://pytest-bdd.readthedocs.io/en/latest/)  
@@ -136,25 +156,6 @@ pytest-bdd: BDD library for the py.test runner
 created 2013-03-29, last commit 2023-02-27, main language Python  
 
 
-### [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-asyncio: Asyncio support for pytest  
-[https://pytest-asyncio.readthedocs.io](https://pytest-asyncio.readthedocs.io)  
-[https://github.com/pytest-dev/pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio)  
-2.69 stars per week over 411 weeks  
-1,106 stars, 118 forks, 35 watches  
-created 2015-04-11, last commit 2023-02-25, main language Python  
-
-
-### [pytest-xdist](https://github.com/pytest-dev/pytest-xdist) by [pytest-dev](https://github.com/pytest-dev)  
-pytest-xdist: pytest plugin for distributed testing and loop-on-failures testing modes.   
-[https://pytest-xdist.readthedocs.io](https://pytest-xdist.readthedocs.io)  
-[https://github.com/pytest-dev/pytest-xdist](https://github.com/pytest-dev/pytest-xdist)  
-2.81 stars per week over 391 weeks  
-1,100 stars, 192 forks, 47 watches  
-created 2015-09-01, last commit 2023-02-27, main language Python  
-<sub><sup>hacktoberfest, pytest, pytest-plugin</sup></sub>
-
-
 ### [pytest-sugar](https://github.com/teemu/pytest-sugar) by [teemu](https://github.com/teemu)  
 pytest-sugar: a plugin for py.test that changes the default look and feel of py.test (e.g. progressbar, show tests that fail instantly)  
 [https://github.com/teemu/pytest-sugar](https://github.com/teemu/pytest-sugar)  
@@ -164,25 +165,24 @@ created 2013-06-25, last commit 2022-12-11, main language Python
 <sub><sup>pytest, pytest-plugin, pytest-sugar, python, testing</sup></sub>
 
 
-### [tavern](https://github.com/taverntesting/tavern) by [taverntesting](https://github.com/taverntesting)  
-tavern: A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax  
-[https://taverntesting.github.io/](https://taverntesting.github.io/)  
-[https://github.com/taverntesting/tavern](https://github.com/taverntesting/tavern)  
-3.28 stars per week over 278 weeks  
-913 stars, 182 forks, 28 watches  
-created 2017-11-01, last commit 2023-02-16, main language Python  
-<sub><sup>http, mqtt, pytest, python, test-automation, testing</sup></sub>
+### [beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns) by [newsapps](https://github.com/newsapps)  
+beeswithmachineguns: A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).  
+[http://apps.chicagotribune.com/](http://apps.chicagotribune.com/)  
+[https://github.com/newsapps/beeswithmachineguns](https://github.com/newsapps/beeswithmachineguns)  
+9.51 stars per week over 661 weeks  
+6,293 stars, 664 forks, 227 watches  
+created 2010-06-29, last commit 2017-12-20, main language Python  
 
 
 ### [parameterized](https://github.com/wolever/parameterized) by [wolever](https://github.com/wolever)  
 Parameterized testing with any Python test framework  
 [https://github.com/wolever/parameterized](https://github.com/wolever/parameterized)  
-1.26 stars per week over 572 weeks  
+1.26 stars per week over 573 weeks  
 724 stars, 95 forks, 18 watches  
 created 2012-03-10, last commit 2023-03-02, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/time-series.md b/categories/time-series.md
index bebbfca..fafc6ce 100644
--- a/categories/time-series.md
+++ b/categories/time-series.md
@@ -1,112 +1,103 @@
 # Crazy Awesome Python
-A selection of 18 curated time-series Python libraries and frameworks ordered by stars.  
+A selection of 21 curated time-series Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
-### [prophet](https://github.com/facebook/prophet) by [facebook](https://github.com/facebook)  
-prophet: Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.  
-[https://facebook.github.io/prophet](https://facebook.github.io/prophet)  
-[https://github.com/facebook/prophet](https://github.com/facebook/prophet)  
-47 stars per week over 328 weeks  
-15,554 stars, 4,371 forks, 421 watches  
-created 2016-11-16, last commit 2023-02-28, main language Python  
-<sub><sup>forecasting, python, r</sup></sub>
-
-
-### [tsfresh](https://github.com/blue-yonder/tsfresh) by [blue-yonder](https://github.com/blue-yonder)  
-tsfresh: Automatic extraction of relevant features from time series:  
-[http://tsfresh.readthedocs.io](http://tsfresh.readthedocs.io)  
-[https://github.com/blue-yonder/tsfresh](https://github.com/blue-yonder/tsfresh)  
-21 stars per week over 331 weeks  
-7,116 stars, 1,119 forks, 159 watches  
-created 2016-10-26, last commit 2023-02-28, main language Jupyter Notebook  
-<sub><sup>data-science, feature-extraction, time-series</sup></sub>
-
-
 ### [sktime](https://github.com/sktime/sktime)  
 sktime: A unified framework for machine learning with time series  
 [https://www.sktime.net](https://www.sktime.net)  
 [https://github.com/sktime/sktime](https://github.com/sktime/sktime)  
 27 stars per week over 225 weeks  
-6,213 stars, 1,031 forks, 107 watches  
+6,216 stars, 1,032 forks, 107 watches  
 created 2018-11-06, last commit 2023-03-02, main language Python  
 <sub><sup>data-mining, data-science, forecasting, machine-learning, scikit-learn, time-series, time-series-analysis, time-series-classification, time-series-regression</sup></sub>
 
 
+### [prophet](https://github.com/facebook/prophet) by [facebook](https://github.com/facebook)  
+prophet: Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.  
+[https://facebook.github.io/prophet](https://facebook.github.io/prophet)  
+[https://github.com/facebook/prophet](https://github.com/facebook/prophet)  
+47 stars per week over 328 weeks  
+15,558 stars, 4,372 forks, 421 watches  
+created 2016-11-16, last commit 2023-02-28, main language Python  
+<sub><sup>forecasting, python, r</sup></sub>
+
+
 ### [darts](https://github.com/unit8co/darts) by [unit8co](https://github.com/unit8co)  
 darts: A python library for user-friendly forecasting and anomaly detection on time series.  
 [https://unit8co.github.io/darts/](https://unit8co.github.io/darts/)  
 [https://github.com/unit8co/darts](https://github.com/unit8co/darts)  
 23 stars per week over 233 weeks  
-5,476 stars, 602 forks, 45 watches  
+5,483 stars, 603 forks, 46 watches  
 created 2018-09-13, last commit 2023-02-28, main language Python  
 <sub><sup>anomaly-detection, data-science, deep-learning, forecasting, machine-learning, python, time-series</sup></sub>
 
 
-### [Kats](https://github.com/facebookresearch/kats) by [facebookresearch](https://github.com/facebookresearch)  
-Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.   
-[https://github.com/facebookresearch/kats](https://github.com/facebookresearch/kats)  
-40 stars per week over 105 weeks  
-4,238 stars, 451 forks, 73 watches  
-created 2021-02-25, last commit 2023-03-02, main language Python  
-
-
 ### [gluonts](https://github.com/awslabs/gluonts) by [awslabs](https://github.com/awslabs)  
 gluonts: Probabilistic time series modeling in Python  
 [https://ts.gluon.ai](https://ts.gluon.ai)  
 [https://github.com/awslabs/gluonts](https://github.com/awslabs/gluonts)  
 17 stars per week over 198 weeks  
-3,377 stars, 680 forks, 70 watches  
+3,381 stars, 681 forks, 70 watches  
 created 2019-05-15, last commit 2023-03-02, main language Python  
 <sub><sup>artificial-intelligence, aws, data-science, deep-learning, forecasting, machine-learning, mxnet, neural-networks, pytorch, sagemaker, time-series, time-series-forecasting, time-series-prediction, timeseries</sup></sub>
 
 
+### [statsforecast](https://github.com/nixtla/statsforecast) by [nixtla](https://github.com/nixtla)  
+statsforecast: Lightning ⚡️ fast forecasting with statistical and econometric models.  
+[https://nixtla.github.io/statsforecast/](https://nixtla.github.io/statsforecast/)  
+[https://github.com/nixtla/statsforecast](https://github.com/nixtla/statsforecast)  
+34 stars per week over 66 weeks  
+2,300 stars, 147 forks, 18 watches  
+created 2021-11-24, last commit 2023-03-04, main language Python  
+<sub><sup>arima, automl, baselines, data-science, econometrics, ets, exponential-smoothing, fbprophet, forecasting, machine-learning, mstl, naive, neuralprophet, predictions, prophet, python, seasonal-naive, statistics, theta, time-series</sup></sub>
+
+
+### [Kats](https://github.com/facebookresearch/kats) by [facebookresearch](https://github.com/facebookresearch)  
+Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.   
+[https://github.com/facebookresearch/kats](https://github.com/facebookresearch/kats)  
+40 stars per week over 105 weeks  
+4,241 stars, 452 forks, 73 watches  
+created 2021-02-25, last commit 2023-03-02, main language Python  
+
+
 ### [Merlion](https://github.com/salesforce/merlion) by [salesforce](https://github.com/salesforce)  
 Merlion: A Machine Learning Framework for Time Series Intelligence  
 [https://github.com/salesforce/merlion](https://github.com/salesforce/merlion)  
 34 stars per week over 83 weeks  
-2,888 stars, 247 forks, 46 watches  
+2,891 stars, 247 forks, 46 watches  
 created 2021-07-28, last commit 2023-02-15, main language Python  
 <sub><sup>anomaly-detection, automl, benchmarking, ensemble-learning, forecasting, machine-learning, time-series</sup></sub>
 
 
+### [tsfresh](https://github.com/blue-yonder/tsfresh) by [blue-yonder](https://github.com/blue-yonder)  
+tsfresh: Automatic extraction of relevant features from time series:  
+[http://tsfresh.readthedocs.io](http://tsfresh.readthedocs.io)  
+[https://github.com/blue-yonder/tsfresh](https://github.com/blue-yonder/tsfresh)  
+21 stars per week over 331 weeks  
+7,118 stars, 1,120 forks, 158 watches  
+created 2016-10-26, last commit 2023-02-28, main language Jupyter Notebook  
+<sub><sup>data-science, feature-extraction, time-series</sup></sub>
+
+
 ### [stumpy](https://github.com/tdameritrade/stumpy) by [tdameritrade](https://github.com/tdameritrade)  
 STUMPY is a powerful and scalable Python library for modern time series analysis  
 [https://stumpy.readthedocs.io/en/latest/](https://stumpy.readthedocs.io/en/latest/)  
 [https://github.com/tdameritrade/stumpy](https://github.com/tdameritrade/stumpy)  
 12 stars per week over 200 weeks  
-2,561 stars, 248 forks, 53 watches  
+2,562 stars, 248 forks, 53 watches  
 created 2019-05-03, last commit 2023-02-16, main language Python  
 <sub><sup>anomaly-detection, dask, data-science, matrix-profile, motif-discovery, numba, pattern-matching, pydata, python, time-series-analysis, time-series-data-mining, time-series-segmentation</sup></sub>
 
 
-### [statsforecast](https://github.com/nixtla/statsforecast) by [nixtla](https://github.com/nixtla)  
-statsforecast: Lightning ⚡️ fast forecasting with statistical and econometric models.  
-[https://nixtla.github.io/statsforecast/](https://nixtla.github.io/statsforecast/)  
-[https://github.com/nixtla/statsforecast](https://github.com/nixtla/statsforecast)  
-34 stars per week over 66 weeks  
-2,296 stars, 146 forks, 18 watches  
-created 2021-11-24, last commit 2023-02-28, main language Python  
-<sub><sup>arima, automl, baselines, data-science, econometrics, ets, exponential-smoothing, fbprophet, forecasting, machine-learning, mstl, naive, neuralprophet, predictions, prophet, python, seasonal-naive, statistics, theta, time-series</sup></sub>
-
-
-### [pyflux](https://github.com/rjt1990/pyflux) by [rjt1990](https://github.com/rjt1990)  
-pyflux: Open source time series library for Python  
-[https://github.com/rjt1990/pyflux](https://github.com/rjt1990/pyflux)  
-5.48 stars per week over 367 weeks  
-2,012 stars, 236 forks, 70 watches  
-created 2016-02-16, last commit 2018-12-16, main language Python  
-<sub><sup>statistics, time-series</sup></sub>
-
-
 ### [orbit](https://github.com/uber/orbit) by [uber](https://github.com/uber)  
 orbit: A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.  
 [https://orbit-ml.readthedocs.io/en/stable/](https://orbit-ml.readthedocs.io/en/stable/)  
 [https://github.com/uber/orbit](https://github.com/uber/orbit)  
-9.79 stars per week over 164 weeks  
-1,610 stars, 120 forks, 33 watches  
+9.76 stars per week over 164 weeks  
+1,608 stars, 120 forks, 33 watches  
 created 2020-01-07, last commit 2023-01-29, main language Python  
 <sub><sup>arima, bayesian, bayesian-methods, bayesian-statistics, changepoint, exponential-smoothing, forecast, forecasting, machine-learning, orbit, probabilistic, probabilistic-programming, pyro, pystan, python, pytorch, regression, regression-models, stan, time-series</sup></sub>
 
@@ -115,12 +106,22 @@ created 2020-01-07, last commit 2023-01-29, main language Python
 flow-forecast: Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).  
 [https://flow-forecast.atlassian.net/wiki/spaces/FF/overview](https://flow-forecast.atlassian.net/wiki/spaces/FF/overview)  
 [https://github.com/aistream-peelout/flow-forecast](https://github.com/aistream-peelout/flow-forecast)  
-7.18 stars per week over 185 weeks  
+7.17 stars per week over 185 weeks  
 1,330 stars, 227 forks, 21 watches  
 created 2019-08-15, last commit 2023-02-27, main language Python  
 <sub><sup>anomaly-detection, deep-learning, deep-neural-networks, forecasting, hacktoberfest, lstm, pytorch, state-of-the-art-models, time-series, time-series-analysis, time-series-forecasting, time-series-regression, transfer-learning, transformer</sup></sub>
 
 
+### [pastas](https://github.com/pastas/pastas)  
+pastas: :spaghetti: Pastas is an open-source Python framework for the analysis of groundwater time series.  
+[https://pastas.readthedocs.io](https://pastas.readthedocs.io)  
+[https://github.com/pastas/pastas](https://github.com/pastas/pastas)  
+0.82 stars per week over 359 weeks  
+295 stars, 55 forks, 18 watches  
+created 2016-04-15, last commit 2023-02-07, main language Python  
+<sub><sup>analysis, groundwater, hydrology, pastas, python, timeseries</sup></sub>
+
+
 ### [pmdarima](https://github.com/alkaline-ml/pmdarima) by [alkaline-ml](https://github.com/alkaline-ml)  
 pmdarima: A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.  
 [https://www.alkaline-ml.com/pmdarima](https://www.alkaline-ml.com/pmdarima)  
@@ -131,54 +132,80 @@ created 2017-03-30, last commit 2022-12-20, main language Python
 <sub><sup>arima, econometrics, forecasting, forecasting-models, machine-learning, pmdarima, python, sarimax, time-series</sup></sub>
 
 
+### [microprediction](https://github.com/microprediction/microprediction)  
+microprediction: If you can measure it, consider it predicted  
+[http://www.microprediction.org](http://www.microprediction.org)  
+[https://github.com/microprediction/microprediction](https://github.com/microprediction/microprediction)  
+1.51 stars per week over 158 weeks  
+239 stars, 39 forks, 13 watches  
+created 2020-02-20, last commit 2023-03-04, main language Jupyter Notebook  
+<sub><sup>fbprophet, filterpy, hmmlearn, kalman-filter, keras, nowcasting, online-algorithms, pmdarima, time-series, timeseries, timeseries-analysis, timeseries-clustering, timeseries-data, timeseries-database, timeseries-forecasting, timeseries-prediction, tsfresh, tslearn</sup></sub>
+
+
 ### [AutoTS](https://github.com/winedarksea/autots) by [winedarksea](https://github.com/winedarksea)  
 AutoTS: Automated Time Series Forecasting  
 [https://github.com/winedarksea/autots](https://github.com/winedarksea/autots)  
 3.99 stars per week over 170 weeks  
-680 stars, 65 forks, 14 watches  
+681 stars, 65 forks, 14 watches  
 created 2019-11-26, last commit 2023-02-02, main language Python  
 <sub><sup>automl, autots, deep-learning, feature-engineering, forecasting, machine-learning, preprocessing, time-series</sup></sub>
 
 
+### [arch](https://github.com/bashtage/arch) by [bashtage](https://github.com/bashtage)  
+ARCH models in Python  
+[https://github.com/bashtage/arch](https://github.com/bashtage/arch)  
+2.41 stars per week over 444 weeks  
+1,072 stars, 229 forks, 42 watches  
+created 2014-08-29, last commit 2022-11-10, main language Python  
+<sub><sup>adf, arch, bootstrap, df-gls, dickey-fuller, finance, financial-econometrics, forecasting, model-confidence-set, multiple-comparison-procedures, phillips-perron, reality-check, risk, spa, time-series, unit-root, variance, volatility</sup></sub>
+
+
 ### [Auto_TS](https://github.com/autoviml/auto_ts) by [autoviml](https://github.com/autoviml)  
 Auto_TS: Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.  
 [https://github.com/autoviml/auto_ts](https://github.com/autoviml/auto_ts)  
-3.46 stars per week over 158 weeks  
-549 stars, 97 forks, 17 watches  
+3.46 stars per week over 159 weeks  
+550 stars, 97 forks, 17 watches  
 created 2020-02-15, last commit 2023-02-22, main language Jupyter Notebook  
 <sub><sup>arima, auto-arima, auto-sklearn, auto-timeseries, autokeras, automl, autosklearn, prophet, python, python3, sklearn, time-series, time-series-analysis, tpot</sup></sub>
 
 
+### [pyflux](https://github.com/rjt1990/pyflux) by [rjt1990](https://github.com/rjt1990)  
+pyflux: Open source time series library for Python  
+[https://github.com/rjt1990/pyflux](https://github.com/rjt1990/pyflux)  
+5.47 stars per week over 367 weeks  
+2,013 stars, 236 forks, 70 watches  
+created 2016-02-16, last commit 2018-12-16, main language Python  
+<sub><sup>statistics, time-series</sup></sub>
+
+
+### [DeepTime](https://github.com/salesforce/deeptime) by [salesforce](https://github.com/salesforce)  
+PyTorch code for DeepTime: Deep Time-Index Meta-Learning for Non-Stationary Time-Series Forecasting  
+[https://github.com/salesforce/deeptime](https://github.com/salesforce/deeptime)  
+5.91 stars per week over 35 weeks  
+212 stars, 36 forks, 7 watches  
+created 2022-06-27, last commit 2022-11-03, main language Python  
+<sub><sup>deep-learning, forecasting, implicit-neural-representation, meta-learning, time-series, time-series-forecasting, time-series-regression</sup></sub>
+
+
 ### [atspy](https://github.com/firmai/atspy) by [firmai](https://github.com/firmai)  
 AtsPy: Automated Time Series Models in Python (by @firmai)  
 [https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631)  
 [https://github.com/firmai/atspy](https://github.com/firmai/atspy)  
 2.94 stars per week over 161 weeks  
-474 stars, 88 forks, 20 watches  
+476 stars, 88 forks, 20 watches  
 created 2020-01-28, last commit 2021-12-18, main language Python  
 <sub><sup>automated, finance, forecasting, forecasting-models, python, time-series, time-series-analysis</sup></sub>
 
 
-### [pastas](https://github.com/pastas/pastas)  
-pastas: :spaghetti: Pastas is an open-source Python framework for the analysis of groundwater time series.  
-[https://pastas.readthedocs.io](https://pastas.readthedocs.io)  
-[https://github.com/pastas/pastas](https://github.com/pastas/pastas)  
-0.82 stars per week over 359 weeks  
-295 stars, 55 forks, 18 watches  
-created 2016-04-15, last commit 2023-02-07, main language Python  
-<sub><sup>analysis, groundwater, hydrology, pastas, python, timeseries</sup></sub>
-
-
-### [DeepTime](https://github.com/salesforce/deeptime) by [salesforce](https://github.com/salesforce)  
-PyTorch code for DeepTime: Deep Time-Index Meta-Learning for Non-Stationary Time-Series Forecasting  
-[https://github.com/salesforce/deeptime](https://github.com/salesforce/deeptime)  
-5.96 stars per week over 35 weeks  
-212 stars, 36 forks, 7 watches  
-created 2022-06-27, last commit 2022-11-03, main language Python  
-<sub><sup>deep-learning, forecasting, implicit-neural-representation, meta-learning, time-series, time-series-forecasting, time-series-regression</sup></sub>
+### [PyCausality](https://github.com/zackeskin/pycausality) by [zackeskin](https://github.com/zackeskin)  
+PyCausality: Calculate predictive causality between time series using information-theoretic techniques  
+[https://github.com/zackeskin/pycausality](https://github.com/zackeskin/pycausality)  
+0.28 stars per week over 240 weeks  
+67 stars, 22 forks, 6 watches  
+created 2018-07-26, last commit 2018-12-24, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/typing.md b/categories/typing.md
index fce9b1b..3696de9 100644
--- a/categories/typing.md
+++ b/categories/typing.md
@@ -1,35 +1,35 @@
 # Crazy Awesome Python
-A selection of 10 curated typing Python libraries and frameworks ordered by stars.  
+A selection of 9 curated typing Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
+### [pyright](https://github.com/microsoft/pyright) by [microsoft](https://github.com/microsoft)  
+pyright: Static type checker for Python  
+[https://github.com/microsoft/pyright](https://github.com/microsoft/pyright)  
+47 stars per week over 207 weeks  
+9,793 stars, 849 forks, 94 watches  
+created 2019-03-12, last commit 2023-03-04, main language Python  
+
+
 ### [mypy](https://github.com/python/mypy) by [python](https://github.com/python)  
 mypy: Optional static typing for Python  
 [https://www.mypy-lang.org/](https://www.mypy-lang.org/)  
 [https://github.com/python/mypy](https://github.com/python/mypy)  
 27 stars per week over 534 weeks  
-14,933 stars, 2,462 forks, 228 watches  
-created 2012-12-07, last commit 2023-03-02, main language Python  
+14,936 stars, 2,463 forks, 228 watches  
+created 2012-12-07, last commit 2023-03-03, main language Python  
 <sub><sup>linter, python, typechecker, types, typing</sup></sub>
 
 
-### [pyright](https://github.com/microsoft/pyright) by [microsoft](https://github.com/microsoft)  
-pyright: Static type checker for Python  
-[https://github.com/microsoft/pyright](https://github.com/microsoft/pyright)  
-47 stars per week over 207 weeks  
-9,788 stars, 846 forks, 93 watches  
-created 2019-03-12, last commit 2023-03-02, main language Python  
-
-
 ### [pyre-check](https://github.com/facebook/pyre-check) by [facebook](https://github.com/facebook)  
 pyre-check: Performant type-checking for python.  
 [https://pyre-check.org/](https://pyre-check.org/)  
 [https://github.com/facebook/pyre-check](https://github.com/facebook/pyre-check)  
 22 stars per week over 277 weeks  
-6,261 stars, 416 forks, 112 watches  
-created 2017-11-10, last commit 2023-03-02, main language OCaml  
+6,261 stars, 417 forks, 112 watches  
+created 2017-11-10, last commit 2023-03-03, main language OCaml  
 <sub><sup>abstract-interpretation, code-quality, control-flow-analysis, ocaml, program-analysis, python, security, static-analysis, taint-analysis, type-check, typechecker</sup></sub>
 
 
@@ -47,33 +47,33 @@ created 2015-01-27, last commit 2023-02-27, main language Python
 pytype: A static type analyzer for Python code  
 [https://google.github.io/pytype](https://google.github.io/pytype)  
 [https://github.com/google/pytype](https://github.com/google/pytype)  
-9.94 stars per week over 415 weeks  
-4,129 stars, 267 forks, 56 watches  
-created 2015-03-18, last commit 2023-03-02, main language Python  
+9.93 stars per week over 415 weeks  
+4,128 stars, 267 forks, 56 watches  
+created 2015-03-18, last commit 2023-03-03, main language Python  
 <sub><sup>linter, python, static-analysis, static-code-analysis, typechecker, types, typing</sup></sub>
 
 
+### [typeguard](https://github.com/agronholm/typeguard) by [agronholm](https://github.com/agronholm)  
+typeguard: Run-time type checker for Python  
+[https://github.com/agronholm/typeguard](https://github.com/agronholm/typeguard)  
+2.98 stars per week over 375 weeks  
+1,117 stars, 82 forks, 16 watches  
+created 2015-12-27, last commit 2023-03-01, main language Python  
+
+
 ### [torchtyping](https://github.com/patrick-kidger/torchtyping) by [patrick-kidger](https://github.com/patrick-kidger)  
 torchtyping: Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.  
 [https://github.com/patrick-kidger/torchtyping](https://github.com/patrick-kidger/torchtyping)  
-11 stars per week over 100 weeks  
+11 stars per week over 101 weeks  
 1,202 stars, 28 forks, 14 watches  
 created 2021-03-28, last commit 2023-01-20, main language Python  
 <sub><sup>named-tensors, python-typing, pytorch, shape, tensors, typing</sup></sub>
 
 
-### [typeguard](https://github.com/agronholm/typeguard) by [agronholm](https://github.com/agronholm)  
-typeguard: Run-time type checker for Python  
-[https://github.com/agronholm/typeguard](https://github.com/agronholm/typeguard)  
-2.96 stars per week over 374 weeks  
-1,110 stars, 82 forks, 16 watches  
-created 2015-12-27, last commit 2023-03-01, main language Python  
-
-
 ### [cattrs](https://github.com/python-attrs/cattrs) by [python-attrs](https://github.com/python-attrs)  
 cattrs: Complex custom class converters for attrs.  
 [https://github.com/python-attrs/cattrs](https://github.com/python-attrs/cattrs)  
-1.78 stars per week over 339 weeks  
+1.77 stars per week over 340 weeks  
 603 stars, 86 forks, 16 watches  
 created 2016-08-28, last commit 2023-03-02, main language Python  
 <sub><sup>attrs, deserialization, serialization</sup></sub>
@@ -84,18 +84,10 @@ jellezijlstra/autotyping
 [https://github.com/jellezijlstra/autotyping](https://github.com/jellezijlstra/autotyping)  
 1.43 stars per week over 88 weeks  
 126 stars, 9 forks, 4 watches  
-created 2021-06-25, last commit 2023-02-14, main language Python  
-
-
-### [docutils-stubs](https://github.com/tk0miya/docutils-stubs) by [tk0miya](https://github.com/tk0miya)  
-tk0miya/docutils-stubs  
-[https://github.com/tk0miya/docutils-stubs](https://github.com/tk0miya/docutils-stubs)  
-0.03 stars per week over 226 weeks  
-7 stars, 5 forks, 6 watches  
-created 2018-11-02, last commit 2022-01-02, main language Python  
+created 2021-06-25, last commit 2023-03-03, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/util.md b/categories/util.md
index 9d30b70..94e4a1d 100644
--- a/categories/util.md
+++ b/categories/util.md
@@ -1,27 +1,37 @@
 # Crazy Awesome Python
-A selection of 145 curated util Python libraries and frameworks ordered by stars.  
+A selection of 146 curated util Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
 
 
+### [cpython](https://github.com/python/cpython) by [python](https://github.com/python)  
+cpython: The Python programming language  
+[https://www.python.org/](https://www.python.org/)  
+[https://github.com/python/cpython](https://github.com/python/cpython)  
+161 stars per week over 316 weeks  
+50,982 stars, 25,966 forks, 1,473 watches  
+created 2017-02-10, last commit 2023-03-04, main language Python  
+
+
 ### [core](https://github.com/home-assistant/core) by [home-assistant](https://github.com/home-assistant)  
 core: :house_with_garden: Open source home automation that puts local control and privacy first.  
 [https://www.home-assistant.io](https://www.home-assistant.io)  
 [https://github.com/home-assistant/core](https://github.com/home-assistant/core)  
 118 stars per week over 493 weeks  
-58,569 stars, 22,197 forks, 1,349 watches  
-created 2013-09-17, last commit 2023-03-03, main language Python  
+58,588 stars, 22,223 forks, 1,352 watches  
+created 2013-09-17, last commit 2023-03-04, main language Python  
 <sub><sup>asyncio, hacktoberfest, home-automation, internet-of-things, iot, mqtt, python, raspberry-pi</sup></sub>
 
 
-### [cpython](https://github.com/python/cpython) by [python](https://github.com/python)  
-cpython: The Python programming language  
-[https://www.python.org/](https://www.python.org/)  
-[https://github.com/python/cpython](https://github.com/python/cpython)  
-161 stars per week over 316 weeks  
-50,959 stars, 25,948 forks, 1,472 watches  
-created 2017-02-10, last commit 2023-03-02, main language Python  
+### [ruff](https://github.com/charliermarsh/ruff) by [charliermarsh](https://github.com/charliermarsh)  
+ruff: An extremely fast Python linter, written in Rust.  
+[https://beta.ruff.rs](https://beta.ruff.rs)  
+[https://github.com/charliermarsh/ruff](https://github.com/charliermarsh/ruff)  
+319 stars per week over 29 weeks  
+9,508 stars, 302 forks, 48 watches  
+created 2022-08-09, last commit 2023-03-04, main language Rust  
+<sub><sup>linter, pep8, python, python3, ruff, rust, rustpython, static-analysis, static-code-analysis, style-guide, styleguide</sup></sub>
 
 
 ### [black](https://github.com/psf/black) by [psf](https://github.com/psf)  
@@ -29,56 +39,68 @@ black: The uncompromising Python code formatter
 [https://black.readthedocs.io/en/stable/](https://black.readthedocs.io/en/stable/)  
 [https://github.com/psf/black](https://github.com/psf/black)  
 121 stars per week over 259 weeks  
-31,509 stars, 2,032 forks, 230 watches  
+31,523 stars, 2,033 forks, 230 watches  
 created 2018-03-14, last commit 2023-02-27, main language Python  
 <sub><sup>autopep8, code, codeformatter, formatter, gofmt, hacktoberfest, pre-commit-hook, python, yapf</sup></sub>
 
 
+### [poetry](https://github.com/python-poetry/poetry) by [python-poetry](https://github.com/python-poetry)  
+poetry: Python packaging and dependency management made easy  
+[https://python-poetry.org](https://python-poetry.org)  
+[https://github.com/python-poetry/poetry](https://github.com/python-poetry/poetry)  
+91 stars per week over 261 weeks  
+24,007 stars, 1,919 forks, 184 watches  
+created 2018-02-28, last commit 2023-03-04, main language Python  
+<sub><sup>dependency-manager, package-manager, packaging, poetry, python</sup></sub>
+
+
 ### [pyenv](https://github.com/pyenv/pyenv)  
 pyenv: Simple Python version management  
 [https://github.com/pyenv/pyenv](https://github.com/pyenv/pyenv)  
 56 stars per week over 548 weeks  
-30,833 stars, 2,722 forks, 384 watches  
+30,854 stars, 2,723 forks, 384 watches  
 created 2012-08-31, last commit 2023-03-02, main language Roff  
 <sub><sup>python, shell</sup></sub>
 
 
+### [pydantic](https://github.com/samuelcolvin/pydantic) by [samuelcolvin](https://github.com/samuelcolvin)  
+pydantic: Data validation using Python type hints  
+[https://docs.pydantic.dev](https://docs.pydantic.dev)  
+[https://github.com/samuelcolvin/pydantic](https://github.com/samuelcolvin/pydantic)  
+41 stars per week over 304 weeks  
+12,670 stars, 1,176 forks, 91 watches  
+created 2017-05-03, last commit 2023-03-03, main language Python  
+<sub><sup>hints, json-schema, parsing, pydantic, python, python310, python311, python37, python38, python39, validation</sup></sub>
+
+
 ### [diagrams](https://github.com/mingrammer/diagrams) by [mingrammer](https://github.com/mingrammer)  
 diagrams: :art: Diagram as Code for prototyping cloud system architectures  
 [https://diagrams.mingrammer.com](https://diagrams.mingrammer.com)  
 [https://github.com/mingrammer/diagrams](https://github.com/mingrammer/diagrams)  
-173 stars per week over 160 weeks  
-27,938 stars, 1,717 forks, 346 watches  
+173 stars per week over 161 weeks  
+27,950 stars, 1,717 forks, 346 watches  
 created 2020-02-02, last commit 2023-01-13, main language Python  
 <sub><sup>architecture, diagram, diagram-as-code, graphviz</sup></sub>
 
 
-### [poetry](https://github.com/python-poetry/poetry) by [python-poetry](https://github.com/python-poetry)  
-poetry: Python packaging and dependency management made easy  
-[https://python-poetry.org](https://python-poetry.org)  
-[https://github.com/python-poetry/poetry](https://github.com/python-poetry/poetry)  
-91 stars per week over 261 weeks  
-23,983 stars, 1,918 forks, 184 watches  
-created 2018-02-28, last commit 2023-03-01, main language Python  
-<sub><sup>dependency-manager, package-manager, packaging, poetry, python</sup></sub>
-
-
-### [algorithms](https://github.com/keon/algorithms) by [keon](https://github.com/keon)  
-algorithms: Minimal examples of data structures and algorithms in Python  
-[https://github.com/keon/algorithms](https://github.com/keon/algorithms)  
-67 stars per week over 328 weeks  
-22,218 stars, 4,444 forks, 641 watches  
-created 2016-11-17, last commit 2022-11-12, main language Python  
-<sub><sup>algorithm, algorithms, competitive-programming, data-structure, graph, python, search, sort, tree</sup></sub>
+### [pyodide](https://github.com/pyodide/pyodide)  
+Pyodide is a Python distribution for the browser and Node.js based on WebAssembly  
+[https://pyodide.org/en/stable/](https://pyodide.org/en/stable/)  
+[https://github.com/pyodide/pyodide](https://github.com/pyodide/pyodide)  
+36 stars per week over 262 weeks  
+9,680 stars, 630 forks, 126 watches  
+created 2018-02-23, last commit 2023-03-04, main language Python  
+<sub><sup>python, webassembly</sup></sub>
 
 
-### [pytudes](https://github.com/norvig/pytudes) by [norvig](https://github.com/norvig)  
-pytudes: Python programs, usually short, of considerable difficulty, to perfect particular skills.  
-[https://github.com/norvig/pytudes](https://github.com/norvig/pytudes)  
-64 stars per week over 313 weeks  
-20,095 stars, 2,281 forks, 739 watches  
-created 2017-03-01, last commit 2023-02-08, main language Jupyter Notebook  
-<sub><sup>demonstrate-skills, practice, programming, python, python-3</sup></sub>
+### [mkdocs-material](https://github.com/squidfunk/mkdocs-material) by [squidfunk](https://github.com/squidfunk)  
+mkdocs-material: Documentation that simply works  
+[https://squidfunk.github.io/mkdocs-material/](https://squidfunk.github.io/mkdocs-material/)  
+[https://github.com/squidfunk/mkdocs-material](https://github.com/squidfunk/mkdocs-material)  
+34 stars per week over 370 weeks  
+12,958 stars, 2,831 forks, 112 watches  
+created 2016-01-28, last commit 2023-03-03, main language TypeScript  
+<sub><sup>documentation, material-design, mkdocs, static, template, theme</sup></sub>
 
 
 ### [micropython](https://github.com/micropython/micropython)  
@@ -86,7 +108,7 @@ MicroPython - a lean and efficient Python implementation for microcontrollers an
 [https://micropython.org](https://micropython.org)  
 [https://github.com/micropython/micropython](https://github.com/micropython/micropython)  
 33 stars per week over 480 weeks  
-16,025 stars, 6,222 forks, 731 watches  
+16,033 stars, 6,226 forks, 730 watches  
 created 2013-12-20, last commit 2023-03-02, main language C  
 <sub><sup>embedded, microcontroller, micropython, python</sup></sub>
 
@@ -96,56 +118,29 @@ ipython: Official repository for IPython itself. Other repos in the IPython orga
 [https://ipython.readthedocs.org](https://ipython.readthedocs.org)  
 [https://github.com/ipython/ipython](https://github.com/ipython/ipython)  
 23 stars per week over 668 weeks  
-15,709 stars, 4,421 forks, 769 watches  
+15,708 stars, 4,420 forks, 768 watches  
 created 2010-05-10, last commit 2023-02-28, main language Python  
 <sub><sup>closember, data-science, hacktoberfest, ipython, jupyter, notebook, python, repl</sup></sub>
 
 
-### [kivy](https://github.com/kivy/kivy)  
-kivy: Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS  
-[https://kivy.org](https://kivy.org)  
-[https://github.com/kivy/kivy](https://github.com/kivy/kivy)  
-24 stars per week over 643 weeks  
-15,569 stars, 2,996 forks, 620 watches  
-created 2010-11-03, last commit 2023-02-25, main language Python  
-<sub><sup>android, app, ios, kivy, linux, macos, python, ui, windows</sup></sub>
-
-
-### [avatarify-python](https://github.com/alievk/avatarify-python) by [alievk](https://github.com/alievk)  
-avatarify-python: Avatars for Zoom, Skype and other video-conferencing apps.  
-[https://github.com/alievk/avatarify-python](https://github.com/alievk/avatarify-python)  
-101 stars per week over 151 weeks  
-15,432 stars, 2,409 forks, 302 watches  
-created 2020-04-06, last commit 2022-11-11, main language Python  
-
-
-### [loguru](https://github.com/delgan/loguru) by [delgan](https://github.com/delgan)  
-loguru: Python logging made (stupidly) simple  
-[https://github.com/delgan/loguru](https://github.com/delgan/loguru)  
-49 stars per week over 289 weeks  
-14,235 stars, 590 forks, 120 watches  
-created 2017-08-15, last commit 2023-02-01, main language Python  
-<sub><sup>log, logger, logging, python</sup></sub>
-
-
-### [mkdocs-material](https://github.com/squidfunk/mkdocs-material) by [squidfunk](https://github.com/squidfunk)  
-mkdocs-material: Documentation that simply works  
-[https://squidfunk.github.io/mkdocs-material/](https://squidfunk.github.io/mkdocs-material/)  
-[https://github.com/squidfunk/mkdocs-material](https://github.com/squidfunk/mkdocs-material)  
-34 stars per week over 370 weeks  
-12,943 stars, 2,830 forks, 112 watches  
-created 2016-01-28, last commit 2023-03-02, main language TypeScript  
-<sub><sup>documentation, material-design, mkdocs, static, template, theme</sup></sub>
+### [pylint](https://github.com/pycqa/pylint) by [pycqa](https://github.com/pycqa)  
+pylint: It's not just a linter that annoys you!  
+[http://pylint.pycqa.org](http://pylint.pycqa.org)  
+[https://github.com/pycqa/pylint](https://github.com/pycqa/pylint)  
+12 stars per week over 377 weeks  
+4,534 stars, 979 forks, 75 watches  
+created 2015-12-09, last commit 2023-03-03, main language Python  
+<sub><sup>closember, code-quality, hacktoberfest, linter, pep8, static-analysis, static-code-analysis</sup></sub>
 
 
-### [pydantic](https://github.com/samuelcolvin/pydantic) by [samuelcolvin](https://github.com/samuelcolvin)  
-pydantic: Data validation using Python type hints  
-[https://docs.pydantic.dev](https://docs.pydantic.dev)  
-[https://github.com/samuelcolvin/pydantic](https://github.com/samuelcolvin/pydantic)  
-41 stars per week over 304 weeks  
-12,654 stars, 1,174 forks, 91 watches  
-created 2017-05-03, last commit 2023-02-24, main language Python  
-<sub><sup>hints, json-schema, parsing, pydantic, python, python310, python311, python37, python38, python39, validation</sup></sub>
+### [serverless-application-model](https://github.com/aws/serverless-application-model) by [aws](https://github.com/aws)  
+serverless-application-model: The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.  
+[https://aws.amazon.com/serverless/sam](https://aws.amazon.com/serverless/sam)  
+[https://github.com/aws/serverless-application-model](https://github.com/aws/serverless-application-model)  
+26 stars per week over 333 weeks  
+8,937 stars, 2,302 forks, 298 watches  
+created 2016-10-10, last commit 2023-03-03, main language Python  
+<sub><sup>aws, aws-sam, lambda, sam, sam-specification, serverless, serverless-application-model, serverless-applications</sup></sub>
 
 
 ### [Pillow](https://github.com/python-pillow/pillow) by [python-pillow](https://github.com/python-pillow)  
@@ -153,19 +148,36 @@ Pillow: Python Imaging Library (Fork)
 [https://python-pillow.org](https://python-pillow.org)  
 [https://github.com/python-pillow/pillow](https://github.com/python-pillow/pillow)  
 19 stars per week over 553 weeks  
-10,566 stars, 1,986 forks, 219 watches  
-created 2012-07-24, last commit 2023-03-02, main language Python  
+10,572 stars, 1,988 forks, 218 watches  
+created 2012-07-24, last commit 2023-03-04, main language Python  
 <sub><sup>c, cross-platform, image, image-processing, pil, pillow, python, python-3</sup></sub>
 
 
-### [pyinstaller](https://github.com/pyinstaller/pyinstaller)  
-pyinstaller: Freeze (package) Python programs into stand-alone executables  
-[http://www.pyinstaller.org](http://www.pyinstaller.org)  
-[https://github.com/pyinstaller/pyinstaller](https://github.com/pyinstaller/pyinstaller)  
-17 stars per week over 588 weeks  
-10,075 stars, 1,858 forks, 232 watches  
-created 2011-11-23, last commit 2023-02-26, main language Python  
-<sub><sup>bundle, package, py2app, py2exe, pyinstaller, python, python-3, python-to-exe</sup></sub>
+### [mamba](https://github.com/mamba-org/mamba) by [mamba-org](https://github.com/mamba-org)  
+mamba: The Fast Cross-Platform Package Manager  
+[https://mamba.readthedocs.io](https://mamba.readthedocs.io)  
+[https://github.com/mamba-org/mamba](https://github.com/mamba-org/mamba)  
+20 stars per week over 208 weeks  
+4,274 stars, 247 forks, 44 watches  
+created 2019-03-05, last commit 2023-03-03, main language C++  
+
+
+### [avatarify-python](https://github.com/alievk/avatarify-python) by [alievk](https://github.com/alievk)  
+avatarify-python: Avatars for Zoom, Skype and other video-conferencing apps.  
+[https://github.com/alievk/avatarify-python](https://github.com/alievk/avatarify-python)  
+101 stars per week over 151 weeks  
+15,436 stars, 2,411 forks, 302 watches  
+created 2020-04-06, last commit 2022-11-11, main language Python  
+
+
+### [circuitpython](https://github.com/adafruit/circuitpython) by [adafruit](https://github.com/adafruit)  
+CircuitPython - a Python implementation for teaching coding with microcontrollers  
+[https://circuitpython.org](https://circuitpython.org)  
+[https://github.com/adafruit/circuitpython](https://github.com/adafruit/circuitpython)  
+10 stars per week over 341 weeks  
+3,423 stars, 920 forks, 130 watches  
+created 2016-08-20, last commit 2023-03-03, main language C  
+<sub><sup>beginner, circuitpython, cpython, education, embedded, hacktoberfest, microcontroller, micropython, python, python3</sup></sub>
 
 
 ### [pre-commit](https://github.com/pre-commit/pre-commit)  
@@ -173,77 +185,47 @@ pre-commit: A framework for managing and maintaining multi-language pre-commit h
 [https://pre-commit.com](https://pre-commit.com)  
 [https://github.com/pre-commit/pre-commit](https://github.com/pre-commit/pre-commit)  
 21 stars per week over 468 weeks  
-9,887 stars, 709 forks, 90 watches  
-created 2014-03-13, last commit 2023-02-28, main language Python  
+9,894 stars, 709 forks, 90 watches  
+created 2014-03-13, last commit 2023-03-04, main language Python  
 <sub><sup>git, linter, pre-commit, python, refactoring</sup></sub>
 
 
-### [pyodide](https://github.com/pyodide/pyodide)  
-Pyodide is a Python distribution for the browser and Node.js based on WebAssembly  
-[https://pyodide.org/en/stable/](https://pyodide.org/en/stable/)  
-[https://github.com/pyodide/pyodide](https://github.com/pyodide/pyodide)  
-36 stars per week over 262 weeks  
-9,672 stars, 629 forks, 126 watches  
-created 2018-02-23, last commit 2023-03-02, main language Python  
-<sub><sup>python, webassembly</sup></sub>
-
-
-### [ruff](https://github.com/charliermarsh/ruff) by [charliermarsh](https://github.com/charliermarsh)  
-ruff: An extremely fast Python linter, written in Rust.  
-[https://beta.ruff.rs](https://beta.ruff.rs)  
-[https://github.com/charliermarsh/ruff](https://github.com/charliermarsh/ruff)  
-321 stars per week over 29 weeks  
-9,450 stars, 301 forks, 47 watches  
-created 2022-08-09, last commit 2023-03-02, main language Rust  
-<sub><sup>linter, pep8, python, python3, ruff, rust, rustpython, static-analysis, static-code-analysis, style-guide, styleguide</sup></sub>
-
-
-### [uvloop](https://github.com/magicstack/uvloop) by [magicstack](https://github.com/magicstack)  
-uvloop: Ultra fast asyncio event loop.  
-[https://github.com/magicstack/uvloop](https://github.com/magicstack/uvloop)  
-24 stars per week over 381 weeks  
-9,198 stars, 535 forks, 226 watches  
-created 2015-11-08, last commit 2023-01-15, main language Cython  
-<sub><sup>async, async-await, async-python, asyncio, event-loop, high-performance, libuv, networking, python, python-3</sup></sub>
-
-
-### [jinja](https://github.com/pallets/jinja) by [pallets](https://github.com/pallets)  
-jinja: A very fast and expressive template engine.  
-[https://jinja.palletsprojects.com](https://jinja.palletsprojects.com)  
-[https://github.com/pallets/jinja](https://github.com/pallets/jinja)  
-14 stars per week over 645 weeks  
-9,090 stars, 1,543 forks, 250 watches  
-created 2010-10-17, last commit 2023-03-01, main language Python  
-<sub><sup>jinja, jinja2, pallets, python, template-engine, templates</sup></sub>
+### [openai-python](https://github.com/openai/openai-python) by [openai](https://github.com/openai)  
+openai-python: The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language.  
+[https://github.com/openai/openai-python](https://github.com/openai/openai-python)  
+39 stars per week over 123 weeks  
+4,856 stars, 779 forks, 114 watches  
+created 2020-10-25, last commit 2023-03-03, main language Python  
+<sub><sup>openai, python</sup></sub>
 
 
-### [serverless-application-model](https://github.com/aws/serverless-application-model) by [aws](https://github.com/aws)  
-serverless-application-model: The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.  
-[https://aws.amazon.com/serverless/sam](https://aws.amazon.com/serverless/sam)  
-[https://github.com/aws/serverless-application-model](https://github.com/aws/serverless-application-model)  
-26 stars per week over 333 weeks  
-8,934 stars, 2,302 forks, 298 watches  
-created 2016-10-10, last commit 2023-03-03, main language Python  
-<sub><sup>aws, aws-sam, lambda, sam, sam-specification, serverless, serverless-application-model, serverless-applications</sup></sub>
+### [spack](https://github.com/spack/spack)  
+spack: A flexible package manager that supports multiple versions, configurations, platforms, and compilers.  
+[https://spack.io](https://spack.io)  
+[https://github.com/spack/spack](https://github.com/spack/spack)  
+6.77 stars per week over 477 weeks  
+3,233 stars, 1,839 forks, 103 watches  
+created 2014-01-08, last commit 2023-03-03, main language Python  
+<sub><sup>build-tools, hpc, linux, macos, package-manager, python, radiuss, scientific-computing, spack</sup></sub>
 
 
-### [arrow](https://github.com/arrow-py/arrow) by [arrow-py](https://github.com/arrow-py)  
-arrow: 🏹 Better dates & times for Python  
-[https://arrow.readthedocs.io](https://arrow.readthedocs.io)  
-[https://github.com/arrow-py/arrow](https://github.com/arrow-py/arrow)  
-15 stars per week over 536 weeks  
-8,236 stars, 639 forks, 134 watches  
-created 2012-11-18, last commit 2022-11-15, main language Python  
-<sub><sup>arrow, date, datetime, hacktoberfest, python, time, timestamp, timezones</sup></sub>
+### [pedalboard](https://github.com/spotify/pedalboard) by [spotify](https://github.com/spotify)  
+pedalboard: 🎛 🔊 A Python library for working with audio.  
+[https://github.com/spotify/pedalboard](https://github.com/spotify/pedalboard)  
+46 stars per week over 86 weeks  
+4,034 stars, 170 forks, 53 watches  
+created 2021-07-06, last commit 2023-02-22, main language C++  
+<sub><sup>audio, audio-processing, audio-production, audio-research, audio-unit, juce, pybind11, python, tensorflow, vst3, vst3-host</sup></sub>
 
 
-### [paramiko](https://github.com/paramiko/paramiko)  
-paramiko: The leading native Python SSHv2 protocol library.  
-[http://paramiko.org](http://paramiko.org)  
-[https://github.com/paramiko/paramiko](https://github.com/paramiko/paramiko)  
-11 stars per week over 734 weeks  
-8,187 stars, 1,915 forks, 319 watches  
-created 2009-02-02, last commit 2023-02-24, main language Python  
+### [pyinstaller](https://github.com/pyinstaller/pyinstaller)  
+pyinstaller: Freeze (package) Python programs into stand-alone executables  
+[http://www.pyinstaller.org](http://www.pyinstaller.org)  
+[https://github.com/pyinstaller/pyinstaller](https://github.com/pyinstaller/pyinstaller)  
+17 stars per week over 588 weeks  
+10,076 stars, 1,860 forks, 232 watches  
+created 2011-11-23, last commit 2023-02-26, main language Python  
+<sub><sup>bundle, package, py2app, py2exe, pyinstaller, python, python-3, python-to-exe</sup></sub>
 
 
 ### [boto3](https://github.com/boto/boto3) by [boto](https://github.com/boto)  
@@ -251,19 +233,19 @@ boto3: AWS SDK for Python
 [https://aws.amazon.com/sdk-for-python/](https://aws.amazon.com/sdk-for-python/)  
 [https://github.com/boto/boto3](https://github.com/boto/boto3)  
 18 stars per week over 439 weeks  
-7,921 stars, 1,730 forks, 240 watches  
-created 2014-10-03, last commit 2023-03-02, main language Python  
+7,925 stars, 1,729 forks, 240 watches  
+created 2014-10-03, last commit 2023-03-03, main language Python  
 <sub><sup>aws, aws-sdk, cloud, cloud-management, python</sup></sub>
 
 
-### [cython](https://github.com/cython/cython)  
-cython: The most widely used Python to C compiler  
-[https://cython.org](https://cython.org)  
-[https://github.com/cython/cython](https://github.com/cython/cython)  
-12 stars per week over 640 weeks  
-7,710 stars, 1,364 forks, 231 watches  
-created 2010-11-21, last commit 2023-03-01, main language Python  
-<sub><sup>big-data, c, cpp, cpython, cpython-extensions, cython, performance, python</sup></sub>
+### [kivy](https://github.com/kivy/kivy)  
+kivy: Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS  
+[https://kivy.org](https://kivy.org)  
+[https://github.com/kivy/kivy](https://github.com/kivy/kivy)  
+24 stars per week over 643 weeks  
+15,574 stars, 2,997 forks, 620 watches  
+created 2010-11-03, last commit 2023-02-25, main language Python  
+<sub><sup>android, app, ios, kivy, linux, macos, python, ui, windows</sup></sub>
 
 
 ### [hydra](https://github.com/facebookresearch/hydra) by [facebookresearch](https://github.com/facebookresearch)  
@@ -271,66 +253,118 @@ Hydra is a framework for elegantly configuring complex applications
 [https://hydra.cc](https://hydra.cc)  
 [https://github.com/facebookresearch/hydra](https://github.com/facebookresearch/hydra)  
 35 stars per week over 194 weeks  
-6,845 stars, 561 forks, 87 watches  
+6,848 stars, 561 forks, 87 watches  
 created 2019-06-12, last commit 2023-02-25, main language Python  
 
 
-### [pip-tools](https://github.com/jazzband/pip-tools) by [jazzband](https://github.com/jazzband)  
-pip-tools: A set of tools to keep your pinned Python dependencies fresh.  
-[https://pip-tools.rtfd.io](https://pip-tools.rtfd.io)  
-[https://github.com/jazzband/pip-tools](https://github.com/jazzband/pip-tools)  
-12 stars per week over 546 weeks  
-6,656 stars, 567 forks, 105 watches  
-created 2012-09-10, last commit 2023-03-02, main language Python  
-<sub><sup>hashes, lockfile, packaging, pip, pip-compile, pip-tools, python, requirements, setuptools</sup></sub>
-
-
-### [marshmallow](https://github.com/marshmallow-code/marshmallow) by [marshmallow-code](https://github.com/marshmallow-code)  
-marshmallow: A lightweight library for converting complex objects to and from simple Python datatypes.  
-[https://marshmallow.readthedocs.io/](https://marshmallow.readthedocs.io/)  
-[https://github.com/marshmallow-code/marshmallow](https://github.com/marshmallow-code/marshmallow)  
-13 stars per week over 485 weeks  
-6,446 stars, 623 forks, 81 watches  
-created 2013-11-10, last commit 2023-02-21, main language Python  
-<sub><sup>deserialization, hacktoberfest, marshalling, python, python-3, schema, serde, serialization, validation</sup></sub>
+### [refurb](https://github.com/dosisod/refurb) by [dosisod](https://github.com/dosisod)  
+refurb: A tool for refurbishing and modernizing Python codebases  
+[https://github.com/dosisod/refurb](https://github.com/dosisod/refurb)  
+68 stars per week over 31 weeks  
+2,153 stars, 42 forks, 16 watches  
+created 2022-07-27, last commit 2023-03-04, main language Python  
+<sub><sup>cli, gplv3, hacktoberfest, mypy, python, python310, testing</sup></sub>
 
 
-### [pipx](https://github.com/pypa/pipx) by [pypa](https://github.com/pypa)  
-pipx: Install and Run Python Applications in Isolated Environments  
-[https://pypa.github.io/pipx/](https://pypa.github.io/pipx/)  
-[https://github.com/pypa/pipx](https://github.com/pypa/pipx)  
-26 stars per week over 229 weeks  
-6,063 stars, 280 forks, 72 watches  
-created 2018-10-06, last commit 2023-02-11, main language Python  
-<sub><sup>cli, hacktoberfest, pip, pypi, python, venv</sup></sub>
+### [sphinx](https://github.com/sphinx-doc/sphinx) by [sphinx-doc](https://github.com/sphinx-doc)  
+sphinx: The Sphinx documentation generator  
+[https://www.sphinx-doc.org/](https://www.sphinx-doc.org/)  
+[https://github.com/sphinx-doc/sphinx](https://github.com/sphinx-doc/sphinx)  
+12 stars per week over 426 weeks  
+5,244 stars, 1,878 forks, 142 watches  
+created 2015-01-02, last commit 2023-02-18, main language Python  
+<sub><sup>documentation, documentation-tool, markdown, python, restructuredtext, sphinx</sup></sub>
+
+
+### [point-e](https://github.com/openai/point-e) by [openai](https://github.com/openai)  
+point-e: Point cloud diffusion for 3D model synthesis  
+[https://github.com/openai/point-e](https://github.com/openai/point-e)  
+354 stars per week over 12 weeks  
+4,512 stars, 458 forks, 166 watches  
+created 2022-12-06, last commit 2022-12-20, main language Python  
+
+
+### [loguru](https://github.com/delgan/loguru) by [delgan](https://github.com/delgan)  
+loguru: Python logging made (stupidly) simple  
+[https://github.com/delgan/loguru](https://github.com/delgan/loguru)  
+49 stars per week over 289 weeks  
+14,237 stars, 589 forks, 120 watches  
+created 2017-08-15, last commit 2023-03-03, main language Python  
+<sub><sup>log, logger, logging, python</sup></sub>
+
+
+### [cython](https://github.com/cython/cython)  
+cython: The most widely used Python to C compiler  
+[https://cython.org](https://cython.org)  
+[https://github.com/cython/cython](https://github.com/cython/cython)  
+12 stars per week over 641 weeks  
+7,713 stars, 1,364 forks, 231 watches  
+created 2010-11-21, last commit 2023-03-01, main language Python  
+<sub><sup>big-data, c, cpp, cpython, cpython-extensions, cython, performance, python</sup></sub>
 
 
 ### [latexify_py](https://github.com/google/latexify_py) by [google](https://github.com/google)  
 latexify_py: A library to generate LaTeX expression from Python code.  
 [https://github.com/google/latexify_py](https://github.com/google/latexify_py)  
-44 stars per week over 135 weeks  
-6,036 stars, 328 forks, 52 watches  
+44 stars per week over 136 weeks  
+6,038 stars, 328 forks, 52 watches  
 created 2020-07-25, last commit 2023-01-14, main language Python  
 
 
-### [PyGithub](https://github.com/pygithub/pygithub) by [pygithub](https://github.com/pygithub)  
-PyGithub: Typed interactions with the GitHub API v3  
-[https://pygithub.readthedocs.io/](https://pygithub.readthedocs.io/)  
-[https://github.com/pygithub/pygithub](https://github.com/pygithub/pygithub)  
-10 stars per week over 574 weeks  
-5,828 stars, 1,595 forks, 112 watches  
-created 2012-02-25, last commit 2023-02-23, main language Python  
-<sub><sup>github, github-api, pygithub, python</sup></sub>
+### [pip-tools](https://github.com/jazzband/pip-tools) by [jazzband](https://github.com/jazzband)  
+pip-tools: A set of tools to keep your pinned Python dependencies fresh.  
+[https://pip-tools.rtfd.io](https://pip-tools.rtfd.io)  
+[https://github.com/jazzband/pip-tools](https://github.com/jazzband/pip-tools)  
+12 stars per week over 546 weeks  
+6,660 stars, 567 forks, 105 watches  
+created 2012-09-10, last commit 2023-03-02, main language Python  
+<sub><sup>hashes, lockfile, packaging, pip, pip-compile, pip-tools, python, requirements, setuptools</sup></sub>
 
 
-### [python-dotenv](https://github.com/theskumar/python-dotenv) by [theskumar](https://github.com/theskumar)  
-python-dotenv: Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.  
-[https://saurabh-kumar.com/python-dotenv/](https://saurabh-kumar.com/python-dotenv/)  
-[https://github.com/theskumar/python-dotenv](https://github.com/theskumar/python-dotenv)  
-12 stars per week over 442 weeks  
-5,715 stars, 358 forks, 33 watches  
-created 2014-09-06, last commit 2023-02-24, main language Python  
-<sub><sup>12-factor-app, configuration, devops-tools, dotenv, env, environment-variables, python</sup></sub>
+### [scikit-image](https://github.com/scikit-image/scikit-image)  
+scikit-image: Image processing in Python  
+[https://scikit-image.org](https://scikit-image.org)  
+[https://github.com/scikit-image/scikit-image](https://github.com/scikit-image/scikit-image)  
+8.67 stars per week over 608 weeks  
+5,277 stars, 2,106 forks, 185 watches  
+created 2011-07-07, last commit 2023-03-02, main language Python  
+<sub><sup>closember, computer-vision, hacktoberfest, image-processing, python</sup></sub>
+
+
+### [pyston](https://github.com/pyston/pyston)  
+pyston: A faster and highly-compatible implementation of the Python programming language.  
+[https://www.pyston.org/](https://www.pyston.org/)  
+[https://github.com/pyston/pyston](https://github.com/pyston/pyston)  
+22 stars per week over 104 weeks  
+2,348 stars, 85 forks, 34 watches  
+created 2021-03-01, last commit 2023-02-28, main language Python  
+
+
+### [cryptography](https://github.com/pyca/cryptography) by [pyca](https://github.com/pyca)  
+cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.  
+[https://cryptography.io](https://cryptography.io)  
+[https://github.com/pyca/cryptography](https://github.com/pyca/cryptography)  
+10 stars per week over 499 weeks  
+5,391 stars, 1,141 forks, 121 watches  
+created 2013-08-07, last commit 2023-03-04, main language Python  
+<sub><sup>cryptography, python</sup></sub>
+
+
+### [paramiko](https://github.com/paramiko/paramiko)  
+paramiko: The leading native Python SSHv2 protocol library.  
+[http://paramiko.org](http://paramiko.org)  
+[https://github.com/paramiko/paramiko](https://github.com/paramiko/paramiko)  
+11 stars per week over 734 weeks  
+8,190 stars, 1,915 forks, 319 watches  
+created 2009-02-02, last commit 2023-03-03, main language Python  
+
+
+### [PyOxidizer](https://github.com/indygreg/pyoxidizer) by [indygreg](https://github.com/indygreg)  
+PyOxidizer: A modern Python application packaging and distribution tool  
+[https://github.com/indygreg/pyoxidizer](https://github.com/indygreg/pyoxidizer)  
+20 stars per week over 219 weeks  
+4,548 stars, 197 forks, 60 watches  
+created 2018-12-18, last commit 2023-01-21, main language Rust  
 
 
 ### [isort](https://github.com/pycqa/isort) by [pycqa](https://github.com/pycqa)  
@@ -338,7 +372,7 @@ isort: A Python utility / library to sort imports.
 [https://pycqa.github.io/isort/](https://pycqa.github.io/isort/)  
 [https://github.com/pycqa/isort](https://github.com/pycqa/isort)  
 11 stars per week over 495 weeks  
-5,645 stars, 519 forks, 46 watches  
+5,647 stars, 519 forks, 46 watches  
 created 2013-09-02, last commit 2023-03-02, main language Python  
 <sub><sup>auto-formatter, cleaner, cli, formatter, hacktoberfest, isort, linter, python, python-utility, python3, sorting-imports</sup></sub>
 
@@ -347,120 +381,116 @@ created 2013-09-02, last commit 2023-03-02, main language Python
 Tkinter-Designer: An easy and fast way to create a Python GUI 🐍  
 [https://github.com/parthjadhav/tkinter-designer](https://github.com/parthjadhav/tkinter-designer)  
 57 stars per week over 93 weeks  
-5,396 stars, 517 forks, 57 watches  
+5,406 stars, 517 forks, 57 watches  
 created 2021-05-18, last commit 2023-02-26, main language Python  
 <sub><sup>automatic, collaborate, drag-and-drop, easy, easy-to-use, fast, figma, gui, gui-application, hacktoberfest, learn, python, python-script, python3, tkinter, tkinter-designer, tkinter-graphic-interface, tkinter-gui, tkinter-python, tkinter-widgets</sup></sub>
 
 
-### [cryptography](https://github.com/pyca/cryptography) by [pyca](https://github.com/pyca)  
-cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.  
-[https://cryptography.io](https://cryptography.io)  
-[https://github.com/pyca/cryptography](https://github.com/pyca/cryptography)  
-10 stars per week over 499 weeks  
-5,388 stars, 1,141 forks, 121 watches  
-created 2013-08-07, last commit 2023-03-02, main language Python  
-<sub><sup>cryptography, python</sup></sub>
-
-
-### [pendulum](https://github.com/sdispater/pendulum) by [sdispater](https://github.com/sdispater)  
-pendulum: Python datetimes made easy  
-[https://pendulum.eustace.io](https://pendulum.eustace.io)  
-[https://github.com/sdispater/pendulum](https://github.com/sdispater/pendulum)  
-15 stars per week over 348 weeks  
-5,357 stars, 322 forks, 63 watches  
-created 2016-06-27, last commit 2023-02-25, main language Python  
-<sub><sup>date, datetime, python, python3, time, timezones</sup></sub>
-
-
-### [scikit-image](https://github.com/scikit-image/scikit-image)  
-scikit-image: Image processing in Python  
-[https://scikit-image.org](https://scikit-image.org)  
-[https://github.com/scikit-image/scikit-image](https://github.com/scikit-image/scikit-image)  
-8.68 stars per week over 608 weeks  
-5,276 stars, 2,106 forks, 185 watches  
-created 2011-07-07, last commit 2023-03-02, main language Python  
-<sub><sup>closember, computer-vision, hacktoberfest, image-processing, python</sup></sub>
+### [hatch](https://github.com/pypa/hatch) by [pypa](https://github.com/pypa)  
+hatch: Modern, extensible Python project management  
+[https://hatch.pypa.io/latest/](https://hatch.pypa.io/latest/)  
+[https://github.com/pypa/hatch](https://github.com/pypa/hatch)  
+12 stars per week over 300 weeks  
+3,689 stars, 182 forks, 47 watches  
+created 2017-05-31, last commit 2023-02-09, main language Python  
+<sub><sup>build, cli, packaging, plugin, python, versioning, virtualenv</sup></sub>
 
 
 ### [pypdf](https://github.com/py-pdf/pypdf2) by [py-pdf](https://github.com/py-pdf)  
 pypdf: A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files  
 [https://pypdf.readthedocs.io/en/latest/](https://pypdf.readthedocs.io/en/latest/)  
 [https://github.com/py-pdf/pypdf2](https://github.com/py-pdf/pypdf2)  
-9.04 stars per week over 582 weeks  
-5,264 stars, 1,170 forks, 143 watches  
-created 2012-01-06, last commit 2023-03-02, main language Python  
+9.05 stars per week over 582 weeks  
+5,269 stars, 1,171 forks, 143 watches  
+created 2012-01-06, last commit 2023-03-04, main language Python  
 <sub><sup>help-wanted, pdf, pdf-documents, pdf-manipulation, pdf-parser, pdf-parsing, pypdf2, python</sup></sub>
 
 
-### [sphinx](https://github.com/sphinx-doc/sphinx) by [sphinx-doc](https://github.com/sphinx-doc)  
-sphinx: The Sphinx documentation generator  
-[https://www.sphinx-doc.org/](https://www.sphinx-doc.org/)  
-[https://github.com/sphinx-doc/sphinx](https://github.com/sphinx-doc/sphinx)  
-12 stars per week over 426 weeks  
-5,237 stars, 1,876 forks, 142 watches  
-created 2015-01-02, last commit 2023-02-18, main language Python  
-<sub><sup>documentation, documentation-tool, markdown, python, restructuredtext, sphinx</sup></sub>
+### [xarray](https://github.com/pydata/xarray) by [pydata](https://github.com/pydata)  
+xarray: N-D labeled arrays and datasets in Python  
+[https://xarray.dev](https://xarray.dev)  
+[https://github.com/pydata/xarray](https://github.com/pydata/xarray)  
+5.87 stars per week over 491 weeks  
+2,886 stars, 883 forks, 106 watches  
+created 2013-09-30, last commit 2023-03-03, main language Python  
+<sub><sup>dask, netcdf, numpy, pandas, python, xarray</sup></sub>
 
 
-### [pipreqs](https://github.com/bndr/pipreqs) by [bndr](https://github.com/bndr)  
-pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.  
-[https://github.com/bndr/pipreqs](https://github.com/bndr/pipreqs)  
-12 stars per week over 410 weeks  
-4,931 stars, 330 forks, 60 watches  
-created 2015-04-22, last commit 2023-01-14, main language Python  
+### [pytudes](https://github.com/norvig/pytudes) by [norvig](https://github.com/norvig)  
+pytudes: Python programs, usually short, of considerable difficulty, to perfect particular skills.  
+[https://github.com/norvig/pytudes](https://github.com/norvig/pytudes)  
+64 stars per week over 313 weeks  
+20,095 stars, 2,281 forks, 739 watches  
+created 2017-03-01, last commit 2023-02-08, main language Jupyter Notebook  
+<sub><sup>demonstrate-skills, practice, programming, python, python-3</sup></sub>
 
 
-### [apscheduler](https://github.com/agronholm/apscheduler) by [agronholm](https://github.com/agronholm)  
-apscheduler: Task scheduling library for Python  
-[https://github.com/agronholm/apscheduler](https://github.com/agronholm/apscheduler)  
-13 stars per week over 361 weeks  
-4,864 stars, 618 forks, 122 watches  
-created 2016-03-27, last commit 2023-02-07, main language Python  
+### [algorithms](https://github.com/keon/algorithms) by [keon](https://github.com/keon)  
+algorithms: Minimal examples of data structures and algorithms in Python  
+[https://github.com/keon/algorithms](https://github.com/keon/algorithms)  
+67 stars per week over 328 weeks  
+22,225 stars, 4,444 forks, 641 watches  
+created 2016-11-17, last commit 2022-11-12, main language Python  
+<sub><sup>algorithm, algorithms, competitive-programming, data-structure, graph, python, search, sort, tree</sup></sub>
 
 
-### [pycodestyle](https://github.com/pycqa/pycodestyle) by [pycqa](https://github.com/pycqa)  
-pycodestyle: Simple Python style checker in one Python file  
-[https://pycodestyle.pycqa.org](https://pycodestyle.pycqa.org)  
-[https://github.com/pycqa/pycodestyle](https://github.com/pycqa/pycodestyle)  
-6.83 stars per week over 700 weeks  
-4,778 stars, 697 forks, 120 watches  
-created 2009-10-02, last commit 2022-12-13, main language Python  
-<sub><sup>flake8-plugin, linter-flake8, linter-plugin, pep8, python, style-guide, styleguide</sup></sub>
+### [jinja](https://github.com/pallets/jinja) by [pallets](https://github.com/pallets)  
+jinja: A very fast and expressive template engine.  
+[https://jinja.palletsprojects.com](https://jinja.palletsprojects.com)  
+[https://github.com/pallets/jinja](https://github.com/pallets/jinja)  
+14 stars per week over 646 weeks  
+9,088 stars, 1,544 forks, 250 watches  
+created 2010-10-17, last commit 2023-03-01, main language Python  
+<sub><sup>jinja, jinja2, pallets, python, template-engine, templates</sup></sub>
 
 
-### [transitions](https://github.com/pytransitions/transitions) by [pytransitions](https://github.com/pytransitions)  
-transitions: A lightweight, object-oriented finite state machine implementation in Python with many extensions  
-[https://github.com/pytransitions/transitions](https://github.com/pytransitions/transitions)  
-10 stars per week over 437 weeks  
-4,776 stars, 511 forks, 91 watches  
-created 2014-10-12, last commit 2023-01-06, main language Python  
-<sub><sup>hierarchical-state-machine, nested-states, python, state-diagram, state-machine</sup></sub>
+### [marshmallow](https://github.com/marshmallow-code/marshmallow) by [marshmallow-code](https://github.com/marshmallow-code)  
+marshmallow: A lightweight library for converting complex objects to and from simple Python datatypes.  
+[https://marshmallow.readthedocs.io/](https://marshmallow.readthedocs.io/)  
+[https://github.com/marshmallow-code/marshmallow](https://github.com/marshmallow-code/marshmallow)  
+13 stars per week over 486 weeks  
+6,445 stars, 623 forks, 81 watches  
+created 2013-11-10, last commit 2023-02-21, main language Python  
+<sub><sup>deserialization, hacktoberfest, marshalling, python, python-3, schema, serde, serialization, validation</sup></sub>
 
 
-### [awslogs](https://github.com/jorgebastida/awslogs) by [jorgebastida](https://github.com/jorgebastida)  
-awslogs: AWS CloudWatch logs for Humans™  
-[https://github.com/jorgebastida/awslogs](https://github.com/jorgebastida/awslogs)  
-10 stars per week over 423 weeks  
-4,565 stars, 328 forks, 59 watches  
-created 2015-01-21, last commit 2020-07-10, main language Python  
+### [pipx](https://github.com/pypa/pipx) by [pypa](https://github.com/pypa)  
+pipx: Install and Run Python Applications in Isolated Environments  
+[https://pypa.github.io/pipx/](https://pypa.github.io/pipx/)  
+[https://github.com/pypa/pipx](https://github.com/pypa/pipx)  
+26 stars per week over 230 weeks  
+6,067 stars, 280 forks, 72 watches  
+created 2018-10-06, last commit 2023-02-11, main language Python  
+<sub><sup>cli, hacktoberfest, pip, pypi, python, venv</sup></sub>
 
 
-### [PyOxidizer](https://github.com/indygreg/pyoxidizer) by [indygreg](https://github.com/indygreg)  
-PyOxidizer: A modern Python application packaging and distribution tool  
-[https://github.com/indygreg/pyoxidizer](https://github.com/indygreg/pyoxidizer)  
-20 stars per week over 219 weeks  
-4,545 stars, 196 forks, 60 watches  
-created 2018-12-18, last commit 2023-01-21, main language Rust  
+### [opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python) by [open-telemetry](https://github.com/open-telemetry)  
+opentelemetry-python: OpenTelemetry Python API and SDK   
+[https://opentelemetry.io](https://opentelemetry.io)  
+[https://github.com/open-telemetry/opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python)  
+6.01 stars per week over 199 weeks  
+1,201 stars, 436 forks, 34 watches  
+created 2019-05-07, last commit 2023-03-03, main language Python  
+<sub><sup>correlationcontext, distributed-tracing, logging, metrics, opentelemetry, python, sdk, tracecontext</sup></sub>
 
 
-### [pylint](https://github.com/pycqa/pylint) by [pycqa](https://github.com/pycqa)  
-pylint: It's not just a linter that annoys you!  
-[http://pylint.pycqa.org](http://pylint.pycqa.org)  
-[https://github.com/pycqa/pylint](https://github.com/pycqa/pylint)  
-12 stars per week over 377 weeks  
-4,531 stars, 979 forks, 75 watches  
-created 2015-12-09, last commit 2023-03-02, main language Python  
-<sub><sup>closember, code-quality, hacktoberfest, linter, pep8, static-analysis, static-code-analysis</sup></sub>
+### [lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template) by [ashleve](https://github.com/ashleve)  
+lightning-hydra-template: PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices.  ⚡🔥⚡  
+[https://github.com/ashleve/lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template)  
+19 stars per week over 121 weeks  
+2,334 stars, 401 forks, 20 watches  
+created 2020-11-04, last commit 2023-02-11, main language Python  
+<sub><sup>best-practices, comet, config, deep-learning, hydra, mlflow, mlops, neptune, project-structure, pytorch, pytorch-lightning, reproducibility, template, tensorboard, wandb</sup></sub>
+
+
+### [PyGithub](https://github.com/pygithub/pygithub) by [pygithub](https://github.com/pygithub)  
+PyGithub: Typed interactions with the GitHub API v3  
+[https://pygithub.readthedocs.io/](https://pygithub.readthedocs.io/)  
+[https://github.com/pygithub/pygithub](https://github.com/pygithub/pygithub)  
+10 stars per week over 575 weeks  
+5,830 stars, 1,595 forks, 112 watches  
+created 2012-02-25, last commit 2023-02-23, main language Python  
+<sub><sup>github, github-api, pygithub, python</sup></sub>
 
 
 ### [tenacity](https://github.com/jd/tenacity) by [jd](https://github.com/jd)  
@@ -468,91 +498,102 @@ tenacity: Retrying library for Python
 [http://tenacity.readthedocs.io](http://tenacity.readthedocs.io)  
 [https://github.com/jd/tenacity](https://github.com/jd/tenacity)  
 13 stars per week over 342 weeks  
-4,516 stars, 225 forks, 44 watches  
+4,520 stars, 225 forks, 44 watches  
 created 2016-08-11, last commit 2023-02-28, main language Python  
 <sub><sup>failure, hacktoberfest, python, retry, retry-library</sup></sub>
 
 
-### [point-e](https://github.com/openai/point-e) by [openai](https://github.com/openai)  
-point-e: Point cloud diffusion for 3D model synthesis  
-[https://github.com/openai/point-e](https://github.com/openai/point-e)  
-360 stars per week over 12 weeks  
-4,480 stars, 458 forks, 163 watches  
-created 2022-12-06, last commit 2022-12-20, main language Python  
-
+### [warehouse](https://github.com/pypi/warehouse) by [pypi](https://github.com/pypi)  
+warehouse: The Python Package Index  
+[https://pypi.org](https://pypi.org)  
+[https://github.com/pypi/warehouse](https://github.com/pypi/warehouse)  
+6.09 stars per week over 518 weeks  
+3,157 stars, 908 forks, 105 watches  
+created 2013-03-30, last commit 2023-03-03, main language Python  
 
-### [mamba](https://github.com/mamba-org/mamba) by [mamba-org](https://github.com/mamba-org)  
-mamba: The Fast Cross-Platform Package Manager  
-[https://mamba.readthedocs.io](https://mamba.readthedocs.io)  
-[https://github.com/mamba-org/mamba](https://github.com/mamba-org/mamba)  
-20 stars per week over 208 weeks  
-4,272 stars, 247 forks, 44 watches  
-created 2019-03-05, last commit 2023-03-02, main language C++  
 
+### [flake8](https://github.com/pycqa/flake8) by [pycqa](https://github.com/pycqa)  
+flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.  
+[https://flake8.pycqa.org](https://flake8.pycqa.org)  
+[https://github.com/pycqa/flake8](https://github.com/pycqa/flake8)  
+6.03 stars per week over 442 weeks  
+2,665 stars, 274 forks, 34 watches  
+created 2014-09-13, last commit 2023-02-21, main language Python  
+<sub><sup>complexity-analysis, flake8, linter, linter-flake8, pep8, python, python3, static-analysis, static-code-analysis, style-guide, styleguide, stylelint</sup></sub>
 
-### [toolz](https://github.com/pytoolz/toolz) by [pytoolz](https://github.com/pytoolz)  
-toolz: A functional standard library for Python.  
-[http://toolz.readthedocs.org/](http://toolz.readthedocs.org/)  
-[https://github.com/pytoolz/toolz](https://github.com/pytoolz/toolz)  
-8.46 stars per week over 494 weeks  
-4,177 stars, 249 forks, 82 watches  
-created 2013-09-13, last commit 2022-11-03, main language Python  
 
+### [python-dotenv](https://github.com/theskumar/python-dotenv) by [theskumar](https://github.com/theskumar)  
+python-dotenv: Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.  
+[https://saurabh-kumar.com/python-dotenv/](https://saurabh-kumar.com/python-dotenv/)  
+[https://github.com/theskumar/python-dotenv](https://github.com/theskumar/python-dotenv)  
+12 stars per week over 443 weeks  
+5,716 stars, 358 forks, 33 watches  
+created 2014-09-06, last commit 2023-02-24, main language Python  
+<sub><sup>12-factor-app, configuration, devops-tools, dotenv, env, environment-variables, python</sup></sub>
 
-### [pedalboard](https://github.com/spotify/pedalboard) by [spotify](https://github.com/spotify)  
-pedalboard: 🎛 🔊 A Python library for working with audio.  
-[https://github.com/spotify/pedalboard](https://github.com/spotify/pedalboard)  
-46 stars per week over 86 weeks  
-4,031 stars, 169 forks, 53 watches  
-created 2021-07-06, last commit 2023-02-22, main language C++  
-<sub><sup>audio, audio-processing, audio-production, audio-research, audio-unit, juce, pybind11, python, tensorflow, vst3, vst3-host</sup></sub>
 
+### [apscheduler](https://github.com/agronholm/apscheduler) by [agronholm](https://github.com/agronholm)  
+apscheduler: Task scheduling library for Python  
+[https://github.com/agronholm/apscheduler](https://github.com/agronholm/apscheduler)  
+13 stars per week over 362 weeks  
+4,869 stars, 618 forks, 122 watches  
+created 2016-03-27, last commit 2023-02-07, main language Python  
 
-### [openai-python](https://github.com/openai/openai-python) by [openai](https://github.com/openai)  
-openai-python: The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language.  
-[https://github.com/openai/openai-python](https://github.com/openai/openai-python)  
-32 stars per week over 122 weeks  
-3,982 stars, 687 forks, 108 watches  
-created 2020-10-25, last commit 2023-03-02, main language Python  
-<sub><sup>openai, python</sup></sub>
 
+### [uvloop](https://github.com/magicstack/uvloop) by [magicstack](https://github.com/magicstack)  
+uvloop: Ultra fast asyncio event loop.  
+[https://github.com/magicstack/uvloop](https://github.com/magicstack/uvloop)  
+24 stars per week over 382 weeks  
+9,199 stars, 535 forks, 226 watches  
+created 2015-11-08, last commit 2023-01-15, main language Cython  
+<sub><sup>async, async-await, async-python, asyncio, event-loop, high-performance, libuv, networking, python, python-3</sup></sub>
 
-### [hatch](https://github.com/pypa/hatch) by [pypa](https://github.com/pypa)  
-hatch: Modern, extensible Python project management  
-[https://hatch.pypa.io/latest/](https://hatch.pypa.io/latest/)  
-[https://github.com/pypa/hatch](https://github.com/pypa/hatch)  
-12 stars per week over 300 weeks  
-3,690 stars, 182 forks, 47 watches  
-created 2017-05-31, last commit 2023-02-09, main language Python  
-<sub><sup>build, cli, packaging, plugin, python, versioning, virtualenv</sup></sub>
 
+### [csvkit](https://github.com/wireservice/csvkit) by [wireservice](https://github.com/wireservice)  
+csvkit: A suite of utilities for converting to and working with CSV, the king of tabular file formats.  
+[http://csvkit.rtfd.org/](http://csvkit.rtfd.org/)  
+[https://github.com/wireservice/csvkit](https://github.com/wireservice/csvkit)  
+8.66 stars per week over 622 weeks  
+5,388 stars, 583 forks, 132 watches  
+created 2011-04-01, last commit 2023-02-22, main language Python  
 
-### [RPA-Python](https://github.com/tebelorg/rpa-python) by [tebelorg](https://github.com/tebelorg)  
-RPA-Python: Python package for doing RPA  
-[https://github.com/tebelorg/rpa-python](https://github.com/tebelorg/rpa-python)  
-17 stars per week over 204 weeks  
-3,661 stars, 541 forks, 101 watches  
-created 2019-03-30, last commit 2022-09-07, main language Python  
-<sub><sup>cross-platform, opencv, python, rpa, sikuli, tagui, tesseract</sup></sub>
+
+### [lovely-tensors](https://github.com/xl0/lovely-tensors) by [xl0](https://github.com/xl0)  
+lovely-tensors: Tensors, ready for human consumption  
+[https://xl0.github.io/lovely-tensors](https://xl0.github.io/lovely-tensors)  
+[https://github.com/xl0/lovely-tensors](https://github.com/xl0/lovely-tensors)  
+43 stars per week over 21 weeks  
+923 stars, 14 forks, 8 watches  
+created 2022-10-07, last commit 2023-01-27, main language Jupyter Notebook  
+<sub><sup>deep-learning, library, pytorch, statistics, visualization</sup></sub>
 
 
-### [python-ftfy](https://github.com/rspeer/python-ftfy) by [rspeer](https://github.com/rspeer)  
-python-ftfy: Fixes mojibake and other glitches in Unicode text, after the fact.  
-[http://ftfy.readthedocs.org](http://ftfy.readthedocs.org)  
-[https://github.com/rspeer/python-ftfy](https://github.com/rspeer/python-ftfy)  
-6.29 stars per week over 549 weeks  
-3,451 stars, 116 forks, 75 watches  
-created 2012-08-24, last commit 2022-10-25, main language Python  
+### [terminal-copilot](https://github.com/methexis-inc/terminal-copilot) by [methexis-inc](https://github.com/methexis-inc)  
+terminal-copilot: A smart terminal assistant that helps you find the right command.  
+[https://github.com/methexis-inc/terminal-copilot](https://github.com/methexis-inc/terminal-copilot)  
+37 stars per week over 12 weeks  
+448 stars, 25 forks, 6 watches  
+created 2022-12-11, last commit 2023-01-25, main language Python  
 
 
-### [circuitpython](https://github.com/adafruit/circuitpython) by [adafruit](https://github.com/adafruit)  
-CircuitPython - a Python implementation for teaching coding with microcontrollers  
-[https://circuitpython.org](https://circuitpython.org)  
-[https://github.com/adafruit/circuitpython](https://github.com/adafruit/circuitpython)  
-10 stars per week over 340 weeks  
-3,422 stars, 918 forks, 130 watches  
-created 2016-08-20, last commit 2023-03-02, main language C  
-<sub><sup>beginner, circuitpython, cpython, education, embedded, hacktoberfest, microcontroller, micropython, python, python3</sup></sub>
+### [pygments](https://github.com/pygments/pygments)  
+Pygments is a generic syntax highlighter written in Python  
+[http://pygments.org/](http://pygments.org/)  
+[https://github.com/pygments/pygments](https://github.com/pygments/pygments)  
+6.62 stars per week over 183 weeks  
+1,212 stars, 507 forks, 31 watches  
+created 2019-08-31, last commit 2023-03-03, main language Python  
+<sub><sup>python, syntax-highlighting</sup></sub>
+
+
+### [basic-pitch](https://github.com/spotify/basic-pitch) by [spotify](https://github.com/spotify)  
+basic-pitch: A lightweight yet powerful audio-to-MIDI converter with pitch bend detection  
+[https://basicpitch.io](https://basicpitch.io)  
+[https://github.com/spotify/basic-pitch](https://github.com/spotify/basic-pitch)  
+37 stars per week over 43 weeks  
+1,651 stars, 95 forks, 32 watches  
+created 2022-05-03, last commit 2023-02-27, main language Python  
+<sub><sup>audio, lightweight, machine-learning, midi, music, pitch-detection, polyphonic, python, transcription, typescript</sup></sub>
 
 
 ### [pyzmq](https://github.com/zeromq/pyzmq) by [zeromq](https://github.com/zeromq)  
@@ -560,47 +601,47 @@ PyZMQ:  Python bindings for zeromq
 [http://zguide.zeromq.org/py:all](http://zguide.zeromq.org/py:all)  
 [https://github.com/zeromq/pyzmq](https://github.com/zeromq/pyzmq)  
 4.99 stars per week over 658 weeks  
-3,283 stars, 616 forks, 102 watches  
+3,284 stars, 616 forks, 102 watches  
 created 2010-07-21, last commit 2023-02-23, main language Python  
 <sub><sup>cython, python, zeromq</sup></sub>
 
 
-### [python-socketio](https://github.com/miguelgrinberg/python-socketio) by [miguelgrinberg](https://github.com/miguelgrinberg)  
-python-socketio: Python Socket.IO server and client  
-[https://github.com/miguelgrinberg/python-socketio](https://github.com/miguelgrinberg/python-socketio)  
-8.16 stars per week over 398 weeks  
-3,251 stars, 525 forks, 63 watches  
-created 2015-07-15, last commit 2023-02-16, main language Python  
-<sub><sup>asyncio, eventlet, gevent, long-polling, low-latency, python, socket-io, socketio, socketio-server, web-server, websocket</sup></sub>
+### [camelot](https://github.com/camelot-dev/camelot) by [camelot-dev](https://github.com/camelot-dev)  
+camelot: A Python library to extract tabular data from PDFs  
+[https://camelot-py.readthedocs.io](https://camelot-py.readthedocs.io)  
+[https://github.com/camelot-dev/camelot](https://github.com/camelot-dev/camelot)  
+9.64 stars per week over 191 weeks  
+1,850 stars, 340 forks, 47 watches  
+created 2019-07-01, last commit 2023-02-26, main language Python  
 
 
-### [spack](https://github.com/spack/spack)  
-spack: A flexible package manager that supports multiple versions, configurations, platforms, and compilers.  
-[https://spack.io](https://spack.io)  
-[https://github.com/spack/spack](https://github.com/spack/spack)  
-6.77 stars per week over 477 weeks  
-3,230 stars, 1,838 forks, 103 watches  
-created 2014-01-08, last commit 2023-03-02, main language Python  
-<sub><sup>build-tools, hpc, linux, macos, package-manager, python, radiuss, scientific-computing, spack</sup></sub>
+### [arrow](https://github.com/arrow-py/arrow) by [arrow-py](https://github.com/arrow-py)  
+arrow: 🏹 Better dates & times for Python  
+[https://arrow.readthedocs.io](https://arrow.readthedocs.io)  
+[https://github.com/arrow-py/arrow](https://github.com/arrow-py/arrow)  
+15 stars per week over 537 weeks  
+8,236 stars, 639 forks, 134 watches  
+created 2012-11-18, last commit 2022-11-15, main language Python  
+<sub><sup>arrow, date, datetime, hacktoberfest, python, time, timestamp, timezones</sup></sub>
 
 
-### [warehouse](https://github.com/pypi/warehouse) by [pypi](https://github.com/pypi)  
-warehouse: The Python Package Index  
-[https://pypi.org](https://pypi.org)  
-[https://github.com/pypi/warehouse](https://github.com/pypi/warehouse)  
-6.1 stars per week over 517 weeks  
-3,157 stars, 908 forks, 105 watches  
-created 2013-03-30, last commit 2023-03-02, main language Python  
+### [more-itertools](https://github.com/more-itertools/more-itertools)  
+more-itertools: More routines for operating on iterables, beyond itertools  
+[https://more-itertools.rtfd.io](https://more-itertools.rtfd.io)  
+[https://github.com/more-itertools/more-itertools](https://github.com/more-itertools/more-itertools)  
+5.23 stars per week over 566 weeks  
+2,960 stars, 241 forks, 36 watches  
+created 2012-04-26, last commit 2023-03-03, main language Python  
 
 
-### [markdown](https://github.com/python-markdown/markdown) by [python-markdown](https://github.com/python-markdown)  
-markdown: A Python implementation of John Gruber’s Markdown with Extension support.  
-[https://python-markdown.github.io/](https://python-markdown.github.io/)  
-[https://github.com/python-markdown/markdown](https://github.com/python-markdown/markdown)  
-4.71 stars per week over 665 weeks  
-3,138 stars, 817 forks, 75 watches  
-created 2010-05-29, last commit 2023-01-09, main language Python  
-<sub><sup>markdown, markdown-parser, markdown-to-html, python, python-markdown, python3</sup></sub>
+### [Coercer](https://github.com/p0dalirius/coercer) by [p0dalirius](https://github.com/p0dalirius)  
+Coercer: A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.  
+[https://podalirius.net/](https://podalirius.net/)  
+[https://github.com/p0dalirius/coercer](https://github.com/p0dalirius/coercer)  
+31 stars per week over 35 weeks  
+1,118 stars, 122 forks, 18 watches  
+created 2022-06-30, last commit 2023-01-18, main language Python  
+<sub><sup>authentication, automatic, call, coerce, fuzzing, ntlm, privilege-escalation, rpc</sup></sub>
 
 
 ### [joblib](https://github.com/joblib/joblib)  
@@ -608,85 +649,64 @@ joblib: Computing with Python functions.
 [http://joblib.readthedocs.org](http://joblib.readthedocs.org)  
 [https://github.com/joblib/joblib](https://github.com/joblib/joblib)  
 4.59 stars per week over 669 weeks  
-3,068 stars, 366 forks, 61 watches  
+3,071 stars, 367 forks, 61 watches  
 created 2010-05-07, last commit 2023-02-21, main language Python  
 <sub><sup>caching, memoization, multiprocessing, parallel-computing, python, threading</sup></sub>
 
 
-### [funcy](https://github.com/suor/funcy) by [suor](https://github.com/suor)  
-funcy: A fancy and practical functional tools  
-[https://github.com/suor/funcy](https://github.com/suor/funcy)  
-5.51 stars per week over 541 weeks  
-2,986 stars, 134 forks, 73 watches  
-created 2012-10-13, last commit 2023-02-26, main language Python  
-<sub><sup>functional-programming, python, utilities</sup></sub>
-
-
-### [more-itertools](https://github.com/more-itertools/more-itertools)  
-more-itertools: More routines for operating on iterables, beyond itertools  
-[https://more-itertools.rtfd.io](https://more-itertools.rtfd.io)  
-[https://github.com/more-itertools/more-itertools](https://github.com/more-itertools/more-itertools)  
-5.22 stars per week over 566 weeks  
-2,958 stars, 239 forks, 36 watches  
-created 2012-04-26, last commit 2023-02-28, main language Python  
-
-
-### [xarray](https://github.com/pydata/xarray) by [pydata](https://github.com/pydata)  
-xarray: N-D labeled arrays and datasets in Python  
-[https://xarray.dev](https://xarray.dev)  
-[https://github.com/pydata/xarray](https://github.com/pydata/xarray)  
-5.87 stars per week over 491 weeks  
-2,884 stars, 883 forks, 106 watches  
-created 2013-09-30, last commit 2023-03-02, main language Python  
-<sub><sup>dask, netcdf, numpy, pandas, python, xarray</sup></sub>
+### [python-socketio](https://github.com/miguelgrinberg/python-socketio) by [miguelgrinberg](https://github.com/miguelgrinberg)  
+python-socketio: Python Socket.IO server and client  
+[https://github.com/miguelgrinberg/python-socketio](https://github.com/miguelgrinberg/python-socketio)  
+8.16 stars per week over 398 weeks  
+3,253 stars, 526 forks, 63 watches  
+created 2015-07-15, last commit 2023-02-16, main language Python  
+<sub><sup>asyncio, eventlet, gevent, long-polling, low-latency, python, socket-io, socketio, socketio-server, web-server, websocket</sup></sub>
 
 
-### [python-dependency-injector](https://github.com/ets-labs/python-dependency-injector) by [ets-labs](https://github.com/ets-labs)  
-python-dependency-injector: Dependency injection framework for Python  
-[https://python-dependency-injector.ets-labs.org/](https://python-dependency-injector.ets-labs.org/)  
-[https://github.com/ets-labs/python-dependency-injector](https://github.com/ets-labs/python-dependency-injector)  
-6.36 stars per week over 425 weeks  
-2,707 stars, 203 forks, 46 watches  
-created 2015-01-04, last commit 2022-12-19, main language Python  
-<sub><sup>aiohttp, asyncio, dependency-injection, dependency-injection-container, dependency-injection-framework, design-patterns, factory, flask, flask-application, flask-restful, ioc, ioc-container, python, python-2, python-3, python3, singleton, threadlocal</sup></sub>
+### [RPA-Python](https://github.com/tebelorg/rpa-python) by [tebelorg](https://github.com/tebelorg)  
+RPA-Python: Python package for doing RPA  
+[https://github.com/tebelorg/rpa-python](https://github.com/tebelorg/rpa-python)  
+17 stars per week over 205 weeks  
+3,663 stars, 541 forks, 101 watches  
+created 2019-03-30, last commit 2022-09-07, main language Python  
+<sub><sup>cross-platform, opencv, python, rpa, sikuli, tagui, tesseract</sup></sub>
 
 
-### [flake8](https://github.com/pycqa/flake8) by [pycqa](https://github.com/pycqa)  
-flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.  
-[https://flake8.pycqa.org](https://flake8.pycqa.org)  
-[https://github.com/pycqa/flake8](https://github.com/pycqa/flake8)  
-6.03 stars per week over 441 weeks  
-2,664 stars, 274 forks, 34 watches  
-created 2014-09-13, last commit 2023-02-21, main language Python  
-<sub><sup>complexity-analysis, flake8, linter, linter-flake8, pep8, python, python3, static-analysis, static-code-analysis, style-guide, styleguide, stylelint</sup></sub>
+### [pendulum](https://github.com/sdispater/pendulum) by [sdispater](https://github.com/sdispater)  
+pendulum: Python datetimes made easy  
+[https://pendulum.eustace.io](https://pendulum.eustace.io)  
+[https://github.com/sdispater/pendulum](https://github.com/sdispater/pendulum)  
+15 stars per week over 348 weeks  
+5,357 stars, 322 forks, 63 watches  
+created 2016-06-27, last commit 2023-02-25, main language Python  
+<sub><sup>date, datetime, python, python3, time, timezones</sup></sub>
 
 
-### [notifiers](https://github.com/liiight/notifiers) by [liiight](https://github.com/liiight)  
-notifiers: The easy way to send notifications  
-[http://notifiers.readthedocs.io/](http://notifiers.readthedocs.io/)  
-[https://github.com/liiight/notifiers](https://github.com/liiight/notifiers)  
-7.98 stars per week over 300 weeks  
-2,394 stars, 93 forks, 33 watches  
-created 2017-06-01, last commit 2022-07-14, main language Python  
-<sub><sup>notification-service, notifications, notifier, pypi, python, python3</sup></sub>
+### [criticality_score](https://github.com/ossf/criticality_score) by [ossf](https://github.com/ossf)  
+criticality_score: Gives criticality score for an open source project  
+[https://github.com/ossf/criticality_score](https://github.com/ossf/criticality_score)  
+9.86 stars per week over 119 weeks  
+1,180 stars, 89 forks, 30 watches  
+created 2020-11-17, last commit 2023-02-28, main language Go  
 
 
-### [pyston](https://github.com/pyston/pyston)  
-pyston: A faster and highly-compatible implementation of the Python programming language.  
-[https://www.pyston.org/](https://www.pyston.org/)  
-[https://github.com/pyston/pyston](https://github.com/pyston/pyston)  
-22 stars per week over 104 weeks  
-2,348 stars, 85 forks, 34 watches  
-created 2021-03-01, last commit 2023-02-28, main language Python  
+### [imageio](https://github.com/imageio/imageio)  
+imageio: Python library for reading and writing image data  
+[https://imageio.readthedocs.io](https://imageio.readthedocs.io)  
+[https://github.com/imageio/imageio](https://github.com/imageio/imageio)  
+2.35 stars per week over 513 weeks  
+1,204 stars, 244 forks, 32 watches  
+created 2013-05-04, last commit 2023-03-03, main language Python  
+<sub><sup>animated-gif, dicom, imageio, python, scientific-formats, video, webcam-capture</sup></sub>
 
 
-### [lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template) by [ashleve](https://github.com/ashleve)  
-lightning-hydra-template: PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices.  ⚡🔥⚡  
-[https://github.com/ashleve/lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template)  
-19 stars per week over 121 weeks  
-2,326 stars, 396 forks, 20 watches  
-created 2020-11-04, last commit 2023-02-11, main language Python  
-<sub><sup>best-practices, comet, config, deep-learning, hydra, mlflow, mlops, neptune, project-structure, pytorch, pytorch-lightning, reproducibility, template, tensorboard, wandb</sup></sub>
+### [opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib) by [open-telemetry](https://github.com/open-telemetry)  
+opentelemetry-python-contrib: OpenTelemetry instrumentation for Python modules  
+[https://opentelemetry.io](https://opentelemetry.io)  
+[https://github.com/open-telemetry/opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib)  
+2.38 stars per week over 173 weeks  
+412 stars, 320 forks, 14 watches  
+created 2019-11-08, last commit 2023-02-28, main language Python  
 
 
 ### [pycryptodome](https://github.com/legrandin/pycryptodome) by [legrandin](https://github.com/legrandin)  
@@ -694,110 +714,120 @@ pycryptodome: A self-contained cryptographic library for Python
 [https://www.pycryptodome.org](https://www.pycryptodome.org)  
 [https://github.com/legrandin/pycryptodome](https://github.com/legrandin/pycryptodome)  
 4.93 stars per week over 461 weeks  
-2,273 stars, 420 forks, 59 watches  
+2,274 stars, 420 forks, 59 watches  
 created 2014-05-02, last commit 2023-01-28, main language C  
 <sub><sup>cryptography, python, security</sup></sub>
 
 
-### [refurb](https://github.com/dosisod/refurb) by [dosisod](https://github.com/dosisod)  
-refurb: A tool for refurbishing and modernizing Python codebases  
-[https://github.com/dosisod/refurb](https://github.com/dosisod/refurb)  
-68 stars per week over 31 weeks  
-2,150 stars, 42 forks, 16 watches  
-created 2022-07-27, last commit 2023-03-02, main language Python  
-<sub><sup>cli, gplv3, hacktoberfest, mypy, python, python310, testing</sup></sub>
-
-
-### [pyyaml](https://github.com/yaml/pyyaml) by [yaml](https://github.com/yaml)  
-pyyaml: Canonical source repository for PyYAML  
-[https://github.com/yaml/pyyaml](https://github.com/yaml/pyyaml)  
-3.55 stars per week over 591 weeks  
-2,098 stars, 435 forks, 49 watches  
-created 2011-11-03, last commit 2022-09-13, main language Python  
-<sub><sup>python, yaml</sup></sub>
+### [transitions](https://github.com/pytransitions/transitions) by [pytransitions](https://github.com/pytransitions)  
+transitions: A lightweight, object-oriented finite state machine implementation in Python with many extensions  
+[https://github.com/pytransitions/transitions](https://github.com/pytransitions/transitions)  
+10 stars per week over 438 weeks  
+4,779 stars, 511 forks, 91 watches  
+created 2014-10-12, last commit 2023-01-06, main language Python  
+<sub><sup>hierarchical-state-machine, nested-states, python, state-diagram, state-machine</sup></sub>
 
 
-### [pint](https://github.com/hgrecco/pint) by [hgrecco](https://github.com/hgrecco)  
-pint: Operate and manipulate physical quantities in Python  
-[http://pint.readthedocs.org/](http://pint.readthedocs.org/)  
-[https://github.com/hgrecco/pint](https://github.com/hgrecco/pint)  
-3.51 stars per week over 555 weeks  
-1,947 stars, 416 forks, 40 watches  
-created 2012-07-13, last commit 2023-02-13, main language Python  
-<sub><sup>python, science, units</sup></sub>
+### [filesystem_spec](https://github.com/fsspec/filesystem_spec) by [fsspec](https://github.com/fsspec)  
+filesystem_spec: A specification that python filesystems should adhere to.  
+[https://github.com/fsspec/filesystem_spec](https://github.com/fsspec/filesystem_spec)  
+2.18 stars per week over 253 weeks  
+553 stars, 239 forks, 22 watches  
+created 2018-04-23, last commit 2023-03-04, main language Python  
 
 
-### [camelot](https://github.com/camelot-dev/camelot) by [camelot-dev](https://github.com/camelot-dev)  
-camelot: A Python library to extract tabular data from PDFs  
-[https://camelot-py.readthedocs.io](https://camelot-py.readthedocs.io)  
-[https://github.com/camelot-dev/camelot](https://github.com/camelot-dev/camelot)  
-9.65 stars per week over 191 weeks  
-1,849 stars, 340 forks, 47 watches  
-created 2019-07-01, last commit 2023-02-26, main language Python  
+### [gefyra](https://github.com/gefyrahq/gefyra) by [gefyrahq](https://github.com/gefyrahq)  
+gefyra: Blazingly-fast :rocket:, rock-solid, local application development :arrow_right: with Kubernetes.  
+[https://gefyra.dev](https://gefyra.dev)  
+[https://github.com/gefyrahq/gefyra](https://github.com/gefyrahq/gefyra)  
+6.29 stars per week over 67 weeks  
+424 stars, 23 forks, 7 watches  
+created 2021-11-18, last commit 2023-02-22, main language Python  
+<sub><sup>coding, containers, developer-tool, development, docker, k8s, kubernetes, tunnel</sup></sub>
 
 
-### [pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2) by [pyfilesystem](https://github.com/pyfilesystem)  
-pyfilesystem2: Python's Filesystem abstraction layer  
-[https://www.pyfilesystem.org](https://www.pyfilesystem.org)  
-[https://github.com/pyfilesystem/pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2)  
-5.47 stars per week over 333 weeks  
-1,822 stars, 173 forks, 46 watches  
-created 2016-10-14, last commit 2022-10-18, main language Python  
-<sub><sup>filesystem, filesystem-library, ftp, pyfilesystem, pyfilesystem2, python, tar, zip</sup></sub>
+### [toolz](https://github.com/pytoolz/toolz) by [pytoolz](https://github.com/pytoolz)  
+toolz: A functional standard library for Python.  
+[http://toolz.readthedocs.org/](http://toolz.readthedocs.org/)  
+[https://github.com/pytoolz/toolz](https://github.com/pytoolz/toolz)  
+8.46 stars per week over 494 weeks  
+4,180 stars, 249 forks, 82 watches  
+created 2013-09-13, last commit 2022-11-03, main language Python  
 
 
-### [wrapt](https://github.com/grahamdumpleton/wrapt) by [grahamdumpleton](https://github.com/grahamdumpleton)  
-wrapt: A Python module for decorators, wrappers and monkey patching.  
-[https://github.com/grahamdumpleton/wrapt](https://github.com/grahamdumpleton/wrapt)  
-3.57 stars per week over 509 weeks  
-1,820 stars, 209 forks, 45 watches  
-created 2013-05-29, last commit 2023-02-27, main language Python  
+### [omegaconf](https://github.com/omry/omegaconf) by [omry](https://github.com/omry)  
+omegaconf: Flexible Python configuration system. The last one you will ever need.  
+[https://github.com/omry/omegaconf](https://github.com/omry/omegaconf)  
+6.04 stars per week over 234 weeks  
+1,419 stars, 74 forks, 16 watches  
+created 2018-09-03, last commit 2022-12-20, main language Python  
+<sub><sup>configuration-files, configuration-loader, python, python-types, schema-validator, yaml, yaml-configuration</sup></sub>
 
 
-### [pyparsing](https://github.com/pyparsing/pyparsing)  
-pyparsing: Python library for creating PEG parsers  
-[https://github.com/pyparsing/pyparsing](https://github.com/pyparsing/pyparsing)  
-5.85 stars per week over 302 weeks  
-1,770 stars, 241 forks, 23 watches  
-created 2017-05-14, last commit 2023-02-12, main language Python  
-<sub><sup>parser-combinators, parsing, parsing-expression-grammar, parsing-library, peg-parsers, python, python-2, python-3, python2, python3, text-processing</sup></sub>
+### [python-dependency-injector](https://github.com/ets-labs/python-dependency-injector) by [ets-labs](https://github.com/ets-labs)  
+python-dependency-injector: Dependency injection framework for Python  
+[https://python-dependency-injector.ets-labs.org/](https://python-dependency-injector.ets-labs.org/)  
+[https://github.com/ets-labs/python-dependency-injector](https://github.com/ets-labs/python-dependency-injector)  
+6.35 stars per week over 426 weeks  
+2,706 stars, 204 forks, 46 watches  
+created 2015-01-04, last commit 2022-12-19, main language Python  
+<sub><sup>aiohttp, asyncio, dependency-injection, dependency-injection-container, dependency-injection-framework, design-patterns, factory, flask, flask-application, flask-restful, ioc, ioc-container, python, python-2, python-3, python3, singleton, threadlocal</sup></sub>
 
 
-### [gin-config](https://github.com/google/gin-config) by [google](https://github.com/google)  
-gin-config: Gin provides a lightweight configuration framework for Python  
-[https://github.com/google/gin-config](https://github.com/google/gin-config)  
-7.23 stars per week over 244 weeks  
-1,767 stars, 113 forks, 24 watches  
-created 2018-06-27, last commit 2022-12-05, main language Python  
-<sub><sup>configuration-management, python, tensorflow, tensorflow-experiments</sup></sub>
+### [ipykernel](https://github.com/ipython/ipykernel) by [ipython](https://github.com/ipython)  
+ipykernel: IPython Kernel for Jupyter  
+[https://ipykernel.readthedocs.io/en/stable/](https://ipykernel.readthedocs.io/en/stable/)  
+[https://github.com/ipython/ipykernel](https://github.com/ipython/ipykernel)  
+1.3 stars per week over 412 weeks  
+536 stars, 337 forks, 34 watches  
+created 2015-04-09, last commit 2023-03-02, main language Python  
+<sub><sup>closember, ipython, ipython-kernel, jupyter, jupyter-notebook, kernel, python</sup></sub>
 
 
-### [python-diskcache](https://github.com/grantjenks/python-diskcache) by [grantjenks](https://github.com/grantjenks)  
-python-diskcache: Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.  
-[http://www.grantjenks.com/docs/diskcache/](http://www.grantjenks.com/docs/diskcache/)  
-[https://github.com/grantjenks/python-diskcache](https://github.com/grantjenks/python-diskcache)  
-4.63 stars per week over 369 weeks  
-1,709 stars, 107 forks, 19 watches  
-created 2016-02-03, last commit 2022-02-20, main language Python  
-<sub><sup>cache, filesystem, key-value-store, persistence, python</sup></sub>
+### [wrapt](https://github.com/grahamdumpleton/wrapt) by [grahamdumpleton](https://github.com/grahamdumpleton)  
+wrapt: A Python module for decorators, wrappers and monkey patching.  
+[https://github.com/grahamdumpleton/wrapt](https://github.com/grahamdumpleton/wrapt)  
+3.57 stars per week over 509 weeks  
+1,821 stars, 209 forks, 45 watches  
+created 2013-05-29, last commit 2023-02-27, main language Python  
 
 
-### [basic-pitch](https://github.com/spotify/basic-pitch) by [spotify](https://github.com/spotify)  
-basic-pitch: A lightweight yet powerful audio-to-MIDI converter with pitch bend detection  
-[https://basicpitch.io](https://basicpitch.io)  
-[https://github.com/spotify/basic-pitch](https://github.com/spotify/basic-pitch)  
-37 stars per week over 43 weeks  
-1,648 stars, 95 forks, 32 watches  
-created 2022-05-03, last commit 2023-02-27, main language Python  
-<sub><sup>audio, lightweight, machine-learning, midi, music, pitch-detection, polyphonic, python, transcription, typescript</sup></sub>
+### [s3fs](https://github.com/fsspec/s3fs) by [fsspec](https://github.com/fsspec)  
+s3fs: S3 Filesystem   
+[http://s3fs.readthedocs.io/en/latest/](http://s3fs.readthedocs.io/en/latest/)  
+[https://github.com/fsspec/s3fs](https://github.com/fsspec/s3fs)  
+1.78 stars per week over 363 weeks  
+648 stars, 216 forks, 22 watches  
+created 2016-03-16, last commit 2023-02-23, main language Python  
+<sub><sup>hacktoberfest</sup></sub>
 
 
-### [Pipe](https://github.com/julienpalard/pipe) by [julienpalard](https://github.com/julienpalard)  
-Pipe: A Python library to use infix notation in Python  
-[https://github.com/julienpalard/pipe](https://github.com/julienpalard/pipe)  
-2.37 stars per week over 673 weeks  
-1,598 stars, 103 forks, 27 watches  
-created 2010-04-08, last commit 2022-11-16, main language Python  
+### [fpdf2](https://github.com/pyfpdf/fpdf2) by [pyfpdf](https://github.com/pyfpdf)  
+fpdf2: Simple PDF generation for Python  
+[https://pyfpdf.github.io/fpdf2/](https://pyfpdf.github.io/fpdf2/)  
+[https://github.com/pyfpdf/fpdf2](https://github.com/pyfpdf/fpdf2)  
+1.99 stars per week over 311 weeks  
+621 stars, 165 forks, 17 watches  
+created 2017-03-15, last commit 2023-03-03, main language Python  
+<sub><sup>barcode, hacktoberfest, library, markdown, pdf, pdf-generation, pdf-library, python, python3, svg</sup></sub>
+
+
+### [pycodestyle](https://github.com/pycqa/pycodestyle) by [pycqa](https://github.com/pycqa)  
+pycodestyle: Simple Python style checker in one Python file  
+[https://pycodestyle.pycqa.org](https://pycodestyle.pycqa.org)  
+[https://github.com/pycqa/pycodestyle](https://github.com/pycqa/pycodestyle)  
+6.83 stars per week over 700 weeks  
+4,780 stars, 697 forks, 120 watches  
+created 2009-10-02, last commit 2022-12-13, main language Python  
+<sub><sup>flake8-plugin, linter-flake8, linter-plugin, pep8, python, style-guide, styleguide</sup></sub>
+
+
+### [pipreqs](https://github.com/bndr/pipreqs) by [bndr](https://github.com/bndr)  
+pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.  
+[https://github.com/bndr/pipreqs](https://github.com/bndr/pipreqs)  
+12 stars per week over 410 weeks  
+4,936 stars, 330 forks, 60 watches  
+created 2015-04-22, last commit 2023-01-14, main language Python  
 
 
 ### [llvmlite](https://github.com/numba/llvmlite) by [numba](https://github.com/numba)  
@@ -809,340 +839,252 @@ llvmlite: A lightweight LLVM python binding for writing JIT compilers
 created 2014-08-07, last commit 2023-02-14, main language Python  
 
 
-### [shiv](https://github.com/linkedin/shiv) by [linkedin](https://github.com/linkedin)  
-shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.  
-[https://github.com/linkedin/shiv](https://github.com/linkedin/shiv)  
-6.0 stars per week over 259 weeks  
-1,556 stars, 85 forks, 26 watches  
-created 2018-03-13, last commit 2022-11-04, main language Python  
-
-
-### [python-lambda](https://github.com/nficano/python-lambda) by [nficano](https://github.com/nficano)  
-python-lambda:  A toolkit for developing and deploying serverless Python code in AWS Lambda.   
-[https://github.com/nficano/python-lambda](https://github.com/nficano/python-lambda)  
-3.9 stars per week over 366 weeks  
-1,426 stars, 229 forks, 32 watches  
-created 2016-02-26, last commit 2022-06-03, main language Python  
-<sub><sup>aws, aws-lambda, microservices, python, serverless</sup></sub>
-
-
-### [omegaconf](https://github.com/omry/omegaconf) by [omry](https://github.com/omry)  
-omegaconf: Flexible Python configuration system. The last one you will ever need.  
-[https://github.com/omry/omegaconf](https://github.com/omry/omegaconf)  
-6.05 stars per week over 234 weeks  
-1,418 stars, 74 forks, 16 watches  
-created 2018-09-03, last commit 2022-12-20, main language Python  
-<sub><sup>configuration-files, configuration-loader, python, python-types, schema-validator, yaml, yaml-configuration</sup></sub>
-
-
-### [pygments](https://github.com/pygments/pygments)  
-Pygments is a generic syntax highlighter written in Python  
-[http://pygments.org/](http://pygments.org/)  
-[https://github.com/pygments/pygments](https://github.com/pygments/pygments)  
-6.61 stars per week over 182 weeks  
-1,209 stars, 507 forks, 31 watches  
-created 2019-08-31, last commit 2023-03-02, main language Python  
-<sub><sup>python, syntax-highlighting</sup></sub>
-
-
-### [imageio](https://github.com/imageio/imageio)  
-imageio: Python library for reading and writing image data  
-[https://imageio.readthedocs.io](https://imageio.readthedocs.io)  
-[https://github.com/imageio/imageio](https://github.com/imageio/imageio)  
-2.35 stars per week over 512 weeks  
-1,204 stars, 244 forks, 32 watches  
-created 2013-05-04, last commit 2023-03-02, main language Python  
-<sub><sup>animated-gif, dicom, imageio, python, scientific-formats, video, webcam-capture</sup></sub>
-
-
-### [opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python) by [open-telemetry](https://github.com/open-telemetry)  
-opentelemetry-python: OpenTelemetry Python API and SDK   
-[https://opentelemetry.io](https://opentelemetry.io)  
-[https://github.com/open-telemetry/opentelemetry-python](https://github.com/open-telemetry/opentelemetry-python)  
-6.02 stars per week over 199 weeks  
-1,200 stars, 436 forks, 34 watches  
-created 2019-05-07, last commit 2023-03-03, main language Python  
-<sub><sup>correlationcontext, distributed-tracing, logging, metrics, opentelemetry, python, sdk, tracecontext</sup></sub>
-
-
-### [criticality_score](https://github.com/ossf/criticality_score) by [ossf](https://github.com/ossf)  
-criticality_score: Gives criticality score for an open source project  
-[https://github.com/ossf/criticality_score](https://github.com/ossf/criticality_score)  
-9.81 stars per week over 119 weeks  
-1,172 stars, 88 forks, 30 watches  
-created 2020-11-17, last commit 2023-02-28, main language Go  
-
-
-### [Coercer](https://github.com/p0dalirius/coercer) by [p0dalirius](https://github.com/p0dalirius)  
-Coercer: A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.  
-[https://podalirius.net/](https://podalirius.net/)  
-[https://github.com/p0dalirius/coercer](https://github.com/p0dalirius/coercer)  
-31 stars per week over 35 weeks  
-1,118 stars, 122 forks, 18 watches  
-created 2022-06-30, last commit 2023-01-18, main language Python  
-<sub><sup>authentication, automatic, call, coerce, fuzzing, ntlm, privilege-escalation, rpc</sup></sub>
-
-
-### [dataclasses-json](https://github.com/lidatong/dataclasses-json) by [lidatong](https://github.com/lidatong)  
-dataclasses-json: Easily serialize Data Classes to and from JSON  
-[https://github.com/lidatong/dataclasses-json](https://github.com/lidatong/dataclasses-json)  
-4.24 stars per week over 253 weeks  
-1,077 stars, 117 forks, 10 watches  
-created 2018-04-21, last commit 2022-08-14, main language Python  
-<sub><sup>dataclasses, json, python</sup></sub>
+### [pint](https://github.com/hgrecco/pint) by [hgrecco](https://github.com/hgrecco)  
+pint: Operate and manipulate physical quantities in Python  
+[http://pint.readthedocs.org/](http://pint.readthedocs.org/)  
+[https://github.com/hgrecco/pint](https://github.com/hgrecco/pint)  
+3.51 stars per week over 555 weeks  
+1,949 stars, 416 forks, 40 watches  
+created 2012-07-13, last commit 2023-02-13, main language Python  
+<sub><sup>python, science, units</sup></sub>
 
 
-### [logzero](https://github.com/metachris/logzero) by [metachris](https://github.com/metachris)  
-logzero: Robust and effective logging for Python 2 and 3.  
-[https://logzero.readthedocs.io](https://logzero.readthedocs.io)  
-[https://github.com/metachris/logzero](https://github.com/metachris/logzero)  
-3.45 stars per week over 298 weeks  
-1,030 stars, 69 forks, 26 watches  
-created 2017-06-12, last commit 2021-03-17, main language Python  
-<sub><sup>logfiles, logging, logzero, python</sup></sub>
+### [markdown](https://github.com/python-markdown/markdown) by [python-markdown](https://github.com/python-markdown)  
+markdown: A Python implementation of John Gruber’s Markdown with Extension support.  
+[https://python-markdown.github.io/](https://python-markdown.github.io/)  
+[https://github.com/python-markdown/markdown](https://github.com/python-markdown/markdown)  
+4.71 stars per week over 666 weeks  
+3,139 stars, 817 forks, 75 watches  
+created 2010-05-29, last commit 2023-01-09, main language Python  
+<sub><sup>markdown, markdown-parser, markdown-to-html, python, python-markdown, python3</sup></sub>
 
 
-### [python-patterns](https://github.com/brandon-rhodes/python-patterns) by [brandon-rhodes](https://github.com/brandon-rhodes)  
-python-patterns: Source code behind the python-patterns.guide site by Brandon Rhodes  
-[https://github.com/brandon-rhodes/python-patterns](https://github.com/brandon-rhodes/python-patterns)  
-3.85 stars per week over 265 weeks  
-1,021 stars, 93 forks, 254 watches  
-created 2018-01-31, last commit 2021-01-05, main language Python  
+### [funcy](https://github.com/suor/funcy) by [suor](https://github.com/suor)  
+funcy: A fancy and practical functional tools  
+[https://github.com/suor/funcy](https://github.com/suor/funcy)  
+5.51 stars per week over 542 weeks  
+2,986 stars, 134 forks, 73 watches  
+created 2012-10-13, last commit 2023-02-26, main language Python  
+<sub><sup>functional-programming, python, utilities</sup></sub>
 
 
-### [bcrypt](https://github.com/pyca/bcrypt) by [pyca](https://github.com/pyca)  
-bcrypt: Modern(-ish) password hashing for your software and your servers  
-[https://github.com/pyca/bcrypt](https://github.com/pyca/bcrypt)  
-1.91 stars per week over 511 weeks  
-976 stars, 136 forks, 28 watches  
-created 2013-05-11, last commit 2023-02-27, main language Python  
-<sub><sup>python</sup></sub>
+### [pyparsing](https://github.com/pyparsing/pyparsing)  
+pyparsing: Python library for creating PEG parsers  
+[https://github.com/pyparsing/pyparsing](https://github.com/pyparsing/pyparsing)  
+5.85 stars per week over 303 weeks  
+1,772 stars, 241 forks, 23 watches  
+created 2017-05-14, last commit 2023-02-12, main language Python  
+<sub><sup>parser-combinators, parsing, parsing-expression-grammar, parsing-library, peg-parsers, python, python-2, python-3, python2, python3, text-processing</sup></sub>
 
 
 ### [python-benedict](https://github.com/fabiocaccamo/python-benedict) by [fabiocaccamo](https://github.com/fabiocaccamo)  
 python-benedict: :blue_book: dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.  
 [https://github.com/fabiocaccamo/python-benedict](https://github.com/fabiocaccamo/python-benedict)  
-4.89 stars per week over 198 weeks  
-968 stars, 40 forks, 12 watches  
+4.92 stars per week over 198 weeks  
+975 stars, 40 forks, 12 watches  
 created 2019-05-17, last commit 2023-03-02, main language Python  
 <sub><sup>base64, csv, decode, dict, dictionary, encode, filter, flatten, json, keypath, pickle, plist, python, query-string, subset, toml, traverse, xls, xml, yaml</sup></sub>
 
 
-### [pynacl](https://github.com/pyca/pynacl) by [pyca](https://github.com/pyca)  
-pynacl: Python binding to the Networking and Cryptography (NaCl) library  
-[https://pynacl.readthedocs.io/](https://pynacl.readthedocs.io/)  
-[https://github.com/pyca/pynacl](https://github.com/pyca/pynacl)  
-1.81 stars per week over 523 weeks  
-945 stars, 220 forks, 27 watches  
-created 2013-02-22, last commit 2023-01-19, main language C  
-<sub><sup>cryptography, libsodium, nacl, python</sup></sub>
+### [pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2) by [pyfilesystem](https://github.com/pyfilesystem)  
+pyfilesystem2: Python's Filesystem abstraction layer  
+[https://www.pyfilesystem.org](https://www.pyfilesystem.org)  
+[https://github.com/pyfilesystem/pyfilesystem2](https://github.com/pyfilesystem/pyfilesystem2)  
+5.47 stars per week over 333 weeks  
+1,822 stars, 173 forks, 46 watches  
+created 2016-10-14, last commit 2022-10-18, main language Python  
+<sub><sup>filesystem, filesystem-library, ftp, pyfilesystem, pyfilesystem2, python, tar, zip</sup></sub>
 
 
-### [pdoc](https://github.com/pdoc3/pdoc) by [pdoc3](https://github.com/pdoc3)  
-pdoc:  :snake: :arrow_right: :scroll:  Auto-generate API documentation for Python projects  
-[https://pdoc3.github.io/pdoc/](https://pdoc3.github.io/pdoc/)  
-[https://github.com/pdoc3/pdoc](https://github.com/pdoc3/pdoc)  
-4.34 stars per week over 217 weeks  
-942 stars, 137 forks, 8 watches  
-created 2019-01-02, last commit 2022-12-21, main language Python  
-<sub><sup>api-documentation, docs, docs-generator, docstring, docstring-documentation, docstrings, documentation, documentation-dumper, documentation-generator, documentation-tool, generator, hacktoberfest, pdoc, python, python3</sup></sub>
+### [python-ftfy](https://github.com/rspeer/python-ftfy) by [rspeer](https://github.com/rspeer)  
+python-ftfy: Fixes mojibake and other glitches in Unicode text, after the fact.  
+[http://ftfy.readthedocs.org](http://ftfy.readthedocs.org)  
+[https://github.com/rspeer/python-ftfy](https://github.com/rspeer/python-ftfy)  
+6.28 stars per week over 549 weeks  
+3,451 stars, 116 forks, 75 watches  
+created 2012-08-24, last commit 2022-10-25, main language Python  
 
 
-### [lovely-tensors](https://github.com/xl0/lovely-tensors) by [xl0](https://github.com/xl0)  
-lovely-tensors: Tensors, ready for human consumption  
-[https://xl0.github.io/lovely-tensors](https://xl0.github.io/lovely-tensors)  
-[https://github.com/xl0/lovely-tensors](https://github.com/xl0/lovely-tensors)  
-43 stars per week over 21 weeks  
-923 stars, 14 forks, 8 watches  
-created 2022-10-07, last commit 2023-01-27, main language Jupyter Notebook  
-<sub><sup>deep-learning, library, pytorch, statistics, visualization</sup></sub>
+### [awslogs](https://github.com/jorgebastida/awslogs) by [jorgebastida](https://github.com/jorgebastida)  
+awslogs: AWS CloudWatch logs for Humans™  
+[https://github.com/jorgebastida/awslogs](https://github.com/jorgebastida/awslogs)  
+10 stars per week over 423 weeks  
+4,567 stars, 328 forks, 59 watches  
+created 2015-01-21, last commit 2020-07-10, main language Python  
 
 
-### [cytoolz](https://github.com/pytoolz/cytoolz) by [pytoolz](https://github.com/pytoolz)  
-cytoolz: Cython implementation of Toolz: High performance functional utilities  
-[https://github.com/pytoolz/cytoolz](https://github.com/pytoolz/cytoolz)  
-1.95 stars per week over 465 weeks  
-907 stars, 66 forks, 23 watches  
-created 2014-04-04, last commit 2022-12-19, main language Python  
+### [python-soundfile](https://github.com/bastibe/python-soundfile) by [bastibe](https://github.com/bastibe)  
+python-soundfile: SoundFile is an audio library based on libsndfile, CFFI, and NumPy  
+[https://github.com/bastibe/python-soundfile](https://github.com/bastibe/python-soundfile)  
+1.05 stars per week over 496 weeks  
+523 stars, 87 forks, 17 watches  
+created 2013-08-27, last commit 2023-02-24, main language Python  
 
 
-### [python-progressbar](https://github.com/wolph/python-progressbar) by [wolph](https://github.com/wolph)  
-python-progressbar: Progressbar 2 - A progress bar for Python 2 and Python 3 - "pip install progressbar2"  
-[http://progressbar-2.readthedocs.org/en/latest/](http://progressbar-2.readthedocs.org/en/latest/)  
-[https://github.com/wolph/python-progressbar](https://github.com/wolph/python-progressbar)  
-1.4 stars per week over 575 weeks  
-806 stars, 95 forks, 22 watches  
-created 2012-02-20, last commit 2023-02-02, main language Python  
-<sub><sup>bar, cli, console, eta, gui, library, percentage, progress, progress-bar, progressbar, python, rate, terminal, time</sup></sub>
+### [natsort](https://github.com/sethmmorton/natsort) by [sethmmorton](https://github.com/sethmmorton)  
+natsort: Simple yet flexible natural sorting in Python.  
+[https://pypi.org/project/natsort/](https://pypi.org/project/natsort/)  
+[https://github.com/sethmmorton/natsort](https://github.com/sethmmorton/natsort)  
+1.3 stars per week over 565 weeks  
+734 stars, 42 forks, 14 watches  
+created 2012-05-03, last commit 2023-03-02, main language Python  
+<sub><sup>natsort, natural-sort, python, sorting, sorting-interface</sup></sub>
 
 
-### [watermark](https://github.com/rasbt/watermark) by [rasbt](https://github.com/rasbt)  
-watermark: An IPython magic extension for printing date and time stamps, version numbers, and hardware information  
-[https://github.com/rasbt/watermark](https://github.com/rasbt/watermark)  
-1.71 stars per week over 448 weeks  
-767 stars, 82 forks, 13 watches  
-created 2014-07-30, last commit 2022-09-13, main language Python  
-<sub><sup>ipython, jupyter, magic-extension, python</sup></sub>
+### [pyyaml](https://github.com/yaml/pyyaml) by [yaml](https://github.com/yaml)  
+pyyaml: Canonical source repository for PyYAML  
+[https://github.com/yaml/pyyaml](https://github.com/yaml/pyyaml)  
+3.55 stars per week over 591 weeks  
+2,099 stars, 435 forks, 49 watches  
+created 2011-11-03, last commit 2022-09-13, main language Python  
+<sub><sup>python, yaml</sup></sub>
 
 
 ### [zenodo](https://github.com/zenodo/zenodo)  
 zenodo: Research. Shared.  
 [https://zenodo.org](https://zenodo.org)  
 [https://github.com/zenodo/zenodo](https://github.com/zenodo/zenodo)  
-1.45 stars per week over 524 weeks  
-762 stars, 228 forks, 40 watches  
+1.46 stars per week over 524 weeks  
+765 stars, 228 forks, 40 watches  
 created 2013-02-11, last commit 2023-03-02, main language Python  
 <sub><sup>digital-library, elasticsearch, flask, invenio, inveniosoftware, library-management, open-access, open-science, postgresql, python, research-data-management, research-data-repository, scientific-publications, zenodo</sup></sub>
 
 
-### [forbiddenfruit](https://github.com/clarete/forbiddenfruit) by [clarete](https://github.com/clarete)  
-forbiddenfruit: Patch built-in python objects  
-[https://clarete.li/forbiddenfruit/](https://clarete.li/forbiddenfruit/)  
-[https://github.com/clarete/forbiddenfruit](https://github.com/clarete/forbiddenfruit)  
-1.47 stars per week over 517 weeks  
-758 stars, 49 forks, 28 watches  
-created 2013-04-03, last commit 2022-03-12, main language Python  
-<sub><sup>monkey-patching, python</sup></sub>
-
-
-### [natsort](https://github.com/sethmmorton/natsort) by [sethmmorton](https://github.com/sethmmorton)  
-natsort: Simple yet flexible natural sorting in Python.  
-[https://pypi.org/project/natsort/](https://pypi.org/project/natsort/)  
-[https://github.com/sethmmorton/natsort](https://github.com/sethmmorton/natsort)  
-1.3 stars per week over 565 weeks  
-733 stars, 42 forks, 14 watches  
-created 2012-05-03, last commit 2023-03-02, main language Python  
-<sub><sup>natsort, natural-sort, python, sorting, sorting-interface</sup></sub>
-
-
-### [python-devtools](https://github.com/samuelcolvin/python-devtools) by [samuelcolvin](https://github.com/samuelcolvin)  
-python-devtools: Dev tools for python  
-[https://python-devtools.helpmanual.io/](https://python-devtools.helpmanual.io/)  
-[https://github.com/samuelcolvin/python-devtools](https://github.com/samuelcolvin/python-devtools)  
-2.27 stars per week over 288 weeks  
-656 stars, 33 forks, 8 watches  
-created 2017-08-20, last commit 2023-02-06, main language Python  
-<sub><sup>devtools, python, python-devtools</sup></sub>
+### [python-diskcache](https://github.com/grantjenks/python-diskcache) by [grantjenks](https://github.com/grantjenks)  
+python-diskcache: Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.  
+[http://www.grantjenks.com/docs/diskcache/](http://www.grantjenks.com/docs/diskcache/)  
+[https://github.com/grantjenks/python-diskcache](https://github.com/grantjenks/python-diskcache)  
+4.63 stars per week over 369 weeks  
+1,710 stars, 107 forks, 19 watches  
+created 2016-02-03, last commit 2022-02-20, main language Python  
+<sub><sup>cache, filesystem, key-value-store, persistence, python</sup></sub>
 
 
-### [s3fs](https://github.com/fsspec/s3fs) by [fsspec](https://github.com/fsspec)  
-s3fs: S3 Filesystem   
-[http://s3fs.readthedocs.io/en/latest/](http://s3fs.readthedocs.io/en/latest/)  
-[https://github.com/fsspec/s3fs](https://github.com/fsspec/s3fs)  
-1.78 stars per week over 363 weeks  
-647 stars, 216 forks, 22 watches  
-created 2016-03-16, last commit 2023-02-23, main language Python  
-<sub><sup>hacktoberfest</sup></sub>
+### [shiv](https://github.com/linkedin/shiv) by [linkedin](https://github.com/linkedin)  
+shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.  
+[https://github.com/linkedin/shiv](https://github.com/linkedin/shiv)  
+5.99 stars per week over 259 weeks  
+1,556 stars, 85 forks, 26 watches  
+created 2018-03-13, last commit 2022-11-04, main language Python  
 
 
-### [algo-trader](https://github.com/idanya/algo-trader) by [idanya](https://github.com/idanya)  
-algo-trader: Trading bot with support for realtime trading, backtesting, custom strategies and much more.  
-[https://github.com/idanya/algo-trader](https://github.com/idanya/algo-trader)  
-8.3 stars per week over 76 weeks  
-634 stars, 67 forks, 22 watches  
-created 2021-09-14, last commit 2023-03-02, main language Python  
-<sub><sup>algorithmic-trading, backtesting, crypto-bot, python, technical-analysis, trading-bot, trading-strategies</sup></sub>
+### [pdoc](https://github.com/pdoc3/pdoc) by [pdoc3](https://github.com/pdoc3)  
+pdoc:  :snake: :arrow_right: :scroll:  Auto-generate API documentation for Python projects  
+[https://pdoc3.github.io/pdoc/](https://pdoc3.github.io/pdoc/)  
+[https://github.com/pdoc3/pdoc](https://github.com/pdoc3/pdoc)  
+4.33 stars per week over 217 weeks  
+942 stars, 136 forks, 8 watches  
+created 2019-01-02, last commit 2022-12-21, main language Python  
+<sub><sup>api-documentation, docs, docs-generator, docstring, docstring-documentation, docstrings, documentation, documentation-dumper, documentation-generator, documentation-tool, generator, hacktoberfest, pdoc, python, python3</sup></sub>
 
 
-### [fpdf2](https://github.com/pyfpdf/fpdf2) by [pyfpdf](https://github.com/pyfpdf)  
-fpdf2: Simple PDF generation for Python  
-[https://pyfpdf.github.io/fpdf2/](https://pyfpdf.github.io/fpdf2/)  
-[https://github.com/pyfpdf/fpdf2](https://github.com/pyfpdf/fpdf2)  
-1.99 stars per week over 311 weeks  
-620 stars, 165 forks, 17 watches  
-created 2017-03-15, last commit 2023-03-01, main language Python  
-<sub><sup>barcode, hacktoberfest, library, markdown, pdf, pdf-generation, pdf-library, python, python3, svg</sup></sub>
+### [bcrypt](https://github.com/pyca/bcrypt) by [pyca](https://github.com/pyca)  
+bcrypt: Modern(-ish) password hashing for your software and your servers  
+[https://github.com/pyca/bcrypt](https://github.com/pyca/bcrypt)  
+1.91 stars per week over 512 weeks  
+978 stars, 136 forks, 28 watches  
+created 2013-05-11, last commit 2023-02-27, main language Python  
+<sub><sup>python</sup></sub>
 
 
-### [arxiv.py](https://github.com/lukasschwab/arxiv.py) by [lukasschwab](https://github.com/lukasschwab)  
-arxiv.py: Python wrapper for the arXiv API  
-[https://github.com/lukasschwab/arxiv.py](https://github.com/lukasschwab/arxiv.py)  
-1.62 stars per week over 379 weeks  
-613 stars, 81 forks, 17 watches  
-created 2015-11-25, last commit 2023-02-01, main language Python  
-<sub><sup>arxiv, arxiv-api, pdf, python-wrapper</sup></sub>
+### [Pipe](https://github.com/julienpalard/pipe) by [julienpalard](https://github.com/julienpalard)  
+Pipe: A Python library to use infix notation in Python  
+[https://github.com/julienpalard/pipe](https://github.com/julienpalard/pipe)  
+2.37 stars per week over 673 weeks  
+1,598 stars, 103 forks, 27 watches  
+created 2010-04-08, last commit 2022-11-16, main language Python  
 
 
-### [filesystem_spec](https://github.com/fsspec/filesystem_spec) by [fsspec](https://github.com/fsspec)  
-filesystem_spec: A specification that python filesystems should adhere to.  
-[https://github.com/fsspec/filesystem_spec](https://github.com/fsspec/filesystem_spec)  
-2.18 stars per week over 253 weeks  
-554 stars, 238 forks, 22 watches  
-created 2018-04-23, last commit 2023-03-01, main language Python  
+### [tket](https://github.com/cqcl/tket) by [cqcl](https://github.com/cqcl)  
+tket: Source code for the TKET quantum compiler, Python bindings and utilities  
+[https://github.com/cqcl/tket](https://github.com/cqcl/tket)  
+2.17 stars per week over 76 weeks  
+167 stars, 30 forks, 14 watches  
+created 2021-09-13, last commit 2023-02-28, main language C++  
+<sub><sup>compiler, quantum-computing</sup></sub>
 
 
-### [ipykernel](https://github.com/ipython/ipykernel) by [ipython](https://github.com/ipython)  
-ipykernel: IPython Kernel for Jupyter  
-[https://ipykernel.readthedocs.io/en/stable/](https://ipykernel.readthedocs.io/en/stable/)  
-[https://github.com/ipython/ipykernel](https://github.com/ipython/ipykernel)  
-1.3 stars per week over 412 weeks  
-536 stars, 337 forks, 34 watches  
-created 2015-04-09, last commit 2023-03-02, main language Python  
-<sub><sup>closember, ipython, ipython-kernel, jupyter, jupyter-notebook, kernel, python</sup></sub>
+### [notifiers](https://github.com/liiight/notifiers) by [liiight](https://github.com/liiight)  
+notifiers: The easy way to send notifications  
+[http://notifiers.readthedocs.io/](http://notifiers.readthedocs.io/)  
+[https://github.com/liiight/notifiers](https://github.com/liiight/notifiers)  
+7.98 stars per week over 300 weeks  
+2,397 stars, 93 forks, 33 watches  
+created 2017-06-01, last commit 2022-07-14, main language Python  
+<sub><sup>notification-service, notifications, notifier, pypi, python, python3</sup></sub>
 
 
-### [python-soundfile](https://github.com/bastibe/python-soundfile) by [bastibe](https://github.com/bastibe)  
-python-soundfile: SoundFile is an audio library based on libsndfile, CFFI, and NumPy  
-[https://github.com/bastibe/python-soundfile](https://github.com/bastibe/python-soundfile)  
-1.05 stars per week over 496 weeks  
-523 stars, 87 forks, 17 watches  
-created 2013-08-27, last commit 2023-02-24, main language Python  
+### [File-Injector](https://github.com/carlospuenteg/file-injector) by [carlospuenteg](https://github.com/carlospuenteg)  
+File-Injector: File Injector is a script that allows you to store any file in an image using steganography  
+[https://github.com/carlospuenteg/file-injector](https://github.com/carlospuenteg/file-injector)  
+20 stars per week over 19 weeks  
+397 stars, 19 forks, 7 watches  
+created 2022-10-22, last commit 2022-11-18, main language Python  
+<sub><sup>extraction, file, file-injection, file-injector, files, image, image-manipulation, image-processing, injection, noise, numpy, photography, python, python3, steganography, storage</sup></sub>
 
 
-### [terminal-copilot](https://github.com/methexis-inc/terminal-copilot) by [methexis-inc](https://github.com/methexis-inc)  
-terminal-copilot: A smart terminal assistant that helps you find the right command.  
-[https://github.com/methexis-inc/terminal-copilot](https://github.com/methexis-inc/terminal-copilot)  
-38 stars per week over 11 weeks  
-446 stars, 23 forks, 6 watches  
-created 2022-12-11, last commit 2023-01-25, main language Python  
+### [sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper) by [aws-samples](https://github.com/aws-samples)  
+sagemaker-ssh-helper: A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH  
+[https://github.com/aws-samples/sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper)  
+3.99 stars per week over 20 weeks  
+81 stars, 10 forks, 6 watches  
+created 2022-10-14, last commit 2023-02-27, main language Python  
+<sub><sup>amazon-sagemaker, aws, aws-systems-manager, machine-learning, pycharm, sagemaker, sagemaker-studio, ssh, vscode</sup></sub>
 
 
 ### [ghapi](https://github.com/fastai/ghapi) by [fastai](https://github.com/fastai)  
 ghapi: A delightful and complete interface to GitHub's amazing API  
 [https://ghapi.fast.ai/](https://ghapi.fast.ai/)  
 [https://github.com/fastai/ghapi](https://github.com/fastai/ghapi)  
-3.67 stars per week over 118 weeks  
+3.66 stars per week over 119 weeks  
 436 stars, 44 forks, 8 watches  
 created 2020-11-21, last commit 2022-09-27, main language Jupyter Notebook  
 <sub><sup>api-client, github, github-api, nbdev, openapi</sup></sub>
 
 
-### [gefyra](https://github.com/gefyrahq/gefyra) by [gefyrahq](https://github.com/gefyrahq)  
-gefyra: Blazingly-fast :rocket:, rock-solid, local application development :arrow_right: with Kubernetes.  
-[https://gefyra.dev](https://gefyra.dev)  
-[https://github.com/gefyrahq/gefyra](https://github.com/gefyrahq/gefyra)  
-6.31 stars per week over 67 weeks  
-424 stars, 23 forks, 7 watches  
-created 2021-11-18, last commit 2023-02-22, main language Python  
-<sub><sup>coding, containers, developer-tool, development, docker, k8s, kubernetes, tunnel</sup></sub>
+### [python-devtools](https://github.com/samuelcolvin/python-devtools) by [samuelcolvin](https://github.com/samuelcolvin)  
+python-devtools: Dev tools for python  
+[https://python-devtools.helpmanual.io/](https://python-devtools.helpmanual.io/)  
+[https://github.com/samuelcolvin/python-devtools](https://github.com/samuelcolvin/python-devtools)  
+2.27 stars per week over 289 weeks  
+656 stars, 33 forks, 8 watches  
+created 2017-08-20, last commit 2023-02-06, main language Python  
+<sub><sup>devtools, python, python-devtools</sup></sub>
 
 
-### [opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib) by [open-telemetry](https://github.com/open-telemetry)  
-opentelemetry-python-contrib: OpenTelemetry instrumentation for Python modules  
-[https://opentelemetry.io](https://opentelemetry.io)  
-[https://github.com/open-telemetry/opentelemetry-python-contrib](https://github.com/open-telemetry/opentelemetry-python-contrib)  
-2.38 stars per week over 173 weeks  
-411 stars, 319 forks, 15 watches  
-created 2019-11-08, last commit 2023-02-28, main language Python  
+### [cytoolz](https://github.com/pytoolz/cytoolz) by [pytoolz](https://github.com/pytoolz)  
+cytoolz: Cython implementation of Toolz: High performance functional utilities  
+[https://github.com/pytoolz/cytoolz](https://github.com/pytoolz/cytoolz)  
+1.95 stars per week over 465 weeks  
+907 stars, 66 forks, 23 watches  
+created 2014-04-04, last commit 2022-12-19, main language Python  
 
 
-### [File-Injector](https://github.com/carlospuenteg/file-injector) by [carlospuenteg](https://github.com/carlospuenteg)  
-File-Injector: File Injector is a script that allows you to store any file in an image using steganography  
-[https://github.com/carlospuenteg/file-injector](https://github.com/carlospuenteg/file-injector)  
-21 stars per week over 18 weeks  
-396 stars, 19 forks, 7 watches  
-created 2022-10-22, last commit 2022-11-18, main language Python  
-<sub><sup>extraction, file, file-injection, file-injector, files, image, image-manipulation, image-processing, injection, noise, numpy, photography, python, python3, steganography, storage</sup></sub>
+### [python-progressbar](https://github.com/wolph/python-progressbar) by [wolph](https://github.com/wolph)  
+python-progressbar: Progressbar 2 - A progress bar for Python 2 and Python 3 - "pip install progressbar2"  
+[http://progressbar-2.readthedocs.org/en/latest/](http://progressbar-2.readthedocs.org/en/latest/)  
+[https://github.com/wolph/python-progressbar](https://github.com/wolph/python-progressbar)  
+1.4 stars per week over 575 weeks  
+806 stars, 95 forks, 22 watches  
+created 2012-02-20, last commit 2023-02-02, main language Python  
+<sub><sup>bar, cli, console, eta, gui, library, percentage, progress, progress-bar, progressbar, python, rate, terminal, time</sup></sub>
+
+
+### [pyglove](https://github.com/google/pyglove) by [google](https://github.com/google)  
+pyglove: Manipulating Python Programs  
+[https://github.com/google/pyglove](https://github.com/google/pyglove)  
+5.23 stars per week over 42 weeks  
+222 stars, 8 forks, 7 watches  
+created 2022-05-12, last commit 2023-02-08, main language Python  
+<sub><sup>automl, evolution, machine-learning, manipulation, meta-learning, meta-programming, python, symbolic-programming</sup></sub>
 
 
-### [segno](https://github.com/heuer/segno) by [heuer](https://github.com/heuer)  
-segno: Python QR Code and Micro QR Code encoder  
-[https://pypi.org/project/segno/](https://pypi.org/project/segno/)  
-[https://github.com/heuer/segno](https://github.com/heuer/segno)  
-1.12 stars per week over 343 weeks  
-386 stars, 42 forks, 11 watches  
-created 2016-08-04, last commit 2022-12-10, main language Python  
-<sub><sup>barcode, iso-18004, matrix-barcode, micro-qr-code, micro-qrcode, python, python-qrcode, qr-code, qr-generator, qrcode, segno, structured-append</sup></sub>
+### [pyscript-cli](https://github.com/pyscript/pyscript-cli) by [pyscript](https://github.com/pyscript)  
+pyscript-cli: A CLI for PyScript  
+[https://github.com/pyscript/pyscript-cli](https://github.com/pyscript/pyscript-cli)  
+3.27 stars per week over 44 weeks  
+144 stars, 14 forks, 12 watches  
+created 2022-05-01, last commit 2023-02-25, main language Python  
 
 
 ### [pypy](https://github.com/mozillazg/pypy) by [mozillazg](https://github.com/mozillazg)  
@@ -1150,33 +1092,61 @@ pypy: The unofficial GitHub mirror of PyPy
 [https://foss.heptapod.net/pypy/pypy](https://foss.heptapod.net/pypy/pypy)  
 [https://github.com/mozillazg/pypy](https://github.com/mozillazg/pypy)  
 0.93 stars per week over 395 weeks  
-369 stars, 59 forks, 11 watches  
-created 2015-08-03, last commit 2023-02-27, main language Python  
+370 stars, 60 forks, 11 watches  
+created 2015-08-03, last commit 2023-03-03, main language Python  
 <sub><sup>github-mirror, pypy, read-only-repository, readonly, unofficial, unofficial-mirror</sup></sub>
 
 
-### [pypinfo](https://github.com/ofek/pypinfo) by [ofek](https://github.com/ofek)  
-pypinfo: Easily view PyPI download statistics via Google's BigQuery.  
-[https://github.com/ofek/pypinfo](https://github.com/ofek/pypinfo)  
-1.18 stars per week over 302 weeks  
-356 stars, 31 forks, 14 watches  
-created 2017-05-13, last commit 2022-11-30, main language Python  
-<sub><sup>bigquery, pypi, python, statistics</sup></sub>
+### [python-lambda](https://github.com/nficano/python-lambda) by [nficano](https://github.com/nficano)  
+python-lambda:  A toolkit for developing and deploying serverless Python code in AWS Lambda.   
+[https://github.com/nficano/python-lambda](https://github.com/nficano/python-lambda)  
+3.89 stars per week over 366 weeks  
+1,425 stars, 229 forks, 32 watches  
+created 2016-02-26, last commit 2022-06-03, main language Python  
+<sub><sup>aws, aws-lambda, microservices, python, serverless</sup></sub>
 
 
-### [axcell](https://github.com/paperswithcode/axcell) by [paperswithcode](https://github.com/paperswithcode)  
-axcell: Tools for extracting tables and results from Machine Learning papers  
-[https://github.com/paperswithcode/axcell](https://github.com/paperswithcode/axcell)  
-1.82 stars per week over 192 weeks  
-349 stars, 56 forks, 13 watches  
-created 2019-06-27, last commit 2021-06-23, main language Python  
+### [gin-config](https://github.com/google/gin-config) by [google](https://github.com/google)  
+gin-config: Gin provides a lightweight configuration framework for Python  
+[https://github.com/google/gin-config](https://github.com/google/gin-config)  
+7.23 stars per week over 244 weeks  
+1,768 stars, 113 forks, 24 watches  
+created 2018-06-27, last commit 2022-12-05, main language Python  
+<sub><sup>configuration-management, python, tensorflow, tensorflow-experiments</sup></sub>
+
+
+### [pynacl](https://github.com/pyca/pynacl) by [pyca](https://github.com/pyca)  
+pynacl: Python binding to the Networking and Cryptography (NaCl) library  
+[https://pynacl.readthedocs.io/](https://pynacl.readthedocs.io/)  
+[https://github.com/pyca/pynacl](https://github.com/pyca/pynacl)  
+1.81 stars per week over 523 weeks  
+945 stars, 220 forks, 27 watches  
+created 2013-02-22, last commit 2023-01-19, main language C  
+<sub><sup>cryptography, libsodium, nacl, python</sup></sub>
+
+
+### [mrab-regex](https://github.com/mrabarnett/mrab-regex) by [mrabarnett](https://github.com/mrabarnett)  
+mrabarnett/mrab-regex  
+[https://github.com/mrabarnett/mrab-regex](https://github.com/mrabarnett/mrab-regex)  
+1.77 stars per week over 121 weeks  
+216 stars, 27 forks, 6 watches  
+created 2020-11-02, last commit 2022-10-31, main language C  
+
+
+### [dataclasses-json](https://github.com/lidatong/dataclasses-json) by [lidatong](https://github.com/lidatong)  
+dataclasses-json: Easily serialize Data Classes to and from JSON  
+[https://github.com/lidatong/dataclasses-json](https://github.com/lidatong/dataclasses-json)  
+4.24 stars per week over 254 weeks  
+1,077 stars, 117 forks, 10 watches  
+created 2018-04-21, last commit 2022-08-14, main language Python  
+<sub><sup>dataclasses, json, python</sup></sub>
 
 
 ### [python-bibtexparser](https://github.com/sciunto-org/python-bibtexparser) by [sciunto-org](https://github.com/sciunto-org)  
 python-bibtexparser: Bibtex parser for Python 3  
 [https://bibtexparser.readthedocs.io](https://bibtexparser.readthedocs.io)  
 [https://github.com/sciunto-org/python-bibtexparser](https://github.com/sciunto-org/python-bibtexparser)  
-0.65 stars per week over 529 weeks  
+0.65 stars per week over 530 weeks  
 347 stars, 118 forks, 17 watches  
 created 2013-01-05, last commit 2023-01-03, main language Python  
 <sub><sup>bibtex, bibtex-files, hacktoberfest2022, latex, python</sup></sub>
@@ -1185,21 +1155,12 @@ created 2013-01-05, last commit 2023-01-03, main language Python
 ### [aws-adfs](https://github.com/venth/aws-adfs) by [venth](https://github.com/venth)  
 aws-adfs: Command line tool to ease aws cli authentication against ADFS (multi factor authentication with active directory)  
 [https://github.com/venth/aws-adfs](https://github.com/venth/aws-adfs)  
-0.81 stars per week over 348 weeks  
-281 stars, 91 forks, 11 watches  
+0.81 stars per week over 349 weeks  
+282 stars, 91 forks, 11 watches  
 created 2016-06-25, last commit 2022-12-14, main language Python  
 <sub><sup>adfs, aws, command-line, duo-security, multi-factor-authentication, python, tools</sup></sub>
 
 
-### [poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin) by [tiangolo](https://github.com/tiangolo)  
-poetry-version-plugin: Poetry plugin for dynamically extracting the package version from a __version__ variable or a Git tag.  
-[https://github.com/tiangolo/poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin)  
-2.98 stars per week over 92 weeks  
-275 stars, 24 forks, 5 watches  
-created 2021-05-27, last commit 2021-05-28, main language Python  
-<sub><sup>packaging, packaging-for-pypi, pypi, python, python-poetry, python3</sup></sub>
-
-
 ### [check-manifest](https://github.com/mgedmin/check-manifest) by [mgedmin](https://github.com/mgedmin)  
 check-manifest: Tool to check the completeness of MANIFEST.in for Python packages  
 [https://pypi.org/p/check-manifest](https://pypi.org/p/check-manifest)  
@@ -1209,38 +1170,12 @@ check-manifest: Tool to check the completeness of MANIFEST.in for Python package
 created 2013-03-05, last commit 2022-12-11, main language Python  
 
 
-### [ottr](https://github.com/airbnb/ottr) by [airbnb](https://github.com/airbnb)  
-ottr: Serverless Public Key Infrastructure Framework  
-[https://github.com/airbnb/ottr](https://github.com/airbnb/ottr)  
-3.3 stars per week over 79 weeks  
-261 stars, 28 forks, 7 watches  
-created 2021-08-27, last commit 2022-01-04, main language Python  
-
-
-### [apilogs](https://github.com/rpgreen/apilogs) by [rpgreen](https://github.com/rpgreen)  
-apilogs: Easy logging and debugging for Amazon API Gateway and AWS Lambda Serverless APIs  
-[https://github.com/rpgreen/apilogs](https://github.com/rpgreen/apilogs)  
-0.74 stars per week over 338 weeks  
-249 stars, 19 forks, 9 watches  
-created 2016-09-07, last commit 2019-11-13, main language Python  
-<sub><sup>api, api-gateway, aws, aws-apigateway, aws-lambda, cloudwatch-logs, gateway, lambda, logging</sup></sub>
-
-
-### [pyglove](https://github.com/google/pyglove) by [google](https://github.com/google)  
-pyglove: Manipulating Python Programs  
-[https://github.com/google/pyglove](https://github.com/google/pyglove)  
-5.27 stars per week over 42 weeks  
-222 stars, 8 forks, 7 watches  
-created 2022-05-12, last commit 2023-02-08, main language Python  
-<sub><sup>automl, evolution, machine-learning, manipulation, meta-learning, meta-programming, python, symbolic-programming</sup></sub>
-
-
-### [mrab-regex](https://github.com/mrabarnett/mrab-regex) by [mrabarnett](https://github.com/mrabarnett)  
-mrabarnett/mrab-regex  
-[https://github.com/mrabarnett/mrab-regex](https://github.com/mrabarnett/mrab-regex)  
-1.77 stars per week over 121 weeks  
-215 stars, 27 forks, 6 watches  
-created 2020-11-02, last commit 2022-10-31, main language C  
+### [pytz](https://github.com/stub42/pytz) by [stub42](https://github.com/stub42)  
+pytz Python historical timezone library and database  
+[https://github.com/stub42/pytz](https://github.com/stub42/pytz)  
+0.7 stars per week over 346 weeks  
+244 stars, 69 forks, 14 watches  
+created 2016-07-12, last commit 2023-01-14, main language C  
 
 
 ### [aws-lambda-python-runtime-interface-client](https://github.com/aws/aws-lambda-python-runtime-interface-client) by [aws](https://github.com/aws)  
@@ -1251,118 +1186,191 @@ aws/aws-lambda-python-runtime-interface-client
 created 2020-09-02, last commit 2023-02-16, main language Python  
 
 
-### [tket](https://github.com/cqcl/tket) by [cqcl](https://github.com/cqcl)  
-tket: Source code for the TKET quantum compiler, Python bindings and utilities  
-[https://github.com/cqcl/tket](https://github.com/cqcl/tket)  
-2.17 stars per week over 76 weeks  
-166 stars, 30 forks, 14 watches  
-created 2021-09-13, last commit 2023-02-28, main language C++  
-<sub><sup>compiler, quantum-computing</sup></sub>
+### [arxiv.py](https://github.com/lukasschwab/arxiv.py) by [lukasschwab](https://github.com/lukasschwab)  
+arxiv.py: Python wrapper for the arXiv API  
+[https://github.com/lukasschwab/arxiv.py](https://github.com/lukasschwab/arxiv.py)  
+1.61 stars per week over 379 weeks  
+613 stars, 81 forks, 17 watches  
+created 2015-11-25, last commit 2023-02-01, main language Python  
+<sub><sup>arxiv, arxiv-api, pdf, python-wrapper</sup></sub>
 
 
 ### [pypistats](https://github.com/hugovk/pypistats) by [hugovk](https://github.com/hugovk)  
 pypistats: Command-line interface to PyPI Stats API to get download stats for Python packages  
 [https://pypistats.org/api/](https://pypistats.org/api/)  
 [https://github.com/hugovk/pypistats](https://github.com/hugovk/pypistats)  
-0.63 stars per week over 231 weeks  
+0.63 stars per week over 232 weeks  
 146 stars, 26 forks, 4 watches  
 created 2018-09-22, last commit 2023-03-01, main language Python  
 <sub><sup>api, cli, command-line, command-line-tool, downloads, hacktoberfest, pypi, python, python3, statistics, stats</sup></sub>
 
 
-### [pyscript-cli](https://github.com/pyscript/pyscript-cli) by [pyscript](https://github.com/pyscript)  
-pyscript-cli: A CLI for PyScript  
-[https://github.com/pyscript/pyscript-cli](https://github.com/pyscript/pyscript-cli)  
-3.32 stars per week over 43 weeks  
-145 stars, 14 forks, 12 watches  
-created 2022-05-01, last commit 2023-02-25, main language Python  
+### [logzero](https://github.com/metachris/logzero) by [metachris](https://github.com/metachris)  
+logzero: Robust and effective logging for Python 2 and 3.  
+[https://logzero.readthedocs.io](https://logzero.readthedocs.io)  
+[https://github.com/metachris/logzero](https://github.com/metachris/logzero)  
+3.45 stars per week over 298 weeks  
+1,030 stars, 69 forks, 26 watches  
+created 2017-06-12, last commit 2021-03-17, main language Python  
+<sub><sup>logfiles, logging, logzero, python</sup></sub>
 
 
-### [jsontopydantic](https://github.com/brokenloop/jsontopydantic) by [brokenloop](https://github.com/brokenloop)  
-jsontopydantic: Web tool for generating Pydantic models from JSON objects  
-[https://jsontopydantic.com](https://jsontopydantic.com)  
-[https://github.com/brokenloop/jsontopydantic](https://github.com/brokenloop/jsontopydantic)  
-1.2 stars per week over 117 weeks  
-141 stars, 7 forks, 3 watches  
-created 2020-11-28, last commit 2022-05-13, main language TypeScript  
+### [odin](https://github.com/python-odin/odin) by [python-odin](https://github.com/python-odin)  
+odin: Data-structure definition/validation/traversal, mapping and serialisation toolkit for Python  
+[https://odin.readthedocs.org/en/latest/](https://odin.readthedocs.org/en/latest/)  
+[https://github.com/python-odin/odin](https://github.com/python-odin/odin)  
+0.06 stars per week over 497 weeks  
+29 stars, 7 forks, 3 watches  
+created 2013-08-20, last commit 2023-02-26, main language Python  
+<sub><sup>csv, data-mapping, data-structures, de-serialize, json, msgpack, python, serialize, validation, xml, yaml</sup></sub>
+
+
+### [segno](https://github.com/heuer/segno) by [heuer](https://github.com/heuer)  
+segno: Python QR Code and Micro QR Code encoder  
+[https://pypi.org/project/segno/](https://pypi.org/project/segno/)  
+[https://github.com/heuer/segno](https://github.com/heuer/segno)  
+1.13 stars per week over 343 weeks  
+387 stars, 42 forks, 11 watches  
+created 2016-08-04, last commit 2022-12-10, main language Python  
+<sub><sup>barcode, iso-18004, matrix-barcode, micro-qr-code, micro-qrcode, python, python-qrcode, qr-code, qr-generator, qrcode, segno, structured-append</sup></sub>
+
+
+### [watermark](https://github.com/rasbt/watermark) by [rasbt](https://github.com/rasbt)  
+watermark: An IPython magic extension for printing date and time stamps, version numbers, and hardware information  
+[https://github.com/rasbt/watermark](https://github.com/rasbt/watermark)  
+1.71 stars per week over 448 weeks  
+768 stars, 82 forks, 13 watches  
+created 2014-07-30, last commit 2022-09-13, main language Python  
+<sub><sup>ipython, jupyter, magic-extension, python</sup></sub>
 
 
 ### [pyminiaudio](https://github.com/irmen/pyminiaudio) by [irmen](https://github.com/irmen)  
 pyminiaudio: python interface to the miniaudio audio playback, recording, decoding and conversion library  
 [https://github.com/irmen/pyminiaudio](https://github.com/irmen/pyminiaudio)  
-0.68 stars per week over 191 weeks  
+0.68 stars per week over 192 weeks  
 130 stars, 16 forks, 3 watches  
 created 2019-06-30, last commit 2023-02-09, main language C  
 
 
-### [pytrait](https://github.com/xrudelis/pytrait) by [xrudelis](https://github.com/xrudelis)  
-pytrait: Traits for Python3  
-[https://github.com/xrudelis/pytrait](https://github.com/xrudelis/pytrait)  
-1.84 stars per week over 66 weeks  
-123 stars, 3 forks, 3 watches  
-created 2021-11-21, last commit 2021-11-27, main language Python  
+### [pypinfo](https://github.com/ofek/pypinfo) by [ofek](https://github.com/ofek)  
+pypinfo: Easily view PyPI download statistics via Google's BigQuery.  
+[https://github.com/ofek/pypinfo](https://github.com/ofek/pypinfo)  
+1.17 stars per week over 303 weeks  
+356 stars, 31 forks, 14 watches  
+created 2017-05-13, last commit 2022-11-30, main language Python  
+<sub><sup>bigquery, pypi, python, statistics</sup></sub>
 
 
-### [sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper) by [aws-samples](https://github.com/aws-samples)  
-sagemaker-ssh-helper: A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH  
-[https://github.com/aws-samples/sagemaker-ssh-helper](https://github.com/aws-samples/sagemaker-ssh-helper)  
-4.05 stars per week over 20 weeks  
-81 stars, 10 forks, 6 watches  
-created 2022-10-14, last commit 2023-02-27, main language Python  
-<sub><sup>amazon-sagemaker, aws, aws-systems-manager, machine-learning, pycharm, sagemaker, sagemaker-studio, ssh, vscode</sup></sub>
+### [micropip](https://github.com/pyodide/micropip) by [pyodide](https://github.com/pyodide)  
+micropip: A lightweight Python package installer for Pyodide  
+[https://micropip.pyodide.org](https://micropip.pyodide.org)  
+[https://github.com/pyodide/micropip](https://github.com/pyodide/micropip)  
+0.65 stars per week over 24 weeks  
+16 stars, 5 forks, 5 watches  
+created 2022-09-15, last commit 2023-03-04, main language Python  
+<sub><sup>package-installer, pyodide, python, webassembly</sup></sub>
 
 
-### [cowait](https://github.com/backtick-se/cowait) by [backtick-se](https://github.com/backtick-se)  
-cowait: Containerized distributed programming framework for Python  
-[https://cowait.io](https://cowait.io)  
-[https://github.com/backtick-se/cowait](https://github.com/backtick-se/cowait)  
-0.31 stars per week over 180 weeks  
-55 stars, 5 forks, 8 watches  
-created 2019-09-18, last commit 2022-09-22, main language Python  
-<sub><sup>dask, data-engineering, data-science, docker, kubernetes, python, spark, task-scheduler, workflow-engine</sup></sub>
+### [forbiddenfruit](https://github.com/clarete/forbiddenfruit) by [clarete](https://github.com/clarete)  
+forbiddenfruit: Patch built-in python objects  
+[https://clarete.li/forbiddenfruit/](https://clarete.li/forbiddenfruit/)  
+[https://github.com/clarete/forbiddenfruit](https://github.com/clarete/forbiddenfruit)  
+1.46 stars per week over 517 weeks  
+758 stars, 49 forks, 28 watches  
+created 2013-04-03, last commit 2022-03-12, main language Python  
+<sub><sup>monkey-patching, python</sup></sub>
 
 
 ### [pyfuncol](https://github.com/gondolav/pyfuncol) by [gondolav](https://github.com/gondolav)  
 pyfuncol: Functional collections extension functions for Python  
 [https://pyfuncol.readthedocs.io/](https://pyfuncol.readthedocs.io/)  
 [https://github.com/gondolav/pyfuncol](https://github.com/gondolav/pyfuncol)  
-0.51 stars per week over 63 weeks  
+0.5 stars per week over 63 weeks  
 32 stars, 2 forks, 3 watches  
 created 2021-12-16, last commit 2023-02-27, main language Python  
 <sub><sup>collections, extension-functions, functional, parallel, python, python3</sup></sub>
 
 
-### [odin](https://github.com/python-odin/odin) by [python-odin](https://github.com/python-odin)  
-odin: Data-structure definition/validation/traversal, mapping and serialisation toolkit for Python  
-[https://odin.readthedocs.org/en/latest/](https://odin.readthedocs.org/en/latest/)  
-[https://github.com/python-odin/odin](https://github.com/python-odin/odin)  
-0.06 stars per week over 497 weeks  
-29 stars, 7 forks, 3 watches  
-created 2013-08-20, last commit 2023-02-26, main language Python  
-<sub><sup>csv, data-mapping, data-structures, de-serialize, json, msgpack, python, serialize, validation, xml, yaml</sup></sub>
+### [python-patterns](https://github.com/brandon-rhodes/python-patterns) by [brandon-rhodes](https://github.com/brandon-rhodes)  
+python-patterns: Source code behind the python-patterns.guide site by Brandon Rhodes  
+[https://github.com/brandon-rhodes/python-patterns](https://github.com/brandon-rhodes/python-patterns)  
+3.84 stars per week over 265 weeks  
+1,021 stars, 93 forks, 254 watches  
+created 2018-01-31, last commit 2021-01-05, main language Python  
+
+
+### [poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin) by [tiangolo](https://github.com/tiangolo)  
+poetry-version-plugin: Poetry plugin for dynamically extracting the package version from a __version__ variable or a Git tag.  
+[https://github.com/tiangolo/poetry-version-plugin](https://github.com/tiangolo/poetry-version-plugin)  
+2.98 stars per week over 92 weeks  
+275 stars, 24 forks, 5 watches  
+created 2021-05-27, last commit 2021-05-28, main language Python  
+<sub><sup>packaging, packaging-for-pypi, pypi, python, python-poetry, python3</sup></sub>
+
+
+### [ottr](https://github.com/airbnb/ottr) by [airbnb](https://github.com/airbnb)  
+ottr: Serverless Public Key Infrastructure Framework  
+[https://github.com/airbnb/ottr](https://github.com/airbnb/ottr)  
+3.29 stars per week over 79 weeks  
+261 stars, 30 forks, 7 watches  
+created 2021-08-27, last commit 2022-01-04, main language Python  
+
+
+### [axcell](https://github.com/paperswithcode/axcell) by [paperswithcode](https://github.com/paperswithcode)  
+axcell: Tools for extracting tables and results from Machine Learning papers  
+[https://github.com/paperswithcode/axcell](https://github.com/paperswithcode/axcell)  
+1.81 stars per week over 192 weeks  
+349 stars, 56 forks, 13 watches  
+created 2019-06-27, last commit 2021-06-23, main language Python  
+
+
+### [cowait](https://github.com/backtick-se/cowait) by [backtick-se](https://github.com/backtick-se)  
+cowait: Containerized distributed programming framework for Python  
+[https://cowait.io](https://cowait.io)  
+[https://github.com/backtick-se/cowait](https://github.com/backtick-se/cowait)  
+0.3 stars per week over 180 weeks  
+55 stars, 5 forks, 8 watches  
+created 2019-09-18, last commit 2022-09-22, main language Python  
+<sub><sup>dask, data-engineering, data-science, docker, kubernetes, python, spark, task-scheduler, workflow-engine</sup></sub>
+
+
+### [apilogs](https://github.com/rpgreen/apilogs) by [rpgreen](https://github.com/rpgreen)  
+apilogs: Easy logging and debugging for Amazon API Gateway and AWS Lambda Serverless APIs  
+[https://github.com/rpgreen/apilogs](https://github.com/rpgreen/apilogs)  
+0.74 stars per week over 338 weeks  
+249 stars, 19 forks, 9 watches  
+created 2016-09-07, last commit 2019-11-13, main language Python  
+<sub><sup>api, api-gateway, aws, aws-apigateway, aws-lambda, cloudwatch-logs, gateway, lambda, logging</sup></sub>
+
+
+### [jsontopydantic](https://github.com/brokenloop/jsontopydantic) by [brokenloop](https://github.com/brokenloop)  
+jsontopydantic: Web tool for generating Pydantic models from JSON objects  
+[https://jsontopydantic.com](https://jsontopydantic.com)  
+[https://github.com/brokenloop/jsontopydantic](https://github.com/brokenloop/jsontopydantic)  
+1.35 stars per week over 118 weeks  
+160 stars, 8 forks, 3 watches  
+created 2020-11-28, last commit 2022-05-13, main language TypeScript  
 
 
 ### [arxiv-dl](https://github.com/markhershey/arxiv-dl) by [markhershey](https://github.com/markhershey)  
 arxiv-dl: Command-line ArXiv & CVF (CVPR, ICCV, WACV) Paper Downloader  
 [https://pypi.org/project/arxiv-dl/](https://pypi.org/project/arxiv-dl/)  
 [https://github.com/markhershey/arxiv-dl](https://github.com/markhershey/arxiv-dl)  
-0.15 stars per week over 110 weeks  
+0.14 stars per week over 110 weeks  
 16 stars, 4 forks, 2 watches  
 created 2021-01-21, last commit 2023-01-30, main language Python  
 <sub><sup>arxiv, command-line-tool, cvpr, downloader, paper, paper-with-code</sup></sub>
 
 
-### [micropip](https://github.com/pyodide/micropip) by [pyodide](https://github.com/pyodide)  
-micropip: A lightweight Python package installer for Pyodide  
-[https://micropip.pyodide.org](https://micropip.pyodide.org)  
-[https://github.com/pyodide/micropip](https://github.com/pyodide/micropip)  
-0.66 stars per week over 24 weeks  
-16 stars, 5 forks, 5 watches  
-created 2022-09-15, last commit 2023-02-20, main language Python  
-<sub><sup>package-installer, pyodide, python, webassembly</sup></sub>
+### [pytrait](https://github.com/xrudelis/pytrait) by [xrudelis](https://github.com/xrudelis)  
+pytrait: Traits for Python3  
+[https://github.com/xrudelis/pytrait](https://github.com/xrudelis/pytrait)  
+1.84 stars per week over 67 weeks  
+123 stars, 3 forks, 3 watches  
+created 2021-11-21, last commit 2021-11-27, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/viz.md b/categories/viz.md
index 709d4ec..c3abab0 100644
--- a/categories/viz.md
+++ b/categories/viz.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 24 curated viz Python libraries and frameworks ordered by stars.  
+A selection of 25 curated viz Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,39 +9,19 @@ Checkout the interactive version that you can filter and sort:
 Streamlit — The fastest way to build data apps in Python  
 [https://streamlit.io](https://streamlit.io)  
 [https://github.com/streamlit/streamlit](https://github.com/streamlit/streamlit)  
-125 stars per week over 183 weeks  
-23,014 stars, 2,041 forks, 285 watches  
-created 2019-08-24, last commit 2023-03-02, main language Python  
+125 stars per week over 184 weeks  
+23,043 stars, 2,045 forks, 285 watches  
+created 2019-08-24, last commit 2023-03-03, main language Python  
 <sub><sup>data-analysis, data-science, data-visualization, deep-learning, developer-tools, machine-learning, python, streamlit</sup></sub>
 
 
-### [dash](https://github.com/plotly/dash) by [plotly](https://github.com/plotly)  
-dash: Data Apps & Dashboards for Python. No JavaScript Required.  
-[https://plotly.com/dash](https://plotly.com/dash)  
-[https://github.com/plotly/dash](https://github.com/plotly/dash)  
-44 stars per week over 412 weeks  
-18,191 stars, 1,853 forks, 410 watches  
-created 2015-04-10, last commit 2023-03-02, main language Python  
-<sub><sup>bioinformatics, charting, dash, data-science, data-visualization, finance, flask, gui-framework, julia, jupyter, modeling, plotly, plotly-dash, productivity, python, r, react, rstats, technical-computing, web-app</sup></sub>
-
-
-### [bokeh](https://github.com/bokeh/bokeh)  
-bokeh: Interactive Data Visualization in the browser, from  Python  
-[https://bokeh.org](https://bokeh.org)  
-[https://github.com/bokeh/bokeh](https://github.com/bokeh/bokeh)  
-30 stars per week over 570 weeks  
-17,279 stars, 4,038 forks, 449 watches  
-created 2012-03-26, last commit 2023-03-02, main language Python  
-<sub><sup>bokeh, data-visualisation, interactive-plots, javascript, jupyter, notebooks, numfocus, plots, plotting, python, visualisation, visualization</sup></sub>
-
-
 ### [matplotlib](https://github.com/matplotlib/matplotlib)  
 matplotlib: plotting with Python  
 [https://matplotlib.org/stable/](https://matplotlib.org/stable/)  
 [https://github.com/matplotlib/matplotlib](https://github.com/matplotlib/matplotlib)  
-26 stars per week over 627 weeks  
-16,941 stars, 6,753 forks, 592 watches  
-created 2011-02-19, last commit 2023-03-02, main language Python  
+26 stars per week over 628 weeks  
+16,947 stars, 6,754 forks, 592 watches  
+created 2011-02-19, last commit 2023-03-03, main language Python  
 <sub><sup>data-science, data-visualization, gtk, hacktoberfest, matplotlib, plotting, python, qt, tk, wx</sup></sub>
 
 
@@ -50,19 +30,29 @@ gradio: Create UIs for your machine learning model in Python in 3 minutes
 [http://www.gradio.app](http://www.gradio.app)  
 [https://github.com/gradio-app/gradio](https://github.com/gradio-app/gradio)  
 60 stars per week over 219 weeks  
-13,249 stars, 864 forks, 103 watches  
-created 2018-12-19, last commit 2023-03-01, main language HTML  
+13,315 stars, 870 forks, 104 watches  
+created 2018-12-19, last commit 2023-03-04, main language HTML  
 <sub><sup>data-analysis, data-science, data-visualization, deep-learning, deploy, gradio, gradio-interface, interface, machine-learning, models, python, python-notebook, ui, ui-components</sup></sub>
 
 
-### [plotly.py](https://github.com/plotly/plotly.py) by [plotly](https://github.com/plotly)  
-plotly.py: The interactive graphing library for Python (includes Plotly Express) :sparkles:  
-[https://plotly.com/python/](https://plotly.com/python/)  
-[https://github.com/plotly/plotly.py](https://github.com/plotly/plotly.py)  
-26 stars per week over 484 weeks  
-13,015 stars, 2,306 forks, 275 watches  
-created 2013-11-21, last commit 2023-02-24, main language Python  
-<sub><sup>d3, dashboard, declarative, graph-library, interactive, jupyter-notebook, plotly, plotly-dash, plotlyjs, python, regl, sparkles, visualization, webgl</sup></sub>
+### [bokeh](https://github.com/bokeh/bokeh)  
+bokeh: Interactive Data Visualization in the browser, from  Python  
+[https://bokeh.org](https://bokeh.org)  
+[https://github.com/bokeh/bokeh](https://github.com/bokeh/bokeh)  
+30 stars per week over 570 weeks  
+17,285 stars, 4,038 forks, 449 watches  
+created 2012-03-26, last commit 2023-03-03, main language Python  
+<sub><sup>bokeh, data-visualisation, interactive-plots, javascript, jupyter, notebooks, numfocus, plots, plotting, python, visualisation, visualization</sup></sub>
+
+
+### [dash](https://github.com/plotly/dash) by [plotly](https://github.com/plotly)  
+dash: Data Apps & Dashboards for Python. No JavaScript Required.  
+[https://plotly.com/dash](https://plotly.com/dash)  
+[https://github.com/plotly/dash](https://github.com/plotly/dash)  
+44 stars per week over 412 weeks  
+18,198 stars, 1,853 forks, 410 watches  
+created 2015-04-10, last commit 2023-03-02, main language Python  
+<sub><sup>bioinformatics, charting, dash, data-science, data-visualization, finance, flask, gui-framework, julia, jupyter, modeling, plotly, plotly-dash, productivity, python, r, react, rstats, technical-computing, web-app</sup></sub>
 
 
 ### [deck.gl](https://github.com/visgl/deck.gl) by [visgl](https://github.com/visgl)  
@@ -70,46 +60,57 @@ deck.gl: WebGL2 powered visualization framework
 [https://deck.gl](https://deck.gl)  
 [https://github.com/visgl/deck.gl](https://github.com/visgl/deck.gl)  
 28 stars per week over 376 weeks  
-10,646 stars, 1,933 forks, 1,720 watches  
+10,650 stars, 1,933 forks, 1,720 watches  
 created 2015-12-15, last commit 2023-03-03, main language JavaScript  
 <sub><sup>data-visualization, geospatial-analysis, javascript, maps, python, visualization, webgl</sup></sub>
 
 
+### [plotly.py](https://github.com/plotly/plotly.py) by [plotly](https://github.com/plotly)  
+plotly.py: The interactive graphing library for Python :sparkles: This project now includes Plotly Express!  
+[https://plotly.com/python/](https://plotly.com/python/)  
+[https://github.com/plotly/plotly.py](https://github.com/plotly/plotly.py)  
+26 stars per week over 484 weeks  
+13,020 stars, 2,306 forks, 275 watches  
+created 2013-11-21, last commit 2023-02-24, main language Python  
+<sub><sup>d3, dashboard, declarative, graph-library, interactive, jupyter-notebook, plotly, plotly-dash, plotlyjs, python, regl, sparkles, visualization, webgl</sup></sub>
+
+
 ### [seaborn](https://github.com/mwaskom/seaborn) by [mwaskom](https://github.com/mwaskom)  
 seaborn: Statistical data visualization in Python  
 [https://seaborn.pydata.org](https://seaborn.pydata.org)  
 [https://github.com/mwaskom/seaborn](https://github.com/mwaskom/seaborn)  
 18 stars per week over 558 weeks  
-10,414 stars, 1,710 forks, 252 watches  
+10,425 stars, 1,709 forks, 252 watches  
 created 2012-06-18, last commit 2023-02-26, main language Python  
 <sub><sup>data-science, data-visualization, matplotlib, pandas, python</sup></sub>
 
 
+### [altair](https://github.com/altair-viz/altair) by [altair-viz](https://github.com/altair-viz)  
+altair: Declarative statistical visualization library for Python  
+[https://altair-viz.github.io/](https://altair-viz.github.io/)  
+[https://github.com/altair-viz/altair](https://github.com/altair-viz/altair)  
+20 stars per week over 389 weeks  
+8,090 stars, 717 forks, 147 watches  
+created 2015-09-19, last commit 2023-03-01, main language Python  
+
+
 ### [prettymaps](https://github.com/marceloprates/prettymaps) by [marceloprates](https://github.com/marceloprates)  
 prettymaps: A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.  
 [https://github.com/marceloprates/prettymaps](https://github.com/marceloprates/prettymaps)  
 87 stars per week over 104 weeks  
-9,080 stars, 441 forks, 74 watches  
+9,085 stars, 442 forks, 73 watches  
 created 2021-03-05, last commit 2023-02-15, main language Jupyter Notebook  
 <sub><sup>cartography, generative-art, jupyter-notebook, maps, matplotlib, openstreetmap, python</sup></sub>
 
 
-### [altair](https://github.com/altair-viz/altair) by [altair-viz](https://github.com/altair-viz)  
-altair: Declarative statistical visualization library for Python  
-[https://altair-viz.github.io/](https://altair-viz.github.io/)  
-[https://github.com/altair-viz/altair](https://github.com/altair-viz/altair)  
-20 stars per week over 388 weeks  
-8,084 stars, 717 forks, 147 watches  
-created 2015-09-19, last commit 2023-03-01, main language Python  
-
-
-### [lux](https://github.com/lux-org/lux) by [lux-org](https://github.com/lux-org)  
-lux: Automatically visualize your pandas dataframe via a single print! 📊 💡  
-[https://github.com/lux-org/lux](https://github.com/lux-org/lux)  
-27 stars per week over 164 weeks  
-4,453 stars, 344 forks, 86 watches  
-created 2020-01-08, last commit 2022-05-21, main language Python  
-<sub><sup>data-science, exploratory-data-analysis, jupyter, pandas, python, visualization, visualization-tools</sup></sub>
+### [panel](https://github.com/holoviz/panel) by [holoviz](https://github.com/holoviz)  
+panel: A high-level app and dashboarding solution for Python  
+[https://panel.holoviz.org](https://panel.holoviz.org)  
+[https://github.com/holoviz/panel](https://github.com/holoviz/panel)  
+11 stars per week over 236 weeks  
+2,613 stars, 322 forks, 48 watches  
+created 2018-08-23, last commit 2023-03-04, main language Python  
+<sub><sup>bokeh, control-panels, dashboards, dataapp, datascience, dataviz, gui, holoviews, holoviz, hvplot, jupyter, matplotlib, panel, plotly</sup></sub>
 
 
 ### [dtale](https://github.com/man-group/dtale) by [man-group](https://github.com/man-group)  
@@ -117,49 +118,48 @@ dtale: Visualizer for pandas data structures
 [http://alphatechadmin.pythonanywhere.com](http://alphatechadmin.pythonanywhere.com)  
 [https://github.com/man-group/dtale](https://github.com/man-group/dtale)  
 20 stars per week over 189 weeks  
-3,902 stars, 331 forks, 68 watches  
-created 2019-07-15, last commit 2023-02-22, main language TypeScript  
+3,907 stars, 332 forks, 68 watches  
+created 2019-07-15, last commit 2023-03-03, main language TypeScript  
 <sub><sup>data-analysis, data-science, data-visualization, flask, ipython, jupyter-notebook, pandas, plotly-dash, python27, python3, react, react-virtualized, visualization, xarray</sup></sub>
 
 
-### [plotnine](https://github.com/has2k1/plotnine) by [has2k1](https://github.com/has2k1)  
-plotnine: A grammar of graphics for Python  
-[https://plotnine.readthedocs.io/en/stable/](https://plotnine.readthedocs.io/en/stable/)  
-[https://github.com/has2k1/plotnine](https://github.com/has2k1/plotnine)  
-11 stars per week over 305 weeks  
-3,376 stars, 194 forks, 67 watches  
-created 2017-04-24, last commit 2023-02-01, main language Python  
-<sub><sup>data-analysis, grammar, graphics, plotting, python</sup></sub>
-
-
 ### [vispy](https://github.com/vispy/vispy)  
 vispy: Main repository for Vispy  
 [http://vispy.org](http://vispy.org)  
 [https://github.com/vispy/vispy](https://github.com/vispy/vispy)  
 5.82 stars per week over 519 weeks  
-3,021 stars, 607 forks, 119 watches  
+3,022 stars, 607 forks, 119 watches  
 created 2013-03-21, last commit 2023-01-23, main language Python  
 <sub><sup>closember, hacktoberfest, opengl, python, visualization</sup></sub>
 
 
-### [opyrator](https://github.com/ml-tooling/opyrator) by [ml-tooling](https://github.com/ml-tooling)  
-opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.  
-[https://opyrator-playground.mltooling.org](https://opyrator-playground.mltooling.org)  
-[https://github.com/ml-tooling/opyrator](https://github.com/ml-tooling/opyrator)  
-28 stars per week over 99 weeks  
-2,802 stars, 137 forks, 49 watches  
-created 2021-04-06, last commit 2021-05-06, main language Python  
-<sub><sup>deployment, faas, fastapi, functions, machine-learning, microservices, pydantic, python, python-functions, serverless, streamlit, type-hints</sup></sub>
+### [holoviews](https://github.com/holoviz/holoviews) by [holoviz](https://github.com/holoviz)  
+holoviews: With Holoviews, your data visualizes itself.  
+[https://holoviews.org](https://holoviews.org)  
+[https://github.com/holoviz/holoviews](https://github.com/holoviz/holoviews)  
+5.18 stars per week over 460 weeks  
+2,388 stars, 373 forks, 61 watches  
+created 2014-05-07, last commit 2023-03-03, main language Python  
+<sub><sup>holoviews, holoviz, plotting</sup></sub>
 
 
-### [panel](https://github.com/holoviz/panel) by [holoviz](https://github.com/holoviz)  
-panel: A high-level app and dashboarding solution for Python  
-[https://panel.holoviz.org](https://panel.holoviz.org)  
-[https://github.com/holoviz/panel](https://github.com/holoviz/panel)  
-11 stars per week over 236 weeks  
-2,610 stars, 321 forks, 48 watches  
-created 2018-08-23, last commit 2023-03-02, main language Python  
-<sub><sup>bokeh, control-panels, dashboards, dataapp, datascience, dataviz, gui, holoviews, holoviz, hvplot, jupyter, matplotlib, panel, plotly</sup></sub>
+### [plotnine](https://github.com/has2k1/plotnine) by [has2k1](https://github.com/has2k1)  
+plotnine: A grammar of graphics for Python  
+[https://plotnine.readthedocs.io/en/stable/](https://plotnine.readthedocs.io/en/stable/)  
+[https://github.com/has2k1/plotnine](https://github.com/has2k1/plotnine)  
+11 stars per week over 305 weeks  
+3,377 stars, 194 forks, 67 watches  
+created 2017-04-24, last commit 2023-02-01, main language Python  
+<sub><sup>data-analysis, grammar, graphics, plotting, python</sup></sub>
+
+
+### [lux](https://github.com/lux-org/lux) by [lux-org](https://github.com/lux-org)  
+lux: Automatically visualize your pandas dataframe via a single print! 📊 💡  
+[https://github.com/lux-org/lux](https://github.com/lux-org/lux)  
+27 stars per week over 164 weeks  
+4,456 stars, 344 forks, 86 watches  
+created 2020-01-08, last commit 2022-05-21, main language Python  
+<sub><sup>data-science, exploratory-data-analysis, jupyter, pandas, python, visualization, visualization-tools</sup></sub>
 
 
 ### [hiplot](https://github.com/facebookresearch/hiplot) by [facebookresearch](https://github.com/facebookresearch)  
@@ -167,27 +167,18 @@ HiPlot makes understanding high dimensional data easy
 [https://facebookresearch.github.io/hiplot/](https://facebookresearch.github.io/hiplot/)  
 [https://github.com/facebookresearch/hiplot](https://github.com/facebookresearch/hiplot)  
 14 stars per week over 173 weeks  
-2,426 stars, 123 forks, 29 watches  
-created 2019-11-08, last commit 2022-12-05, main language TypeScript  
-
-
-### [holoviews](https://github.com/holoviz/holoviews) by [holoviz](https://github.com/holoviz)  
-holoviews: With Holoviews, your data visualizes itself.  
-[https://holoviews.org](https://holoviews.org)  
-[https://github.com/holoviz/holoviews](https://github.com/holoviz/holoviews)  
-5.18 stars per week over 460 weeks  
-2,384 stars, 373 forks, 61 watches  
-created 2014-05-07, last commit 2023-03-01, main language Python  
-<sub><sup>holoviews, holoviz, plotting</sup></sub>
+2,429 stars, 124 forks, 29 watches  
+created 2019-11-08, last commit 2023-03-03, main language TypeScript  
 
 
-### [mayavi](https://github.com/enthought/mayavi) by [enthought](https://github.com/enthought)  
-mayavi: 3D visualization of scientific data in Python  
-[http://docs.enthought.com/mayavi/mayavi/](http://docs.enthought.com/mayavi/mayavi/)  
-[https://github.com/enthought/mayavi](https://github.com/enthought/mayavi)  
-1.72 stars per week over 631 weeks  
-1,088 stars, 265 forks, 97 watches  
-created 2011-01-24, last commit 2022-10-18, main language Python  
+### [datapane](https://github.com/datapane/datapane)  
+datapane: Build full-stack data analytics apps in Python  
+[https://datapane.com](https://datapane.com)  
+[https://github.com/datapane/datapane](https://github.com/datapane/datapane)  
+5.27 stars per week over 149 weeks  
+788 stars, 64 forks, 16 watches  
+created 2020-04-23, last commit 2023-03-03, main language Python  
+<sub><sup>dashboard, data-visualization, hacktoberfest, python, reporting</sup></sub>
 
 
 ### [dash-bootstrap-components](https://github.com/facultyai/dash-bootstrap-components) by [facultyai](https://github.com/facultyai)  
@@ -195,29 +186,19 @@ dash-bootstrap-components: Bootstrap components for Plotly Dash
 [https://dash-bootstrap-components.opensource.faculty.ai/](https://dash-bootstrap-components.opensource.faculty.ai/)  
 [https://github.com/facultyai/dash-bootstrap-components](https://github.com/facultyai/dash-bootstrap-components)  
 4.09 stars per week over 232 weeks  
-950 stars, 202 forks, 21 watches  
+949 stars, 202 forks, 21 watches  
 created 2018-09-21, last commit 2023-02-28, main language JavaScript  
 <sub><sup>bootstrap, dashboards, julia, plotly-dash, python, r</sup></sub>
 
 
-### [mahotas](https://github.com/luispedro/mahotas) by [luispedro](https://github.com/luispedro)  
-mahotas: Computer Vision in Python  
-[https://mahotas.rtfd.io](https://mahotas.rtfd.io)  
-[https://github.com/luispedro/mahotas](https://github.com/luispedro/mahotas)  
-1.17 stars per week over 682 weeks  
-796 stars, 151 forks, 48 watches  
-created 2010-01-31, last commit 2023-02-26, main language Python  
-<sub><sup>c-plus-plus, computer-vision, numpy, python, python-2, python-3</sup></sub>
-
-
-### [datapane](https://github.com/datapane/datapane)  
-datapane: Build full-stack data analytics apps in Python  
-[https://datapane.com](https://datapane.com)  
-[https://github.com/datapane/datapane](https://github.com/datapane/datapane)  
-5.28 stars per week over 149 weeks  
-788 stars, 64 forks, 16 watches  
-created 2020-04-23, last commit 2023-03-01, main language Python  
-<sub><sup>dashboard, data-visualization, hacktoberfest, python, reporting</sup></sub>
+### [opyrator](https://github.com/ml-tooling/opyrator) by [ml-tooling](https://github.com/ml-tooling)  
+opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.  
+[https://opyrator-playground.mltooling.org](https://opyrator-playground.mltooling.org)  
+[https://github.com/ml-tooling/opyrator](https://github.com/ml-tooling/opyrator)  
+28 stars per week over 99 weeks  
+2,802 stars, 137 forks, 49 watches  
+created 2021-04-06, last commit 2021-05-06, main language Python  
+<sub><sup>deployment, faas, fastapi, functions, machine-learning, microservices, pydantic, python, python-functions, serverless, streamlit, type-hints</sup></sub>
 
 
 ### [holoviz](https://github.com/holoviz/holoviz)  
@@ -230,6 +211,25 @@ created 2017-09-22, last commit 2023-01-30, main language Python
 <sub><sup>colorcet, datashader, geoviews, holoviews, holoviz, hvplot, panel</sup></sub>
 
 
+### [mayavi](https://github.com/enthought/mayavi) by [enthought](https://github.com/enthought)  
+mayavi: 3D visualization of scientific data in Python  
+[http://docs.enthought.com/mayavi/mayavi/](http://docs.enthought.com/mayavi/mayavi/)  
+[https://github.com/enthought/mayavi](https://github.com/enthought/mayavi)  
+1.72 stars per week over 631 weeks  
+1,088 stars, 265 forks, 97 watches  
+created 2011-01-24, last commit 2022-10-18, main language Python  
+
+
+### [mahotas](https://github.com/luispedro/mahotas) by [luispedro](https://github.com/luispedro)  
+mahotas: Computer Vision in Python  
+[https://mahotas.rtfd.io](https://mahotas.rtfd.io)  
+[https://github.com/luispedro/mahotas](https://github.com/luispedro/mahotas)  
+1.17 stars per week over 683 weeks  
+796 stars, 151 forks, 48 watches  
+created 2010-01-31, last commit 2023-02-26, main language Python  
+<sub><sup>c-plus-plus, computer-vision, numpy, python, python-2, python-3</sup></sub>
+
+
 ### [nodevectors](https://github.com/vhranger/nodevectors) by [vhranger](https://github.com/vhranger)  
 nodevectors: Fastest network node embeddings in the west  
 [https://github.com/vhranger/nodevectors](https://github.com/vhranger/nodevectors)  
@@ -238,7 +238,16 @@ nodevectors: Fastest network node embeddings in the west
 created 2019-07-25, last commit 2021-11-06, main language Python  
 
 
-This file was automatically generated on 2023-03-03.  
+### [chartpy](https://github.com/cuemacro/chartpy) by [cuemacro](https://github.com/cuemacro)  
+chartpy: Easy to use Python API wrapper to plot charts with matplotlib, plotly, bokeh and more  
+[https://github.com/cuemacro/chartpy](https://github.com/cuemacro/chartpy)  
+1.48 stars per week over 343 weeks  
+510 stars, 98 forks, 48 watches  
+created 2016-08-03, last commit 2022-11-02, main language Python  
+<sub><sup>bokeh, chart, matplotlib, plotly, plotting</sup></sub>
+
+
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/categories/web.md b/categories/web.md
index bb41ba4..436c267 100644
--- a/categories/web.md
+++ b/categories/web.md
@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 44 curated web Python libraries and frameworks ordered by stars.  
+A selection of 43 curated web Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -9,40 +9,50 @@ Checkout the interactive version that you can filter and sort:
 django: The Web framework for perfectionists with deadlines.  
 [https://www.djangoproject.com/](https://www.djangoproject.com/)  
 [https://github.com/django/django](https://github.com/django/django)  
-122 stars per week over 565 weeks  
-69,074 stars, 28,725 forks, 2,265 watches  
-created 2012-04-28, last commit 2023-03-02, main language Python  
+122 stars per week over 566 weeks  
+69,086 stars, 28,735 forks, 2,266 watches  
+created 2012-04-28, last commit 2023-03-04, main language Python  
 <sub><sup>apps, django, framework, models, orm, python, templates, views, web</sup></sub>
 
 
-### [flask](https://github.com/pallets/flask) by [pallets](https://github.com/pallets)  
-flask: The Python micro framework for building web applications.  
-[https://flask.palletsprojects.com](https://flask.palletsprojects.com)  
-[https://github.com/pallets/flask](https://github.com/pallets/flask)  
-92 stars per week over 673 weeks  
-62,068 stars, 15,477 forks, 2,143 watches  
-created 2010-04-06, last commit 2023-03-01, main language Python  
-<sub><sup>flask, jinja, pallets, python, web-framework, werkzeug, wsgi</sup></sub>
-
-
 ### [fastapi](https://github.com/tiangolo/fastapi) by [tiangolo](https://github.com/tiangolo)  
 FastAPI framework, high performance, easy to learn, fast to code, ready for production  
 [https://fastapi.tiangolo.com/](https://fastapi.tiangolo.com/)  
 [https://github.com/tiangolo/fastapi](https://github.com/tiangolo/fastapi)  
-249 stars per week over 220 weeks  
-55,091 stars, 4,568 forks, 616 watches  
-created 2018-12-08, last commit 2023-03-02, main language Python  
+249 stars per week over 221 weeks  
+55,127 stars, 4,572 forks, 616 watches  
+created 2018-12-08, last commit 2023-03-04, main language Python  
 <sub><sup>api, async, asyncio, fastapi, framework, json, json-schema, openapi, openapi3, pydantic, python, python-types, python3, redoc, rest, starlette, swagger, swagger-ui, uvicorn, web</sup></sub>
 
 
-### [requests](https://github.com/psf/requests) by [psf](https://github.com/psf)  
-requests: A simple, yet elegant, HTTP library.  
-[https://requests.readthedocs.io/en/latest/](https://requests.readthedocs.io/en/latest/)  
-[https://github.com/psf/requests](https://github.com/psf/requests)  
-78 stars per week over 628 weeks  
-49,131 stars, 8,993 forks, 1,352 watches  
-created 2011-02-13, last commit 2023-02-27, main language Python  
-<sub><sup>client, cookies, forhumans, http, humans, python, python-requests, requests</sup></sub>
+### [pyscript](https://github.com/pyscript/pyscript)  
+pyscript: Home Page: https://pyscript.net  Examples: https://pyscript.net/examples  
+[https://github.com/pyscript/pyscript/discussions](https://github.com/pyscript/pyscript/discussions)  
+[https://github.com/pyscript/pyscript](https://github.com/pyscript/pyscript)  
+288 stars per week over 53 weeks  
+15,525 stars, 1,166 forks, 175 watches  
+created 2022-02-21, last commit 2023-03-03, main language Python  
+<sub><sup>html, javascript, python, wasm</sup></sub>
+
+
+### [pynecone](https://github.com/pynecone-io/pynecone) by [pynecone-io](https://github.com/pynecone-io)  
+pynecone: 🕸 Web apps in pure Python 🐍  
+[https://pynecone.io](https://pynecone.io)  
+[https://github.com/pynecone-io/pynecone](https://github.com/pynecone-io/pynecone)  
+298 stars per week over 18 weeks  
+5,577 stars, 188 forks, 57 watches  
+created 2022-10-25, last commit 2023-03-04, main language Python  
+<sub><sup>framework, fullstack, infrastructure, open-source, python, python-library, python3, web, webdev</sup></sub>
+
+
+### [flask](https://github.com/pallets/flask) by [pallets](https://github.com/pallets)  
+flask: The Python micro framework for building web applications.  
+[https://flask.palletsprojects.com](https://flask.palletsprojects.com)  
+[https://github.com/pallets/flask](https://github.com/pallets/flask)  
+92 stars per week over 673 weeks  
+62,081 stars, 15,482 forks, 2,143 watches  
+created 2010-04-06, last commit 2023-03-01, main language Python  
+<sub><sup>flask, jinja, pallets, python, web-framework, werkzeug, wsgi</sup></sub>
 
 
 ### [sherlock](https://github.com/sherlock-project/sherlock) by [sherlock-project](https://github.com/sherlock-project)  
@@ -50,19 +60,19 @@ sherlock: 🔎 Hunt down social media accounts by username across social network
 [http://sherlock-project.github.io](http://sherlock-project.github.io)  
 [https://github.com/sherlock-project/sherlock](https://github.com/sherlock-project/sherlock)  
 180 stars per week over 218 weeks  
-39,398 stars, 4,675 forks, 982 watches  
+39,426 stars, 4,684 forks, 980 watches  
 created 2018-12-24, last commit 2023-02-27, main language Python  
 <sub><sup>cli, hacktoberfest, hacktoberfest2022, information-gathering, linux, macos, osint, python, python3, reconnaissance, redteam, sherlock, tools, windows</sup></sub>
 
 
-### [tornado](https://github.com/tornadoweb/tornado) by [tornadoweb](https://github.com/tornadoweb)  
-Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.  
-[http://www.tornadoweb.org/](http://www.tornadoweb.org/)  
-[https://github.com/tornadoweb/tornado](https://github.com/tornadoweb/tornado)  
-29 stars per week over 703 weeks  
-21,003 stars, 5,493 forks, 1,003 watches  
-created 2009-09-09, last commit 2023-02-21, main language Python  
-<sub><sup>asynchronous, python</sup></sub>
+### [requests](https://github.com/psf/requests) by [psf](https://github.com/psf)  
+requests: A simple, yet elegant, HTTP library.  
+[https://requests.readthedocs.io/en/latest/](https://requests.readthedocs.io/en/latest/)  
+[https://github.com/psf/requests](https://github.com/psf/requests)  
+78 stars per week over 629 weeks  
+49,147 stars, 8,992 forks, 1,352 watches  
+created 2011-02-13, last commit 2023-03-03, main language Python  
+<sub><sup>client, cookies, forhumans, http, humans, python, python-requests, requests</sup></sub>
 
 
 ### [sanic](https://github.com/huge-success/sanic) by [huge-success](https://github.com/huge-success)  
@@ -70,27 +80,17 @@ sanic:  Accelerate your web app development  | Build fast. Run fast.
 [https://sanic.dev](https://sanic.dev)  
 [https://github.com/huge-success/sanic](https://github.com/huge-success/sanic)  
 47 stars per week over 353 weeks  
-16,883 stars, 1,493 forks, 413 watches  
+16,886 stars, 1,493 forks, 413 watches  
 created 2016-05-26, last commit 2023-02-27, main language Python  
 <sub><sup>api-server, asgi, asyncio, framework, python, sanic, web, web-framework, web-server</sup></sub>
 
 
-### [pyscript](https://github.com/pyscript/pyscript)  
-pyscript: Home Page: https://pyscript.net  Examples: https://pyscript.net/examples  
-[https://github.com/pyscript/pyscript/discussions](https://github.com/pyscript/pyscript/discussions)  
-[https://github.com/pyscript/pyscript](https://github.com/pyscript/pyscript)  
-289 stars per week over 53 weeks  
-15,518 stars, 1,165 forks, 175 watches  
-created 2022-02-21, last commit 2023-03-02, main language Python  
-<sub><sup>html, javascript, python, wasm</sup></sub>
-
-
 ### [aiohttp](https://github.com/aio-libs/aiohttp) by [aio-libs](https://github.com/aio-libs)  
 aiohttp: Asynchronous HTTP client/server framework for asyncio and Python  
 [https://docs.aiohttp.org](https://docs.aiohttp.org)  
 [https://github.com/aio-libs/aiohttp](https://github.com/aio-libs/aiohttp)  
 27 stars per week over 491 weeks  
-13,314 stars, 1,871 forks, 227 watches  
+13,318 stars, 1,870 forks, 227 watches  
 created 2013-10-01, last commit 2023-02-28, main language Python  
 <sub><sup>aiohttp, async, asyncio, hacktoberfest, http, http-client, http-server, python</sup></sub>
 
@@ -100,79 +100,39 @@ httpx: A next generation HTTP client for Python. 🦋
 [https://www.python-httpx.org/](https://www.python-httpx.org/)  
 [https://github.com/encode/httpx](https://github.com/encode/httpx)  
 49 stars per week over 204 weeks  
-10,131 stars, 673 forks, 112 watches  
+10,136 stars, 673 forks, 112 watches  
 created 2019-04-04, last commit 2023-03-01, main language Python  
 <sub><sup>asyncio, http, python, trio</sup></sub>
 
 
-### [falcon](https://github.com/falconry/falcon) by [falconry](https://github.com/falconry)  
-falcon: The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.  
-[https://falcon.readthedocs.io/en/stable/](https://falcon.readthedocs.io/en/stable/)  
-[https://github.com/falconry/falcon](https://github.com/falconry/falcon)  
-16 stars per week over 534 weeks  
-9,015 stars, 901 forks, 267 watches  
-created 2012-12-06, last commit 2023-01-18, main language Python  
-<sub><sup>api, api-rest, asgi, framework, http, microservices, python, rest, web, wsgi</sup></sub>
-
-
-### [gunicorn](https://github.com/benoitc/gunicorn) by [benoitc](https://github.com/benoitc)  
-gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.  
-[http://www.gunicorn.org](http://www.gunicorn.org)  
-[https://github.com/benoitc/gunicorn](https://github.com/benoitc/gunicorn)  
-12 stars per week over 691 weeks  
-8,798 stars, 1,631 forks, 229 watches  
-created 2009-11-30, last commit 2023-01-26, main language Python  
-<sub><sup>http, http-server, python, wsgi, wsgi-server</sup></sub>
-
-
 ### [starlette](https://github.com/encode/starlette) by [encode](https://github.com/encode)  
 starlette: The little ASGI framework that shines. 🌟  
 [https://www.starlette.io/](https://www.starlette.io/)  
 [https://github.com/encode/starlette](https://github.com/encode/starlette)  
 32 stars per week over 244 weeks  
-7,940 stars, 721 forks, 111 watches  
-created 2018-06-25, last commit 2023-03-01, main language Python  
+7,944 stars, 720 forks, 111 watches  
+created 2018-06-25, last commit 2023-03-03, main language Python  
 <sub><sup>async, http, python, websockets</sup></sub>
 
 
-### [bottle](https://github.com/bottlepy/bottle) by [bottlepy](https://github.com/bottlepy)  
-bottle.py is a fast and simple micro-framework for python web-applications.  
-[http://bottlepy.org/](http://bottlepy.org/)  
-[https://github.com/bottlepy/bottle](https://github.com/bottlepy/bottle)  
-11 stars per week over 713 weeks  
-7,907 stars, 1,446 forks, 312 watches  
-created 2009-06-30, last commit 2022-09-05, main language Python  
-<sub><sup>bottle, python, rest, web-framework, wsgi</sup></sub>
-
-
-### [graphene](https://github.com/graphql-python/graphene) by [graphql-python](https://github.com/graphql-python)  
-graphene: GraphQL framework for Python  
-[http://graphene-python.org/](http://graphene-python.org/)  
-[https://github.com/graphql-python/graphene](https://github.com/graphql-python/graphene)  
-19 stars per week over 388 weeks  
-7,590 stars, 811 forks, 144 watches  
-created 2015-09-24, last commit 2023-02-28, main language Python  
-<sub><sup>framework, graphene, graphql, python, relay</sup></sub>
-
-
-### [eve](https://github.com/pyeve/eve) by [pyeve](https://github.com/pyeve)  
-eve: REST API framework designed for human beings  
-[https://python-eve.org](https://python-eve.org)  
-[https://github.com/pyeve/eve](https://github.com/pyeve/eve)  
-12 stars per week over 540 weeks  
-6,587 stars, 754 forks, 229 watches  
-created 2012-10-22, last commit 2022-11-10, main language Python  
-<sub><sup>flask, mongodb, python, rest</sup></sub>
+### [tornado](https://github.com/tornadoweb/tornado) by [tornadoweb](https://github.com/tornadoweb)  
+Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.  
+[http://www.tornadoweb.org/](http://www.tornadoweb.org/)  
+[https://github.com/tornadoweb/tornado](https://github.com/tornadoweb/tornado)  
+29 stars per week over 703 weeks  
+21,004 stars, 5,494 forks, 1,003 watches  
+created 2009-09-09, last commit 2023-02-21, main language Python  
+<sub><sup>asynchronous, python</sup></sub>
 
 
-### [werkzeug](https://github.com/pallets/werkzeug) by [pallets](https://github.com/pallets)  
-werkzeug: The comprehensive WSGI web application library.  
-[https://werkzeug.palletsprojects.com](https://werkzeug.palletsprojects.com)  
-[https://github.com/pallets/werkzeug](https://github.com/pallets/werkzeug)  
-9.75 stars per week over 645 weeks  
-6,296 stars, 1,683 forks, 227 watches  
-created 2010-10-18, last commit 2023-03-01, main language Python  
-<sub><sup>http, pallets, python, werkzeug, wsgi</sup></sub>
+### [starlite](https://github.com/starlite-api/starlite) by [starlite-api](https://github.com/starlite-api)  
+starlite: Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs  
+[https://starliteproject.dev](https://starliteproject.dev)  
+[https://github.com/starlite-api/starlite](https://github.com/starlite-api/starlite)  
+27 stars per week over 64 weeks  
+1,765 stars, 174 forks, 26 watches  
+created 2021-12-06, last commit 2023-03-03, main language Python  
+<sub><sup>api, asgi, openapi, pydantic, python, redoc, rest, starlite, starlite-api, starlite-framework, swagger</sup></sub>
 
 
 ### [uvicorn](https://github.com/encode/uvicorn) by [encode](https://github.com/encode)  
@@ -180,191 +140,196 @@ uvicorn: An ASGI web server, for Python. 🦄
 [https://www.uvicorn.org/](https://www.uvicorn.org/)  
 [https://github.com/encode/uvicorn](https://github.com/encode/uvicorn)  
 20 stars per week over 300 weeks  
-6,211 stars, 551 forks, 84 watches  
+6,218 stars, 551 forks, 84 watches  
 created 2017-05-31, last commit 2023-03-01, main language Python  
 <sub><sup>asgi, asyncio, http, http-server, python</sup></sub>
 
 
-### [pynecone](https://github.com/pynecone-io/pynecone) by [pynecone-io](https://github.com/pynecone-io)  
-pynecone: 🕸 Web apps in pure Python 🐍  
-[https://pynecone.io](https://pynecone.io)  
-[https://github.com/pynecone-io/pynecone](https://github.com/pynecone-io/pynecone)  
-301 stars per week over 18 weeks  
-5,552 stars, 188 forks, 58 watches  
-created 2022-10-25, last commit 2023-03-01, main language Python  
-<sub><sup>framework, fullstack, infrastructure, open-source, python, python-library, python3, web, webdev</sup></sub>
-
-
 ### [django-ninja](https://github.com/vitalik/django-ninja) by [vitalik](https://github.com/vitalik)  
 django-ninja: 💨  Fast, Async-ready, Openapi, type hints based framework for building APIs  
 [https://django-ninja.rest-framework.com](https://django-ninja.rest-framework.com)  
 [https://github.com/vitalik/django-ninja](https://github.com/vitalik/django-ninja)  
 28 stars per week over 145 weeks  
-4,105 stars, 261 forks, 62 watches  
+4,107 stars, 262 forks, 62 watches  
 created 2020-05-19, last commit 2023-02-24, main language Python  
 <sub><sup>django, django-ninja, openapi, pydantic, python, rest-api, swagger, swagger-ui</sup></sub>
 
 
-### [PyWebIO](https://github.com/pywebio/pywebio) by [pywebio](https://github.com/pywebio)  
-PyWebIO: Write interactive web app in script way.  
-[https://pywebio.readthedocs.io](https://pywebio.readthedocs.io)  
-[https://github.com/pywebio/pywebio](https://github.com/pywebio/pywebio)  
-23 stars per week over 156 weeks  
-3,716 stars, 334 forks, 51 watches  
-created 2020-02-29, last commit 2023-02-06, main language Python  
-<sub><sup>pywebio</sup></sub>
-
-
-### [uwsgi](https://github.com/unbit/uwsgi) by [unbit](https://github.com/unbit)  
-uWSGI application server container  
-[http://projects.unbit.it/uwsgi](http://projects.unbit.it/uwsgi)  
-[https://github.com/unbit/uwsgi](https://github.com/unbit/uwsgi)  
-5.48 stars per week over 594 weeks  
-3,260 stars, 670 forks, 113 watches  
-created 2011-10-09, last commit 2023-01-10, main language C  
-
-
-### [websocket-client](https://github.com/websocket-client/websocket-client)  
-websocket-client: WebSocket client for Python  
-[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
-[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
-4.99 stars per week over 635 weeks  
-3,170 stars, 732 forks, 90 watches  
-created 2010-12-28, last commit 2023-03-01, main language Python  
-<sub><sup>python, rfc-6455, websocket, websocket-client, websockets, websockets-client</sup></sub>
-
-
 ### [strawberry](https://github.com/strawberry-graphql/strawberry) by [strawberry-graphql](https://github.com/strawberry-graphql)  
 strawberry: A GraphQL library for Python that leverages type annotations 🍓  
 [https://strawberry.rocks](https://strawberry.rocks)  
 [https://github.com/strawberry-graphql/strawberry](https://github.com/strawberry-graphql/strawberry)  
 13 stars per week over 219 weeks  
-2,984 stars, 373 forks, 40 watches  
+2,986 stars, 374 forks, 40 watches  
 created 2018-12-21, last commit 2023-03-02, main language Python  
 <sub><sup>asgi, asyncio, django, graphql, graphql-library, graphql-schema, graphql-server, hacktoberfest, mypy, python, starlette, strawberry</sup></sub>
 
 
+### [graphene](https://github.com/graphql-python/graphene) by [graphql-python](https://github.com/graphql-python)  
+graphene: GraphQL framework for Python  
+[http://graphene-python.org/](http://graphene-python.org/)  
+[https://github.com/graphql-python/graphene](https://github.com/graphql-python/graphene)  
+19 stars per week over 388 weeks  
+7,591 stars, 812 forks, 144 watches  
+created 2015-09-24, last commit 2023-03-03, main language Python  
+<sub><sup>framework, graphene, graphql, python, relay</sup></sub>
+
+
+### [werkzeug](https://github.com/pallets/werkzeug) by [pallets](https://github.com/pallets)  
+werkzeug: The comprehensive WSGI web application library.  
+[https://werkzeug.palletsprojects.com](https://werkzeug.palletsprojects.com)  
+[https://github.com/pallets/werkzeug](https://github.com/pallets/werkzeug)  
+9.75 stars per week over 645 weeks  
+6,296 stars, 1,683 forks, 227 watches  
+created 2010-10-18, last commit 2023-03-03, main language Python  
+<sub><sup>http, pallets, python, werkzeug, wsgi</sup></sub>
+
+
+### [gunicorn](https://github.com/benoitc/gunicorn) by [benoitc](https://github.com/benoitc)  
+gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.  
+[http://www.gunicorn.org](http://www.gunicorn.org)  
+[https://github.com/benoitc/gunicorn](https://github.com/benoitc/gunicorn)  
+12 stars per week over 691 weeks  
+8,801 stars, 1,631 forks, 229 watches  
+created 2009-11-30, last commit 2023-01-26, main language Python  
+<sub><sup>http, http-server, python, wsgi, wsgi-server</sup></sub>
+
+
+### [falcon](https://github.com/falconry/falcon) by [falconry](https://github.com/falconry)  
+falcon: The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.  
+[https://falcon.readthedocs.io/en/stable/](https://falcon.readthedocs.io/en/stable/)  
+[https://github.com/falconry/falcon](https://github.com/falconry/falcon)  
+16 stars per week over 534 weeks  
+9,016 stars, 901 forks, 267 watches  
+created 2012-12-06, last commit 2023-01-18, main language Python  
+<sub><sup>api, api-rest, asgi, framework, http, microservices, python, rest, web, wsgi</sup></sub>
+
+
+### [PyWebIO](https://github.com/pywebio/pywebio) by [pywebio](https://github.com/pywebio)  
+PyWebIO: Write interactive web app in script way.  
+[https://pywebio.readthedocs.io](https://pywebio.readthedocs.io)  
+[https://github.com/pywebio/pywebio](https://github.com/pywebio/pywebio)  
+23 stars per week over 157 weeks  
+3,718 stars, 334 forks, 50 watches  
+created 2020-02-29, last commit 2023-02-06, main language Python  
+<sub><sup>pywebio</sup></sub>
+
+
 ### [fastapi-users](https://github.com/fastapi-users/fastapi-users)  
 fastapi-users: Ready-to-use and customizable users management for FastAPI  
 [https://fastapi-users.github.io/fastapi-users/](https://fastapi-users.github.io/fastapi-users/)  
 [https://github.com/fastapi-users/fastapi-users](https://github.com/fastapi-users/fastapi-users)  
-14 stars per week over 177 weeks  
-2,517 stars, 250 forks, 34 watches  
+14 stars per week over 178 weeks  
+2,520 stars, 250 forks, 34 watches  
 created 2019-10-05, last commit 2023-02-14, main language Python  
 <sub><sup>async, asyncio, fastapi, fastapi-users, python, starlette, users</sup></sub>
 
 
-### [Astra](https://github.com/flipkart-incubator/astra) by [flipkart-incubator](https://github.com/flipkart-incubator)  
-Astra: Automated Security Testing For REST API's  
-[https://github.com/flipkart-incubator/astra](https://github.com/flipkart-incubator/astra)  
-8.14 stars per week over 268 weeks  
-2,183 stars, 361 forks, 85 watches  
-created 2018-01-10, last commit 2023-02-16, main language Python  
-<sub><sup>ci-cd, owasp, penetration-testing, penetration-testing-framework, postman-collection, python, restapiautomation, sdlc, security, security-automation</sup></sub>
-
-
 ### [flask-restx](https://github.com/python-restx/flask-restx) by [python-restx](https://github.com/python-restx)  
 flask-restx: Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask  
 [https://flask-restx.readthedocs.io/en/latest/](https://flask-restx.readthedocs.io/en/latest/)  
 [https://github.com/python-restx/flask-restx](https://github.com/python-restx/flask-restx)  
 10 stars per week over 164 weeks  
 1,762 stars, 294 forks, 70 watches  
-created 2020-01-09, last commit 2023-02-19, main language Python  
+created 2020-01-09, last commit 2023-03-04, main language Python  
 <sub><sup>api, flask, json, python, rest, restful, restplus, restx, swagger</sup></sub>
 
 
-### [starlite](https://github.com/starlite-api/starlite) by [starlite-api](https://github.com/starlite-api)  
-starlite: Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs  
-[https://starliteproject.dev](https://starliteproject.dev)  
-[https://github.com/starlite-api/starlite](https://github.com/starlite-api/starlite)  
-27 stars per week over 64 weeks  
-1,760 stars, 173 forks, 26 watches  
-created 2021-12-06, last commit 2023-03-02, main language Python  
-<sub><sup>api, asgi, openapi, pydantic, python, redoc, rest, starlite, starlite-api, starlite-framework, swagger</sup></sub>
+### [bottle](https://github.com/bottlepy/bottle) by [bottlepy](https://github.com/bottlepy)  
+bottle.py is a fast and simple micro-framework for python web-applications.  
+[http://bottlepy.org/](http://bottlepy.org/)  
+[https://github.com/bottlepy/bottle](https://github.com/bottlepy/bottle)  
+11 stars per week over 713 weeks  
+7,910 stars, 1,446 forks, 312 watches  
+created 2009-06-30, last commit 2022-09-05, main language Python  
+<sub><sup>bottle, python, rest, web-framework, wsgi</sup></sub>
+
+
+### [websocket-client](https://github.com/websocket-client/websocket-client)  
+websocket-client: WebSocket client for Python  
+[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
+[https://github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)  
+4.99 stars per week over 635 weeks  
+3,173 stars, 732 forks, 90 watches  
+created 2010-12-28, last commit 2023-03-01, main language Python  
+<sub><sup>python, rfc-6455, websocket, websocket-client, websockets, websockets-client</sup></sub>
+
+
+### [eve](https://github.com/pyeve/eve) by [pyeve](https://github.com/pyeve)  
+eve: REST API framework designed for human beings  
+[https://python-eve.org](https://python-eve.org)  
+[https://github.com/pyeve/eve](https://github.com/pyeve/eve)  
+12 stars per week over 540 weeks  
+6,586 stars, 754 forks, 229 watches  
+created 2012-10-22, last commit 2022-11-10, main language Python  
+<sub><sup>flask, mongodb, python, rest</sup></sub>
+
+
+### [uwsgi](https://github.com/unbit/uwsgi) by [unbit](https://github.com/unbit)  
+uWSGI application server container  
+[http://projects.unbit.it/uwsgi](http://projects.unbit.it/uwsgi)  
+[https://github.com/unbit/uwsgi](https://github.com/unbit/uwsgi)  
+5.48 stars per week over 595 weeks  
+3,261 stars, 671 forks, 113 watches  
+created 2011-10-09, last commit 2023-01-10, main language C  
 
 
 ### [quart](https://github.com/pallets/quart) by [pallets](https://github.com/pallets)  
 quart: An async Python micro framework for building web applications.   
 [https://quart.palletsprojects.com](https://quart.palletsprojects.com)  
 [https://github.com/pallets/quart](https://github.com/pallets/quart)  
-5.93 stars per week over 277 weeks  
-1,643 stars, 100 forks, 25 watches  
+5.94 stars per week over 277 weeks  
+1,646 stars, 100 forks, 26 watches  
 created 2017-11-10, last commit 2023-02-12, main language Python  
 <sub><sup>asgi, asyncio, http-server, python, quart</sup></sub>
 
 
-### [mangum](https://github.com/jordaneremieff/mangum) by [jordaneremieff](https://github.com/jordaneremieff)  
-mangum: AWS Lambda support for ASGI applications  
-[https://mangum.io/](https://mangum.io/)  
-[https://github.com/jordaneremieff/mangum](https://github.com/jordaneremieff/mangum)  
-5.68 stars per week over 215 weeks  
-1,225 stars, 80 forks, 16 watches  
-created 2019-01-14, last commit 2022-11-27, main language Python  
-<sub><sup>api-gateway, asgi, asyncio, aws, aws-lambda, django, fastapi, lambda, python, python3, quart, sanic, serverless, starlette</sup></sub>
-
-
-### [BlackSheep](https://github.com/neoteroi/blacksheep) by [neoteroi](https://github.com/neoteroi)  
-BlackSheep: Fast ASGI web framework for Python  
-[https://www.neoteroi.dev/blacksheep/](https://www.neoteroi.dev/blacksheep/)  
-[https://github.com/neoteroi/blacksheep](https://github.com/neoteroi/blacksheep)  
-5.29 stars per week over 223 weeks  
-1,181 stars, 52 forks, 23 watches  
-created 2018-11-22, last commit 2023-02-17, main language Python  
-<sub><sup>asgi, asyncio, blacksheep, framework, http, http-server, python, server, web</sup></sub>
+### [FastAPI-template](https://github.com/s3rius/fastapi-template) by [s3rius](https://github.com/s3rius)  
+FastAPI-template: Feature rich robust FastAPI template.  
+[https://github.com/s3rius/fastapi-template](https://github.com/s3rius/fastapi-template)  
+5.33 stars per week over 125 weeks  
+671 stars, 69 forks, 13 watches  
+created 2020-10-05, last commit 2023-02-05, main language Python  
+<sub><sup>aerich, alembic, asynchronous, asyncio, cookiecutter, cookiecutter-python3, cookiecutter-template, fastapi, fastapi-boilerplate, fastapi-template, graphql, opentelemetry, ormar, prometheus, python3, sentry, sqlalchemy-orm, strawberry-graphql, tortoise-orm</sup></sub>
 
 
-### [httptools](https://github.com/magicstack/httptools) by [magicstack](https://github.com/magicstack)  
-httptools: Fast HTTP parser  
-[https://github.com/magicstack/httptools](https://github.com/magicstack/httptools)  
-3.05 stars per week over 357 weeks  
-1,090 stars, 71 forks, 40 watches  
-created 2016-04-25, last commit 2022-09-13, main language Python  
+### [py-shiny](https://github.com/rstudio/py-shiny) by [rstudio](https://github.com/rstudio)  
+py-shiny: Shiny for Python  
+[https://shiny.rstudio.com/py/](https://shiny.rstudio.com/py/)  
+[https://github.com/rstudio/py-shiny](https://github.com/rstudio/py-shiny)  
+4.05 stars per week over 83 weeks  
+339 stars, 20 forks, 23 watches  
+created 2021-07-27, last commit 2023-03-04, main language JavaScript  
 
 
 ### [fastapi-crudrouter](https://github.com/awtkns/fastapi-crudrouter) by [awtkns](https://github.com/awtkns)  
 fastapi-crudrouter: A dynamic FastAPI router that automatically creates CRUD routes for your models  
 [https://fastapi-crudrouter.awtkns.com](https://fastapi-crudrouter.awtkns.com)  
 [https://github.com/awtkns/fastapi-crudrouter](https://github.com/awtkns/fastapi-crudrouter)  
-8.97 stars per week over 114 weeks  
+8.95 stars per week over 115 weeks  
 1,030 stars, 122 forks, 12 watches  
 created 2020-12-19, last commit 2023-01-28, main language Python  
 <sub><sup>api, async, asyncio, code-generation, crud, crud-routes, fastapi, fastapi-crudrouter, framework, openapi, openapi-route, python, python3, redoc, rest, sql, swagger-ui, web</sup></sub>
 
 
-### [emmett](https://github.com/emmett-framework/emmett) by [emmett-framework](https://github.com/emmett-framework)  
-emmett: The web framework for inventors  
-[https://github.com/emmett-framework/emmett](https://github.com/emmett-framework/emmett)  
-1.9 stars per week over 436 weeks  
-829 stars, 62 forks, 31 watches  
-created 2014-10-20, last commit 2023-01-30, main language Python  
-<sub><sup>asgi, asyncio, emmett, python, web-framework</sup></sub>
-
-
-### [FastAPI-template](https://github.com/s3rius/fastapi-template) by [s3rius](https://github.com/s3rius)  
-FastAPI-template: Feature rich robust FastAPI template.  
-[https://github.com/s3rius/fastapi-template](https://github.com/s3rius/fastapi-template)  
-5.34 stars per week over 125 weeks  
-671 stars, 69 forks, 13 watches  
-created 2020-10-05, last commit 2023-02-05, main language Python  
-<sub><sup>aerich, alembic, asynchronous, asyncio, cookiecutter, cookiecutter-python3, cookiecutter-template, fastapi, fastapi-boilerplate, fastapi-template, graphql, opentelemetry, ormar, prometheus, python3, sentry, sqlalchemy-orm, strawberry-graphql, tortoise-orm</sup></sub>
-
-
-### [fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator) by [koxudaxi](https://github.com/koxudaxi)  
-fastapi-code-generator: This code generator creates FastAPI app from an openapi file.  
-[https://github.com/koxudaxi/fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator)  
-4.7 stars per week over 141 weeks  
-666 stars, 76 forks, 15 watches  
-created 2020-06-14, last commit 2023-02-15, main language Python  
-<sub><sup>fastapi, generator, openapi, pydantic, python</sup></sub>
+### [BlackSheep](https://github.com/neoteroi/blacksheep) by [neoteroi](https://github.com/neoteroi)  
+BlackSheep: Fast ASGI web framework for Python  
+[https://www.neoteroi.dev/blacksheep/](https://www.neoteroi.dev/blacksheep/)  
+[https://github.com/neoteroi/blacksheep](https://github.com/neoteroi/blacksheep)  
+5.29 stars per week over 223 weeks  
+1,182 stars, 52 forks, 23 watches  
+created 2018-11-22, last commit 2023-02-17, main language Python  
+<sub><sup>asgi, asyncio, blacksheep, framework, http, http-server, python, server, web</sup></sub>
 
 
-### [muffin](https://github.com/klen/muffin) by [klen](https://github.com/klen)  
-Muffin is a fast, simple and asyncronous web-framework for Python 3  
-[https://github.com/klen/muffin](https://github.com/klen/muffin)  
-1.48 stars per week over 421 weeks  
-625 stars, 25 forks, 31 watches  
-created 2015-02-03, last commit 2023-02-28, main language Python  
-<sub><sup>asgi, asyncio, curio, muffin, python, trio, webframework</sup></sub>
+### [mangum](https://github.com/jordaneremieff/mangum) by [jordaneremieff](https://github.com/jordaneremieff)  
+mangum: AWS Lambda support for ASGI applications  
+[https://mangum.io/](https://mangum.io/)  
+[https://github.com/jordaneremieff/mangum](https://github.com/jordaneremieff/mangum)  
+5.67 stars per week over 215 weeks  
+1,224 stars, 80 forks, 16 watches  
+created 2019-01-14, last commit 2022-11-27, main language Python  
+<sub><sup>api-gateway, asgi, asyncio, aws, aws-lambda, django, fastapi, lambda, python, python3, quart, sanic, serverless, starlette</sup></sub>
 
 
 ### [fastapi-cache](https://github.com/long2ice/fastapi-cache) by [long2ice](https://github.com/long2ice)  
@@ -372,26 +337,18 @@ fastapi-cache is a tool to cache fastapi response and function result, with back
 [https://github.com/long2ice/fastapi-cache](https://github.com/long2ice/fastapi-cache)  
 [https://github.com/long2ice/fastapi-cache](https://github.com/long2ice/fastapi-cache)  
 4.62 stars per week over 131 weeks  
-607 stars, 89 forks, 9 watches  
+608 stars, 90 forks, 9 watches  
 created 2020-08-25, last commit 2023-02-15, main language Python  
 <sub><sup>cache, fastapi, memcached, redis</sup></sub>
 
 
-### [py-shiny](https://github.com/rstudio/py-shiny) by [rstudio](https://github.com/rstudio)  
-py-shiny: Shiny for Python  
-[https://shiny.rstudio.com/py/](https://shiny.rstudio.com/py/)  
-[https://github.com/rstudio/py-shiny](https://github.com/rstudio/py-shiny)  
-4.04 stars per week over 83 weeks  
-337 stars, 20 forks, 23 watches  
-created 2021-07-27, last commit 2023-03-02, main language JavaScript  
-
-
-### [fastapi_client](https://github.com/dmontagu/fastapi_client) by [dmontagu](https://github.com/dmontagu)  
-fastapi_client: FastAPI client generator  
-[https://github.com/dmontagu/fastapi_client](https://github.com/dmontagu/fastapi_client)  
-1.58 stars per week over 186 weeks  
-296 stars, 39 forks, 8 watches  
-created 2019-08-03, last commit 2021-02-11, main language Python  
+### [fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator) by [koxudaxi](https://github.com/koxudaxi)  
+fastapi-code-generator: This code generator creates FastAPI app from an openapi file.  
+[https://github.com/koxudaxi/fastapi-code-generator](https://github.com/koxudaxi/fastapi-code-generator)  
+4.71 stars per week over 142 weeks  
+669 stars, 75 forks, 15 watches  
+created 2020-06-14, last commit 2023-02-15, main language Python  
+<sub><sup>fastapi, generator, openapi, pydantic, python</sup></sub>
 
 
 ### [FastAPI-Backend-Template](https://github.com/aeternalis-ingenium/fastapi-backend-template) by [aeternalis-ingenium](https://github.com/aeternalis-ingenium)  
@@ -403,6 +360,24 @@ created 2022-12-05, last commit 2023-02-05, main language Python
 <sub><sup>alembic, asynchronous, asyncpg, codecov, coverage, docker, docker-compose, fastapi, githubactions, jwt, postgresql, pre-commit, pytest, python, sqlalchemy</sup></sub>
 
 
+### [Astra](https://github.com/flipkart-incubator/astra) by [flipkart-incubator](https://github.com/flipkart-incubator)  
+Astra: Automated Security Testing For REST API's  
+[https://github.com/flipkart-incubator/astra](https://github.com/flipkart-incubator/astra)  
+8.13 stars per week over 268 weeks  
+2,184 stars, 361 forks, 85 watches  
+created 2018-01-10, last commit 2023-02-16, main language Python  
+<sub><sup>ci-cd, owasp, penetration-testing, penetration-testing-framework, postman-collection, python, restapiautomation, sdlc, security, security-automation</sup></sub>
+
+
+### [emmett](https://github.com/emmett-framework/emmett) by [emmett-framework](https://github.com/emmett-framework)  
+emmett: The web framework for inventors  
+[https://github.com/emmett-framework/emmett](https://github.com/emmett-framework/emmett)  
+1.9 stars per week over 436 weeks  
+829 stars, 62 forks, 31 watches  
+created 2014-10-20, last commit 2023-01-30, main language Python  
+<sub><sup>asgi, asyncio, emmett, python, web-framework</sup></sub>
+
+
 ### [hstream](https://github.com/conradbez/hstream) by [conradbez](https://github.com/conradbez)  
 hstream: Hyper Stream  
 [https://github.com/conradbez/hstream](https://github.com/conradbez/hstream)  
@@ -411,13 +386,13 @@ hstream: Hyper Stream
 created 2022-11-03, last commit 2023-02-10, main language Python  
 
 
-### [fastai-serving](https://github.com/developmentseed/fastai-serving) by [developmentseed](https://github.com/developmentseed)  
-fastai-serving: A Docker image for serving fast.ai models, mimicking the API of Tensorflow Serving  
-[https://github.com/developmentseed/fastai-serving](https://github.com/developmentseed/fastai-serving)  
-0.63 stars per week over 191 weeks  
-121 stars, 11 forks, 8 watches  
-created 2019-07-01, last commit 2020-02-10, main language Python  
-<sub><sup>deep-learning, docker, machine-learning, python, pytorch</sup></sub>
+### [muffin](https://github.com/klen/muffin) by [klen](https://github.com/klen)  
+Muffin is a fast, simple and asyncronous web-framework for Python 3  
+[https://github.com/klen/muffin](https://github.com/klen/muffin)  
+1.48 stars per week over 421 weeks  
+625 stars, 25 forks, 31 watches  
+created 2015-02-03, last commit 2023-03-04, main language Python  
+<sub><sup>asgi, asyncio, curio, muffin, python, trio, webframework</sup></sub>
 
 
 ### [fastapi-boilerplate](https://github.com/rawheel/fastapi-boilerplate) by [rawheel](https://github.com/rawheel)  
@@ -429,7 +404,23 @@ created 2022-12-28, last commit 2023-01-07, main language Python
 <sub><sup>alembic, boilerplate, docker, docker-compose, fastapi, fastapi-boilerplate, fastapi-sqlalchemy, orm, poetry-python, postgresql, pydantic, python3, sqlalchemy, sqlalchemy-orm</sup></sub>
 
 
-This file was automatically generated on 2023-03-03.  
+### [httptools](https://github.com/magicstack/httptools) by [magicstack](https://github.com/magicstack)  
+httptools: Fast HTTP parser  
+[https://github.com/magicstack/httptools](https://github.com/magicstack/httptools)  
+3.05 stars per week over 357 weeks  
+1,092 stars, 71 forks, 40 watches  
+created 2016-04-25, last commit 2022-09-13, main language Python  
+
+
+### [fastapi_client](https://github.com/dmontagu/fastapi_client) by [dmontagu](https://github.com/dmontagu)  
+fastapi_client: FastAPI client generator  
+[https://github.com/dmontagu/fastapi_client](https://github.com/dmontagu/fastapi_client)  
+1.58 stars per week over 187 weeks  
+296 stars, 39 forks, 8 watches  
+created 2019-08-03, last commit 2021-02-11, main language Python  
+
+
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.  
 
diff --git a/client/.gitignore b/client/.gitignore
index dc7ab26..5bd25af 100644
--- a/client/.gitignore
+++ b/client/.gitignore
@@ -1,4 +1,5 @@
 data/
 github_data.json
 github_data.min.json
+github_data.ui.min.json
 github_tags_data.json
diff --git a/client/Makefile b/client/Makefile
index 0aede23..8ea4cf4 100644
--- a/client/Makefile
+++ b/client/Makefile
@@ -14,8 +14,7 @@ serve-local-app:
 
 ## Copy processed data to local client for testing
 copy-data-local-app: remove-data-local-app
-	cp ../github_data.json app/
-	cp ../github_data.min.json app/
+	cp ../github_data.ui.min.json app/
 	cp ../github_tags_data.json app/
 	cp -r ../data app/data
 
@@ -23,6 +22,7 @@ copy-data-local-app: remove-data-local-app
 remove-data-local-app:
 	rm app/github_data.json || true
 	rm app/github_data.min.json || true
+	rm app/github_data.ui.min.json || true
 	rm -rf app/data
 
 ## Browse local js client
diff --git a/client/app/app.html b/client/app/app.html
index 1f4f5c3..63c358b 100644
--- a/client/app/app.html
+++ b/client/app/app.html
@@ -12,7 +12,7 @@
 
     <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap/5.1.3/css/bootstrap.min.css"/>
     <link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/v/bs5/jq-3.6.0/dt-1.12.1/r-2.3.0/datatables.min.css"/>
-    <link rel="stylesheet" type="text/css" href="app.css?v=0.0.0.20" />
+    <link rel="stylesheet" type="text/css" href="app.css?v=0.0.0.22" />
     <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/jquery-modal/0.9.2/jquery.modal.min.css" />
     <!-- font-awesome for hamburger menu bars -->
     <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css">
@@ -31,7 +31,7 @@
     <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min.js"></script>
     <script type="text/javascript" src="https://cdn.datatables.net/v/bs5/jq-3.6.0/dt-1.12.1/r-2.3.0/datatables.min.js"></script>
     <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/jquery-modal/0.9.2/jquery.modal.min.js"></script>
-    <script type="text/javascript" src="app.js?v=0.0.0.21"></script>
+    <script type="text/javascript" src="app.js?v=0.0.0.22"></script>
     <script async src="https://www.googletagmanager.com/gtag/js?id=G-VP3W2NGZN5"></script>
 
     <script>
diff --git a/client/app/app.js b/client/app/app.js
index d4c034a..6c33784 100644
--- a/client/app/app.js
+++ b/client/app/app.js
@@ -1,4 +1,4 @@
-const version = "v0.0.8";
+const version = "v0.0.10";
 const CATEGORY_COL = 7;
 const TAG_COL = 8;
 
@@ -50,6 +50,7 @@ $(document).on("preInit.dt", function (e, settings) {
         'data': 'Data',
         'debug': 'Debugging',
         'diffusion': 'Diffusion Text to Image',
+        'finance': 'Finance',
         'gamedev': 'Game Development',
         'gis': 'GIS',
         'graph': 'Graph',
@@ -106,7 +107,7 @@ $(document).on("preInit.dt", function (e, settings) {
     }
 });
 
-// Tag filter dropdown
+// Tag filter dropdown (WIP)
 //$(document).on("preInit.dt", function (e, settings) {
 //    var select = $('<select name="tag_filter" id="tag_filter" class="form-select-sm form-select-sm tag_filter">' +
 //                   '<option value="">All Tags</option></select>');
@@ -138,12 +139,7 @@ $(document).on("preInit.dt", function (e, settings) {
 //});
 
 $(document).ready( function () {
-    var ajax_url = './github_data.min.json?v1.0';
-    // var ajax_url = 'https://crazy-awesome-python-api.infocruncher.com/github_data.min.json';
-    if (location.hostname === "localhost" || location.hostname === "127.0.0.1") {
-        // Use local testing json data
-        ajax_url = '/github_data.json?v1.0';
-    }
+    var ajax_url = './github_data.ui.min.json?v1.0';
 
     $("#menu-icon").click(function(){
         // https://www.w3schools.com/howto/howto_js_sidenav.asp
@@ -188,17 +184,34 @@ $(document).ready( function () {
                 return repoUrl;
              }
            },
-           { data: "_stars", title: "Stars&nbsp;<img src='img/star.png' class='github-img' />", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+           { data: "_pop_score", title: "Score&nbsp;🔥", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+
+           { data: "_stars", title: "Stars&nbsp;⭐", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
            { data: "_stars_per_week", title: "Stars<br />per&nbsp;week",
             render: function(data, type, row, meta) { return data > 10 ? data.toFixed(0) : data.toFixed(1); }
            },
+
+//           { data: "_pop_contributor_count", title: "contributors", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_commit_frequency", title: "commits<br />frequency", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_issue_count", title: "issues", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_comment_count", title: "comments", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_contributor_orgs_len", title: "contributor_orgs", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_updated_issues_count", title: "updated_issues_count", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_closed_issues_count", title: "closed_issues_count", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_created_since_days", title: "created_since_days", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_updated_since_days", title: "updated_since_days", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_recent_releases_count", title: "recent_releases_count", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_recent_releases_estimated_tags", title: "recent_releases_estimated_tags", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_recent_releases_adjusted_count", title: "recent_releases_adjusted_count", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_comment_count_lookback_days", title: "comment_count_lookback_days", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_pop_comment_frequency", title: "comment_frequency", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+
            { data: "_description", title: "Description",
              render: function(data, type, row, meta) {
-//                return "<div class='text-wrap description-column'>" + data + "</div>";
                 if(data.length > description_maxlen) {
                     return "<div class='text-wrap description-column'>" + data.substr(0, description_maxlen) + "...</div>";
                 } else {
-                    return data;
+                    return "<div class='text-wrap description-column'>" + data + "</div>";
                 }
              }
            },
@@ -212,7 +225,7 @@ $(document).ready( function () {
                 return repoUrl + orgUrl + homepageUrl;
              }
            },
-           { data: "_forks", title: "Forks&nbsp;<img src='img/fork.png' class='github-img' />", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
+//           { data: "_forks", title: "Forks&nbsp;<img src='img/fork.png' class='github-img' />", className: "text-nowrap", render: $.fn.dataTable.render.number(',', '.', 0) },
            { data: "_age_weeks", title: "Age in&nbsp;weeks",
             render: function(data, type, row, meta) { return data.toFixed(0); }
            },
@@ -239,7 +252,7 @@ $(document).ready( function () {
                 }
             }
            },
-          //          { data: "_requirements_localurls", title: "Requirements",
+//          { data: "_requirements_localurls", title: "Requirements",
 //            render: function(data, type, row, meta) {
 //                if (data.length > 0) {
 //                    var links = "";
@@ -260,7 +273,6 @@ $(document).ready( function () {
 //                } else {
 //                    return "";
 //                }
-//
 //            }
 //          },
         ],
diff --git a/github_data.csv b/github_data.csv
index b8ebff2..9d6d088 100644
--- a/github_data.csv
+++ b/github_data.csv
@@ -1,984 +1,1042 @@
-,category,githuburl,featured,links,description,_repopath,_reponame,_stars,_forks,_watches,_topics,_language,_homepage,_description,_organization,_updated_at,_last_commit_date,_created_at,_age_weeks,_stars_per_week
-89,ml-dl,https://github.com/tensorflow/tensorflow,,,,tensorflow/tensorflow,tensorflow,171742,87866,7751,"['tensorflow', 'machine-learning', 'python', 'deep-learning', 'deep-neural-networks', 'neural-network', 'ml', 'distributed']",C++,https://tensorflow.org,tensorflow: An Open Source Machine Learning Framework for Everyone,tensorflow,2023-03-03,2023-03-03,2015-11-07,381,449.754582865694
-405,study,https://github.com/thealgorithms/python,,,,thealgorithms/python,Python,154473,39208,5968,"['python', 'algorithm', 'algorithms-implemented', 'algorithm-competitions', 'algos', 'sorts', 'searches', 'sorting-algorithms', 'education', 'learn', 'practice', 'community-driven', 'interview', 'hacktoberfest']",Python,https://the-algorithms.com/,Python: All Algorithms implemented in Python,thealgorithms,2023-03-03,2023-03-02,2016-07-16,345,446.63816604708796
-112,nlp,https://github.com/huggingface/transformers,,,,huggingface/transformers,transformers,83282,18314,912,"['nlp', 'natural-language-processing', 'pytorch', 'language-model', 'tensorflow', 'bert', 'language-models', 'pytorch-transformers', 'nlp-library', 'transformer', 'model-hub', 'pretrained-models', 'jax', 'flax', 'seq2seq', 'speech-recognition', 'hacktoberfest', 'python', 'machine-learning', 'deep-learning']",Python,https://huggingface.co/transformers,"🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.",huggingface,2023-03-03,2023-03-03,2018-10-29,226,367.5750315258512
-14,web,https://github.com/django/django,,,,django/django,django,69074,28725,2265,"['python', 'django', 'web', 'framework', 'orm', 'templates', 'models', 'views', 'apps']",Python,https://www.djangoproject.com/,django: The Web framework for perfectionists with deadlines.,django,2023-03-02,2023-03-02,2012-04-28,565,122.06967937389548
-76,ml-dl,https://github.com/pytorch/pytorch,,,,pytorch/pytorch,pytorch,63307,17573,1633,"['neural-network', 'autograd', 'gpu', 'numpy', 'deep-learning', 'tensor', 'python', 'machine-learning']",C++,https://pytorch.org,pytorch: Tensors and Dynamic neural networks in Python with strong GPU acceleration,pytorch,2023-03-03,2023-03-03,2016-08-13,341,185.1855411617217
-57,web,https://github.com/pallets/flask,,,,pallets/flask,flask,62068,15477,2143,"['python', 'flask', 'wsgi', 'web-framework', 'werkzeug', 'jinja', 'pallets']",Python,https://flask.palletsprojects.com,flask: The Python micro framework for building web applications.,pallets,2023-03-02,2023-03-01,2010-04-06,673,92.16716164616038
-189,util,https://github.com/home-assistant/core,,,,home-assistant/core,core,58569,22197,1349,"['python', 'home-automation', 'iot', 'internet-of-things', 'mqtt', 'raspberry-pi', 'asyncio', 'hacktoberfest']",Python,https://www.home-assistant.io,core: :house_with_garden: Open source home automation that puts local control and privacy first.,home-assistant,2023-03-02,2023-03-03,2013-09-17,493,118.69803126809497
-40,ml-dl,https://github.com/keras-team/keras,,,,keras-team/keras,keras,57454,19304,1923,"['deep-learning', 'tensorflow', 'neural-networks', 'machine-learning', 'data-science', 'python']",Python,http://keras.io/,keras: Deep Learning for humans,keras-team,2023-03-03,2023-03-02,2015-03-28,413,138.82568173973075
-135,web,https://github.com/tiangolo/fastapi,1.0,,,tiangolo/fastapi,fastapi,55091,4568,616,"['python', 'json', 'swagger-ui', 'redoc', 'starlette', 'openapi', 'api', 'openapi3', 'framework', 'async', 'asyncio', 'uvicorn', 'python3', 'python-types', 'pydantic', 'json-schema', 'fastapi', 'swagger', 'rest', 'web']",Python,https://fastapi.tiangolo.com/,"FastAPI framework, high performance, easy to learn, fast to code, ready for production",tiangolo,2023-03-03,2023-03-02,2018-12-08,220,249.4417852522639
-78,ml,https://github.com/scikit-learn/scikit-learn,,,,scikit-learn/scikit-learn,scikit-learn,53170,23997,2155,"['machine-learning', 'python', 'statistics', 'data-science', 'data-analysis']",Python,https://scikit-learn.org,scikit-learn: machine learning in Python,scikit-learn,2023-03-03,2023-03-02,2010-08-17,654,81.24645273957651
-399,util,https://github.com/python/cpython,,,,python/cpython,cpython,50959,25948,1472,[],Python,https://www.python.org/,cpython: The Python programming language,python,2023-03-03,2023-03-02,2017-02-10,316,161.2626582278481
-177,web,https://github.com/psf/requests,,,,psf/requests,requests,49131,8993,1352,"['python', 'http', 'forhumans', 'requests', 'python-requests', 'client', 'humans', 'cookies']",Python,https://requests.readthedocs.io/en/latest/,"requests: A simple, yet elegant, HTTP library.",psf,2023-03-03,2023-02-27,2011-02-13,628,78.14519427402863
-80,data,https://github.com/scrapy/scrapy,,,,scrapy/scrapy,scrapy,46335,9883,1782,"['python', 'scraping', 'crawling', 'framework', 'crawler', 'hacktoberfest', 'web-scraping', 'web-scraping-python']",Python,https://scrapy.org,"Scrapy, a fast high-level web crawling & scraping framework for Python.",scrapy,2023-03-03,2023-03-02,2010-02-22,679,68.18267815850326
-736,diffusion,https://github.com/compvis/stable-diffusion,,,,compvis/stable-diffusion,stable-diffusion,44083,6866,423,[],Jupyter Notebook,https://ommer-lab.com/research/latent-diffusion-models/,stable-diffusion: A latent text-to-image diffusion model,compvis,2023-03-03,2022-11-16,2022-08-10,29,1505.2731707317073
-695,ml-dl,https://github.com/deepfakes/faceswap,,,,deepfakes/faceswap,faceswap,43824,12148,1505,"['faceswap', 'face-swap', 'deep-learning', 'deeplearning', 'deep-neural-networks', 'deepfakes', 'deepface', 'deep-face-swap', 'fakeapp', 'neural-networks', 'neural-nets', 'openfaceswap', 'myfakeapp', 'machine-learning']",Python,https://www.faceswap.dev,faceswap: Deepfakes Software For All,deepfakes,2023-03-02,2023-02-24,2017-12-19,271,161.45684210526315
-838,diffusion,https://github.com/automatic1111/stable-diffusion-webui,,,,automatic1111/stable-diffusion-webui,stable-diffusion-webui,42659,7890,397,[],Python,,stable-diffusion-webui: Stable Diffusion web UI,automatic1111,2023-03-03,2023-02-20,2022-08-22,27,1547.217616580311
-179,term,https://github.com/willmcgugan/rich,,,,willmcgugan/rich,rich,42256,1505,544,"['python', 'python3', 'python-library', 'terminal', 'terminal-color', 'markdown', 'tables', 'syntax-highlighting', 'ansi-colors', 'progress-bar-python', 'progress-bar', 'traceback', 'rich', 'tracebacks-rich', 'emoji', 'tui']",Python,https://rich.readthedocs.io/en/latest/,Rich is a Python library for rich text and beautiful formatting in the terminal.,willmcgugan,2023-03-03,2023-02-19,2019-11-10,172,244.65839536807277
-262,web,https://github.com/sherlock-project/sherlock,,,,sherlock-project/sherlock,sherlock,39398,4675,982,"['osint', 'reconnaissance', 'linux', 'macos', 'cli', 'sherlock', 'python3', 'windows', 'redteam', 'tools', 'information-gathering', 'hacktoberfest', 'hacktoberfest2022', 'python']",Python,http://sherlock-project.github.io,sherlock: 🔎 Hunt down social media accounts by username across social networks,sherlock-project,2023-03-03,2023-02-27,2018-12-24,218,180.25228758169933
-432,study,https://github.com/jakevdp/pythondatasciencehandbook,,,,jakevdp/pythondatasciencehandbook,PythonDataScienceHandbook,37646,16600,1774,"['scikit-learn', 'numpy', 'python', 'jupyter-notebook', 'matplotlib', 'pandas']",Jupyter Notebook,http://jakevdp.github.io/PythonDataScienceHandbook,PythonDataScienceHandbook: Python Data Science Handbook: full text in Jupyter Notebooks,jakevdp,2023-03-02,2018-11-30,2016-08-10,342,109.98414023372287
-694,ml-dl,https://github.com/iperov/deepfacelab,,,,iperov/deepfacelab,DeepFaceLab,37640,8431,1056,"['faceswap', 'face-swap', 'deep-learning', 'deeplearning', 'deep-neural-networks', 'deepfakes', 'deepface', 'deep-face-swap', 'fakeapp', 'neural-networks', 'neural-nets', 'deepfacelab', 'creating-deepfakes', 'arxiv', 'machine-learning']",Python,,DeepFaceLab is the leading software for creating deepfakes.,iperov,2023-03-03,2022-12-31,2018-06-04,247,152.03693017888057
-59,pandas,https://github.com/pandas-dev/pandas,1.0,,,pandas-dev/pandas,pandas,37044,15835,1105,"['data-analysis', 'pandas', 'flexible', 'alignment', 'python', 'data-science']",Python,https://pandas.pydata.org,"pandas: Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more",pandas-dev,2023-03-02,2023-03-03,2010-08-24,653,56.69173589855706
-64,util,https://github.com/psf/black,,,,psf/black,black,31509,2032,230,"['python', 'code', 'formatter', 'codeformatter', 'gofmt', 'yapf', 'autopep8', 'pre-commit-hook', 'hacktoberfest']",Python,https://black.readthedocs.io/en/stable/,black: The uncompromising Python code formatter,psf,2023-03-03,2023-02-27,2018-03-14,259,121.52231404958678
-220,util,https://github.com/pyenv/pyenv,,,,pyenv/pyenv,pyenv,30833,2722,384,"['python', 'shell']",Roff,,pyenv: Simple Python version management,pyenv,2023-03-03,2023-03-02,2012-08-31,548,56.26459854014598
-55,sim,https://github.com/openai/gym,,,,openai/gym,gym,30205,8252,1010,[],Python,https://www.gymlibrary.dev,gym: A toolkit for developing and comparing reinforcement learning algorithms.,openai,2023-03-03,2023-01-30,2016-04-27,357,84.54018392642944
-963,security,https://github.com/certbot/certbot,,,,certbot/certbot,certbot,29681,3332,762,"['acme', 'acme-client', 'certbot', 'certificate', 'letsencrypt', 'python']",Python,,Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server.  It can also act as a client for any other CA that uses the ACME protocol.,certbot,2023-03-03,2023-03-02,2014-11-12,433,68.50214309264754
-118,ml-ops,https://github.com/apache/airflow,,,,apache/airflow,airflow,29333,12009,759,"['airflow', 'apache', 'apache-airflow', 'python', 'scheduler', 'workflow', 'hacktoberfest']",Python,https://airflow.apache.org/,"airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows",apache,2023-03-03,2023-03-02,2015-04-13,411,71.2707393266227
-592,util,https://github.com/mingrammer/diagrams,,,,mingrammer/diagrams,diagrams,27938,1717,346,"['diagram', 'diagram-as-code', 'architecture', 'graphviz']",Python,https://diagrams.mingrammer.com,diagrams: :art: Diagram as Code for prototyping cloud system architectures,mingrammer,2023-03-02,2023-01-13,2020-02-02,160,173.83644444444445
-257,crypto,https://github.com/ccxt/ccxt,,,,ccxt/ccxt,ccxt,27411,6725,940,"['altcoin', 'api', 'arbitrage', 'bitcoin', 'bot', 'cryptocurrency', 'crypto', 'e-commerce', 'ethereum', 'exchange', 'invest', 'library', 'strategy', 'trading', 'btc', 'eth', 'trade', 'merchant', 'market-data']",JavaScript,,ccxt: A JavaScript / Python / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges,ccxt,2023-03-03,2023-03-02,2017-05-14,302,90.55073147711184
-245,ml,https://github.com/tencentarc/gfpgan,,,,tencentarc/gfpgan,GFPGAN,26911,4154,395,"['pytorch', 'gan', 'deep-learning', 'super-resolution', 'face-restoration', 'image-restoration', 'gfpgan']",Python,,GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.,tencentarc,2023-03-03,2022-09-16,2021-03-19,102,263.8333333333333
-677,ml-dl,https://github.com/facebookresearch/detectron,,,,facebookresearch/detectron,Detectron,25556,5490,960,[],Python,,"Detectron: FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.",facebookresearch,2023-03-02,2023-02-21,2017-10-05,282,90.57822784810126
-17,nlp,https://github.com/explosion/spacy,,,,explosion/spacy,spaCy,25380,4038,548,"['natural-language-processing', 'data-science', 'machine-learning', 'python', 'cython', 'nlp', 'artificial-intelligence', 'ai', 'spacy', 'nlp-library', 'neural-network', 'neural-networks', 'deep-learning', 'named-entity-recognition', 'entity-linking', 'text-classification', 'tokenization']",Python,https://spacy.io,spaCy: 💫 Industrial-strength Natural Language Processing (NLP) in Python,explosion,2023-03-02,2023-03-01,2014-07-03,452,56.132701421800945
-917,ml-ops,https://github.com/ray-project/ray,,,,ray-project/ray,ray,24371,4237,441,"['ray', 'distributed', 'parallel', 'machine-learning', 'reinforcement-learning', 'deep-learning', 'python', 'rllib', 'hyperparameter-search', 'optimization', 'data-science', 'automl', 'hyperparameter-optimization', 'model-selection', 'java', 'serving', 'deployment', 'pytorch', 'tensorflow']",Python,https://ray.io,Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.,ray-project,2023-03-03,2023-03-03,2016-10-25,331,73.53318965517241
-501,ml,https://github.com/ageron/handson-ml2,,,,ageron/handson-ml2,handson-ml2,24220,11679,632,[],Jupyter Notebook,,"handson-ml2: A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.",ageron,2023-03-02,2023-02-04,2019-01-08,216,111.9075907590759
-163,term,https://github.com/tqdm/tqdm,1.0,,,tqdm/tqdm,tqdm,24132,1224,208,"['progressbar', 'progressmeter', 'progress-bar', 'meter', 'rate', 'console', 'terminal', 'time', 'progress', 'gui', 'python', 'parallel', 'cli', 'utilities', 'jupyter', 'discord', 'telegram', 'pandas', 'keras', 'closember']",Python,https://tqdm.github.io,"tqdm: A Fast, Extensible Progress Bar for Python and CLI",tqdm,2023-03-03,2022-09-03,2015-06-03,404,59.6904593639576
-26,term,https://github.com/google/python-fire,,,,google/python-fire,python-fire,24049,1367,381,"['python', 'cli']",Python,,python-fire: Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,google,2023-03-03,2023-02-13,2017-02-21,314,76.48477964561563
-646,util,https://github.com/python-poetry/poetry,,,,python-poetry/poetry,poetry,23983,1918,184,"['python', 'dependency-manager', 'package-manager', 'packaging', 'poetry']",Python,https://python-poetry.org,poetry: Python packaging and dependency management made easy,python-poetry,2023-03-03,2023-03-01,2018-02-28,261,91.78840896664845
-289,ml-dl,https://github.com/rwightman/pytorch-image-models,,,,rwightman/pytorch-image-models,pytorch-image-models,23833,3932,297,"['pytorch', 'imagenet-classifier', 'resnet', 'dual-path-networks', 'cnn-classification', 'pretrained-models', 'pretrained-weights', 'distributed-training', 'mobile-deep-learning', 'mobilenet-v2', 'mnasnet', 'mobilenetv3', 'efficientnet', 'augmix', 'randaugment', 'mixnet', 'efficientnet-training', 'vision-transformer-models', 'nfnets', 'normalization-free-training']",Python,https://huggingface.co/docs/timm,"pytorch-image-models: PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more",rwightman,2023-03-03,2023-02-27,2019-02-02,212,111.96711409395974
-103,ml,https://github.com/dmlc/xgboost,,,,dmlc/xgboost,xgboost,23823,8550,925,"['gbdt', 'gbrt', 'gbm', 'distributed-systems', 'xgboost', 'machine-learning']",C++,https://xgboost.ai/,"xgboost: Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library,  for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow",dmlc,2023-03-02,2023-03-02,2014-02-06,473,50.35054347826087
-678,ml-dl,https://github.com/facebookresearch/detectron2,,,,facebookresearch/detectron2,detectron2,23734,6486,366,[],Python,https://detectron2.readthedocs.io/en/latest/,"Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.",facebookresearch,2023-03-02,2023-03-02,2019-09-05,182,130.3043137254902
-550,ml,https://github.com/open-mmlab/mmdetection,,,,open-mmlab/mmdetection,mmdetection,23170,8402,363,"['object-detection', 'instance-segmentation', 'fast-rcnn', 'faster-rcnn', 'mask-rcnn', 'cascade-rcnn', 'ssd', 'retinanet', 'pytorch', 'panoptic-segmentation', 'rtmdet', 'semisupervised-learning', 'swin-transformer', 'transformer', 'vision-transformer', 'yolo', 'convnext', 'detr']",Python,https://mmdetection.readthedocs.io,mmdetection: OpenMMLab Detection Toolbox and Benchmark,open-mmlab,2023-03-03,2023-02-28,2018-08-22,236,98.05925030229746
-86,viz,https://github.com/streamlit/streamlit,,,,streamlit/streamlit,streamlit,23014,2041,285,"['python', 'machine-learning', 'data-science', 'deep-learning', 'data-visualization', 'streamlit', 'data-analysis', 'developer-tools']",Python,https://streamlit.io,Streamlit — The fastest way to build data apps in Python,streamlit,2023-03-03,2023-03-02,2019-08-24,183,125.17327117327117
-54,math,https://github.com/numpy/numpy,1.0,,,numpy/numpy,numpy,22822,7808,572,"['numpy', 'python']",Python,https://numpy.org,numpy: The fundamental package for scientific computing with Python.,numpy,2023-03-02,2023-03-02,2010-09-13,650,35.07992973210364
-689,ml-dl,https://github.com/matterport/mask_rcnn,,,,matterport/mask_rcnn,Mask_RCNN,22732,11267,596,"['mask-rcnn', 'tensorflow', 'object-detection', 'instance-segmentation', 'keras']",Python,,Mask_RCNN: Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow,matterport,2023-03-03,2019-03-31,2017-10-19,280,81.1443141254462
-649,util,https://github.com/keon/algorithms,,,,keon/algorithms,algorithms,22218,4444,641,"['algorithm', 'python', 'competitive-programming', 'data-structure', 'algorithms', 'sort', 'search', 'tree', 'graph']",Python,,algorithms: Minimal examples of data structures and algorithms in Python,keon,2023-03-02,2022-11-12,2016-11-17,328,67.70831519373095
-183,ml,https://github.com/google/jax,,,,google/jax,jax,22114,2072,308,['jax'],Python,http://jax.readthedocs.io/,"jax: Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more",google,2023-03-03,2023-03-03,2018-10-25,227,97.35723270440252
-252,ml-dl,https://github.com/pytorchlightning/pytorch-lightning,1.0,,,pytorchlightning/pytorch-lightning,lightning,21753,2758,229,"['python', 'deep-learning', 'artificial-intelligence', 'ai', 'pytorch', 'data-science', 'machine-learning']",Python,https://lightning.ai,"lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.",pytorchlightning,2023-03-02,2023-03-03,2019-03-31,204,106.26029309141661
-952,ml,https://github.com/lutzroeder/netron,,,,lutzroeder/netron,netron,21468,2402,274,"['neural-network', 'deep-learning', 'machine-learning', 'deeplearning', 'machinelearning', 'ai', 'ml', 'visualizer', 'onnx', 'keras', 'tensorflow', 'tensorflow-lite', 'coreml', 'caffe', 'caffe2', 'mxnet', 'pytorch', 'torch', 'paddle', 'darknet']",JavaScript,https://netron.app,"netron: Visualizer for neural network, deep learning, and machine learning models",lutzroeder,2023-03-03,2023-03-02,2010-12-26,635,33.76988764044944
-75,nlp,https://github.com/pytorch/fairseq,,,,pytorch/fairseq,fairseq,21058,5271,359,"['python', 'pytorch', 'artificial-intelligence']",Python,,fairseq: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.,pytorch,2023-03-02,2023-02-23,2017-08-29,287,73.26341948310139
-8,perf,https://github.com/celery/celery,,,,celery/celery,celery,21028,4438,475,"['python', 'task-manager', 'task-scheduler', 'task-runner', 'queue-workers', 'queued-jobs', 'queue-tasks', 'amqp', 'redis', 'sqs', 'sqs-queue', 'python3', 'python-library', 'redis-queue']",Python,https://docs.celeryq.dev,celery: Distributed Task Queue (development branch),celery,2023-03-02,2023-03-03,2009-04-24,723,29.084370677731673
-90,web,https://github.com/tornadoweb/tornado,1.0,,,tornadoweb/tornado,tornado,21003,5493,1003,"['python', 'asynchronous']",Python,http://www.tornadoweb.org/,"Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.",tornadoweb,2023-03-02,2023-02-21,2009-09-09,703,29.864107251675808
-255,crypto,https://github.com/freqtrade/freqtrade,,,,freqtrade/freqtrade,freqtrade,20897,4494,594,"['python', 'cryptocurrencies', 'trading-bot', 'telegram-bot', 'bitcoin', 'trade', 'cryptocurrency', 'algorithmic-trading', 'freqtrade']",Python,https://www.freqtrade.io,"freqtrade: Free, open source crypto trading bot",freqtrade,2023-03-03,2023-03-02,2017-05-17,302,69.12996219281663
-45,testing,https://github.com/locustio/locust,1.0,,,locustio/locust,locust,20777,2647,433,"['locust', 'python', 'load-testing', 'performance-testing', 'http', 'benchmarking', 'load-generator']",Python,,locust: Scalable load testing tool written in Python,locustio,2023-03-03,2023-03-01,2011-02-17,628,33.076870593586534
-273,ml,https://github.com/google/mediapipe,,,,google/mediapipe,mediapipe,20704,4322,503,"['mediapipe', 'c-plus-plus', 'computer-vision', 'deep-learning', 'android', 'video-processing', 'audio-processing', 'mobile-development', 'machine-learning', 'inference', 'graph-framework', 'graph-based', 'calculator', 'framework', 'pipeline-framework', 'stream-processing', 'perception']",C++,https://mediapipe.dev,"mediapipe: Cross-platform, customizable ML solutions for live and streaming media.",google,2023-03-03,2023-03-03,2019-06-13,194,106.6431199411332
-2,ml-dl,https://github.com/apache/incubator-mxnet,,,,apache/incubator-mxnet,mxnet,20273,6871,1087,['mxnet'],C++,https://mxnet.apache.org,"mxnet: Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more",apache,2023-03-02,2023-01-26,2015-04-30,409,49.549930167597765
-607,util,https://github.com/norvig/pytudes,,,,norvig/pytudes,pytudes,20095,2281,739,"['python', 'python-3', 'programming', 'practice', 'demonstrate-skills']",Jupyter Notebook,,"pytudes: Python programs, usually short, of considerable difficulty, to perfect particular skills.",norvig,2023-03-02,2023-02-08,2017-03-01,313,64.14272685818513
-409,perf,https://github.com/google/flatbuffers,,,,google/flatbuffers,flatbuffers,19994,3026,644,"['flatbuffers', 'serialization', 'serialization-library', 'json-parser', 'marshalling', 'rpc', 'zero-copy', 'mmap', 'cross-platform', 'c-plus-plus', 'java', 'c-sharp', 'go', 'python', 'rust', 'javascript', 'typescript', 'grpc', 'c', 'protobuf']",C++,http://google.github.io/flatbuffers/,FlatBuffers: Memory Efficient Serialization Library,google,2023-03-03,2023-03-02,2014-05-19,458,43.6006230529595
-350,ml-dl,https://github.com/paddlepaddle/paddle,,,,paddlepaddle/paddle,Paddle,19696,4991,731,"['paddlepaddle', 'deep-learning', 'scalability', 'machine-learning', 'neural-network', 'python', 'efficiency', 'distributed-training']",C++,http://www.paddlepaddle.org/,Paddle: PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）,paddlepaddle,2023-03-02,2023-03-03,2016-08-15,341,57.66290255123379
-931,nlp,https://github.com/acheong08/chatgpt,,,,acheong08/chatgpt,ChatGPT,19594,3012,210,"['chatgpt', 'cli', 'library', 'pypi-package', 'gptchat', 'revchatgpt']",Python,,ChatGPT: Reverse engineered ChatGPT API,acheong08,2023-03-03,2023-03-03,2022-12-03,12,1523.9777777777779
-232,template,https://github.com/cookiecutter/cookiecutter,,,,cookiecutter/cookiecutter,cookiecutter,19032,1795,232,"['python', 'cookiecutter']",Python,https://pypi.org/project/cookiecutter/,"cookiecutter: A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.",cookiecutter,2023-03-02,2022-09-09,2013-07-14,502,37.85848252344416
-789,study,https://github.com/wesm/pydata-book,,,,wesm/pydata-book,pydata-book,18953,14013,1470,[],Jupyter Notebook,,"pydata-book: Materials and IPython notebooks for ""Python for Data Analysis"" by Wes McKinney, published by O'Reilly Media",wesm,2023-03-03,2022-11-03,2012-06-30,556,34.035659312467935
-186,ml,https://github.com/harisiqbal88/plotneuralnet,,,,harisiqbal88/plotneuralnet,PlotNeuralNet,18925,2579,223,"['latex', 'deep-neural-networks']",TeX,,PlotNeuralNet: Latex code for making neural networks diagrams,harisiqbal88,2023-03-02,2020-11-06,2018-07-24,240,78.71360665478312
-187,ml-interpretability,https://github.com/slundberg/shap,,,,slundberg/shap,shap,18658,2814,263,"['interpretability', 'machine-learning', 'deep-learning', 'gradient-boosting', 'shap', 'shapley', 'explainability']",Jupyter Notebook,,shap: A game theoretic approach to explain the output of any machine learning model.,slundberg,2023-03-03,2022-06-16,2016-11-22,327,56.98342059336824
-763,ml-dl,https://github.com/xinntao/real-esrgan,,,,xinntao/real-esrgan,Real-ESRGAN,18415,1988,188,"['esrgan', 'pytorch', 'real-esrgan', 'super-resolution', 'image-restoration', 'denoise', 'jpeg-compression', 'amine']",Python,,Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.,xinntao,2023-03-03,2022-09-20,2021-07-19,84,217.74493243243242
-61,viz,https://github.com/plotly/dash,,,,plotly/dash,dash,18191,1853,410,"['dash', 'plotly', 'data-visualization', 'data-science', 'gui-framework', 'flask', 'react', 'python', 'finance', 'bioinformatics', 'technical-computing', 'charting', 'plotly-dash', 'web-app', 'productivity', 'modeling', 'r', 'rstats', 'jupyter', 'julia']",Python,https://plotly.com/dash,dash: Data Apps & Dashboards for Python. No JavaScript Required.,plotly,2023-03-03,2023-03-02,2015-04-10,412,44.15291262135922
-228,term,https://github.com/willmcgugan/textual,,,,willmcgugan/textual,textual,17923,524,157,"['terminal', 'python', 'tui', 'rich', 'cli', 'framework']",Python,https://textual.textualize.io/,Textual is a TUI (Text User Interface) framework for Python inspired by modern web development.,willmcgugan,2023-03-03,2023-03-02,2021-04-08,99,180.77953890489914
-107,sim,https://github.com/atsushisakai/pythonrobotics,,,,atsushisakai/pythonrobotics,PythonRobotics,17642,5544,505,"['python', 'robotics', 'algorithm', 'path-planning', 'control', 'animation', 'localization', 'slam', 'cvxpy', 'ekf', 'autonomous-vehicles', 'autonomous-driving', 'mapping', 'autonomous-navigation', 'robot', 'hacktoberfest']",Python,https://atsushisakai.github.io/PythonRobotics/,PythonRobotics: Python sample codes for robotics algorithms.,atsushisakai,2023-03-03,2023-02-21,2016-03-21,362,48.657998423955874
-349,ml,https://github.com/jina-ai/jina,,,,jina-ai/jina,jina,17602,2046,191,"['neural-search', 'cloud-native', 'deep-learning', 'machine-learning', 'framework', 'vector-search-engine', 'grpc', 'kubernetes', 'microservices', 'semantic-search', 'multimodal', 'crossmodal', 'creative-ai', 'aiops', 'mlops', 'pipeline', 'workflow', 'airflow', 'fastapi', 'generative-ai']",Python,https://docs.jina.ai,jina: 🔮 Build multimodal AI services via cloud native technologies · Neural Search · Generative AI · Cloud Native,jina-ai,2023-03-02,2023-03-02,2020-02-13,159,110.60502692998205
-144,nlp,https://github.com/openai/gpt-2,,,,openai/gpt-2,gpt-2,17408,4382,599,['paper'],Python,https://openai.com/blog/better-language-models/,"gpt-2: Code for the paper ""Language Models are Unsupervised Multitask Learners""",openai,2023-03-03,2020-12-02,2019-02-11,211,82.2795408507765
-868,ml-dl,https://github.com/hpcaitech/colossalai,,,,hpcaitech/colossalai,ColossalAI,17366,1837,206,"['deep-learning', 'hpc', 'large-scale', 'data-parallelism', 'pipeline-parallelism', 'model-parallelism', 'ai', 'big-model', 'distributed-computing', 'inference', 'heterogeneous-training', 'foundation-models']",Python,https://www.colossalai.org/,"ColossalAI: Making large AI models cheaper, faster and more accessible",hpcaitech,2023-03-03,2023-03-02,2021-10-28,70,247.58044806517313
-6,viz,https://github.com/bokeh/bokeh,,,,bokeh/bokeh,bokeh,17279,4038,449,"['bokeh', 'python', 'interactive-plots', 'javascript', 'visualization', 'plotting', 'plots', 'data-visualisation', 'notebooks', 'jupyter', 'visualisation', 'numfocus']",Python,https://bokeh.org,"bokeh: Interactive Data Visualization in the browser, from  Python",bokeh,2023-03-02,2023-03-02,2012-03-26,570,30.283675513269905
-31,data,https://github.com/jaidedai/easyocr,,,,jaidedai/easyocr,EasyOCR,17140,2480,283,"['ocr', 'deep-learning', 'crnn', 'pytorch', 'lstm', 'machine-learning', 'scene-text', 'scene-text-recognition', 'optical-character-recognition', 'cnn', 'data-mining', 'image-processing', 'python', 'easyocr', 'information-retrieval']",Python,https://www.jaided.ai,"EasyOCR: Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.",jaidedai,2023-03-02,2023-01-06,2020-03-14,154,110.68265682656826
-48,viz,https://github.com/matplotlib/matplotlib,,,,matplotlib/matplotlib,matplotlib,16941,6753,592,"['matplotlib', 'data-visualization', 'data-science', 'python', 'qt', 'wx', 'gtk', 'plotting', 'tk', 'hacktoberfest']",Python,https://matplotlib.org/stable/,matplotlib: plotting with Python,matplotlib,2023-03-03,2023-03-02,2011-02-19,627,26.982252559726962
-373,ml-dl,https://github.com/pyg-team/pytorch_geometric,,,,pyg-team/pytorch_geometric,pytorch_geometric,16915,3109,250,"['pytorch', 'geometric-deep-learning', 'graph-neural-networks', 'deep-learning', 'graph-convolutional-networks']",Python,https://pyg.org,pytorch_geometric: Graph Neural Network Library for PyTorch,pyg-team,2023-03-03,2023-03-02,2017-10-06,282,59.9822695035461
-30,web,https://github.com/huge-success/sanic,,,,huge-success/sanic,sanic,16883,1493,413,"['python', 'framework', 'asyncio', 'api-server', 'web', 'web-server', 'web-framework', 'asgi', 'sanic']",Python,https://sanic.dev,sanic:  Accelerate your web app development  | Build fast. Run fast.,huge-success,2023-03-02,2023-02-27,2016-05-26,353,47.80784789644013
-426,study,https://github.com/fchollet/deep-learning-with-python-notebooks,,,,fchollet/deep-learning-with-python-notebooks,deep-learning-with-python-notebooks,16496,8040,642,[],Jupyter Notebook,,"deep-learning-with-python-notebooks: Jupyter notebooks for the code samples of the book ""Deep Learning with Python""",fchollet,2023-03-02,2023-02-13,2017-09-05,286,57.59201995012469
-328,security,https://github.com/aquasecurity/trivy,,,,aquasecurity/trivy,trivy,16423,1596,155,"['security', 'security-tools', 'docker', 'containers', 'vulnerability-scanners', 'vulnerability-detection', 'vulnerability', 'golang', 'go', 'kubernetes', 'hacktoberfest', 'devsecops', 'misconfiguration', 'infrastructure-as-code', 'iac']",Go,https://aquasecurity.github.io/trivy,"trivy: Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more",aquasecurity,2023-03-02,2023-03-02,2019-04-11,203,80.84458509142054
-102,ml-ops,https://github.com/spotify/luigi,,,,spotify/luigi,luigi,16364,2356,483,"['python', 'luigi', 'orchestration-framework', 'scheduling', 'hadoop']",Python,,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in. ",spotify,2023-03-03,2023-02-25,2012-09-20,545,30.01781970649895
-834,util,https://github.com/micropython/micropython,,,,micropython/micropython,micropython,16025,6222,731,"['micropython', 'python', 'embedded', 'microcontroller']",C,https://micropython.org,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems,micropython,2023-03-02,2023-03-02,2013-12-20,480,33.385416666666664
-109,data,https://github.com/binux/pyspider,,,,binux/pyspider,pyspider,15756,3672,905,"['python', 'crawler']",Python,http://docs.pyspider.org/,pyspider: A Powerful Spider(Web Crawler) System in Python.,binux,2023-03-01,2020-08-02,2014-02-21,471,33.452229299363054
-873,util,https://github.com/ipython/ipython,,,,ipython/ipython,ipython,15709,4421,769,"['ipython', 'jupyter', 'data-science', 'notebook', 'python', 'repl', 'closember', 'hacktoberfest']",Python,https://ipython.readthedocs.org,"ipython: Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.",ipython,2023-03-02,2023-02-28,2010-05-10,668,23.49636752136752
-176,debug,https://github.com/cool-rr/pysnooper,1.0,,,cool-rr/pysnooper,PySnooper,15698,938,234,"['python', 'debug', 'debugger', 'introspection', 'logging']",Python,,PySnooper: Never use print for debugging again,cool-rr,2023-03-03,2023-01-03,2019-04-18,202,77.65795053003534
-493,ml-dl,https://github.com/rasbt/deeplearning-models,,,,rasbt/deeplearning-models,deeplearning-models,15633,3851,594,[],Jupyter Notebook,,"deeplearning-models: A collection of various deep learning architectures, models, and tips",rasbt,2023-03-03,2023-02-16,2019-06-05,195,80.05193855157279
-41,util,https://github.com/kivy/kivy,,,,kivy/kivy,kivy,15569,2996,620,"['python', 'ui', 'windows', 'ios', 'android', 'macos', 'linux', 'app', 'kivy']",Python,https://kivy.org,"kivy: Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS",kivy,2023-03-02,2023-02-25,2010-11-03,643,24.202309571396846
-19,time-series,https://github.com/facebook/prophet,1.0,,,facebook/prophet,prophet,15554,4371,421,"['forecasting', 'r', 'python']",Python,https://facebook.github.io/prophet,prophet: Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.,facebook,2023-03-02,2023-02-28,2016-11-16,328,47.37946040034813
-604,web,https://github.com/pyscript/pyscript,,,,pyscript/pyscript,pyscript,15518,1165,175,"['python', 'html', 'javascript', 'wasm']",Python,https://github.com/pyscript/pyscript/discussions,pyscript: Home Page: https://pyscript.net  Examples: https://pyscript.net/examples,pyscript,2023-03-02,2023-03-02,2022-02-21,53,289.6693333333333
-36,data,https://github.com/joke2k/faker,,,,joke2k/faker,faker,15461,1728,222,"['python', 'fake', 'testing', 'dataset', 'fake-data', 'test-data', 'test-data-generator']",Python,https://faker.readthedocs.io,Faker is a Python package that generates fake data for you.,joke2k,2023-03-03,2023-03-02,2012-11-12,537,28.760829125697583
-469,util,https://github.com/alievk/avatarify-python,,,,alievk/avatarify-python,avatarify-python,15432,2409,302,[],Python,,"avatarify-python: Avatars for Zoom, Skype and other video-conferencing apps.",alievk,2023-03-02,2022-11-11,2020-04-06,151,101.81338360037701
-137,nlp,https://github.com/huggingface/datasets,,,,huggingface/datasets,datasets,15381,2040,262,"['nlp', 'datasets', 'metrics', 'evaluation', 'pytorch', 'tensorflow', 'pandas', 'numpy', 'natural-language-processing', 'computer-vision', 'machine-learning', 'deep-learning', 'speech', 'hacktoberfest']",Python,https://huggingface.co/docs/datasets,"datasets: 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools",huggingface,2023-03-03,2023-03-02,2020-03-26,153,100.4356343283582
-74,typing,https://github.com/python/mypy,,,,python/mypy,mypy,14933,2462,228,"['python', 'types', 'typing', 'typechecker', 'linter']",Python,https://www.mypy-lang.org/,mypy: Optional static typing for Python,python,2023-03-03,2023-03-02,2012-12-07,534,27.96441947565543
-718,perf,https://github.com/pola-rs/polars,1.0,,,pola-rs/polars,polars,14747,749,126,"['dataframe-library', 'dataframe', 'dataframes', 'rust', 'arrow', 'python', 'out-of-core']",Rust,https://pola.rs/,"polars: Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js",pola-rs,2023-03-03,2023-03-02,2020-05-13,146,100.8095703125
-956,ml,https://github.com/openai/openai-cookbook,,,,openai/openai-cookbook,openai-cookbook,14605,1928,326,[],Jupyter Notebook,,openai-cookbook: Examples and guides for using the OpenAI API,openai,2023-03-03,2023-03-02,2022-03-11,51,286.37254901960785
-148,data,https://github.com/twintproject/twint,,,,twintproject/twint,twint,14453,2486,313,"['osint', 'twitter', 'python', 'scrape', 'tweets', 'elasticsearch', 'kibana', 'scrape-followers', 'scrape-likes', 'scrape-following', 'twint', 'tweep']",Python,,"twint: An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.",twintproject,2023-03-02,2021-03-02,2017-06-10,298,48.36089866156788
-175,util,https://github.com/delgan/loguru,1.0,,,delgan/loguru,loguru,14235,590,120,"['python', 'logging', 'logger', 'log']",Python,,loguru: Python logging made (stupidly) simple,delgan,2023-03-02,2023-02-01,2017-08-15,289,49.18311944718658
-332,sim,https://github.com/unity-technologies/ml-agents,,,,unity-technologies/ml-agents,ml-agents,14200,3737,548,"['reinforcement-learning', 'unity3d', 'deep-learning', 'unity', 'deep-reinforcement-learning', 'neural-networks', 'machine-learning']",C#,https://unity.com/products/machine-learning-agents,ml-agents: The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.,unity-technologies,2023-03-02,2023-01-25,2017-09-08,286,49.65034965034965
-124,ml,https://github.com/onnx/onnx,,,,onnx/onnx,onnx,14183,3348,431,"['deep-learning', 'deep-neural-networks', 'neural-network', 'onnx', 'pytorch', 'mxnet', 'tensorflow', 'keras', 'scikit-learn', 'ml', 'machine-learning', 'dnn']",Python,https://onnx.ai/,onnx: Open standard for machine learning interoperability,onnx,2023-03-02,2023-03-02,2017-09-07,286,49.56615077383924
-104,nlp,https://github.com/rare-technologies/gensim,,,,rare-technologies/gensim,gensim,14011,4325,430,"['gensim', 'topic-modeling', 'information-retrieval', 'machine-learning', 'natural-language-processing', 'nlp', 'data-science', 'python', 'data-mining', 'word2vec', 'word-embeddings', 'neural-network', 'document-similarity', 'word-similarity', 'fasttext']",Python,https://radimrehurek.com/gensim,gensim: Topic Modelling for Humans,rare-technologies,2023-03-03,2023-02-17,2011-02-10,629,22.26998183469573
-972,ml,https://github.com/openai/baselines,,,,openai/baselines,baselines,13809,4530,615,[],Python,,OpenAI Baselines: high-quality implementations of reinforcement learning algorithms,openai,2023-03-02,2020-01-31,2017-05-24,301,45.83357041251778
-119,ml-ops,https://github.com/mlflow/mlflow,,,,mlflow/mlflow,mlflow,13757,3215,287,"['machine-learning', 'ai', 'ml', 'mlflow', 'apache-spark', 'model-management']",Python,https://mlflow.org,mlflow: Open source platform for the machine learning lifecycle,mlflow,2023-03-03,2023-03-02,2018-06-05,247,55.59988452655889
-674,ml-dl,https://github.com/borisdayma/dalle-mini,,,,borisdayma/dalle-mini,dalle-mini,13723,1061,102,[],Python,https://www.craiyon.com,dalle-mini: DALL·E Mini - Generate images from a text prompt,borisdayma,2023-03-02,2023-02-10,2021-07-03,86,157.99506578947367
-56,term,https://github.com/pallets/click,,,,pallets/click,click,13549,1315,180,"['python', 'cli', 'click', 'pallets']",Python,https://click.palletsprojects.com,click: Python composable command line interface toolkit,pallets,2023-03-03,2023-03-01,2014-04-24,462,29.317774343122103
-544,ml,https://github.com/aleju/imgaug,,,,aleju/imgaug,imgaug,13335,2361,230,"['image-augmentation', 'machine-learning', 'augmentation', 'deep-learning', 'images', 'affine-transformation', 'polygon', 'heatmap', 'segmentation-maps', 'keypoints', 'bounding-boxes', 'augment-images', 'crop', 'contrast']",Python,http://imgaug.readthedocs.io,imgaug: Image augmentation for machine learning experiments.,aleju,2023-03-02,2020-06-01,2015-07-10,399,33.421052631578945
-408,web,https://github.com/aio-libs/aiohttp,,,,aio-libs/aiohttp,aiohttp,13314,1871,227,"['aiohttp', 'asyncio', 'python', 'http', 'http-server', 'http-client', 'async', 'hacktoberfest']",Python,https://docs.aiohttp.org,aiohttp: Asynchronous HTTP client/server framework for asyncio and Python,aio-libs,2023-03-03,2023-02-28,2013-10-01,491,27.092441860465115
-942,nlp,https://github.com/karpathy/mingpt,,,,karpathy/mingpt,minGPT,13274,1510,228,[],Python,,minGPT: A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training,karpathy,2023-03-02,2023-01-08,2020-08-17,132,100.1271551724138
-346,viz,https://github.com/gradio-app/gradio,,,,gradio-app/gradio,gradio,13249,864,103,"['machine-learning', 'models', 'ui', 'ui-components', 'interface', 'python', 'data-science', 'data-visualization', 'deep-learning', 'data-analysis', 'gradio', 'gradio-interface', 'python-notebook', 'deploy']",HTML,http://www.gradio.app,gradio: Create UIs for your machine learning model in Python in 3 minutes,gradio-app,2023-03-03,2023-03-01,2018-12-19,219,60.41889250814332
-554,ml-ops,https://github.com/horovod/horovod,,,,horovod/horovod,horovod,13065,2158,331,"['tensorflow', 'uber', 'machine-learning', 'machinelearning', 'mpi', 'baidu', 'deep-learning', 'deeplearning', 'keras', 'pytorch', 'mxnet', 'spark', 'ray']",Python,http://horovod.ai,"horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.",horovod,2023-03-02,2023-02-23,2017-08-09,290,45.00738188976378
-507,ml,https://github.com/tensorflow/tensor2tensor,,,,tensorflow/tensor2tensor,tensor2tensor,13050,3181,459,"['machine-learning', 'machine-translation', 'deep-learning', 'reinforcement-learning', 'tpu']",Python,,tensor2tensor: Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.,tensorflow,2023-03-02,2023-02-17,2017-06-15,298,43.77096310493531
-62,viz,https://github.com/plotly/plotly.py,,,,plotly/plotly.py,plotly.py,13015,2306,275,"['python', 'd3', 'plotly', 'plotlyjs', 'webgl', 'dashboard', 'visualization', 'graph-library', 'plotly-dash', 'jupyter-notebook', 'sparkles', 'regl', 'declarative', 'interactive']",Python,https://plotly.com/python/,plotly.py: The interactive graphing library for Python (includes Plotly Express) :sparkles:,plotly,2023-03-02,2023-02-24,2013-11-21,484,26.882561227500737
-812,nlp,https://github.com/gunthercox/chatterbot,,,,gunthercox/chatterbot,ChatterBot,12971,4248,551,"['chatterbot', 'machine-learning', 'chatbot', 'python', 'conversation', 'language', 'bot']",Python,https://chatterbot.readthedocs.io,"ChatterBot is a machine learning, conversational dialog engine for creating chat bots",gunthercox,2023-03-02,2021-06-01,2014-09-28,439,29.498700454840804
-281,util,https://github.com/squidfunk/mkdocs-material,,,,squidfunk/mkdocs-material,mkdocs-material,12943,2830,112,"['mkdocs', 'theme', 'documentation', 'material-design', 'template', 'static']",TypeScript,https://squidfunk.github.io/mkdocs-material/,mkdocs-material: Documentation that simply works,squidfunk,2023-03-03,2023-03-02,2016-01-28,370,34.9675800849093
-39,jupyter,https://github.com/jupyterlab/jupyterlab,,,,jupyterlab/jupyterlab,jupyterlab,12667,2572,309,"['jupyterlab', 'jupyter']",TypeScript,https://jupyterlab.readthedocs.io/,JupyterLab computational environment.,jupyterlab,2023-03-03,2023-03-02,2016-06-03,352,35.98579545454545
-314,util,https://github.com/samuelcolvin/pydantic,,,,samuelcolvin/pydantic,pydantic,12654,1174,91,"['validation', 'parsing', 'json-schema', 'python37', 'python38', 'pydantic', 'python39', 'python', 'hints', 'python310', 'python311']",Python,https://docs.pydantic.dev,pydantic: Data validation using Python type hints,samuelcolvin,2023-03-03,2023-02-24,2017-05-03,304,41.585915492957746
-127,ml,https://github.com/microsoft/nni,,,,microsoft/nni,nni,12556,1755,281,"['automl', 'deep-learning', 'neural-architecture-search', 'hyperparameter-optimization', 'distributed', 'bayesian-optimization', 'automated-machine-learning', 'machine-learning', 'machine-learning-algorithms', 'data-science', 'tensorflow', 'pytorch', 'neural-network', 'deep-neural-network', 'model-compression', 'feature-engineering', 'nas', 'python', 'hyperparameter-tuning', 'mlops']",Python,https://nni.readthedocs.io,"nni: An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.",microsoft,2023-03-03,2023-03-03,2018-06-01,248,50.62903225806452
-152,nlp,https://github.com/flairnlp/flair,,,,flairnlp/flair,flair,12534,1997,202,"['pytorch', 'nlp', 'named-entity-recognition', 'sequence-labeling', 'semantic-role-labeling', 'word-embeddings', 'natural-language-processing', 'machine-learning']",Python,,flair: A very simple framework for state-of-the-art Natural Language Processing (NLP),flairnlp,2023-03-02,2023-02-22,2018-06-11,246,50.83314020857474
-575,perf,https://github.com/pybind/pybind11,,,,pybind/pybind11,pybind11,12290,1777,245,"['python', 'bindings']",C++,https://pybind11.readthedocs.io/,pybind11: Seamless operability between C++11 and Python,pybind,2023-03-02,2023-02-23,2015-07-05,399,30.746962115796997
-52,graph,https://github.com/networkx/networkx,,,,networkx/networkx,networkx,12281,2851,280,"['python', 'complex-networks', 'graph-theory', 'graph-algorithms', 'graph-analysis', 'graph-generation', 'graph-visualization']",Python,https://networkx.org,networkx: Network Analysis in Python,networkx,2023-03-02,2023-03-02,2010-09-06,651,18.848278886209165
-425,ml-dl,https://github.com/albumentations-team/albumentations,,,,albumentations-team/albumentations,albumentations,11632,1477,123,"['image-augmentation', 'machine-learning', 'augmentation', 'deep-learning', 'detection', 'fast-augmentations', 'segmentation', 'image-segmentation', 'image-processing', 'image-classification', 'python', 'object-detection']",Python,https://albumentations.ai,albumentations: Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation:  https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125,albumentations-team,2023-03-02,2023-02-21,2018-06-06,247,47.038705950317734
-105,nlp,https://github.com/nltk/nltk,,,,nltk/nltk,nltk,11581,2696,468,"['nltk', 'python', 'nlp', 'natural-language-processing', 'machine-learning']",Python,https://www.nltk.org,NLTK Source,nltk,2023-03-03,2023-02-20,2009-09-07,703,16.460304568527917
-242,ml,https://github.com/deepmind/deepmind-research,,,,deepmind/deepmind-research,deepmind-research,11487,2357,329,[],Jupyter Notebook,,deepmind-research: This repository contains implementations and illustrative code to accompany DeepMind publications,deepmind,2023-03-02,2023-01-31,2019-01-15,215,53.32161803713528
-114,nlp,https://github.com/allenai/allennlp,,,,allenai/allennlp,allennlp,11412,2242,281,"['pytorch', 'nlp', 'natural-language-processing', 'deep-learning', 'data-science', 'python']",Python,http://www.allennlp.org,"allennlp: An open-source NLP research library, built on PyTorch.",allenai,2023-03-03,2022-11-22,2017-05-15,302,37.71671388101983
-120,ml-ops,https://github.com/prefecthq/prefect,,,,prefecthq/prefect,prefect,11411,1142,155,"['python', 'workflow', 'data-engineering', 'data-science', 'workflow-engine', 'prefect', 'infrastructure', 'ml-ops', 'data-ops', 'automation', 'orchestration', 'orion', 'data', 'observability', 'pipeline']",Python,https://prefect.io,prefect: The easiest way to coordinate your dataflow,prefecthq,2023-03-02,2023-03-02,2018-06-29,244,46.76639344262295
-759,diffusion,https://github.com/invoke-ai/invokeai,,,,invoke-ai/invokeai,InvokeAI,11379,1291,131,"['ai-art', 'artificial-intelligence', 'generative-art', 'image-generation', 'img2img', 'inpainting', 'latent-diffusion', 'linux', 'macos', 'outpainting', 'txt2img', 'windows', 'stable-diffusion']",Jupyter Notebook,https://invoke-ai.github.io/InvokeAI/,"InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products.",invoke-ai,2023-03-03,2023-02-28,2022-08-17,28,402.2878787878788
-320,gui,https://github.com/pysimplegui/pysimplegui,1.0,,,pysimplegui/pysimplegui,PySimpleGUI,11296,1682,218,"['pysimplegui', 'gui-framework', 'python', 'tkinter', 'tkinter-python', 'tkinter-gui', 'wxpython', 'pyside2', 'qt', 'qt-gui', 'remi', 'gui', 'gui-window', 'gui-programming', 'datavisualization', 'games', 'beginner-friendly', 'systemtray', 'python-gui', 'user-interface']",Python,,"PySimpleGUI: Launched in 2018. It's 2023 and PySimpleGUI is actively developed & supported. Create complex windows simply. Supports tkinter, Qt, WxPython, Remi (in browser). Create GUI applications trivially with a full set of widgets. Multi-Window applications are also simple. 3.4 to 3.11 supported. 325+ Demo programs & Cookbook for rapid start. Extensive docs",pysimplegui,2023-03-03,2023-03-01,2018-07-11,242,46.62264150943396
-192,template,https://github.com/tiangolo/full-stack-fastapi-postgresql,,,,tiangolo/full-stack-fastapi-postgresql,full-stack-fastapi-postgresql,11240,2050,185,"['python', 'python3', 'json', 'json-schema', 'docker', 'postgresql', 'frontend', 'backend', 'fastapi', 'traefik', 'letsencrypt', 'swagger', 'celery', 'jwt', 'vue', 'vuex', 'cookiecutter', 'openapi', 'openapi3', 'pgadmin']",Python,,"full-stack-fastapi-postgresql: Full stack, modern web application generator. Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.",tiangolo,2023-03-03,2020-06-05,2019-02-23,209,53.56024506466984
-1,data,https://github.com/apache/arrow,,,,apache/arrow,arrow,11218,2761,345,['arrow'],C++,https://arrow.apache.org/,arrow: Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing,apache,2023-03-02,2023-03-03,2016-02-17,367,30.54297938545313
-190,ml-dl,https://github.com/dmlc/dgl,,,,dmlc/dgl,dgl,11202,2720,173,"['deep-learning', 'graph-neural-networks']",Python,http://dgl.ai,"dgl: Python package built to ease deep learning on graph, on top of existing DL frameworks.",dmlc,2023-03-02,2023-03-03,2018-04-20,254,44.10236220472441
-780,diffusion,https://github.com/huggingface/diffusers,,,,huggingface/diffusers,diffusers,11192,2205,118,"['deep-learning', 'diffusion', 'image-generation', 'pytorch', 'score-based-generative-modeling', 'image2image', 'text2image', 'stable-diffusion', 'hacktoberfest']",Python,https://huggingface.co/docs/diffusers,🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch,huggingface,2023-03-03,2023-03-02,2022-05-30,39,282.8303249097473
-122,data,https://github.com/iterative/dvc,,,,iterative/dvc,dvc,11162,1034,135,"['data-science', 'machine-learning', 'reproducibility', 'data-version-control', 'git', 'developer-tools', 'collaboration', 'ai', 'python', 'hacktoberfest']",Python,https://dvc.org,dvc: 🦉Data Version Control | Git for Data & Models | ML Experiments Management,iterative,2023-03-02,2023-03-02,2017-03-04,312,35.67762557077626
-79,ml,https://github.com/scipy/scipy,,,,scipy/scipy,scipy,10891,4612,343,"['python', 'scipy', 'algorithms', 'closember', 'scientific-computing']",Python,https://scipy.org,SciPy library main repository,scipy,2023-03-02,2023-03-02,2011-03-09,625,17.417637651359378
-218,ml,https://github.com/spotify/annoy,,,,spotify/annoy,annoy,10842,1078,324,"['c-plus-plus', 'python', 'nearest-neighbor-search', 'locality-sensitive-hashing', 'approximate-nearest-neighbor-search', 'golang', 'lua']",C++,,annoy: Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk,spotify,2023-03-02,2023-02-25,2013-04-01,517,20.94783328733094
-11,perf,https://github.com/dask/dask,,,,dask/dask,dask,10772,1598,216,"['dask', 'python', 'pydata', 'numpy', 'pandas', 'scikit-learn', 'scipy']",Python,https://dask.org,dask: Parallel computing with task scheduling,dask,2023-03-03,2023-03-02,2015-01-04,425,25.303355704697985
-857,viz,https://github.com/visgl/deck.gl,,,,visgl/deck.gl,deck.gl,10646,1933,1720,"['webgl', 'data-visualization', 'javascript', 'visualization', 'python', 'geospatial-analysis', 'maps']",JavaScript,https://deck.gl,deck.gl: WebGL2 powered visualization framework,visgl,2023-03-03,2023-03-03,2015-12-15,376,28.281593927893738
-173,term,https://github.com/tiangolo/typer,1.0,,,tiangolo/typer,typer,10585,427,68,"['cli', 'click', 'python3', 'typehints', 'terminal', 'shell', 'python', 'typer']",Python,https://typer.tiangolo.com/,"Typer, build great CLIs. Easy to code. Based on Python type hints.",tiangolo,2023-03-03,2023-02-21,2019-12-24,166,63.60085836909871
-72,util,https://github.com/python-pillow/pillow,,,,python-pillow/pillow,Pillow,10566,1986,219,"['c', 'cross-platform', 'pil', 'pillow', 'python', 'python-3', 'image-processing', 'image']",Python,https://python-pillow.org,Pillow: Python Imaging Library (Fork),python-pillow,2023-03-03,2023-03-02,2012-07-24,553,19.091894682498708
-427,ml-dl,https://github.com/facebookresearch/detr,,,,facebookresearch/detr,detr,10495,1929,150,[],Python,,detr: End-to-End Object Detection with Transformers,facebookresearch,2023-03-02,2023-02-07,2020-05-26,144,72.66567754698319
-110,ml-interpretability,https://github.com/marcotcr/lime,,,,marcotcr/lime,lime,10467,1711,270,[],JavaScript,,Lime: Explaining the predictions of any machine learning classifier,marcotcr,2023-03-03,2021-07-29,2016-03-15,363,28.80070754716981
-50,viz,https://github.com/mwaskom/seaborn,,,,mwaskom/seaborn,seaborn,10414,1710,252,"['python', 'data-visualization', 'data-science', 'matplotlib', 'pandas']",Python,https://seaborn.pydata.org,seaborn: Statistical data visualization in Python,mwaskom,2023-03-02,2023-02-26,2012-06-18,558,18.643989769820973
-87,math,https://github.com/sympy/sympy,1.0,,,sympy/sympy,sympy,10356,3882,287,"['python', 'math', 'computer-algebra', 'science', 'hacktoberfest']",Python,https://sympy.org/,sympy: A computer algebra system written in pure Python,sympy,2023-03-02,2023-03-02,2010-04-30,670,15.456716417910448
-166,sim,https://github.com/bulletphysics/bullet3,,,,bulletphysics/bullet3,bullet3,10298,2667,403,"['simulation', 'robotics', 'kinematics', 'virtual-reality', 'reinforcement-learning', 'computer-animation', 'game-development', 'simulator', 'pybullet']",C++,http://bulletphysics.org,"bullet3: Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.",bulletphysics,2023-03-03,2023-02-24,2011-04-12,620,16.598204006447155
-60,pandas,https://github.com/pandas-profiling/pandas-profiling,1.0,,,pandas-profiling/pandas-profiling,ydata-profiling,10289,1451,151,"['pandas-profiling', 'pandas-dataframe', 'statistics', 'jupyter-notebook', 'exploration', 'data-science', 'python', 'pandas', 'machine-learning', 'deep-learning', 'exploratory-data-analysis', 'eda', 'data-quality', 'html-report', 'data-exploration', 'data-analysis', 'jupyter', 'big-data-analytics', 'data-profiling', 'hacktoberfest']",Python,https://ydata-profiling.ydata.ai,ydata-profiling: Create HTML profiling reports from pandas DataFrame objects,pandas-profiling,2023-03-03,2023-01-30,2016-01-09,372,27.59501915708812
-536,profiling,https://github.com/bloomberg/memray,1.0,,,bloomberg/memray,memray,10199,283,53,"['memory', 'memory-leak', 'memory-leak-detection', 'memory-profiler', 'profiler', 'python', 'python3', 'hacktoberfest']",Python,https://bloomberg.github.io/memray/,Memray is a memory profiler for Python,bloomberg,2023-03-02,2023-02-27,2022-04-08,47,217.0
-805,web,https://github.com/encode/httpx,,,,encode/httpx,httpx,10131,673,112,"['python', 'http', 'trio', 'asyncio']",Python,https://www.python-httpx.org/,httpx: A next generation HTTP client for Python. 🦋,encode,2023-03-03,2023-03-01,2019-04-04,204,49.62701189643107
-645,util,https://github.com/pyinstaller/pyinstaller,,,,pyinstaller/pyinstaller,pyinstaller,10075,1858,232,"['python', 'python-3', 'bundle', 'package', 'pyinstaller', 'python-to-exe', 'py2exe', 'py2app']",Python,http://www.pyinstaller.org,pyinstaller: Freeze (package) Python programs into stand-alone executables,pyinstaller,2023-03-02,2023-02-26,2011-11-23,588,17.12603205439534
-24,ml,https://github.com/google/dopamine,,,,google/dopamine,dopamine,10026,1342,443,"['rl', 'ml', 'ai', 'google', 'tensorflow']",Jupyter Notebook,https://github.com/google/dopamine,Dopamine is a research framework for fast prototyping of reinforcement learning algorithms. ,google,2023-03-02,2023-02-27,2018-07-26,240,41.750148720999405
-412,util,https://github.com/pre-commit/pre-commit,,,,pre-commit/pre-commit,pre-commit,9887,709,90,"['git', 'pre-commit', 'python', 'linter', 'refactoring']",Python,https://pre-commit.com,pre-commit: A framework for managing and maintaining multi-language pre-commit hooks.,pre-commit,2023-03-03,2023-02-28,2014-03-13,468,21.11962160512664
-71,testing,https://github.com/pytest-dev/pytest,,,,pytest-dev/pytest,pytest,9852,2269,194,"['unit-testing', 'test', 'testing', 'python', 'hacktoberfest']",Python,https://pytest.org,"pytest: The pytest framework makes it easy to write small tests, yet scales to support complex functional testing",pytest-dev,2023-03-02,2023-02-28,2015-06-15,402,24.472675656493966
-470,nlp,https://github.com/microsoft/unilm,,,,microsoft/unilm,unilm,9848,1597,248,"['nlp', 'language-generation', 'pre-trained-model', 'small-pre-trained-model', 'unilm', 'minilm', 'layoutlm', 'multimodal-pre-trained-model', 'layoutxlm', 'beit', 'document-ai', 'trocr', 'beit-3', 'foundation-models', 'xlm-e', 'deepnet', 'document-foundation-model', 'llm', 'multimodal', 'mllm']",Python,https://aka.ms/nlpagi,"unilm: Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities",microsoft,2023-03-03,2023-03-01,2019-07-23,188,52.26383623957543
-22,nlp,https://github.com/facebookresearch/parlai,,,,facebookresearch/parlai,ParlAI,9830,1999,292,[],Python,https://parl.ai,ParlAI: A framework for training and evaluating AI models on a variety of openly available dialogue datasets.,facebookresearch,2023-03-02,2023-02-24,2017-04-24,305,32.16923796166433
-38,jupyter,https://github.com/jupyter/notebook,,,,jupyter/notebook,notebook,9810,4016,321,"['closember', 'jupyter', 'jupyter-notebook', 'notebook']",Jupyter Notebook,https://jupyter-notebook.readthedocs.io/,notebook: Jupyter Interactive Notebook,jupyter,2023-03-02,2023-03-01,2015-04-09,412,23.802426343154245
-653,profiling,https://github.com/benfred/py-spy,,,,benfred/py-spy,py-spy,9793,346,111,"['profiler', 'python', 'performance-analysis', 'profiling']",Rust,,py-spy: Sampling profiler for Python programs,benfred,2023-03-02,2022-12-09,2018-08-01,239,40.92597014925373
-517,typing,https://github.com/microsoft/pyright,,,,microsoft/pyright,pyright,9788,846,93,[],Python,,pyright: Static type checker for Python,microsoft,2023-03-03,2023-03-02,2019-03-12,207,47.18732782369146
-315,gui,https://github.com/hoffstadt/dearpygui,,,,hoffstadt/dearpygui,DearPyGui,9753,510,138,"['cpp', 'python', 'imgui', 'toolkit', 'native', 'tools', 'gui', 'graphics', 'macos', 'linux', 'ui', 'python-gui', 'cross-platform', 'windows', 'dearpygui']",C++,https://dearpygui.readthedocs.io/en/latest/,DearPyGui: Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies,hoffstadt,2023-03-02,2023-03-02,2020-05-28,144,67.66204162537166
-225,util,https://github.com/pyodide/pyodide,,,,pyodide/pyodide,pyodide,9672,629,126,"['python', 'webassembly']",Python,https://pyodide.org/en/stable/,Pyodide is a Python distribution for the browser and Node.js based on WebAssembly,pyodide,2023-03-02,2023-03-02,2018-02-23,262,36.916030534351144
-142,nlp,https://github.com/ukplab/sentence-transformers,,,,ukplab/sentence-transformers,sentence-transformers,9557,1869,119,[],Python,https://www.SBERT.net,sentence-transformers: Multilingual Sentence & Image Embeddings with BERT,ukplab,2023-03-02,2023-01-26,2019-07-24,188,50.75796661608498
-238,data,https://github.com/tiangolo/sqlmodel,1.0,,,tiangolo/sqlmodel,sqlmodel,9492,409,124,"['python', 'sql', 'sqlalchemy', 'pydantic', 'fastapi', 'json', 'json-schema']",Python,https://sqlmodel.tiangolo.com/,"sqlmodel: SQL databases in Python, designed for simplicity, compatibility, and robustness.",tiangolo,2023-03-03,2023-02-21,2021-08-24,79,119.50359712230215
-961,util,https://github.com/charliermarsh/ruff,,,,charliermarsh/ruff,ruff,9450,301,47,"['linter', 'pep8', 'python', 'python3', 'rust', 'rustpython', 'static-analysis', 'static-code-analysis', 'style-guide', 'styleguide', 'ruff']",Rust,https://beta.ruff.rs,"ruff: An extremely fast Python linter, written in Rust.",charliermarsh,2023-03-03,2023-03-02,2022-08-09,29,321.11650485436894
-155,data,https://github.com/s0md3v/photon,,,,s0md3v/photon,Photon,9429,1380,325,"['crawler', 'spider', 'python', 'osint', 'information-gathering']",Python,,Photon: Incredibly fast crawler designed for OSINT.,s0md3v,2023-03-02,2022-12-20,2018-03-30,257,36.688715953307394
-655,util,https://github.com/magicstack/uvloop,,,,magicstack/uvloop,uvloop,9198,535,226,"['asyncio', 'async-await', 'async', 'high-performance', 'libuv', 'python', 'python-3', 'event-loop', 'networking', 'async-python']",Cython,,uvloop: Ultra fast asyncio event loop.,magicstack,2023-03-02,2023-01-15,2015-11-08,381,24.096556886227546
-126,ml-dl,https://github.com/microsoft/deepspeed,,,,microsoft/deepspeed,DeepSpeed,9170,1103,146,"['deep-learning', 'pytorch', 'gpu', 'machine-learning', 'billion-parameters', 'data-parallelism', 'model-parallelism', 'inference', 'pipeline-parallelism', 'compression', 'mixture-of-experts', 'trillion-parameters', 'zero']",Python,https://www.deepspeed.ai/,"DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.",microsoft,2023-03-03,2023-03-01,2020-01-23,162,56.55506607929515
-157,util,https://github.com/pallets/jinja,,,,pallets/jinja,jinja,9090,1543,250,"['python', 'template-engine', 'jinja', 'jinja2', 'templates', 'pallets']",Python,https://jinja.palletsprojects.com,jinja: A very fast and expressive template engine.,pallets,2023-03-02,2023-03-01,2010-10-17,645,14.077433628318584
-371,viz,https://github.com/marceloprates/prettymaps,,,,marceloprates/prettymaps,prettymaps,9080,441,74,"['matplotlib', 'jupyter-notebook', 'python', 'generative-art', 'cartography', 'maps', 'openstreetmap']",Jupyter Notebook,,"prettymaps: A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.",marceloprates,2023-03-02,2023-02-15,2021-03-05,104,87.3076923076923
-523,ml-dl,https://github.com/lucidrains/dalle2-pytorch,,,,lucidrains/dalle2-pytorch,DALLE2-pytorch,9030,783,123,"['artificial-intelligence', 'deep-learning', 'text-to-image']",Python,,"DALLE2-pytorch: Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network,  in Pytorch",lucidrains,2023-03-02,2023-02-12,2022-04-07,47,191.54545454545453
-398,web,https://github.com/falconry/falcon,,,,falconry/falcon,falcon,9015,901,267,"['python', 'framework', 'rest', 'microservices', 'web', 'api', 'http', 'wsgi', 'asgi', 'api-rest']",Python,https://falcon.readthedocs.io/en/stable/,"falcon: The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.",falconry,2023-02-28,2023-01-18,2012-12-06,534,16.877507354907728
-132,ml,https://github.com/epistasislab/tpot,,,,epistasislab/tpot,tpot,8966,1518,293,"['machine-learning', 'python', 'data-science', 'automl', 'automation', 'scikit-learn', 'hyperparameter-optimization', 'model-selection', 'parameter-tuning', 'automated-machine-learning', 'random-forest', 'gradient-boosting', 'feature-engineering', 'aiml', 'alzheimer', 'alzheimers', 'nia', 'u01ag066833', 'ag066833', 'adsp']",Python,http://epistasislab.github.io/tpot/,tpot: A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.,epistasislab,2023-03-02,2022-07-29,2015-11-03,382,23.444901008591707
-244,util,https://github.com/aws/serverless-application-model,,,,aws/serverless-application-model,serverless-application-model,8934,2302,298,"['serverless', 'aws', 'lambda', 'aws-sam', 'sam', 'sam-specification', 'serverless-applications', 'serverless-application-model']",Python,https://aws.amazon.com/serverless/sam,serverless-application-model: The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.,aws,2023-03-02,2023-03-03,2016-10-10,333,26.78286937901499
-5,web,https://github.com/benoitc/gunicorn,,,,benoitc/gunicorn,gunicorn,8798,1631,229,"['http-server', 'http', 'python', 'wsgi-server', 'wsgi']",Python,http://www.gunicorn.org,"gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.",benoitc,2023-03-02,2023-01-26,2009-11-30,691,12.721751704193348
-92,ml-ops,https://github.com/uber/ludwig,,,,uber/ludwig,ludwig,8780,1030,184,"['deep-learning', 'deeplearning', 'deep', 'learning', 'machine-learning', 'machinelearning', 'machine', 'natural-language-processing', 'natural-language', 'computer-vision', 'data-centric', 'data-science', 'python', 'pytorch', 'neural-network', 'ml', 'datascience']",Python,http://ludwig.ai,ludwig: Data-centric declarative deep learning framework,uber,2023-03-02,2023-03-03,2018-12-27,218,40.24885396201703
-134,ml-dl,https://github.com/keras-team/autokeras,,,,keras-team/autokeras,autokeras,8755,1394,306,"['automl', 'neural-architecture-search', 'automated-machine-learning', 'python', 'deep-learning', 'machine-learning', 'autodl', 'tensorflow', 'keras']",Python,http://autokeras.com/,autokeras: AutoML library for deep learning,keras-team,2023-03-03,2023-02-22,2017-11-19,275,31.753886010362695
-495,data,https://github.com/duckdb/duckdb,1.0,,,duckdb/duckdb,duckdb,8723,813,135,"['sql', 'database', 'olap', 'analytics', 'embedded-database']",C++,http://www.duckdb.org,DuckDB is an in-process SQL OLAP Database Management System,duckdb,2023-03-02,2023-03-02,2018-06-26,244,35.687317358270015
-815,ml-dl,https://github.com/danielgatis/rembg,,,,danielgatis/rembg,rembg,8531,1067,105,"['image-processing', 'background-removal', 'python']",Python,,Rembg is a tool to remove images background,danielgatis,2023-03-03,2022-12-28,2020-08-10,133,63.86844919786096
-151,nlp,https://github.com/sloria/textblob,,,,sloria/textblob,TextBlob,8453,1112,270,"['nlp', 'nltk', 'pattern', 'python', 'python-3', 'python-2', 'natural-language-processing']",Python,https://textblob.readthedocs.io/,"TextBlob: Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.",sloria,2023-03-01,2021-10-22,2013-06-30,504,16.748089442400225
-100,nlp,https://github.com/clips/pattern,,,,clips/pattern,pattern,8424,1597,547,"['python', 'machine-learning', 'natural-language-processing', 'web-mining', 'wordnet', 'sentiment-analysis', 'network-analysis']",Python,https://github.com/clips/pattern/wiki,"pattern: Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.",clips,2023-03-02,2020-04-25,2011-05-03,617,13.64368347987043
-125,perf,https://github.com/modin-project/modin,,,,modin-project/modin,modin,8416,591,108,"['dataframe', 'pandas', 'distributed', 'datascience', 'modin', 'sql', 'python', 'analytics', 'data-science', 'hacktoberfest']",Python,http://modin.readthedocs.io,Modin: Scale your Pandas workflows by changing a single line of code,modin-project,2023-03-03,2023-03-02,2018-06-21,245,34.33100233100233
-53,perf,https://github.com/numba/numba,,,,numba/numba,numba,8319,1004,207,"['python', 'numpy', 'llvm', 'compiler', 'cuda', 'parallel']",Python,http://numba.pydata.org/,numba: NumPy aware dynamic Python compiler using LLVM,numba,2023-03-02,2023-02-28,2012-03-08,573,14.514705882352942
-773,ml-dl,https://github.com/sanster/lama-cleaner,,,,sanster/lama-cleaner,lama-cleaner,8286,735,63,"['inpainting', 'pytorch', 'lama', 'latent-diffusion', 'mat', 'zits', 'stable-diffusion']",Python,https://lama-cleaner-docs.vercel.app/,"lama-cleaner: Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.",sanster,2023-03-03,2023-03-02,2021-11-15,67,122.62579281183932
-758,diffusion,https://github.com/divamgupta/diffusionbee-stable-diffusion-ui,,,,divamgupta/diffusionbee-stable-diffusion-ui,diffusionbee-stable-diffusion-ui,8286,332,77,"['electron-app', 'macos', 'stable-diffusion']",JavaScript,https://diffusionbee.com,diffusionbee-stable-diffusion-ui: Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.,divamgupta,2023-03-03,2023-02-13,2022-09-06,25,325.85393258426967
-282,util,https://github.com/arrow-py/arrow,,,,arrow-py/arrow,arrow,8236,639,134,"['python', 'arrow', 'datetime', 'date', 'time', 'timestamp', 'timezones', 'hacktoberfest']",Python,https://arrow.readthedocs.io,arrow: 🏹 Better dates & times for Python,arrow-py,2023-03-01,2022-11-15,2012-11-18,536,15.345222251796645
-84,ml,https://github.com/statsmodels/statsmodels,,,,statsmodels/statsmodels,statsmodels,8233,2667,275,"['python', 'statistics', 'econometrics', 'data-analysis', 'generalized-linear-models', 'timeseries-analysis', 'regression-models', 'count-model', 'data-science', 'forecasting', 'hypothesis-testing', 'prediction', 'robust-estimation']",Python,http://www.statsmodels.org/devel/,Statsmodels: statistical modeling and econometrics in Python,statsmodels,2023-03-03,2023-02-26,2011-06-12,611,13.458897711349836
-294,util,https://github.com/paramiko/paramiko,,,,paramiko/paramiko,paramiko,8187,1915,319,[],Python,http://paramiko.org,paramiko: The leading native Python SSHv2 protocol library.,paramiko,2023-03-03,2023-02-24,2009-02-02,734,11.145274212368728
-706,sim,https://github.com/isl-org/open3d,,,,isl-org/open3d,Open3D,8172,1897,172,"['mesh-processing', 'computer-graphics', 'opengl', 'cpp', 'python', 'reconstruction', 'odometry', 'visualization', 'registration', 'machine-learning', '3d', 'pointcloud', 'rendering', 'gui', '3d-perception', 'gpu', 'arm', 'cuda', 'pytorch', 'tensorflow']",C++,http://www.open3d.org,Open3D: A Modern Library for 3D Data Processing,isl-org,2023-03-03,2023-03-01,2016-12-02,326,25.067484662576685
-116,ml-ops,https://github.com/kedro-org/kedro,,From: https://github.com/quantumblacklabs/kedro,,kedro-org/kedro,kedro,8137,765,104,"['pipeline', 'kedro', 'hacktoberfest', 'mlops', 'experiment-tracking', 'python', 'machine-learning']",Python,https://kedro.org,"kedro: A Python framework for creating reproducible, maintainable and modular data science code.",kedro-org,2023-03-02,2023-03-02,2019-04-18,202,40.25371024734982
-128,viz,https://github.com/altair-viz/altair,,,,altair-viz/altair,altair,8084,717,147,[],Python,https://altair-viz.github.io/,altair: Declarative statistical visualization library for Python,altair-viz,2023-03-02,2023-03-01,2015-09-19,388,20.789125642909625
-29,ml-ops,https://github.com/great-expectations/great_expectations,,,,great-expectations/great_expectations,great_expectations,8048,1246,71,"['pipeline-tests', 'dataquality', 'datacleaning', 'datacleaner', 'data-science', 'data-profiling', 'pipeline', 'pipeline-testing', 'cleandata', 'dataunittest', 'data-unit-tests', 'eda', 'exploratory-data-analysis', 'exploratory-analysis', 'exploratorydataanalysis', 'data-quality', 'data-engineering', 'pipeline-debt', 'data-profilers', 'mlops']",Python,https://docs.greatexpectations.io/,great_expectations: Always know what to expect from your data.,great-expectations,2023-03-02,2023-03-02,2017-09-11,285,28.18209104552276
-394,web,https://github.com/encode/starlette,,,,encode/starlette,starlette,7940,721,111,"['python', 'async', 'websockets', 'http']",Python,https://www.starlette.io/,starlette: The little ASGI framework that shines. 🌟,encode,2023-03-03,2023-03-01,2018-06-25,244,32.46495327102804
-970,study,https://github.com/openai/spinningup,,,,openai/spinningup,spinningup,7927,1846,215,[],Python,https://spinningup.openai.com/,spinningup: An educational resource to help anyone learn deep reinforcement learning.,openai,2023-03-02,2020-02-07,2018-11-07,225,35.18642993024731
-7,util,https://github.com/boto/boto3,,,,boto/boto3,boto3,7921,1730,240,"['python', 'aws', 'cloud', 'cloud-management', 'aws-sdk']",Python,https://aws.amazon.com/sdk-for-python/,boto3: AWS SDK for Python,boto,2023-03-02,2023-03-02,2014-10-03,439,18.043280182232348
-367,ml,https://github.com/megvii-basedetection/yolox,,,,megvii-basedetection/yolox,YOLOX,7915,1915,72,"['yolox', 'yolov3', 'onnx', 'tensorrt', 'ncnn', 'openvino', 'pytorch', 'megengine', 'object-detection', 'yolo', 'deep-learning']",Python,,"YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/",megvii-basedetection,2023-03-02,2023-03-01,2021-07-17,84,93.27441077441077
-951,web,https://github.com/bottlepy/bottle,,,,bottlepy/bottle,bottle,7907,1446,312,"['python', 'wsgi', 'rest', 'web-framework', 'bottle']",Python,http://bottlepy.org/,bottle.py is a fast and simple micro-framework for python web-applications.,bottlepy,2023-03-01,2022-09-05,2009-06-30,713,11.083099719663597
-440,ml-dl,https://github.com/kornia/kornia,,,,kornia/kornia,kornia,7818,792,119,"['computer-vision', 'image-processing', 'machine-learning', 'pytorch', 'deep-learning', 'neural-network', 'python', 'artificial-intelligence']",Python,https://kornia.github.io/kornia/,kornia: Open Source Differentiable Computer Vision Library,kornia,2023-03-02,2023-03-01,2018-08-22,236,33.08706166868198
-422,ml-dl,https://github.com/pyro-ppl/pyro,,,,pyro-ppl/pyro,pyro,7810,965,201,"['python', 'pytorch', 'machine-learning', 'bayesian', 'probabilistic-programming', 'bayesian-inference', 'variational-inference', 'probabilistic-modeling', 'deep-learning']",Python,http://pyro.ai,pyro: Deep universal probabilistic programming with Python and PyTorch,pyro-ppl,2023-03-02,2023-02-03,2017-06-16,298,26.20805369127517
-95,perf,https://github.com/vaexio/vaex,,,,vaexio/vaex,vaex,7800,586,141,"['dataframe', 'python', 'bigdata', 'tabular-data', 'visualization', 'memory-mapped-file', 'hdf5', 'machine-learning', 'machinelearning', 'data-science', 'pyarrow']",Python,https://vaex.io,"vaex: Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀",vaexio,2023-03-03,2022-12-08,2014-09-27,439,17.733030204611886
-615,testing,https://github.com/robotframework/robotframework,,,,robotframework/robotframework,robotframework,7800,2092,475,"['robotframework', 'testing', 'automation', 'testautomation', 'attd', 'bdd', 'rpa', 'python']",Python,http://robotframework.org,robotframework: Generic automation framework for acceptance testing and RPA,robotframework,2023-03-03,2023-03-01,2014-06-27,453,17.218543046357617
-10,util,https://github.com/cython/cython,,,,cython/cython,cython,7710,1364,231,"['python', 'cython', 'cpython', 'cpython-extensions', 'c', 'cpp', 'performance', 'big-data']",Python,https://cython.org,cython: The most widely used Python to C compiler,cython,2023-03-02,2023-03-01,2010-11-21,640,12.033444816053512
-547,ml,https://github.com/optuna/optuna,,,,optuna/optuna,optuna,7673,809,124,"['python', 'machine-learning', 'parallel', 'distributed', 'hyperparameter-optimization', 'hacktoberfest']",Python,https://optuna.org,optuna: A hyperparameter optimization framework,optuna,2023-03-02,2023-03-02,2018-02-21,262,29.254357298474947
-322,web,https://github.com/graphql-python/graphene,,,,graphql-python/graphene,graphene,7590,811,144,"['graphql', 'python', 'relay', 'framework', 'graphene']",Python,http://graphene-python.org/,graphene: GraphQL framework for Python,graphql-python,2023-03-01,2023-02-28,2015-09-24,388,19.554655870445345
-650,profiling,https://github.com/plasma-umass/scalene,1.0,,,plasma-umass/scalene,scalene,7422,247,72,"['python', 'profiling', 'performance-analysis', 'cpu-profiling', 'profiler', 'python-profilers', 'gpu-programming', 'scalene', 'profiles-memory', 'performance-cpu', 'cpu', 'memory-allocation', 'gpu', 'memory-consumption']",JavaScript,,"Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals",plasma-umass,2023-03-02,2023-02-27,2019-12-17,167,44.329351535836174
-165,nlp,https://github.com/doccano/doccano,,,,doccano/doccano,doccano,7399,1494,125,"['natural-language-processing', 'machine-learning', 'annotation-tool', 'python', 'datasets', 'dataset', 'data-labeling', 'text-annotation', 'nuxtjs', 'vue', 'vuejs', 'nuxt']",Python,https://doccano.herokuapp.com,doccano: Open source annotation tool for machine learning practitioners.,doccano,2023-03-03,2023-03-02,2018-05-09,251,29.44457077885162
-28,ml-dl,https://github.com/google/trax,,,,google/trax,trax,7380,765,145,"['jax', 'numpy', 'deep-learning', 'deep-reinforcement-learning', 'machine-learning', 'transformer', 'reinforcement-learning']",Python,,Trax — Deep Learning with Clear Code and Speed,google,2023-03-01,2023-02-15,2019-10-05,177,41.493975903614455
-753,study,https://github.com/karpathy/nn-zero-to-hero,,,,karpathy/nn-zero-to-hero,nn-zero-to-hero,7379,683,240,[],Jupyter Notebook,,nn-zero-to-hero: Neural Networks: Zero to Hero,karpathy,2023-03-02,2023-01-17,2022-09-08,25,293.48295454545456
-70,ml,https://github.com/pymc-devs/pymc3,,,,pymc-devs/pymc3,pymc,7346,1748,226,"['python', 'statistical-analysis', 'bayesian-inference', 'mcmc', 'variational-inference', 'probabilistic-programming', 'pytensor']",Python,https://docs.pymc.io/,pymc: Bayesian Modeling in Python,pymc-devs,2023-03-02,2023-03-02,2009-05-05,721,10.182574257425742
-197,nlp,https://github.com/eleutherai/gpt-neo,,,,eleutherai/gpt-neo,gpt-neo,7202,719,171,"['language-model', 'transformers', 'gpt', 'gpt-2', 'gpt-3']",Python,https://www.eleuther.ai,gpt-neo: An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.,eleutherai,2023-03-03,2022-02-25,2020-07-05,138,51.91967044284243
-455,ml-dl,https://github.com/tensorlayer/tensorlayer,,,,tensorlayer/tensorlayer,TensorLayer,7153,1617,466,"['tensorlayer', 'deep-learning', 'tensorflow', 'neural-network', 'reinforcement-learning', 'artificial-intelligence', 'gan', 'a3c', 'tensorflow-tutorials', 'dqn', 'object-detection', 'chatbot', 'python', 'tensorflow-tutorial', 'imagenet', 'google']",Python,http://tensorlayerx.com,TensorLayer: Deep Learning and Reinforcement Learning Library for Scientists and Engineers ,tensorlayer,2023-03-03,2023-02-18,2016-06-07,351,20.354065040650408
-286,data,https://github.com/simonw/datasette,1.0,,,simonw/datasette,datasette,7131,497,101,"['sqlite', 'python', 'datasets', 'json', 'docker', 'datasette', 'automatic-api', 'asgi', 'csv', 'datasette-io', 'sql']",Python,https://datasette.io,datasette: An open source multi-tool for exploring and publishing data,simonw,2023-03-03,2023-01-28,2017-10-23,279,25.50689831374553
-846,time-series,https://github.com/blue-yonder/tsfresh,,,,blue-yonder/tsfresh,tsfresh,7116,1119,159,"['data-science', 'feature-extraction', 'time-series']",Jupyter Notebook,http://tsfresh.readthedocs.io,tsfresh: Automatic extraction of relevant features from time series:,blue-yonder,2023-03-02,2023-02-28,2016-10-26,331,21.479948253557566
-382,ml-ops,https://github.com/deepset-ai/haystack,,,,deepset-ai/haystack,haystack,7109,1064,103,"['nlp', 'question-answering', 'bert', 'transfer-learning', 'language-model', 'pytorch', 'semantic-search', 'squad', 'elasticsearch', 'information-retrieval', 'summarization', 'transformers', 'natural-language-processing', 'machine-learning', 'ai', 'python', 'chatgpt', 'gpt-3', 'large-language-models', 'generative-ai']",Python,https://haystack.deepset.ai,"haystack: :mag: Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-3 and alike). Haystack offers production-ready tools to quickly build ChatGPT-like question answering, semantic search, text generation, and more.",deepset-ai,2023-03-02,2023-03-02,2019-11-14,172,41.297095435684646
-171,ml-dl,https://github.com/facebookresearch/pytorch3d,,,,facebookresearch/pytorch3d,pytorch3d,7005,1076,141,[],Python,https://pytorch3d.org/,PyTorch3D is FAIR's library of reusable components for deep learning with 3D data,facebookresearch,2023-03-02,2023-02-28,2019-10-25,175,40.02857142857143
-150,ml,https://github.com/catboost/catboost,,,,catboost/catboost,catboost,6975,1090,192,"['machine-learning', 'decision-trees', 'gradient-boosting', 'gbm', 'gbdt', 'python', 'r', 'kaggle', 'gpu-computing', 'catboost', 'tutorial', 'categorical-features', 'gpu', 'coreml', 'data-science', 'big-data', 'cuda', 'data-mining']",C,https://catboost.ai,"catboost: A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.",catboost,2023-03-02,2023-03-02,2017-07-18,293,23.770691333982473
-65,ml,https://github.com/pycaret/pycaret,,,,pycaret/pycaret,pycaret,6961,1584,128,"['data-science', 'citizen-data-scientists', 'python', 'machine-learning', 'pycaret', 'ml', 'gpu', 'time-series', 'regression', 'classification', 'anomaly-detection', 'nlp', 'clustering']",Jupyter Notebook,https://www.pycaret.org,"pycaret: An open-source, low-code machine learning library in Python",pycaret,2023-03-03,2023-03-02,2019-11-23,170,40.741638795986624
-82,data,https://github.com/sqlalchemy/sqlalchemy,,,,sqlalchemy/sqlalchemy,sqlalchemy,6868,1084,90,"['sqlalchemy', 'sql', 'python']",Python,https://www.sqlalchemy.org,sqlalchemy: The Database Toolkit for Python,sqlalchemy,2023-03-02,2023-03-01,2018-11-27,222,30.87732819524727
-532,util,https://github.com/facebookresearch/hydra,,,,facebookresearch/hydra,hydra,6845,561,87,[],Python,https://hydra.cc,Hydra is a framework for elegantly configuring complex applications,facebookresearch,2023-03-02,2023-02-25,2019-06-12,194,35.231617647058826
-389,data,https://github.com/yzhao062/pyod,,,,yzhao062/pyod,pyod,6784,1239,152,"['outlier-detection', 'anomaly-detection', 'outlier-ensembles', 'outliers', 'anomaly', 'python', 'machine-learning', 'data-mining', 'unsupervised-learning', 'python2', 'python3', 'fraud-detection', 'autoencoder', 'neural-networks', 'deep-learning', 'data-science', 'data-analysis', 'novelty-detection', 'out-of-distribution-detection']",Python,http://pyod.readthedocs.io,pyod: A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection),yzhao062,2023-03-02,2022-12-16,2017-10-03,282,24.02023267577137
-131,ml,https://github.com/automl/auto-sklearn,,,,automl/auto-sklearn,auto-sklearn,6768,1213,212,"['automl', 'scikit-learn', 'automated-machine-learning', 'hyperparameter-optimization', 'hyperparameter-tuning', 'hyperparameter-search', 'bayesian-optimization', 'metalearning', 'meta-learning', 'smac']",Python,https://automl.github.io/auto-sklearn,auto-sklearn: Automated Machine Learning with scikit-learn,automl,2023-03-02,2022-12-07,2015-07-02,400,16.91395930024991
-824,study,https://github.com/firmai/industry-machine-learning,,,,firmai/industry-machine-learning,industry-machine-learning,6735,1124,392,"['machine-learning', 'jupyter-notebook', 'datascience', 'example', 'python', 'practical-machine-learning', 'data-science', 'firmai']",Jupyter Notebook,https://www.linkedin.com/company/firmai,industry-machine-learning: A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai),firmai,2023-03-02,2021-12-18,2019-05-03,200,33.675
-121,ml-ops,https://github.com/dagster-io/dagster,,,,dagster-io/dagster,dagster,6660,840,93,"['data-pipelines', 'dagster', 'workflow', 'data-science', 'workflow-automation', 'python', 'scheduler', 'data-orchestrator', 'etl', 'analytics', 'data-engineering', 'mlops', 'orchestration', 'data-integration', 'metadata']",Python,https://dagster.io,"dagster: An orchestration platform for the development, production, and observation of data assets.",dagster-io,2023-03-03,2023-03-03,2018-04-30,252,26.368778280542987
-716,util,https://github.com/jazzband/pip-tools,,,,jazzband/pip-tools,pip-tools,6656,567,105,"['python', 'packaging', 'pip', 'pip-tools', 'pip-compile', 'setuptools', 'requirements', 'lockfile', 'hashes']",Python,https://pip-tools.rtfd.io,pip-tools: A set of tools to keep your pinned Python dependencies fresh.,jazzband,2023-03-02,2023-03-02,2012-09-10,546,12.177731312075274
-215,debug,https://github.com/gruns/icecream,,,,gruns/icecream,icecream,6617,137,50,"['python', 'python3', 'library', 'inspects', 'debug', 'debugging', 'debugging-tool', 'print']",Python,,icecream: 🍦 Never use print() to debug again.,gruns,2023-03-02,2022-12-04,2018-02-13,263,25.11876355748373
-459,ml-ops,https://github.com/dbt-labs/dbt-core,,,,dbt-labs/dbt-core,dbt-core,6616,1170,135,"['dbt-viewpoint', 'slack', 'pypa', 'data-modeling', 'business-intelligence', 'analytics', 'elt']",Python,https://getdbt.com,dbt-core: dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.,dbt-labs,2023-03-02,2023-03-02,2016-03-10,364,18.168693605335427
-133,ml,https://github.com/hyperopt/hyperopt,,,,hyperopt/hyperopt,hyperopt,6607,1009,126,[],Python,http://hyperopt.github.io/hyperopt,hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python,hyperopt,2023-03-03,2021-11-29,2011-09-06,599,11.022163965681601
-67,web,https://github.com/pyeve/eve,,,,pyeve/eve,eve,6587,754,229,"['python', 'rest', 'flask', 'mongodb']",Python,https://python-eve.org,eve: REST API framework designed for human beings,pyeve,2023-02-25,2022-11-10,2012-10-22,540,12.185253699788584
-288,testing,https://github.com/hypothesisworks/hypothesis,1.0,,,hypothesisworks/hypothesis,hypothesis,6551,550,68,"['python', 'testing', 'fuzzing', 'property-based-testing']",Python,https://hypothesis.works,"Hypothesis is a powerful, flexible, and easy to use library for property-based testing.",hypothesisworks,2023-03-02,2023-02-17,2013-03-10,520,12.58079561042524
-230,template,https://github.com/drivendata/cookiecutter-data-science,1.0,,,drivendata/cookiecutter-data-science,cookiecutter-data-science,6535,2088,113,"['cookiecutter-data-science', 'cookiecutter', 'cookiecutter-template', 'data-science', 'machine-learning', 'ai']",Python,http://drivendata.github.io/cookiecutter-data-science/,"cookiecutter-data-science: A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.",drivendata,2023-03-02,2022-03-11,2015-10-30,383,17.06266318537859
-141,ml,https://github.com/featurelabs/featuretools,1.0,,,featurelabs/featuretools,featuretools,6530,840,158,"['feature-engineering', 'machine-learning', 'data-science', 'automated-machine-learning', 'automl', 'python', 'scikit-learn', 'automated-feature-engineering']",Python,https://www.featuretools.com,featuretools: An open source python library for automated feature engineering,featurelabs,2023-03-03,2023-03-01,2017-09-08,286,22.832167832167833
-153,util,https://github.com/marshmallow-code/marshmallow,,,,marshmallow-code/marshmallow,marshmallow,6446,623,81,"['serialization', 'deserialization', 'validation', 'python', 'marshalling', 'python-3', 'serde', 'schema', 'hacktoberfest']",Python,https://marshmallow.readthedocs.io/,marshmallow: A lightweight library for converting complex objects to and from simple Python datatypes.,marshmallow-code,2023-03-02,2023-02-21,2013-11-10,485,13.271176470588236
-356,ml-ops,https://github.com/netflix/metaflow,,,,netflix/metaflow,metaflow,6444,613,249,"['machine-learning', 'data-science', 'productivity', 'model-management', 'ai', 'ml', 'ml-platform', 'ml-infrastructure', 'python', 'r', 'rstats', 'reproducible-research', 'r-package', 'mlops', 'datascience', 'high-performance-computing', 'kubernetes', 'aws', 'azure', 'gcp']",Python,https://metaflow.org,metaflow: :rocket: Build and manage real-life data science projects with ease!,netflix,2023-03-03,2023-03-02,2019-09-17,180,35.71496437054632
-556,ml-dl,https://github.com/arogozhnikov/einops,,,,arogozhnikov/einops,einops,6443,290,63,"['deep-learning', 'pytorch', 'tensorflow', 'numpy', 'gluon', 'cupy', 'chainer', 'keras', 'tensor', 'jax']",Python,https://einops.rocks,"einops: Deep learning operations reinvented (for pytorch, tensorflow, jax and others)",arogozhnikov,2023-03-02,2023-01-18,2018-09-22,231,27.788662969808996
-682,diffusion,https://github.com/compvis/latent-diffusion,,,,compvis/latent-diffusion,latent-diffusion,6312,850,78,[],Jupyter Notebook,,latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models,compvis,2023-03-03,2022-07-26,2021-12-20,62,100.87671232876713
-800,web,https://github.com/pallets/werkzeug,,,,pallets/werkzeug,werkzeug,6296,1683,227,"['python', 'wsgi', 'werkzeug', 'http', 'pallets']",Python,https://werkzeug.palletsprojects.com,werkzeug: The comprehensive WSGI web application library.,pallets,2023-03-02,2023-03-01,2010-10-18,645,9.752600132772738
-602,testing,https://github.com/newsapps/beeswithmachineguns,,,,newsapps/beeswithmachineguns,beeswithmachineguns,6293,664,227,[],Python,http://apps.chicagotribune.com/,beeswithmachineguns: A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).,newsapps,2023-02-27,2017-12-20,2010-06-29,661,9.514254859611231
-20,typing,https://github.com/facebook/pyre-check,,,,facebook/pyre-check,pyre-check,6261,416,112,"['python', 'typechecker', 'type-check', 'static-analysis', 'ocaml', 'code-quality', 'abstract-interpretation', 'security', 'program-analysis', 'taint-analysis', 'control-flow-analysis']",OCaml,https://pyre-check.org/,pyre-check: Performant type-checking for python.,facebook,2023-03-02,2023-03-02,2017-11-10,277,22.6028880866426
-879,time-series,https://github.com/sktime/sktime,1.0,,,sktime/sktime,sktime,6213,1031,107,"['time-series', 'machine-learning', 'scikit-learn', 'time-series-classification', 'time-series-regression', 'forecasting', 'time-series-analysis', 'data-science', 'data-mining']",Python,https://www.sktime.net,sktime: A unified framework for machine learning with time series,sktime,2023-03-03,2023-03-02,2018-11-06,225,27.56083650190114
-410,web,https://github.com/encode/uvicorn,,,,encode/uvicorn,uvicorn,6211,551,84,"['python', 'asyncio', 'asgi', 'http', 'http-server']",Python,https://www.uvicorn.org/,"uvicorn: An ASGI web server, for Python. 🦄",encode,2023-03-03,2023-03-01,2017-05-31,300,20.683634633682207
-681,ml,https://github.com/hips/autograd,,,,hips/autograd,autograd,6210,850,217,[],Python,,autograd: Efficiently computes derivatives of numpy code.,hips,2023-03-01,2022-09-29,2014-11-24,431,14.389275074478649
-537,nlp,https://github.com/espnet/espnet,,,,espnet/espnet,espnet,6146,1856,176,"['deep-learning', 'end-to-end', 'chainer', 'pytorch', 'kaldi', 'speech-recognition', 'speech-synthesis', 'speech-translation', 'machine-translation', 'voice-conversion', 'speech-enhancement', 'speech-separation', 'singing-voice-synthesis', 'speaker-diarization', 'spoken-language-understanding']",Python,https://espnet.github.io/espnet/,espnet: End-to-End Speech Processing Toolkit,espnet,2023-03-02,2023-03-02,2017-12-13,272,22.57187827911857
-73,gis,https://github.com/python-visualization/folium,,,,python-visualization/folium,folium,6113,2172,164,"['closember', 'data-science', 'data-visualization', 'javascript', 'maps', 'python']",Python,https://python-visualization.github.io/folium/,folium: Python Data. Leaflet.js Maps. ,python-visualization,2023-03-02,2023-02-17,2013-05-09,512,11.936122733612274
-599,gis,https://github.com/domlysz/blendergis,,,,domlysz/blendergis,BlenderGIS,6075,1133,245,"['blender', 'addon', 'geospatial', 'gis', 'shapefile', 'delaunay-triangulation', 'raster', 'openstreetmap', 'python', 'dem', '3dgis', 'map', 'geodata', 'georeferencing', 'importexport', '3d', 'terrain-model', 'basemap', '3d-map']",Python,,BlenderGIS: Blender addons to make the bridge between Blender and geographic data,domlysz,2023-03-02,2022-05-31,2014-05-08,460,13.202421608196213
-44,ml,https://github.com/lmcinnes/umap,,,,lmcinnes/umap,umap,6075,705,126,"['umap', 'dimensionality-reduction', 'visualization', 'machine-learning', 'topological-data-analysis']",Python,,umap: Uniform Manifold Approximation and Projection,lmcinnes,2023-03-02,2023-02-23,2017-07-02,295,20.543478260869566
-313,util,https://github.com/pypa/pipx,,,,pypa/pipx,pipx,6063,280,72,"['pip', 'cli', 'pypi', 'venv', 'hacktoberfest', 'python']",Python,https://pypa.github.io/pipx/,pipx: Install and Run Python Applications in Isolated Environments,pypa,2023-03-02,2023-02-11,2018-10-06,229,26.37725295214419
-777,util,https://github.com/google/latexify_py,,,,google/latexify_py,latexify_py,6036,328,52,[],Python,,latexify_py: A library to generate LaTeX expression from Python code.,google,2023-03-03,2023-01-14,2020-07-25,135,44.429022082018925
-783,diffusion,https://github.com/carson-katri/dream-textures,,,,carson-katri/dream-textures,dream-textures,5955,304,95,"['ai', 'blender', 'blender-addon', 'image-generation', 'stable-diffusion']",Python,,dream-textures: Stable Diffusion built-in to Blender,carson-katri,2023-03-03,2023-02-15,2022-09-08,25,236.8465909090909
-345,jupyter,https://github.com/mwouts/jupytext,,,,mwouts/jupytext,jupytext,5849,379,68,"['jupyter-notebook', 'jupyterlab-extension', 'version-control', 'knitr', 'rstudio', 'markdown', 'rmarkdown', 'python', 'hydrogen', 'notebooks', 'jupyterlab']",Python,https://jupytext.readthedocs.io,"jupytext: Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts",mwouts,2023-03-03,2023-02-25,2018-06-15,246,23.776422764227643
-969,ml,https://github.com/thu-ml/tianshou,,,,thu-ml/tianshou,tianshou,5840,918,82,"['pytorch', 'policy-gradient', 'dqn', 'double-dqn', 'a2c', 'ddpg', 'ppo', 'td3', 'sac', 'imitation-learning', 'mujoco', 'atari', 'bcq', 'library', 'rl', 'drl', 'benchmark', 'trpo', 'npg', 'cql']",Python,https://tianshou.readthedocs.io,tianshou: An elegant PyTorch deep reinforcement learning library.,thu-ml,2023-03-03,2023-02-03,2018-04-16,254,22.940516273849607
-69,util,https://github.com/pygithub/pygithub,,,,pygithub/pygithub,PyGithub,5828,1595,112,"['pygithub', 'python', 'github', 'github-api']",Python,https://pygithub.readthedocs.io/,PyGithub: Typed interactions with the GitHub API v3,pygithub,2023-03-02,2023-02-23,2012-02-25,574,10.13817097415507
-538,nlp,https://github.com/nvidia/nemo,,,,nvidia/nemo,NeMo,5778,1405,139,"['deep-learning', 'speech-recognition', 'nlp', 'nlp-machine-learning', 'neural-network', 'machine-translation', 'speech-synthesis', 'speech-to-text', 'text-to-speech', 'nmt', 'language-model', 'speaker-diarization', 'speaker-recognition', 'text-normalization', 'asr', 'tts']",Python,https://nvidia.github.io/NeMo/,NeMo: a toolkit for conversational AI,nvidia,2023-03-02,2023-03-02,2019-08-05,186,30.96937212863706
-68,gamedev,https://github.com/pygame/pygame,1.0,,,pygame/pygame,pygame,5771,2535,156,"['python', 'pygame', 'sdl2', 'sdl', 'game-development', 'gamedev', 'game-dev']",C,https://www.pygame.org,"pygame: 🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.",pygame,2023-03-03,2023-02-28,2017-03-26,309,18.63330258302583
-730,ml,https://github.com/cleverhans-lab/cleverhans,,,,cleverhans-lab/cleverhans,cleverhans,5719,1383,191,"['machine-learning', 'security', 'benchmarking']",Jupyter Notebook,,"cleverhans: An adversarial example library for constructing attacks, building defenses, and benchmarking both",cleverhans-lab,2023-03-01,2023-01-31,2016-09-15,337,16.96313559322034
-643,util,https://github.com/theskumar/python-dotenv,,,,theskumar/python-dotenv,python-dotenv,5715,358,33,"['python', 'devops-tools', 'dotenv', '12-factor-app', 'configuration', 'env', 'environment-variables']",Python,https://saurabh-kumar.com/python-dotenv/,python-dotenv: Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.,theskumar,2023-03-03,2023-02-24,2014-09-06,442,12.904838709677419
-723,ml,https://github.com/py-why/dowhy,,,,py-why/dowhy,dowhy,5703,817,137,"['causal-inference', 'machine-learning', 'graphical-models', 'bayesian-networks', 'data-science', 'python3', 'causality', 'causal-models', 'treatment-effects', 'do-calculus', 'causal-machine-learning']",Python,https://www.pywhy.org/dowhy,"DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks. ",py-why,2023-03-02,2023-02-14,2018-05-31,248,22.98272884283247
-106,ml,https://github.com/nicolashug/surprise,,,,nicolashug/surprise,Surprise,5702,968,147,"['recommender', 'systems', 'recommendation', 'svd', 'matrix', 'factorization', 'machine-learning']",Python,http://surpriselib.com,Surprise: A Python scikit for building and analyzing recommender systems,nicolashug,2023-03-02,2023-01-27,2016-10-23,331,17.189491817398793
-896,diffusion,https://github.com/apple/ml-stable-diffusion,,,,apple/ml-stable-diffusion,ml-stable-diffusion,5699,273,71,[],Python,,ml-stable-diffusion: Stable Diffusion with Core ML on Apple Silicon,apple,2023-03-03,2023-02-15,2022-11-16,15,372.8317757009346
-910,perf,https://github.com/exaloop/codon,,,,exaloop/codon,codon,5691,191,48,"['python', 'compiler', 'llvm', 'high-performance', 'gpu-programming', 'parallel-programming']",C++,https://docs.exaloop.io/codon,"codon: A high-performance, zero-overhead, extensible Python compiler using LLVM",exaloop,2023-03-02,2023-02-06,2021-09-27,74,76.316091954023
-193,util,https://github.com/pycqa/isort,,,,pycqa/isort,isort,5645,519,46,"['auto-formatter', 'isort', 'sorting-imports', 'python-utility', 'cli', 'linter', 'cleaner', 'formatter', 'python', 'python3', 'hacktoberfest']",Python,https://pycqa.github.io/isort/,isort: A Python utility / library to sort imports.,pycqa,2023-03-02,2023-03-02,2013-09-02,495,11.390890746612857
-784,diffusion,https://github.com/xavierxiao/dreambooth-stable-diffusion,,,,xavierxiao/dreambooth-stable-diffusion,Dreambooth-Stable-Diffusion,5636,618,83,"['pytorch', 'pytorch-lightning', 'stable-diffusion', 'text-to-image']",Jupyter Notebook,,Dreambooth-Stable-Diffusion: Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion,xavierxiao,2023-03-03,2022-09-21,2022-09-06,25,221.64044943820224
-511,ml,https://github.com/google/automl,,,,google/automl,automl,5587,1417,157,"['automl', 'efficientdet', 'object-detection', 'efficientnet', 'efficientnetv2']",Jupyter Notebook,,automl: Google Brain AutoML,google,2023-03-03,2023-02-15,2020-03-12,155,36.01197053406998
-439,perf,https://github.com/mher/flower,,,,mher/flower,flower,5581,1000,143,"['celery', 'task-queue', 'monitoring', 'administration', 'workers', 'rabbitmq', 'redis', 'python', 'asynchronous']",Python,https://flower.readthedocs.io,flower: Real-time monitor and web admin for Celery distributed task queue,mher,2023-03-02,2022-11-14,2012-07-08,555,10.04293059125964
-909,web,https://github.com/pynecone-io/pynecone,,,,pynecone-io/pynecone,pynecone,5552,188,58,"['fullstack', 'python', 'webdev', 'framework', 'web', 'python-library', 'python3', 'open-source', 'infrastructure']",Python,https://pynecone.io,pynecone: 🕸 Web apps in pure Python 🐍,pynecone-io,2023-03-02,2023-03-01,2022-10-25,18,301.27131782945736
-161,ml,https://github.com/wandb/client,,,,wandb/client,wandb,5545,442,43,"['machine-learning', 'experiment-track', 'deep-learning', 'keras', 'tensorflow', 'pytorch', 'hyperparameter-search', 'reinforcement-learning', 'mlops', 'data-science', 'collaboration', 'hyperparameter-optimization', 'reproducibility', 'hyperparameter-tuning', 'data-versioning', 'model-versioning', 'ml-platform']",Python,https://wandb.ai,wandb: 🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.,wandb,2023-03-03,2023-03-02,2017-03-24,310,17.887096774193548
-932,nlp,https://github.com/lucidrains/palm-rlhf-pytorch,,,,lucidrains/palm-rlhf-pytorch,PaLM-rlhf-pytorch,5516,430,109,"['artificial-intelligence', 'attention-mechanisms', 'deep-learning', 'reinforcement-learning', 'transformers', 'human-feedback']",Python,,PaLM-rlhf-pytorch: Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM,lucidrains,2023-03-03,2023-03-01,2022-12-09,12,459.6666666666667
-880,time-series,https://github.com/unit8co/darts,,,,unit8co/darts,darts,5476,602,45,"['python', 'time-series', 'forecasting', 'machine-learning', 'deep-learning', 'anomaly-detection', 'data-science']",Python,https://unit8co.github.io/darts/,darts: A python library for user-friendly forecasting and anomaly detection on time series.,unit8co,2023-03-03,2023-02-28,2018-09-13,233,23.487745098039216
-579,ml,https://github.com/probml/pyprobml,,,,probml/pyprobml,pyprobml,5465,1308,178,"['jupyter-notebooks', 'machine-learning', 'colab', 'pml', 'probabilistic-programming', 'jax', 'tensorflow', 'pytorch', 'pymc3', 'numpyro', 'flax', 'pyro', 'blackjax']",Jupyter Notebook,,"pyprobml: Python code for ""Probabilistic Machine learning"" book by Kevin Murphy",probml,2023-03-02,2023-01-20,2016-08-17,341,16.01297614064462
-214,nlp,https://github.com/speechbrain/speechbrain,,,,speechbrain/speechbrain,speechbrain,5409,1023,115,"['speech-recognition', 'speech-toolkit', 'speaker-recognition', 'speech-to-text', 'speech-enhancement', 'speech-separation', 'audio', 'audio-processing', 'speech-processing', 'speechrecognition', 'asr', 'voice-recognition', 'spoken-language-understanding', 'speaker-diarization', 'speaker-verification', 'pytorch', 'huggingface', 'transformers', 'language-model', 'deep-learning']",Python,http://speechbrain.github.io,speechbrain: A PyTorch-based Speech Toolkit,speechbrain,2023-03-02,2023-03-02,2020-04-28,148,36.44177093358999
-471,util,https://github.com/parthjadhav/tkinter-designer,,,,parthjadhav/tkinter-designer,Tkinter-Designer,5396,517,57,"['tkinter', 'tkinter-gui', 'tkinter-python', 'tkinter-graphic-interface', 'python3', 'tkinter-widgets', 'gui-application', 'python-script', 'drag-and-drop', 'easy', 'easy-to-use', 'fast', 'gui', 'tkinter-designer', 'figma', 'python', 'automatic', 'collaborate', 'learn', 'hacktoberfest']",Python,,Tkinter-Designer: An easy and fast way to create a Python GUI 🐍,parthjadhav,2023-03-03,2023-02-26,2021-05-18,93,57.75535168195719
-603,ml,https://github.com/cleanlab/cleanlab,,,,cleanlab/cleanlab,cleanlab,5396,455,70,"['weak-supervision', 'robust-machine-learning', 'data-cleaning', 'classification', 'data-quality', 'data-science', 'exploratory-data-analysis', 'label-errors', 'noisy-labels', 'data-centric-ai', 'machine-learning', 'out-of-distribution-detection', 'outlier-detection', 'data-validation', 'active-learning', 'crowdsourcing', 'image-tagging', 'data-labeling', 'entity-recognition', 'annotations']",Python,https://cleanlab.ai,"cleanlab: The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.",cleanlab,2023-03-03,2023-03-01,2018-05-11,251,21.49800796812749
-3,ml,https://github.com/awslabs/autogluon,,,,awslabs/autogluon,autogluon,5392,703,91,"['automl', 'machine-learning', 'data-science', 'deep-learning', 'ensemble-learning', 'image-classification', 'computer-vision', 'natural-language-processing', 'structured-data', 'object-detection', 'gluon', 'transfer-learning', 'pytorch', 'automated-machine-learning', 'scikit-learn', 'autogluon', 'tabular-data', 'hyperparameter-optimization', 'time-series', 'forecasting']",Python,https://auto.gluon.ai/,"AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data",awslabs,2023-03-02,2023-03-02,2019-07-29,187,28.746382330540747
-223,nlp,https://github.com/kingoflolz/mesh-transformer-jax,1.0,,,kingoflolz/mesh-transformer-jax,mesh-transformer-jax,5388,772,92,[],Python,,mesh-transformer-jax: Model parallel transformers in JAX and Haiku,kingoflolz,2023-03-02,2023-01-12,2021-03-13,102,52.38333333333333
-632,util,https://github.com/pyca/cryptography,,,,pyca/cryptography,cryptography,5388,1141,121,"['python', 'cryptography']",Python,https://cryptography.io,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,pyca,2023-03-01,2023-03-02,2013-08-07,499,10.791416309012876
-971,ml,https://github.com/keras-rl/keras-rl,,,,keras-rl/keras-rl,keras-rl,5380,1360,211,"['keras', 'tensorflow', 'theano', 'reinforcement-learning', 'neural-networks', 'machine-learning']",Python,http://keras-rl.readthedocs.io/,keras-rl: Deep Reinforcement Learning for Keras.,keras-rl,2023-03-02,2019-11-11,2016-07-02,347,15.46611909650924
-96,data,https://github.com/vi3k6i5/flashtext,,,,vi3k6i5/flashtext,flashtext,5362,599,139,"['search-in-text', 'keyword-extraction', 'nlp', 'word2vec', 'data-extraction']",Python,,flashtext: Extract Keywords from sentence or Replace keywords in sentences.,vi3k6i5,2023-03-01,2020-05-03,2017-08-15,289,18.526159921026654
-283,util,https://github.com/sdispater/pendulum,,,,sdispater/pendulum,pendulum,5357,322,63,"['python', 'datetime', 'date', 'time', 'python3', 'timezones']",Python,https://pendulum.eustace.io,pendulum: Python datetimes made easy,sdispater,2023-03-02,2023-02-25,2016-06-27,348,15.36844262295082
-552,ml,https://github.com/open-mmlab/mmsegmentation,,,,open-mmlab/mmsegmentation,mmsegmentation,5296,1954,52,"['semantic-segmentation', 'pytorch', 'pspnet', 'deeplabv3', 'transformer', 'swin-transformer', 'realtime-segmentation', 'vessel-segmentation', 'retinal-vessel-segmentation', 'image-segmentation', 'medical-image-segmentation']",Python,https://mmsegmentation.readthedocs.io/en/latest/,mmsegmentation: OpenMMLab Semantic Segmentation Toolbox and Benchmark.,open-mmlab,2023-03-03,2023-02-28,2020-06-14,141,37.37096774193548
-278,data,https://github.com/airbnb/knowledge-repo,,,,airbnb/knowledge-repo,knowledge-repo,5282,708,175,"['data', 'data-science', 'knowledge', 'data-analysis']",Python,,knowledge-repo: A next-generation curated knowledge sharing platform for data scientists and other technical professions.,airbnb,2023-03-03,2023-03-01,2016-08-17,341,15.476768522394307
-434,util,https://github.com/scikit-image/scikit-image,,,,scikit-image/scikit-image,scikit-image,5276,2106,185,"['image-processing', 'python', 'computer-vision', 'hacktoberfest', 'closember']",Python,https://scikit-image.org,scikit-image: Image processing in Python,scikit-image,2023-03-02,2023-03-02,2011-07-07,608,8.67559314070942
-352,ml-ops,https://github.com/activeloopai/hub,,,,activeloopai/hub,deeplake,5266,420,64,"['datasets', 'deep-learning', 'machine-learning', 'data-science', 'pytorch', 'tensorflow', 'data-version-control', 'python', 'ai', 'ml', 'mlops', 'computer-vision', 'cv', 'data-processing', 'image-processing', 'data-centric', 'jupyter-notebook', 'datalake', 'lakehouse']",Python,https://activeloop.ai,"deeplake: Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai ",activeloopai,2023-03-02,2023-03-02,2019-08-09,186,28.311827956989248
-686,util,https://github.com/py-pdf/pypdf2,,,,py-pdf/pypdf2,pypdf,5264,1170,143,"['pypdf2', 'pdf', 'python', 'pdf-parser', 'pdf-parsing', 'pdf-manipulation', 'pdf-documents', 'help-wanted']",Python,https://pypdf.readthedocs.io/en/latest/,"pypdf: A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files",py-pdf,2023-03-02,2023-03-02,2012-01-06,582,9.0446735395189
-81,util,https://github.com/sphinx-doc/sphinx,,,,sphinx-doc/sphinx,sphinx,5237,1876,142,"['python', 'documentation', 'documentation-tool', 'sphinx', 'markdown', 'restructuredtext']",Python,https://www.sphinx-doc.org/,sphinx: The Sphinx documentation generator,sphinx-doc,2023-03-02,2023-02-18,2015-01-02,426,12.293427230046948
-404,perf,https://github.com/python-trio/trio,,,,python-trio/trio,trio,5194,294,88,"['python', 'async', 'async-await', 'networking', 'io', 'trio', 'structured-concurrency']",Python,https://trio.readthedocs.io,Trio – a friendly Python library for async concurrency and I/O,python-trio,2023-03-02,2023-03-01,2017-01-16,319,16.253017434063477
-301,data,https://github.com/kaggle/kaggle-api,,,,kaggle/kaggle-api,kaggle-api,5188,984,192,[],Python,,kaggle-api: Official Kaggle API,kaggle,2023-03-03,2023-03-01,2018-01-25,266,19.493290391841118
-546,ml-dl,https://github.com/facebookresearch/mmf,,,,facebookresearch/mmf,mmf,5155,910,117,"['pytorch', 'vqa', 'pretrained-models', 'multimodal', 'deep-learning', 'captioning', 'dialog', 'textvqa', 'hateful-memes', 'multi-tasking']",Python,https://mmf.sh/,mmf: A modular framework for vision & language multimodal research from Facebook AI Research (FAIR),facebookresearch,2023-03-02,2023-02-02,2018-06-27,244,21.10233918128655
-652,profiling,https://github.com/joerick/pyinstrument,,,,joerick/pyinstrument,pyinstrument,5141,220,55,"['python', 'django', 'profiler', 'performance', 'profile', 'async']",Python,https://pyinstrument.readthedocs.io/,pyinstrument: 🚴 Call stack profiler for Python. Shows you why your code is slow!,joerick,2023-03-02,2022-12-27,2014-03-13,468,10.981690570643881
-605,jupyter,https://github.com/connorferster/handcalcs,,,,connorferster/handcalcs,handcalcs,5138,398,78,[],CSS,,handcalcs: Python library for converting Python calculations into rendered latex.,connorferster,2023-03-02,2022-12-27,2020-02-19,158,32.46028880866426
-279,jupyter,https://github.com/nteract/papermill,,,,nteract/papermill,papermill,5128,386,91,"['jupyter', 'notebooks', 'notebook-generator', 'nteract', 'publishing', 'pipeline', 'notebook', 'python', 'r', 'julia', 'scala']",Python,http://papermill.readthedocs.io/en/latest/,"papermill: 📚 Parameterize, execute, and analyze notebooks",nteract,2023-03-02,2022-10-18,2017-07-06,295,17.37463697967086
-15,ml-dl,https://github.com/skorch-dev/skorch,,,,skorch-dev/skorch,skorch,5049,337,82,"['scikit-learn', 'pytorch', 'machine-learning', 'hacktoberfest']",Jupyter Notebook,,skorch: A scikit-learn compatible neural network library that wraps PyTorch,skorch-dev,2023-03-02,2023-02-13,2017-07-18,293,17.206913339824734
-181,security,https://github.com/pycqa/bandit,,,,pycqa/bandit,bandit,4999,510,65,"['linter', 'bandit', 'security-tools', 'security-scanner', 'security', 'static-code-analysis', 'python']",Python,https://bandit.readthedocs.io,Bandit is a tool designed to find common security issues in Python code.,pycqa,2023-03-02,2023-03-02,2018-04-26,253,19.747742663656886
-953,security,https://github.com/stamparm/maltrail,,,,stamparm/maltrail,maltrail,4991,936,216,"['security', 'malware', 'intrusion-detection', 'sensor', 'python', 'network-monitoring', 'attack-detection']",Python,,maltrail: Malicious traffic detection system,stamparm,2023-03-02,2023-03-02,2014-12-04,430,11.603121886416472
-380,data,https://github.com/alirezamika/autoscraper,,,,alirezamika/autoscraper,autoscraper,4972,525,125,"['scraping', 'scraper', 'scrape', 'webscraping', 'crawler', 'web-scraping', 'ai', 'artificial-intelligence', 'python', 'webautomation', 'automation', 'machine-learning']",Python,,"autoscraper: A Smart, Automatic, Fast and Lightweight Web Scraper for Python",alirezamika,2023-03-02,2022-07-17,2020-08-31,130,38.078774617067836
-687,util,https://github.com/bndr/pipreqs,,,,bndr/pipreqs,pipreqs,4931,330,60,[],Python,,pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.,bndr,2023-03-02,2023-01-14,2015-04-22,410,12.018454038997215
-458,ml-dl,https://github.com/nebuly-ai/nebullvm,,,,nebuly-ai/nebullvm,nebullvm,4883,314,61,"['deep-learning', 'pytorch', 'onnx', 'machine-learning', 'tensorflow', 'tvm', 'openvino', 'tensorrt', 'huggingface', 'compiler', 'computing', 'inference', 'neural-network', 'pypi', 'quantization', 'edge-computing', 'gpu', 'optimization', 'transformers']",Python,https://www.nebuly.com/,nebullvm: Plug and play modules to optimize the performances of your AI systems 🚀,nebuly-ai,2023-03-03,2023-03-02,2022-02-12,54,89.01302083333333
-569,ml,https://github.com/mdbloice/augmentor,,,,mdbloice/augmentor,Augmentor,4868,858,123,"['augmentation', 'machine-learning', 'deep-learning', 'neural-networks']",Python,https://augmentor.readthedocs.io/en/stable,Augmentor: Image augmentation library in Python for machine learning.,mdbloice,2023-03-02,2023-01-24,2016-03-01,365,13.32134480062549
-169,nlp,https://github.com/minimaxir/textgenrnn,,,,minimaxir/textgenrnn,textgenrnn,4866,751,138,"['keras', 'deep-learning', 'text-generation', 'tensorflow', 'python']",Python,,textgenrnn: Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.,minimaxir,2023-02-28,2020-07-14,2017-08-07,290,16.746312684365783
-513,util,https://github.com/agronholm/apscheduler,,,,agronholm/apscheduler,apscheduler,4864,618,122,[],Python,,apscheduler: Task scheduling library for Python,agronholm,2023-03-03,2023-02-07,2016-03-27,361,13.447077409162718
-661,study,https://github.com/udacity/deep-learning-v2-pytorch,,,,udacity/deep-learning-v2-pytorch,deep-learning-v2-pytorch,4861,5220,174,"['deep-learning', 'neural-network', 'convolutional-networks', 'pytorch', 'recurrent-networks', 'style-transfer', 'sentiment-analysis']",Jupyter Notebook,,deep-learning-v2-pytorch: Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101,udacity,2023-03-02,2022-12-24,2018-09-04,234,20.735527117611213
-642,util,https://github.com/pycqa/pycodestyle,,,,pycqa/pycodestyle,pycodestyle,4778,697,120,"['python', 'pep8', 'styleguide', 'style-guide', 'linter-plugin', 'linter-flake8', 'flake8-plugin']",Python,https://pycodestyle.pycqa.org,pycodestyle: Simple Python style checker in one Python file,pycqa,2023-03-02,2022-12-13,2009-10-02,700,6.825714285714286
-265,util,https://github.com/pytransitions/transitions,,,,pytransitions/transitions,transitions,4776,511,91,"['python', 'state-machine', 'nested-states', 'hierarchical-state-machine', 'state-diagram']",Python,,"transitions: A lightweight, object-oriented finite state machine implementation in Python with many extensions",pytransitions,2023-03-02,2023-01-06,2014-10-12,437,10.911227154046998
-551,ml,https://github.com/open-mmlab/mmcv,,,,open-mmlab/mmcv,mmcv,4725,1404,84,[],Python,https://mmcv.readthedocs.io/en/latest/,mmcv: OpenMMLab Computer Vision Foundation,open-mmlab,2023-03-02,2023-02-27,2018-08-22,236,19.996977025392987
-213,data,https://github.com/facebookresearch/augly,,,,facebookresearch/augly,AugLy,4671,275,62,[],Python,https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/,"AugLy: A data augmentations library for audio, image, text, and video.",facebookresearch,2023-03-02,2022-12-05,2021-06-09,90,51.735759493670884
-830,typing,https://github.com/python-attrs/attrs,1.0,,,python-attrs/attrs,attrs,4659,337,59,"['python', 'boilerplate', 'classes', 'oop', 'attributes']",Python,https://www.attrs.org/,attrs: Python Classes Without Boilerplate,python-attrs,2023-03-01,2023-02-27,2015-01-27,422,11.029083530605343
-97,jupyter,https://github.com/voila-dashboards/voila,,,,voila-dashboards/voila,voila,4586,459,78,"['jupyter', 'jupyter-notebook', 'jupyterlab-extension', 'dashboarding']",Python,https://voila.readthedocs.io,voila: Voilà turns Jupyter notebooks into standalone web applications,voila-dashboards,2023-03-02,2023-02-21,2018-08-21,236,19.396978851963745
-247,util,https://github.com/jorgebastida/awslogs,,,,jorgebastida/awslogs,awslogs,4565,328,59,[],Python,,awslogs: AWS CloudWatch logs for Humans™,jorgebastida,2023-03-02,2020-07-10,2015-01-21,423,10.784677691528856
-312,util,https://github.com/indygreg/pyoxidizer,,,,indygreg/pyoxidizer,PyOxidizer,4545,196,60,[],Rust,,PyOxidizer: A modern Python application packaging and distribution tool,indygreg,2023-03-01,2023-01-21,2018-12-18,219,20.712890625
-66,util,https://github.com/pycqa/pylint,,,,pycqa/pylint,pylint,4531,979,75,"['static-analysis', 'linter', 'static-code-analysis', 'code-quality', 'pep8', 'closember', 'hacktoberfest']",Python,http://pylint.pycqa.org,pylint: It's not just a linter that annoys you!,pycqa,2023-03-02,2023-03-02,2015-12-09,377,12.00946611132147
-570,util,https://github.com/jd/tenacity,1.0,,,jd/tenacity,tenacity,4516,225,44,"['python', 'failure', 'retry', 'retry-library', 'hacktoberfest']",Python,http://tenacity.readthedocs.io,tenacity: Retrying library for Python,jd,2023-03-03,2023-02-28,2016-08-11,342,13.199164926931106
-927,util,https://github.com/openai/point-e,,,,openai/point-e,point-e,4480,458,163,[],Python,,point-e: Point cloud diffusion for 3D model synthesis,openai,2023-03-02,2022-12-20,2022-12-06,12,360.4597701149425
-196,viz,https://github.com/lux-org/lux,,,,lux-org/lux,lux,4453,344,86,"['visualization-tools', 'jupyter', 'python', 'data-science', 'exploratory-data-analysis', 'visualization', 'pandas']",Python,,lux: Automatically visualize your pandas dataframe via a single print! 📊 💡,lux-org,2023-03-02,2022-05-21,2020-01-08,164,27.105217391304347
-764,ml-dl,https://github.com/xpixelgroup/basicsr,,,,xpixelgroup/basicsr,BasicSR,4429,899,88,"['basicsr', 'esrgan', 'edsr', 'rcan', 'edvr', 'srresnet', 'srgan', 'super-resolution', 'restoration', 'pytorch', 'stylegan2', 'dfdnet', 'basicvsr', 'swinir', 'ecbsr']",Python,https://basicsr.readthedocs.io/en/latest/,"BasicSR: Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.",xpixelgroup,2023-03-02,2023-02-02,2018-04-19,254,17.427206295671727
-206,ml,https://github.com/lucidrains/deep-daze,,,,lucidrains/deep-daze,deep-daze,4384,330,75,"['artificial-intelligence', 'deep-learning', 'transformers', 'siren', 'implicit-neural-representation', 'text-to-image', 'multi-modality']",Python,,deep-daze: Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun,lucidrains,2023-03-02,2022-03-13,2021-01-17,110,39.597419354838706
-21,nlp,https://github.com/facebookresearch/drqa,,,,facebookresearch/drqa,DrQA,4349,904,165,[],Python,,DrQA: Reading Wikipedia to Answer Open-Domain Questions,facebookresearch,2023-03-02,2021-05-18,2017-07-07,295,14.742372881355932
-101,ml,https://github.com/rasbt/mlxtend,,,,rasbt/mlxtend,mlxtend,4284,806,117,"['python', 'machine-learning', 'data-science', 'data-mining', 'association-rules', 'supervised-learning', 'unsupervised-learning']",Python,http://rasbt.github.io/mlxtend/,mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries.,rasbt,2023-02-28,2023-02-26,2014-08-14,446,9.602305475504323
-542,util,https://github.com/mamba-org/mamba,,,,mamba-org/mamba,mamba,4272,247,44,[],C++,https://mamba.readthedocs.io,mamba: The Fast Cross-Platform Package Manager,mamba-org,2023-03-03,2023-03-02,2019-03-05,208,20.496230294722412
-370,time-series,https://github.com/facebookresearch/kats,,,,facebookresearch/kats,Kats,4238,451,73,[],Python,,"Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends. ",facebookresearch,2023-03-02,2023-03-02,2021-02-25,105,40.307065217391305
-717,data,https://github.com/jazzband/tablib,,,,jazzband/tablib,tablib,4234,573,141,[],Python,https://tablib.readthedocs.io/,"tablib: Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",jazzband,2023-03-02,2023-02-17,2011-03-28,622,6.800826067003213
-734,ml-dl,https://github.com/pytorch/ignite,1.0,,,pytorch/ignite,ignite,4212,583,59,"['pytorch', 'neural-network', 'python', 'machine-learning', 'deep-learning', 'metrics', 'hacktoberfest', 'closember']",Python,https://pytorch-ignite.ai,ignite: High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.,pytorch,2023-03-01,2023-02-27,2017-11-23,275,15.30841121495327
-754,study,https://github.com/karpathy/micrograd,,,,karpathy/micrograd,micrograd,4209,458,93,[],Jupyter Notebook,,micrograd: A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API,karpathy,2023-03-02,2020-04-18,2020-04-13,150,27.953510436432637
-293,util,https://github.com/pytoolz/toolz,,,,pytoolz/toolz,toolz,4177,249,82,[],Python,http://toolz.readthedocs.org/,toolz: A functional standard library for Python.,pytoolz,2023-03-02,2022-11-03,2013-09-13,494,8.455465587044534
-362,ml-ops,https://github.com/allegroai/clearml,,,,allegroai/clearml,clearml,4150,562,85,"['version-control', 'experiment-manager', 'version', 'control', 'experiment', 'deeplearning', 'deep-learning', 'machine-learning', 'machinelearning', 'ai', 'trains', 'trainsai', 'clearml', 'k8s', 'devops', 'mlops']",Python,https://clear.ml/docs,"ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management",allegroai,2023-03-02,2023-03-02,2019-06-10,194,21.32892804698972
-27,typing,https://github.com/google/pytype,,,,google/pytype,pytype,4129,267,56,"['python', 'typing', 'typechecker', 'linter', 'types', 'static-analysis', 'static-code-analysis']",Python,https://google.github.io/pytype,pytype: A static type analyzer for Python code,google,2023-03-01,2023-03-02,2015-03-18,415,9.942552459580323
-227,ml,https://github.com/online-ml/river,1.0,,,online-ml/river,river,4106,459,83,"['incremental-learning', 'machine-learning', 'python', 'online-learning', 'online-statistics', 'data-science', 'streaming', 'online-machine-learning', 'streaming-data', 'concept-drift', 'real-time-processing', 'stream-processing']",Python,https://riverml.xyz,river: 🌊 Online machine learning in Python,online-ml,2023-03-02,2023-03-01,2019-01-24,214,19.174116077384923
-343,web,https://github.com/vitalik/django-ninja,,,,vitalik/django-ninja,django-ninja,4105,261,62,"['python', 'django', 'rest-api', 'openapi', 'pydantic', 'swagger', 'swagger-ui', 'django-ninja']",Python,https://django-ninja.rest-framework.com,"django-ninja: 💨  Fast, Async-ready, Openapi, type hints based framework for building APIs",vitalik,2023-03-03,2023-02-24,2020-05-19,145,28.226915520628683
-549,ml,https://github.com/open-mmlab/mmediting,,,,open-mmlab/mmediting,mmediting,4101,733,87,"['super-resolution', 'inpainting', 'matting', 'image-generation', 'generative-adversarial-network', 'pytorch', 'deep-learning', 'video-interpolation', 'video-frame-interpolation', 'video-super-resolution', 'computer-vision', 'image-editing', 'image-processing', 'image-synthesis']",Python,https://mmediting.readthedocs.io/en/latest/,"mmediting: OpenMMLab Image and Video Restoration, Editing and Generation Toolbox",open-mmlab,2023-03-02,2023-02-24,2019-08-23,184,22.28804347826087
-184,ml-dl,https://github.com/google/flax,,,,google/flax,flax,4070,486,77,['jax'],Python,https://flax.readthedocs.io,Flax is a neural network library for JAX that is designed for flexibility.,google,2023-03-02,2023-03-02,2020-01-10,164,24.817073170731707
-565,gis,https://github.com/gboeing/osmnx,,,,gboeing/osmnx,osmnx,4069,746,121,"['openstreetmap', 'gis', 'street-networks', 'overpass-api', 'networkx', 'spatial-analysis', 'geospatial', 'urban-planning', 'transportation', 'geography', 'osmnx', 'networks', 'spatial-data', 'urban', 'osm', 'spatial', 'python', 'transport', 'mapping', 'routing']",Python,https://geoffboeing.com/publications/osmnx-complex-street-networks/,"OSMnx: Python for street networks. Retrieve, model, analyze, and visualize street networks and other spatial data from OpenStreetMap.",gboeing,2023-03-02,2023-02-22,2016-07-24,344,11.803978450062163
-258,crypto,https://github.com/ethereum/web3.py,1.0,,,ethereum/web3.py,web3.py,4061,1352,117,[],Python,http://web3py.readthedocs.io,web3.py: A python interface for interacting with the Ethereum blockchain and ecosystem.,ethereum,2023-03-02,2023-02-24,2016-04-14,359,11.307478122513922
-376,util,https://github.com/spotify/pedalboard,,,,spotify/pedalboard,pedalboard,4031,169,53,"['vst3', 'vst3-host', 'python', 'juce', 'tensorflow', 'audio-unit', 'pybind11', 'audio-processing', 'audio-production', 'audio-research', 'audio']",C++,,pedalboard: 🎛 🔊 A Python library for working with audio.,spotify,2023-03-02,2023-02-22,2021-07-06,86,46.6396694214876
-355,ml-ops,https://github.com/feast-dev/feast,,,,feast-dev/feast,feast,4024,752,74,"['machine-learning', 'features', 'ml', 'big-data', 'feature-store', 'python', 'mlops', 'data-engineering', 'data-science', 'data-quality']",Python,https://feast.dev,feast: Feature Store for Machine Learning,feast-dev,2023-03-02,2023-03-02,2018-12-10,220,18.243523316062177
-703,util,https://github.com/openai/openai-python,,,,openai/openai-python,openai-python,3982,687,108,"['openai', 'python']",Python,,openai-python: The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language.,openai,2023-03-03,2023-03-02,2020-10-25,122,32.44935972060536
-13,ml,https://github.com/districtdatalabs/yellowbrick,,,,districtdatalabs/yellowbrick,yellowbrick,3927,543,101,"['machine-learning', 'visual-analysis', 'model-selection', 'visualization', 'scikit-learn', 'visualizer', 'matplotlib', 'python', 'estimator', 'anaconda']",Python,http://www.scikit-yb.org/,yellowbrick: Visual analysis and diagnostic tools to facilitate machine learning model selection.,districtdatalabs,2023-03-02,2023-02-27,2016-05-18,354,11.084274193548387
-790,diffusion,https://github.com/ashawkey/stable-dreamfusion,,,,ashawkey/stable-dreamfusion,stable-dreamfusion,3921,343,82,"['text-to-3d', 'gui', 'nerf', 'stable-diffusion', 'dreamfusion']",Python,,"stable-dreamfusion: A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion.",ashawkey,2023-03-03,2023-02-25,2022-10-06,21,185.4527027027027
-43,data,https://github.com/lk-geimfari/mimesis,,,,lk-geimfari/mimesis,mimesis,3915,308,64,"['mimesis', 'fake', 'data', 'generator', 'fixtures', 'dummy', 'json', 'schema', 'testing', 'python', 'json-generator', 'faker', 'mock', 'synthetic-data', 'datascience', 'api-mock']",Python,https://mimesis.name,"Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a variety of languages. ",lk-geimfari,2023-03-02,2023-02-26,2016-09-09,338,11.58284023668639
-199,viz,https://github.com/man-group/dtale,,,,man-group/dtale,dtale,3902,331,68,"['python27', 'python3', 'react', 'flask', 'pandas', 'ipython', 'jupyter-notebook', 'react-virtualized', 'data-analysis', 'data-visualization', 'visualization', 'plotly-dash', 'data-science', 'xarray']",TypeScript,http://alphatechadmin.pythonanywhere.com,dtale: Visualizer for pandas data structures,man-group,2023-03-02,2023-02-22,2019-07-15,189,20.583270535041446
-309,crypto,https://github.com/crytic/slither,,,,crytic/slither,slither,3865,703,62,"['solidity', 'ethereum', 'static-analysis']",Python,https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/,slither: Static Analyzer for Solidity,crytic,2023-03-02,2023-02-25,2018-09-05,234,16.496951219512194
-280,nlp,https://github.com/maartengr/bertopic,,,,maartengr/bertopic,BERTopic,3850,490,44,"['bert', 'transformers', 'topic-modeling', 'sentence-embeddings', 'nlp', 'machine-learning', 'topic', 'ldavis', 'topic-modelling', 'topic-models']",Python,https://maartengr.github.io/BERTopic/,BERTopic: Leveraging BERT and c-TF-IDF to create easily interpretable topics. ,maartengr,2023-03-03,2023-03-02,2020-09-22,127,30.213004484304932
-778,study,https://github.com/nielsrogge/transformers-tutorials,,,,nielsrogge/transformers-tutorials,Transformers-Tutorials,3829,603,86,"['transformers', 'pytorch', 'bert', 'vision-transformer', 'layoutlm', 'gpt-2']",Jupyter Notebook,,Transformers-Tutorials: This repository contains demos I made with the Transformers library by HuggingFace.,nielsrogge,2023-03-02,2023-02-28,2020-08-31,130,29.324945295404813
-388,nlp,https://github.com/makcedward/nlpaug,,,,makcedward/nlpaug,nlpaug,3822,428,39,"['nlp', 'augmentation', 'machine-learning', 'artificial-intelligence', 'data-science', 'natural-language-processing', 'adversarial-attacks', 'adversarial-example', 'ai', 'ml']",Jupyter Notebook,https://makcedward.github.io/,nlpaug: Data augmentation for NLP ,makcedward,2023-03-02,2022-07-07,2019-03-21,206,18.54054054054054
-91,ml,https://github.com/uber/causalml,,,,uber/causalml,causalml,3819,613,78,"['incubation', 'machine-learning', 'causal-inference', 'uplift-modeling']",Python,,causalml: Uplift modeling and causal inference with machine learning algorithms,uber,2023-03-01,2023-02-03,2019-07-09,190,20.05476369092273
-822,ml,https://github.com/project-monai/monai,,,,project-monai/monai,MONAI,3804,740,88,"['healthcare-imaging', 'deep-learning', 'medical-image-computing', 'medical-image-processing', 'pytorch', 'python3', 'monai']",Python,https://monai.io/,MONAI: AI Toolkit for Healthcare Imaging,project-monai,2023-03-03,2023-03-02,2019-10-11,177,21.491525423728813
-357,data,https://github.com/amundsen-io/amundsen,,,,amundsen-io/amundsen,amundsen,3793,906,246,"['amundsen', 'metadata', 'data-catalog', 'data-discovery', 'linuxfoundation']",Python,https://www.amundsen.io/amundsen/,"Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.",amundsen-io,2023-03-02,2023-02-28,2019-05-14,198,19.11519078473722
-855,profiling,https://github.com/pythonprofilers/memory_profiler,,,,pythonprofilers/memory_profiler,memory_profiler,3786,366,76,[],Python,http://pypi.python.org/pypi/memory_profiler,memory_profiler: Monitor Memory usage of Python code,pythonprofilers,2023-03-03,2022-12-06,2011-10-14,594,6.373737373737374
-200,ml,https://github.com/huggingface/accelerate,,,,huggingface/accelerate,accelerate,3786,344,70,[],Python,https://huggingface.co/docs/accelerate,"accelerate: 🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision",huggingface,2023-03-03,2023-03-02,2020-10-30,122,31.0327868852459
-354,ml-interpretability,https://github.com/pytorch/captum,,,,pytorch/captum,captum,3779,404,214,"['interpretability', 'interpretable-ai', 'interpretable-ml', 'feature-importance', 'feature-attribution']",Python,https://captum.ai,captum: Model interpretability and understanding for PyTorch,pytorch,2023-03-02,2023-02-03,2019-08-27,183,20.60202492211838
-793,ml-ops,https://github.com/orchest/orchest,,,,orchest/orchest,orchest,3749,223,39,"['data-science', 'machine-learning', 'pipelines', 'ide', 'jupyter', 'cloud', 'self-hosted', 'jupyterlab', 'notebooks', 'docker', 'python', 'data-pipelines', 'orchest', 'deployment', 'kubernetes', 'airflow', 'dag', 'etl', 'etl-pipeline']",Python,https://orchest.io,"orchest: Build data pipelines, the easy way 🛠️",orchest,2023-03-02,2023-01-20,2020-05-21,145,25.82972440944882
-58,gamedev,https://github.com/panda3d/panda3d,,,,panda3d/panda3d,panda3d,3746,755,195,"['game-engine', 'open-source', 'panda3d', 'cross-platform', 'python', 'panda3d-game-engine', 'game-development', 'opengl', 'multi-platform', 'gamedev', 'c-plus-plus']",C++,https://www.panda3d.org/,"panda3d: Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU",panda3d,2023-03-02,2023-02-26,2013-09-30,491,7.620459168846265
-209,web,https://github.com/pywebio/pywebio,,,,pywebio/pywebio,PyWebIO,3716,334,51,['pywebio'],Python,https://pywebio.readthedocs.io,PyWebIO: Write interactive web app in script way.,pywebio,2023-03-02,2023-02-06,2020-02-29,156,23.690346083788707
-757,util,https://github.com/pypa/hatch,,,,pypa/hatch,hatch,3690,182,47,"['python', 'cli', 'virtualenv', 'packaging', 'versioning', 'build', 'plugin']",Python,https://hatch.pypa.io/latest/,"hatch: Modern, extensible Python project management",pypa,2023-03-02,2023-02-09,2017-05-31,300,12.288296860133206
-762,sim,https://github.com/quantumlib/cirq,,,,quantumlib/cirq,Cirq,3673,834,176,"['quantum-circuits', 'nisq', 'quantum-algorithms', 'quantum-computing', 'cirq']",Python,,"Cirq: A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.",quantumlib,2023-03-03,2023-03-02,2017-12-14,272,13.496587926509186
-770,data,https://github.com/gristlabs/grist-core,,,,gristlabs/grist-core,grist-core,3669,171,41,"['awesome', 'database', 'spreadsheet']",TypeScript,https://support.getgrist.com/self-managed/,grist-core: Grist is the evolution of spreadsheets.,gristlabs,2023-03-03,2023-03-02,2020-05-22,145,25.30344827586207
-423,util,https://github.com/tebelorg/rpa-python,,,,tebelorg/rpa-python,RPA-Python,3661,541,101,"['rpa', 'python', 'opencv', 'tesseract', 'tagui', 'sikuli', 'cross-platform']",Python,,RPA-Python: Python package for doing RPA,tebelorg,2023-03-02,2022-09-07,2019-03-30,204,17.870990237099022
-782,diffusion,https://github.com/jina-ai/discoart,,,,jina-ai/discoart,discoart,3645,221,33,"['creative-ai', 'disco-diffusion', 'cross-modal', 'dalle', 'generative-art', 'multimodal', 'diffusion', 'prompts', 'midjourney', 'imgen', 'discodiffusion', 'creative-art', 'clip-guided-diffusion', 'latent-diffusion', 'stable-diffusion']",Python,,discoart: 🪩 Create Disco Diffusion artworks in one line,jina-ai,2023-03-03,2022-08-17,2022-06-30,35,103.71951219512195
-442,gis,https://github.com/osgeo/gdal,,,,osgeo/gdal,gdal,3630,2019,163,"['raster', 'geospatial-data', 'vector', 'remote-sensing']",C++,https://gdal.org,GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.,osgeo,2023-03-02,2023-03-02,2012-10-09,542,6.692125362127996
-616,testing,https://github.com/spulec/freezegun,,,,spulec/freezegun,freezegun,3591,249,31,[],Python,,freezegun: Let your Python tests travel through time,spulec,2023-03-02,2023-02-22,2012-12-11,533,6.731922870915908
-287,gis,https://github.com/geopandas/geopandas,1.0,,,geopandas/geopandas,geopandas,3565,794,106,[],Python,http://geopandas.org/,geopandas: Python tools for geographic data,geopandas,2023-03-03,2023-02-27,2013-06-27,505,7.057409502262443
-866,ml-ops,https://github.com/mage-ai/mage-ai,1.0,,,mage-ai/mage-ai,mage-ai,3549,277,46,"['machine-learning', 'artificial-intelligence', 'data', 'data-engineering', 'data-science', 'python', 'elt', 'etl', 'pipelines', 'data-pipelines', 'orchestration', 'data-integration', 'sql', 'spark', 'dbt', 'pipeline', 'reverse-etl', 'transformation']",Python,https://www.mage.ai/,"mage-ai: 🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.",mage-ai,2023-03-02,2023-03-03,2022-05-16,41,85.37113402061856
-140,nlp,https://github.com/neuml/txtai,,,,neuml/txtai,txtai,3513,303,62,"['python', 'search', 'machine-learning', 'nlp', 'deep-learning', 'document-search', 'audio-search', 'image-search', 'video-search', 'semantic-search', 'similarity-search', 'neural-search', 'contextual-search', 'vector-search', 'machine-learning-workflows', 'machine-learning-pipelines', 'microservice', 'api', 'cloud-native', 'txtai']",Python,https://neuml.github.io/txtai,txtai: 💡 Build AI-powered semantic search applications ,neuml,2023-03-02,2023-03-02,2020-08-09,133,26.272435897435898
-368,nlp,https://github.com/layout-parser/layout-parser,,,,layout-parser/layout-parser,layout-parser,3496,350,60,"['layout-analysis', 'deep-learning', 'object-detection', 'ocr', 'layout-parser', 'detectron2', 'document-layout-analysis', 'computer-vision', 'document-image-processing', 'layout-detection']",Python,https://layout-parser.github.io/,layout-parser: A Unified Toolkit for Deep Learning Based Document Image Analysis,layout-parser,2023-03-02,2022-08-06,2020-06-10,142,24.570281124497992
-462,util,https://github.com/rspeer/python-ftfy,,,,rspeer/python-ftfy,python-ftfy,3451,116,75,[],Python,http://ftfy.readthedocs.org,"python-ftfy: Fixes mojibake and other glitches in Unicode text, after the fact.",rspeer,2023-03-02,2022-10-25,2012-08-24,549,6.285974499089253
-833,util,https://github.com/adafruit/circuitpython,,,,adafruit/circuitpython,circuitpython,3422,918,130,"['circuitpython', 'micropython', 'python', 'embedded', 'microcontroller', 'education', 'beginner', 'cpython', 'python3', 'hacktoberfest']",C,https://circuitpython.org,CircuitPython - a Python implementation for teaching coding with microcontrollers,adafruit,2023-03-02,2023-03-02,2016-08-20,340,10.039396479463537
-321,gui,https://github.com/r0x0r/pywebview,,,,r0x0r/pywebview,pywebview,3390,441,58,"['python', 'webkit', 'gtk', 'linux', 'windows', 'gui', 'osx', 'cocoa', 'html', 'javascript', 'qt', 'cef']",Python,https://pywebview.flowrl.com,"pywebview: Build GUI for your Python program with JavaScript, HTML, and CSS",r0x0r,2023-03-02,2023-02-28,2014-11-20,432,7.844628099173554
-895,time-series,https://github.com/awslabs/gluonts,,,,awslabs/gluonts,gluonts,3377,680,70,"['time-series', 'deep-learning', 'forecasting', 'neural-networks', 'machine-learning', 'time-series-prediction', 'time-series-forecasting', 'mxnet', 'pytorch', 'aws', 'sagemaker', 'timeseries', 'artificial-intelligence', 'data-science']",Python,https://ts.gluon.ai,gluonts: Probabilistic time series modeling in Python,awslabs,2023-03-02,2023-03-02,2019-05-15,198,17.030979827089336
-897,viz,https://github.com/has2k1/plotnine,,,,has2k1/plotnine,plotnine,3376,194,67,"['plotting', 'grammar', 'graphics', 'python', 'data-analysis']",Python,https://plotnine.readthedocs.io/en/stable/,plotnine: A grammar of graphics for Python,has2k1,2023-03-02,2023-02-01,2017-04-24,305,11.048153342683497
-421,ml,https://github.com/facebookresearch/reagent,,,,facebookresearch/reagent,ReAgent,3352,508,150,[],Python,https://reagent.ai,"ReAgent: A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)",facebookresearch,2023-03-02,2023-02-28,2017-07-27,292,11.473838630806846
-4,pandas,https://github.com/aws/aws-sdk-pandas,1.0,,,aws/aws-sdk-pandas,aws-sdk-pandas,3341,581,61,"['python', 'aws', 'pandas', 'apache-arrow', 'apache-parquet', 'data-engineering', 'etl', 'data-science', 'redshift', 'athena', 'lambda', 'aws-lambda', 'aws-glue', 'emr', 'amazon-athena', 'glue-catalog', 'mysql', 'amazon-sagemaker-notebook']",Python,https://aws-sdk-pandas.readthedocs.io,"aws-sdk-pandas: pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).",aws,2023-03-02,2023-03-02,2019-02-26,209,15.95293315143247
-99,ml,https://github.com/skvark/opencv-python,,,,skvark/opencv-python,opencv-python,3298,640,81,"['opencv', 'python', 'wheel', 'python-3', 'opencv-python', 'opencv-contrib-python', 'precompiled', 'pypi', 'manylinux']",Shell,https://pypi.org/project/opencv-python/,"opencv-python: Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.",skvark,2023-03-02,2023-02-22,2016-04-08,360,9.161111111111111
-947,nlp,https://github.com/microsoft/biogpt,,,,microsoft/biogpt,BioGPT,3290,311,61,[],Python,,microsoft/biogpt,microsoft,2023-03-03,2023-02-13,2022-08-15,28,115.15
-663,util,https://github.com/zeromq/pyzmq,,,,zeromq/pyzmq,pyzmq,3283,616,102,"['cython', 'python', 'zeromq']",Python,http://zguide.zeromq.org/py:all,PyZMQ:  Python bindings for zeromq,zeromq,2023-02-28,2023-02-23,2010-07-21,658,4.987196180555555
-361,ml-ops,https://github.com/polyaxon/polyaxon,,,,polyaxon/polyaxon,polyaxon,3266,320,78,"['deep-learning', 'machine-learning', 'artificial-intelligence', 'data-science', 'reinforcement-learning', 'kubernetes', 'tensorflow', 'pytorch', 'keras', 'mxnet', 'caffe', 'ml', 'k8s', 'jupyter', 'notebook', 'jupyterlab', 'pipelines', 'workflow', 'mlops', 'hyperparameter-optimization']",,https://polyaxon.com,polyaxon: MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle,polyaxon,2023-03-02,2023-03-03,2016-12-26,322,10.12488928255093
-93,web,https://github.com/unbit/uwsgi,,,,unbit/uwsgi,uwsgi,3260,670,113,[],C,http://projects.unbit.it/uwsgi,uWSGI application server container,unbit,2023-02-27,2023-01-10,2011-10-09,594,5.481623828969493
-557,jupyter,https://github.com/executablebooks/jupyter-book,,,,executablebooks/jupyter-book,jupyter-book,3253,612,60,"['jupyter', 'sphinx-doc', 'documentation-generator']",Python,http://jupyterbook.org,"jupyter-book: Create beautiful, publication-quality books and documents from computational content.",executablebooks,2023-03-02,2023-03-01,2018-06-14,246,13.215902495647127
-804,util,https://github.com/miguelgrinberg/python-socketio,,,,miguelgrinberg/python-socketio,python-socketio,3251,525,63,"['socket-io', 'socketio', 'socketio-server', 'websocket', 'long-polling', 'low-latency', 'web-server', 'python', 'asyncio', 'eventlet', 'gevent']",Python,,python-socketio: Python Socket.IO server and client,miguelgrinberg,2023-03-02,2023-02-16,2015-07-15,398,8.16248206599713
-208,crypto,https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot,,,,cyberpunkmetalhead/binance-volatility-trading-bot,Binance-volatility-trading-bot,3243,760,148,[],Python,,Binance-volatility-trading-bot: This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.,cyberpunkmetalhead,2023-03-01,2021-06-10,2021-05-08,94,34.18825301204819
-319,gui,https://github.com/dddomodossola/remi,,,,dddomodossola/remi,remi,3231,394,121,"['python', 'gui-library', 'remi', 'platform-independent', 'ui', 'gui']",Python,,"remi: Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.",dddomodossola,2023-03-02,2023-02-01,2014-03-20,467,6.91651376146789
-518,util,https://github.com/spack/spack,,,,spack/spack,spack,3230,1838,103,"['python', 'spack', 'package-manager', 'hpc', 'build-tools', 'radiuss', 'scientific-computing', 'macos', 'linux']",Python,https://spack.io,"spack: A flexible package manager that supports multiple versions, configurations, platforms, and compilers.",spack,2023-03-03,2023-03-02,2014-01-08,477,6.7674348997306195
-381,ml-ops,https://github.com/aimhubio/aim,,,,aimhubio/aim,aim,3200,200,37,"['python', 'ai', 'data-science', 'data-visualization', 'experiment-tracking', 'machine-learning', 'metadata', 'metadata-tracking', 'ml', 'mlflow', 'mlops', 'pytorch', 'tensorboard', 'tensorflow', 'visualization']",TypeScript,https://aimstack.io,Aim 💫 — easy-to-use and performant open-source ML experiment tracker.,aimhubio,2023-03-02,2023-03-02,2019-05-31,196,16.3265306122449
-182,testing,https://github.com/tox-dev/tox,,,,tox-dev/tox,tox,3196,461,41,"['testing', 'python', 'virtualenv', 'continuous-integration', 'cli', 'automation', 'venv', 'travis', 'appveyor', 'gitlab', 'circleci', 'azure-pipelines', 'hacktoberfest', 'actions', 'pep-621']",Python,https://tox.wiki,tox: Command line driven CI frontend and development task automation tool.,tox-dev,2023-03-03,2023-03-02,2016-09-17,336,9.487701441899915
-966,ml-dl,https://github.com/facebookresearch/pytorch-biggraph,,,,facebookresearch/pytorch-biggraph,PyTorch-BigGraph,3194,438,92,[],Python,https://torchbiggraph.readthedocs.io/,PyTorch-BigGraph: Generate embeddings from large-scale graph-structured data.,facebookresearch,2023-03-03,2022-12-08,2018-10-01,230,13.852540272614622
-348,ml-ops,https://github.com/evidentlyai/evidently,,,,evidentlyai/evidently,evidently,3191,346,36,"['data-drift', 'jupyter-notebook', 'pandas-dataframe', 'machine-learning', 'model-monitoring', 'html-report', 'production-machine-learning', 'machine-learning-operations', 'mlops', 'data-science', 'hacktoberfest']",Python,,evidently: Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b,evidentlyai,2023-03-02,2023-02-22,2020-11-25,118,26.97705314009662
-443,gis,https://github.com/shapely/shapely,1.0,,,shapely/shapely,shapely,3184,514,86,[],Python,https://shapely.readthedocs.io/en/stable/,shapely: Manipulation and analysis of geometric objects,shapely,2023-03-02,2023-02-27,2011-12-31,582,5.462745098039216
-384,nlp,https://github.com/minimaxir/gpt-2-simple,,,,minimaxir/gpt-2-simple,gpt-2-simple,3178,652,74,"['text-generation', 'tensorflow', 'openai', 'textgenrnn']",Python,,gpt-2-simple: Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts,minimaxir,2023-03-02,2022-05-22,2019-04-13,202,15.66619718309859
-250,web,https://github.com/websocket-client/websocket-client,,,,websocket-client/websocket-client,websocket-client,3170,732,90,"['websocket', 'websockets', 'websocket-client', 'websockets-client', 'python', 'rfc-6455']",Python,https://github.com/websocket-client/websocket-client,websocket-client: WebSocket client for Python,websocket-client,2023-03-02,2023-03-01,2010-12-28,635,4.988758992805756
-35,data,https://github.com/jmcnamara/xlsxwriter,,,,jmcnamara/xlsxwriter,XlsxWriter,3167,593,121,"['python', 'xlsx-files', 'libxlsxwriter', 'pandas', 'charts', 'spreadsheet', 'xlsx', 'xlsxwriter']",Python,https://xlsxwriter.readthedocs.io,XlsxWriter: A Python module for creating Excel XLSX files.,jmcnamara,2023-03-01,2023-03-01,2013-01-04,530,5.975471698113208
-0,data,https://github.com/andialbrecht/sqlparse,,,,andialbrecht/sqlparse,sqlparse,3162,622,93,[],Python,,sqlparse: A non-validating SQL parser module for Python,andialbrecht,2023-02-28,2023-01-05,2012-04-18,567,5.573910853689247
-905,util,https://github.com/pypi/warehouse,,,,pypi/warehouse,warehouse,3157,908,105,[],Python,https://pypi.org,warehouse: The Python Package Index,pypi,2023-03-02,2023-03-02,2013-03-30,517,6.096275862068966
-610,testing,https://github.com/seleniumbase/seleniumbase,,,,seleniumbase/seleniumbase,SeleniumBase,3155,762,122,"['python', 'selenium', 'webdriver', 'selenium-python', 'e2e-testing', 'seleniumbase', 'pytest-plugin', 'web-automation', 'pytest', 'behave', 'chrome', 'webkit', 'chromedriver', 'firefox', 'test', 'python3']",Python,https://seleniumbase.io,SeleniumBase: A Python browser automation framework for creating reliable end-to-end tests.,seleniumbase,2023-03-03,2023-03-02,2014-03-04,469,6.720937309799148
-336,ml,https://github.com/apple/coremltools,,,,apple/coremltools,coremltools,3139,488,114,"['coremltools', 'tensorflow', 'pytorch', 'coreml', 'machine-learning', 'model-converter', 'model-conversion']",Python,https://coremltools.readme.io,"coremltools: Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.",apple,2023-03-02,2023-02-21,2017-06-30,296,10.60472972972973
-260,util,https://github.com/python-markdown/markdown,,,,python-markdown/markdown,markdown,3138,817,75,"['python-markdown', 'markdown', 'markdown-parser', 'markdown-to-html', 'python', 'python3']",Python,https://python-markdown.github.io/,markdown: A Python implementation of John Gruber’s Markdown with Extension support.,python-markdown,2023-03-02,2023-01-09,2010-05-29,665,4.712722591718515
-715,ml-ops,https://github.com/flyteorg/flyte,,,,flyteorg/flyte,flyte,3135,329,266,"['flyte', 'machine-learning', 'golang', 'scale', 'workflow', 'data-science', 'data-analysis', 'data', 'kubernetes-operator', 'kubernetes', 'orchestration-engine', 'mlops', 'dataops', 'grpc', 'python', 'battle-tested', 'production', 'production-grade', 'declarative', 'hacktoberfest']",Python,https://flyte.org,"flyte: Kubernetes-native workflow automation platform for complex, mission-critical data and ML processes at scale. It has been battle-tested at Lyft, Spotify, Freenome, and others and is truly open-source.",flyteorg,2023-03-03,2023-03-02,2019-10-21,175,17.855980471928397
-832,pandas,https://github.com/blaze/blaze,,,,blaze/blaze,blaze,3126,388,199,[],Python,blaze.pydata.org,blaze: NumPy and Pandas interface to Big Data,blaze,2023-03-01,2019-08-15,2012-10-26,540,5.788888888888889
-363,ml-ops,https://github.com/kubeflow/pipelines,,,,kubeflow/pipelines,pipelines,3120,1393,101,"['kubeflow-pipelines', 'mlops', 'kubeflow', 'machine-learning', 'kubernetes', 'pipeline', 'data-science']",Python,https://www.kubeflow.org/docs/components/pipelines/,pipelines: Machine Learning Pipelines for Kubeflow,kubeflow,2023-03-02,2023-03-03,2018-05-12,250,12.437357630979498
-221,jupyter,https://github.com/jupyterlite/jupyterlite,,,,jupyterlite/jupyterlite,jupyterlite,3093,194,43,"['jupyter', 'jupyterlab', 'jupyterlab-extension', 'lite', 'webassembly', 'wasm', 'pyodide']",Python,https://jupyterlite.rtfd.io/en/latest/try/lab,jupyterlite: Wasm powered Jupyter running in the browser 💡,jupyterlite,2023-02-28,2023-02-15,2021-03-27,100,30.6671388101983
-138,ml-interpretability,https://github.com/pair-code/lit,1.0,,,pair-code/lit,lit,3083,327,70,"['machine-learning', 'natural-language-processing', 'visualization']",TypeScript,https://pair-code.github.io/lit,lit: The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.,pair-code,2023-03-02,2022-12-02,2020-07-28,135,22.764767932489452
-285,crypto,https://github.com/ethereum/consensus-specs,,,,ethereum/consensus-specs,consensus-specs,3069,786,244,[],Python,,consensus-specs: Ethereum Proof-of-Stake Consensus Specifications,ethereum,2023-03-02,2023-03-02,2018-09-20,232,13.220307692307692
-698,util,https://github.com/joblib/joblib,,,,joblib/joblib,joblib,3068,366,61,"['python', 'parallel-computing', 'caching', 'multiprocessing', 'threading', 'memoization']",Python,http://joblib.readthedocs.org,joblib: Computing with Python functions.,joblib,2023-03-02,2023-02-21,2010-05-07,669,4.585949177877429
-42,nlp,https://github.com/life4/textdistance,,,,life4/textdistance,textdistance,3064,241,61,"['distance', 'algorithm', 'python', 'textdistance', 'hamming-distance', 'levenshtein-distance', 'damerau-levenshtein', 'damerau-levenshtein-distance', 'algorithms', 'distance-calculation', 'jellyfish', 'diff', 'levenshtein']",Python,,"textdistance: Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.",life4,2023-02-28,2022-09-18,2017-05-05,304,10.078947368421053
-765,diffusion,https://github.com/lkwq007/stablediffusion-infinity,,,,lkwq007/stablediffusion-infinity,stablediffusion-infinity,3053,237,32,"['outpainting', 'stablediffusion']",Python,,stablediffusion-infinity: Outpainting with Stable Diffusion on an infinite canvas,lkwq007,2023-03-02,2023-01-24,2022-09-02,26,117.42307692307692
-156,profiling,https://github.com/gaogaotiantian/viztracer,,,,gaogaotiantian/viztracer,viztracer,3053,291,40,"['tracer', 'python3', 'debugging', 'profiling', 'visualization', 'flamegraph', 'python', 'logging']",Python,https://viztracer.readthedocs.io/,VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.,gaogaotiantian,2023-03-02,2023-02-17,2020-08-05,134,22.735106382978724
-390,diffusion,https://github.com/openai/glide-text2im,,,,openai/glide-text2im,glide-text2im,3037,434,124,[],Python,,glide-text2im: GLIDE: a diffusion-based text-conditional image synthesis model,openai,2023-03-02,2022-03-21,2021-12-10,64,47.453125
-139,viz,https://github.com/vispy/vispy,,,,vispy/vispy,vispy,3021,607,119,"['hacktoberfest', 'python', 'opengl', 'visualization', 'closember']",Python,http://vispy.org,vispy: Main repository for Vispy,vispy,2023-02-28,2023-01-23,2013-03-21,519,5.819207484865163
-729,ml-dl,https://github.com/mosaicml/composer,,,,mosaicml/composer,composer,3019,196,27,"['deep-learning', 'pytorch', 'neural-networks', 'ml-systems', 'ml-efficiency', 'ml-training', 'machine-learning', 'neural-network']",Python,http://docs.mosaicml.com,composer: Train neural networks up to 7x faster,mosaicml,2023-03-02,2023-03-02,2021-10-12,72,41.68244575936884
-272,data,https://github.com/praw-dev/praw,,,,praw-dev/praw,praw,3011,450,71,"['python', 'reddit', 'api', 'oauth', 'praw', 'reddit-api']",Python,http://praw.readthedocs.io/,"PRAW, an acronym for ""Python Reddit API Wrapper"", is a python package that allows for simple access to Reddit's API.",praw-dev,2023-03-02,2023-02-25,2010-08-19,654,4.602970080803669
-623,util,https://github.com/suor/funcy,,,,suor/funcy,funcy,2986,134,73,"['functional-programming', 'utilities', 'python']",Python,,funcy: A fancy and practical functional tools,suor,2023-03-01,2023-02-26,2012-10-13,541,5.5106775639335615
-270,web,https://github.com/strawberry-graphql/strawberry,,,,strawberry-graphql/strawberry,strawberry,2984,373,40,"['graphql', 'graphql-server', 'python', 'starlette', 'asyncio', 'mypy', 'django', 'graphql-library', 'asgi', 'graphql-schema', 'strawberry', 'hacktoberfest']",Python,https://strawberry.rocks,strawberry: A GraphQL library for Python that leverages type annotations 🍓,strawberry-graphql,2023-03-02,2023-03-02,2018-12-21,219,13.625570776255708
-811,ml-ops,https://github.com/ploomber/ploomber,,,,ploomber/ploomber,ploomber,2982,206,26,"['workflow', 'machine-learning', 'data-science', 'data-engineering', 'mlops', 'papermill', 'jupyter', 'jupyter-notebooks', 'pipelines', 'vscode', 'pycharm', 'notebooks']",Python,https://ploomber.io,"ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️",ploomber,2023-03-02,2023-01-31,2020-01-20,162,18.342706502636204
-792,ml-dl,https://github.com/facebookincubator/aitemplate,,,,facebookincubator/aitemplate,AITemplate,2977,238,77,[],Python,,AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.,facebookincubator,2023-03-02,2023-03-02,2022-07-15,33,90.21212121212122
-366,ml,https://github.com/facebookresearch/vissl,,,,facebookresearch/vissl,vissl,2969,311,52,[],Jupyter Notebook,https://vissl.ai,"VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.",facebookresearch,2023-03-03,2022-12-28,2020-04-09,151,19.64366729678639
-624,util,https://github.com/more-itertools/more-itertools,,,,more-itertools/more-itertools,more-itertools,2958,239,36,[],Python,https://more-itertools.rtfd.io,"more-itertools: More routines for operating on iterables, beyond itertools",more-itertools,2023-03-02,2023-02-28,2012-04-26,566,5.2248296744890235
-77,jupyter,https://github.com/quantopian/qgrid,,,,quantopian/qgrid,qgrid,2946,419,88,[],Python,,"qgrid: An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks",quantopian,2023-03-01,2020-04-07,2014-09-30,439,6.704161248374512
-937,ml-dl,https://github.com/williamyang1991/vtoonify,,,,williamyang1991/vtoonify,VToonify,2946,358,59,"['face', 'siggraph-asia', 'style-transfer', 'stylegan2', 'toonify', 'video-style-transfer']",Jupyter Notebook,,[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer,williamyang1991,2023-03-02,2023-02-24,2022-09-09,25,117.84
-704,data,https://github.com/pyeve/cerberus,,,,pyeve/cerberus,cerberus,2944,230,48,"['python', 'data-validation']",Python,http://python-cerberus.org,"cerberus: Lightweight, extensible data validation library for Python",pyeve,2023-03-02,2021-05-05,2012-10-10,542,5.428872497365648
-476,gis,https://github.com/holoviz/datashader,1.0,,,holoviz/datashader,datashader,2931,364,95,"['holoviz', 'datashader', 'data-visualizations', 'rasterization']",Python,http://datashader.org,datashader: Quickly and accurately render even the largest data.,holoviz,2023-03-03,2023-02-27,2015-12-23,375,7.810049486105824
-660,ml,https://github.com/pytorch/glow,,,,pytorch/glow,glow,2921,665,155,[],C++,,glow: Compiler for Neural Network hardware accelerators,pytorch,2023-03-02,2023-02-22,2017-09-29,283,10.321554770318022
-761,sim,https://github.com/qiskit/qiskit,,,,qiskit/qiskit,qiskit,2912,777,97,"['qiskit', 'quantum-computing', 'quantum-programming-language', 'documentation']",OpenQASM,https://qiskit.org,"Qiskit is an open-source SDK for working with quantum computers at the level of circuits, algorithms, and application modules.",qiskit,2023-03-03,2023-03-02,2018-12-12,220,13.219195849546043
-709,pandas,https://github.com/nalepae/pandarallel,1.0,,,nalepae/pandarallel,pandarallel,2906,176,27,"['pandas', 'python', 'parallel']",Python,https://nalepae.github.io/pandarallel,pandarallel: A simple and efficient tool to parallelize Pandas operations on all available CPUs,nalepae,2023-03-03,2023-02-12,2019-03-10,207,13.990371389270976
-261,time-series,https://github.com/salesforce/merlion,,,,salesforce/merlion,Merlion,2888,247,46,"['time-series', 'anomaly-detection', 'forecasting', 'machine-learning', 'benchmarking', 'automl', 'ensemble-learning']",Python,,Merlion: A Machine Learning Framework for Time Series Intelligence,salesforce,2023-03-02,2023-02-15,2021-07-28,83,34.67581475128645
-488,util,https://github.com/pydata/xarray,,,,pydata/xarray,xarray,2884,883,106,"['python', 'netcdf', 'numpy', 'pandas', 'xarray', 'dask']",Python,https://xarray.dev,xarray: N-D labeled arrays and datasets in Python,pydata,2023-03-02,2023-03-02,2013-09-30,491,5.866899157221738
-787,study,https://github.com/cosmicpython/book,,,,cosmicpython/book,book,2871,489,94,[],Python,https://www.cosmicpython.com,"book: A Book about Pythonic Application Architecture Patterns for Managing Complexity.  Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it ""Cosmic Python"" tho.",cosmicpython,2023-03-01,2023-02-06,2019-02-05,212,13.515131136516477
-154,pandas,https://github.com/adamerose/pandasgui,,,,adamerose/pandasgui,PandasGUI,2849,195,54,"['pandas', 'dataframe', 'gui', 'viewer']",Python,,PandasGUI: A GUI for Pandas DataFrames,adamerose,2023-03-01,2022-03-16,2019-06-12,194,14.663970588235294
-170,ml,https://github.com/ourownstory/neural_prophet,,,,ourownstory/neural_prophet,neural_prophet,2811,389,50,"['forecasting', 'time-series', 'machine-learning', 'fbprophet', 'prophet', 'forecast', 'artificial-intelligence', 'prediction', 'trend', 'seasonality', 'autoregression', 'pytorch', 'timeseries', 'forecasting-algorithm', 'forecasting-model', 'neuralprophet', 'neural', 'neural-network', 'python', 'deep-learning']",Python,https://neuralprophet.com,neural_prophet: NeuralProphet: A simple forecasting package,ourownstory,2023-03-02,2023-03-02,2020-05-04,147,19.04840271055179
-203,viz,https://github.com/ml-tooling/opyrator,,,,ml-tooling/opyrator,opyrator,2802,137,49,"['fastapi', 'streamlit', 'pydantic', 'python', 'microservices', 'serverless', 'faas', 'functions', 'python-functions', 'machine-learning', 'deployment', 'type-hints']",Python,https://opyrator-playground.mltooling.org,"opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.",ml-tooling,2023-03-03,2021-05-06,2021-04-06,99,28.18103448275862
-641,testing,https://github.com/behave/behave,,,,behave/behave,behave,2778,610,119,[],Python,,"behave: BDD, Python style.",behave,2023-03-02,2022-12-19,2011-10-25,592,4.689172896069448
-34,nlp,https://github.com/jbesomi/texthero,,,,jbesomi/texthero,texthero,2711,229,43,"['text-preprocessing', 'text-representation', 'text-visualization', 'nlp', 'word-embeddings', 'machine-learning', 'text-mining', 'nlp-pipeline', 'text-clustering', 'texthero']",Python,https://texthero.org,"texthero: Text preprocessing, representation and visualization from zero to hero.",jbesomi,2023-03-02,2022-10-28,2020-04-06,151,17.885956644674835
-915,util,https://github.com/ets-labs/python-dependency-injector,1.0,,,ets-labs/python-dependency-injector,python-dependency-injector,2707,203,46,"['python', 'dependency-injection', 'ioc', 'ioc-container', 'factory', 'singleton', 'design-patterns', 'dependency-injection-container', 'dependency-injection-framework', 'flask', 'aiohttp', 'asyncio', 'python3', 'python-3', 'python-2', 'flask-application', 'flask-restful', 'threadlocal']",Python,https://python-dependency-injector.ets-labs.org/,python-dependency-injector: Dependency injection framework for Python,ets-labs,2023-03-03,2022-12-19,2015-01-04,425,6.358724832214765
-748,study,https://github.com/zhanymkanov/fastapi-best-practices,,,,zhanymkanov/fastapi-best-practices,fastapi-best-practices,2694,197,52,"['fastapi', 'best-practices']",,,fastapi-best-practices: FastAPI Best Practices and Conventions we used @ hi.peerlink.me,zhanymkanov,2023-03-03,2023-01-09,2022-08-09,29,91.54368932038835
-886,study,https://github.com/huggingface/deep-rl-class,,,,huggingface/deep-rl-class,deep-rl-class,2690,352,85,"['deep-reinforcement-learning', 'reinforcement-learning', 'reinforcement-learning-excercises', 'deep-learning']",Jupyter Notebook,,deep-rl-class: This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.,huggingface,2023-03-02,2023-03-02,2022-04-21,45,59.58860759493671
-130,ml-dl,https://github.com/explosion/thinc,,,,explosion/thinc,thinc,2672,270,82,"['machine-learning', 'deep-learning', 'artificial-intelligence', 'ai', 'python', 'nlp', 'natural-language-processing', 'spacy', 'machine-learning-library', 'type-checking', 'functional-programming', 'pytorch', 'tensorflow', 'mxnet', 'jax']",Python,https://thinc.ai,"thinc: 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries",explosion,2023-03-02,2023-03-01,2014-10-16,437,6.112418300653594
-428,util,https://github.com/pycqa/flake8,,,,pycqa/flake8,flake8,2664,274,34,"['python', 'python3', 'static-analysis', 'static-code-analysis', 'linter', 'linter-flake8', 'stylelint', 'styleguide', 'style-guide', 'flake8', 'pep8', 'complexity-analysis']",Python,https://flake8.pycqa.org,"flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.",pycqa,2023-03-02,2023-02-21,2014-09-13,441,6.02909796314258
-113,nlp,https://github.com/huggingface/neuralcoref,,,,huggingface/neuralcoref,neuralcoref,2653,460,97,"['python', 'machine-learning', 'coreference', 'spacy', 'coreference-resolution', 'spacy-extension', 'spacy-pipeline', 'nlp', 'neural-networks', 'pytorch']",C,https://huggingface.co/coref/,neuralcoref: ✨Fast Coreference Resolution in spaCy with Neural Networks,huggingface,2023-02-26,2021-06-22,2017-07-03,295,8.975833736104398
-111,ml,https://github.com/teamhg-memex/eli5,,,,teamhg-memex/eli5,eli5,2650,326,70,"['scikit-learn', 'machine-learning', 'xgboost', 'lightgbm', 'crfsuite', 'inspection', 'explanation', 'nlp', 'data-science', 'python']",Jupyter Notebook,http://eli5.readthedocs.io,eli5: A library for debugging/inspecting machine learning classifiers and explaining their predictions,teamhg-memex,2023-03-01,2020-01-22,2016-09-15,337,7.860169491525424
-85,graph,https://github.com/stellargraph/stellargraph,,,,stellargraph/stellargraph,stellargraph,2636,401,61,"['graphs', 'machine-learning', 'machine-learning-algorithms', 'graph-convolutional-networks', 'networkx', 'geometric-deep-learning', 'saliency-map', 'interpretability', 'heterogeneous-networks', 'graph-neural-networks', 'graph-analysis', 'graph-machine-learning', 'gcn', 'link-prediction', 'stellargraph-library', 'graph-data', 'python', 'deep-learning', 'data-science']",Python,https://stellargraph.readthedocs.io/,StellarGraph - Machine Learning on Graphs,stellargraph,2023-02-28,2021-10-29,2018-04-13,255,10.337254901960785
-801,data,https://github.com/pallets/itsdangerous,,,,pallets/itsdangerous,itsdangerous,2636,214,57,"['python', 'security', 'hmac', 'serialization', 'itsdangerous', 'pallets']",Python,https://itsdangerous.palletsprojects.com,itsdangerous: Safely pass trusted data to untrusted environments and back.,pallets,2023-03-02,2023-03-01,2011-06-24,610,4.321311475409836
-539,nlp,https://github.com/huawei-noah/pretrained-language-model,,,,huawei-noah/pretrained-language-model,Pretrained-Language-Model,2631,567,53,"['knowledge-distillation', 'model-compression', 'quantization', 'pretrained-models', 'large-scale-distributed']",Python,,Pretrained-Language-Model: Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.,huawei-noah,2023-03-02,2022-12-25,2019-12-02,169,15.51558550968829
-268,jupyter,https://github.com/jupyterlab/jupyterlab-desktop,,,,jupyterlab/jupyterlab-desktop,jupyterlab-desktop,2614,236,42,"['jupyterlab', 'jupyter', 'jupyter-notebook']",TypeScript,,"jupyterlab-desktop: JupyterLab desktop application, based on Electron.",jupyterlab,2023-03-02,2023-02-24,2017-05-04,304,8.594645373414748
-431,viz,https://github.com/holoviz/panel,,,,holoviz/panel,panel,2610,321,48,"['holoviz', 'panel', 'dashboards', 'control-panels', 'gui', 'dataapp', 'dataviz', 'bokeh', 'datascience', 'holoviews', 'hvplot', 'jupyter', 'matplotlib', 'plotly']",Python,https://panel.holoviz.org,panel: A high-level app and dashboarding solution for Python,holoviz,2023-03-02,2023-03-02,2018-08-23,236,11.052631578947368
-611,debug,https://github.com/inducer/pudb,,,,inducer/pudb,pudb,2600,217,47,"['python', 'debugger', 'pytest', 'pytest-plugin', 'pdb', 'ipython', 'bpython', 'urwid', 'debug']",Python,https://documen.tician.de/pudb/,pudb: Full-screen console debugger for Python,inducer,2023-02-26,2023-01-10,2011-05-13,616,4.220779220779221
-369,nlp,https://github.com/bytedance/lightseq,,,,bytedance/lightseq,lightseq,2596,297,53,"['inference', 'transformer', 'beam-search', 'bert', 'cuda', 'sampling', 'diverse-decoding', 'multilingual-nmt', 'training', 'bart', 'gpt', 'accelerate']",C++,,LightSeq: A High Performance Library for Sequence Processing and Generation,bytedance,2023-03-02,2023-03-02,2019-12-06,169,15.36094674556213
-433,pandas,https://github.com/pydata/pandas-datareader,,,,pydata/pandas-datareader,pandas-datareader,2587,637,138,"['html', 'data-analysis', 'data', 'dataset', 'stock-data', 'finance', 'financial-data', 'python', 'pydata', 'pandas', 'econdb', 'fama-french', 'economic-data', 'fred']",Python,https://pydata.github.io/pandas-datareader/stable/index.html,pandas-datareader: Extract data from a wide range of Internet sources into a pandas DataFrame.,pydata,2023-03-02,2022-03-16,2015-01-15,424,6.099360053890199
-675,ml-dl,https://github.com/saharmor/dalle-playground,,,,saharmor/dalle-playground,dalle-playground,2586,565,28,"['dall-e', 'openai', 'gan', 'text-to-image', 'transformers', 'artificial', 'artificial-intelligence', 'machine-learning', 'dalle', 'dalle-mini', 'stable-diffusion']",JavaScript,,dalle-playground: A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini),saharmor,2023-03-02,2023-02-19,2021-09-13,76,33.77238805970149
-159,data,https://github.com/goldsmith/wikipedia,,,,goldsmith/wikipedia,Wikipedia,2570,520,82,[],Python,https://wikipedia.readthedocs.org/,Wikipedia: A Pythonic wrapper for the Wikipedia API,goldsmith,2023-03-01,2020-10-09,2013-08-20,497,5.166570936243538
-600,gis,https://github.com/giswqs/geemap,,,,giswqs/geemap,geemap,2569,929,101,"['google-earth-engine', 'gis', 'remote-sensing', 'image-processing', 'python', 'jupyter-notebook', 'ipyleaflet', 'mapping', 'earth-engine', 'ipywidgets', 'folium', 'jupyter', 'colab', 'geospatial', 'landsat', 'dataviz', 'data-science', 'streamlit', 'streamlit-webapp', 'earthengine']",Python,https://geemap.org,"geemap: A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.",giswqs,2023-03-03,2023-02-28,2020-03-08,155,16.498165137614677
-845,time-series,https://github.com/tdameritrade/stumpy,,,,tdameritrade/stumpy,stumpy,2561,248,53,"['data-science', 'time-series-analysis', 'dask', 'numba', 'python', 'anomaly-detection', 'pattern-matching', 'pydata', 'matrix-profile', 'motif-discovery', 'time-series-segmentation', 'time-series-data-mining']",Python,https://stumpy.readthedocs.io/en/latest/,STUMPY is a powerful and scalable Python library for modern time series analysis,tdameritrade,2023-03-02,2023-02-16,2019-05-03,200,12.805
-94,term,https://github.com/urwid/urwid,,,,urwid/urwid,urwid,2545,311,62,[],Python,urwid.org,urwid: Console user interface library for Python (official repo),urwid,2023-03-02,2022-07-12,2010-02-25,679,3.7473706352545224
-553,ml-dl,https://github.com/pytorch/botorch,,,,pytorch/botorch,botorch,2539,306,50,[],Jupyter Notebook,https://botorch.org/,botorch: Bayesian optimization in PyTorch,pytorch,2023-03-02,2023-03-02,2018-07-30,239,10.59809183064997
-98,data,https://github.com/zoomeranalytics/xlwings,,,,zoomeranalytics/xlwings,xlwings,2534,455,119,"['python', 'excel', 'reporting', 'automation', 'googlesheets', 'google-sheets']",Python,https://www.xlwings.org,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web. ,zoomeranalytics,2023-03-02,2023-03-02,2014-03-17,467,5.419492820042774
-809,web,https://github.com/fastapi-users/fastapi-users,,,,fastapi-users/fastapi-users,fastapi-users,2517,250,34,"['python', 'starlette', 'fastapi', 'async', 'asyncio', 'users', 'fastapi-users']",Python,https://fastapi-users.github.io/fastapi-users/,fastapi-users: Ready-to-use and customizable users management for FastAPI,fastapi-users,2023-03-02,2023-02-14,2019-10-05,177,14.151807228915663
-708,ml,https://github.com/mljar/mljar-supervised,,,,mljar/mljar-supervised,mljar-supervised,2486,326,43,"['automl', 'machine-learning', 'automatic-machine-learning', 'mljar', 'data-science', 'scikit-learn', 'hyperparameter-optimization', 'feature-engineering', 'xgboost', 'random-forest', 'neural-network', 'lightgbm', 'catboost', 'ensemble', 'tuning-algorithm', 'models-tuning', 'hyper-parameters', 'decision-tree', 'shap', 'automated-machine-learning']",Python,https://mljar.com,"mljar-supervised: Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation",mljar,2023-03-03,2022-12-30,2018-11-05,225,11.020899303356554
-907,ml,https://github.com/rucaibox/recbole,,,,rucaibox/recbole,RecBole,2485,458,39,"['recommender-systems', 'collaborative-filtering', 'knowledge-graph', 'ctr-prediction', 'deep-learning', 'pytorch', 'graph-neural-networks', 'sequential-recommendation', 'recommendations', 'recommendation-system', 'recommender']",Python,https://recbole.io/,"RecBole: A unified, comprehensive and efficient recommendation library",rucaibox,2023-03-02,2023-03-02,2020-06-11,142,17.482412060301506
-944,ml,https://github.com/thudm/cogvideo,,,,thudm/cogvideo,CogVideo,2485,237,89,[],Python,,"Text-to-video generation. The repo for ICLR2023 paper ""CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers""",thudm,2023-03-02,2022-11-17,2022-05-29,39,62.57194244604317
-735,data,https://github.com/ibis-project/ibis,1.0,,,ibis-project/ibis,ibis,2476,397,75,"['python', 'impala', 'pandas', 'database', 'clickhouse', 'postgresql', 'sqlite', 'mysql', 'datafusion', 'sql', 'pyspark', 'dask', 'duckdb', 'bigquery', 'pyarrow', 'mssql', 'polars', 'snowflake', 'trino']",Python,https://ibis-project.org,ibis: Expressive analytics in Python at any scale.,ibis-project,2023-03-02,2023-03-02,2015-04-17,411,6.024330900243309
-814,data,https://github.com/deepchecks/deepchecks,,,,deepchecks/deepchecks,deepchecks,2456,178,11,"['machine-learning', 'ml', 'model-validation', 'data-validation', 'mlops', 'data-science', 'python', 'jupyter-notebook', 'model-monitoring', 'data-drift', 'html-report', 'deep-learning', 'pytorch', 'pandas-dataframe']",Python,https://docs.deepchecks.com/stable,Deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.,deepchecks,2023-03-02,2023-03-02,2021-10-11,72,33.84251968503937
-136,nlp,https://github.com/ddangelov/top2vec,,,,ddangelov/top2vec,Top2Vec,2441,336,38,"['topic-modeling', 'word-embeddings', 'document-embedding', 'topic-vector', 'topic-search', 'text-search', 'text-semantic-similarity', 'topic-modelling', 'semantic-search', 'bert', 'top2vec', 'sentence-transformers', 'sentence-encoder', 'pre-trained-language-models']",Python,,"Top2Vec learns jointly embedded topic, document and word vectors.",ddangelov,2023-03-01,2023-01-26,2020-03-20,154,15.85064935064935
-172,viz,https://github.com/facebookresearch/hiplot,,,,facebookresearch/hiplot,hiplot,2426,123,29,[],TypeScript,https://facebookresearch.github.io/hiplot/,HiPlot makes understanding high dimensional data easy,facebookresearch,2023-02-28,2022-12-05,2019-11-08,173,14.023121387283236
-51,testing,https://github.com/nedbat/coveragepy,,,,nedbat/coveragepy,coveragepy,2403,346,27,[],Python,https://coverage.readthedocs.io,coveragepy: The code coverage tool for Python,nedbat,2023-03-02,2023-02-26,2018-06-23,244,9.813885647607934
-755,ml,https://github.com/marqo-ai/marqo,,,,marqo-ai/marqo,marqo,2399,92,27,"['deep-learning', 'information-retrieval', 'machinelearning', 'vector-search', 'tensor-search', 'clip', 'multi-modal', 'search-engine', 'transformers', 'vision-language', 'machine-learning', 'semantic-search', 'visual-search', 'natural-language-processing', 'hnsw', 'knn', 'hacktoberfest', 'chatgpt', 'gpt', 'large-language-models']",Python,https://www.marqo.ai/,marqo: Tensor search for humans.,marqo-ai,2023-03-03,2023-03-02,2022-08-01,30,78.47196261682242
-174,util,https://github.com/liiight/notifiers,,,,liiight/notifiers,notifiers,2394,93,33,"['python', 'notifications', 'notifier', 'notification-service', 'python3', 'pypi']",Python,http://notifiers.readthedocs.io/,notifiers: The easy way to send notifications,liiight,2023-03-01,2022-07-14,2017-06-01,300,7.976201808662542
-296,sim,https://github.com/openai/mujoco-py,,,,openai/mujoco-py,mujoco-py,2394,740,167,[],Cython,,"mujoco-py: MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.",openai,2023-03-02,2022-11-17,2016-04-24,357,6.692492012779553
-145,ml,https://github.com/nmslib/hnswlib,,,,nmslib/hnswlib,hnswlib,2391,432,62,[],C++,https://github.com/nmslib/hnswlib,hnswlib: Header-only C++/python library for fast approximate nearest neighbors,nmslib,2023-03-02,2023-02-05,2017-07-06,295,8.101161665053244
-696,ml-dl,https://github.com/deepmind/dm-haiku,,,,deepmind/dm-haiku,dm-haiku,2386,199,39,"['machine-learning', 'neural-networks', 'jax', 'deep-learning', 'deep-neural-networks']",Python,https://dm-haiku.readthedocs.io,dm-haiku: JAX-based neural network library,deepmind,2023-03-02,2023-03-02,2020-02-18,158,15.060414788097384
-129,viz,https://github.com/holoviz/holoviews,,,,holoviz/holoviews,holoviews,2384,373,61,"['holoviz', 'holoviews', 'plotting']",Python,https://holoviews.org,"holoviews: With Holoviews, your data visualizes itself.",holoviz,2023-03-02,2023-03-01,2014-05-07,460,5.179391682184979
-858,jupyter,https://github.com/jupyter/nbdime,,,,jupyter/nbdime,nbdime,2376,156,44,"['jupyterlab-extension', 'jupyter', 'jupyter-notebook', 'diff', 'diffing', 'merge', 'git', 'hg', 'mercurial', 'mergetool', 'merge-driver', 'vcs', 'version-control']",Python,http://nbdime.readthedocs.io,nbdime: Tools for diffing and merging of Jupyter notebooks.,jupyter,2023-03-03,2023-01-15,2015-11-16,380,6.243243243243243
-691,ml-dl,https://github.com/nerdyrodent/vqgan-clip,,,,nerdyrodent/vqgan-clip,VQGAN-CLIP,2371,410,53,"['text2image', 'text-to-image']",Python,,"VQGAN-CLIP: Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.",nerdyrodent,2023-03-02,2022-10-02,2021-07-02,87,27.25287356321839
-875,perf,https://github.com/ipython/ipyparallel,,,,ipython/ipyparallel,ipyparallel,2361,959,120,"['parallel', 'jupyter', 'python']",Jupyter Notebook,https://ipyparallel.readthedocs.io/,ipyparallel: IPython Parallel: Interactive Parallel Computing in Python,ipython,2023-02-27,2023-02-08,2015-04-09,412,5.728596187175043
-246,util,https://github.com/pyston/pyston,,,,pyston/pyston,pyston,2348,85,34,[],Python,https://www.pyston.org/,pyston: A faster and highly-compatible implementation of the Python programming language.,pyston,2023-03-02,2023-02-28,2021-03-01,104,22.453551912568305
-724,util,https://github.com/ashleve/lightning-hydra-template,,,,ashleve/lightning-hydra-template,lightning-hydra-template,2326,396,20,"['pytorch-lightning', 'wandb', 'project-structure', 'config', 'deep-learning', 'hydra', 'template', 'pytorch', 'reproducibility', 'best-practices', 'neptune', 'mlflow', 'tensorboard', 'comet', 'mlops']",Python,,lightning-hydra-template: PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices.  ⚡🔥⚡,ashleve,2023-03-03,2023-02-11,2020-11-04,121,19.177856301531214
-540,nlp,https://github.com/salesforce/codegen,,,,salesforce/codegen,CodeGen,2306,174,43,"['programsynthesis', 'generativemodel', 'codex', 'languagemodel', 'llm', 'tpu-acceleration']",Python,,CodeGen is an open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.,salesforce,2023-03-02,2022-12-01,2022-03-28,48,47.476470588235294
-878,time-series,https://github.com/nixtla/statsforecast,,,,nixtla/statsforecast,statsforecast,2296,146,18,"['time-series', 'statistics', 'forecasting', 'arima', 'econometrics', 'machine-learning', 'python', 'exponential-smoothing', 'ets', 'baselines', 'predictions', 'naive', 'seasonal-naive', 'fbprophet', 'prophet', 'neuralprophet', 'mstl', 'theta', 'automl', 'data-science']",Python,https://nixtla.github.io/statsforecast/,statsforecast: Lightning ⚡️ fast forecasting with statistical and econometric models.,nixtla,2023-03-02,2023-02-28,2021-11-24,66,34.63793103448276
-253,ml,https://github.com/microsoft/flaml,,,,microsoft/flaml,FLAML,2290,350,41,"['automl', 'hyperparam', 'automated-machine-learning', 'machine-learning', 'data-science', 'python', 'jupyter-notebook', 'hyperparameter-optimization', 'random-forest', 'scikit-learn', 'deep-learning', 'natural-language-processing', 'natural-language-generation', 'timeseries-forecasting', 'classification', 'regression', 'tuning', 'finetuning', 'tabular-data']",Jupyter Notebook,https://microsoft.github.io/FLAML/,FLAML: A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.,microsoft,2023-03-02,2023-03-01,2020-08-20,132,17.32972972972973
-308,util,https://github.com/legrandin/pycryptodome,,,,legrandin/pycryptodome,pycryptodome,2273,420,59,"['cryptography', 'security', 'python']",C,https://www.pycryptodome.org,pycryptodome: A self-contained cryptographic library for Python,legrandin,2023-03-02,2023-01-28,2014-05-02,461,4.93058568329718
-965,ml-dl,https://github.com/danielegrattarola/spektral,,,,danielegrattarola/spektral,spektral,2234,332,43,"['graph-neural-networks', 'keras', 'python', 'tensorflow', 'tensorflow2', 'graph-deep-learning', 'deep-learning']",Python,https://graphneural.network,spektral: Graph Neural Networks with Keras and Tensorflow 2.,danielegrattarola,2023-03-01,2023-02-11,2019-01-17,215,10.383798140770253
-871,profiling,https://github.com/reloadware/reloadium,1.0,,,reloadware/reloadium,reloadium,2224,39,24,"['hot-reload', 'hot-reloading', 'python', 'python3', 'edit-and-continue', 'django', 'flask', 'pandas']",Python,https://reloadium.io,reloadium: Advanced Hot Reloading & Profiling for Python,reloadware,2023-03-02,2023-02-27,2022-01-15,58,37.786407766990294
-710,pandas,https://github.com/jmcarpenter2/swifter,,,,jmcarpenter2/swifter,swifter,2223,99,30,"['pandas', 'pandas-dataframe', 'parallel-computing', 'parallelization', 'dask', 'modin']",Python,,swifter: A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner,jmcarpenter2,2023-02-28,2022-08-16,2018-04-07,255,8.688442211055277
-807,web,https://github.com/flipkart-incubator/astra,,,,flipkart-incubator/astra,Astra,2183,361,85,"['security', 'restapiautomation', 'python', 'owasp', 'penetration-testing-framework', 'postman-collection', 'ci-cd', 'sdlc', 'penetration-testing', 'security-automation']",Python,,Astra: Automated Security Testing For REST API's,flipkart-incubator,2023-03-02,2023-02-16,2018-01-10,268,8.136847710330139
-749,diffusion,https://github.com/nateraw/stable-diffusion-videos,,,,nateraw/stable-diffusion-videos,stable-diffusion-videos,2178,213,28,"['ai-art', 'huggingface', 'huggingface-diffusers', 'machine-learning', 'stable-diffusion']",Python,,stable-diffusion-videos: Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts,nateraw,2023-03-03,2023-02-18,2022-09-06,25,85.65168539325843
-617,testing,https://github.com/pytest-dev/pytest-testinfra,,,,pytest-dev/pytest-testinfra,pytest-testinfra,2168,321,82,"['python', 'testing', 'infrastructure-as-code', 'devops', 'tdd', 'nagios', 'docker', 'tdd-utilities', 'testing-tools', 'devops-tools', 'infrastructure-testing', 'saltstack', 'chef', 'puppet', 'ansible', 'kubernetes', 'pytest-plugin']",Python,https://testinfra.readthedocs.io,pytest-testinfra: Testinfra test your infrastructures,pytest-dev,2023-03-01,2023-01-11,2015-03-15,415,5.2151202749140895
-813,data,https://github.com/datafold/data-diff,,,,datafold/data-diff,data-diff,2153,102,16,"['database', 'mysql', 'postgresql', 'snowflake', 'rdbms', 'trino', 'data-engineering', 'data-quality', 'data-science', 'data-quality-monitoring', 'databricks-sql', 'dataengineering', 'dataquality', 'oracle-database', 'postgres', 'sql', 'dbt', 'python']",Python,https://www.datafold.com/blog/open-source-data-diff,data-diff: Efficiently diff data in or across relational databases,datafold,2023-03-03,2023-03-02,2022-03-07,51,41.74792243767313
-548,ml,https://github.com/lightly-ai/lightly,,,,lightly-ai/lightly,lightly,2153,179,23,"['deep-learning', 'self-supervised-learning', 'machine-learning', 'computer-vision', 'pytorch', 'embeddings', 'contrastive-learning', 'active-learning']",Python,https://docs.lightly.ai/self-supervised-learning/,lightly: A python library for self-supervised learning on images.,lightly-ai,2023-03-03,2023-03-02,2020-10-13,124,17.303099885189436
-867,util,https://github.com/dosisod/refurb,1.0,,,dosisod/refurb,refurb,2150,42,16,"['cli', 'mypy', 'python', 'python310', 'testing', 'gplv3', 'hacktoberfest']",Python,,refurb: A tool for refurbishing and modernizing Python codebases,dosisod,2023-03-02,2023-03-02,2022-07-27,31,68.72146118721462
-503,gis,https://github.com/google/earthengine-api,,,,google/earthengine-api,earthengine-api,2141,918,207,[],JavaScript,,earthengine-api: Python and JavaScript bindings for calling the Earth Engine API.,google,2023-03-02,2023-03-01,2015-04-22,410,5.218314763231198
-222,data,https://github.com/pynamodb/pynamodb,1.0,,,pynamodb/pynamodb,PynamoDB,2126,417,41,"['python', 'dynamodb', 'aws']",Python,http://pynamodb.readthedocs.io,PynamoDB: A pythonic interface to Amazon's DynamoDB,pynamodb,2023-03-02,2023-02-28,2014-01-20,475,4.4704115349954945
-198,ml,https://github.com/maif/shapash,,,,maif/shapash,shapash,2124,260,39,"['python', 'machine-learning', 'explainability', 'explainable-ml', 'transparency', 'ethical-artificial-intelligence', 'shap', 'lime', 'interpretability']",Jupyter Notebook,https://maif.github.io/shapash/,shapash: 🔅 Shapash makes Machine Learning models transparent and understandable by everyone,maif,2023-03-02,2023-03-01,2020-04-29,148,14.323699421965317
-411,util,https://github.com/yaml/pyyaml,,,,yaml/pyyaml,pyyaml,2098,435,49,"['python', 'yaml']",Python,,pyyaml: Canonical source repository for PyYAML,yaml,2023-03-02,2022-09-13,2011-11-03,591,3.5490575157080717
-860,jupyter,https://github.com/jupyter/nbviewer,,,,jupyter/nbviewer,nbviewer,2061,537,93,"['jupyter', 'jupyter-notebook', 'nbconvert']",Python,https://nbviewer.jupyter.org,nbviewer: nbconvert as a web service: Render Jupyter Notebooks as static web pages,jupyter,2023-03-02,2023-01-27,2012-08-05,551,3.7356292076644224
-506,ml-ops,https://github.com/adap/flower,,,,adap/flower,flower,2054,445,23,"['flower', 'federated-learning', 'federated-learning-framework', 'pytorch-federated-learning', 'tensorflow-federated-learning', 'keras-federated-learning', 'federated-analytics', 'fleet-learning', 'fleet-intelligence', 'deep-learning', 'machine-learning', 'pytorch', 'scikit-learn', 'tensorflow']",Python,https://flower.dev,Flower: A Friendly Federated Learning Framework,adap,2023-03-03,2023-03-01,2020-02-17,158,12.953153153153153
-881,time-series,https://github.com/rjt1990/pyflux,,,,rjt1990/pyflux,pyflux,2012,236,70,"['statistics', 'time-series']",Python,,pyflux: Open source time series library for Python,rjt1990,2023-03-01,2018-12-16,2016-02-16,367,5.475894245723173
-452,pandas,https://github.com/pandera-dev/pandera,1.0,,,pandera-dev/pandera,pandera,1995,164,13,"['pandas', 'validation', 'schema', 'dataframes', 'testing', 'pandas-validation', 'pandas-dataframe', 'data-validation', 'data-cleaning', 'data-check', 'testing-tools', 'assertions', 'data-assertions', 'data-verification', 'dataframe-schema', 'hypothesis-testing', 'pandas-validator', 'data-processing']",Python,https://www.union.ai/pandera,"pandera: A light-weight, flexible, and expressive statistical data testing library",pandera-dev,2023-03-02,2023-02-20,2018-11-01,226,8.821857233101706
-323,gui,https://github.com/wxwidgets/phoenix,,,,wxwidgets/phoenix,Phoenix,1953,496,104,"['python', 'cross-platform', 'gui-framework', 'gui-toolkit', 'gui', 'windows', 'macosx', 'linux', 'awesome', 'wxwidgets', 'wxpython']",Python,http://wxpython.org/,"Phoenix: wxPython's Project Phoenix.  A new implementation of wxPython, better, stronger, faster than he was before.",wxwidgets,2023-03-02,2023-02-28,2012-07-17,554,3.5225457356351457
-581,ml-dl,https://github.com/alpa-projects/alpa,,,,alpa-projects/alpa,alpa,1950,241,33,"['deep-learning', 'machine-learning', 'compiler', 'distributed-training', 'high-performance-computing', 'alpa', 'jax', 'distributed-computing', 'llm', 'auto-parallelization']",Python,https://alpa.ai,alpa: Training and serving large-scale neural networks,alpa-projects,2023-03-02,2023-02-28,2021-02-22,105,18.47090663058187
-590,util,https://github.com/hgrecco/pint,,,,hgrecco/pint,pint,1947,416,40,"['python', 'science', 'units']",Python,http://pint.readthedocs.org/,pint: Operate and manipulate physical quantities in Python,hgrecco,2023-03-02,2023-02-13,2012-07-13,555,3.5081081081081082
-353,ml-interpretability,https://github.com/seldonio/alibi,,,,seldonio/alibi,alibi,1947,221,42,"['machine-learning', 'explanations', 'interpretability', 'counterfactual', 'xai']",Python,https://docs.seldon.io/projects/alibi/en/stable/,alibi: Algorithms for explaining machine learning models,seldonio,2023-03-02,2023-03-01,2019-02-26,209,9.296725784447476
-829,study,https://github.com/huggingface/diffusion-models-class,,,,huggingface/diffusion-models-class,diffusion-models-class,1932,175,72,[],Jupyter Notebook,,diffusion-models-class: Materials for the Hugging Face Diffusion Models Course,huggingface,2023-03-03,2023-02-21,2022-10-13,20,95.91489361702128
-233,crypto,https://github.com/ethereum/py-evm,,,,ethereum/py-evm,py-evm,1931,578,97,"['evm', 'ethereum', 'python', 'ethereum-virtual-machine']",Python,https://py-evm.readthedocs.io/en/latest/,py-evm: A Python implementation of the Ethereum Virtual Machine,ethereum,2023-03-02,2022-12-16,2016-12-27,322,5.988923349579087
-441,gis,https://github.com/rasterio/rasterio,1.0,,,rasterio/rasterio,rasterio,1889,508,151,"['python', 'gis', 'raster', 'gdal', 'cli', 'cython', 'mapbox-satellite-oss']",Python,https://rasterio.readthedocs.io/,Rasterio reads and writes geospatial raster datasets,rasterio,2023-03-02,2023-02-27,2013-11-04,486,3.8822665883734584
-856,profiling,https://github.com/jiffyclub/snakeviz,,,,jiffyclub/snakeviz,snakeviz,1889,129,23,[],Python,https://jiffyclub.github.io/snakeviz/,snakeviz: An in-browser Python profile viewer,jiffyclub,2023-03-02,2023-02-17,2012-06-26,557,3.3887749871860584
-713,gis,https://github.com/mcordts/cityscapesscripts,,,,mcordts/cityscapesscripts,cityscapesScripts,1874,578,45,[],Python,,cityscapesScripts: README and scripts for the Cityscapes Dataset,mcordts,2023-02-25,2022-10-22,2016-02-20,366,5.108255451713395
-823,data,https://github.com/uqfoundation/dill,1.0,,,uqfoundation/dill,dill,1870,157,22,[],Python,http://dill.rtfd.io,dill: serialize all of python,uqfoundation,2023-03-02,2023-02-20,2013-06-28,505,3.702970297029703
-900,ml,https://github.com/shankarpandala/lazypredict,,,,shankarpandala/lazypredict,lazypredict,1865,212,23,"['machine-learning', 'automl', 'regression', 'classification']",Python,,lazypredict: Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning,shankarpandala,2023-03-03,2022-09-28,2019-11-16,171,10.852036575228595
-201,util,https://github.com/camelot-dev/camelot,,,,camelot-dev/camelot,camelot,1849,340,47,[],Python,https://camelot-py.readthedocs.io,camelot: A Python library to extract tabular data from PDFs,camelot-dev,2023-03-02,2023-02-26,2019-07-01,191,9.651752423564504
-115,perf,https://github.com/h5py/h5py,,,,h5py/h5py,h5py,1832,490,55,[],Python,http://www.h5py.org,h5py: HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,h5py,2023-03-02,2023-03-01,2012-09-21,545,3.361467889908257
-46,jupyter,https://github.com/maartenbreddels/ipyvolume,,,,maartenbreddels/ipyvolume,ipyvolume,1828,236,51,"['ipython-widget', 'jupyter', 'jupyter-notebook', 'python', 'visualisation', 'volume-rendering', 'virtual-reality', 'plotting', 'dataviz', 'scientific-visualization', 'webgl', 'threejs', 'rendering-3d-volumes', 'quiver']",TypeScript,,ipyvolume: 3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL,maartenbreddels,2023-03-01,2023-02-25,2016-12-21,323,5.654441007512152
-295,util,https://github.com/pyfilesystem/pyfilesystem2,,,,pyfilesystem/pyfilesystem2,pyfilesystem2,1822,173,46,"['filesystem', 'pyfilesystem', 'pyfilesystem2', 'python', 'ftp', 'tar', 'zip', 'filesystem-library']",Python,https://www.pyfilesystem.org,pyfilesystem2: Python's Filesystem abstraction layer,pyfilesystem,2023-02-26,2022-10-18,2016-10-14,333,5.471471471471472
-63,sim,https://github.com/projectmesa/mesa,,,,projectmesa/mesa,mesa,1820,757,89,"['mesa', 'agent-based-modeling', 'agent-based-simulation', 'simulation-framework', 'simulation', 'simulation-environment', 'complex-systems', 'complexity-analysis', 'modeling-agents', 'spatial-models', 'gis']",Python,,Mesa is an agent-based modeling framework in Python,projectmesa,2023-03-02,2023-02-10,2014-09-19,441,4.126984126984127
-648,util,https://github.com/grahamdumpleton/wrapt,,,,grahamdumpleton/wrapt,wrapt,1820,209,45,[],Python,,"wrapt: A Python module for decorators, wrappers and monkey patching.",grahamdumpleton,2023-03-01,2023-02-27,2013-05-29,509,3.573632538569425
-310,data,https://github.com/graphistry/pygraphistry,,,,graphistry/pygraphistry,pygraphistry,1810,188,47,"['graph', 'visualization', 'gpu', 'graphistry', 'python', 'rapids', 'cugraph', 'networkx', 'neo4j', 'tigergraph', 'pandas', 'csv', 'webgl', 'splunk', 'cudf', 'jupyter', 'igraph', 'network-analysis', 'network-visualization', 'graph-visualization']",Python,,"PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer",graphistry,2023-03-01,2022-12-23,2015-06-02,404,4.475450370893677
-964,gis,https://github.com/azavea/raster-vision,,,,azavea/raster-vision,raster-vision,1800,351,83,"['deep-learning', 'computer-vision', 'remote-sensing', 'geospatial', 'object-detection', 'semantic-segmentation', 'classification', 'machine-learning', 'pytorch']",Python,https://docs.rastervision.io,raster-vision: An open source library and framework for deep learning on satellite and aerial imagery.,azavea,2023-02-27,2023-02-27,2017-02-02,317,5.675675675675675
-601,gis,https://github.com/plant99/felicette,,,,plant99/felicette,felicette,1796,85,39,"['geospatial-data', 'gis', 'geospatial-visualization', 'geospatial', 'python', 'python3', 'geoinformatics', 'earth-observation', 'earth-science', 'satellite-imagery', 'satellite-images', 'satellite-data']",Python,,felicette: Satellite imagery for dummies.,plant99,2023-03-01,2021-09-08,2020-07-12,137,13.04149377593361
-32,nlp,https://github.com/jamesturk/jellyfish,,,,jamesturk/jellyfish,jellyfish,1795,152,42,"['python', 'levenshtein', 'soundex', 'hamming', 'metaphone', 'jaro-winkler', 'fuzzy-search', 'hacktoberfest']",Python,https://jamesturk.github.io/jellyfish/,jellyfish: 🪼 a python library for doing approximate and phonetic matching of strings.,jamesturk,2023-03-02,2023-02-03,2010-07-09,660,2.7196969696969697
-732,study,https://github.com/amanchadha/coursera-deep-learning-specialization,,,,amanchadha/coursera-deep-learning-specialization,coursera-deep-learning-specialization,1793,1562,17,"['deep-learning', 'coursera', 'coursera-assignment', 'coursera-specialization', 'coursera-machine-learning', 'andrew-ng', 'andrew-ng-course', 'convolutional-neural-networks', 'cnns', 'recurrent-neural-networks', 'rnns', 'convolutional-neural-network', 'recurrent-neural-network', 'hyperparameter-optimization', 'hyperparameter-tuning', 'neural-network', 'neural-networks', 'neural-machine-translation', 'neural-style-transfer', 'regularization']",Jupyter Notebook,,"coursera-deep-learning-specialization: Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models",amanchadha,2023-03-02,2022-02-07,2020-06-24,140,12.781059063136457
-843,ml,https://github.com/aws/sagemaker-python-sdk,,,,aws/sagemaker-python-sdk,sagemaker-python-sdk,1785,937,135,"['aws', 'mxnet', 'tensorflow', 'machine-learning', 'python', 'pytorch', 'sagemaker', 'huggingface']",Python,https://sagemaker.readthedocs.io/,sagemaker-python-sdk: A library for training and deploying machine learning models on Amazon SageMaker,aws,2023-03-02,2023-03-03,2017-11-14,276,6.457364341085271
-543,data,https://github.com/sqlalchemy/alembic,,,,sqlalchemy/alembic,alembic,1784,179,19,"['sqlalchemy', 'sql', 'python']",Python,,alembic: A database migrations tool for SQLAlchemy.,sqlalchemy,2023-03-03,2023-03-01,2018-11-27,222,8.020552344251767
-297,util,https://github.com/pyparsing/pyparsing,,,,pyparsing/pyparsing,pyparsing,1770,241,23,"['python', 'python2', 'python3', 'python-2', 'python-3', 'parser-combinators', 'parsing-expression-grammar', 'parsing', 'parsing-library', 'text-processing', 'peg-parsers']",Python,,pyparsing: Python library for creating PEG parsers,pyparsing,2023-03-02,2023-02-12,2017-05-14,302,5.8470976875884855
-25,util,https://github.com/google/gin-config,,,,google/gin-config,gin-config,1767,113,24,"['python', 'configuration-management', 'tensorflow', 'tensorflow-experiments']",Python,,gin-config: Gin provides a lightweight configuration framework for Python,google,2023-03-02,2022-12-05,2018-06-27,244,7.233333333333333
-825,study,https://github.com/alirezadir/machine-learning-interview-enlightener,,,,alirezadir/machine-learning-interview-enlightener,machine-learning-interviews,1762,354,48,"['machine-learning', 'machine-learning-algorithms', 'ai', 'deep-learning', 'system-design', 'scalable-applications', 'interview', 'interview-preparation', 'interview-practice', 'interviews']",Jupyter Notebook,,machine-learning-interviews: This repo is meant to serve as a guide for Machine Learning/AI technical interviews. ,alirezadir,2023-03-02,2023-03-01,2021-01-31,108,16.207621550591327
-806,web,https://github.com/python-restx/flask-restx,,,,python-restx/flask-restx,flask-restx,1762,294,70,"['python', 'api', 'swagger', 'flask', 'rest', 'json', 'restful', 'restplus', 'restx']",Python,https://flask-restx.readthedocs.io/en/latest/,"flask-restx: Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask",python-restx,2023-03-02,2023-02-19,2020-01-09,164,10.73455178416014
-9,ml,https://github.com/contextlab/hypertools,,,,contextlab/hypertools,hypertools,1761,160,60,"['data-visualization', 'high-dimensional-data', 'python', 'topic-modeling', 'text-vectorization', 'data-wrangling', 'visualization', 'time-series']",Python,http://hypertools.readthedocs.io/en/latest/,hypertools: A Python toolbox for gaining geometric insights into high-dimensional data,contextlab,2023-03-01,2022-02-12,2016-09-27,335,5.25
-795,web,https://github.com/starlite-api/starlite,,,,starlite-api/starlite,starlite,1760,173,26,"['python', 'api', 'rest', 'pydantic', 'asgi', 'openapi', 'redoc', 'starlite', 'starlite-api', 'swagger', 'starlite-framework']",Python,https://starliteproject.dev,"starlite: Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs",starlite-api,2023-03-02,2023-03-02,2021-12-06,64,27.256637168141594
-767,study,https://github.com/fluentpython/example-code-2e,,,,fluentpython/example-code-2e,example-code-2e,1743,524,54,"['python', 'python3', 'concurrency', 'iterators', 'metaprogramming', 'special-methods']",Python,https://amzn.to/3J48u2J,"example-code-2e: Example code for Fluent Python, 2nd edition (O'Reilly 2022) ",fluentpython,2023-03-02,2022-04-24,2019-03-21,206,8.455301455301456
-302,template,https://github.com/pyscaffold/pyscaffold,,,,pyscaffold/pyscaffold,pyscaffold,1734,172,40,"['python', 'release-automation', 'git', 'distribution', 'package-creation', 'template-project', 'project-template', 'package']",Python,https://pyscaffold.org,pyscaffold: 🛠 Python project template generator with batteries included,pyscaffold,2023-03-02,2023-02-21,2014-04-02,465,3.7267424009824994
-365,ml,https://github.com/rentruewang/koila,,,,rentruewang/koila,koila,1720,63,11,"['pytorch', 'lazy-evaluation', 'out-of-memory', 'python', 'machine-learning', 'deep-learning', 'memory-management', 'gradient-accumulation', 'neural-network']",Python,https://rentruewang.github.io/koila,koila: Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.,rentruewang,2023-02-28,2023-02-28,2021-11-17,67,25.562632696390658
-699,util,https://github.com/grantjenks/python-diskcache,,,,grantjenks/python-diskcache,python-diskcache,1709,107,19,"['python', 'cache', 'persistence', 'key-value-store', 'filesystem']",Python,http://www.grantjenks.com/docs/diskcache/,python-diskcache: Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.,grantjenks,2023-03-02,2022-02-20,2016-02-03,369,4.627852998065764
-383,nlp,https://github.com/minimaxir/aitextgen,,,,minimaxir/aitextgen,aitextgen,1696,194,37,[],Python,https://docs.aitextgen.io,aitextgen: A robust Python tool for text-based AI training and generation using GPT-2.,minimaxir,2023-03-01,2022-08-09,2019-12-29,165,10.23448275862069
-416,ml,https://github.com/bmabey/pyldavis,,,,bmabey/pyldavis,pyLDAvis,1688,350,56,[],Jupyter Notebook,,pyLDAvis: Python library for interactive topic model visualization. Port of the R LDAvis package.,bmabey,2023-03-02,2023-02-15,2015-04-09,412,4.095667244367418
-195,sim,https://github.com/pettingzoo-team/pettingzoo,,,,pettingzoo-team/pettingzoo,PettingZoo,1684,271,19,"['api', 'gym', 'gymnasium', 'multi-agent-reinforcement-learning', 'reinforcement-learning']",Python,https://pettingzoo.farama.org,"PettingZoo: A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities",pettingzoo-team,2023-03-02,2023-03-01,2020-01-20,162,10.358523725834798
-256,crypto,https://github.com/bmoscon/cryptofeed,,,,bmoscon/cryptofeed,cryptofeed,1680,544,76,"['python', 'trading', 'market-data', 'cryptocurrency', 'bitcoin', 'exchange', 'websockets', 'coinbase', 'binance', 'influxdb', 'asyncio', 'websocket', 'ftx-exchange', 'trading-platform', 'ethereum', 'cryptocurrencies', 'btc', 'crypto', 'coinbase-api']",Python,,cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler,bmoscon,2023-03-02,2023-03-02,2017-12-16,271,6.179716237519706
-922,profiling,https://github.com/pyutils/line_profiler,,,,pyutils/line_profiler,line_profiler,1680,97,16,[],Cython,,line_profiler: Line-by-line profiling for Python,pyutils,2023-03-03,2022-12-09,2019-12-10,168,9.974554707379134
-217,ml,https://github.com/linkedin/greykite,1.0,,,linkedin/greykite,greykite,1674,92,37,[],Python,,"greykite: A flexible, intuitive and fast forecasting library",linkedin,2023-02-24,2022-08-31,2021-04-27,96,17.36
-424,debug,https://github.com/gotcha/ipdb,,,,gotcha/ipdb,ipdb,1666,146,27,"['python', 'ipython', 'debugger']",Python,,ipdb: Integration of IPython pdb,gotcha,2023-03-01,2022-12-13,2011-01-15,632,2.6325056433408576
-436,nlp,https://github.com/recognai/rubrix,,,,recognai/rubrix,argilla,1664,153,19,"['python', 'data-science', 'human-in-the-loop', 'natural-language-processing', 'mlops', 'artificial-intelligence', 'knowledge-graph', 'developer-tools', 'text-labeling', 'annotation-tool', 'nlp', 'machine-learning', 'active-learning', 'weak-supervision', 'weakly-supervised-learning', 'spacy', 'text-classification', 'dataops', 'text-annotation', 'hacktoberfest']",Python,https://docs.argilla.io,argilla: ✨ Open-source tool for data-centric NLP. Argilla helps domain experts and data teams to build better NLP datasets in less time.,recognai,2023-03-03,2023-03-02,2021-04-28,96,17.281899109792285
-768,ml-dl,https://github.com/fepegar/torchio,,,,fepegar/torchio,torchio,1648,203,17,"['pytorch', 'medical-image-computing', 'deep-learning', 'data-augmentation', 'medical-images', 'machine-learning', 'python', 'medical-image-processing', 'medical-image-analysis', 'medical-imaging-datasets', 'medical-imaging-with-deep-learning', 'augmentation']",Python,http://www.torchio.org,torchio: Medical imaging toolkit for deep learning,fepegar,2023-03-02,2023-03-01,2019-11-26,170,9.669740150880134
-683,util,https://github.com/spotify/basic-pitch,,,,spotify/basic-pitch,basic-pitch,1648,95,32,"['lightweight', 'machine-learning', 'midi', 'music', 'pitch-detection', 'polyphonic', 'transcription', 'audio', 'python', 'typescript']",Python,https://basicpitch.io,basic-pitch: A lightweight yet powerful audio-to-MIDI converter with pitch bend detection,spotify,2023-03-03,2023-02-27,2022-05-03,43,37.94736842105263
-330,nlp,https://github.com/franck-dernoncourt/neuroner,,,,franck-dernoncourt/neuroner,NeuroNER,1646,485,84,"['nlp', 'machine-learning', 'neural-networks', 'named-entity-recognition', 'deep-learning', 'tensorflow']",Python,http://neuroner.com,NeuroNER: Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.,franck-dernoncourt,2023-03-03,2019-10-02,2017-03-07,312,5.268404206675812
-799,web,https://github.com/pallets/quart,,,,pallets/quart,quart,1643,100,25,"['asyncio', 'python', 'http-server', 'asgi', 'quart']",Python,https://quart.palletsprojects.com,quart: An async Python micro framework for building web applications. ,pallets,2023-03-02,2023-02-12,2017-11-10,277,5.931407942238267
-779,nlp,https://github.com/deepset-ai/farm,,,,deepset-ai/farm,FARM,1631,233,54,"['language-models', 'bert', 'nlp', 'deep-learning', 'transfer-learning', 'pytorch', 'nlp-library', 'nlp-framework', 'xlnet-pytorch', 'ner', 'question-answering', 'pretrained-models', 'roberta', 'germanbert']",Python,https://farm.deepset.ai,FARM: :house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.,deepset-ai,2023-02-28,2022-08-31,2019-07-17,189,8.616603773584906
-828,sim,https://github.com/farama-foundation/gymnasium,,,,farama-foundation/gymnasium,Gymnasium,1628,186,18,"['api', 'gym', 'reinforcement-learning']",Python,https://gymnasium.farama.org,"Gymnasium: A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)",farama-foundation,2023-03-03,2023-02-25,2022-09-08,25,64.75
-876,study,https://github.com/rasbt/machine-learning-book,,,,rasbt/machine-learning-book,machine-learning-book,1625,610,31,"['machine-learning', 'scikit-learn', 'deep-learning', 'neural-networks', 'pytorch']",Jupyter Notebook,https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn,machine-learning-book: Code Repository for Machine Learning with PyTorch and Scikit-Learn,rasbt,2023-03-02,2023-02-02,2021-12-19,62,25.91116173120729
-205,debug,https://github.com/alexmojaki/heartrate,,,,alexmojaki/heartrate,heartrate,1614,124,33,"['python', 'visualization', 'debugger']",Python,,heartrate: Simple real time visualisation of the execution of a Python program.,alexmojaki,2023-03-01,2021-11-13,2019-04-24,201,8.01845280340667
-509,ml,https://github.com/tensorflow/addons,,,,tensorflow/addons,addons,1613,599,58,"['machine-learning', 'deep-learning', 'tensorflow', 'neural-network', 'tensorflow-addons', 'python']",Python,,addons: Useful extra functionality for TensorFlow 2.x maintained by SIG-addons,tensorflow,2023-03-01,2023-03-01,2018-11-26,222,7.2471116816431325
-377,ml-interpretability,https://github.com/jalammar/ecco,,,,jalammar/ecco,ecco,1613,118,21,"['nlp', 'visualization', 'explorables', 'natural-language-processing', 'pytorch', 'language-models']",Jupyter Notebook,https://ecco.readthedocs.io,"ecco: Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).",jalammar,2023-03-02,2022-01-18,2020-11-07,120,13.346335697399526
-263,sim,https://github.com/quantecon/quantecon.py,,,,quantecon/quantecon.py,QuantEcon.py,1611,2146,147,[],Python,https://quantecon.org/quantecon-py/,QuantEcon.py: A community based Python library for quantitative economics,quantecon,2023-03-02,2023-02-24,2013-03-22,519,3.1040462427745665
-597,time-series,https://github.com/uber/orbit,,,,uber/orbit,orbit,1610,120,33,"['python', 'forecasting', 'bayesian', 'exponential-smoothing', 'pyro', 'stan', 'pystan', 'probabilistic-programming', 'probabilistic', 'forecast', 'orbit', 'time-series', 'regression', 'arima', 'changepoint', 'bayesian-methods', 'bayesian-statistics', 'machine-learning', 'regression-models', 'pytorch']",Python,https://orbit-ml.readthedocs.io/en/stable/,orbit: A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.,uber,2023-03-02,2023-01-29,2020-01-07,164,9.791485664639444
-977,ml,https://github.com/lucidrains/musiclm-pytorch,1.0,,,lucidrains/musiclm-pytorch,musiclm-pytorch,1608,102,73,"['artificial-intelligence', 'attention-mechanisms', 'deep-learning', 'music-synthesis', 'transformers']",Python,,"musiclm-pytorch: Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch",lucidrains,2023-03-03,2023-03-02,2023-01-27,5,321.6
-299,util,https://github.com/julienpalard/pipe,,,,julienpalard/pipe,Pipe,1598,103,27,[],Python,,Pipe: A Python library to use infix notation in Python,julienpalard,2023-02-27,2022-11-16,2010-04-08,673,2.3739388794567065
-596,data,https://github.com/uber/petastorm,,,,uber/petastorm,petastorm,1588,267,43,"['tensorflow', 'pytorch', 'deep-learning', 'machine-learning', 'sysml', 'pyspark', 'pyarrow', 'parquet', 'parquet-files']",Python,,"Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.",uber,2023-03-02,2023-02-03,2018-06-15,246,6.455284552845528
-378,ml-interpretability,https://github.com/oegedijk/explainerdashboard,,,,oegedijk/explainerdashboard,explainerdashboard,1588,208,18,"['dash', 'shap-values', 'dashboard', 'model-predictions', 'data-scientists', 'explainer', 'interactive-dashboards', 'permutation-importances', 'shap', 'plotly', 'inner-workings', 'interactive-plots', 'xai-library', 'xai']",Python,http://explainerdashboard.readthedocs.io,"explainerdashboard: Quickly build Explainable AI dashboards that show the inner workings of so-called ""blackbox"" machine learning models.",oegedijk,2023-03-01,2023-02-18,2019-10-30,174,9.111475409836066
-662,util,https://github.com/numba/llvmlite,,,,numba/llvmlite,llvmlite,1561,299,53,[],Python,http://llvmlite.pydata.org/,llvmlite: A lightweight LLVM python binding for writing JIT compilers,numba,2023-02-28,2023-02-14,2014-08-07,447,3.4910543130990415
-143,nlp,https://github.com/plasticityai/magnitude,,,,plasticityai/magnitude,magnitude,1559,113,37,"['python', 'natural-language-processing', 'nlp', 'machine-learning', 'vectors', 'embeddings', 'word2vec', 'fasttext', 'glove', 'gensim', 'fast', 'memory-efficient', 'machine-learning-library', 'word-embeddings']",Python,,"magnitude: A fast, efficient universal vector embedding utility package.",plasticityai,2023-02-21,2020-07-17,2018-02-24,261,5.953627932351337
-311,util,https://github.com/linkedin/shiv,,,,linkedin/shiv,shiv,1556,85,26,[],Python,,"shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.",linkedin,2023-03-01,2022-11-04,2018-03-13,259,5.997797356828194
-224,sim,https://github.com/google/brax,,,,google/brax,brax,1551,162,37,"['jax', 'reinforcement-learning', 'robotics', 'physics-simulation']",Jupyter Notebook,,brax: Massively parallel rigidbody physics simulation on accelerator hardware.,google,2023-03-02,2023-02-09,2021-06-02,91,16.990610328638496
-635,debug,https://github.com/alexmojaki/birdseye,,,,alexmojaki/birdseye,birdseye,1541,77,42,"['python-debugger', 'python', 'debugger', 'debugging', 'birdseye', 'ast']",JavaScript,https://birdseye.readthedocs.io,birdseye: Graphical Python debugger which lets you easily view the values of all evaluated expressions,alexmojaki,2023-02-25,2022-05-18,2017-07-22,292,5.261951219512195
-612,testing,https://github.com/pytest-dev/pytest-mock,,,,pytest-dev/pytest-mock,pytest-mock,1537,122,33,"['pytest', 'mock', 'hacktoberfest']",Python,https://pytest-mock.readthedocs.io/en/latest/,pytest-mock: Thin-wrapper around the mock package for easier use with pytest,pytest-dev,2023-03-02,2023-02-27,2014-07-17,450,3.414471596318629
-591,template,https://github.com/buuntu/fastapi-react,,,,buuntu/fastapi-react,fastapi-react,1527,259,37,"['fastapi', 'postgres', 'cookiecutter', 'react', 'react-admin', 'nginx', 'boilerplate', 'full-stack', 'typescript', 'sqlalchemy', 'jwt', 'oauth2', 'docker']",Python,,"fastapi-react: 🚀   Cookiecutter Template for FastAPI + React Projects.  Using PostgreSQL, SQLAlchemy, and Docker",buuntu,2023-02-28,2022-02-18,2020-03-21,153,9.924791086350975
-438,gis,https://github.com/giswqs/leafmap,,,,giswqs/leafmap,leafmap,1527,190,46,"['ipyleaflet', 'folium', 'mapping', 'python', 'geopython', 'jupyter-notebook', 'jupyter', 'gis', 'dataviz', 'data-science', 'whiteboxtools', 'geospatial', 'geospatial-analysis', 'leafmap', 'streamlit', 'streamlit-webapp', 'plotly', 'pydeck', 'keplergl']",Python,https://leafmap.org,leafmap: A Python package for interactive mapping and geospatial analysis  with minimal coding in a Jupyter environment,giswqs,2023-03-02,2023-03-01,2021-03-10,103,14.784232365145229
-531,ml-dl,https://github.com/neuralmagic/sparseml,,,,neuralmagic/sparseml,sparseml,1520,116,40,"['pytorch', 'keras', 'model-sparsification', 'sparsification-recipes', 'tensorflow', 'smaller-models', 'deep-learning-library', 'deep-learning-algorithms', 'deep-learning-models', 'automl', 'pruning-algorithms', 'sparsity', 'sparsification', 'recipe-driven-approaches', 'pruning', 'computer-vision-algorithms', 'object-detection', 'image-classification', 'nlp', 'onnx']",Python,,"sparseml: Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models",neuralmagic,2023-03-02,2023-02-28,2020-12-11,116,13.10344827586207
-498,ml-dl,https://github.com/vt-vl-lab/fgvc,,,,vt-vl-lab/fgvc,FGVC,1482,243,68,[],Python,,FGVC: [ECCV 2020] Flow-edge Guided Video Completion ,vt-vl-lab,2023-02-19,2021-12-14,2020-09-09,129,11.462983425414365
-372,gis,https://github.com/microsoft/torchgeo,,,,microsoft/torchgeo,torchgeo,1482,174,37,"['pytorch', 'torchvision', 'datasets', 'models', 'transforms', 'remote-sensing', 'deep-learning', 'earth-observation']",Python,https://torchgeo.rtfd.io,"TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data",microsoft,2023-03-02,2023-03-02,2021-05-21,93,15.935483870967742
-298,crypto,https://github.com/blankly-finance/blankly,,,,blankly-finance/blankly,blankly,1472,193,28,"['cryptocurrency', 'bot-framework', 'investment', 'bots', 'bot', 'coinbase', 'binance', 'blankly', 'stocks', 'platform', 'framework', 'trading', 'trading-bot', 'trading-strategies', 'python', 'crypto', 'algotrading']",Python,https://package.blankly.finance,"blankly: 🚀 💸  Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.",blankly-finance,2023-03-03,2023-02-02,2021-03-09,103,14.232044198895027
-324,security,https://github.com/pyupio/safety,,,,pyupio/safety,safety,1465,124,31,"['python', 'security', 'security-vulnerability', 'travis', 'vulnerability-scanners', 'vulnerability-detection']",Python,https://pyup.io/safety/,Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.,pyupio,2023-03-01,2023-02-26,2016-10-19,332,4.408856405846947
-949,nlp,https://github.com/alibaba/easynlp,,,,alibaba/easynlp,EasyNLP,1459,185,31,"['transformers', 'bert', 'nlp', 'pretrained-models', 'deep-learning', 'pytorch', 'fewshot-learning', 'knowledge-distillation', 'knowledge-pretraining', 'text-image-retrieval', 'text-to-image-synthesis', 'machine-learning', 'text-classification', 'transfer-learning']",Python,,EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit,alibaba,2023-03-02,2023-02-26,2022-04-06,47,30.854984894259818
-861,jupyter,https://github.com/jupyter/nbconvert,,,,jupyter/nbconvert,nbconvert,1450,512,51,[],Python,https://nbconvert.readthedocs.io/,nbconvert: Jupyter Notebook Conversion,jupyter,2023-03-02,2023-02-20,2015-04-09,412,3.518197573656846
-638,perf,https://github.com/dask/distributed,,,,dask/distributed,distributed,1444,676,58,"['pydata', 'dask', 'distributed-computing', 'python', 'hacktoberfest']",Python,https://distributed.dask.org,distributed: A distributed task scheduler for Dask,dask,2023-03-02,2023-03-02,2015-09-13,389,3.7052785923753664
-429,jupyter,https://github.com/jupyter-lsp/jupyterlab-lsp,,,,jupyter-lsp/jupyterlab-lsp,jupyterlab-lsp,1434,119,17,"['jupyterlab', 'jupyterlab-extension', 'language-server-protocol', 'jupyter-lab', 'lsp', 'linter', 'jupyter', 'jupyter-notebook', 'notebook', 'notebook-jupyter', 'ipython', 'autocompletion', 'julia-language', 'r']",TypeScript,,jupyterlab-lsp: Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol,jupyter-lsp,2023-03-01,2023-01-02,2019-08-17,184,7.757341576506955
-108,util,https://github.com/nficano/python-lambda,,,,nficano/python-lambda,python-lambda,1426,229,32,"['python', 'aws', 'aws-lambda', 'microservices', 'serverless']",Python,,python-lambda:  A toolkit for developing and deploying serverless Python code in AWS Lambda. ,nficano,2023-02-23,2022-06-03,2016-02-26,366,3.8961748633879782
-721,util,https://github.com/omry/omegaconf,,,,omry/omegaconf,omegaconf,1418,74,16,"['python', 'yaml', 'yaml-configuration', 'configuration-files', 'configuration-loader', 'python-types', 'schema-validator']",Python,,omegaconf: Flexible Python configuration system. The last one you will ever need.,omry,2023-03-02,2022-12-20,2018-09-03,234,6.045066991473813
-317,gamedev,https://github.com/pyglet/pyglet,,,,pyglet/pyglet,pyglet,1415,252,32,"['pyglet', 'python', 'opengl', 'gamedev', 'scientific-visualization']",Python,http://pyglet.org,"pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.",pyglet,2023-03-02,2023-02-28,2019-06-09,194,7.2670579603815115
-318,gamedev,https://github.com/pythonarcade/arcade,1.0,,,pythonarcade/arcade,arcade,1404,264,57,"['python3', 'python', 'arcade-framework', 'arcade-api', 'arcade-learning-environment', 'opengl', 'educational-technology', 'educational-resources']",Python,http://arcade.academy,arcade: Easy to use Python library for creating 2D arcade games.,pythonarcade,2023-03-02,2023-03-02,2016-01-04,373,3.758317399617591
-149,data,https://github.com/simple-salesforce/simple-salesforce,,,,simple-salesforce/simple-salesforce,simple-salesforce,1402,615,89,"['salesforce', 'api', 'api-client', 'python']",Python,,simple-salesforce: A very simple Salesforce.com REST API client for Python,simple-salesforce,2023-02-28,2023-01-18,2013-01-17,528,2.654584798485258
-613,testing,https://github.com/pytest-dev/pytest-cov,,,,pytest-dev/pytest-cov,pytest-cov,1397,192,34,"['pytest', 'python']",Python,,pytest-cov: Coverage plugin for pytest.,pytest-dev,2023-03-02,2023-02-28,2014-04-17,463,3.01634793337446
-267,nlp,https://github.com/arxiv-vanity/arxiv-vanity,,,,arxiv-vanity/arxiv-vanity,arxiv-vanity,1385,89,22,"['latex', 'academic-publishing', 'science', 'arxiv']",Python,https://www.arxiv-vanity.com,arxiv-vanity: Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.,arxiv-vanity,2023-02-28,2022-01-18,2017-08-12,289,4.778215869886644
-284,data,https://github.com/sdispater/orator,,,,sdispater/orator,orator,1385,164,46,"['python', 'orm', 'database']",Python,https://orator-orm.com,orator: The Orator ORM provides a simple yet beautiful ActiveRecord implementation.,sdispater,2023-03-02,2022-03-13,2015-05-24,405,3.413732394366197
-766,diffusion,https://github.com/divamgupta/stable-diffusion-tensorflow,,,,divamgupta/stable-diffusion-tensorflow,stable-diffusion-tensorflow,1381,193,21,[],Python,,stable-diffusion-tensorflow: Stable Diffusion in TensorFlow / Keras,divamgupta,2023-03-02,2022-11-22,2022-09-15,24,57.201183431952664
-478,ml-dl,https://github.com/tensorflow/mesh,,,,tensorflow/mesh,mesh,1374,241,47,[],Python,,Mesh TensorFlow: Model Parallelism Made Easier,tensorflow,2023-03-02,2023-01-25,2018-09-20,232,5.918769230769231
-460,nlp,https://github.com/google-research/language,,,,google-research/language,language,1370,323,64,"['natural-language-processing', 'machine-learning', 'research']",Python,https://ai.google/research/teams/language/,language: Shared repository for open-sourced projects from the Google AI Language team.,google-research,2023-03-01,2023-02-23,2018-10-16,228,5.997498436522827
-659,ml,https://github.com/tensorly/tensorly,,,,tensorly/tensorly,tensorly,1369,269,46,"['machine-learning', 'tensor', 'decomposition', 'tensor-algebra', 'tensorly', 'tensor-learning', 'python', 'tensor-methods', 'pytorch', 'mxnet', 'jax', 'tensorflow', 'cupy', 'numpy', 'tensor-decomposition', 'tensor-factorization', 'tensor-regression', 'regression']",Python,http://tensorly.org,TensorLy: Tensor Learning in Python.,tensorly,2023-02-27,2023-02-16,2016-10-21,332,4.123493975903615
-676,gis,https://github.com/apache/incubator-sedona,,,,apache/incubator-sedona,sedona,1367,561,105,"['cluster-computing', 'spatial-sql', 'geospatial', 'spatial-analysis', 'spatial-query', 'scala', 'java', 'python']",Java,http://sedona.apache.org/,sedona: A cluster computing framework for processing large-scale geospatial data,apache,2023-03-03,2023-03-01,2015-04-24,410,3.3341463414634145
-338,perf,https://github.com/tlkh/asitop,,,,tlkh/asitop,asitop,1362,81,20,"['cpu', 'gpu', 'cli', 'macos', 'm1', 'apple-silicon']",Python,https://tlkh.github.io/asitop/,asitop: Perf monitoring CLI tool for Apple Silicon,tlkh,2023-03-02,2023-01-24,2021-10-27,70,19.378048780487806
-898,ml-ops,https://github.com/hi-primus/optimus,,,,hi-primus/optimus,optimus,1342,225,42,"['spark', 'pyspark', 'data-wrangling', 'bigdata', 'big-data-cleaning', 'data-science', 'data-cleansing', 'data-cleaner', 'data-transformation', 'machine-learning', 'data-profiling', 'data-extraction', 'data-exploration', 'data-analysis', 'data-preparation', 'cudf', 'dask', 'dask-cudf', 'data-cleaning']",Python,https://hi-optimus.com,"optimus: :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark",hi-primus,2023-03-01,2022-10-17,2017-07-13,294,4.562408936376882
-450,gis,https://github.com/jupyter-widgets/ipyleaflet,,,,jupyter-widgets/ipyleaflet,ipyleaflet,1332,351,61,"['jupyterlab-extension', 'leaflet', 'visualization', 'jupyter']",JavaScript,https://ipyleaflet.readthedocs.io,ipyleaflet: A Jupyter - Leaflet.js bridge,jupyter-widgets,2023-02-24,2023-02-10,2014-05-07,460,2.893854748603352
-885,time-series,https://github.com/aistream-peelout/flow-forecast,,,,aistream-peelout/flow-forecast,flow-forecast,1330,227,21,"['deep-learning', 'pytorch', 'time-series-forecasting', 'time-series', 'transfer-learning', 'deep-neural-networks', 'transformer', 'forecasting', 'lstm', 'time-series-regression', 'state-of-the-art-models', 'anomaly-detection', 'time-series-analysis', 'hacktoberfest']",Python,https://flow-forecast.atlassian.net/wiki/spaces/FF/overview,"flow-forecast: Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).",aistream-peelout,2023-03-02,2023-02-27,2019-08-15,185,7.183641975308642
-877,time-series,https://github.com/alkaline-ml/pmdarima,,,,alkaline-ml/pmdarima,pmdarima,1327,220,36,"['arima', 'time-series', 'forecasting', 'forecasting-models', 'python', 'econometrics', 'pmdarima', 'machine-learning', 'sarimax']",Python,https://www.alkaline-ml.com/pmdarima,"pmdarima: A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.",alkaline-ml,2023-02-24,2022-12-20,2017-03-30,309,4.292513863216266
-465,ml-dl,https://github.com/pytorch/torchrec,,,,pytorch/torchrec,torchrec,1326,229,26,"['pytorch', 'gpu', 'deep-learning', 'cuda', 'recommender-system', 'recommendation-system', 'sharding']",Python,,torchrec: Pytorch domain library for recommendation systems,pytorch,2023-02-28,2023-03-02,2021-07-12,85,15.495826377295492
-941,data,https://github.com/datastax/python-driver,,,,datastax/python-driver,python-driver,1319,510,81,[],Python,,python-driver: DataStax Python Driver for Apache Cassandra,datastax,2023-03-02,2023-02-28,2013-07-08,503,2.619290780141844
-514,data,https://github.com/agronholm/sqlacodegen,,,,agronholm/sqlacodegen,sqlacodegen,1306,200,21,[],Python,,sqlacodegen: Automatic model code generator for SQLAlchemy,agronholm,2023-03-02,2023-02-26,2016-12-28,322,4.052304964539007
-391,data,https://github.com/mchong6/jojogan,,,,mchong6/jojogan,JoJoGAN,1302,196,25,"['image-translation', 'gans', 'anime']",Jupyter Notebook,,Official PyTorch repo for JoJoGAN: One Shot Face Stylization,mchong6,2023-02-28,2022-02-05,2021-12-17,63,20.666666666666668
-435,data,https://github.com/sdv-dev/sdv,,,,sdv-dev/sdv,SDV,1295,208,40,"['synthetic-data', 'machine-learning', 'relational-datasets', 'multi-table', 'time-series', 'synthetic-data-generation', 'sdv', 'data-generation', 'generative-adversarial-network', 'gan', 'gans', 'deep-learning', 'generative-ai', 'generative-model']",Python,https://sdv.dev/SDV,"SDV: Synthetic Data Generation for tabular, relational and time series data.",sdv-dev,2023-03-02,2023-01-24,2018-05-11,251,5.159362549800797
-474,nlp,https://github.com/neuralmagic/deepsparse,,,,neuralmagic/deepsparse,deepsparse,1293,81,40,"['ml', 'machinelearning', 'pytorch', 'tensorflow', 'onnx', 'deepsparse-engine', 'sparsified-models', 'sparsification-recipe', 'inference', 'computer-vision', 'object-detection', 'pruning', 'quantization', 'pretrained-models', 'nlp', 'auto-ml', 'cpus', 'yolov3', 'sparsification', 'cpu-inference-api']",Python,,deepsparse: Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application,neuralmagic,2023-03-02,2023-03-02,2020-12-14,115,11.187886279357231
-264,data,https://github.com/collerek/ormar,,,,collerek/ormar,ormar,1264,62,15,"['orm', 'sqlalchemy', 'async-orm', 'python-orm', 'fastapi', 'pydantic', 'alembic', 'databases']",Python,https://collerek.github.io/ormar/,ormar: python async orm with fastapi in mind and pydantic validation,collerek,2023-03-02,2023-02-28,2020-08-02,134,9.382820784729587
-178,nlp,https://github.com/explosion/spacy-models,,,,explosion/spacy-models,spacy-models,1258,283,49,"['spacy', 'nlp', 'natural-language-processing', 'machine-learning', 'models', 'machine-learning-models', 'statistical-models', 'spacy-models']",Python,https://spacy.io,spacy-models: 💫  Models for the spaCy Natural Language Processing (NLP) library,explosion,2023-03-02,2023-01-23,2017-03-14,311,4.039449541284403
-414,nlp,https://github.com/chrismattmann/tika-python,,,,chrismattmann/tika-python,tika-python,1244,226,38,"['tika-server', 'python', 'tika-python', 'tika-server-jar', 'parser-interface', 'parse', 'translation-interface', 'usc', 'text-extraction', 'mime', 'buffer', 'memex', 'text-recognition', 'detection', 'recognition', 'nlp', 'nlp-machine-learning', 'nlp-library', 'covid-19', 'extraction']",Python,,Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.,chrismattmann,2023-03-02,2023-01-22,2014-06-26,453,2.7452711223203026
-720,math,https://github.com/facebookresearch/theseus,,,,facebookresearch/theseus,theseus,1225,84,29,"['differentiable-optimization', 'robotics', 'embodied-ai', 'nonlinear-least-squares', 'pytorch', 'deep-learning', 'computer-vision', 'gauss-newton', 'levenberg-marquardt', 'implicit-differentiation', 'bilevel-optimization']",Python,,theseus: A library for differentiable nonlinear optimization,facebookresearch,2023-03-02,2023-02-27,2021-11-18,67,18.24468085106383
-194,web,https://github.com/jordaneremieff/mangum,,,,jordaneremieff/mangum,mangum,1225,80,16,"['asgi', 'aws', 'lambda', 'serverless', 'python', 'asyncio', 'api-gateway', 'starlette', 'fastapi', 'quart', 'django', 'sanic', 'aws-lambda', 'python3']",Python,https://mangum.io/,mangum: AWS Lambda support for ASGI applications,jordaneremieff,2023-03-02,2022-11-27,2019-01-14,215,5.682571239231279
-566,gis,https://github.com/gboeing/osmnx-examples,,,,gboeing/osmnx-examples,osmnx-examples,1223,449,54,"['street-networks', 'binder', 'jupyter-notebook', 'notebooks', 'urban-planning', 'city', 'cities', 'openstreetmap', 'network-analysis', 'transport', 'transportation', 'accessibility', 'urban-data-science', 'urban-analytics', 'public-transport', 'python', 'transit', 'urban-design']",Jupyter Notebook,https://github.com/gboeing/osmnx,"osmnx-examples: Usage examples, demos, and tutorials for OSMnx.",gboeing,2023-03-01,2023-01-01,2017-07-22,292,4.1760975609756095
-916,math,https://github.com/google-research/torchsde,,,,google-research/torchsde,torchsde,1218,145,33,"['deep-learning', 'deep-neural-networks', 'pytorch', 'dynamical-systems', 'differential-equations', 'stochastic-processes', 'stochastic-differential-equations', 'stochastic-volatility-models', 'neural-differential-equations']",Python,,torchsde: Differentiable SDE solvers with GPU support and efficient sensitivity analysis. ,google-research,2023-03-01,2021-07-26,2020-07-06,138,8.789690721649485
-162,nlp,https://github.com/explosion/spacy-transformers,,,,explosion/spacy-transformers,spacy-transformers,1214,156,30,"['spacy', 'spacy-pipeline', 'spacy-extension', 'nlp', 'natural-language-processing', 'natural-language-understanding', 'pytorch', 'bert', 'google', 'pytorch-model', 'openai', 'language-model', 'machine-learning', 'huggingface', 'transfer-learning', 'xlnet', 'gpt-2']",Python,https://spacy.io/usage/embeddings-transformers,"spacy-transformers: 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy",explosion,2023-02-27,2023-02-17,2019-07-26,188,6.457446808510638
-304,nlp,https://github.com/featureform/embeddinghub,,,,featureform/embeddinghub,featureform,1211,46,13,"['machine-learning', 'data-science', 'vector-database', 'embeddings-similarity', 'embeddings', 'hacktoberfest', 'feature-store', 'mlops', 'data-quality', 'feature-engineering', 'ml', 'python']",Go,https://www.featureform.com,featureform: The Virtual Feature Store. Turn your existing data infrastructure into a feature store.,featureform,2023-03-01,2023-03-02,2020-10-16,124,9.766129032258064
-636,util,https://github.com/pygments/pygments,,,,pygments/pygments,pygments,1209,507,31,"['python', 'syntax-highlighting']",Python,http://pygments.org/,Pygments is a generic syntax highlighter written in Python,pygments,2023-03-02,2023-03-02,2019-08-31,182,6.61171875
-451,util,https://github.com/imageio/imageio,,,,imageio/imageio,imageio,1204,244,32,"['python', 'imageio', 'animated-gif', 'video', 'webcam-capture', 'scientific-formats', 'dicom']",Python,https://imageio.readthedocs.io,imageio: Python library for reading and writing image data,imageio,2023-02-27,2023-03-02,2013-05-04,512,2.347632311977716
-725,typing,https://github.com/patrick-kidger/torchtyping,,,,patrick-kidger/torchtyping,torchtyping,1202,28,14,"['tensors', 'named-tensors', 'shape', 'pytorch', 'typing', 'python-typing']",Python,,"torchtyping: Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.",patrick-kidger,2023-03-01,2023-01-20,2021-03-28,100,11.934751773049646
-802,util,https://github.com/open-telemetry/opentelemetry-python,,,,open-telemetry/opentelemetry-python,opentelemetry-python,1200,436,34,"['python', 'opentelemetry', 'tracecontext', 'correlationcontext', 'distributed-tracing', 'logging', 'metrics', 'sdk']",Python,https://opentelemetry.io,opentelemetry-python: OpenTelemetry Python API and SDK ,open-telemetry,2023-03-02,2023-03-03,2019-05-07,199,6.017191977077364
-403,perf,https://github.com/agronholm/anyio,,,,agronholm/anyio,anyio,1195,101,26,"['async-await', 'trio', 'asyncio', 'curio']",Python,,anyio: High level asynchronous concurrency and networking framework that works on top of either trio or asyncio,agronholm,2023-03-02,2023-02-23,2018-08-19,236,5.048280024140012
-647,data,https://github.com/pytables/pytables,,,,pytables/pytables,PyTables,1190,241,59,[],Python,http://www.pytables.org,PyTables: A Python package to manage extremely large amounts of data,pytables,2023-03-01,2023-02-09,2011-06-03,613,1.9412724306688418
-489,gis,https://github.com/scitools/cartopy,,,,scitools/cartopy,cartopy,1186,338,56,"['cartopy', 'matplotlib', 'python', 'geometry', 'maps', 'spatial', 'projections']",Python,https://scitools.org.uk/cartopy/docs/latest,Cartopy - a cartographic python library with matplotlib support,scitools,2023-03-01,2023-02-28,2012-08-03,552,2.148550724637681
-396,web,https://github.com/neoteroi/blacksheep,,,,neoteroi/blacksheep,BlackSheep,1181,52,23,"['asyncio', 'server', 'http', 'asgi', 'blacksheep', 'python', 'web', 'framework', 'http-server']",Python,https://www.neoteroi.dev/blacksheep/,BlackSheep: Fast ASGI web framework for Python,neoteroi,2023-03-01,2023-02-17,2018-11-22,223,5.292573623559539
-494,ml-dl,https://github.com/hysts/pytorch_image_classification,,,,hysts/pytorch_image_classification,pytorch_image_classification,1178,292,27,"['pytorch', 'computer-vision', 'cifar10', 'fashion-mnist', 'imagenet']",Python,,pytorch_image_classification: PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet,hysts,2023-03-02,2021-12-12,2017-12-09,272,4.317277486910995
-903,util,https://github.com/ossf/criticality_score,,,,ossf/criticality_score,criticality_score,1172,88,30,[],Go,,criticality_score: Gives criticality score for an open source project,ossf,2023-03-03,2023-02-28,2020-11-17,119,9.813397129186603
-666,ml,https://github.com/huggingface/evaluate,,,,huggingface/evaluate,evaluate,1167,117,43,"['evaluation', 'machine-learning']",Python,https://huggingface.co/docs/evaluate,🤗 Evaluate: A library for easily evaluating machine learning models and datasets.,huggingface,2023-03-02,2023-03-01,2022-03-30,48,24.168639053254438
-862,jupyter,https://github.com/jupyter/nbgrader,,,,jupyter/nbgrader,nbgrader,1162,318,42,"['nbgrader', 'jupyter', 'jupyter-notebook', 'jupyterhub', 'teaching', 'grading']",Python,https://nbgrader.readthedocs.io/,nbgrader: A system for assigning and grading notebooks,jupyter,2023-02-27,2023-03-02,2014-09-13,441,2.629809246686065
-16,perf,https://github.com/eventlet/eventlet,,,,eventlet/eventlet,eventlet,1159,299,63,"['python', 'concurrency', 'network', 'c10k', 'greenlet', 'production-ready']",Python,https://eventlet.net,eventlet: Concurrent networking library for Python,eventlet,2023-03-02,2023-03-01,2012-12-11,533,2.1727370112479916
-772,nlp,https://github.com/huggingface/setfit,,,,huggingface/setfit,setfit,1157,117,16,"['few-shot-learning', 'nlp', 'sentence-transformers']",Jupyter Notebook,,setfit: Efficient few-shot learning with Sentence Transformers,huggingface,2023-03-02,2023-02-28,2022-06-30,35,32.922764227642276
-817,ml-dl,https://github.com/calculatedcontent/weightwatcher,,,,calculatedcontent/weightwatcher,WeightWatcher,1152,100,29,[],Python,,WeightWatcher: The WeightWatcher tool for predicting the accuracy of   Deep Neural Networks,calculatedcontent,2023-03-03,2023-03-03,2018-11-28,222,5.182519280205655
-545,ml,https://github.com/borealisai/advertorch,,,,borealisai/advertorch,advertorch,1140,180,27,"['pytorch', 'adversarial-examples', 'adversarial-example', 'adversarial-perturbations', 'adversarial-attacks', 'adversarial-machine-learning', 'adversarial-learning', 'robustness', 'toolbox', 'security', 'machine-learning', 'benchmarking']",Jupyter Notebook,,advertorch: A Toolbox for Adversarial Robustness Research,borealisai,2023-02-28,2022-05-29,2018-11-29,222,5.131832797427653
-904,crypto,https://github.com/ofek/bit,,,,ofek/bit,bit,1131,188,48,"['bitcoin', 'python', 'libraries', 'cryptocurrencies', 'payments']",Python,https://ofek.dev/bit/,Bitcoin made easy.,ofek,2023-02-27,2023-02-11,2016-11-12,328,3.4391833188531713
-618,testing,https://github.com/pytest-dev/pytest-bdd,,,,pytest-dev/pytest-bdd,pytest-bdd,1130,189,53,[],Python,https://pytest-bdd.readthedocs.io/en/latest/,pytest-bdd: BDD library for the py.test runner,pytest-dev,2023-03-02,2023-02-27,2013-03-29,518,2.1814671814671813
-651,profiling,https://github.com/p403n1x87/austin,,,,p403n1x87/austin,austin,1121,37,14,"['python', 'profiling', 'performance', 'debugging-tools']",C,,austin: Python frame stack sampler for CPython,p403n1x87,2023-03-02,2023-02-21,2018-09-20,232,4.828923076923077
-928,util,https://github.com/p0dalirius/coercer,,,,p0dalirius/coercer,Coercer,1118,122,18,"['authentication', 'automatic', 'call', 'coerce', 'privilege-escalation', 'rpc', 'ntlm', 'fuzzing']",Python,https://podalirius.net/,Coercer: A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.,p0dalirius,2023-03-02,2023-01-18,2022-06-30,35,31.8130081300813
-448,gis,https://github.com/pysal/pysal,1.0,,,pysal/pysal,pysal,1117,292,81,[],Jupyter Notebook,http://pysal.org/pysal,PySAL: Python Spatial Analysis Library Meta-Package,pysal,2023-03-02,2023-01-28,2013-02-19,523,2.1340065502183405
-417,pandas,https://github.com/pyjanitor-devs/pyjanitor,1.0,,,pyjanitor-devs/pyjanitor,pyjanitor,1115,159,21,"['pandas', 'dataframe', 'data', 'cleaning-data', 'data-engineering', 'pydata', 'hacktoberfest']",Python,https://pyjanitor-devs.github.io/pyjanitor,pyjanitor: Clean APIs for data cleaning. Python implementation of R package Janitor,pyjanitor-devs,2023-02-28,2023-03-02,2018-03-04,260,4.276712328767124
-512,typing,https://github.com/agronholm/typeguard,,,,agronholm/typeguard,typeguard,1110,82,16,[],Python,,typeguard: Run-time type checker for Python,agronholm,2023-03-02,2023-03-01,2015-12-27,374,2.9622569576820434
-212,data,https://github.com/sfu-db/connector-x,1.0,,,sfu-db/connector-x,connector-x,1109,79,24,"['rust', 'python', 'database', 'sql', 'dataframe']",Rust,https://sfu-db.github.io/connector-x/intro.html,connector-x: Fastest library to load data from DB to DataFrames in Rust and Python,sfu-db,2023-03-03,2023-02-28,2021-01-13,111,9.965340179717586
-798,data,https://github.com/jsonpickle/jsonpickle,,,,jsonpickle/jsonpickle,jsonpickle,1107,155,32,"['json', 'python', 'serialization', 'pickle', 'deserialization', 'objectstorage', 'bsd-3-clause']",Python,https://jsonpickle.github.io,"jsonpickle: Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.",jsonpickle,2023-03-01,2023-02-22,2009-12-10,690,1.6040157317325605
-619,testing,https://github.com/pytest-dev/pytest-asyncio,,,,pytest-dev/pytest-asyncio,pytest-asyncio,1106,118,35,[],Python,https://pytest-asyncio.readthedocs.io,pytest-asyncio: Asyncio support for pytest,pytest-dev,2023-03-01,2023-02-25,2015-04-11,411,2.685397155740548
-239,data,https://github.com/simonw/sqlite-utils,,,,simonw/sqlite-utils,sqlite-utils,1105,84,19,"['sqlite', 'python', 'datasette', 'sqlite-database', 'click', 'cli', 'datasette-io', 'datasette-tool']",Python,https://sqlite-utils.datasette.io,sqlite-utils: Python CLI utility and library for manipulating SQLite databases,simonw,2023-03-02,2022-12-10,2018-07-14,241,4.568812758417011
-771,data,https://github.com/google/tensorstore,,,,google/tensorstore,tensorstore,1100,82,33,[],C++,https://google.github.io/tensorstore/,tensorstore: Library for reading and writing large multi-dimensional arrays.,google,2023-03-02,2023-03-01,2020-03-30,152,7.209737827715355
-609,testing,https://github.com/pytest-dev/pytest-xdist,,,,pytest-dev/pytest-xdist,pytest-xdist,1100,192,47,"['hacktoberfest', 'pytest', 'pytest-plugin']",Python,https://pytest-xdist.readthedocs.io,pytest-xdist: pytest plugin for distributed testing and loop-on-failures testing modes. ,pytest-dev,2023-03-02,2023-02-27,2015-09-01,391,2.81021897810219
-726,perf,https://github.com/omyyyy/pycom,,,,omyyyy/pycom,pycom,1100,21,17,[],C++,,"pycom: A Python compiler, down to native code, using C++",omyyyy,2023-02-22,2022-08-31,2022-07-16,32,33.47826086956522
-627,data,https://github.com/zarr-developers/zarr-python,,,,zarr-developers/zarr-python,zarr-python,1091,217,45,"['hacktoberfest', 'zarr', 'ndimensional-arrays', 'compressed', 'python']",Python,http://zarr.readthedocs.io/,"zarr-python: An implementation of chunked, compressed, N-dimensional arrays for Python.",zarr-developers,2023-02-28,2023-02-23,2015-12-15,376,2.898292220113852
-656,web,https://github.com/magicstack/httptools,,,,magicstack/httptools,httptools,1090,71,40,[],Python,,httptools: Fast HTTP parser,magicstack,2023-03-01,2022-09-13,2016-04-25,357,3.048341989612465
-626,viz,https://github.com/enthought/mayavi,,,,enthought/mayavi,mayavi,1088,265,97,[],Python,http://docs.enthought.com/mayavi/mayavi/,mayavi: 3D visualization of scientific data in Python,enthought,2023-03-01,2022-10-18,2011-01-24,631,1.7226871748473196
-580,util,https://github.com/lidatong/dataclasses-json,,,,lidatong/dataclasses-json,dataclasses-json,1077,117,10,"['dataclasses', 'json', 'python']",Python,,dataclasses-json: Easily serialize Data Classes to and from JSON,lidatong,2023-03-02,2022-08-14,2018-04-21,253,4.242543612830613
-654,profiling,https://github.com/sumerc/yappi,,,,sumerc/yappi,yappi,1077,58,13,"['profilers', 'multi-threaded-applications', 'coroutine', 'asynchronous', 'python', 'asyncio', 'performance', 'profile', 'asgi', 'cpu', 'thread', 'gevent', 'greenlet', 'multithreading']",Python,,"yappi: Yet Another Python Profiler, but this time multithreading, asyncio and gevent aware.",sumerc,2023-03-02,2022-11-25,2009-10-07,699,1.5401430030643515
-191,ml,https://github.com/awslabs/dgl-ke,,,,awslabs/dgl-ke,dgl-ke,1076,183,23,"['machine-learning', 'knowledge-graph', 'knowledge-graphs-embeddings', 'graph-learning', 'dgl']",Python,https://dglke.dgl.ai/doc/,"dgl-ke: High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.",awslabs,2023-03-01,2022-11-18,2020-03-03,156,6.878538812785388
-449,gis,https://github.com/residentmario/geoplot,1.0,,,residentmario/geoplot,geoplot,1053,91,35,"['geospatial-visualization', 'geospatial-data', 'matplotlib', 'geopandas', 'spatial-analysis']",Python,https://residentmario.github.io/geoplot/index.html,geoplot: High-level geospatial data visualization library for Python.,residentmario,2023-03-01,2022-03-18,2016-06-29,348,3.0233798195242003
-447,ml,https://github.com/csinva/imodels,,,,csinva/imodels,imodels,1052,97,24,"['interpretability', 'machine-learning', 'data-science', 'artificial-intelligence', 'ml', 'ai', 'statistics', 'scikit-learn', 'python', 'optimal-classification-tree', 'rulefit', 'imodels', 'rule-learning', 'supervised-learning', 'explainable-ml', 'explainable-ai', 'rules', 'bayesian-rule-list']",Jupyter Notebook,https://csinva.io/imodels,"imodels: Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).",csinva,2023-03-01,2023-02-12,2019-07-04,191,5.503736920777279
-950,web,https://github.com/awtkns/fastapi-crudrouter,,,,awtkns/fastapi-crudrouter,fastapi-crudrouter,1030,122,12,"['fastapi', 'code-generation', 'crud', 'api', 'swagger-ui', 'redoc', 'fastapi-crudrouter', 'crud-routes', 'rest', 'web', 'python', 'python3', 'sql', 'framework', 'async', 'asyncio', 'openapi-route', 'openapi']",Python,https://fastapi-crudrouter.awtkns.com,fastapi-crudrouter: A dynamic FastAPI router that automatically creates CRUD routes for your models,awtkns,2023-03-02,2023-01-28,2020-12-19,114,8.967661691542288
-644,util,https://github.com/metachris/logzero,,,,metachris/logzero,logzero,1030,69,26,"['python', 'logging', 'logzero', 'logfiles']",Python,https://logzero.readthedocs.io,logzero: Robust and effective logging for Python 2 and 3.,metachris,2023-02-20,2021-03-17,2017-06-12,298,3.449760765550239
-444,gis,https://github.com/toblerity/fiona,,,,toblerity/fiona,Fiona,1024,196,48,"['python', 'gis', 'vector', 'gdal', 'ogr', 'cli', 'cython']",Python,https://fiona.readthedocs.io/,Fiona reads and writes geographic data files,toblerity,2023-03-02,2023-02-26,2011-12-31,582,1.7568627450980392
-707,util,https://github.com/brandon-rhodes/python-patterns,,,,brandon-rhodes/python-patterns,python-patterns,1021,93,254,[],Python,,python-patterns: Source code behind the python-patterns.guide site by Brandon Rhodes,brandon-rhodes,2023-03-02,2021-01-05,2018-01-31,265,3.8486806677436727
-406,perf,https://github.com/pympler/pympler,,,,pympler/pympler,pympler,1015,83,10,[],Python,,"pympler: Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.",pympler,2023-03-02,2022-07-24,2012-10-04,543,1.868753287743293
-728,gis,https://github.com/geospatialpython/pyshp,,,,geospatialpython/pyshp,pyshp,1008,260,64,[],Python,,pyshp: This library reads and writes ESRI Shapefiles in pure Python.,geospatialpython,2023-02-27,2023-02-02,2014-03-04,469,2.1472915398660986
-598,data,https://github.com/uber/fiber,,,,uber/fiber,fiber,1004,113,22,"['python', 'distributed-computing', 'multiprocessing', 'sandbox', 'machine-learning']",Python,https://uber.github.io/fiber/,fiber: Distributed Computing for AI Made Simple,uber,2023-02-26,2021-03-15,2020-01-07,164,6.105994787141616
-739,pandas,https://github.com/machow/siuba,,,,machow/siuba,siuba,1000,42,21,"['data-analysis', 'python', 'pandas', 'sql', 'dplyr']",Python,https://siuba.org,siuba: Python library for using dplyr like syntax with pandas and SQL,machow,2023-03-02,2022-11-16,2019-02-09,211,4.720161834120027
-614,testing,https://github.com/teemu/pytest-sugar,,,,teemu/pytest-sugar,pytest-sugar,998,68,17,"['pytest', 'pytest-sugar', 'python', 'testing', 'pytest-plugin']",Python,,"pytest-sugar: a plugin for py.test that changes the default look and feel of py.test (e.g. progressbar, show tests that fail instantly)",teemu,2023-02-23,2022-12-11,2013-06-25,505,1.9745618993781797
-740,ml,https://github.com/koaning/scikit-lego,,,,koaning/scikit-lego,scikit-lego,977,102,19,"['scikit-learn', 'machine-learning', 'common-sense']",Python,https://scikit-lego.netlify.app,scikit-lego: Extra blocks for scikit-learn pipelines.,koaning,2023-03-03,2023-03-01,2019-01-21,214,4.553262316910786
-631,util,https://github.com/pyca/bcrypt,,,,pyca/bcrypt,bcrypt,976,136,28,['python'],Python,,bcrypt: Modern(-ish) password hashing for your software and your servers,pyca,2023-03-01,2023-02-27,2013-05-11,511,1.9067820262349986
-482,gis,https://github.com/sentinel-hub/eo-learn,,,,sentinel-hub/eo-learn,eo-learn,974,282,48,"['machine-learning', 'eo-data', 'eo-research', 'python-package']",Python,,eo-learn: Earth observation processing framework for machine learning in Python,sentinel-hub,2023-03-01,2023-01-24,2018-05-31,248,3.9251583189407024
-379,ml-interpretability,https://github.com/cdpierse/transformers-interpret,,,,cdpierse/transformers-interpret,transformers-interpret,973,86,17,"['nlp', 'machine-learning', 'natural-language-processing', 'explainable-ai', 'transformers', 'model-explainability', 'transformers-model', 'captum', 'deep-learning', 'neural-network', 'interpretability', 'computer-vision']",Jupyter Notebook,,transformers-interpret: Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code. ,cdpierse,2023-03-02,2023-01-14,2020-05-27,144,6.743564356435644
-962,util,https://github.com/fabiocaccamo/python-benedict,,,,fabiocaccamo/python-benedict,python-benedict,968,40,12,"['python', 'dict', 'dictionary', 'keypath', 'base64', 'csv', 'json', 'pickle', 'plist', 'query-string', 'toml', 'xml', 'yaml', 'encode', 'decode', 'filter', 'flatten', 'subset', 'traverse', 'xls']",Python,,"python-benedict: :blue_book: dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.",fabiocaccamo,2023-03-02,2023-03-02,2019-05-17,198,4.888888888888889
-271,crypto,https://github.com/man-c/pycoingecko,,,,man-c/pycoingecko,pycoingecko,966,259,33,"['python3', 'api-wrapper', 'api', 'wrapper', 'cryptocurrency', 'crypto', 'coingecko', 'python', 'nft', 'nfts']",Python,,pycoingecko: Python wrapper for the CoinGecko API,man-c,2023-02-27,2022-10-26,2018-08-24,236,4.093220338983051
-980,ml,https://github.com/google/vizier,,,,google/vizier,vizier,965,44,19,"['vizier', 'hyperparameter-optimization', 'tuning', 'tuning-parameters', 'blackbox-optimization', 'hyperparameter-tuning', 'bayesian-optimization', 'evolutionary-algorithms', 'distributed-systems', 'distributed-computing', 'grpc', 'open-source', 'google', 'algorithm', 'deep-learning', 'machine-learning', 'optimization']",Python,https://oss-vizier.readthedocs.io,"vizier: Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.",google,2023-03-02,2023-03-01,2022-02-16,54,17.776315789473685
-402,perf,https://github.com/tiangolo/asyncer,,,,tiangolo/asyncer,asyncer,963,38,15,"['python', 'async', 'asyncio', 'trio', 'anyio']",Python,https://asyncer.tiangolo.com/,"Asyncer, async and await, focused on developer experience.",tiangolo,2023-03-02,2023-02-21,2022-01-04,60,15.936170212765957
-935,nlp,https://github.com/jonasgeiping/cramming,,,,jonasgeiping/cramming,cramming,953,61,20,"['english-language', 'language-model', 'machine-learning']",Python,,Cramming the training of a (BERT-type) language model into limited compute.,jonasgeiping,2023-03-03,2023-02-19,2022-12-29,9,104.234375
-351,ml,https://github.com/jina-ai/finetuner,,,,jina-ai/finetuner,finetuner,951,48,24,"['fine-tuning', 'pretrained-models', 'few-shot-learning', 'negative-sampling', 'metric-learning', 'siamese-network', 'triplet-loss', 'transfer-learning', 'jina', 'neural-search', 'finetuning', 'similarity-learning']",Python,https://finetuner.jina.ai,finetuner: :dart: Task-oriented finetuning for better embeddings on neural search,jina-ai,2023-03-02,2023-03-02,2021-08-11,81,11.699472759226714
-820,viz,https://github.com/facultyai/dash-bootstrap-components,,,,facultyai/dash-bootstrap-components,dash-bootstrap-components,950,202,21,"['bootstrap', 'plotly-dash', 'python', 'dashboards', 'r', 'julia']",JavaScript,https://dash-bootstrap-components.opensource.faculty.ai/,dash-bootstrap-components: Bootstrap components for Plotly Dash,facultyai,2023-03-02,2023-02-28,2018-09-21,232,4.094827586206897
-236,sim,https://github.com/salesforce/ai-economist,1.0,,,salesforce/ai-economist,ai-economist,949,194,46,"['ai', 'ml', 'multi-agent', 'multi-agent-reinforcement-learning', 'deep-reinforcement-learning', 'reinforcement-learning-environments', 'simulation-framework', 'python-3', 'economics']",Python,https://www.einstein.ai/the-ai-economist,"ai-economist: Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).",salesforce,2023-03-02,2022-05-09,2020-07-02,139,6.8203285420944555
-633,util,https://github.com/pyca/pynacl,,,,pyca/pynacl,pynacl,945,220,27,"['cryptography', 'libsodium', 'nacl', 'python']",C,https://pynacl.readthedocs.io/,pynacl: Python binding to the Networking and Cryptography (NaCl) library,pyca,2023-02-28,2023-01-19,2013-02-22,523,1.8068833652007648
-468,ml,https://github.com/huggingface/optimum,,,,huggingface/optimum,optimum,945,141,41,"['onnx', 'pytorch', 'inference', 'training', 'intel', 'graphcore', 'onnxruntime', 'transformers', 'quantization', 'habana', 'optimization']",Python,https://huggingface.co/docs/optimum/,optimum: 🏎️ Accelerate training and inference of 🤗 Transformers with easy to use hardware optimization tools,huggingface,2023-03-03,2023-03-02,2021-07-20,84,11.192893401015228
-541,util,https://github.com/pdoc3/pdoc,,,,pdoc3/pdoc,pdoc,942,137,8,"['documentation', 'generator', 'documentation-generator', 'documentation-tool', 'documentation-dumper', 'api-documentation', 'python', 'python3', 'docs', 'docs-generator', 'docstrings', 'docstring', 'docstring-documentation', 'pdoc', 'hacktoberfest']",Python,https://pdoc3.github.io/pdoc/,pdoc:  :snake: :arrow_right: :scroll:  Auto-generate API documentation for Python projects,pdoc3,2023-02-27,2022-12-21,2019-01-02,217,4.335305719921105
-504,gis,https://github.com/anitagraser/movingpandas,,,,anitagraser/movingpandas,movingpandas,933,170,37,"['geopandas', 'trajectory', 'movement-data', 'trajectory-analysis', 'python', 'spatial-data-analysis']",Python,http://movingpandas.org,movingpandas: Implementation of Trajectory classes and functions built on top of GeoPandas,anitagraser,2023-03-01,2023-02-16,2018-12-16,219,4.246423927178154
-251,ml-dl,https://github.com/tensorflow/similarity,,,,tensorflow/similarity,similarity,926,91,31,"['similarity-learning', 'metric-learning', 'similarity-search', 'nearest-neighbor-search', 'nearest-neighbors', 'deep-learning', 'tensorflow', 'contrastive-learning', 'machine-learning', 'unsupervised-learning', 'clustering', 'python', 'simclr', 'simclr2', 'barlow-twins', 'simsiam', 'cosine-similarity', 'knn']",Python,,similarity: TensorFlow Similarity is a python package focused on making similarity learning quick and easy.,tensorflow,2023-03-02,2023-01-16,2020-06-15,141,6.540867810292633
-219,template,https://github.com/tezromach/python-package-template,1.0,,,tezromach/python-package-template,python-package-template,924,92,6,"['python', 'cookiecutter', 'best-practices', 'semantic-versions', 'python-packages', 'codestyle', 'formatters', 'makefile', 'poetry', 'template']",Python,,python-package-template: 🚀 Your next Python package needs a bleeding-edge project structure.,tezromach,2023-03-02,2022-05-18,2020-04-15,150,6.14828897338403
-387,nlp,https://github.com/shivam5992/textstat,,,,shivam5992/textstat,textstat,923,148,17,"['python', 'textstat', 'readability', 'flesch-kincaid-grade', 'smog', 'flesch-reading-ease']",Python,https://textstat.org,"textstat: :memo: python package to calculate readability statistics of a text object - paragraphs, sentences, articles.",shivam5992,2023-03-01,2022-07-08,2014-06-18,454,2.031761006289308
-891,util,https://github.com/xl0/lovely-tensors,,,,xl0/lovely-tensors,lovely-tensors,923,14,8,"['deep-learning', 'library', 'pytorch', 'statistics', 'visualization']",Jupyter Notebook,https://xl0.github.io/lovely-tensors,"lovely-tensors: Tensors, ready for human consumption",xl0,2023-02-28,2023-01-27,2022-10-07,21,43.95238095238095
-750,data,https://github.com/pytorch/data,,,,pytorch/data,data,920,114,26,[],Python,,data: A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.,pytorch,2023-03-02,2023-02-28,2021-05-12,94,9.757575757575758
-88,testing,https://github.com/taverntesting/tavern,,,,taverntesting/tavern,tavern,913,182,28,"['python', 'pytest', 'testing', 'test-automation', 'mqtt', 'http']",Python,https://taverntesting.github.io/,"tavern: A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax",taverntesting,2023-02-23,2023-02-16,2017-11-01,278,3.280800821355236
-622,util,https://github.com/pytoolz/cytoolz,,,,pytoolz/cytoolz,cytoolz,907,66,23,[],Python,,cytoolz: Cython implementation of Toolz: High performance functional utilities,pytoolz,2023-02-27,2022-12-19,2014-04-04,465,1.950537634408602
-700,perf,https://github.com/intel/scikit-learn-intelex,,,,intel/scikit-learn-intelex,scikit-learn-intelex,902,147,28,"['oneapi', 'scikit-learn', 'machine-learning-algorithms', 'data-analysis', 'machine-learning', 'python', 'swrepo', 'ai-machine-learning', 'big-data', 'analytics', 'ai-training', 'ai-inference', 'gpu', 'intel']",Python,https://intel.github.io/scikit-learn-intelex/,scikit-learn-intelex: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application,intel,2023-03-02,2023-03-01,2018-08-07,238,3.7831036548831634
-672,perf,https://github.com/markshannon/faster-cpython,,,,markshannon/faster-cpython,faster-cpython,901,21,84,[],,,faster-cpython: How to make CPython faster.,markshannon,2023-02-27,2020-10-28,2020-10-19,123,7.291329479768786
-204,debug,https://github.com/alexmojaki/snoop,,,,alexmojaki/snoop,snoop,900,31,17,"['python', 'debugging', 'debugger', 'debugging-tools', 'logging']",Python,,"snoop: A powerful set of Python debugging tools, based on PySnooper",alexmojaki,2023-03-01,2022-12-22,2019-05-13,198,4.532374100719425
-630,gis,https://github.com/pytroll/satpy,,,,pytroll/satpy,satpy,896,261,31,"['python', 'satellite', 'weather', 'hacktoberfest', 'dask', 'xarray', 'closember']",Python,http://satpy.readthedocs.org/en/latest/,satpy: Python package for earth-observing satellite data processing,pytroll,2023-02-20,2023-02-21,2016-02-09,368,2.4319503683598294
-341,term,https://github.com/jquast/blessed,,,,jquast/blessed,blessed,893,68,23,"['terminal', 'curses', 'cli']",Python,http://pypi.python.org/pypi/blessed,"Blessed is an easy, practical library for making python terminal apps",jquast,2023-03-02,2023-02-04,2014-03-01,469,1.9005776831863788
-291,pandas,https://github.com/stitchfix/hamilton,,,,stitchfix/hamilton,hamilton,890,44,18,"['python', 'pandas', 'dag', 'data-science', 'data-engineering', 'numpy', 'software-engineering', 'etl-framework', 'etl-pipeline', 'etl', 'feature-engineering', 'featurization', 'dataframe', 'stitch-fix', 'data-platform', 'hamilton', 'hamiltonian', 'machine-learning']",Python,https://www.github.com/dagworks-inc/hamilton,hamilton: A scalable general purpose micro-framework for defining dataflows. THIS REPOSITORY HAS BEEN MOVED TO www.github.com/dagworks-inc/hamilton,stitchfix,2023-03-03,2023-02-26,2020-05-26,144,6.162215628090999
-392,pandas,https://github.com/tkrabel/bamboolib,,,,tkrabel/bamboolib,bamboolib,884,95,31,"['pandas', 'pandas-dataframes', 'jupyter-notebook', 'jupyterlab', 'python']",Jupyter Notebook,https://bamboolib.com,bamboolib - a GUI for pandas DataFrames,tkrabel,2023-03-02,2022-09-27,2019-05-29,196,4.503639010189229
-697,data,https://github.com/scholarly-python-package/scholarly,,,,scholarly-python-package/scholarly,scholarly,881,254,25,"['scholar', 'googlescholar', 'scholarly-articles', 'scholarly-communications', 'python3', 'python-3', 'python', 'citation-network', 'citation-analysis', 'citations', 'citation-index', 'publication-data']",Python,https://scholarly.readthedocs.io/,"scholarly: Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!",scholarly-python-package,2023-03-02,2023-01-16,2014-12-02,430,2.0467972120809823
-712,ml,https://github.com/google-research/deeplab2,,,,google-research/deeplab2,deeplab2,874,146,22,[],Python,,"DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.",google-research,2023-03-02,2023-01-17,2021-05-12,94,9.26969696969697
-628,data,https://github.com/intake/intake,,,,intake/intake,intake,873,125,43,"['python', 'data-access', 'data-catalog']",Python,https://intake.readthedocs.io/,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",intake,2023-03-01,2023-03-01,2017-08-14,289,3.0148001973359646
-347,nlp,https://github.com/norskregnesentral/skweak,,,,norskregnesentral/skweak,skweak,864,70,27,"['weak-supervision', 'nlp-machine-learning', 'distant-supervision', 'nlp-library', 'spacy', 'python', 'data-science', 'training-data', 'natural-language-processing']",Python,,skweak: A software toolkit for weak supervision applied to NLP tasks,norskregnesentral,2023-02-23,2022-11-08,2021-03-16,102,8.435146443514645
-445,gis,https://github.com/pyproj4/pyproj,,,,pyproj4/pyproj,pyproj,858,190,30,"['geospatial', 'python', 'coordinate-systems', 'coordinate-transformation', 'cartographic-projection', 'geodesic', 'hacktoberfest']",Python,https://pyproj4.github.io/pyproj,pyproj: Python interface to PROJ (cartographic projections and coordinate transformations library),pyproj4,2023-03-02,2023-02-25,2014-12-29,426,2.01138647019424
-887,sim,https://github.com/pyscf/pyscf,,,,pyscf/pyscf,pyscf,853,458,76,[],Python,,pyscf: Python module for quantum chemistry,pyscf,2023-02-28,2023-03-03,2014-05-02,461,1.8503253796095445
-484,gis,https://github.com/sentinelsat/sentinelsat,,,,sentinelsat/sentinelsat,sentinelsat,851,230,60,"['sentinel', 'copernicus', 'esa', 'remote-sensing', 'satellite-imagery', 'geographic-data', 'open-data', 'hacktoberfest']",Python,https://sentinelsat.readthedocs.io,sentinelsat: Search and download Copernicus Sentinel satellite images,sentinelsat,2023-03-02,2022-11-03,2015-05-22,406,2.0960591133004924
-926,study,https://github.com/roboflow/notebooks,,,,roboflow/notebooks,notebooks,837,128,23,"['computer-vision', 'deep-learning', 'deep-neural-networks', 'image-classification', 'image-segmentation', 'object-detection', 'yolov5', 'yolov6', 'yolov7', 'pytorch', 'tutorial', 'amazon-sagemaker-lab', 'kaggle', 'yolov8', 'google-colab', 'machine-learning']",Jupyter Notebook,https://roboflow.com/models,notebooks: Set of Jupyter Notebooks linked to Roboflow blog posts and used in our YouTube videos.,roboflow,2023-03-03,2023-03-03,2022-11-18,15,55.8
-639,ml,https://github.com/dask/dask-ml,,,,dask/dask-ml,dask-ml,837,237,41,['hacktoberfest'],Python,http://ml.dask.org,dask-ml: Scalable Machine Learning with Dask,dask,2023-02-25,2023-02-10,2017-06-15,298,2.8073790129372305
-395,web,https://github.com/emmett-framework/emmett,,,,emmett-framework/emmett,emmett,829,62,31,"['python', 'web-framework', 'asgi', 'asyncio', 'emmett']",Python,,emmett: The web framework for inventors,emmett-framework,2023-02-24,2023-01-30,2014-10-20,436,1.8988874345549738
-850,util,https://github.com/wolph/python-progressbar,,,,wolph/python-progressbar,python-progressbar,806,95,22,"['python', 'progressbar', 'progress-bar', 'rate', 'eta', 'percentage', 'console', 'terminal', 'time', 'progress', 'bar', 'cli', 'gui', 'library']",Python,http://progressbar-2.readthedocs.org/en/latest/,"python-progressbar: Progressbar 2 - A progress bar for Python 2 and Python 3 - ""pip install progressbar2""",wolph,2023-02-27,2023-02-02,2012-02-20,575,1.4003474807644576
-738,perf,https://github.com/zerointensity/pointers.py,,,,zerointensity/pointers.py,pointers.py,802,11,4,"['python', 'pointers', 'python-pointers']",Python,https://pointers.zintensity.dev/,pointers.py: Bringing the hell of pointers to Python.,zerointensity,2023-02-20,2023-02-14,2022-03-09,51,15.637883008356546
-490,viz,https://github.com/luispedro/mahotas,,,,luispedro/mahotas,mahotas,796,151,48,"['computer-vision', 'numpy', 'python', 'c-plus-plus', 'python-2', 'python-3']",Python,https://mahotas.rtfd.io,mahotas: Computer Vision in Python,luispedro,2023-02-23,2023-02-26,2010-01-31,682,1.1659342958777987
-226,sim,https://github.com/facebookresearch/droidlet,,,,facebookresearch/droidlet,fairo,793,79,38,[],Jupyter Notebook,,fairo: A modular embodied agent architecture and platform for building embodied agents,facebookresearch,2023-02-28,2023-02-01,2020-11-02,121,6.522914218566393
-908,viz,https://github.com/datapane/datapane,,,,datapane/datapane,datapane,788,64,16,"['dashboard', 'reporting', 'data-visualization', 'python', 'hacktoberfest']",Python,https://datapane.com,datapane: Build full-stack data analytics apps in Python,datapane,2023-03-02,2023-03-01,2020-04-23,149,5.283524904214559
-853,data,https://github.com/eliasdabbas/advertools,,,,eliasdabbas/advertools,advertools,776,164,33,"['marketing', 'advertising', 'adwords', 'python', 'digital-marketing', 'online-marketing', 'keywords', 'search-engine-marketing', 'twitter-api', 'search-engine-optimization', 'seo', 'serp', 'social-media', 'youtube', 'robots-txt', 'scrapy', 'seo-crawler', 'log-analysis', 'google-ads', 'logfile-parser']",Python,https://advertools.readthedocs.io,advertools - online marketing productivity and analysis tools,eliasdabbas,2023-03-02,2022-12-13,2017-05-14,302,2.5634733364794715
-810,data,https://github.com/neo4j/neo4j-python-driver,,,,neo4j/neo4j-python-driver,neo4j-python-driver,775,170,98,"['python', 'graph-database', 'driver', 'neo4j', 'database-driver', 'protocol', 'cypher', 'query-language', 'python3', 'binary-protocol']",Python,https://neo4j.com/docs/api/python-driver/current/,neo4j-python-driver: Neo4j Bolt driver for Python,neo4j,2023-02-28,2023-02-27,2015-05-05,408,1.8975166142007696
-658,util,https://github.com/rasbt/watermark,,,,rasbt/watermark,watermark,767,82,13,"['python', 'magic-extension', 'jupyter', 'ipython']",Python,,"watermark: An IPython magic extension for printing date and time stamps, version numbers, and hardware information",rasbt,2023-03-02,2022-09-13,2014-07-30,448,1.7109623964308476
-146,util,https://github.com/zenodo/zenodo,,,,zenodo/zenodo,zenodo,762,228,40,"['zenodo', 'invenio', 'python', 'research-data-repository', 'research-data-management', 'flask', 'digital-library', 'open-science', 'open-access', 'scientific-publications', 'library-management', 'elasticsearch', 'postgresql', 'inveniosoftware']",Python,https://zenodo.org,zenodo: Research. Shared.,zenodo,2023-02-15,2023-03-02,2013-02-11,524,1.4526143790849673
-791,sim,https://github.com/viblo/pymunk,1.0,,,viblo/pymunk,pymunk,761,179,22,"['python', 'physics-2d', 'library', 'pygame', 'pyglet', 'physics-engine', 'physics-simulation', 'python-library']",Python,http://www.pymunk.org,Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever  you need 2d rigid body physics from Python,viblo,2023-03-02,2023-01-29,2013-10-02,491,1.5489968013957547
-559,jupyter,https://github.com/vizzuhq/ipyvizzu,,,,vizzuhq/ipyvizzu,ipyvizzu,761,60,16,"['jupyter', 'jupyter-notebook', 'python', 'plotting', 'graphs', 'data-visualization', 'graphing', 'ipython', 'chart', 'charts', 'dataviz', 'animation', 'storytelling', 'charting', 'vizzu']",Python,https://ipyvizzu.vizzuhq.com,ipyvizzu: Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.,vizzuhq,2023-03-01,2023-03-01,2022-01-05,60,12.623222748815166
-334,util,https://github.com/clarete/forbiddenfruit,,,,clarete/forbiddenfruit,forbiddenfruit,758,49,28,"['python', 'monkey-patching']",Python,https://clarete.li/forbiddenfruit/,forbiddenfruit: Patch built-in python objects,clarete,2023-02-26,2022-03-12,2013-04-03,517,1.4653410660038664
-325,security,https://github.com/trailofbits/pip-audit,,,,trailofbits/pip-audit,pip-audit,757,49,20,"['security', 'security-audit', 'python', 'pip', 'supply-chain']",Python,https://pypi.org/project/pip-audit/,pip-audit: Audits Python environments and dependency trees for known vulnerabilities,trailofbits,2023-03-02,2023-02-24,2021-09-02,78,9.687385740402194
-976,sim,https://github.com/a-r-j/graphein,,,,a-r-j/graphein,graphein,754,97,16,"['protein', 'protein-structure', 'deep-learning', 'pytorch', 'graph-neural-networks', 'dgl', 'computational-biology', 'bioinformatics', 'structural-biology', 'protein-data-bank', 'protein-design', 'geometric-deep-learning', 'pytorch-geometric', 'python', 'interactomics', 'interactome', 'rna', 'ppi-networks', 'gene-regulatory-networks', 'drug-discovery']",Jupyter Notebook,https://graphein.ai/,graphein: Protein Graph Library,a-r-j,2023-02-26,2023-02-21,2019-08-28,183,4.113795791114575
-975,gis,https://github.com/microsoft/globalmlbuildingfootprints,,,,microsoft/globalmlbuildingfootprints,GlobalMLBuildingFootprints,754,94,31,[],Python,,GlobalMLBuildingFootprints: Worldwide building footprints derived from satellite imagery ,microsoft,2023-03-02,2022-11-16,2022-04-22,45,16.755555555555556
-634,profiling,https://github.com/csurfer/pyheat,,,,csurfer/pyheat,pyheat,741,40,13,"['profiling', 'python', 'heatmap', 'matplotlib']",Python,,pyheat: pprofile + matplotlib = Python program profiled as an awesome heatmap!,csurfer,2023-02-19,2021-09-18,2017-02-04,316,2.3385933273219117
-23,math,https://github.com/fredrik-johansson/mpmath,,,,fredrik-johansson/mpmath,mpmath,736,152,40,"['python', 'arbitrary-precision', 'multiprecision', 'floating-point', 'special-functions', 'numerical-integration', 'numerical-methods', 'plotting', 'complex-numbers', 'ordinary-differential-equations', 'numerical-optimization']",Python,http://mpmath.org,mpmath: Python library for arbitrary-precision floating-point arithmetic,fredrik-johansson,2023-02-28,2023-01-10,2011-12-07,586,1.2553606237816763
-419,util,https://github.com/sethmmorton/natsort,,,,sethmmorton/natsort,natsort,733,42,14,"['python', 'natural-sort', 'sorting-interface', 'sorting', 'natsort']",Python,https://pypi.org/project/natsort/,natsort: Simple yet flexible natural sorting in Python.,sethmmorton,2023-02-27,2023-03-02,2012-05-03,565,1.2970171890798787
-621,testing,https://github.com/wolever/parameterized,,,,wolever/parameterized,parameterized,724,95,18,[],Python,,Parameterized testing with any Python test framework,wolever,2023-03-02,2023-03-02,2012-03-10,572,1.2638403990024938
-701,profiling,https://github.com/pythonspeed/filprofiler,,,,pythonspeed/filprofiler,filprofiler,724,20,9,"['python', 'memory-profiler', 'memory-profiling', 'memory-leak', 'memory-leaks', 'memory-leak-detection', 'memory-leak-finder', 'memory', 'memory-']",Rust,https://pythonspeed.com/products/filmemoryprofiler/,filprofiler: A Python memory profiler for data processing and scientific computing applications,pythonspeed,2023-03-01,2023-03-01,2020-06-18,141,5.129554655870446
-477,pandas,https://github.com/holoviz/hvplot,,,,holoviz/hvplot,hvplot,721,82,23,"['holoviz', 'holoviews', 'plotting', 'datashader']",Python,https://hvplot.holoviz.org,"hvplot: A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews",holoviz,2023-03-01,2023-02-10,2018-03-19,258,2.7883977900552486
-358,data,https://github.com/hyperqueryhq/whale,,,,hyperqueryhq/whale,whale,718,38,41,"['data-documentation', 'data-catalog', 'data-discovery']",Python,https://rsyi.gitbook.io/whale,whale: 🐳 The stupidly simple CLI workspace for your data warehouse.,hyperqueryhq,2023-02-26,2022-10-13,2020-05-27,144,4.976237623762376
-593,gis,https://github.com/matplotlib/basemap,,,,matplotlib/basemap,basemap,712,395,60,"['gis', 'maps', 'plots']",Python,,basemap: Plot on map projections (with coastlines and political boundaries) using matplotlib,matplotlib,2023-02-22,2022-11-29,2011-02-19,627,1.1340159271899886
-620,jupyter,https://github.com/nbqa-dev/nbqa,,,,nbqa-dev/nbqa,nbQA,707,35,7,"['python', 'jupyter-notebook', 'pre-commit', 'codequality', 'lint', 'isort', 'black', 'flake8', 'doctest', 'pyupgrade', 'pylint', 'mypy', 'yapf', 'pre-commit-hook']",Python,https://nbqa.readthedocs.io/en/latest/index.html,"nbQA: Run isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks",nbqa-dev,2023-03-03,2023-02-27,2020-07-11,137,5.128497409326425
-360,ml-ops,https://github.com/tensorflow/data-validation,,,,tensorflow/data-validation,data-validation,700,150,49,[],Python,,data-validation: Library for exploring and validating machine learning data,tensorflow,2023-02-27,2023-03-02,2018-07-02,243,2.873900293255132
-818,ml,https://github.com/automl/tabpfn,,,,automl/tabpfn,TabPFN,700,49,16,[],Python,https://arxiv.org/abs/2207.01848,TabPFN: Official implementation of the TabPFN and the tabpfn package.,automl,2023-03-03,2023-03-02,2022-07-01,35,20.0
-168,gis,https://github.com/openeventdata/mordecai,,,,openeventdata/mordecai,mordecai,694,93,36,"['geoparsing', 'geonames', 'nlp', 'geocoding', 'spacy', 'toponym-resolution']",Python,,mordecai: Full text geoparsing as a Python library,openeventdata,2023-02-25,2021-02-01,2016-06-23,349,1.9877250409165304
-572,gis,https://github.com/developmentseed/landsat-util,,,,developmentseed/landsat-util,landsat-util,685,155,128,[],Python,,"landsat-util: A utility to search, download and process Landsat 8 satellite imagery",developmentseed,2023-02-22,2018-07-30,2014-08-01,448,1.5290178571428572
-393,perf,https://github.com/klen/py-frameworks-bench,,,,klen/py-frameworks-bench,py-frameworks-bench,684,80,27,"['benchmark', 'python-frameworks']",Python,https://klen.github.io/py-frameworks-bench/,py-frameworks-bench: Another benchmark for some python frameworks,klen,2023-03-01,2022-03-14,2015-04-30,409,1.6717877094972067
-741,data,https://github.com/koaning/human-learn,,,,koaning/human-learn,human-learn,682,55,13,"['scikit-learn', 'machine-learning', 'benchmark']",Jupyter Notebook,https://koaning.github.io/human-learn/,human-learn: Natural Intelligence is still a pretty good idea.,koaning,2023-02-28,2023-02-23,2020-07-11,137,4.9471502590673575
-882,time-series,https://github.com/winedarksea/autots,,,,winedarksea/autots,AutoTS,680,65,14,"['time-series', 'machine-learning', 'automl', 'autots', 'forecasting', 'deep-learning', 'preprocessing', 'feature-engineering']",Python,,AutoTS: Automated Time Series Forecasting,winedarksea,2023-02-28,2023-02-02,2019-11-26,170,3.9899413243922885
-629,gis,https://github.com/makepath/xarray-spatial,,,,makepath/xarray-spatial,xarray-spatial,677,76,24,"['python', 'raster-analysis', 'spatial-analysis', 'numba', 'datashader', 'xarray']",Python,https://xarray-spatial.org,xarray-spatial: Raster-based Spatial Analytics for Python,makepath,2023-03-02,2023-03-02,2020-02-08,159,4.23503127792672
-483,gis,https://github.com/sentinel-hub/sentinelhub-py,,,,sentinel-hub/sentinelhub-py,sentinelhub-py,676,219,47,"['python-library', 'sentinel-hub', 'aws', 'ogc-services', 'satellite-imagery']",Python,http://sentinelhub-py.readthedocs.io/en/latest/,sentinelhub-py: Download and process satellite imagery in Python using Sentinel Hub services.,sentinel-hub,2023-02-25,2023-02-24,2017-05-17,302,2.2362948960302456
-164,nlp,https://github.com/explosion/spacy-stanza,,,,explosion/spacy-stanza,spacy-stanza,672,50,25,"['nlp', 'natural-language-processing', 'machine-learning', 'data-science', 'spacy', 'spacy-pipeline', 'stanford-nlp', 'stanford-corenlp', 'stanford-machine-learning', 'corenlp', 'stanza']",Python,,spacy-stanza: 💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy,explosion,2023-02-18,2022-05-27,2019-01-31,213,3.1528150134048256
-808,web,https://github.com/s3rius/fastapi-template,,,,s3rius/fastapi-template,FastAPI-template,671,69,13,"['fastapi', 'cookiecutter', 'cookiecutter-template', 'cookiecutter-python3', 'sqlalchemy-orm', 'asynchronous', 'ormar', 'tortoise-orm', 'aerich', 'alembic', 'python3', 'asyncio', 'graphql', 'strawberry-graphql', 'opentelemetry', 'prometheus', 'sentry', 'fastapi-template', 'fastapi-boilerplate']",Python,,FastAPI-template: Feature rich robust FastAPI template.,s3rius,2023-03-02,2023-02-05,2020-10-05,125,5.343572241183162
-938,web,https://github.com/koxudaxi/fastapi-code-generator,,,,koxudaxi/fastapi-code-generator,fastapi-code-generator,666,76,15,"['fastapi', 'openapi', 'generator', 'python', 'pydantic']",Python,,fastapi-code-generator: This code generator creates FastAPI app from an openapi file.,koxudaxi,2023-02-27,2023-02-15,2020-06-14,141,4.699596774193548
-475,viz,https://github.com/holoviz/holoviz,1.0,,,holoviz/holoviz,holoviz,661,116,35,"['holoviz', 'holoviews', 'geoviews', 'datashader', 'panel', 'hvplot', 'colorcet']",Python,https://holoviz.org/,holoviz: High-level tools to simplify visualization in Python.,holoviz,2023-03-01,2023-01-30,2017-09-22,284,2.3274647887323945
-235,nlp,https://github.com/salesforce/codet5,,,,salesforce/codet5,CodeT5,660,123,21,"['language-model', 'code-intelligence', 'programming-language', 'representation-learning', 'nlp']",Python,https://arxiv.org/abs/2109.00859,Code for CodeT5: a new code-aware pre-trained encoder-decoder model.,salesforce,2023-03-02,2022-07-08,2021-08-16,80,8.191489361702128
-637,util,https://github.com/samuelcolvin/python-devtools,,,,samuelcolvin/python-devtools,python-devtools,656,33,8,"['python-devtools', 'python', 'devtools']",Python,https://python-devtools.helpmanual.io/,python-devtools: Dev tools for python,samuelcolvin,2023-02-27,2023-02-06,2017-08-20,288,2.2721425037110343
-344,data,https://github.com/scikit-hep/awkward-1.0,,,,scikit-hep/awkward-1.0,awkward,650,68,17,"['json', 'numpy', 'data-analysis', 'jagged-array', 'ragged-array', 'columnar-format', 'pandas', 'numba', 'apache-arrow', 'cern-root', 'scikit-hep', 'python']",Python,https://awkward-array.org,awkward: Manipulate JSON-like data with NumPy-like idioms.,scikit-hep,2023-02-23,2023-03-02,2019-08-14,185,3.5080956052428682
-849,util,https://github.com/fsspec/s3fs,,,,fsspec/s3fs,s3fs,647,216,22,['hacktoberfest'],Python,http://s3fs.readthedocs.io/en/latest/,s3fs: S3 Filesystem ,fsspec,2023-03-02,2023-02-23,2016-03-16,363,1.7809673613841919
-640,data,https://github.com/dask/fastparquet,,,,dask/fastparquet,fastparquet,639,164,18,['hacktoberfest'],Python,,fastparquet: python implementation of the parquet columnar file format.,dask,2023-02-27,2023-02-09,2015-11-06,382,1.6727748691099475
-760,study,https://github.com/jackhidary/quantumcomputingbook,,,,jackhidary/quantumcomputingbook,quantumcomputingbook,636,188,55,"['quantum', 'quantum-computing', 'cirq', 'qiskit', 'rigetti', 'quantum-processor', 'sycamore', 'quantum-supremacy', 'quantum-information', 'quantum-information-science', 'google-quantum']",Jupyter Notebook,,quantumcomputingbook: Companion site for the textbook Quantum Computing: An Applied Approach,jackhidary,2023-03-02,2021-10-14,2019-02-28,209,3.040983606557377
-18,nlp,https://github.com/explosion/spacy-streamlit,,,,explosion/spacy-streamlit,spacy-streamlit,634,103,17,"['spacy', 'nlp', 'natural-language-processing', 'visualizers', 'dependency-parsing', 'part-of-speech-tagging', 'named-entity-recognition', 'ner', 'streamlit', 'visualizer', 'text-classification', 'word-vectors', 'tokenization', 'machine-learning']",Python,https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py,spacy-streamlit: 👑 spaCy building blocks and visualizers for Streamlit apps,explosion,2023-02-23,2023-02-27,2020-06-23,140,4.514750762970499
-839,util,https://github.com/idanya/algo-trader,,,,idanya/algo-trader,algo-trader,634,67,22,"['algorithmic-trading', 'backtesting', 'crypto-bot', 'python', 'technical-analysis', 'trading-bot', 'trading-strategies']",Python,,"algo-trader: Trading bot with support for realtime trading, backtesting, custom strategies and much more.",idanya,2023-03-01,2023-03-02,2021-09-14,76,8.29532710280374
-595,gis,https://github.com/uber/h3-py,,,,uber/h3-py,h3-py,628,115,36,"['uber', 'python', 'hexagonal-architecture', 'h3', 'geospatial', 'geocoding', 'gis']",Python,https://uber.github.io/h3-py,"h3-py: Python bindings for H3, a hierarchical hexagonal geospatial indexing system",uber,2023-03-01,2022-11-24,2018-06-12,246,2.548405797101449
-397,web,https://github.com/klen/muffin,,,,klen/muffin,muffin,625,25,31,"['python', 'asyncio', 'trio', 'asgi', 'webframework', 'muffin', 'curio']",Python,,"Muffin is a fast, simple and asyncronous web-framework for Python 3",klen,2023-02-27,2023-02-28,2015-02-03,421,1.4830508474576272
-690,util,https://github.com/pyfpdf/fpdf2,,,,pyfpdf/fpdf2,fpdf2,620,165,17,"['pdf-generation', 'pdf', 'python', 'hacktoberfest', 'barcode', 'pdf-library', 'python3', 'library', 'svg', 'markdown']",Python,https://pyfpdf.github.io/fpdf2/,fpdf2: Simple PDF generation for Python,pyfpdf,2023-03-01,2023-03-01,2017-03-15,311,1.9917393299678752
-796,graph,https://github.com/westhealth/pyvis,,,,westhealth/pyvis,pyvis,614,114,15,"['network-visualization', 'python', 'networkx']",HTML,http://pyvis.readthedocs.io/en/latest/,pyvis: Python package for creating and visualizing interactive network graphs.,westhealth,2023-03-01,2023-02-10,2018-05-10,251,2.4448236632536973
-982,ml,https://github.com/googlecloudplatform/vertex-ai-samples,,,,googlecloudplatform/vertex-ai-samples,vertex-ai-samples,614,416,36,"['samples', 'gcp', 'google-cloud-platform', 'vertex-ai', 'notebook', 'python', 'ai', 'ml', 'data-science', 'mlops']",Jupyter Notebook,https://cloud.google.com/vertex-ai,"vertex-ai-samples: Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud",googlecloudplatform,2023-03-02,2023-03-02,2021-05-27,92,6.663565891472868
-680,util,https://github.com/lukasschwab/arxiv.py,,,,lukasschwab/arxiv.py,arxiv.py,613,81,17,"['arxiv', 'arxiv-api', 'python-wrapper', 'pdf']",Python,,arxiv.py: Python wrapper for the arXiv API,lukasschwab,2023-03-02,2023-02-01,2015-11-25,379,1.616195856873823
-958,web,https://github.com/long2ice/fastapi-cache,,,,long2ice/fastapi-cache,fastapi-cache,607,89,9,"['cache', 'fastapi', 'redis', 'memcached']",Python,https://github.com/long2ice/fastapi-cache,"fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.",long2ice,2023-03-02,2023-02-15,2020-08-25,131,4.618478260869566
-831,typing,https://github.com/python-attrs/cattrs,,,,python-attrs/cattrs,cattrs,603,86,16,"['attrs', 'deserialization', 'serialization']",Python,,cattrs: Complex custom class converters for attrs.,python-attrs,2023-02-28,2023-03-02,2016-08-28,339,1.7750210260723296
-671,ml,https://github.com/apple/ml-ane-transformers,,,,apple/ml-ane-transformers,ml-ane-transformers,599,31,34,[],Python,,ml-ane-transformers: Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE),apple,2023-02-28,2022-08-09,2022-06-03,39,15.35897435897436
-505,gis,https://github.com/scikit-mobility/scikit-mobility,,,,scikit-mobility/scikit-mobility,scikit-mobility,597,139,28,"['data-science', 'data-analysis', 'human-mobility', 'complex-systems', 'network-science', 'statistics', 'scikit-mobility', 'mobility-analysis', 'risk-assessment', 'mobility-flows', 'synthetic-flows']",Python,https://scikit-mobility.github.io/scikit-mobility/,scikit-mobility: mobility analysis in Python,scikit-mobility,2023-03-02,2023-01-20,2019-04-30,200,2.978617248752673
-889,gis,https://github.com/osgeo/grass,,,,osgeo/grass,grass,597,223,43,"['osgeo', 'grass-gis', 'geospatial', 'geospatial-analysis', 'raster', 'vector', 'timeseries-analysis', 'earth-observation', 'gis', 'hacktoberfest', 'open-science', 'remote-sensing', 'science', 'spatial']",C,https://grass.osgeo.org,GRASS GIS - free and open source Geographic Information System (GIS),osgeo,2023-03-02,2023-03-02,2019-05-17,198,3.015151515151515
-752,diffusion,https://github.com/sharonzhou/long_stable_diffusion,,,,sharonzhou/long_stable_diffusion,long_stable_diffusion,596,48,14,[],Python,,"long_stable_diffusion: Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)",sharonzhou,2023-02-28,2022-10-30,2022-09-04,25,23.177777777777777
-957,ml,https://github.com/facebookresearch/balance,,,,facebookresearch/balance,balance,590,28,5,[],Python,https://import-balance.org,balance: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.,facebookresearch,2023-03-02,2023-02-19,2022-11-15,15,38.24074074074074
-167,nlp,https://github.com/lexpredict/lexpredict-lexnlp,,,,lexpredict/lexpredict-lexnlp,lexpredict-lexnlp,588,158,49,"['nlp', 'ml', 'legal', 'legaltech', 'linguistics', 'law', 'contracts', 'analytics', 'data']",HTML,,lexpredict-lexnlp: LexNLP by LexPredict,lexpredict,2023-03-02,2022-08-10,2017-09-30,282,2.0787878787878786
-117,nlp,https://github.com/iclrandd/blackstone,,,,iclrandd/blackstone,Blackstone,588,93,38,"['law', 'caselaw', 'nlp', 'spacy-models', 'legaltech']",Python,https://research.iclr.co.uk,Blackstone: :black_circle: A spaCy pipeline and model for NLP on unstructured legal text.,iclrandd,2023-02-27,2021-01-31,2019-03-25,205,2.860319666435024
-160,nlp,https://github.com/nipunsadvilkar/pysbd,,,,nipunsadvilkar/pysbd,pySBD,575,67,10,"['sentence-boundary-detection', 'python', 'segmentation', 'rule-based', 'sentence-tokenizer', 'sentence']",Python,,pySBD: 🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.,nipunsadvilkar,2023-02-28,2021-02-11,2017-06-11,298,1.9249163079866092
-906,data,https://github.com/googleapis/python-bigquery,,,,googleapis/python-bigquery,python-bigquery,572,232,58,[],Python,,googleapis/python-bigquery,googleapis,2023-02-28,2023-03-02,2019-12-10,168,3.3960983884648006
-567,sim,https://github.com/gboeing/pynamical,,,,gboeing/pynamical,pynamical,567,109,31,"['chaos', 'nonlinear', 'fractal', 'logistic', 'visualization', 'modeling', 'animation', 'math', 'physics', 'python', 'pandas', 'numba', 'numpy', 'matplotlib', 'ipynb', 'bifurcation-diagram', 'fractals', 'systems', 'phase-diagram', 'cobweb-plot']",Python,https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/,"Pynamical is a Python package for modeling and visualizing discrete nonlinear dynamical systems, chaos, and fractals.",gboeing,2023-02-24,2022-05-24,2014-09-28,439,1.2894736842105263
-306,crypto,https://github.com/palkeo/panoramix,,,,palkeo/panoramix,panoramix,562,154,31,[],Python,,panoramix: Ethereum decompiler,palkeo,2023-03-01,2020-08-22,2020-02-17,158,3.5441441441441444
-259,crypto,https://github.com/pmaji/crypto-whale-watching-app,,,,pmaji/crypto-whale-watching-app,crypto-whale-watching-app,555,135,48,"['gdax', 'python', 'cryptocurrency', 'ethereum', 'litecoin', 'bitcoin', 'cryptocurrency-exchanges', 'python3', 'dash', 'ethereum-blockchain', 'bitcoin-api', 'bitcoin-price', 'cryptocurrency-price-ticker', 'cryptocurrency-prices', 'litecoin-price', 'ethereum-price', 'gdax-api', 'gdax-python', 'plotly', 'plotly-dash']",Python,,crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.,pmaji,2023-02-08,2022-12-08,2018-01-23,266,2.0831099195710454
-576,util,https://github.com/fsspec/filesystem_spec,,,,fsspec/filesystem_spec,filesystem_spec,554,238,22,[],Python,,filesystem_spec: A specification that python filesystems should adhere to.,fsspec,2023-03-02,2023-03-01,2018-04-23,253,2.184788732394366
-797,ml-interpretability,https://github.com/selfexplainml/piml-toolbox,,,,selfexplainml/piml-toolbox,PiML-Toolbox,549,62,15,"['interpretable-machine-learning', 'low-code', 'ml-workflow', 'model-diagnostics']",Jupyter Notebook,https://selfexplainml.github.io/PiML-Toolbox,PiML-Toolbox: PiML (Python Interpretable Machine Learning) toolbox for model development and model validation,selfexplainml,2023-03-01,2023-03-01,2022-04-29,44,12.477272727272727
-883,time-series,https://github.com/autoviml/auto_ts,,,,autoviml/auto_ts,Auto_TS,549,97,17,"['time-series', 'time-series-analysis', 'auto-timeseries', 'automl', 'autosklearn', 'tpot', 'autokeras', 'python3', 'prophet', 'python', 'sklearn', 'arima', 'auto-arima', 'auto-sklearn']",Jupyter Notebook,,"Auto_TS: Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.",autoviml,2023-03-02,2023-02-22,2020-02-15,158,3.4559352517985613
-685,ml,https://github.com/nvidia/cuda-python,,,,nvidia/cuda-python,cuda-python,548,43,22,[],Python,https://nvidia.github.io/cuda-python/,cuda-python: CUDA Python Low-level Bindings,nvidia,2023-03-01,2023-02-28,2021-06-28,87,6.257748776508972
-516,ml-dl,https://github.com/kakaobrain/rq-vae-transformer,,,,kakaobrain/rq-vae-transformer,rq-vae-transformer,539,61,15,[],Jupyter Notebook,,rq-vae-transformer: The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22),kakaobrain,2023-03-02,2022-08-18,2022-03-03,52,10.336986301369864
-625,gis,https://github.com/scitools/iris,,,,scitools/iris,iris,538,264,45,"['iris', 'python', 'netcdf', 'grib', 'visualisation', 'data-analysis', 'earth-science', 'meteorology', 'oceanography', 'spaceweather']",Python,https://scitools-iris.readthedocs.io/en/latest/,"iris: A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data",scitools,2023-03-01,2023-02-28,2012-08-06,551,0.9753949753949754
-874,util,https://github.com/ipython/ipykernel,,,,ipython/ipykernel,ipykernel,536,337,34,"['ipython', 'ipython-kernel', 'jupyter', 'python', 'closember', 'jupyter-notebook', 'kernel']",Python,https://ipykernel.readthedocs.io/en/stable/,ipykernel: IPython Kernel for Jupyter,ipython,2023-03-02,2023-03-02,2015-04-09,412,1.3005199306759099
-525,gis,https://github.com/toblerity/rtree,,,,toblerity/rtree,rtree,527,123,30,[],Python,https://rtree.readthedocs.io/en/latest/,Rtree: spatial index for Python GIS ¶,toblerity,2023-02-21,2023-01-23,2011-06-19,610,0.8629239766081871
-589,ml-ops,https://github.com/kedro-org/kedro-viz,,,,kedro-org/kedro-viz,kedro-viz,525,87,11,"['kedro', 'kedro-plugin', 'data-visualization', 'hacktoberfest', 'react', 'experiment-tracking', 'python']",JavaScript,https://demo.kedro.org/,kedro-viz: Visualise your Kedro data and machine-learning pipelines and track your experiments. ,kedro-org,2023-02-27,2023-03-02,2019-05-09,199,2.6362984218077474
-665,study,https://github.com/rasbt/stat453-deep-learning-ss20,,,,rasbt/stat453-deep-learning-ss20,stat453-deep-learning-ss20,523,154,36,[],Jupyter Notebook,http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/,stat453-deep-learning-ss20: STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020),rasbt,2023-03-02,2020-05-01,2020-01-20,162,3.217047451669596
-413,util,https://github.com/bastibe/python-soundfile,,,,bastibe/python-soundfile,python-soundfile,523,87,17,[],Python,,"python-soundfile: SoundFile is an audio library based on libsndfile, CFFI, and NumPy",bastibe,2023-02-27,2023-02-24,2013-08-27,496,1.0535251798561152
-359,ml-ops,https://github.com/google/ml-metadata,,,,google/ml-metadata,ml-metadata,520,118,29,[],C++,https://www.tensorflow.org/tfx/guide/mlmd,ml-metadata: For recording and retrieving metadata associated with ML developer and data scientist workflows.,google,2023-02-24,2023-03-02,2019-01-15,215,2.413793103448276
-673,perf,https://github.com/brandtbucher/specialist,,,,brandtbucher/specialist,specialist,516,9,10,[],Python,,"specialist: Visualize CPython 3.11's specializing, adaptive interpreter. :fire:",brandtbucher,2023-02-27,2023-03-01,2022-06-01,39,13.134545454545455
-47,data,https://github.com/macbre/sql-metadata,1.0,,,macbre/sql-metadata,sql-metadata,509,87,15,"['sql', 'parser', 'database', 'sql-parser', 'metadata', 'sqlparse', 'python-package', 'python3-library', 'hiveql', 'hive', 'mysql-query']",Python,https://pypi.python.org/pypi/sql-metadata,sql-metadata: Uses tokenized query returned by python-sqlparse and generates query metadata,macbre,2023-03-01,2023-02-16,2017-06-06,299,1.6999045801526718
-794,gis,https://github.com/kvos/coastsat,,,,kvos/coastsat,CoastSat,505,206,23,"['google-earth-engine', 'earth-engine', 'remote-sensing', 'satellite-images', 'coastal-engineering', 'shoreline-detection']",Jupyter Notebook,http://coastsat.wrl.unsw.edu.au/,CoastSat: Global shoreline mapping tool from satellite imagery,kvos,2023-02-24,2023-02-23,2018-09-28,231,2.186147186147186
-216,ml-ops,https://github.com/nccr-itmo/fedot,,,,nccr-itmo/fedot,FEDOT,497,70,10,"['automl', 'machine-learning', 'evolutionary-algorithms', 'genetic-programming', 'structural-learning', 'automated-machine-learning', 'hyperparameter-optimization', 'parameter-tuning', 'automation', 'multimodality', 'fedot']",Python,https://fedot.readthedocs.io,FEDOT: Automated modeling and machine learning framework FEDOT,nccr-itmo,2023-02-20,2023-02-27,2020-01-13,163,3.038427947598253
-241,ml,https://github.com/microsoft/focal-transformer,,,,microsoft/focal-transformer,Focal-Transformer,493,58,17,[],Python,,"Focal-Transformer: [NeurIPS 2021 Spotlight] Official code for ""Focal Self-attention for Local-Global Interactions in Vision Transformers""",microsoft,2023-02-25,2022-03-27,2021-07-10,85,5.7420965058236275
-582,gis,https://github.com/developmentseed/titiler,,,,developmentseed/titiler,titiler,481,103,18,"['fastapi', 'cog', 'aws-cdk', 'aws-lambda', 'stac', 'cogeotiff', 'mosaicjson', 'raster', 'dynamic', 'server', 'rest', 'gdal', 'rasterio', 'tile', 'map-tile-server', 'map-tiles']",Python,https://developmentseed.org/titiler/,titiler: Build your own Raster dynamic map tile services,developmentseed,2023-02-25,2023-03-01,2019-06-28,192,2.5052083333333335
-487,gis,https://github.com/fatiando/verde,,,,fatiando/verde,verde,475,59,21,"['geophysics', 'earth-science', 'geospatial', 'python', 'scipy', 'interpolation', 'python3', 'scipy-stack', 'fatiando-a-terra', 'geoscience']",Python,https://www.fatiando.org/verde,verde: Processing and interpolating spatial data with a twist of machine learning,fatiando,2023-03-02,2022-12-09,2018-04-25,253,1.8753525098702764
-211,time-series,https://github.com/firmai/atspy,,,,firmai/atspy,atspy,474,88,20,"['time-series', 'time-series-analysis', 'automated', 'python', 'forecasting', 'forecasting-models', 'finance']",Python,https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631,AtsPy: Automated Time Series Models in Python (by @firmai),firmai,2023-02-28,2021-12-18,2020-01-28,161,2.936283185840708
-872,pandas,https://github.com/eventual-inc/daft,,,,eventual-inc/daft,Daft,470,18,6,"['image-processing', 'machine-learning', 'python', 'data-engineering', 'data-science', 'dataframe', 'deep-learning', 'distributed-computing']",Python,,Daft: The Python DataFrame for Complex Data,eventual-inc,2023-03-01,2023-03-03,2022-04-25,44,10.544871794871796
-329,ml-dl,https://github.com/facebookresearch/ppuda,,,,facebookresearch/ppuda,ppuda,467,60,19,[],Python,,ppuda: Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021),facebookresearch,2023-02-23,2022-07-26,2021-10-21,71,6.56425702811245
-914,ml,https://github.com/cvxgrp/pymde,,,,cvxgrp/pymde,pymde,465,26,9,"['embedding', 'visualization', 'feature-vectors', 'machine-learning', 'dimensionality-reduction', 'graph-embedding', 'pytorch', 'cuda', 'gpu']",Python,https://pymde.org,pymde: Minimum-distortion embedding with PyTorch,cvxgrp,2023-02-19,2022-11-20,2020-11-29,117,3.950242718446602
-497,ml-dl,https://github.com/mcahny/deep-video-inpainting,,,,mcahny/deep-video-inpainting,Deep-Video-Inpainting,463,88,14,[],Python,,"Deep-Video-Inpainting: Official pytorch implementation for ""Deep Video Inpainting"" (CVPR 2019)",mcahny,2023-02-19,2020-12-10,2019-05-22,197,2.346850108616944
-437,pandas,https://github.com/polyaxon/datatile,,,,polyaxon/datatile,traceml,461,40,13,"['pandas', 'pandas-summary', 'dataframes', 'data-science', 'spark', 'dask', 'plotly', 'statistics', 'matplotlib', 'data-profiling', 'data-visualization', 'data-exploration', 'dataops', 'mlops', 'data-quality', 'data-quality-checks', 'explainable-ai', 'pytorch', 'tensorflow', 'tracking']",Python,,"traceml: Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",polyaxon,2023-03-02,2023-02-24,2016-03-25,362,1.2734806629834254
-479,gis,https://github.com/holoviz/geoviews,,,,holoviz/geoviews,geoviews,460,68,28,"['holoviz', 'geoviews', 'holoviews', 'geographic-visualizations', 'cartopy', 'plotting']",Python,http://geoviews.org,"geoviews: Simple, concise geographical visualization in Python",holoviz,2023-03-02,2023-01-17,2016-04-19,358,1.2833798326026304
-375,viz,https://github.com/vhranger/nodevectors,,,,vhranger/nodevectors,nodevectors,458,53,11,[],Python,,nodevectors: Fastest network node embeddings in the west,vhranger,2023-02-28,2021-11-06,2019-07-25,188,2.4343204252088078
-742,nlp,https://github.com/koaning/whatlies,,,,koaning/whatlies,whatlies,452,50,14,"['nlp', 'embeddings', 'visualisations']",Python,https://koaning.github.io/whatlies/,"whatlies: Toolkit to help understand ""what lies"" in word embeddings. Also benchmarking! ",koaning,2023-03-01,2023-02-06,2020-02-22,157,2.863348416289593
-913,util,https://github.com/methexis-inc/terminal-copilot,,,,methexis-inc/terminal-copilot,terminal-copilot,446,23,6,[],Python,,terminal-copilot: A smart terminal assistant that helps you find the right command.,methexis-inc,2023-03-03,2023-01-25,2022-12-11,11,38.073170731707314
-837,gis,https://github.com/perrygeo/python-rasterstats,,,,perrygeo/python-rasterstats,python-rasterstats,446,108,33,[],Python,,python-rasterstats: Summary statistics of geospatial raster datasets based on vector geometries.,perrygeo,2023-02-27,2023-03-01,2013-09-18,493,0.9041413263828555
-844,perf,https://github.com/joblib/loky,,,,joblib/loky,loky,445,43,10,"['multiprocessing-library', 'python']",Python,http://loky.readthedocs.io/en/stable/,loky: Robust and reusable Executor for joblib,joblib,2023-03-02,2023-03-02,2015-12-25,375,1.1866666666666668
-573,gis,https://github.com/developmentseed/label-maker,,,,developmentseed/label-maker,label-maker,443,112,53,"['satellite-imagery', 'data-preparation', 'deep-learning', 'computer-vision', 'remote-sensing', 'keras']",Python,http://devseed.com/label-maker/,label-maker: Data Preparation for Satellite Machine Learning,developmentseed,2023-01-20,2020-11-19,2018-01-10,268,1.6512247071352502
-863,ml-ops,https://github.com/astronomer/astronomer,,,,astronomer/astronomer,astronomer,440,81,44,"['apache-airflow', 'kubernetes', 'docker', 'astronomer-platform']",Python,https://www.astronomer.io,"astronomer: Helm Charts for the Astronomer Platform, Apache Airflow as a Service on Kubernetes",astronomer,2023-03-02,2023-03-02,2018-01-15,267,1.6444207154297918
-292,util,https://github.com/fastai/ghapi,,,,fastai/ghapi,ghapi,436,44,8,"['github-api', 'github', 'nbdev', 'openapi', 'api-client']",Jupyter Notebook,https://ghapi.fast.ai/,ghapi: A delightful and complete interface to GitHub's amazing API,fastai,2023-02-24,2022-09-27,2020-11-21,118,3.668269230769231
-188,math,https://github.com/dit/dit,,,,dit/dit,dit,431,78,24,"['python', 'information-theory']",Python,http://docs.dit.io,dit: Python package for information theory.,dit,2023-03-02,2022-07-25,2013-09-29,491,0.8765252760023242
-786,util,https://github.com/gefyrahq/gefyra,,,,gefyrahq/gefyra,gefyra,424,23,7,"['kubernetes', 'development', 'developer-tool', 'containers', 'coding', 'tunnel', 'docker', 'k8s']",Python,https://gefyra.dev,"gefyra: Blazingly-fast :rocket:, rock-solid, local application development :arrow_right: with Kubernetes.",gefyrahq,2023-03-01,2023-02-22,2021-11-18,67,6.314893617021276
-481,sim,https://github.com/udst/urbansim,,,,udst/urbansim,urbansim,423,125,78,[],Python,https://udst.github.io/urbansim/,urbansim: Platform for building statistical models of cities and regions,udst,2023-02-17,2020-05-11,2013-08-15,498,0.8491540005735589
-486,gis,https://github.com/earthlab/earthpy,,,,earthlab/earthpy,earthpy,421,151,21,"['spatial-data', 'raster', 'vector', 'python', 'education']",Python,https://earthpy.readthedocs.io,earthpy: A package built to support working with spatial data using open source python,earthlab,2023-02-16,2021-12-20,2018-02-20,262,1.6042460533478498
-705,ml-ops,https://github.com/bodywork-ml/bodywork-core,,,,bodywork-ml/bodywork-core,bodywork-core,413,19,9,"['mlops', 'python', 'kubernetes', 'data-science', 'machine-learning', 'pipeline', 'serving', 'continuous-deployment', 'batch', 'devops', 'framework', 'cicd', 'orchestration']",Python,https://bodywork.readthedocs.io/en/latest/,"bodywork-core: ML pipeline orchestration and model deployments on Kubernetes, made really easy.",bodywork-ml,2023-02-01,2022-07-04,2020-11-17,119,3.458133971291866
-472,nlp,https://github.com/google-research/byt5,,,,google-research/byt5,byt5,413,25,11,[],Python,,google-research/byt5,google-research,2023-02-15,2022-03-02,2021-05-26,92,4.475232198142415
-803,util,https://github.com/open-telemetry/opentelemetry-python-contrib,,,,open-telemetry/opentelemetry-python-contrib,opentelemetry-python-contrib,411,319,15,[],Python,https://opentelemetry.io,opentelemetry-python-contrib: OpenTelemetry instrumentation for Python modules,open-telemetry,2023-03-02,2023-02-28,2019-11-08,173,2.3757225433526012
-722,perf,https://github.com/noxdafox/pebble,,,,noxdafox/pebble,pebble,406,46,10,"['threading', 'multiprocessing', 'python', 'pool', 'decorators', 'asyncio']",Python,,pebble: Multi threading and processing eye-candy.,noxdafox,2023-03-02,2023-03-01,2013-10-16,489,0.8297810218978102
-275,crypto,https://github.com/ethtx/ethtx,,,,ethtx/ethtx,ethtx,406,64,16,[],Python,https://www.ethtx.info,ethtx: Python package with core transaction decoding functions.,ethtx,2023-02-19,2022-12-01,2021-06-28,87,4.636215334420881
-254,ml,https://github.com/amzn/pecos,,,,amzn/pecos,pecos,403,89,21,"['machine-learning-algorithms', 'extreme-multi-label-classification', 'extreme-multi-label-ranking', 'transformers', 'approximate-nearest-neighbor-search']",Python,https://libpecos.org/,PECOS - Prediction for Enormous and Correlated Spaces,amzn,2023-02-28,2023-02-28,2020-08-12,133,3.0235798499464095
-577,jupyter,https://github.com/computationalmodelling/nbval,,,,computationalmodelling/nbval,nbval,398,51,10,"['ipython-notebook', 'jupyter-notebook', 'python', 'testing', 'pytest-plugin', 'pytest']",Python,,nbval: A py.test plugin to validate Jupyter notebooks,computationalmodelling,2023-02-27,2023-01-11,2015-04-09,412,0.965684575389948
-841,util,https://github.com/carlospuenteg/file-injector,,,,carlospuenteg/file-injector,File-Injector,396,19,7,"['image', 'image-manipulation', 'image-processing', 'noise', 'numpy', 'photography', 'python', 'python3', 'file', 'files', 'extraction', 'injection', 'storage', 'steganography', 'file-injection', 'file-injector']",Python,,File-Injector: File Injector is a script that allows you to store any file in an image using steganography,carlospuenteg,2023-02-21,2022-11-18,2022-10-22,18,21.0
-185,math,https://github.com/willianfuks/tfcausalimpact,,,,willianfuks/tfcausalimpact,tfcausalimpact,392,54,10,"['causalimpact', 'tensorflow-probability', 'python', 'causal-inference']",Python,,tfcausalimpact: Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.,willianfuks,2023-03-02,2022-12-20,2020-08-17,132,2.956896551724138
-528,nlp,https://github.com/hazyresearch/fonduer,,,,hazyresearch/fonduer,fonduer,390,79,27,"['multimodality', 'machine-learning', 'knowledge-base-construction']",Python,https://fonduer.readthedocs.io/,fonduer: A knowledge base construction engine for richly formatted data,hazyresearch,2023-01-27,2021-06-23,2018-02-02,265,1.471698113207547
-331,ml,https://github.com/jacopotagliabue/reclist,,,,jacopotagliabue/reclist,reclist,389,21,9,"['recommender-system', 'machine-learning', 'qa-automation']",Python,,"reclist: Behavioral ""black-box"" testing for recommender systems",jacopotagliabue,2023-03-02,2023-01-26,2021-11-08,68,5.672916666666667
-561,gis,https://github.com/geopandas/contextily,,,,geopandas/contextily,contextily,387,68,14,"['tiles', 'stamen', 'openstreetmap', 'python', 'tile', 'mapping', 'webtiles', 'geography', 'cartography', 'matplotlib', 'osm', 'stamen-maps']",Jupyter Notebook,https://contextily.readthedocs.io/en/latest/,contextily: Context geo-tiles in Python,geopandas,2023-02-28,2023-02-06,2016-09-08,338,1.144486692015209
-929,util,https://github.com/heuer/segno,,,,heuer/segno,segno,386,42,11,"['qrcode', 'barcode', 'micro-qrcode', 'matrix-barcode', 'qr-code', 'segno', 'python', 'qr-generator', 'iso-18004', 'structured-append', 'python-qrcode', 'micro-qr-code']",Python,https://pypi.org/project/segno/,segno: Python QR Code and Micro QR Code encoder,heuer,2023-02-27,2022-12-10,2016-08-04,343,1.124895920066611
-12,nlp,https://github.com/dialogflow/dialogflow-python-client-v2,,,,dialogflow/dialogflow-python-client-v2,python-dialogflow,386,145,53,"['python', 'machine-learning', 'dialogflow']",Python,https://dialogflow.com/,python-dialogflow: Python client for Dialogflow: Design and integrate a conversational user interface into your applications and devices.,dialogflow,2023-03-01,2023-03-01,2017-10-24,279,1.3813905930470347
-496,ml,https://github.com/linkedin/fasttreeshap,,,,linkedin/fasttreeshap,FastTreeSHAP,384,23,7,"['explainable-ai', 'interpretability', 'lightgbm', 'machine-learning', 'random-forest', 'shap', 'xgboost']",Python,,FastTreeSHAP: Fast SHAP value computation for interpreting tree-based models,linkedin,2023-02-24,2022-11-29,2022-01-24,57,6.669975186104218
-492,gis,https://github.com/cogeotiff/rio-tiler,,,,cogeotiff/rio-tiler,rio-tiler,382,86,66,"['satellite', 'cog', 'cogeotiff', 'maptile', 'raster-processing', 'mercator', 'tile', 'slippy-map', 'gdal', 'rasterio', 'raster']",Python,https://cogeotiff.github.io/rio-tiler/,rio-tiler: User friendly Rasterio plugin to read raster datasets.,cogeotiff,2023-03-01,2023-02-28,2017-10-06,282,1.3546099290780143
-747,study,https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1,,,,bayesianmodelingandcomputationinpython/bookcode_edition1,BookCode_Edition1,381,92,17,[],Jupyter Notebook,https://www.bayesiancomputationbook.com,bayesianmodelingandcomputationinpython/bookcode_edition1,bayesianmodelingandcomputationinpython,2023-03-02,2023-01-09,2021-08-17,80,4.737122557726465
-335,ml,https://github.com/mrdbourke/m1-machine-learning-test,,,,mrdbourke/m1-machine-learning-test,m1-machine-learning-test,379,120,12,"['tensorflow', 'tensorflow-macos', 'metal', 'machine-learning']",Jupyter Notebook,,m1-machine-learning-test: Code for testing various M1 Chip benchmarks with TensorFlow.,mrdbourke,2023-03-02,2022-07-16,2021-11-14,67,5.59704641350211
-756,ml-dl,https://github.com/samuela/git-re-basin,,,,samuela/git-re-basin,git-re-basin,377,33,5,"['deep-learning', 'deeplearning', 'jax', 'machine-learning', 'neural-networks']",Python,https://arxiv.org/abs/2209.04836,"git-re-basin: Code release for ""Git Re-Basin: Merging Models modulo Permutation Symmetries""",samuela,2023-03-01,2023-03-01,2022-09-13,24,15.432748538011696
-560,gis,https://github.com/corteva/rioxarray,,,,corteva/rioxarray,rioxarray,374,60,14,"['gis', 'rasterio', 'xarray', 'geospatial', 'python', 'gdal', 'raster', 'netcdf', 'hacktoberfest']",Python,https://corteva.github.io/rioxarray,rioxarray: geospatial xarray extension powered by rasterio,corteva,2023-03-02,2023-02-22,2019-04-16,202,1.8475652787579393
-49,util,https://github.com/mozillazg/pypy,,,,mozillazg/pypy,pypy,369,59,11,"['pypy', 'github-mirror', 'unofficial', 'unofficial-mirror', 'read-only-repository', 'readonly']",Python,https://foss.heptapod.net/pypy/pypy,pypy: The unofficial GitHub mirror of PyPy,mozillazg,2023-03-01,2023-02-27,2015-08-03,395,0.9328277356446371
-586,gis,https://github.com/pysal/momepy,,,,pysal/momepy,momepy,364,49,16,"['urban', 'morphology', 'morphological-analysis', 'morphometrics', 'urban-morphometrics', 'urban-street-networks']",Python,https://docs.momepy.org,momepy: Urban Morphology Measuring Toolkit,pysal,2023-02-21,2023-02-28,2018-03-30,257,1.416342412451362
-499,ml-dl,https://github.com/researchmm/sttn,,,,researchmm/sttn,STTN,362,72,20,"['video-inpainting', 'completing-videos', 'transformer', 'spatial-temporal']",Jupyter Notebook,https://arxiv.org/abs/2007.10247,[ECCV'2020] STTN: Learning Joint Spatial-Temporal Transformations for Video Inpainting,researchmm,2023-02-27,2021-07-26,2020-07-10,138,2.6231884057971016
-522,gis,https://github.com/pygeos/pygeos,,,,pygeos/pygeos,pygeos,361,40,16,[],Python,https://pygeos.readthedocs.io,pygeos: Wraps GEOS geometry functions in numpy ufuncs.,pygeos,2023-02-14,2022-12-14,2019-06-10,194,1.855359765051395
-563,gis,https://github.com/geopandas/dask-geopandas,,,,geopandas/dask-geopandas,dask-geopandas,361,37,23,[],Python,https://dask-geopandas.readthedocs.io/,dask-geopandas: Parallel GeoPandas with Dask,geopandas,2023-03-02,2023-02-27,2020-02-13,159,2.2684021543985637
-519,gis,https://github.com/scikit-geometry/scikit-geometry,,,,scikit-geometry/scikit-geometry,scikit-geometry,360,50,14,"['cgal', 'geometry', 'python', 'geometric-algorithms', 'wrapper']",Jupyter Notebook,https://scikit-geometry.github.io/scikit-geometry,scikit-geometry: Scientific Python Geometric Algorithms Library,scikit-geometry,2023-01-20,2022-10-14,2016-03-28,361,0.9956538917423943
-510,ml-dl,https://github.com/leondgarse/keras_cv_attention_models,,,,leondgarse/keras_cv_attention_models,keras_cv_attention_models,357,59,17,"['tensorflow', 'visualizing', 'keras', 'attention', 'model', 'imagenet', 'coco', 'recognition', 'detection', 'anchor-free', 'tf', 'tf2']",Python,,"keras_cv_attention_models: Keras beit,botnet,CMT,CoaT,CoAtNet,convnext,cotnet,davit,efficientdet,edgenext,efficientformer,efficientnet,fbnet,flexivit,gcvit,ghostnet,gmlp,gpvit,halonet,hornet,iformer,lcnet,levit,maxvit,mlp-mixer,mobilevit,nat,nfnets,pvt,regnet,resmlp,resnest,resnext,resnetd,swin,tinynet,uniformer,volo,wavemlp,yolor,yolov7,yolox",leondgarse,2023-02-22,2023-02-25,2021-08-02,82,4.323529411764706
-978,ml,https://github.com/tanelp/tiny-diffusion,,,,tanelp/tiny-diffusion,tiny-diffusion,356,25,7,[],Jupyter Notebook,,tiny-diffusion: A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.,tanelp,2023-02-27,2023-02-19,2023-01-13,7,50.857142857142854
-902,util,https://github.com/ofek/pypinfo,,,,ofek/pypinfo,pypinfo,356,31,14,"['python', 'bigquery', 'pypi', 'statistics']",Python,,pypinfo: Easily view PyPI download statistics via Google's BigQuery.,ofek,2023-02-20,2022-11-30,2017-05-13,302,1.1754716981132076
-237,ml,https://github.com/salesforce/warp-drive,,,,salesforce/warp-drive,warp-drive,352,65,13,"['reinforcement-learning', 'gpu', 'cuda', 'multiagent-reinforcement-learning', 'deep-learning', 'high-throughput', 'pytorch', 'numba']",Python,,warp-drive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022),salesforce,2023-02-23,2023-01-17,2021-08-25,79,4.43963963963964
-692,util,https://github.com/paperswithcode/axcell,,,,paperswithcode/axcell,axcell,349,56,13,[],Python,,axcell: Tools for extracting tables and results from Machine Learning papers,paperswithcode,2023-03-02,2021-06-23,2019-06-27,192,1.81635687732342
-848,gis,https://github.com/mapbox/mercantile,,,,mapbox/mercantile,mercantile,348,61,117,"['satellite', 'pxm', 'imagery']",Python,,mercantile: Spherical mercator tile and coordinate utilities,mapbox,2023-02-28,2021-10-22,2014-02-12,472,0.7368421052631579
-340,term,https://github.com/federicoceratto/dashing,,,,federicoceratto/dashing,dashing,347,30,9,"['python', 'python3', 'terminal', 'dashboard', 'terminal-based', 'gauges', 'charts']",Python,https://dashing.readthedocs.io/en/latest/,dashing: Terminal dashboards for Python,federicoceratto,2023-02-22,2020-09-06,2017-06-03,299,1.1572177227251073
-684,util,https://github.com/sciunto-org/python-bibtexparser,,,,sciunto-org/python-bibtexparser,python-bibtexparser,347,118,17,"['bibtex', 'bibtex-files', 'latex', 'python', 'hacktoberfest2022']",Python,https://bibtexparser.readthedocs.io,python-bibtexparser: Bibtex parser for Python 3,sciunto-org,2023-03-01,2023-01-03,2013-01-05,529,0.6548935022917228
-158,jupyter,https://github.com/nteract/testbook,,,,nteract/testbook,testbook,345,38,15,"['jupyter-notebook', 'unit-testing', 'pytest', 'nteract', 'python', 'testbook']",Python,https://testbook.readthedocs.io,testbook: 🧪 📗  Unit test your Jupyter Notebooks the right way,nteract,2023-02-06,2022-11-29,2020-02-26,157,2.1934604904632153
-664,study,https://github.com/rasbt/stat451-machine-learning-fs20,,,,rasbt/stat451-machine-learning-fs20,stat451-machine-learning-fs20,343,180,18,[],Jupyter Notebook,,stat451-machine-learning-fs20: STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020),rasbt,2023-02-28,2020-12-03,2020-08-06,134,2.556975505857295
-464,data,https://github.com/dmarx/psaw,,,,dmarx/psaw,psaw,342,55,9,[],Python,,psaw: Python Pushshift.io API Wrapper (for comment/submission search),dmarx,2023-03-02,2022-07-09,2018-04-15,254,1.3426808749298935
-719,gis,https://github.com/weecology/deepforest,,,,weecology/deepforest,DeepForest,340,132,15,[],JavaScript,https://deepforest.readthedocs.io/,DeepForest: Python Package for Tree Crown Detection in Airborne RGB imagery,weecology,2023-03-02,2023-02-22,2018-03-07,260,1.3062568605927551
-727,web,https://github.com/rstudio/py-shiny,,,,rstudio/py-shiny,py-shiny,337,20,23,[],JavaScript,https://shiny.rstudio.com/py/,py-shiny: Shiny for Python,rstudio,2023-03-02,2023-03-02,2021-07-27,83,4.039383561643835
-943,sim,https://github.com/crflynn/stochastic,,,,crflynn/stochastic,stochastic,332,64,15,"['stochastic-processes', 'stochastic', 'stochastic-differential-equations', 'probability', 'stochastic-volatility-models', 'stochastic-simulation-algorithm']",Python,http://stochastic.readthedocs.io/en/stable/,stochastic: Generate realizations of stochastic processes in python.,crflynn,2023-02-24,2022-07-12,2017-02-17,315,1.053968253968254
-745,perf,https://github.com/blosc/python-blosc,,,,blosc/python-blosc,python-blosc,329,75,14,"['python', 'wrapper', 'blosc', 'compression']",Python,https://www.blosc.org/python-blosc/python-blosc.html,python-blosc: A Python wrapper for the extremely fast Blosc compression library ,blosc,2023-02-07,2023-03-02,2010-09-30,648,0.5076041437072956
-364,ml-ops,https://github.com/kubeflow/fairing,,,,kubeflow/fairing,fairing,327,147,39,[],Jsonnet,,"fairing: Python SDK for building, training, and deploying ML models",kubeflow,2023-02-23,2021-08-26,2018-09-03,234,1.3940316686967114
-500,study,https://github.com/googlecloudplatform/practical-ml-vision-book,,,,googlecloudplatform/practical-ml-vision-book,practical-ml-vision-book,327,147,19,[],Jupyter Notebook,,googlecloudplatform/practical-ml-vision-book,googlecloudplatform,2023-03-02,2022-11-21,2020-11-18,119,2.741317365269461
-960,nlp,https://github.com/cqcl/lambeq,,,,cqcl/lambeq,lambeq,323,71,25,"['python', 'qnlp']",Python,https://cqcl.github.io/lambeq/,lambeq: A high-level Python library for Quantum Natural Language Processing,cqcl,2023-03-02,2023-01-09,2021-10-10,72,4.442043222003929
-594,gis,https://github.com/geopython/owslib,,,,geopython/owslib,OWSLib,322,261,30,[],Python,https://geopython.github.io/OWSLib,"OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.",geopython,2023-02-27,2023-02-24,2012-01-13,581,0.5542168674698795
-930,ml,https://github.com/google-research/maxvit,,,,google-research/maxvit,maxvit,311,19,6,"['architecture', 'classification', 'cnn', 'computer-vision', 'image', 'image-processing', 'mlp', 'object-detection', 'transformer', 'transformer-architecture', 'vision-transformer', 'segmentation', 'resnet']",Jupyter Notebook,,"[ECCV 2022] Official repository for ""MaxViT: Multi-Axis Vision Transformer"". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...",google-research,2023-03-01,2022-10-23,2022-07-07,34,9.108786610878662
-827,gis,https://github.com/datasystemslab/geotorch,,,,datasystemslab/geotorch,GeoTorchAI,310,21,9,"['classification-model', 'convlstm-pytorch', 'deep-learning', 'deep-neural-networks', 'deepsat', 'prediction-model', 'raster-data', 'satellite-images', 'segmentation-models', 'sequence-models', 'spatial-data-analysis', 'spatio-temporal-analysis', 'spatio-temporal-models', 'spatio-temporal-prediction', 'st-resnet', 'satellite-classification']",Python,https://kanchanchy.github.io/geotorchai/,GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036),datasystemslab,2023-03-01,2023-02-05,2022-05-23,40,7.640845070422535
-967,ml-dl,https://github.com/suanrong/sdne,,,,suanrong/sdne,SDNE,310,123,10,[],Python,http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding,SDNE: This is a implementation of SDNE (Structural Deep Network embedding),suanrong,2023-01-04,2021-09-10,2016-11-30,326,0.9500875656742557
-473,ml-dl,https://github.com/nyandwi/modernconvnets,,,,nyandwi/modernconvnets,ModernConvNets,306,32,7,"['convnets', 'deep-learning-algorithms', 'computer-vision', 'tensorflow', 'keras', 'convolutional-neural-networks', 'neural-networks', 'image-classification', 'cnns']",Jupyter Notebook,,ModernConvNets: Revisions and implementations of modern Convolutional Neural Networks architectures in TensorFlow and Keras,nyandwi,2023-02-17,2022-10-05,2022-02-10,55,5.549222797927461
-300,nlp,https://github.com/openai/grade-school-math,,,,openai/grade-school-math,grade-school-math,306,64,9,[],Python,,openai/grade-school-math,openai,2023-03-02,2021-11-19,2021-10-20,71,4.292585170340681
-788,study,https://github.com/mynameisfiber/high_performance_python_2e,,,,mynameisfiber/high_performance_python_2e,high_performance_python_2e,306,100,6,"['python', 'high-performance', 'code-samples', 'oreilly', 'oreilly-books']",Python,,"high_performance_python_2e: Code for the book ""High Performance Python 2e"" by Micha Gorelick and Ian Ozsvald with OReilly ",mynameisfiber,2023-02-16,2023-01-18,2020-04-12,150,2.0303317535545022
-430,jupyter,https://github.com/chaoleili/jupyterlab_tensorboard,,,,chaoleili/jupyterlab_tensorboard,jupyterlab_tensorboard,297,36,11,"['jupyterlab-extension', 'tensorboard', 'jupyterlab']",TypeScript,,jupyterlab_tensorboard: Tensorboard extension for jupyterlab.,chaoleili,2023-02-28,2022-07-18,2018-08-14,237,1.2509025270758123
-939,web,https://github.com/dmontagu/fastapi_client,,,,dmontagu/fastapi_client,fastapi_client,296,39,8,[],Python,,fastapi_client: FastAPI client generator,dmontagu,2023-02-23,2021-02-11,2019-08-03,186,1.584097859327217
-884,time-series,https://github.com/pastas/pastas,,,,pastas/pastas,pastas,295,55,18,"['hydrology', 'groundwater', 'python', 'timeseries', 'analysis', 'pastas']",Python,https://pastas.readthedocs.io,pastas: :spaghetti: Pastas is an open-source Python framework for the analysis of groundwater time series.,pastas,2023-03-01,2023-02-07,2016-04-15,359,0.8217270194986073
-946,web,https://github.com/aeternalis-ingenium/fastapi-backend-template,,,,aeternalis-ingenium/fastapi-backend-template,FastAPI-Backend-Template,289,49,10,"['asynchronous', 'docker', 'docker-compose', 'fastapi', 'postgresql', 'python', 'sqlalchemy', 'codecov', 'githubactions', 'jwt', 'pre-commit', 'alembic', 'asyncpg', 'coverage', 'pytest']",Python,,"FastAPI-Backend-Template: A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.",aeternalis-ingenium,2023-03-03,2023-02-05,2022-12-05,12,22.988636363636363
-826,diffusion,https://github.com/thereforegames/unprompted,,,,thereforegames/unprompted,unprompted,286,31,9,[],Python,,unprompted: Text generator written for Stable Diffusion workflows.,thereforegames,2023-03-02,2023-02-25,2022-10-31,17,16.276422764227643
-574,gis,https://github.com/developmentseed/geolambda,,,,developmentseed/geolambda,geolambda,282,85,50,[],Dockerfile,,geolambda: Create and deploy Geospatial AWS Lambda functions,developmentseed,2023-02-28,2021-02-16,2017-05-02,304,0.9263256687001408
-524,util,https://github.com/venth/aws-adfs,,,,venth/aws-adfs,aws-adfs,281,91,11,"['aws', 'adfs', 'python', 'command-line', 'tools', 'multi-factor-authentication', 'duo-security']",Python,,aws-adfs: Command line tool to ease aws cli authentication against ADFS (multi factor authentication with active directory),venth,2023-02-22,2022-12-14,2016-06-25,348,0.8054873054873055
-342,term,https://github.com/rockhopper-technologies/enlighten,,,,rockhopper-technologies/enlighten,enlighten,277,19,4,['python'],Python,https://python-enlighten.readthedocs.io,Enlighten Progress Bar for Python Console Apps,rockhopper-technologies,2023-02-27,2023-02-04,2017-09-22,284,0.9753521126760564
-210,util,https://github.com/tiangolo/poetry-version-plugin,,,,tiangolo/poetry-version-plugin,poetry-version-plugin,275,24,5,"['python-poetry', 'packaging', 'python', 'python3', 'pypi', 'packaging-for-pypi']",Python,,poetry-version-plugin: Poetry plugin for dynamically extracting the package version from a __version__ variable or a Git tag.,tiangolo,2023-03-02,2021-05-28,2021-05-27,92,2.9844961240310077
-123,util,https://github.com/mgedmin/check-manifest,,,,mgedmin/check-manifest,check-manifest,275,37,7,[],Python,https://pypi.org/p/check-manifest,check-manifest: Tool to check the completeness of MANIFEST.in for Python packages,mgedmin,2023-03-01,2022-12-11,2013-03-05,521,0.5273972602739726
-385,nlp,https://github.com/kootenpv/contractions,,,,kootenpv/contractions,contractions,273,35,7,[],Python,,contractions: Fixes contractions such as `you're` to `you are`,kootenpv,2023-03-01,2022-11-15,2016-12-25,322,0.8459495351925631
-418,pandas,https://github.com/zsailer/pandas_flavor,,,,zsailer/pandas_flavor,pandas_flavor,273,17,11,['pandas'],Python,https://zsailer.github.io/software/pandas-flavor/,pandas_flavor: The easy way to write your own flavor of Pandas,zsailer,2023-02-27,2023-02-03,2018-01-25,266,1.0257648953301126
-307,crypto,https://github.com/ethereum/eth-utils,,,,ethereum/eth-utils,eth-utils,270,141,18,"['ethereum', 'python', 'utility-library']",Python,https://eth-utils.readthedocs.io/en/latest/,eth-utils: Utility functions for working with ethereum related codebases.,ethereum,2023-02-13,2022-11-17,2017-02-07,316,0.8532731376975169
-737,ml-ops,https://github.com/skops-dev/skops,,,,skops-dev/skops,skops,269,42,9,"['huggingface', 'machine-learning', 'mlops', 'scikit-learn', 'hacktoberfest']",Python,https://skops.readthedocs.io/en/stable/,skops is a Python library helping you share your scikit-learn based models and put them in production,skops-dev,2023-03-02,2023-02-28,2022-05-04,43,6.214521452145214
-714,ml-ops,https://github.com/unionai-oss/unionml,,,,unionai-oss/unionml,unionml,267,37,4,"['machine-learning', 'mlops', 'hacktoberfest']",Python,https://www.union.ai/unionml,UnionML: the easiest way to build and deploy machine learning microservices,unionai-oss,2023-03-02,2022-12-21,2021-11-17,67,3.968152866242038
-852,web,https://github.com/conradbez/hstream,,,,conradbez/hstream,hstream,267,11,6,[],Python,,hstream: Hyper Stream,conradbez,2023-01-29,2023-02-10,2022-11-03,17,15.575
-670,gis,https://github.com/cgal/cgal-swig-bindings,,,,cgal/cgal-swig-bindings,cgal-swig-bindings,266,80,26,[],C++,,cgal-swig-bindings: CGAL bindings using SWIG,cgal,2023-02-27,2023-03-01,2015-03-14,415,0.6396427344555136
-508,data,https://github.com/facebookresearch/mephisto,,,,facebookresearch/mephisto,Mephisto,263,59,15,[],JavaScript,https://mephisto.ai/,Mephisto: A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use. ,facebookresearch,2023-02-19,2023-02-18,2019-08-19,184,1.424922600619195
-303,util,https://github.com/airbnb/ottr,,,,airbnb/ottr,ottr,261,28,7,[],Python,,ottr: Serverless Public Key Infrastructure Framework,airbnb,2023-02-26,2022-01-04,2021-08-27,79,3.3037974683544302
-454,gis,https://github.com/openaddresses/pyesridump,,,,openaddresses/pyesridump,pyesridump,258,60,16,[],Python,,pyesridump: Scrapes an ESRI MapServer REST endpoint to spit out more generally-usable geodata.,openaddresses,2023-02-17,2023-02-01,2013-12-06,482,0.5352697095435685
-480,pandas,https://github.com/holoviz/spatialpandas,,,,holoviz/spatialpandas,spatialpandas,256,21,22,"['holoviz', 'spatialpandas', 'pandas', 'geopandas', 'geographic-data']",Python,,spatialpandas: Pandas extension arrays for spatial/geometric operations,holoviz,2023-02-28,2023-03-02,2019-10-28,174,1.4664484451718494
-587,ml,https://github.com/merantix-momentum/squirrel-core,,,,merantix-momentum/squirrel-core,squirrel-core,256,6,13,"['python', 'ml', 'machine-learning', 'data-science', 'computer-vision', 'cv', 'nlp', 'natural-language-processing', 'ai', 'pytorch', 'tensorflow', 'jax', 'datasets', 'distributed', 'dataops', 'collaboration', 'deep-learning', 'data-mesh', 'data-ingestion', 'cloud-computing']",Python,https://squirrel-core.readthedocs.io/,"squirrel-core: A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:",merantix-momentum,2023-02-25,2023-03-02,2022-02-11,55,4.654545454545454
-374,data,https://github.com/ndrplz/google-drive-downloader,,,,ndrplz/google-drive-downloader,google-drive-downloader,252,62,11,[],Python,,google-drive-downloader: Minimal class to download shared files from Google Drive.,ndrplz,2023-02-21,2019-02-09,2017-12-08,273,0.9230769230769231
-693,data,https://github.com/paperswithcode/sota-extractor,,,,paperswithcode/sota-extractor,sota-extractor,252,28,13,[],Python,,sota-extractor: The SOTA extractor pipeline,paperswithcode,2022-12-26,2022-03-09,2018-12-07,221,1.1402714932126696
-515,data,https://github.com/jovianml/opendatasets,,,,jovianml/opendatasets,opendatasets,251,123,13,"['data-science', 'machine-learning', 'datasets', 'python']",Python,,"opendatasets: A Python library for downloading datasets from Kaggle, Google Drive, and other online sources.",jovianml,2023-03-02,2022-11-01,2020-09-17,128,1.9587513935340022
-248,util,https://github.com/rpgreen/apilogs,,,,rpgreen/apilogs,apilogs,249,19,9,"['api', 'gateway', 'api-gateway', 'aws', 'cloudwatch-logs', 'logging', 'lambda', 'aws-lambda', 'aws-apigateway']",Python,,apilogs: Easy logging and debugging for Amazon API Gateway and AWS Lambda Serverless APIs,rpgreen,2023-02-10,2019-11-13,2016-09-07,338,0.7360641891891891
-888,study,https://github.com/amaargiru/pyroad,,,,amaargiru/pyroad,pyroad,248,27,5,"['python', 'roadmap', 'tutorial']",Jupyter Notebook,,pyroad: Detailed Python developer roadmap,amaargiru,2023-03-01,2023-02-27,2022-11-03,17,14.466666666666667
-864,ml-ops,https://github.com/astronomer/airflow-chart,,,,astronomer/airflow-chart,airflow-chart,248,89,44,"['helm-chart', 'airflow', 'apache-airflow', 'kubernetes']",Python,,airflow-chart: A Helm chart to install Apache Airflow on Kubernetes,astronomer,2023-03-02,2023-03-02,2020-01-22,162,1.528169014084507
-657,template,https://github.com/sqlalchemy/mako,,,,sqlalchemy/mako,mako,245,46,11,[],Python,https://www.makotemplates.org,Mako Templates for Python,sqlalchemy,2023-02-26,2023-01-03,2018-11-26,222,1.100770218228498
-870,ml,https://github.com/infer-actively/pymdp,,,,infer-actively/pymdp,pymdp,245,38,24,[],Python,,pymdp: A Python implementation of active inference for Markov Decision Processes,infer-actively,2023-03-02,2022-12-08,2019-11-27,170,1.438758389261745
-588,data,https://github.com/tokern/data-lineage,,,,tokern/data-lineage,data-lineage,244,28,8,"['data-lineage', 'data-governance', 'python', 'postgresql', 'jupyter']",Python,https://tokern.io/data-lineage/,data-lineage: Generate and Visualize Data Lineage from query history,tokern,2023-02-27,2022-05-02,2020-03-17,154,1.580018501387604
-229,data,https://github.com/microsoft/genalog,,,,microsoft/genalog,genalog,244,24,10,"['ner', 'ocr-recognition', 'python', 'text-alignment', 'data-generation', 'data-science', 'machine-learning', 'synthetic-data', 'synthetic-images', 'synthetic-data-generation']",Jupyter Notebook,https://microsoft.github.io/genalog/,"Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.",microsoft,2023-02-28,2023-02-14,2020-06-15,141,1.7235116044399597
-83,ml,https://github.com/stan-dev/pystan,,,,stan-dev/pystan,pystan,244,46,13,[],Python,,"PyStan, a Python interface to Stan, a platform for statistical modeling. Documentation: https://pystan.readthedocs.io",stan-dev,2023-03-03,2022-11-26,2017-09-17,284,0.8569994982438535
-277,data,https://github.com/airbnb/omniduct,,,,airbnb/omniduct,omniduct,243,47,30,[],Python,,"omniduct: A toolkit providing a uniform interface for connecting to and extracting data from a wide variety of (potentially remote) data stores (including HDFS, Hive, Presto, MySQL, etc).",airbnb,2023-02-19,2022-05-09,2017-02-22,314,0.7731818181818182
-276,crypto,https://github.com/ethtx/ethtx_ce,,,,ethtx/ethtx_ce,ethtx_ce,242,60,13,[],Python,https://ethtx.info,ethtx_ce: Ethereum transaction decoder (community version).,ethtx,2023-03-01,2022-12-22,2021-07-26,83,2.8957264957264957
-933,nlp,https://github.com/lucidrains/medical-chatgpt,,,,lucidrains/medical-chatgpt,medical-chatgpt,239,20,26,"['artificial-intelligence', 'attention-mechanisms', 'deep-learning', 'transformers', 'medicine']",Python,,"medical-chatgpt: Implementation of ChatGPT, but tailored towards primary care medicine, with the reward being able to collect patient histories in a thorough and efficient manner and come up with a reasonable differential diagnosis",lucidrains,2023-03-01,2023-02-27,2022-12-10,11,20.156626506024097
-923,gis,https://github.com/giswqs/aws-open-data-geo,,,,giswqs/aws-open-data-geo,aws-open-data-geo,235,6,9,"['aws', 'environment', 'geospatial', 'mapping', 'open-data', 'satellite-imagery', 'sustainability']",Python,,aws-open-data-geo: A list of open geospatial datasets on AWS,giswqs,2023-02-27,2023-03-02,2022-12-18,10,21.933333333333334
-865,ml-ops,https://github.com/astronomer/astro-sdk,,,,astronomer/astro-sdk,astro-sdk,232,32,14,"['python', 'sql', 'pandas', 'airflow', 'sqlite', 'bigquery', 'postgres', 'snowflake', 'gcs', 's3', 'etl', 'elt', 'dags', 'workflows', 'data-analysis', 'data-science', 'apache-airflow']",Python,https://astro-sdk-python.rtfd.io/,"astro-sdk: Astro SDK allows rapid and clean development of {Extract, Load, Transform} workflows using Python and SQL, powered by Apache Airflow.",astronomer,2023-03-02,2023-03-02,2021-12-06,64,3.5929203539823007
-274,data,https://github.com/amzn/ion-python,,,,amzn/ion-python,ion-python,223,49,25,[],Python,https://amazon-ion.github.io/ion-docs/,ion-python: A Python implementation of Amazon Ion.,amzn,2023-02-21,2023-02-14,2016-04-07,360,0.6191987306624356
-981,util,https://github.com/google/pyglove,1.0,,,google/pyglove,pyglove,222,8,7,"['automl', 'evolution', 'machine-learning', 'meta-learning', 'meta-programming', 'symbolic-programming', 'manipulation', 'python']",Python,,pyglove: Manipulating Python Programs,google,2023-03-02,2023-02-08,2022-05-12,42,5.2677966101694915
-249,sim,https://github.com/bilhim/trafficsimulator,,,,bilhim/trafficsimulator,trafficSimulator,221,82,16,[],Python,,bilhim/trafficsimulator,bilhim,2023-03-01,2021-09-07,2021-09-05,77,2.84375
-491,gis,https://github.com/cogeotiff/rio-cogeo,,,,cogeotiff/rio-cogeo,rio-cogeo,218,30,44,"['satellite', 'cog', 'geotiff', 'rasterio', 'cogeotiff']",Python,https://cogeotiff.github.io/rio-cogeo/,rio-cogeo: Cloud Optimized GeoTIFF creation and validation plugin for rasterio,cogeotiff,2023-02-10,2022-10-26,2018-03-09,260,0.8384615384615385
-467,math,https://github.com/lukaszahradnik/pyneuralogic,,,,lukaszahradnik/pyneuralogic,PyNeuraLogic,216,18,5,"['machine-learning', 'deep-learning', 'graph-neural-networks', 'relational-learning', 'python', 'geometric-deep-learning', 'pytorch', 'logic-programming', 'differentiable-programming']",Python,https://pyneuralogic.readthedocs.io/,PyNeuraLogic lets you use Python to create Differentiable Logic Programs,lukaszahradnik,2023-02-25,2023-03-02,2020-12-06,116,1.850673194614443
-337,util,https://github.com/mrabarnett/mrab-regex,,,,mrabarnett/mrab-regex,mrab-regex,215,27,6,[],C,,mrabarnett/mrab-regex,mrabarnett,2023-02-22,2022-10-31,2020-11-02,121,1.7685076380728555
-520,gis,https://github.com/lydorn/polygonization-by-frame-field-learning,,,,lydorn/polygonization-by-frame-field-learning,Polygonization-by-Frame-Field-Learning,215,54,11,"['segmentation', 'polygonization', 'remote', 'sensing', 'frame', 'field']",Python,,Polygonization-by-Frame-Field-Learning: This repository contains the code for our fast polygonal building extraction from overhead images pipeline.,lydorn,2023-02-26,2022-12-09,2020-05-26,144,1.4886251236399604
-733,ml,https://github.com/autonlab/auton-survival,,,,autonlab/auton-survival,auton-survival,212,52,7,"['survival-analysis', 'reliability-analysis', 'python', 'data-science', 'deep-learning', 'machine-learning', 'time-to-event', 'counterfactual-inference', 'regression', 'causal-inference', 'graphical-models']",Python,http://autonlab.github.io/auton-survival,"auton-survival: Auton Survival -  an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events ",autonlab,2023-03-01,2023-03-03,2020-04-01,152,1.3921200750469043
-819,time-series,https://github.com/salesforce/deeptime,,,,salesforce/deeptime,DeepTime,212,36,7,"['deep-learning', 'forecasting', 'meta-learning', 'time-series', 'time-series-forecasting', 'time-series-regression', 'implicit-neural-representation']",Python,,PyTorch code for DeepTime: Deep Time-Index Meta-Learning for Non-Stationary Time-Series Forecasting,salesforce,2023-03-03,2022-11-03,2022-06-27,35,5.959839357429719
-456,gis,https://github.com/graal-research/deepparse,,,,graal-research/deepparse,deepparse,207,24,4,"['machine-learning', 'python', 'addresses-parsing']",Python,https://deepparse.org/,Deepparse is a state-of-the-art library for parsing multinational street addresses using deep learning,graal-research,2023-02-24,2023-02-23,2020-07-01,139,1.4861538461538462
-243,ml,https://github.com/carla-recourse/carla,,,,carla-recourse/carla,CARLA,207,49,5,"['python', 'machine-learning', 'artificial-intelligence', 'explainable-ai', 'explainable-ml', 'explainability', 'counterfactual-explanations', 'counterfactuals', 'counterfactual', 'recourse', 'benchmark', 'benchmarking', 'tensorflow', 'tensorflow2', 'pytorch']",Python,,CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms,carla-recourse,2023-02-28,2023-02-22,2020-12-09,116,1.78009828009828
-240,sim,https://github.com/nv-tlabs/gamegan_code,,,,nv-tlabs/gamegan_code,GameGAN_code,206,34,10,[],Python,,GameGAN_code: Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020),nv-tlabs,2023-02-23,2021-11-11,2020-12-11,116,1.7758620689655173
-954,diffusion,https://github.com/lunarring/latentblending,,,,lunarring/latentblending,latentblending,205,18,12,"['animation', 'diffusion', 'stable-diffusion']",Python,,"latentblending: Create butter-smooth transitions between prompts, powered by stable diffusion",lunarring,2023-03-02,2023-03-02,2022-11-19,14,13.798076923076923
-859,jupyter,https://github.com/jupyter/nbformat,,,,jupyter/nbformat,nbformat,204,144,25,[],Python,http://nbformat.readthedocs.io/,nbformat: Reference implementation of the Jupyter Notebook format,jupyter,2023-02-11,2023-03-01,2015-04-09,412,0.4949740034662045
-836,gis,https://github.com/r-barnes/richdem,,,,r-barnes/richdem,richdem,201,59,14,"['digital-elevation-model', 'geosciences', 'geospatial', 'hydrology', 'hydrologic-modeling', 'big-data']",C++,,richdem: High-performance Terrain and Hydrology Analysis ,r-barnes,2023-02-28,2022-11-18,2013-01-06,529,0.3794498381877023
-955,diffusion,https://github.com/coyote-a/ultimate-upscale-for-automatic1111,,,,coyote-a/ultimate-upscale-for-automatic1111,ultimate-upscale-for-automatic1111,198,14,4,[],Python,,coyote-a/ultimate-upscale-for-automatic1111,coyote-a,2023-03-02,2023-02-07,2023-01-02,8,23.1
-207,util,https://github.com/aws/aws-lambda-python-runtime-interface-client,,,,aws/aws-lambda-python-runtime-interface-client,aws-lambda-python-runtime-interface-client,197,49,16,[],Python,,aws/aws-lambda-python-runtime-interface-client,aws,2023-03-02,2023-02-16,2020-09-02,130,1.5120614035087718
-339,perf,https://github.com/tlkh/tf-metal-experiments,,,,tlkh/tf-metal-experiments,tf-metal-experiments,193,19,11,"['gpu', 'deep-learning', 'tensorflow', 'm1', 'm1-max', 'benchmark', 'bert']",Jupyter Notebook,,tf-metal-experiments: TensorFlow Metal Backend on Apple Silicon Experiments (just for fun),tlkh,2023-02-28,2021-11-15,2021-10-26,70,2.740365111561866
-899,gis,https://github.com/kuanb/peartree,,,,kuanb/peartree,peartree,192,17,13,"['network-analysis', 'transit', 'graphs', 'gtfs', 'spatial-analysis', 'gis', 'modeling']",Python,,peartree: A library for converting transit data into a directed graph for sketch network analysis.,kuanb,2023-02-16,2021-01-18,2017-11-12,276,0.6938564790913784
-446,gis,https://github.com/pysal/spopt,,,,pysal/spopt,spopt,187,34,13,"['spatial-optimization', 'regionalization', 'facility-location', 'routing', 'transportation', 'spatial-analysis', 'location-allocation', 'location-modeling', 'resource-planning', 'python']",Python,https://pysal.org/spopt/,spopt: Spatial Optimization,pysal,2023-02-13,2023-03-02,2019-03-01,209,0.8947368421052632
-266,nlp,https://github.com/allenai/s2orc-doc2json,,,,allenai/s2orc-doc2json,s2orc-doc2json,183,36,6,[],Python,,"s2orc-doc2json: Parsers for scientific papers (PDF2JSON, TEX2JSON, JATS2JSON)",allenai,2023-02-26,2022-12-09,2020-12-10,116,1.5756457564575646
-461,nlp,https://github.com/yoadtew/zero-shot-image-to-text,,,,yoadtew/zero-shot-image-to-text,zero-shot-image-to-text,182,26,7,[],Python,,zero-shot-image-to-text: Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic,yoadtew,2023-03-02,2022-09-17,2021-11-26,66,2.757575757575758
-585,gis,https://github.com/spatialucr/geosnap,,,,spatialucr/geosnap,geosnap,181,28,17,[],Python,https://spatialucr.github.io/geosnap-guide,geosnap: The Geospatial Neighborhood Analysis Package,spatialucr,2023-02-14,2023-01-25,2018-09-19,232,0.7792127921279213
-731,gis,https://github.com/bowenc0221/boundary-iou-api,,,,bowenc0221/boundary-iou-api,boundary-iou-api,179,19,8,[],Python,,boundary-iou-api: Boundary IoU API (Beta version),bowenc0221,2023-02-28,2021-04-05,2021-03-29,100,1.7798295454545454
-33,gis,https://github.com/jasonrig/address-net,,,,jasonrig/address-net,address-net,176,72,13,"['rnn', 'deep-learning', 'machine-learning', 'address-parser']",Python,,address-net: A package to structure Australian addresses,jasonrig,2023-02-24,2020-09-09,2018-12-05,221,0.7953518398967075
-901,gis,https://github.com/amazon-science/earth-forecasting-transformer,,,,amazon-science/earth-forecasting-transformer,earth-forecasting-transformer,175,29,10,[],Jupyter Notebook,,earth-forecasting-transformer: Official implementation of Earthformer,amazon-science,2023-03-01,2023-02-03,2022-09-12,24,7.122093023255814
-948,nlp,https://github.com/ibm/transition-amr-parser,,,,ibm/transition-amr-parser,transition-amr-parser,174,40,9,"['machine-learning', 'nlp', 'semantic-parsing', 'amr', 'amr-parser', 'abstract-meaning-representation', 'amr-parsing', 'amr-graphs']",Python,,transition-amr-parser: SoTA Abstract Meaning Representation (AMR) parsing with word-node alignments in Pytorch. Includes checkpoints and other tools such as statistical significance Smatch.,ibm,2023-02-25,2023-02-01,2019-10-08,177,0.9806763285024155
-415,ml-dl,https://github.com/rafiqhasan/auto-tensorflow,,,,rafiqhasan/auto-tensorflow,auto-tensorflow,174,34,13,"['tensorflow', 'deeplearning', 'neural-networks', 'machinelearning', 'tfx', 'machine-learning', 'automl', 'auto-tensorflow', 'autotensorflow']",Python,,auto-tensorflow: Build Low Code Automated Tensorflow explainable models in just 3 lines of code. Library created by: Hasan Rafiq - https://www.linkedin.com/in/sam04/,rafiqhasan,2023-02-17,2022-12-09,2021-07-05,86,2.00990099009901
-743,study,https://github.com/koaning/calm-notebooks,,,,koaning/calm-notebooks,calm-notebooks,172,148,7,[],Jupyter Notebook,https://calmcode.io,calm-notebooks: notebooks that are used at calmcode.io,koaning,2023-03-01,2021-10-21,2020-03-01,156,1.097538742023701
-959,util,https://github.com/cqcl/tket,,,,cqcl/tket,tket,166,30,14,"['quantum-computing', 'compiler']",C++,,"tket: Source code for the TKET quantum compiler, Python bindings and utilities",cqcl,2023-03-01,2023-02-28,2021-09-13,76,2.167910447761194
-890,graph,https://github.com/h4kor/graph-force,,,,h4kor/graph-force,graph-force,164,0,9,"['force-directed-graphs', 'graph-algorithms', 'python', 'python3']",Rust,https://pypi.org/project/graph-force/,"graph-force: Python library for embedding large graphs in 2D space, using force-directed layouts.",h4kor,2023-03-02,2022-11-28,2022-11-28,13,12.08421052631579
-775,sim,https://github.com/activitysim/activitysim,,,,activitysim/activitysim,activitysim,152,87,42,"['python', 'travel-modeling', 'data-science', 'bsd-3-clause', 'microsimulation', 'activitysim']",Jupyter Notebook,https://activitysim.github.io,activitysim: An Open Platform for Activity-Based Travel Modeling,activitysim,2023-02-26,2023-01-31,2014-06-18,454,0.33459119496855344
-936,ml,https://github.com/jonasgeiping/breaching,,,,jonasgeiping/breaching,breaching,147,32,3,"['security', 'machine-learning', 'pytorch', 'federated-learning', 'decentralized-learning', 'privacy-audit']",Python,,Breaching privacy in federated learning scenarios for vision and text,jonasgeiping,2023-02-24,2023-02-09,2022-02-15,54,2.7007874015748032
-869,util,https://github.com/hugovk/pypistats,,,,hugovk/pypistats,pypistats,146,26,4,"['python', 'python3', 'pypi', 'statistics', 'stats', 'api', 'cli', 'command-line', 'command-line-tool', 'downloads', 'hacktoberfest']",Python,https://pypistats.org/api/,pypistats: Command-line interface to PyPI Stats API to get download stats for Python packages,hugovk,2023-02-26,2023-03-01,2018-09-22,231,0.62969808995687
-606,util,https://github.com/pyscript/pyscript-cli,,,,pyscript/pyscript-cli,pyscript-cli,145,14,12,[],Python,,pyscript-cli: A CLI for PyScript,pyscript,2023-02-27,2023-02-25,2022-05-01,43,3.316993464052288
-231,template,https://github.com/crmne/cookiecutter-modern-datascience,,,,crmne/cookiecutter-modern-datascience,cookiecutter-modern-datascience,143,29,3,"['cookiecutter', 'cookiecutter-template', 'cookiecutter-data-science', 'python', 'datascience']",Python,,cookiecutter-modern-datascience: Start a data science project with modern tools,crmne,2023-03-02,2022-06-10,2020-07-06,138,1.031958762886598
-785,util,https://github.com/brokenloop/jsontopydantic,,,,brokenloop/jsontopydantic,jsontopydantic,141,7,3,[],TypeScript,https://jsontopydantic.com,jsontopydantic: Web tool for generating Pydantic models from JSON objects,brokenloop,2023-02-22,2022-05-13,2020-11-28,117,1.1963636363636363
-466,nlp,https://github.com/infinitylogesh/mutate,,,,infinitylogesh/mutate,mutate,140,11,3,"['nlp-library', 'text-generation', 'language-model', 'data-augmentation', 'data-labeling']",Python,,mutate: A library to synthesize text datasets using Large Language Models (LLM),infinitylogesh,2023-02-16,2023-01-17,2021-12-29,61,2.2843822843822843
-564,gis,https://github.com/geopandas/pyogrio,,,,geopandas/pyogrio,pyogrio,139,10,9,[],Python,https://pyogrio.readthedocs.io,pyogrio: Vectorized vector I/O using OGR,geopandas,2023-02-19,2023-02-08,2020-03-27,153,0.9084967320261438
-774,sim,https://github.com/openfisca/openfisca-core,,,,openfisca/openfisca-core,openfisca-core,139,70,24,"['legislation-as-code', 'rules-as-code', 'better-rules', 'microsimulation']",Python,https://openfisca.org,openfisca-core: OpenFisca core engine. See other repositories for countries-specific code & data.,openfisca,2023-02-08,2023-01-24,2013-12-29,478,0.29036108624291257
-147,graph,https://github.com/guyallard/markov_clustering,,,,guyallard/markov_clustering,markov_clustering,134,34,9,"['markov-clustering', 'clustering', 'python', 'networks']",Python,,markov_clustering: markov clustering in python,guyallard,2023-02-27,2018-12-11,2017-09-27,283,0.4730206757438225
-555,ml,https://github.com/nicolas-chaulet/torch-points3d,,,,nicolas-chaulet/torch-points3d,torch-points3d,133,32,0,[],,https://torch-points3d.readthedocs.io/en/latest/,torch-points3d: Pytorch framework for doing deep learning on point clouds.,nicolas-chaulet,2023-02-28,2021-12-10,2022-01-09,59,2.227272727272727
-316,util,https://github.com/irmen/pyminiaudio,,,,irmen/pyminiaudio,pyminiaudio,130,16,3,[],C,,"pyminiaudio: python interface to the miniaudio audio playback, recording, decoding and conversion library",irmen,2023-03-01,2023-02-09,2019-06-30,191,0.6780923994038748
-290,template,https://github.com/eugeneyan/python-collab-template,,,,eugeneyan/python-collab-template,python-collab-template,127,37,4,"['python', 'unit-testing', 'linting', 'type-checking', 'github-actions', 'makefile', 'coverage', 'hacktoberfest']",Python,https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/,"python-collab-template: 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.",eugeneyan,2023-01-24,2022-07-02,2020-06-21,140,0.9025380710659898
-407,data,https://github.com/google/weather-tools,,,,google/weather-tools,weather-tools,127,27,15,"['python', 'apache-beam', 'weather']",Python,https://weather-tools.readthedocs.io/,weather-tools: Apache Beam pipelines to make weather data accessible and useful.,google,2023-02-26,2023-02-22,2021-11-22,66,1.907725321888412
-835,typing,https://github.com/jellezijlstra/autotyping,,,,jellezijlstra/autotyping,autotyping,126,9,4,[],Python,,jellezijlstra/autotyping,jellezijlstra,2023-02-28,2023-02-14,2021-06-25,88,1.4318181818181819
-571,gis,https://github.com/developmentseed/geojson-pydantic,,,,developmentseed/geojson-pydantic,geojson-pydantic,125,28,11,"['geojson', 'pydantic', 'geojson-spec']",Python,,geojson-pydantic: Pydantic data models for the GeoJSON spec,developmentseed,2023-03-02,2023-03-01,2020-05-21,145,0.8612204724409449
-305,util,https://github.com/xrudelis/pytrait,,,,xrudelis/pytrait,pytrait,123,3,3,[],Python,,pytrait: Traits for Python3,xrudelis,2023-02-15,2021-11-27,2021-11-21,66,1.8436830835117772
-973,data,https://github.com/nickreynke/python-gedcom,,,,nickreynke/python-gedcom,python-gedcom,121,31,16,"['python', 'gedcom', 'parser', 'gedcom-parser']",Python,https://nickreynke.github.io/python-gedcom/gedcom/index.html,"python-gedcom: Python module for parsing, analyzing, and manipulating GEDCOM files",nickreynke,2023-02-17,2021-06-03,2018-01-09,268,0.45077168706758913
-583,web,https://github.com/developmentseed/fastai-serving,,,,developmentseed/fastai-serving,fastai-serving,121,11,8,"['machine-learning', 'python', 'deep-learning', 'pytorch', 'docker']",Python,,"fastai-serving: A Docker image for serving fast.ai models, mimicking the API of Tensorflow Serving",developmentseed,2022-04-08,2020-02-10,2019-07-01,191,0.6316181953765846
-463,data,https://github.com/psycoguana/subredditmediadownloader,,,,psycoguana/subredditmediadownloader,SubredditMediaDownloader,112,8,3,[],Python,,SubredditMediaDownloader: Simple Python script to download images and videos from public subreddits without using Reddit's API 😎,psycoguana,2023-02-19,2023-01-17,2022-02-18,54,2.074074074074074
-893,sim,https://github.com/crowdbotp/socialways,,,,crowdbotp/socialways,socialways,111,45,9,"['trajectory-prediction', 'human-trajectory-prediction', 'gan', 'social-navigation', 'social-ways', 'pedestrian-trajectories', 'pedestrian', 'social-gan', 'social-robots', 'generative-adversarial-network', 'trajectory-forecasting', 'self-driving-car', 'prediction-model', 'info-gan', 'crowd-simulation']",Python,,socialways: Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs (CVPR 2019),crowdbotp,2023-01-26,2020-03-20,2019-04-23,201,0.551063829787234
-945,web,https://github.com/rawheel/fastapi-boilerplate,,,,rawheel/fastapi-boilerplate,fastapi-boilerplate,110,10,1,"['alembic', 'boilerplate', 'docker', 'fastapi', 'fastapi-boilerplate', 'fastapi-sqlalchemy', 'postgresql', 'pydantic', 'python3', 'docker-compose', 'sqlalchemy', 'sqlalchemy-orm', 'poetry-python', 'orm']",Python,,"fastapi-boilerplate: Dockerized FastAPI boiler plate similar to Django code structure with views, serializers(pydantic) and model( Sqlalchemy ORM) with dockerized database(PostgresSQL) and PgAdmin. 🚀 ",rawheel,2023-03-01,2023-01-07,2022-12-28,9,11.846153846153847
-847,gis,https://github.com/remotesensinglab/raster4ml,,,,remotesensinglab/raster4ml,raster4ml,106,12,4,"['agriculture-research', 'data-science', 'geospatial-data', 'machine-learning', 'remote-sensing', 'vegetation', 'vegetation-index', 'python']",Python,https://raster4ml.readthedocs.io,raster4ml: A geospatial raster processing library for machine learning,remotesensinglab,2023-03-02,2022-11-01,2022-07-11,33,3.157446808510638
-527,ml,https://github.com/hazyresearch/domino,,,,hazyresearch/domino,domino,104,16,20,[],Python,,hazyresearch/domino,hazyresearch,2023-02-15,2022-08-02,2021-11-29,65,1.5860566448801743
-533,gis,https://github.com/gdaosu/lod2buildingmodel,,,,gdaosu/lod2buildingmodel,LOD2BuildingModel,104,23,9,[],Python,,LOD2BuildingModel: SAT2LoD2: Automated LoD-2 Model Reconstruction from Satellite-derived DSM and Orthophoto,gdaosu,2023-02-25,2022-07-21,2021-08-30,78,1.3236363636363637
-457,nlp,https://github.com/coastalcph/lex-glue,,,,coastalcph/lex-glue,lex-glue,103,24,6,"['legal', 'nlp', 'benchmark', 'legaltech', 'lawtech']",Python,,lex-glue: LexGLUE: A Benchmark Dataset for Legal Language Understanding in English,coastalcph,2023-02-28,2022-11-04,2021-09-27,74,1.3812260536398469
-667,gis,https://github.com/zorzi-s/polyworldpretrainednetwork,,,,zorzi-s/polyworldpretrainednetwork,PolyWorldPretrainedNetwork,99,15,7,[],Python,,PolyWorldPretrainedNetwork: PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images,zorzi-s,2023-02-28,2022-11-10,2022-03-23,49,2.008695652173913
-746,data,https://github.com/ktrueda/parquet-tools,,,,ktrueda/parquet-tools,parquet-tools,97,12,3,"['parquet', 'parquet-tools', 'cli']",Python,,parquet-tools: easy install parquet-tools,ktrueda,2023-03-01,2023-01-18,2020-05-02,147,0.6560386473429952
-529,nlp,https://github.com/hazyresearch/fonduer-tutorials,,,,hazyresearch/fonduer-tutorials,fonduer-tutorials,97,25,18,[],Jupyter Notebook,https://github.com/HazyResearch/fonduer,fonduer-tutorials: A collection of simple tutorials for using Fonduer,hazyresearch,2023-02-28,2020-05-27,2018-03-23,258,0.375968992248062
-781,gis,https://github.com/ghislainv/forestatrisk,,,,ghislainv/forestatrisk,forestatrisk,96,21,4,"['python', 'land-use-change', 'spatial-modelling', 'spatial-analysis', 'forecasting', 'spatial-autocorrelation', 'tropical-forests', 'roads', 'protected-areas', 'biodiversity-scenario', 'ipbes', 'co2-emissions', 'ipcc', 'forest-cover-change', 'deforestation', 'deforestation-risk', 'redd']",Python,https://ecology.ghislainv.fr/forestatrisk,forestatrisk: :package: :snake: Python package to model and forecast the risk of deforestation,ghislainv,2023-02-21,2022-08-23,2016-12-01,326,0.2943495400788436
-842,jupyter,https://github.com/cmudig/autoprofiler,,,,cmudig/autoprofiler,AutoProfiler,94,5,1,"['jupyter', 'pandas', 'python']",Svelte,,AutoProfiler: Automatically profile dataframes in the Jupyter sidebar,cmudig,2023-02-28,2023-02-28,2022-03-24,49,1.9127906976744187
-558,gis,https://github.com/darribas/gds_env,,,,darribas/gds_env,gds_env,93,36,9,"['geographic-data-science', 'docker', 'python', 'r', 'latex', 'jupyter-lab']",Jupyter Notebook,https://darribas.org/gds_env,gds_env: A containerised platform for Geographic Data Science,darribas,2022-11-16,2022-12-09,2016-08-12,342,0.2719298245614035
-744,ml-ops,https://github.com/aiqc/aiqc,,,,aiqc/aiqc,AIQC,91,20,4,[],Jupyter Notebook,,AIQC: End-to-end deep learning on your desktop or server.,aiqc,2023-02-18,2022-12-16,2020-12-02,117,0.7758830694275274
-534,ml-dl,https://github.com/benedekrozemberczki/tigerlily,,,,benedekrozemberczki/tigerlily,tigerlily,90,9,1,"['node', 'embedding', 'node-embedding', 'graph-embedding', 'ddi', 'drug-drug-interaction', 'gradient-boosting', 'graph', 'pharmaceuticals', 'network-science', 'biology', 'heterogeneous-graph', 'knowledge-graph', 'deep-learning', 'machine-learning', 'unsupervised-learning', 'tigergraph', 'graph-database', 'graph-machine-learning']",Jupyter Notebook,,TigerLily: Finding drug interactions in silico with the Graph.,benedekrozemberczki,2023-03-01,2022-12-17,2022-02-28,52,1.7119565217391304
-485,gis,https://github.com/scisco/area,,,,scisco/area,area,87,20,3,[],Python,,area: Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python,scisco,2022-12-14,2018-10-31,2015-11-25,379,0.22937853107344633
-562,gis,https://github.com/geopandas/xyzservices,,,,geopandas/xyzservices,xyzservices,87,19,11,[],Python,https://xyzservices.readthedocs.io/,xyzservices: Source of XYZ tiles providers,geopandas,2023-02-24,2023-03-01,2021-05-21,93,0.9354838709677419
-974,data,https://github.com/vmiklos/ged2dot,,,,vmiklos/ged2dot,ged2dot,87,17,6,"['gedcom', 'dot', 'python', 'libreoffice']",Python,https://vmiklos.hu/ged2dot/,ged2dot: GEDCOM to Graphviz converter,vmiklos,2023-02-12,2023-02-26,2013-11-01,487,0.17864476386036962
-269,term,https://github.com/deeplook/sparklines,,,,deeplook/sparklines,sparklines,84,6,3,"['python', 'command-line-tool', 'graphs', 'ascii', 'sparklines', 'sparkline-graphs']",Python,,sparklines: Text-based sparkline command line mimicking those of Edward Tuft.,deeplook,2022-12-28,2021-06-26,2016-05-17,354,0.2370012091898428
-925,gis,https://github.com/benbovy/spherely,,,,benbovy/spherely,spherely,82,2,4,[],C++,https://spherely.readthedocs.io/,spherely: Manipulation and analysis of geometric objects on the sphere.,benbovy,2023-02-09,2023-01-12,2022-11-24,14,5.797979797979798
-769,ml-dl,https://github.com/praw-dev/asyncpraw,,,,praw-dev/asyncpraw,asyncpraw,82,14,3,"['python', 'api', 'oauth', 'reddit', 'reddit-api', 'async', 'asyncpraw', 'praw']",Python,https://asyncpraw.readthedocs.io,"asyncpraw: Async PRAW, an abbreviation for ""Asynchronous Python Reddit API Wrapper"", is a python package that allows for simple access to Reddit's API.",praw-dev,2023-02-28,2023-02-25,2019-02-05,212,0.38601210490921317
-816,util,https://github.com/aws-samples/sagemaker-ssh-helper,,,,aws-samples/sagemaker-ssh-helper,sagemaker-ssh-helper,81,10,6,"['amazon-sagemaker', 'aws', 'aws-systems-manager', 'machine-learning', 'pycharm', 'sagemaker', 'sagemaker-studio', 'ssh', 'vscode']",Python,,sagemaker-ssh-helper: A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH,aws-samples,2023-02-27,2023-02-27,2022-10-14,20,4.05
-668,gis,https://github.com/zorzi-s/projectregularization,,,,zorzi-s/projectregularization,projectRegularization,81,8,2,[],Python,,projectRegularization: Regularization of Building Boundaries using Adversarial and Regularized losses,zorzi-s,2023-02-09,2021-09-17,2021-05-18,93,0.8669724770642202
-327,security,https://github.com/sonatype-nexus-community/jake,,,,sonatype-nexus-community/jake,jake,80,21,8,"['python', 'vulnerabilities', 'vulnerability-scanners', 'ossindex', 'nexus-iq', 'sonatype-iq']",Python,https://jake.readthedocs.io/,jake: Check your Python environments for vulnerable Open Source packages with OSS Index or Sonatype Nexus Lifecycle.,sonatype-nexus-community,2023-01-25,2023-02-22,2019-10-10,177,0.45161290322580644
-584,gis,https://github.com/developmentseed/cogeo-mosaic,,,,developmentseed/cogeo-mosaic,cogeo-mosaic,78,21,8,[],Python,https://developmentseed.org/cogeo-mosaic/,cogeo-mosaic: Create and use COG mosaic based on mosaicJSON,developmentseed,2023-02-14,2023-02-06,2019-05-14,198,0.3930885529157667
-851,profiling,https://github.com/kshitij12345/torchnnprofiler,,,,kshitij12345/torchnnprofiler,torchnnprofiler,75,3,4,[],Python,,torchnnprofiler: Context Manager to profile the forward and backward times of PyTorch's nn.Module,kshitij12345,2023-02-28,2022-11-02,2022-10-22,18,3.977272727272727
-530,ml,https://github.com/brohrer/cottonwood,,,,brohrer/cottonwood,cottonwood,74,13,14,[],Python,https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/,cottonwood: A flexible neural network framework for running experiments and trying ideas.,brohrer,2023-02-11,2020-02-02,2019-09-29,178,0.4140687450039968
-453,gis,https://github.com/googlecloudplatform/dataflow-geobeam,,,,googlecloudplatform/dataflow-geobeam,dataflow-geobeam,67,25,10,[],Python,,googlecloudplatform/dataflow-geobeam,googlecloudplatform,2023-02-19,2022-11-29,2021-02-04,108,0.619550858652576
-234,crypto,https://github.com/blockchainsllc/in3,,,,blockchainsllc/in3,in3,66,19,12,"['blockchain', 'verify', 'crypto-economic', 'ethereum', 'ipfs']",C,https://in3.readthedocs.io/en/develop/index.html,in3: The IN3 client (written in C).,blockchainsllc,2023-01-30,2022-04-01,2019-09-17,180,0.3657957244655582
-968,math,https://github.com/albahnsen/pycircular,1.0,,,albahnsen/pycircular,pycircular,64,3,5,[],Python,,pycircular is a Python module for circular data analysis,albahnsen,2023-03-01,2023-01-21,2022-09-12,24,2.604651162790698
-568,sim,https://github.com/gboeing/street-network-models,,,,gboeing/street-network-models,street-network-models,64,4,2,[],Python,https://osf.io/f2dqc,street-network-models: Street network models and indicators for every urban area in the world,gboeing,2022-12-13,2021-03-05,2020-04-13,150,0.4250474383301708
-535,gis,https://github.com/cloudsen12/easystac,,,,cloudsen12/easystac,easystac,60,1,3,"['stac', 'remote-sensing', 'gis', 'earth-observation', 'python', 'python3', 'spatio-temporal', 'spatio-temporal-data', 'planetary-computer', 'radiant']",Python,https://easystac.readthedocs.io/,easystac: A Python package for simple STAC queries,cloudsen12,2023-02-20,2022-08-07,2022-01-20,58,1.031941031941032
-912,security,https://github.com/abnamro/repository-scanner,,,,abnamro/repository-scanner,repository-scanner,58,3,6,[],Python,,repository-scanner: Tool to detect secrets in source code management systems.,abnamro,2023-03-01,2023-02-28,2022-09-08,25,2.3068181818181817
-521,gis,https://github.com/lydorn/mapalignment,,,,lydorn/mapalignment,mapalignment,58,14,4,[],Python,,mapalignment: Aligning and Updating Cadaster Maps with Remote Sensing Images,lydorn,2023-02-27,2020-09-03,2018-09-05,234,0.2475609756097561
-854,util,https://github.com/backtick-se/cowait,,,,backtick-se/cowait,cowait,55,5,8,"['python', 'task-scheduler', 'data-science', 'data-engineering', 'spark', 'dask', 'kubernetes', 'docker', 'workflow-engine']",Python,https://cowait.io,cowait: Containerized distributed programming framework for Python,backtick-se,2022-11-16,2022-09-22,2019-09-18,180,0.3050713153724247
-326,security,https://github.com/snyk-labs/pysnyk,,,,snyk-labs/pysnyk,pysnyk,53,95,10,"['snyk', 'python', 'api']",Python,https://snyk.docs.apiary.io/,pysnyk: A Python client for the Snyk API.,snyk-labs,2023-03-01,2023-01-20,2019-02-03,212,0.2491605104096709
-400,study,https://github.com/dylanhogg/crazy-awesome-python,,,,dylanhogg/crazy-awesome-python,crazy-awesome-python,53,8,3,"['python', 'python-data', 'awesome-list', 'python-machine-learning', 'python-nlp', 'python-frameworks', 'python-library', 'data', 'machine-learning', 'natural-language-processing']",HTML,https://www.awesomepython.org/,"crazy-awesome-python: A curated list of awesome Python frameworks, with a bias towards data and machine learning",dylanhogg,2023-02-17,2023-02-11,2020-06-20,140,0.3762677484787018
-401,crypto,https://github.com/dylanhogg/crazy-awesome-crypto,,,,dylanhogg/crazy-awesome-crypto,crazy-awesome-crypto,48,15,4,"['crypto', 'cryptocurrency', 'blockchain', 'bitcoin', 'ethereum', 'awesome-list', 'data', 'data-analysis', 'github', 'awesome']",Python,https://www.awesomecrypto.xyz/,crazy-awesome-crypto: A list of awesome crypto and blockchain projects,dylanhogg,2023-02-23,2023-02-13,2021-09-27,74,0.6436781609195402
-202,crypto,https://github.com/nerolation/ethereum-datafarm,,,,nerolation/ethereum-datafarm,ethereum-datafarm,48,10,1,[],Python,,ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io,nerolation,2023-02-26,2023-02-25,2021-03-13,102,0.4666666666666667
-924,gis,https://github.com/radiantearth/radiant-mlhub,,,,radiantearth/radiant-mlhub,radiant-mlhub,46,10,5,"['machine-learning', 'satellite-imagery', 'python', 'python-client', 'python-3', 'stac']",Python,https://radiant-mlhub.readthedocs.io/,radiant-mlhub: A Python client for the Radiant MLHub API (https://mlhub.earth).,radiantearth,2023-02-02,2023-02-13,2020-10-13,124,0.36969001148105624
-979,sim,https://github.com/glpcc/pokerpy,,,,glpcc/pokerpy,PokerPy,41,4,1,"['cpp', 'fast', 'performance', 'poker', 'pybind11', 'python', 'texas-holdem']",C++,,PokerPy: Texas Hold'em Poker Probability Calculator in Python,glpcc,2023-02-27,2023-02-10,2022-12-11,11,3.5
-776,sim,https://github.com/activitysim/populationsim,,,,activitysim/populationsim,populationsim,40,28,11,"['python', 'data-science', 'population-synthesis', 'activitysim', 'bsd-3-clause', 'microsimulation']",Jupyter Notebook,https://activitysim.github.io/populationsim,populationsim: An Open Platform for Population Synthesis,activitysim,2023-02-15,2021-11-19,2017-02-14,315,0.12681159420289856
-821,pandas,https://github.com/ddelange/mapply,,,,ddelange/mapply,mapply,39,3,4,[],Python,,mapply: Sensible multi-core apply function for Pandas,ddelange,2023-02-15,2022-12-16,2020-10-26,122,0.3181818181818182
-940,data,https://github.com/scylladb/python-driver,,,,scylladb/python-driver,python-driver,38,27,6,"['scylladb', 'python']",Python,https://python-driver.docs.scylladb.com,"python-driver: ScyllaDB Python Driver, originally DataStax Python Driver for Apache Cassandra",scylladb,2023-02-02,2023-02-15,2018-11-20,223,0.170076726342711
-386,nlp,https://github.com/ferdinandzhong/punctuator,,,,ferdinandzhong/punctuator,punctuator,36,5,1,"['bert', 'nlp', 'seq2seq', 'punctuation', 'deep-learning', 'pytorch', 'bert-ner', 'chinese-nlp']",Python,,punctuator: A small seq2seq punctuator tool based on DistilBERT,ferdinandzhong,2023-02-07,2022-09-28,2020-11-19,119,0.302158273381295
-918,ml-ops,https://github.com/anyscale/airflow-provider-ray,,,,anyscale/airflow-provider-ray,airflow-provider-ray,32,10,13,[],Python,,airflow-provider-ray: Ray provider for Apache Airflow,anyscale,2022-11-16,2021-10-03,2021-03-05,104,0.3076923076923077
-333,util,https://github.com/gondolav/pyfuncol,,,,gondolav/pyfuncol,pyfuncol,32,2,3,"['functional', 'collections', 'python', 'parallel', 'python3', 'extension-functions']",Python,https://pyfuncol.readthedocs.io/,pyfuncol: Functional collections extension functions for Python,gondolav,2022-11-16,2023-02-27,2021-12-16,63,0.5067873303167421
-921,util,https://github.com/python-odin/odin,,,,python-odin/odin,odin,29,7,3,"['python', 'validation', 'data-structures', 'data-mapping', 'serialize', 'de-serialize', 'json', 'csv', 'msgpack', 'xml', 'yaml']",Python,https://odin.readthedocs.org/en/latest/,"odin: Data-structure definition/validation/traversal, mapping and serialisation toolkit for Python",python-odin,2023-02-14,2023-02-26,2013-08-20,497,0.05829982768523837
-711,gis,https://github.com/artelys/geonetworkx,,,,artelys/geonetworkx,geonetworkx,29,1,7,[],Python,,geonetworkx: Python tools for geographic graphs,artelys,2022-12-22,2021-06-28,2019-10-24,175,0.16557911908646003
-502,gis,https://github.com/gregorhd/mapcompare,,,,gregorhd/mapcompare,mapcompare,28,0,2,"['visualisation-libraries', 'sample-visualisation', 'comparison', 'data-visualisation', 'data-viz', 'urban-data-science', 'interactive-visualisations']",Python,,mapcompare: Comparison of Python packages and libraries for visualising geospatial vector data: applications for Smarter Cities.,gregorhd,2022-12-06,2022-12-03,2021-05-21,93,0.3010752688172043
-894,sim,https://github.com/crowddynamics/crowddynamics,,,,crowddynamics/crowddynamics,crowddynamics,28,9,9,"['crowd-dynamics', 'multi-agent', 'continuous-time', 'crowd-simulation']",Python,https://jaantollander.com/post/how-to-implement-continuous-time-multi-agent-crowd-simulation/,crowddynamics: Continuous-time multi-agent crowd simulation engine implemented in Python using Numba and Numpy for performance.,crowddynamics,2023-01-31,2020-01-02,2016-03-22,362,0.07725660228616477
-934,ml,https://github.com/pgniewko/forward_forward_vhts,,,,pgniewko/forward_forward_vhts,forward_forward_vhts,28,5,1,[],Jupyter Notebook,,forward_forward_vhts: The Forward-Forward Algorithm for Drug Discovery,pgniewko,2023-02-18,2022-12-30,2022-12-29,9,3.0625
-578,term,https://github.com/matthewdeanmartin/terminaltables,,,,matthewdeanmartin/terminaltables,terminaltables,25,5,0,[],Python,https://robpol86.github.io/terminaltables,terminaltables: Generate simple tables in terminals from a nested list of strings.,matthewdeanmartin,2023-02-16,2022-01-30,2021-12-04,64,0.3854625550660793
-688,ml-dl,https://github.com/jerryyli/valhalla-nmt,,,,jerryyli/valhalla-nmt,valhalla-nmt,23,4,1,"['computer-vision', 'machine-translation', 'multimodal-learning', 'natural-language-processing']",Python,,"valhalla-nmt: Code repository for CVPR 2022 paper ""VALHALLA: Visual Hallucination for Machine Translation""",jerryyli,2023-02-11,2023-02-19,2022-03-22,49,0.4653179190751445
-37,math,https://github.com/jszymon/pacal,,,,jszymon/pacal,pacal,21,8,6,[],Python,,PaCAL - ProbAbilistic CALculator,jszymon,2022-11-02,2022-11-02,2014-08-04,447,0.04691988509415895
-840,data,https://github.com/codait/pardata,,,,codait/pardata,pardata,18,5,11,"['dataset', 'python', 'machine-learning', 'artificial-intelligence', 'data-science']",Python,https://pardata.readthedocs.io/en/latest/,codait/pardata,codait,2022-08-14,2021-12-01,2020-11-17,119,0.1507177033492823
-919,study,https://github.com/anyscale/rl-course,,,,anyscale/rl-course,rl-course,17,0,5,[],Jupyter Notebook,,anyscale/rl-course,anyscale,2023-02-07,2023-01-02,2022-03-01,52,0.3242506811989101
-669,gis,https://github.com/zorzi-s/maprepair,,,,zorzi-s/maprepair,MapRepair,17,4,2,[],Python,,MapRepair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images,zorzi-s,2023-02-17,2021-05-17,2020-07-30,135,0.12579281183932348
-679,util,https://github.com/markhershey/arxiv-dl,,,,markhershey/arxiv-dl,arxiv-dl,16,4,2,"['arxiv', 'paper', 'downloader', 'command-line-tool', 'paper-with-code', 'cvpr']",Python,https://pypi.org/project/arxiv-dl/,"arxiv-dl: Command-line ArXiv & CVF (CVPR, ICCV, WACV) Paper Downloader",markhershey,2022-12-02,2023-01-30,2021-01-21,110,0.14526588845654995
-892,util,https://github.com/pyodide/micropip,,,,pyodide/micropip,micropip,16,5,5,"['package-installer', 'pyodide', 'python', 'webassembly']",Python,https://micropip.pyodide.org,micropip: A lightweight Python package installer for Pyodide,pyodide,2023-01-26,2023-02-20,2022-09-15,24,0.6627218934911243
-702,data,https://github.com/harangju/wikinet,,,,harangju/wikinet,wikinet,10,5,3,[],Jupyter Notebook,,wikinet: Python library for exploring networks of hyperlinked Wikipedia articles,harangju,2022-12-16,2022-01-25,2019-08-05,186,0.05359877488514548
-608,typing,https://github.com/tk0miya/docutils-stubs,,,,tk0miya/docutils-stubs,docutils-stubs,7,5,6,[],Python,,tk0miya/docutils-stubs,tk0miya,2022-01-02,2022-01-02,2018-11-02,226,0.030973451327433628
-180,sim,https://github.com/artemyk/dynpy,,,,artemyk/dynpy,dynpy,6,5,3,[],Python,,dynpy: Dynamical systems for Python,artemyk,2022-12-27,2018-09-28,2014-09-12,442,0.013574660633484163
-920,ml-ops,https://github.com/anyscale/prefect-anyscale,,,,anyscale/prefect-anyscale,prefect-anyscale,6,1,3,[],Python,,prefect-anyscale: Prefect integration with Anyscale,anyscale,2023-02-20,2023-03-02,2022-11-07,16,0.3620689655172414
-911,data,https://github.com/malloydata/malloy-py,,,,malloydata/malloy-py,malloy-py,3,1,4,"['business-analytics', 'business-intelligence', 'data', 'data-modeling', 'python', 'sql', 'semantic-modeling']",Python,,malloy-py: Python package for executing Malloy,malloydata,2023-02-07,2023-01-17,2022-11-02,17,0.17355371900826447
-526,gis,https://github.com/lycantropos/wagyu,,,,lycantropos/wagyu,wagyu,3,2,1,[],Python,https://github.com/mapbox/wagyu,wagyu: Python port of mapbox/wagyu library (with separate C++ binding),lycantropos,2022-07-19,2020-11-21,2020-06-30,139,0.02151639344262295
-751,gis,https://github.com/edomel/boundaryvt,,,,edomel/boundaryvt,BoundaryVT,1,0,2,[],Python,,edomel/boundaryvt,edomel,2022-12-19,2023-02-24,2022-07-29,31,0.03225806451612903
-420,template,https://github.com/dylanhogg/python-project-template,,,,dylanhogg/python-project-template,python-project-template,1,0,2,"['python', 'template', 'jupyterlab', 'cookiecutter']",Python,,python-project-template: A quick-start Python project template with helpful functionality and common libraries.,dylanhogg,2022-08-19,2022-08-19,2020-02-12,159,0.006278026905829596
+,category,githuburl,featured,links,description,_repopath,_reponame,_stars,_forks,_watches,_language,_homepage,_description,_organization,_updated_at,_created_at,_age_weeks,_stars_per_week,_topics,_last_commit_date,_pop_contributor_count,_pop_contributor_orgs_len,_pop_commit_frequency,_pop_updated_issues_count,_pop_closed_issues_count,_pop_created_since_days,_pop_updated_since_days,_pop_recent_releases_count,_pop_recent_releases_estimated_tags,_pop_recent_releases_adjusted_count,_pop_issue_count,_pop_comment_count,_pop_comment_count_lookback_days,_pop_comment_frequency,_pop_score
+89,ml-dl,https://github.com/tensorflow/tensorflow,,,,tensorflow/tensorflow,tensorflow,171770,87871,7751,C++,https://tensorflow.org,tensorflow: An Open Source Machine Learning Framework for Everyone,tensorflow,2023-03-04,2015-11-07,382,449.4915887850467,"['tensorflow', 'machine-learning', 'python', 'deep-learning', 'deep-neural-networks', 'neural-network', 'ml', 'distributed']",2023-03-03,4289,3,325.92,2233,1404,89,0,27,26,27,2233.0,6488.0,90.0,2.9,96.35175
+112,nlp,https://github.com/huggingface/transformers,,,,huggingface/transformers,transformers,83475,18339,912,Python,https://huggingface.co/transformers,"🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.",huggingface,2023-03-04,2018-10-29,226,367.96284634760707,"['nlp', 'natural-language-processing', 'pytorch', 'language-model', 'tensorflow', 'bert', 'language-models', 'pytorch-transformers', 'nlp-library', 'transformer', 'model-hub', 'pretrained-models', 'jax', 'flax', 'seq2seq', 'speech-recognition', 'hacktoberfest', 'python', 'machine-learning', 'deep-learning']",2023-03-03,1760,3,58.1,1951,1647,53,0,21,27,21,1951.0,5819.0,90.0,3.0,92.46275
+76,ml-dl,https://github.com/pytorch/pytorch,,,,pytorch/pytorch,pytorch,63350,17591,1632,C++,https://pytorch.org,pytorch: Tensors and Dynamic neural networks in Python with strong GPU acceleration,pytorch,2023-03-04,2016-08-13,342,185.15657620041753,"['neural-network', 'autograd', 'gpu', 'numpy', 'deep-learning', 'tensor', 'python', 'machine-learning']",2023-03-04,3877,3,227.54,8177,5689,80,0,5,114,5,8179.0,32072.0,22.0,3.9,90.27869
+399,util,https://github.com/python/cpython,,,,python/cpython,cpython,50982,25966,1473,Python,https://www.python.org/,cpython: The Python programming language,python,2023-03-04,2017-02-10,316,161.18970189701898,[],2023-03-04,2388,7,66.52,3749,2456,74,0,0,88,88,3756.0,8741.0,90.0,2.3,88.55223
+757,diffusion,https://github.com/invoke-ai/invokeai,,,,invoke-ai/invokeai,InvokeAI,11435,1296,131,Jupyter Notebook,https://invoke-ai.github.io/InvokeAI/,"InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products.",invoke-ai,2023-03-04,2022-08-17,28,400.225,"['ai-art', 'artificial-intelligence', 'generative-art', 'image-generation', 'img2img', 'inpainting', 'latent-diffusion', 'linux', 'macos', 'outpainting', 'txt2img', 'windows', 'stable-diffusion']",2023-03-04,185,4,49.25,1041,646,7,0,15,167,15,1041.0,2865.0,90.0,2.8,86.93723
+189,util,https://github.com/home-assistant/core,,,,home-assistant/core,core,58588,22223,1352,Python,https://www.home-assistant.io,core: :house_with_garden: Open source home automation that puts local control and privacy first.,home-assistant,2023-03-04,2013-09-17,493,118.66782407407408,"['python', 'home-automation', 'iot', 'internet-of-things', 'mqtt', 'raspberry-pi', 'asyncio', 'hacktoberfest']",2023-03-04,3579,3,234.08,8883,6158,115,0,183,114,183,8884.0,23480.0,22.0,2.6,86.91792
+958,util,https://github.com/charliermarsh/ruff,,,,charliermarsh/ruff,ruff,9508,302,48,Rust,https://beta.ruff.rs,"ruff: An extremely fast Python linter, written in Rust.",charliermarsh,2023-03-04,2022-08-09,29,319.9807692307692,"['linter', 'pep8', 'python', 'python3', 'rust', 'rustpython', 'static-analysis', 'static-code-analysis', 'style-guide', 'styleguide', 'ruff']",2023-03-04,139,5,52.37,2402,2187,7,0,234,408,234,2404.0,5178.0,90.0,2.2,85.71345
+928,nlp,https://github.com/acheong08/chatgpt,,,,acheong08/chatgpt,ChatGPT,19819,3052,210,Python,,ChatGPT: Reverse engineered ChatGPT API,acheong08,2023-03-04,2022-12-03,13,1507.9673913043478,"['chatgpt', 'cli', 'library', 'pypi-package', 'gptchat', 'revchatgpt']",2023-03-04,104,3,19.37,812,795,3,0,167,710,167,813.0,4225.0,90.0,5.2,85.30714
+988,nlp,https://github.com/laion-ai/open-assistant,1.0,,,laion-ai/open-assistant,Open-Assistant,17736,1338,270,Python,https://open-assistant.io,"Open-Assistant: OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.",laion-ai,2023-03-05,2022-12-13,11,1514.0487804878048,"['chatgpt', 'language-model', 'rlhf', 'ai', 'assistant', 'discord-bot', 'machine-learning', 'nextjs', 'python']",2023-03-04,200,2,39.04,1944,1609,3,0,70,284,70,1944.0,4700.0,90.0,2.4,83.98793
+778,diffusion,https://github.com/huggingface/diffusers,,,,huggingface/diffusers,diffusers,11238,2215,119,Python,https://huggingface.co/docs/diffusers,🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch,huggingface,2023-03-04,2022-05-30,39,281.9569892473118,"['deep-learning', 'diffusion', 'image-generation', 'pytorch', 'score-based-generative-modeling', 'image2image', 'text2image', 'stable-diffusion', 'hacktoberfest']",2023-03-03,233,2,33.21,1289,1025,9,0,30,47,30,1289.0,4605.0,90.0,3.6,83.56886
+405,study,https://github.com/thealgorithms/python,,,,thealgorithms/python,Python,154597,39224,5966,Python,https://the-algorithms.com/,Python: All Algorithms implemented in Python,thealgorithms,2023-03-04,2016-07-16,346,446.62773421378455,"['python', 'algorithm', 'algorithms-implemented', 'algorithm-competitions', 'algos', 'sorts', 'searches', 'sorting-algorithms', 'education', 'learn', 'practice', 'community-driven', 'interview', 'hacktoberfest']",2023-03-02,978,6,6.62,167,109,81,0,0,0,0,167.0,176.0,90.0,1.1,82.84274
+179,term,https://github.com/willmcgugan/rich,,,,willmcgugan/rich,rich,42276,1505,544,Python,https://rich.readthedocs.io/en/latest/,Rich is a Python library for rich text and beautiful formatting in the terminal.,willmcgugan,2023-03-04,2019-11-10,173,244.36994219653178,"['python', 'python3', 'python-library', 'terminal', 'terminal-color', 'markdown', 'tables', 'syntax-highlighting', 'ansi-colors', 'progress-bar-python', 'progress-bar', 'traceback', 'rich', 'tracebacks-rich', 'emoji', 'tui']",2023-03-04,216,6,11.75,184,140,40,0,20,45,20,184.0,414.0,90.0,2.2,82.8135
+14,web,https://github.com/django/django,,,,django/django,django,69086,28735,2266,Python,https://www.djangoproject.com/,django: The Web framework for perfectionists with deadlines.,django,2023-03-04,2012-04-28,566,122.02927075447893,"['python', 'django', 'web', 'framework', 'orm', 'templates', 'models', 'views', 'apps']",2023-03-04,2886,6,18.52,349,305,132,0,0,34,34,351.0,776.0,90.0,2.2,82.63262
+118,ml-ops,https://github.com/apache/airflow,,,,apache/airflow,airflow,29349,12007,758,Python,https://airflow.apache.org/,"airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows",apache,2023-03-04,2015-04-13,411,71.26014568158169,"['airflow', 'apache', 'apache-airflow', 'python', 'scheduler', 'workflow', 'hacktoberfest']",2023-03-03,2747,7,70.13,2129,1623,96,0,16,354,16,2127.0,5075.0,90.0,2.4,81.9801
+40,ml-dl,https://github.com/keras-team/keras,,,,keras-team/keras,keras,57473,19305,1923,Python,http://keras.io/,keras: Deep Learning for humans,keras-team,2023-03-04,2015-03-28,414,138.77578475336324,"['deep-learning', 'tensorflow', 'neural-networks', 'machine-learning', 'data-science', 'python']",2023-03-02,1163,4,19.48,494,354,97,0,11,9,11,494.0,1080.0,90.0,2.2,81.87413
+981,nlp,https://github.com/hwchase17/langchain,,,,hwchase17/langchain,langchain,9178,810,137,Python,,langchain: ⚡ Building applications with LLMs through composability ⚡,hwchase17,2023-03-05,2022-10-17,19,462.2014388489209,[],2023-03-04,145,4,14.1,1178,897,5,0,38,92,38,1178.0,993.0,90.0,0.8,81.41222
+135,web,https://github.com/tiangolo/fastapi,1.0,,,tiangolo/fastapi,fastapi,55127,4572,616,Python,https://fastapi.tiangolo.com/,"FastAPI framework, high performance, easy to learn, fast to code, ready for production",tiangolo,2023-03-04,2018-12-08,221,249.28229974160206,"['python', 'json', 'swagger-ui', 'redoc', 'starlette', 'openapi', 'api', 'openapi3', 'framework', 'async', 'asyncio', 'uvicorn', 'python3', 'python-types', 'pydantic', 'json-schema', 'fastapi', 'swagger', 'rest', 'web']",2023-03-04,418,2,13.92,3707,3446,52,0,26,35,26,3708.0,1897.0,90.0,0.5,81.02667
+78,ml,https://github.com/scikit-learn/scikit-learn,,,,scikit-learn/scikit-learn,scikit-learn,53184,24000,2155,Python,https://scikit-learn.org,scikit-learn: machine learning in Python,scikit-learn,2023-03-04,2010-08-17,654,81.23238053676631,"['machine-learning', 'python', 'statistics', 'data-science', 'data-analysis']",2023-03-03,2871,8,30.88,964,630,153,0,6,10,6,964.0,2141.0,90.0,2.2,80.8677
+228,term,https://github.com/willmcgugan/textual,,,,willmcgugan/textual,textual,17946,525,157,Python,https://textual.textualize.io/,Textual is a TUI (Text User Interface) framework for Python inspired by modern web development.,willmcgugan,2023-03-04,2021-04-08,99,180.49137931034483,"['terminal', 'python', 'tui', 'rich', 'cli', 'framework']",2023-03-03,70,5,76.73,628,529,23,0,22,15,22,628.0,1203.0,90.0,1.9,80.83277
+865,ml-dl,https://github.com/hpcaitech/colossalai,,,,hpcaitech/colossalai,ColossalAI,17548,1853,206,Python,https://www.colossalai.org/,"ColossalAI: Making large AI models cheaper, faster and more accessible",hpcaitech,2023-03-04,2021-10-28,70,249.16024340770792,"['deep-learning', 'hpc', 'large-scale', 'data-parallelism', 'pipeline-parallelism', 'model-parallelism', 'ai', 'big-model', 'distributed-computing', 'inference', 'heterogeneous-training', 'foundation-models']",2023-03-04,100,4,36.58,1013,847,16,0,24,20,24,1013.0,1063.0,90.0,1.0,80.47726
+836,diffusion,https://github.com/automatic1111/stable-diffusion-webui,,,,automatic1111/stable-diffusion-webui,stable-diffusion-webui,43329,8008,402,Python,,stable-diffusion-webui: Stable Diffusion web UI,automatic1111,2023-03-04,2022-08-22,27,1555.4,[],2023-02-20,352,0,55.06,3002,1703,6,0,1,2,1,3003.0,8742.0,90.0,2.9,80.10746
+252,ml-dl,https://github.com/pytorchlightning/pytorch-lightning,1.0,,,pytorchlightning/pytorch-lightning,lightning,21777,2761,229,Python,https://lightning.ai,"lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.",pytorchlightning,2023-03-04,2019-03-31,205,106.22926829268293,"['python', 'deep-learning', 'artificial-intelligence', 'ai', 'pytorch', 'data-science', 'machine-learning']",2023-03-03,834,5,43.46,1349,1036,48,0,44,45,44,1349.0,2163.0,90.0,1.6,79.84615
+914,ml-ops,https://github.com/ray-project/ray,,,,ray-project/ray,ray,24399,4238,441,Python,https://ray.io,Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.,ray-project,2023-03-04,2016-10-25,331,73.55426356589147,"['ray', 'distributed', 'parallel', 'machine-learning', 'reinforcement-learning', 'deep-learning', 'python', 'rllib', 'hyperparameter-search', 'optimization', 'data-science', 'automl', 'hyperparameter-optimization', 'model-selection', 'java', 'serving', 'deployment', 'pytorch', 'tensorflow']",2023-03-04,822,5,87.19,3532,2130,77,0,10,11,10,3534.0,5158.0,90.0,1.5,79.17062
+1027,finance,https://github.com/openbb-finance/openbbterminal,1.0,,,openbb-finance/openbbterminal,OpenBBTerminal,19426,2023,239,Python,https://openbb.co,"OpenBBTerminal: Investment Research for Everyone, Anywhere.",openbb-finance,2023-03-05,2020-12-20,115,168.9217391304348,"['python', 'investment', 'machine-learning', 'artificial-intelligence', 'finance', 'cryptocurrency', 'investment-research', 'stocks', 'quantitative-finance', 'economics', 'crypto', 'openbb']",2023-03-04,175,3,37.81,767,629,27,0,20,10,20,767.0,1152.0,90.0,1.5,78.7193
+59,pandas,https://github.com/pandas-dev/pandas,1.0,,,pandas-dev/pandas,pandas,37060,15845,1105,Python,https://pandas.pydata.org,"pandas: Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more",pandas-dev,2023-03-04,2010-08-24,653,56.69143356643357,"['data-analysis', 'pandas', 'flexible', 'alignment', 'python', 'data-science']",2023-03-04,3245,4,49.38,2610,1899,152,0,9,13,9,2611.0,5867.0,90.0,2.2,78.12771
+716,perf,https://github.com/pola-rs/polars,1.0,,,pola-rs/polars,polars,14809,751,126,Rust,https://pola.rs/,"polars: Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js",pola-rs,2023-03-04,2020-05-13,146,101.03606237816764,"['dataframe-library', 'dataframe', 'dataframes', 'rust', 'arrow', 'python', 'out-of-core']",2023-03-03,184,4,45.0,1851,1534,34,0,47,130,47,1851.0,3613.0,90.0,2.0,77.5989
+350,ml-dl,https://github.com/paddlepaddle/paddle,,,,paddlepaddle/paddle,Paddle,19707,5002,731,C++,http://www.paddlepaddle.org/,Paddle: PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）,paddlepaddle,2023-03-04,2016-08-15,341,57.64688675302967,"['paddlepaddle', 'deep-learning', 'scalability', 'machine-learning', 'neural-network', 'python', 'efficiency', 'distributed-training']",2023-03-03,940,6,111.33,4831,3931,80,0,6,11,6,4831.0,5960.0,90.0,1.2,77.3323
+257,crypto,https://github.com/ccxt/ccxt,,,,ccxt/ccxt,ccxt,27419,6729,940,JavaScript,,ccxt: A JavaScript / Python / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges,ccxt,2023-03-04,2017-05-14,303,90.49174917491749,"['altcoin', 'api', 'arbitrage', 'bitcoin', 'bot', 'cryptocurrency', 'crypto', 'e-commerce', 'ethereum', 'exchange', 'invest', 'library', 'strategy', 'trading', 'btc', 'eth', 'trade', 'merchant', 'market-data']",2023-03-04,724,1,202.77,1449,1140,71,0,0,100,100,1449.0,2183.0,90.0,1.5,77.1637
+255,crypto,https://github.com/freqtrade/freqtrade,,,,freqtrade/freqtrade,freqtrade,20908,4495,595,Python,https://www.freqtrade.io,"freqtrade: Free, open source crypto trading bot",freqtrade,2023-03-04,2017-05-17,302,69.10103871576959,"['python', 'cryptocurrencies', 'trading-bot', 'telegram-bot', 'bitcoin', 'trade', 'cryptocurrency', 'algorithmic-trading', 'freqtrade']",2023-03-03,293,5,64.81,472,446,71,0,16,13,16,472.0,1317.0,90.0,2.8,77.13691
+980,nlp,https://github.com/acheong08/edgegpt,,,,acheong08/edgegpt,EdgeGPT,2357,228,34,Python,,EdgeGPT: Reverse engineered API of Microsoft's Bing Chat,acheong08,2023-03-05,2023-02-09,3,687.4583333333334,"['chatgpt', 'gpt', 'reverse-engineering', 'binggpt', 'edge', 'edgegpt']",2023-03-05,14,3,2.63,101,90,1,0,29,365,29,101.0,468.0,90.0,4.6,77.12203
+64,util,https://github.com/psf/black,,,,psf/black,black,31523,2033,230,Python,https://black.readthedocs.io/en/stable/,black: The uncompromising Python code formatter,psf,2023-03-04,2018-03-14,259,121.44248761695101,"['python', 'code', 'formatter', 'codeformatter', 'gofmt', 'yapf', 'autopep8', 'pre-commit-hook', 'hacktoberfest']",2023-02-27,360,6,4.56,317,176,60,0,7,9,7,317.0,593.0,90.0,1.9,76.52985
+603,web,https://github.com/pyscript/pyscript,,,,pyscript/pyscript,pyscript,15525,1166,175,Python,https://github.com/pyscript/pyscript/discussions,pyscript: Home Page: https://pyscript.net  Examples: https://pyscript.net/examples,pyscript,2023-03-04,2022-02-21,53,288.262599469496,"['python', 'html', 'javascript', 'wasm']",2023-03-03,99,2,13.13,277,215,13,0,4,4,4,277.0,399.0,90.0,1.4,76.40386
+137,nlp,https://github.com/huggingface/datasets,,,,huggingface/datasets,datasets,15388,2044,261,Python,https://huggingface.co/docs/datasets,"datasets: 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools",huggingface,2023-03-04,2020-03-26,153,100.29422718808193,"['nlp', 'datasets', 'metrics', 'evaluation', 'pytorch', 'tensorflow', 'pandas', 'numpy', 'natural-language-processing', 'computer-vision', 'machine-learning', 'deep-learning', 'speech', 'hacktoberfest']",2023-03-03,497,3,17.1,382,280,36,0,22,24,22,382.0,1130.0,90.0,3.0,76.38979
+906,web,https://github.com/pynecone-io/pynecone,,,,pynecone-io/pynecone,pynecone,5577,188,57,Python,https://pynecone.io,pynecone: 🕸 Web apps in pure Python 🐍,pynecone-io,2023-03-04,2022-10-25,18,298.00763358778624,"['fullstack', 'python', 'webdev', 'framework', 'web', 'python-library', 'python3', 'open-source', 'infrastructure']",2023-03-04,32,3,4.35,520,408,4,0,11,33,11,520.0,845.0,90.0,1.6,75.72413
+550,ml,https://github.com/open-mmlab/mmdetection,,,,open-mmlab/mmdetection,mmdetection,23179,8406,363,Python,https://mmdetection.readthedocs.io,mmdetection: OpenMMLab Detection Toolbox and Benchmark,open-mmlab,2023-03-04,2018-08-22,236,97.97886473429952,"['object-detection', 'instance-segmentation', 'fast-rcnn', 'faster-rcnn', 'mask-rcnn', 'cascade-rcnn', 'ssd', 'retinanet', 'pytorch', 'panoptic-segmentation', 'rtmdet', 'semisupervised-learning', 'swin-transformer', 'transformer', 'vision-transformer', 'yolo', 'convnext', 'detr']",2023-02-28,392,8,4.38,633,454,55,0,19,12,19,633.0,775.0,90.0,1.2,75.63636
+183,ml,https://github.com/google/jax,,,,google/jax,jax,22126,2073,309,Python,http://jax.readthedocs.io/,"jax: Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more",google,2023-03-04,2018-10-25,227,97.28768844221105,['jax'],2023-03-03,511,2,54.71,1259,959,53,0,39,39,39,1293.0,1316.0,90.0,1.0,75.39163
+644,util,https://github.com/python-poetry/poetry,,,,python-poetry/poetry,poetry,24007,1919,184,Python,https://python-poetry.org,poetry: Python packaging and dependency management made easy,python-poetry,2023-03-04,2018-02-28,261,91.7799016930639,"['python', 'dependency-manager', 'package-manager', 'packaging', 'poetry']",2023-03-04,437,2,13.35,677,454,61,0,14,24,14,677.0,1731.0,90.0,2.6,75.1428
+54,math,https://github.com/numpy/numpy,1.0,,,numpy/numpy,numpy,22829,7814,572,Python,https://numpy.org,numpy: The fundamental package for scientific computing with Python.,numpy,2023-03-04,2010-09-13,650,35.0752853380158,"['numpy', 'python']",2023-03-03,1587,7,31.02,1037,764,152,0,17,18,17,1037.0,2747.0,90.0,2.6,74.784
+349,ml,https://github.com/jina-ai/jina,,,,jina-ai/jina,jina,17606,2045,191,Python,https://docs.jina.ai,jina: 🔮 Build multimodal AI services via cloud native technologies · Neural Search · Generative AI · Cloud Native,jina-ai,2023-03-04,2020-02-13,159,110.43189964157706,"['neural-search', 'cloud-native', 'deep-learning', 'machine-learning', 'framework', 'vector-search-engine', 'grpc', 'kubernetes', 'microservices', 'semantic-search', 'multimodal', 'crossmodal', 'creative-ai', 'aiops', 'mlops', 'pipeline', 'workflow', 'airflow', 'fastapi', 'generative-ai']",2023-03-03,164,2,20.85,298,263,37,0,106,121,106,299.0,730.0,90.0,2.4,74.38906
+86,viz,https://github.com/streamlit/streamlit,,,,streamlit/streamlit,streamlit,23043,2045,285,Python,https://streamlit.io,Streamlit — The fastest way to build data apps in Python,streamlit,2023-03-04,2019-08-24,184,125.13653995345229,"['python', 'machine-learning', 'data-science', 'deep-learning', 'data-visualization', 'streamlit', 'data-analysis', 'developer-tools']",2023-03-03,167,2,13.0,687,429,43,0,21,344,21,687.0,1047.0,90.0,1.5,74.36085
+536,profiling,https://github.com/bloomberg/memray,1.0,,,bloomberg/memray,memray,10203,283,53,Python,https://bloomberg.github.io/memray/,Memray is a memory profiler for Python,bloomberg,2023-03-04,2022-04-08,47,215.77341389728096,"['memory', 'memory-leak', 'memory-leak-detection', 'memory-profiler', 'profiler', 'python', 'python3', 'hacktoberfest']",2023-02-27,22,5,7.69,74,55,11,0,11,14,11,74.0,100.0,90.0,1.4,73.94435
+289,ml-dl,https://github.com/rwightman/pytorch-image-models,,,,rwightman/pytorch-image-models,pytorch-image-models,23868,3936,296,Python,https://huggingface.co/docs/timm,"pytorch-image-models: PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more",rwightman,2023-03-04,2019-02-02,213,111.98123324396782,"['pytorch', 'imagenet-classifier', 'resnet', 'dual-path-networks', 'cnn-classification', 'pretrained-models', 'pretrained-weights', 'distributed-training', 'mobile-deep-learning', 'mobilenet-v2', 'mnasnet', 'mobilenetv3', 'efficientnet', 'augmix', 'randaugment', 'mixnet', 'efficientnet-training', 'vision-transformer-models', 'nfnets', 'normalization-free-training']",2023-02-27,94,5,7.23,112,83,50,0,11,10,11,112.0,198.0,90.0,1.8,73.59874
+929,nlp,https://github.com/lucidrains/palm-rlhf-pytorch,,,,lucidrains/palm-rlhf-pytorch,PaLM-rlhf-pytorch,5536,431,109,Python,,PaLM-rlhf-pytorch: Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM,lucidrains,2023-03-04,2022-12-09,12,450.6046511627907,"['artificial-intelligence', 'attention-mechanisms', 'deep-learning', 'reinforcement-learning', 'transformers', 'human-feedback']",2023-03-01,4,2,1.87,31,24,3,0,60,243,60,31.0,100.0,90.0,3.2,73.31127
+1,data,https://github.com/apache/arrow,,,,apache/arrow,arrow,11225,2764,345,C++,https://arrow.apache.org/,arrow: Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing,apache,2023-03-04,2016-02-17,367,30.53828216090167,['arrow'],2023-03-04,1022,5,41.56,12818,11341,86,0,0,10,10,12818.0,30000.0,90.0,2.3,73.28457
+781,diffusion,https://github.com/carson-katri/dream-textures,,,,carson-katri/dream-textures,dream-textures,5974,306,95,Python,,dream-textures: Stable Diffusion built-in to Blender,carson-katri,2023-03-04,2022-09-08,25,234.93258426966293,"['ai', 'blender', 'blender-addon', 'image-generation', 'stable-diffusion']",2023-02-15,10,5,2.44,206,135,6,1,10,20,10,206.0,532.0,90.0,2.6,73.21769
+273,ml,https://github.com/google/mediapipe,,,,google/mediapipe,mediapipe,20716,4331,503,C++,https://mediapipe.dev,"mediapipe: Cross-platform, customizable ML solutions for live and streaming media.",google,2023-03-04,2019-06-13,194,106.54812637766348,"['mediapipe', 'c-plus-plus', 'computer-vision', 'deep-learning', 'android', 'video-processing', 'audio-processing', 'mobile-development', 'machine-learning', 'inference', 'graph-framework', 'graph-based', 'calculator', 'framework', 'pipeline-framework', 'stream-processing', 'perception']",2023-03-03,30,2,21.1,483,331,45,0,5,12,5,483.0,1646.0,90.0,3.4,73.06431
+190,ml-dl,https://github.com/dmlc/dgl,,,,dmlc/dgl,dgl,11212,2722,173,Python,http://dgl.ai,"dgl: Python package built to ease deep learning on graph, on top of existing DL frameworks.",dmlc,2023-03-04,2018-04-20,254,44.092134831460676,"['deep-learning', 'graph-neural-networks']",2023-03-04,251,7,14.15,631,472,59,0,8,7,8,631.0,2553.0,90.0,4.0,73.05939
+57,web,https://github.com/pallets/flask,,,,pallets/flask,flask,62081,15482,2143,Python,https://flask.palletsprojects.com,flask: The Python micro framework for building web applications.,pallets,2023-03-04,2010-04-06,673,92.14737065309585,"['python', 'flask', 'wsgi', 'web-framework', 'werkzeug', 'jinja', 'pallets']",2023-03-01,809,4,4.31,147,143,157,0,8,4,8,147.0,134.0,90.0,0.9,72.917
+953,ml,https://github.com/openai/openai-cookbook,,,,openai/openai-cookbook,openai-cookbook,15510,2042,336,Jupyter Notebook,,openai-cookbook: Examples and guides for using the OpenAI API,openai,2023-03-04,2022-03-11,51,302.4233983286908,[],2023-03-03,41,4,2.96,146,112,12,0,0,0,0,146.0,242.0,90.0,1.7,72.89856
+262,web,https://github.com/sherlock-project/sherlock,,,,sherlock-project/sherlock,sherlock,39426,4684,980,Python,http://sherlock-project.github.io,sherlock: 🔎 Hunt down social media accounts by username across social networks,sherlock-project,2023-03-04,2018-12-24,218,180.144908616188,"['osint', 'reconnaissance', 'linux', 'macos', 'cli', 'sherlock', 'python3', 'windows', 'redteam', 'tools', 'information-gathering', 'hacktoberfest', 'hacktoberfest2022', 'python']",2023-02-27,217,5,4.79,194,180,51,0,0,0,0,195.0,169.0,90.0,0.9,72.7372
+103,ml,https://github.com/dmlc/xgboost,,,,dmlc/xgboost,xgboost,23825,8551,925,C++,https://xgboost.ai/,"xgboost: Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library,  for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow",dmlc,2023-03-04,2014-02-06,473,50.324381412190704,"['gbdt', 'gbrt', 'gbm', 'distributed-systems', 'xgboost', 'machine-learning']",2023-03-03,595,7,10.17,414,327,110,0,10,5,10,414.0,631.0,90.0,1.5,72.58226
+80,data,https://github.com/scrapy/scrapy,,,,scrapy/scrapy,scrapy,46354,9883,1783,Python,https://scrapy.org,"Scrapy, a fast high-level web crawling & scraping framework for Python.",scrapy,2023-03-04,2010-02-22,679,68.18197100231141,"['python', 'scraping', 'crawling', 'framework', 'crawler', 'hacktoberfest', 'web-scraping', 'web-scraping-python']",2023-03-02,588,5,6.4,193,134,159,0,6,8,6,193.0,340.0,90.0,1.8,72.57738
+328,security,https://github.com/aquasecurity/trivy,,,,aquasecurity/trivy,trivy,16441,1597,154,Go,https://aquasecurity.github.io/trivy,"trivy: Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more",aquasecurity,2023-03-04,2019-04-11,203,80.81952247191012,"['security', 'security-tools', 'docker', 'containers', 'vulnerability-scanners', 'vulnerability-detection', 'vulnerability', 'golang', 'go', 'kubernetes', 'hacktoberfest', 'devsecops', 'misconfiguration', 'infrastructure-as-code', 'iac']",2023-03-03,286,2,16.08,684,465,47,0,37,29,37,684.0,1282.0,90.0,1.9,72.46131
+39,jupyter,https://github.com/jupyterlab/jupyterlab,,,,jupyterlab/jupyterlab,jupyterlab,12669,2576,309,TypeScript,https://jupyterlab.readthedocs.io/,JupyterLab computational environment.,jupyterlab,2023-03-04,2016-06-03,352,35.962287104622874,"['jupyterlab', 'jupyter']",2023-03-04,529,9,16.73,1377,1026,82,0,49,5062,49,1377.0,2485.0,90.0,1.8,72.26137
+373,ml-dl,https://github.com/pyg-team/pytorch_geometric,,,,pyg-team/pytorch_geometric,pytorch_geometric,16927,3110,250,Python,https://pyg.org,pytorch_geometric: Graph Neural Network Library for PyTorch,pyg-team,2023-03-04,2017-10-06,282,59.96406882591093,"['pytorch', 'geometric-deep-learning', 'graph-neural-networks', 'deep-learning', 'graph-convolutional-networks']",2023-03-04,381,6,20.46,603,503,66,0,3,6,3,603.0,1032.0,90.0,1.7,72.0473
+48,viz,https://github.com/matplotlib/matplotlib,,,,matplotlib/matplotlib,matplotlib,16947,6754,592,Python,https://matplotlib.org/stable/,matplotlib: plotting with Python,matplotlib,2023-03-04,2011-02-19,628,26.979531498749147,"['matplotlib', 'data-visualization', 'data-science', 'python', 'qt', 'wx', 'gtk', 'plotting', 'tk', 'hacktoberfest']",2023-03-03,1478,6,41.06,1367,850,147,0,11,10,11,1365.0,2699.0,90.0,2.0,71.85285
+893,diffusion,https://github.com/apple/ml-stable-diffusion,,,,apple/ml-stable-diffusion,ml-stable-diffusion,5723,273,70,Python,,ml-stable-diffusion: Stable Diffusion with Core ML on Apple Silicon,apple,2023-03-04,2022-11-16,15,367.5321100917431,[],2023-03-04,16,2,0.52,129,47,4,0,2,6,2,129.0,356.0,90.0,2.8,71.78025
+756,diffusion,https://github.com/divamgupta/diffusionbee-stable-diffusion-ui,,,,divamgupta/diffusionbee-stable-diffusion-ui,diffusionbee-stable-diffusion-ui,8308,330,77,JavaScript,https://diffusionbee.com,diffusionbee-stable-diffusion-ui: Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.,divamgupta,2023-03-04,2022-09-06,25,323.0888888888889,"['electron-app', 'macos', 'stable-diffusion']",2023-02-13,16,2,3.9,82,6,6,1,14,30,14,82.0,165.0,90.0,2.0,71.68816
+960,security,https://github.com/certbot/certbot,,,,certbot/certbot,certbot,29683,3332,762,Python,,Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server.  It can also act as a client for any other CA that uses the ACME protocol.,certbot,2023-03-04,2014-11-12,433,68.46161449752883,"['acme', 'acme-client', 'certbot', 'certificate', 'letsencrypt', 'python']",2023-03-02,509,4,4.65,200,130,101,0,13,15,13,200.0,315.0,90.0,1.6,71.61491
+119,ml-ops,https://github.com/mlflow/mlflow,,,,mlflow/mlflow,mlflow,13770,3217,287,Python,https://mlflow.org,mlflow: Open source platform for the machine learning lifecycle,mlflow,2023-03-04,2018-06-05,247,55.588235294117645,"['machine-learning', 'ai', 'ml', 'mlflow', 'apache-spark', 'model-management']",2023-03-03,551,2,24.04,659,479,58,0,14,24,14,659.0,1518.0,90.0,2.3,71.55284
+346,viz,https://github.com/gradio-app/gradio,,,,gradio-app/gradio,gradio,13315,870,104,HTML,http://www.gradio.app,gradio: Create UIs for your machine learning model in Python in 3 minutes,gradio-app,2023-03-04,2018-12-19,219,60.640858815875085,"['machine-learning', 'models', 'ui', 'ui-components', 'interface', 'python', 'data-science', 'data-visualization', 'deep-learning', 'data-analysis', 'gradio', 'gradio-interface', 'python-notebook', 'deploy']",2023-03-04,136,2,24.23,817,609,51,0,94,24,94,817.0,2331.0,90.0,2.9,71.50457
+55,sim,https://github.com/openai/gym,,,,openai/gym,gym,30229,8260,1010,Python,https://www.gymlibrary.dev,gym: A toolkit for developing and comparing reinforcement learning algorithms.,openai,2023-03-04,2016-04-27,357,84.53975229724331,[],2023-01-30,384,3,4.27,54,36,83,1,10,8,10,54.0,161.0,90.0,3.0,71.32254
+220,util,https://github.com/pyenv/pyenv,,,,pyenv/pyenv,pyenv,30854,2723,384,Roff,,pyenv: Simple Python version management,pyenv,2023-03-04,2012-08-31,548,56.273579989577904,"['python', 'shell']",2023-03-02,413,5,4.21,139,128,128,0,16,14,16,139.0,292.0,90.0,2.1,71.20717
+17,nlp,https://github.com/explosion/spacy,,,,explosion/spacy,spaCy,25397,4040,548,Python,https://spacy.io,spaCy: 💫 Industrial-strength Natural Language Processing (NLP) in Python,explosion,2023-03-04,2014-07-03,452,56.13482791285128,"['natural-language-processing', 'data-science', 'machine-learning', 'python', 'cython', 'nlp', 'artificial-intelligence', 'ai', 'spacy', 'nlp-library', 'neural-network', 'neural-networks', 'deep-learning', 'named-entity-recognition', 'entity-linking', 'text-classification', 'tokenization']",2023-03-01,718,3,8.79,336,294,106,0,16,16,16,336.0,554.0,90.0,1.6,71.05627
+495,data,https://github.com/duckdb/duckdb,1.0,,,duckdb/duckdb,duckdb,8808,815,136,C++,http://www.duckdb.org,DuckDB is an in-process SQL OLAP Database Management System,duckdb,2023-03-04,2018-06-26,244,35.992994746059544,"['sql', 'database', 'olap', 'analytics', 'embedded-database']",2023-03-04,247,4,147.62,1105,898,57,0,9,7,9,1104.0,1913.0,90.0,1.7,70.7519
+314,util,https://github.com/samuelcolvin/pydantic,,,,samuelcolvin/pydantic,pydantic,12670,1176,91,Python,https://docs.pydantic.dev,pydantic: Data validation using Python type hints,samuelcolvin,2023-03-04,2017-05-03,304,41.59943714821764,"['validation', 'parsing', 'json-schema', 'python37', 'python38', 'pydantic', 'python39', 'python', 'hints', 'python310', 'python311']",2023-03-03,349,7,6.1,420,248,71,0,11,16,11,420.0,1100.0,90.0,2.6,70.60102
+177,web,https://github.com/psf/requests,,,,psf/requests,requests,49147,8992,1352,Python,https://requests.readthedocs.io/en/latest/,"requests: A simple, yet elegant, HTTP library.",psf,2023-03-04,2011-02-13,629,78.13513513513513,"['python', 'http', 'forhumans', 'requests', 'python-requests', 'client', 'humans', 'cookies']",2023-03-03,728,6,0.67,105,72,147,0,3,12,3,105.0,163.0,90.0,1.6,70.56964
+591,util,https://github.com/mingrammer/diagrams,,,,mingrammer/diagrams,diagrams,27950,1717,346,Python,https://diagrams.mingrammer.com,diagrams: :art: Diagram as Code for prototyping cloud system architectures,mingrammer,2023-03-04,2020-02-02,161,173.6024844720497,"['diagram', 'diagram-as-code', 'architecture', 'graphviz']",2023-01-13,127,7,1.25,94,33,38,2,4,13,4,94.0,79.0,90.0,0.8,70.55353
+120,ml-ops,https://github.com/prefecthq/prefect,,,,prefecthq/prefect,prefect,11414,1142,156,Python,https://prefect.io,prefect: The easiest way to coordinate your dataflow,prefecthq,2023-03-04,2018-06-29,244,46.72397660818714,"['python', 'workflow', 'data-engineering', 'data-science', 'workflow-engine', 'prefect', 'infrastructure', 'ml-ops', 'data-ops', 'automation', 'orchestration', 'orion', 'data', 'observability', 'pipeline']",2023-03-03,132,2,103.02,1350,1004,57,0,56,37,56,1350.0,2475.0,90.0,1.8,70.42194
+1022,pandas,https://github.com/kanaries/pygwalker,1.0,,,kanaries/pygwalker,pygwalker,4124,107,20,Jupyter Notebook,,PyGWalker: Turn your pandas dataframe into a Tableau-style User Interface for visual analysis,kanaries,2023-03-05,2023-02-16,2,1698.1176470588234,"['data-analysis', 'pandas', 'tableau', 'tableau-alternative', 'visualization', 'data-exploration', 'dataframe']",2023-03-03,6,3,0.96,52,37,1,0,8,97,8,52.0,70.0,90.0,1.3,70.35236
+771,ml-dl,https://github.com/sanster/lama-cleaner,,,,sanster/lama-cleaner,lama-cleaner,8307,734,63,Python,https://lama-cleaner-docs.vercel.app/,"lama-cleaner: Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.",sanster,2023-03-04,2021-11-15,67,122.41894736842106,"['inpainting', 'pytorch', 'lama', 'latent-diffusion', 'mat', 'zits', 'stable-diffusion']",2023-03-02,12,5,8.08,82,63,16,0,43,35,43,82.0,158.0,90.0,1.9,70.25241
+409,perf,https://github.com/google/flatbuffers,,,,google/flatbuffers,flatbuffers,20000,3027,644,C++,http://google.github.io/flatbuffers/,FlatBuffers: Memory Efficient Serialization Library,google,2023-03-04,2014-05-19,458,43.586550435865504,"['flatbuffers', 'serialization', 'serialization-library', 'json-parser', 'marshalling', 'rpc', 'zero-copy', 'mmap', 'cross-platform', 'c-plus-plus', 'java', 'c-sharp', 'go', 'python', 'rust', 'javascript', 'typescript', 'grpc', 'c', 'protobuf']",2023-03-04,631,5,7.31,278,152,107,0,14,4,14,278.0,496.0,90.0,1.8,69.97238
+676,ml-dl,https://github.com/facebookresearch/detectron2,,,,facebookresearch/detectron2,detectron2,23740,6491,366,Python,https://detectron2.readthedocs.io/en/latest/,"Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.",facebookresearch,2023-03-04,2019-09-05,182,130.13312451057166,[],2023-03-03,236,2,1.75,226,168,42,0,0,3,3,226.0,320.0,90.0,1.4,69.89947
+30,web,https://github.com/huge-success/sanic,,,,huge-success/sanic,sanic,16886,1493,413,Python,https://sanic.dev,sanic:  Accelerate your web app development  | Build fast. Run fast.,huge-success,2023-03-04,2016-05-26,353,47.77768795472918,"['python', 'framework', 'asyncio', 'api-server', 'web', 'web-server', 'web-framework', 'asgi', 'sanic']",2023-02-27,327,6,2.37,133,86,82,0,11,12,11,133.0,331.0,90.0,2.5,69.24222
+82,data,https://github.com/sqlalchemy/sqlalchemy,,,,sqlalchemy/sqlalchemy,sqlalchemy,6870,1087,90,Python,https://www.sqlalchemy.org,sqlalchemy: The Database Toolkit for Python,sqlalchemy,2023-03-04,2018-11-27,222,30.846696600384863,"['sqlalchemy', 'sql', 'python']",2023-03-03,606,5,15.17,371,283,52,0,27,65,27,372.0,1233.0,90.0,3.3,69.15401
+75,nlp,https://github.com/pytorch/fairseq,,,,pytorch/fairseq,fairseq,21071,5271,358,Python,,fairseq: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.,pytorch,2023-03-04,2017-08-29,287,73.23584905660377,"['python', 'pytorch', 'artificial-intelligence']",2023-02-23,413,5,2.87,213,73,67,0,3,3,3,213.0,192.0,90.0,0.9,67.94198
+517,typing,https://github.com/microsoft/pyright,,,,microsoft/pyright,pyright,9793,849,94,Python,,pyright: Static type checker for Python,microsoft,2023-03-04,2019-03-12,207,47.146492434662996,[],2023-03-04,91,2,21.62,441,428,48,0,70,96,70,442.0,1159.0,90.0,2.6,67.92317
+225,util,https://github.com/pyodide/pyodide,,,,pyodide/pyodide,pyodide,9680,630,126,Python,https://pyodide.org/en/stable/,Pyodide is a Python distribution for the browser and Node.js based on WebAssembly,pyodide,2023-03-04,2018-02-23,262,36.90631808278867,"['python', 'webassembly']",2023-03-04,165,6,15.71,390,314,61,0,15,13,15,390.0,632.0,90.0,1.6,67.84475
+79,ml,https://github.com/scipy/scipy,,,,scipy/scipy,scipy,10895,4616,343,Python,https://scipy.org,SciPy library main repository,scipy,2023-03-04,2011-03-09,625,17.416076729846996,"['python', 'scipy', 'algorithms', 'closember', 'scientific-computing']",2023-03-04,1431,4,30.92,1025,650,146,0,12,13,12,1025.0,3122.0,90.0,3.0,67.8146
+6,viz,https://github.com/bokeh/bokeh,,,,bokeh/bokeh,bokeh,17285,4038,449,Python,https://bokeh.org,"bokeh: Interactive Data Visualization in the browser, from  Python",bokeh,2023-03-04,2012-03-26,570,30.27902902902903,"['bokeh', 'python', 'interactive-plots', 'javascript', 'visualization', 'plotting', 'plots', 'data-visualisation', 'notebooks', 'jupyter', 'visualisation', 'numfocus']",2023-03-03,636,5,9.06,399,264,133,0,0,10,10,399.0,694.0,90.0,1.7,67.75866
+74,typing,https://github.com/python/mypy,,,,python/mypy,mypy,14936,2463,228,Python,https://www.mypy-lang.org/,mypy: Optional static typing for Python,python,2023-03-04,2012-12-07,534,27.955080213903745,"['python', 'types', 'typing', 'typechecker', 'linter']",2023-03-03,632,4,17.08,879,483,125,0,0,7,7,881.0,1652.0,90.0,1.9,67.70918
+876,time-series,https://github.com/sktime/sktime,1.0,,,sktime/sktime,sktime,6216,1032,107,Python,https://www.sktime.net,sktime: A unified framework for machine learning with time series,sktime,2023-03-04,2018-11-06,225,27.539240506329115,"['time-series', 'machine-learning', 'scikit-learn', 'time-series-classification', 'time-series-regression', 'forecasting', 'time-series-analysis', 'data-science', 'data-mining']",2023-03-02,235,6,18.38,501,326,53,0,18,9,18,501.0,1382.0,90.0,2.8,67.67286
+126,ml-dl,https://github.com/microsoft/deepspeed,,,,microsoft/deepspeed,DeepSpeed,9202,1106,146,Python,https://www.deepspeed.ai/,"DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.",microsoft,2023-03-04,2020-01-23,162,56.65259454705365,"['deep-learning', 'pytorch', 'gpu', 'machine-learning', 'billion-parameters', 'data-parallelism', 'model-parallelism', 'inference', 'pipeline-parallelism', 'compression', 'mixture-of-experts', 'trillion-parameters', 'zero']",2023-03-01,164,2,9.21,498,301,38,0,17,18,17,498.0,1013.0,90.0,2.0,67.66933
+693,ml-dl,https://github.com/deepfakes/faceswap,,,,deepfakes/faceswap,faceswap,43839,12151,1504,Python,https://www.faceswap.dev,faceswap: Deepfakes Software For All,deepfakes,2023-03-04,2017-12-19,271,161.3422712933754,"['faceswap', 'face-swap', 'deep-learning', 'deeplearning', 'deep-neural-networks', 'deepfakes', 'deepface', 'deep-face-swap', 'fakeapp', 'neural-networks', 'neural-nets', 'openfaceswap', 'myfakeapp', 'machine-learning']",2023-02-24,95,2,5.58,21,20,63,0,0,1,1,21.0,15.0,90.0,0.7,67.62915
+993,nlp,https://github.com/facebookresearch/llama,,,,facebookresearch/llama,llama,6895,708,87,Python,,llama: Inference code for LLaMA models,facebookresearch,2023-03-05,2023-02-14,2,2540.2631578947367,[],2023-03-04,3,1,0.12,118,31,1,0,0,0,0,118.0,623.0,90.0,5.3,67.61633
+122,data,https://github.com/iterative/dvc,,,,iterative/dvc,dvc,11169,1034,135,Python,https://dvc.org,dvc: 🦉Data Version Control | Git for Data & Models | ML Experiments Management,iterative,2023-03-04,2017-03-04,313,35.66742700729927,"['data-science', 'machine-learning', 'reproducibility', 'data-version-control', 'git', 'developer-tools', 'collaboration', 'ai', 'python', 'hacktoberfest']",2023-03-04,281,2,22.33,671,500,73,0,64,72,64,671.0,1522.0,90.0,2.3,67.52551
+121,ml-ops,https://github.com/dagster-io/dagster,,,,dagster-io/dagster,dagster,6671,841,92,Python,https://dagster.io,"dagster: An orchestration platform for the development, production, and observation of data assets.",dagster-io,2023-03-04,2018-04-30,252,26.382485875706216,"['data-pipelines', 'dagster', 'workflow', 'data-science', 'workflow-automation', 'python', 'scheduler', 'data-orchestrator', 'etl', 'analytics', 'data-engineering', 'mlops', 'orchestration', 'data-integration', 'metadata']",2023-03-03,284,2,66.4,2054,1584,59,0,62,135,62,2054.0,4445.0,90.0,2.2,67.13067
+790,ml-dl,https://github.com/facebookincubator/aitemplate,,,,facebookincubator/aitemplate,AITemplate,2979,238,77,Python,,AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.,facebookincubator,2023-03-03,2022-07-15,33,89.49785407725322,[],2023-03-04,47,4,4.0,258,211,8,0,2,3,2,258.0,823.0,90.0,3.2,67.11256
+672,ml-dl,https://github.com/borisdayma/dalle-mini,,,,borisdayma/dalle-mini,dalle-mini,13731,1062,102,Python,https://www.craiyon.com,dalle-mini: DALL·E Mini - Generate images from a text prompt,borisdayma,2023-03-04,2021-07-03,87,157.5688524590164,[],2023-02-10,27,5,2.42,16,5,20,1,3,2,3,16.0,27.0,90.0,1.7,67.02423
+547,ml,https://github.com/optuna/optuna,,,,optuna/optuna,optuna,7685,811,123,Python,https://optuna.org,optuna: A hyperparameter optimization framework,optuna,2023-03-04,2018-02-21,262,29.26822633297062,"['python', 'machine-learning', 'parallel', 'distributed', 'hyperparameter-optimization', 'hacktoberfest']",2023-03-03,227,3,42.83,298,243,61,0,12,11,12,298.0,814.0,90.0,2.7,66.99795
+11,perf,https://github.com/dask/dask,,,,dask/dask,dask,10772,1598,216,Python,https://dask.org,dask: Parallel computing with task scheduling,dask,2023-03-04,2015-01-04,426,25.28638497652582,"['dask', 'python', 'pydata', 'numpy', 'pandas', 'scikit-learn', 'scipy']",2023-03-03,577,6,10.67,387,219,99,0,0,32,32,387.0,788.0,90.0,2.0,66.97407
+281,util,https://github.com/squidfunk/mkdocs-material,,,,squidfunk/mkdocs-material,mkdocs-material,12958,2831,112,TypeScript,https://squidfunk.github.io/mkdocs-material/,mkdocs-material: Documentation that simply works,squidfunk,2023-03-04,2016-01-28,370,34.98110296953336,"['mkdocs', 'theme', 'documentation', 'material-design', 'template', 'static']",2023-03-03,197,2,16.85,343,321,86,0,61,44,61,343.0,909.0,90.0,2.7,66.87452
+523,ml-dl,https://github.com/lucidrains/dalle2-pytorch,,,,lucidrains/dalle2-pytorch,DALLE2-pytorch,9043,787,123,Python,,"DALLE2-pytorch: Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network,  in Pytorch",lucidrains,2023-03-04,2022-04-07,47,190.6656626506024,"['artificial-intelligence', 'deep-learning', 'text-to-image']",2023-02-12,16,1,11.23,20,4,11,0,335,377,335,20.0,22.0,90.0,1.1,66.8196
+458,perf,https://github.com/nebuly-ai/nebullvm,,,,nebuly-ai/nebullvm,nebullvm,5100,328,64,Python,https://www.nebuly.com/,nebullvm: Plug and play modules to optimize the performances of your AI systems 🚀,nebuly-ai,2023-03-04,2022-02-12,55,92.48704663212435,"['deep-learning', 'pytorch', 'onnx', 'machine-learning', 'tensorflow', 'tvm', 'openvino', 'tensorrt', 'huggingface', 'compiler', 'computing', 'inference', 'neural-network', 'pypi', 'quantization', 'edge-computing', 'gpu', 'optimization', 'transformers']",2023-03-03,28,5,6.44,111,73,13,0,19,20,19,111.0,116.0,90.0,1.0,66.75304
+45,testing,https://github.com/locustio/locust,1.0,,,locustio/locust,locust,20788,2648,433,Python,,locust: Scalable load testing tool written in Python,locustio,2023-03-04,2011-02-17,628,33.07933621277563,"['locust', 'python', 'load-testing', 'performance-testing', 'http', 'benchmarking', 'load-generator']",2023-03-04,279,7,7.65,67,56,147,0,19,9,19,67.0,116.0,90.0,1.7,66.75156
+31,data,https://github.com/jaidedai/easyocr,,,,jaidedai/easyocr,EasyOCR,17157,2483,283,Python,https://www.jaided.ai,"EasyOCR: Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.",jaidedai,2023-03-04,2020-03-14,155,110.58839779005525,"['ocr', 'deep-learning', 'crnn', 'pytorch', 'lstm', 'machine-learning', 'scene-text', 'scene-text-recognition', 'optical-character-recognition', 'cnn', 'data-mining', 'image-processing', 'python', 'easyocr', 'information-retrieval']",2023-01-06,114,5,0.98,100,36,36,2,5,7,5,100.0,112.0,90.0,1.1,66.52208
+29,ml-ops,https://github.com/great-expectations/great_expectations,,,,great-expectations/great_expectations,great_expectations,8050,1249,71,Python,https://docs.greatexpectations.io/,great_expectations: Always know what to expect from your data.,great-expectations,2023-03-04,2017-09-11,285,28.160919540229884,"['pipeline-tests', 'dataquality', 'datacleaning', 'datacleaner', 'data-science', 'data-profiling', 'pipeline', 'pipeline-testing', 'cleandata', 'dataunittest', 'data-unit-tests', 'eda', 'exploratory-data-analysis', 'exploratory-analysis', 'exploratorydataanalysis', 'data-quality', 'data-engineering', 'pipeline-debt', 'data-profilers', 'mlops']",2023-03-03,370,2,41.15,996,886,67,0,54,41,54,996.0,1929.0,90.0,1.9,66.45132
+245,ml,https://github.com/tencentarc/gfpgan,,,,tencentarc/gfpgan,GFPGAN,26952,4156,395,Python,,GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.,tencentarc,2023-03-04,2021-03-19,102,263.4972067039106,"['pytorch', 'gan', 'deep-learning', 'super-resolution', 'face-restoration', 'image-restoration', 'gfpgan']",2022-09-16,11,4,0.44,50,10,24,6,3,8,3,50.0,56.0,90.0,1.1,66.39722
+38,jupyter,https://github.com/jupyter/notebook,,,,jupyter/notebook,notebook,9808,4017,321,Jupyter Notebook,https://jupyter-notebook.readthedocs.io/,notebook: Jupyter Interactive Notebook,jupyter,2023-03-04,2015-04-09,412,23.781087634222377,"['closember', 'jupyter', 'jupyter-notebook', 'notebook']",2023-03-01,623,8,8.06,158,92,96,0,22,40,22,158.0,339.0,90.0,2.1,66.33742
+152,nlp,https://github.com/flairnlp/flair,,,,flairnlp/flair,flair,12538,1999,202,Python,,flair: A very simple framework for state-of-the-art Natural Language Processing (NLP),flairnlp,2023-03-04,2018-06-11,246,50.79050925925926,"['pytorch', 'nlp', 'named-entity-recognition', 'sequence-labeling', 'semantic-role-labeling', 'word-embeddings', 'natural-language-processing', 'machine-learning']",2023-03-03,240,6,11.67,208,158,58,0,1,5,1,208.0,266.0,90.0,1.3,66.24379
+320,gui,https://github.com/pysimplegui/pysimplegui,1.0,,,pysimplegui/pysimplegui,PySimpleGUI,11304,1684,218,Python,,"PySimpleGUI: Launched in 2018. It's 2023 and PySimpleGUI is actively developed & supported. Create complex windows simply. Supports tkinter, Qt, WxPython, Remi (in browser). Create GUI applications trivially with a full set of widgets. Multi-Window applications are also simple. 3.4 to 3.11 supported. 325+ Demo programs & Cookbook for rapid start. Extensive docs",pysimplegui,2023-03-04,2018-07-11,242,46.600706713780916,"['pysimplegui', 'gui-framework', 'python', 'tkinter', 'tkinter-python', 'tkinter-gui', 'wxpython', 'pyside2', 'qt', 'qt-gui', 'remi', 'gui', 'gui-window', 'gui-programming', 'datavisualization', 'games', 'beginner-friendly', 'systemtray', 'python-gui', 'user-interface']",2023-03-01,18,4,9.17,250,213,57,0,5,1,5,249.0,818.0,90.0,3.3,66.22629
+2,ml-dl,https://github.com/apache/incubator-mxnet,,,,apache/incubator-mxnet,mxnet,20272,6872,1087,C++,https://mxnet.apache.org,"mxnet: Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more",apache,2023-03-04,2015-04-30,409,49.5129099790649,['mxnet'],2023-01-26,981,8,1.85,60,23,96,1,4,6,4,60.0,79.0,90.0,1.3,66.1732
+87,math,https://github.com/sympy/sympy,1.0,,,sympy/sympy,sympy,10361,3882,287,Python,https://sympy.org/,sympy: A computer algebra system written in pure Python,sympy,2023-03-04,2010-04-30,670,15.457587382779199,"['python', 'math', 'computer-algebra', 'science', 'hacktoberfest']",2023-03-04,1198,3,42.1,681,384,156,0,5,7,5,677.0,2947.0,90.0,4.4,66.15206
+747,diffusion,https://github.com/nateraw/stable-diffusion-videos,,,,nateraw/stable-diffusion-videos,stable-diffusion-videos,2183,214,28,Python,,stable-diffusion-videos: Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts,nateraw,2023-03-03,2022-09-06,25,84.89444444444445,"['ai-art', 'huggingface', 'huggingface-diffusers', 'machine-learning', 'stable-diffusion']",2023-02-18,14,6,3.0,48,30,6,0,17,34,17,48.0,146.0,90.0,3.0,66.1181
+761,ml-dl,https://github.com/xinntao/real-esrgan,,,,xinntao/real-esrgan,Real-ESRGAN,18447,1993,188,Python,,Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.,xinntao,2023-03-04,2021-07-19,84,217.38888888888889,"['esrgan', 'pytorch', 'real-esrgan', 'super-resolution', 'image-restoration', 'denoise', 'jpeg-compression', 'amine']",2022-09-20,11,7,0.6,100,14,20,6,2,12,2,100.0,99.0,90.0,1.0,66.03713
+36,data,https://github.com/joke2k/faker,,,,joke2k/faker,faker,15469,1728,222,Python,https://faker.readthedocs.io,Faker is a Python package that generates fake data for you.,joke2k,2023-03-04,2012-11-12,537,28.76042496679947,"['python', 'fake', 'testing', 'dataset', 'fake-data', 'test-data', 'test-data-generator']",2023-03-03,510,7,7.13,81,63,125,0,59,27,59,81.0,119.0,90.0,1.5,65.99883
+8,perf,https://github.com/celery/celery,,,,celery/celery,celery,21040,4442,475,Python,https://docs.celeryq.dev,celery: Distributed Task Queue (development branch),celery,2023-03-04,2009-04-24,723,29.08947264467707,"['python', 'task-manager', 'task-scheduler', 'task-runner', 'queue-workers', 'queued-jobs', 'queue-tasks', 'amqp', 'redis', 'sqs', 'sqs-queue', 'python3', 'python-library', 'redis-queue']",2023-03-04,1266,5,5.33,361,133,169,0,7,17,7,362.0,456.0,90.0,1.3,65.90942
+832,util,https://github.com/micropython/micropython,,,,micropython/micropython,micropython,16033,6226,730,C,https://micropython.org,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems,micropython,2023-03-04,2013-12-20,480,33.38221296847115,"['micropython', 'python', 'embedded', 'microcontroller']",2023-03-02,558,2,23.63,473,278,112,0,1,6,1,473.0,1368.0,90.0,2.9,65.88092
+3,ml,https://github.com/awslabs/autogluon,,,,awslabs/autogluon,autogluon,5400,703,90,Python,https://auto.gluon.ai/,"AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data",awslabs,2023-03-04,2019-07-29,187,28.745247148288975,"['automl', 'machine-learning', 'data-science', 'deep-learning', 'ensemble-learning', 'image-classification', 'computer-vision', 'natural-language-processing', 'structured-data', 'object-detection', 'gluon', 'transfer-learning', 'pytorch', 'automated-machine-learning', 'scikit-learn', 'autogluon', 'tabular-data', 'hyperparameter-optimization', 'time-series', 'forecasting']",2023-03-03,100,6,15.94,690,534,44,0,12,7,12,690.0,1328.0,90.0,1.9,65.76907
+238,data,https://github.com/tiangolo/sqlmodel,1.0,,,tiangolo/sqlmodel,sqlmodel,9495,409,125,Python,https://sqlmodel.tiangolo.com/,"sqlmodel: SQL databases in Python, designed for simplicity, compatibility, and robustness.",tiangolo,2023-03-04,2021-08-24,79,119.11290322580645,"['python', 'sql', 'sqlalchemy', 'pydantic', 'fastapi', 'json', 'json-schema']",2023-02-21,54,2,2.94,96,25,19,0,2,4,2,96.0,179.0,90.0,1.9,65.73945
+734,diffusion,https://github.com/compvis/stable-diffusion,,,,compvis/stable-diffusion,stable-diffusion,44263,6888,422,Jupyter Notebook,https://ommer-lab.com/research/latent-diffusion-models/,stable-diffusion: A latent text-to-image diffusion model,compvis,2023-03-04,2022-08-10,29,1496.816425120773,[],2022-11-16,8,2,0.33,199,34,7,4,0,0,0,200.0,279.0,90.0,1.4,65.7039
+870,util,https://github.com/ipython/ipython,,,,ipython/ipython,ipython,15708,4420,768,Python,https://ipython.readthedocs.org,"ipython: Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.",ipython,2023-03-04,2010-05-10,668,23.484835540367364,"['ipython', 'jupyter', 'data-science', 'notebook', 'python', 'repl', 'closember', 'hacktoberfest']",2023-02-28,938,7,6.75,163,92,156,0,0,12,12,163.0,257.0,90.0,1.6,65.67274
+863,ml-ops,https://github.com/mage-ai/mage-ai,1.0,,,mage-ai/mage-ai,mage-ai,3562,276,46,Python,https://www.mage.ai/,"mage-ai: 🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.",mage-ai,2023-03-04,2022-05-16,41,85.09897610921502,"['machine-learning', 'artificial-intelligence', 'data', 'data-engineering', 'data-science', 'python', 'elt', 'etl', 'pipelines', 'data-pipelines', 'orchestration', 'data-integration', 'sql', 'spark', 'dbt', 'pipeline', 'reverse-etl', 'transformation']",2023-03-04,22,3,49.48,605,572,10,0,6,9,6,605.0,163.0,90.0,0.3,65.6504
+974,ml,https://github.com/lucidrains/musiclm-pytorch,1.0,,,lucidrains/musiclm-pytorch,musiclm-pytorch,1620,101,74,Python,,"musiclm-pytorch: Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch",lucidrains,2023-03-04,2023-01-27,5,306.4864864864865,"['artificial-intelligence', 'attention-mechanisms', 'deep-learning', 'music-synthesis', 'transformers']",2023-03-02,1,0,1.13,27,24,1,0,28,341,28,27.0,114.0,90.0,4.2,65.56719
+382,ml-ops,https://github.com/deepset-ai/haystack,,,,deepset-ai/haystack,haystack,7133,1066,103,Python,https://haystack.deepset.ai,"haystack: :mag: Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-3 and alike). Haystack offers production-ready tools to quickly build ChatGPT-like question answering, semantic search, text generation, and more.",deepset-ai,2023-03-04,2019-11-14,172,41.36785418392709,"['nlp', 'question-answering', 'bert', 'transfer-learning', 'language-model', 'pytorch', 'semantic-search', 'squad', 'elasticsearch', 'information-retrieval', 'summarization', 'transformers', 'natural-language-processing', 'machine-learning', 'ai', 'python', 'chatgpt', 'gpt-3', 'large-language-models', 'generative-ai']",2023-03-03,159,2,16.5,757,563,40,0,27,16,27,757.0,1152.0,90.0,1.5,65.56327
+214,nlp,https://github.com/speechbrain/speechbrain,,,,speechbrain/speechbrain,speechbrain,5413,1023,115,Python,http://speechbrain.github.io,speechbrain: A PyTorch-based Speech Toolkit,speechbrain,2023-03-04,2020-04-28,148,36.39865513928915,"['speech-recognition', 'speech-toolkit', 'speaker-recognition', 'speech-to-text', 'speech-enhancement', 'speech-separation', 'audio', 'audio-processing', 'speech-processing', 'speechrecognition', 'asr', 'voice-recognition', 'spoken-language-understanding', 'speaker-diarization', 'speaker-verification', 'pytorch', 'huggingface', 'transformers', 'language-model', 'deep-learning']",2023-03-03,197,6,24.75,128,66,35,0,2,2,2,128.0,334.0,90.0,2.6,65.47037
+537,nlp,https://github.com/espnet/espnet,,,,espnet/espnet,espnet,6152,1856,176,Python,https://espnet.github.io/espnet/,espnet: End-to-End Speech Processing Toolkit,espnet,2023-03-04,2017-12-13,272,22.570230607966458,"['deep-learning', 'end-to-end', 'chainer', 'pytorch', 'kaldi', 'speech-recognition', 'speech-synthesis', 'speech-translation', 'machine-translation', 'voice-conversion', 'speech-enhancement', 'speech-separation', 'singing-voice-synthesis', 'speaker-diarization', 'spoken-language-understanding']",2023-03-03,332,5,38.48,245,139,64,0,6,9,6,245.0,644.0,90.0,2.6,65.40181
+408,web,https://github.com/aio-libs/aiohttp,,,,aio-libs/aiohttp,aiohttp,13318,1870,227,Python,https://docs.aiohttp.org,aiohttp: Asynchronous HTTP client/server framework for asyncio and Python,aio-libs,2023-03-04,2013-10-01,491,27.084834398605462,"['aiohttp', 'asyncio', 'python', 'http', 'http-server', 'http-client', 'async', 'hacktoberfest']",2023-02-28,665,5,6.92,161,87,115,0,3,25,3,161.0,454.0,90.0,2.8,65.31648
+367,ml,https://github.com/megvii-basedetection/yolox,,,,megvii-basedetection/yolox,YOLOX,7920,1915,72,Python,,"YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/",megvii-basedetection,2023-03-04,2021-07-17,85,93.02013422818791,"['yolox', 'yolov3', 'onnx', 'tensorrt', 'ncnn', 'openvino', 'pytorch', 'megengine', 'object-detection', 'yolo', 'deep-learning']",2023-03-03,70,7,0.79,112,55,20,0,1,2,1,112.0,157.0,90.0,1.4,65.30441
+575,perf,https://github.com/pybind/pybind11,,,,pybind/pybind11,pybind11,12294,1778,245,C++,https://pybind11.readthedocs.io/,pybind11: Seamless operability between C++11 and Python,pybind,2023-03-04,2015-07-05,400,30.735,"['python', 'bindings']",2023-02-23,315,6,4.63,170,108,93,0,5,7,5,170.0,341.0,90.0,2.0,65.00118
+127,ml,https://github.com/microsoft/nni,,,,microsoft/nni,nni,12566,1755,282,Python,https://nni.readthedocs.io,"nni: An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.",microsoft,2023-03-04,2018-06-01,248,50.611047180667434,"['automl', 'deep-learning', 'neural-architecture-search', 'hyperparameter-optimization', 'distributed', 'bayesian-optimization', 'automated-machine-learning', 'machine-learning', 'machine-learning-algorithms', 'data-science', 'tensorflow', 'pytorch', 'neural-network', 'deep-neural-network', 'model-compression', 'feature-engineering', 'nas', 'python', 'hyperparameter-tuning', 'mlops']",2023-03-03,187,3,7.17,208,143,58,0,4,10,4,208.0,280.0,90.0,1.3,64.95329
+92,ml-ops,https://github.com/uber/ludwig,,,,uber/ludwig,ludwig,8780,1030,183,Python,http://ludwig.ai,ludwig: Data-centric declarative deep learning framework,uber,2023-03-04,2018-12-27,218,40.196206671026815,"['deep-learning', 'deeplearning', 'deep', 'learning', 'machine-learning', 'machinelearning', 'machine', 'natural-language-processing', 'natural-language', 'computer-vision', 'data-centric', 'data-science', 'python', 'pytorch', 'neural-network', 'ml', 'datascience']",2023-03-04,131,2,18.27,403,350,51,0,18,10,18,403.0,567.0,90.0,1.4,64.93669
+554,ml-ops,https://github.com/horovod/horovod,,,,horovod/horovod,horovod,13071,2158,331,Python,http://horovod.ai,"horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.",horovod,2023-03-03,2017-08-09,290,44.98377581120944,"['tensorflow', 'uber', 'machine-learning', 'machinelearning', 'mpi', 'baidu', 'deep-learning', 'deeplearning', 'keras', 'pytorch', 'mxnet', 'spark', 'ray']",2023-02-23,164,5,2.83,109,75,68,0,7,13,7,109.0,158.0,90.0,1.4,64.89474
+61,viz,https://github.com/plotly/dash,,,,plotly/dash,dash,18198,1853,410,Python,https://plotly.com/dash,dash: Data Apps & Dashboards for Python. No JavaScript Required.,plotly,2023-03-04,2015-04-10,412,44.13929313929314,"['dash', 'plotly', 'data-visualization', 'data-science', 'gui-framework', 'flask', 'react', 'python', 'finance', 'bioinformatics', 'technical-computing', 'charting', 'plotly-dash', 'web-app', 'productivity', 'modeling', 'r', 'rstats', 'jupyter', 'julia']",2023-03-02,133,2,12.35,155,92,96,0,12,11,12,155.0,184.0,90.0,1.2,64.7995
+1029,finance,https://github.com/microsoft/qlib,1.0,,,microsoft/qlib,qlib,10418,1861,250,Python,https://qlib.readthedocs.io/en/latest/,"Qlib is an AI-oriented quantitative investment platform, which aims to realize the potential, empower the research, and create the value of AI technologies in quantitative investment. With Qlib, you can easily try your ideas to create better Quant investment strategies. An increasing number of  SOTA Quant research works/papers are released in Qlib.",microsoft,2023-03-05,2020-08-14,133,78.16291532690246,"['quantitative-finance', 'machine-learning', 'stock-data', 'platform', 'finance', 'algorithmic-trading', 'python', 'investment', 'quant', 'quantitative-trading', 'quant-dataset', 'quant-models', 'auto-quant', 'fintech', 'research-paper', 'paper', 'research', 'deep-learning']",2023-03-03,112,3,3.77,255,173,31,0,5,8,5,255.0,134.0,90.0,0.5,64.76066
+173,term,https://github.com/tiangolo/typer,1.0,,,tiangolo/typer,typer,10601,427,68,Python,https://typer.tiangolo.com/,"Typer, build great CLIs. Easy to code. Based on Python type hints.",tiangolo,2023-03-04,2019-12-24,166,63.58783204798629,"['cli', 'click', 'python3', 'typehints', 'terminal', 'shell', 'python', 'typer']",2023-02-21,32,5,2.79,112,28,39,0,6,7,6,112.0,176.0,90.0,1.6,64.67354
+71,testing,https://github.com/pytest-dev/pytest,,,,pytest-dev/pytest,pytest,9858,2271,194,Python,https://pytest.org,"pytest: The pytest framework makes it easy to write small tests, yet scales to support complex functional testing",pytest-dev,2023-03-04,2015-06-15,402,24.470212765957445,"['unit-testing', 'test', 'testing', 'python', 'hacktoberfest']",2023-03-03,857,5,6.37,268,175,94,0,7,23,7,268.0,463.0,90.0,1.7,64.58637
+826,sim,https://github.com/farama-foundation/gymnasium,,,,farama-foundation/gymnasium,Gymnasium,1651,189,18,Python,https://gymnasium.farama.org,"Gymnasium: A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)",farama-foundation,2023-03-04,2022-09-08,25,64.92696629213484,"['api', 'gym', 'reinforcement-learning']",2023-03-03,411,2,8.54,205,173,6,0,6,12,6,205.0,326.0,90.0,1.6,64.58253
+150,ml,https://github.com/catboost/catboost,,,,catboost/catboost,catboost,6977,1092,192,C,https://catboost.ai,"catboost: A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.",catboost,2023-03-04,2017-07-18,293,23.754377431906615,"['machine-learning', 'decision-trees', 'gradient-boosting', 'gbm', 'gbdt', 'python', 'r', 'kaggle', 'gpu-computing', 'catboost', 'tutorial', 'categorical-features', 'gpu', 'coreml', 'data-science', 'big-data', 'cuda', 'data-mining']",2023-03-04,1070,2,451.98,176,64,68,0,4,15,4,176.0,196.0,90.0,1.1,64.50611
+65,ml,https://github.com/pycaret/pycaret,,,,pycaret/pycaret,pycaret,6966,1584,128,Jupyter Notebook,https://www.pycaret.org,"pycaret: An open-source, low-code machine learning library in Python",pycaret,2023-03-04,2019-11-23,171,40.70283806343907,"['data-science', 'citizen-data-scientists', 'python', 'machine-learning', 'pycaret', 'ml', 'gpu', 'time-series', 'regression', 'classification', 'anomaly-detection', 'nlp', 'clustering']",2023-03-02,117,5,19.35,313,236,40,0,4,9,4,313.0,309.0,90.0,1.0,64.47729
+440,ml-dl,https://github.com/kornia/kornia,,,,kornia/kornia,kornia,7825,794,119,Python,https://kornia.github.io/kornia/,kornia: Open Source Differentiable Computer Vision Library,kornia,2023-03-04,2018-08-22,236,33.07669082125604,"['computer-vision', 'image-processing', 'machine-learning', 'pytorch', 'deep-learning', 'neural-network', 'python', 'artificial-intelligence']",2023-03-04,208,5,7.54,255,202,55,0,7,8,7,255.0,375.0,90.0,1.5,64.44416
+124,ml,https://github.com/onnx/onnx,,,,onnx/onnx,onnx,14187,3350,431,Python,https://onnx.ai/,onnx: Open standard for machine learning interoperability,onnx,2023-03-04,2017-09-07,286,49.53067331670823,"['deep-learning', 'deep-neural-networks', 'neural-network', 'onnx', 'pytorch', 'mxnet', 'tensorflow', 'keras', 'scikit-learn', 'ml', 'machine-learning', 'dnn']",2023-03-03,270,2,6.17,370,245,67,0,3,5,3,370.0,474.0,90.0,1.3,64.40457
+648,profiling,https://github.com/plasma-umass/scalene,1.0,,,plasma-umass/scalene,scalene,7426,247,72,JavaScript,,"Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals",plasma-umass,2023-03-04,2019-12-17,167,44.277683134582624,"['python', 'profiling', 'performance-analysis', 'cpu-profiling', 'profiler', 'python-profilers', 'gpu-programming', 'scalene', 'profiles-memory', 'performance-cpu', 'cpu', 'memory-allocation', 'gpu', 'memory-consumption']",2023-02-27,37,5,10.06,83,48,39,0,17,13,17,83.0,141.0,90.0,1.7,64.3678
+788,diffusion,https://github.com/ashawkey/stable-dreamfusion,,,,ashawkey/stable-dreamfusion,stable-dreamfusion,3937,346,83,Python,,"stable-dreamfusion: A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion.",ashawkey,2023-03-04,2022-10-06,21,183.72666666666666,"['text-to-3d', 'gui', 'nerf', 'stable-diffusion', 'dreamfusion']",2023-03-03,8,3,1.5,78,32,5,0,0,0,0,78.0,182.0,90.0,2.3,64.3334
+552,ml,https://github.com/open-mmlab/mmsegmentation,,,,open-mmlab/mmsegmentation,mmsegmentation,5308,1955,52,Python,https://mmsegmentation.readthedocs.io/en/latest/,mmsegmentation: OpenMMLab Semantic Segmentation Toolbox and Benchmark.,open-mmlab,2023-03-04,2020-06-14,142,37.38028169014085,"['semantic-segmentation', 'pytorch', 'pspnet', 'deeplabv3', 'transformer', 'swin-transformer', 'realtime-segmentation', 'vessel-segmentation', 'retinal-vessel-segmentation', 'image-segmentation', 'medical-image-segmentation']",2023-02-28,136,5,3.54,462,289,33,0,19,15,19,462.0,673.0,90.0,1.5,64.2769
+803,web,https://github.com/encode/httpx,,,,encode/httpx,httpx,10136,673,112,Python,https://www.python-httpx.org/,httpx: A next generation HTTP client for Python. 🦋,encode,2023-03-04,2019-04-04,204,49.582110412299095,"['python', 'http', 'trio', 'asyncio']",2023-03-01,186,5,3.06,101,72,48,0,4,20,4,101.0,131.0,90.0,1.3,64.24519
+200,ml,https://github.com/huggingface/accelerate,,,,huggingface/accelerate,accelerate,3793,346,70,Python,https://huggingface.co/docs/accelerate,"accelerate: 🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision",huggingface,2023-03-04,2020-10-30,122,31.01752336448598,[],2023-03-03,96,4,9.15,296,241,28,0,16,10,16,296.0,806.0,90.0,2.7,64.01662
+315,gui,https://github.com/hoffstadt/dearpygui,,,,hoffstadt/dearpygui,DearPyGui,9757,511,138,C++,https://dearpygui.readthedocs.io/en/latest/,DearPyGui: Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies,hoffstadt,2023-03-04,2020-05-28,144,67.55588526211672,"['cpp', 'python', 'imgui', 'toolkit', 'native', 'tools', 'gui', 'graphics', 'macos', 'linux', 'ui', 'python-gui', 'cross-platform', 'windows', 'dearpygui']",2023-03-02,58,3,2.46,187,136,34,0,6,8,6,187.0,185.0,90.0,1.0,63.87038
+753,ml,https://github.com/marqo-ai/marqo,,,,marqo-ai/marqo,marqo,2409,93,26,Python,https://www.marqo.ai/,marqo: Tensor search for humans.,marqo-ai,2023-03-04,2022-08-01,30,78.06944444444444,"['deep-learning', 'information-retrieval', 'machinelearning', 'vector-search', 'tensor-search', 'clip', 'multi-modal', 'search-engine', 'transformers', 'vision-language', 'machine-learning', 'semantic-search', 'visual-search', 'natural-language-processing', 'hnsw', 'knn', 'hacktoberfest', 'chatgpt', 'gpt', 'large-language-models']",2023-03-03,22,2,12.96,184,117,7,0,11,19,11,184.0,253.0,90.0,1.4,63.8598
+394,web,https://github.com/encode/starlette,,,,encode/starlette,starlette,7944,720,111,Python,https://www.starlette.io/,starlette: The little ASGI framework that shines. 🌟,encode,2023-03-04,2018-06-25,244,32.44340723453909,"['python', 'async', 'websockets', 'http']",2023-03-03,225,4,3.52,113,82,57,0,13,27,13,113.0,252.0,90.0,2.2,63.78092
+854,viz,https://github.com/visgl/deck.gl,,,,visgl/deck.gl,deck.gl,10650,1933,1720,JavaScript,https://deck.gl,deck.gl: WebGL2 powered visualization framework,visgl,2023-03-04,2015-12-15,376,28.2707622298066,"['webgl', 'data-visualization', 'javascript', 'visualization', 'python', 'geospatial-analysis', 'maps']",2023-03-03,219,4,7.31,218,175,88,0,54,73,54,218.0,319.0,90.0,1.5,63.77423
+171,ml-dl,https://github.com/facebookresearch/pytorch3d,,,,facebookresearch/pytorch3d,pytorch3d,7009,1077,141,Python,https://pytorch3d.org/,PyTorch3D is FAIR's library of reusable components for deep learning with 3D data,facebookresearch,2023-03-04,2019-10-25,175,39.986145069274656,[],2023-02-28,114,6,6.81,129,68,41,0,4,4,4,129.0,212.0,90.0,1.6,63.74608
+116,ml-ops,https://github.com/kedro-org/kedro,,From: https://github.com/quantumblacklabs/kedro,,kedro-org/kedro,kedro,8138,765,104,Python,https://kedro.org,"kedro: A Python framework for creating reproducible, maintainable and modular data science code.",kedro-org,2023-03-04,2019-04-18,202,40.20183486238532,"['pipeline', 'kedro', 'hacktoberfest', 'mlops', 'experiment-tracking', 'python', 'machine-learning']",2023-03-02,185,3,6.65,438,236,47,0,6,9,6,438.0,510.0,90.0,1.2,63.60693
+538,nlp,https://github.com/nvidia/nemo,,,,nvidia/nemo,NeMo,5790,1406,139,Python,https://nvidia.github.io/NeMo/,NeMo: a toolkit for conversational AI,nvidia,2023-03-04,2019-08-05,186,30.986238532110093,"['deep-learning', 'speech-recognition', 'nlp', 'nlp-machine-learning', 'neural-network', 'machine-translation', 'speech-synthesis', 'speech-to-text', 'text-to-speech', 'nmt', 'language-model', 'speaker-diarization', 'speaker-recognition', 'text-normalization', 'asr', 'tts']",2023-03-02,207,2,18.87,770,674,44,0,12,11,12,770.0,950.0,90.0,1.2,63.35806
+1021,nlp,https://github.com/whitead/paper-qa,1.0,,,whitead/paper-qa,paper-qa,997,66,21,Python,,paper-qa: LLM Chain for answering questions from documents with citations,whitead,2023-03-05,2023-02-05,4,249.25,[],2023-03-02,3,1,1.46,19,15,1,0,19,231,19,19.0,27.0,90.0,1.4,63.3421
+125,perf,https://github.com/modin-project/modin,,,,modin-project/modin,modin,8421,591,108,Python,http://modin.readthedocs.io,Modin: Scale your Pandas workflows by changing a single line of code,modin-project,2023-03-04,2018-06-21,245,34.31140861466822,"['dataframe', 'pandas', 'distributed', 'datascience', 'modin', 'sql', 'python', 'analytics', 'data-science', 'hacktoberfest']",2023-03-03,110,3,9.42,543,374,57,0,14,14,14,543.0,549.0,90.0,1.0,63.18222
+66,util,https://github.com/pycqa/pylint,,,,pycqa/pylint,pylint,4534,979,75,Python,http://pylint.pycqa.org,pylint: It's not just a linter that annoys you!,pycqa,2023-03-04,2015-12-09,377,12.008323874385168,"['static-analysis', 'linter', 'static-code-analysis', 'code-quality', 'pep8', 'closember', 'hacktoberfest']",2023-03-03,514,4,38.29,724,496,88,0,35,24,35,724.0,2126.0,90.0,2.9,63.12228
+244,util,https://github.com/aws/serverless-application-model,,,,aws/serverless-application-model,serverless-application-model,8937,2302,298,Python,https://aws.amazon.com/serverless/sam,serverless-application-model: The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.,aws,2023-03-03,2016-10-10,333,26.76893453145058,"['serverless', 'aws', 'lambda', 'aws-sam', 'sam', 'sam-specification', 'serverless-applications', 'serverless-application-model']",2023-03-03,262,5,8.56,467,351,78,0,20,11,20,467.0,324.0,90.0,0.7,63.11677
+72,util,https://github.com/python-pillow/pillow,,,,python-pillow/pillow,Pillow,10572,1988,218,Python,https://python-pillow.org,Pillow: Python Imaging Library (Fork),python-pillow,2023-03-04,2012-07-24,553,19.092879256965944,"['c', 'cross-platform', 'pil', 'pillow', 'python', 'python-3', 'image-processing', 'image']",2023-03-04,428,4,18.77,322,255,129,0,5,8,5,323.0,596.0,90.0,1.8,62.89462
+62,viz,https://github.com/plotly/plotly.py,,,,plotly/plotly.py,plotly.py,13020,2306,275,Python,https://plotly.com/python/,plotly.py: The interactive graphing library for Python :sparkles: This project now includes Plotly Express!,plotly,2023-03-04,2013-11-21,484,26.877027425538188,"['python', 'd3', 'plotly', 'plotlyjs', 'webgl', 'dashboard', 'visualization', 'graph-library', 'plotly-dash', 'jupyter-notebook', 'sparkles', 'regl', 'declarative', 'interactive']",2023-02-24,219,4,5.33,257,105,113,0,10,15,10,257.0,342.0,90.0,1.3,62.88882
+90,web,https://github.com/tornadoweb/tornado,1.0,,,tornadoweb/tornado,tornado,21004,5494,1003,Python,http://www.tornadoweb.org/,"Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.",tornadoweb,2023-03-04,2009-09-09,703,29.853401015228428,"['python', 'asynchronous']",2023-02-21,435,6,1.79,54,36,164,0,0,5,5,54.0,88.0,90.0,1.6,62.88808
+813,ml-dl,https://github.com/danielgatis/rembg,,,,danielgatis/rembg,rembg,8561,1069,105,Python,,Rembg is a tool to remove images background,danielgatis,2023-03-04,2020-08-10,133,63.95624332977588,"['image-processing', 'background-removal', 'python']",2022-12-28,33,4,1.63,69,53,31,2,16,13,16,69.0,137.0,90.0,2.0,62.83397
+542,util,https://github.com/mamba-org/mamba,,,,mamba-org/mamba,mamba,4274,247,44,C++,https://mamba.readthedocs.io,mamba: The Fast Cross-Platform Package Manager,mamba-org,2023-03-04,2019-03-05,208,20.477754962354553,[],2023-03-03,112,6,9.85,306,180,49,0,13,51,13,306.0,800.0,90.0,2.6,62.80929
+469,util,https://github.com/alievk/avatarify-python,,,,alievk/avatarify-python,avatarify-python,15436,2411,302,Python,,"avatarify-python: Avatars for Zoom, Skype and other video-conferencing apps.",alievk,2023-03-04,2020-04-06,151,101.64816556914393,[],2022-11-11,23,4,0.02,63,16,35,4,0,1,1,64.0,236.0,90.0,3.7,62.76918
+425,ml-dl,https://github.com/albumentations-team/albumentations,,,,albumentations-team/albumentations,albumentations,11637,1478,124,Python,https://albumentations.ai,albumentations: Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation:  https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125,albumentations-team,2023-03-04,2018-06-06,247,47.00461627236007,"['image-augmentation', 'machine-learning', 'augmentation', 'deep-learning', 'detection', 'fast-augmentations', 'segmentation', 'image-segmentation', 'image-processing', 'image-classification', 'python', 'object-detection']",2023-02-21,127,4,1.42,80,36,58,0,3,3,3,80.0,142.0,90.0,1.8,62.44275
+997,finance,https://github.com/ranaroussi/yfinance,1.0,,,ranaroussi/yfinance,yfinance,9050,1832,220,Python,https://aroussi.com/post/python-yahoo-finance,yfinance: Download market data from Yahoo! Finance's API,ranaroussi,2023-03-05,2017-05-21,302,29.966887417218544,"['python', 'pandas', 'yahoo-finance-api', 'yahoo-finance', 'stock-data', 'market-data', 'financial-data', 'fix-yahoo-finance']",2023-02-21,75,2,5.9,575,424,70,0,41,10,41,575.0,1166.0,90.0,2.0,62.38806
+286,data,https://github.com/simonw/datasette,1.0,,,simonw/datasette,datasette,7185,498,101,Python,https://datasette.io,datasette: An open source multi-tool for exploring and publishing data,simonw,2023-03-04,2017-10-23,279,25.673813169984687,"['sqlite', 'python', 'datasets', 'json', 'docker', 'datasette', 'automatic-api', 'asgi', 'csv', 'datasette-io', 'sql']",2023-01-28,73,6,8.1,136,51,65,1,17,25,17,136.0,366.0,90.0,2.7,62.31343
+352,ml-ops,https://github.com/activeloopai/hub,,,,activeloopai/hub,deeplake,5275,420,64,Python,https://activeloop.ai,"deeplake: Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai ",activeloopai,2023-03-04,2019-08-09,186,28.316717791411044,"['datasets', 'deep-learning', 'machine-learning', 'data-science', 'pytorch', 'tensorflow', 'data-version-control', 'python', 'ai', 'ml', 'mlops', 'computer-vision', 'cv', 'data-processing', 'image-processing', 'data-centric', 'jupyter-notebook', 'datalake', 'lakehouse']",2023-03-04,107,4,25.1,212,179,43,0,62,35,62,212.0,206.0,90.0,1.0,62.30878
+184,ml-dl,https://github.com/google/flax,,,,google/flax,flax,4071,486,77,Python,https://flax.readthedocs.io,Flax is a neural network library for JAX that is designed for flexibility.,google,2023-03-04,2020-01-10,164,24.78,['jax'],2023-03-03,187,5,9.92,274,200,38,0,14,8,14,274.0,413.0,90.0,1.5,62.28503
+4,pandas,https://github.com/aws/aws-sdk-pandas,1.0,,,aws/aws-sdk-pandas,aws-sdk-pandas,3344,581,62,Python,https://aws-sdk-pandas.readthedocs.io,"aws-sdk-pandas: pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).",aws,2023-03-04,2019-02-26,209,15.945504087193461,"['python', 'aws', 'pandas', 'apache-arrow', 'apache-parquet', 'data-engineering', 'etl', 'data-science', 'redshift', 'athena', 'lambda', 'aws-lambda', 'aws-glue', 'emr', 'amazon-athena', 'glue-catalog', 'mysql', 'amazon-sagemaker-notebook']",2023-03-03,124,5,5.65,288,256,49,0,15,25,15,288.0,1458.0,90.0,5.1,62.27035
+831,util,https://github.com/adafruit/circuitpython,,,,adafruit/circuitpython,circuitpython,3423,920,130,C,https://circuitpython.org,CircuitPython - a Python implementation for teaching coding with microcontrollers,adafruit,2023-03-04,2016-08-20,341,10.03391959798995,"['circuitpython', 'micropython', 'python', 'embedded', 'microcontroller', 'education', 'beginner', 'cpython', 'python3', 'hacktoberfest']",2023-03-03,897,6,36.08,524,341,80,0,29,38,29,524.0,1193.0,90.0,2.3,62.19281
+26,term,https://github.com/google/python-fire,,,,google/python-fire,python-fire,24057,1369,381,Python,,python-fire: Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,google,2023-03-04,2017-02-21,314,76.44076259645938,"['python', 'cli']",2023-02-13,59,4,0.52,49,28,73,1,1,2,1,49.0,73.0,90.0,1.5,62.09648
+163,term,https://github.com/tqdm/tqdm,1.0,,,tqdm/tqdm,tqdm,24141,1225,208,Python,https://tqdm.github.io,"tqdm: A Fast, Extensible Progress Bar for Python and CLI",tqdm,2023-03-04,2015-06-03,404,59.670550847457626,"['progressbar', 'progressmeter', 'progress-bar', 'meter', 'rate', 'console', 'terminal', 'time', 'progress', 'gui', 'python', 'parallel', 'cli', 'utilities', 'jupyter', 'discord', 'telegram', 'pandas', 'keras', 'closember']",2023-03-03,112,4,0.52,67,13,94,0,5,20,5,67.0,40.0,90.0,0.6,62.08426
+19,time-series,https://github.com/facebook/prophet,1.0,,,facebook/prophet,prophet,15558,4372,421,Python,https://facebook.github.io/prophet,prophet: Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.,facebook,2023-03-04,2016-11-16,328,47.350434782608694,"['forecasting', 'r', 'python']",2023-02-28,163,4,1.04,282,151,77,0,3,2,3,282.0,170.0,90.0,0.6,61.81065
+53,perf,https://github.com/numba/numba,,,,numba/numba,numba,8326,1004,207,Python,http://numba.pydata.org/,numba: NumPy aware dynamic Python compiler using LLVM,numba,2023-03-04,2012-03-08,573,14.519681116093672,"['python', 'numpy', 'llvm', 'compiler', 'cuda', 'parallel']",2023-03-03,334,4,27.5,404,225,134,0,5,17,5,405.0,922.0,90.0,2.3,61.74989
+459,ml-ops,https://github.com/dbt-labs/dbt-core,,,,dbt-labs/dbt-core,dbt-core,6625,1169,135,Python,https://getdbt.com,dbt-core: dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.,dbt-labs,2023-03-04,2016-03-10,364,18.179145433163466,"['dbt-viewpoint', 'slack', 'pypa', 'data-modeling', 'business-intelligence', 'analytics', 'elt']",2023-03-03,267,3,10.96,1037,700,85,0,55,23,55,1037.0,1677.0,90.0,1.6,61.73109
+727,ml-dl,https://github.com/mosaicml/composer,,,,mosaicml/composer,composer,3018,196,27,Python,http://docs.mosaicml.com,composer: Train neural networks up to 7x faster,mosaicml,2023-03-04,2021-10-12,72,41.5049115913556,"['deep-learning', 'pytorch', 'neural-networks', 'ml-systems', 'ml-efficiency', 'ml-training', 'machine-learning', 'neural-network']",2023-03-04,61,2,22.92,284,268,17,0,15,22,15,284.0,275.0,90.0,1.0,61.69266
+50,viz,https://github.com/mwaskom/seaborn,,,,mwaskom/seaborn,seaborn,10425,1709,252,Python,https://seaborn.pydata.org,seaborn: Statistical data visualization in Python,mwaskom,2023-03-04,2012-06-18,558,18.654141104294478,"['python', 'data-visualization', 'data-science', 'matplotlib', 'pandas']",2023-02-26,188,5,4.96,136,108,130,0,9,3,9,136.0,281.0,90.0,2.1,61.34731
+412,util,https://github.com/pre-commit/pre-commit,,,,pre-commit/pre-commit,pre-commit,9894,709,90,Python,https://pre-commit.com,pre-commit: A framework for managing and maintaining multi-language pre-commit hooks.,pre-commit,2023-03-04,2014-03-13,468,21.121683440073195,"['git', 'pre-commit', 'python', 'linter', 'refactoring']",2023-03-04,147,5,3.31,201,193,109,0,12,20,12,201.0,318.0,90.0,1.6,61.31029
+128,viz,https://github.com/altair-viz/altair,,,,altair-viz/altair,altair,8090,717,147,Python,https://altair-viz.github.io/,altair: Declarative statistical visualization library for Python,altair-viz,2023-03-04,2015-09-19,389,20.78928046989721,[],2023-03-01,151,6,4.65,296,234,91,0,2,4,2,296.0,766.0,90.0,2.6,61.29316
+102,ml-ops,https://github.com/spotify/luigi,,,,spotify/luigi,luigi,16367,2355,483,Python,,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in. ",spotify,2023-03-04,2012-09-20,545,30.007595599790466,"['python', 'luigi', 'orchestration-framework', 'scheduling', 'hadoop']",2023-02-25,598,5,0.77,24,15,127,0,3,6,3,24.0,47.0,90.0,2.0,61.27694
+52,graph,https://github.com/networkx/networkx,,,,networkx/networkx,networkx,12291,2850,280,Python,https://networkx.org,networkx: Network Analysis in Python,networkx,2023-03-04,2010-09-06,651,18.85535831689678,"['python', 'complex-networks', 'graph-theory', 'graph-algorithms', 'graph-analysis', 'graph-generation', 'graph-visualization']",2023-03-02,641,2,9.0,316,228,152,0,15,7,15,316.0,513.0,90.0,1.6,61.2039
+793,web,https://github.com/starlite-api/starlite,,,,starlite-api/starlite,starlite,1765,174,26,Python,https://starliteproject.dev,"starlite: Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs",starlite-api,2023-03-04,2021-12-06,64,27.2136563876652,"['python', 'api', 'rest', 'pydantic', 'asgi', 'openapi', 'redoc', 'starlite', 'starlite-api', 'swagger', 'starlite-framework']",2023-03-03,91,3,18.33,383,348,15,0,103,110,103,379.0,726.0,90.0,1.9,61.16466
+356,ml-ops,https://github.com/netflix/metaflow,,,,netflix/metaflow,metaflow,6450,614,248,Python,https://metaflow.org,metaflow: :rocket: Build and manage real-life data science projects with ease!,netflix,2023-03-04,2019-09-17,180,35.691699604743086,"['machine-learning', 'data-science', 'productivity', 'model-management', 'ai', 'ml', 'ml-platform', 'ml-infrastructure', 'python', 'r', 'rstats', 'reproducible-research', 'r-package', 'mlops', 'datascience', 'high-performance-computing', 'kubernetes', 'aws', 'azure', 'gcp']",2023-03-02,64,4,2.94,117,67,42,0,31,25,31,117.0,158.0,90.0,1.4,61.10633
+221,jupyter,https://github.com/jupyterlite/jupyterlite,,,,jupyterlite/jupyterlite,jupyterlite,3096,194,43,Python,https://jupyterlite.rtfd.io/en/latest/try/lab,jupyterlite: Wasm powered Jupyter running in the browser 💡,jupyterlite,2023-03-04,2021-03-27,101,30.610169491525422,"['jupyter', 'jupyterlab', 'jupyterlab-extension', 'lite', 'webassembly', 'wasm', 'pyodide']",2023-02-15,44,4,12.71,127,64,24,1,18,440,18,127.0,353.0,90.0,2.8,61.07389
+701,util,https://github.com/openai/openai-python,,,,openai/openai-python,openai-python,4856,779,114,Python,,openai-python: The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language.,openai,2023-03-04,2020-10-25,123,39.479674796747965,"['openai', 'python']",2023-03-03,47,3,1.42,138,114,29,0,18,21,18,138.0,287.0,90.0,2.1,61.03012
+763,diffusion,https://github.com/lkwq007/stablediffusion-infinity,,,,lkwq007/stablediffusion-infinity,stablediffusion-infinity,3056,240,32,Python,,stablediffusion-infinity: Outpainting with Stable Diffusion on an infinite canvas,lkwq007,2023-03-03,2022-09-02,26,116.26086956521739,"['outpainting', 'stablediffusion']",2023-01-24,7,2,4.56,39,16,6,1,0,6,6,39.0,58.0,90.0,1.5,61.02046
+280,nlp,https://github.com/maartengr/bertopic,,,,maartengr/bertopic,BERTopic,3870,490,44,Python,https://maartengr.github.io/BERTopic/,BERTopic: Leveraging BERT and c-TF-IDF to create easily interpretable topics. ,maartengr,2023-03-04,2020-09-22,127,30.302013422818792,"['bert', 'transformers', 'topic-modeling', 'sentence-embeddings', 'nlp', 'machine-learning', 'topic', 'ldavis', 'topic-modelling', 'topic-models']",2023-03-02,19,9,0.62,257,149,30,0,6,11,6,257.0,660.0,90.0,2.6,60.95019
+165,nlp,https://github.com/doccano/doccano,,,,doccano/doccano,doccano,7406,1496,125,Python,https://doccano.herokuapp.com,doccano: Open source annotation tool for machine learning practitioners.,doccano,2023-03-04,2018-05-09,251,29.438955139125497,"['natural-language-processing', 'machine-learning', 'annotation-tool', 'python', 'datasets', 'dataset', 'data-labeling', 'text-annotation', 'nuxtjs', 'vue', 'vuejs', 'nuxt']",2023-03-03,101,5,7.9,112,65,59,0,8,6,8,112.0,106.0,90.0,0.9,60.90895
+355,ml-ops,https://github.com/feast-dev/feast,,,,feast-dev/feast,feast,4027,752,74,Python,https://feast.dev,feast: Feature Store for Machine Learning,feast-dev,2023-03-04,2018-12-10,220,18.233505821474772,"['machine-learning', 'features', 'ml', 'big-data', 'feature-store', 'python', 'mlops', 'data-engineering', 'data-science', 'data-quality']",2023-03-04,191,5,13.31,261,179,52,0,30,30,30,261.0,422.0,90.0,1.6,60.859
+518,util,https://github.com/spack/spack,,,,spack/spack,spack,3233,1839,103,Python,https://spack.io,"spack: A flexible package manager that supports multiple versions, configurations, platforms, and compilers.",spack,2023-03-04,2014-01-08,477,6.769667962907568,"['python', 'spack', 'package-manager', 'hpc', 'build-tools', 'radiuss', 'scientific-computing', 'macos', 'linux']",2023-03-03,1357,4,85.96,2093,1447,111,0,6,5,6,2093.0,4866.0,90.0,2.3,60.8541
+104,nlp,https://github.com/rare-technologies/gensim,,,,rare-technologies/gensim,gensim,14019,4327,430,Python,https://radimrehurek.com/gensim,gensim: Topic Modelling for Humans,rare-technologies,2023-03-04,2011-02-10,629,22.272582841579663,"['gensim', 'topic-modeling', 'information-retrieval', 'machine-learning', 'natural-language-processing', 'nlp', 'data-science', 'python', 'data-mining', 'word2vec', 'word-embeddings', 'neural-network', 'document-similarity', 'word-similarity', 'fasttext']",2023-03-03,443,6,1.81,67,50,147,0,2,6,2,67.0,158.0,90.0,2.4,60.83126
+376,util,https://github.com/spotify/pedalboard,,,,spotify/pedalboard,pedalboard,4034,170,53,C++,,pedalboard: 🎛 🔊 A Python library for working with audio.,spotify,2023-03-04,2021-07-06,86,46.52059308072488,"['vst3', 'vst3-host', 'python', 'juce', 'tensorflow', 'audio-unit', 'pybind11', 'audio-processing', 'audio-production', 'audio-research', 'audio']",2023-02-22,25,6,4.48,36,25,20,0,23,24,23,36.0,37.0,90.0,1.0,60.7657
+470,nlp,https://github.com/microsoft/unilm,,,,microsoft/unilm,unilm,10064,1605,251,Python,https://aka.ms/nlpagi,"unilm: Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities",microsoft,2023-03-04,2019-07-23,188,53.32929598788797,"['nlp', 'language-generation', 'pre-trained-model', 'small-pre-trained-model', 'unilm', 'minilm', 'layoutlm', 'multimodal-pre-trained-model', 'layoutxlm', 'beit', 'document-ai', 'trocr', 'beit-3', 'foundation-models', 'xlm-e', 'deepnet', 'document-foundation-model', 'llm', 'multimodal', 'mllm']",2023-03-01,55,3,5.9,115,47,44,0,0,1,1,115.0,142.0,90.0,1.2,60.73856
+643,util,https://github.com/pyinstaller/pyinstaller,,,,pyinstaller/pyinstaller,pyinstaller,10076,1860,232,Python,http://www.pyinstaller.org,pyinstaller: Freeze (package) Python programs into stand-alone executables,pyinstaller,2023-03-04,2011-11-23,588,17.119417475728156,"['python', 'python-3', 'bundle', 'package', 'pyinstaller', 'python-to-exe', 'py2exe', 'py2app']",2023-02-26,446,4,7.06,273,241,137,0,13,5,13,273.0,339.0,90.0,1.2,60.73253
+551,ml,https://github.com/open-mmlab/mmcv,,,,open-mmlab/mmcv,mmcv,4727,1408,84,Python,https://mmcv.readthedocs.io/en/latest/,mmcv: OpenMMLab Computer Vision Foundation,open-mmlab,2023-03-03,2018-08-22,236,19.981280193236714,[],2023-03-03,250,6,5.52,216,148,55,0,15,23,15,216.0,273.0,90.0,1.3,60.71855
+7,util,https://github.com/boto/boto3,,,,boto/boto3,boto3,7925,1729,240,Python,https://aws.amazon.com/sdk-for-python/,boto3: AWS SDK for Python,boto,2023-03-04,2014-10-03,439,18.040650406504064,"['python', 'aws', 'cloud', 'cloud-management', 'aws-sdk']",2023-03-03,141,4,10.25,158,119,102,0,0,150,150,158.0,303.0,90.0,1.9,60.69228
+22,nlp,https://github.com/facebookresearch/parlai,,,,facebookresearch/parlai,ParlAI,9832,2001,292,Python,https://parl.ai,ParlAI: A framework for training and evaluating AI models on a variety of openly available dialogue datasets.,facebookresearch,2023-03-03,2017-04-24,305,32.14572629612331,[],2023-02-24,204,3,4.29,104,80,71,0,3,6,3,104.0,169.0,90.0,1.6,60.66444
+41,util,https://github.com/kivy/kivy,,,,kivy/kivy,kivy,15574,2997,620,Python,https://kivy.org,"kivy: Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS",kivy,2023-03-04,2010-11-03,643,24.199334073251944,"['python', 'ui', 'windows', 'ios', 'android', 'macos', 'linux', 'app', 'kivy']",2023-02-25,580,6,1.63,153,84,150,0,1,3,1,152.0,256.0,90.0,1.7,60.60679
+507,ml,https://github.com/tensorflow/tensor2tensor,,,,tensorflow/tensor2tensor,tensor2tensor,13064,3183,460,Python,,tensor2tensor: Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.,tensorflow,2023-03-04,2017-06-15,298,43.77596936333174,"['machine-learning', 'machine-translation', 'deep-learning', 'reinforcement-learning', 'tpu']",2023-02-17,243,5,0.25,6,2,70,0,0,13,13,6.0,6.0,90.0,1.0,60.45298
+811,data,https://github.com/datafold/data-diff,,,,datafold/data-diff,data-diff,2155,102,16,Python,https://www.datafold.com/blog/open-source-data-diff,data-diff: Efficiently diff data in or across relational databases,datafold,2023-03-04,2022-03-07,51,41.5564738292011,"['database', 'mysql', 'postgresql', 'snowflake', 'rdbms', 'trino', 'data-engineering', 'data-quality', 'data-science', 'data-quality-monitoring', 'databricks-sql', 'dataengineering', 'dataquality', 'oracle-database', 'postgres', 'sql', 'dbt', 'python']",2023-03-04,28,3,14.69,111,61,12,0,16,16,16,111.0,150.0,90.0,1.4,60.38595
+613,testing,https://github.com/robotframework/robotframework,,,,robotframework/robotframework,robotframework,7804,2092,475,Python,http://robotframework.org,robotframework: Generic automation framework for acceptance testing and RPA,robotframework,2023-03-04,2014-06-27,453,17.21651433974157,"['robotframework', 'testing', 'automation', 'testautomation', 'attd', 'bdd', 'rpa', 'python']",2023-03-01,174,4,9.4,177,96,106,0,13,15,13,177.0,320.0,90.0,1.8,60.30607
+770,nlp,https://github.com/huggingface/setfit,,,,huggingface/setfit,setfit,1164,118,16,Jupyter Notebook,,setfit: Efficient few-shot learning with Sentence Transformers,huggingface,2023-03-04,2022-06-30,35,32.854838709677416,"['few-shot-learning', 'nlp', 'sentence-transformers']",2023-03-03,36,5,6.13,170,109,8,0,8,15,8,170.0,431.0,90.0,2.5,60.29752
+227,ml,https://github.com/online-ml/river,1.0,,,online-ml/river,river,4107,460,83,Python,https://riverml.xyz,river: 🌊 Online machine learning in Python,online-ml,2023-03-04,2019-01-24,214,19.153231179213858,"['incremental-learning', 'machine-learning', 'python', 'online-learning', 'online-statistics', 'data-science', 'streaming', 'online-machine-learning', 'streaming-data', 'concept-drift', 'real-time-processing', 'stream-processing']",2023-03-03,95,7,5.77,63,52,50,0,6,7,6,63.0,188.0,90.0,3.0,60.28753
+532,util,https://github.com/facebookresearch/hydra,,,,facebookresearch/hydra,hydra,6848,561,87,Python,https://hydra.cc,Hydra is a framework for elegantly configuring complex applications,facebookresearch,2023-03-04,2019-06-12,194,35.19530102790015,[],2023-02-25,110,3,3.71,115,79,45,0,5,6,5,115.0,162.0,90.0,1.4,60.17826
+827,study,https://github.com/huggingface/diffusion-models-class,,,,huggingface/diffusion-models-class,diffusion-models-class,1937,175,72,Jupyter Notebook,,diffusion-models-class: Materials for the Hugging Face Diffusion Models Course,huggingface,2023-03-04,2022-10-13,20,94.81818181818181,[],2023-02-21,17,6,2.88,46,36,5,0,0,0,0,46.0,53.0,90.0,1.2,60.12552
+70,ml,https://github.com/pymc-devs/pymc3,,,,pymc-devs/pymc3,pymc,7348,1748,226,Python,https://docs.pymc.io/,pymc: Bayesian Modeling in Python,pymc-devs,2023-03-04,2009-05-05,721,10.181314330958037,"['python', 'statistical-analysis', 'bayesian-inference', 'mcmc', 'variational-inference', 'probabilistic-programming', 'pytensor']",2023-03-02,441,5,15.73,263,186,168,0,24,5,24,263.0,622.0,90.0,2.4,60.12416
+950,security,https://github.com/stamparm/maltrail,,,,stamparm/maltrail,maltrail,4992,937,216,Python,,maltrail: Malicious traffic detection system,stamparm,2023-03-04,2014-12-04,430,11.597743113176236,"['security', 'malware', 'intrusion-detection', 'sensor', 'python', 'network-monitoring', 'attack-detection']",2023-03-04,40,4,253.02,14,11,100,0,12,6,12,14.0,55.0,90.0,3.9,60.11255
+986,sim,https://github.com/astropy/astropy,,,,astropy/astropy,astropy,3692,1570,137,Python,https://www.astropy.org,astropy: Astronomy and astrophysics core library,astropy,2023-03-04,2011-07-21,606,6.088103651354535,"['python', 'astronomy', 'science', 'astrophysics', 'astropy']",2023-03-03,477,7,26.08,554,412,142,0,8,12,8,554.0,2153.0,90.0,3.9,60.10301
+820,ml,https://github.com/project-monai/monai,,,,project-monai/monai,MONAI,3811,740,88,Python,https://monai.io/,MONAI: AI Toolkit for Healthcare Imaging,project-monai,2023-03-04,2019-10-11,177,21.49637389202256,"['healthcare-imaging', 'deep-learning', 'medical-image-computing', 'medical-image-processing', 'pytorch', 'python3', 'monai']",2023-03-02,139,3,14.48,497,384,41,0,5,21,5,497.0,896.0,90.0,1.8,60.0789
+176,debug,https://github.com/cool-rr/pysnooper,1.0,,,cool-rr/pysnooper,PySnooper,15700,938,234,Python,,PySnooper: Never use print for debugging again,cool-rr,2023-03-04,2019-04-18,202,77.55822159491885,"['python', 'debug', 'debugger', 'introspection', 'logging']",2023-01-03,27,5,0.1,5,2,47,4,0,4,4,5.0,12.0,90.0,2.4,60.06763
+288,testing,https://github.com/hypothesisworks/hypothesis,1.0,,,hypothesisworks/hypothesis,hypothesis,6552,550,68,Python,https://hypothesis.works,"Hypothesis is a powerful, flexible, and easy to use library for property-based testing.",hypothesisworks,2023-03-03,2013-03-10,521,12.575815738963533,"['python', 'testing', 'fuzzing', 'property-based-testing']",2023-02-17,302,6,14.35,82,58,122,0,96,133,96,82.0,161.0,90.0,2.0,60.05455
+934,ml-dl,https://github.com/williamyang1991/vtoonify,,,,williamyang1991/vtoonify,VToonify,2948,358,59,Jupyter Notebook,,[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer,williamyang1991,2023-03-04,2022-09-09,25,116.58757062146893,"['face', 'siggraph-asia', 'style-transfer', 'stylegan2', 'toonify', 'video-style-transfer']",2023-02-24,4,3,3.23,24,7,6,0,0,0,0,24.0,59.0,90.0,2.5,59.90315
+768,data,https://github.com/gristlabs/grist-core,,,,gristlabs/grist-core,grist-core,3669,171,41,TypeScript,https://support.getgrist.com/self-managed/,grist-core: Grist is the evolution of spreadsheets.,gristlabs,2023-03-04,2020-05-22,145,25.253687315634217,"['awesome', 'database', 'spreadsheet']",2023-03-03,42,3,12.77,109,51,34,0,10,5,10,109.0,260.0,90.0,2.4,59.80994
+864,util,https://github.com/dosisod/refurb,1.0,,,dosisod/refurb,refurb,2153,42,16,Python,,refurb: A tool for refurbishing and modernizing Python codebases,dosisod,2023-03-04,2022-07-27,31,68.1945701357466,"['cli', 'mypy', 'python', 'python310', 'testing', 'gplv3', 'hacktoberfest']",2023-03-04,10,4,4.23,86,80,7,0,15,36,15,86.0,45.0,90.0,0.5,59.72543
+410,web,https://github.com/encode/uvicorn,,,,encode/uvicorn,uvicorn,6218,551,84,Python,https://www.uvicorn.org/,"uvicorn: An ASGI web server, for Python. 🦄",encode,2023-03-04,2017-05-31,300,20.687262357414447,"['python', 'asyncio', 'asgi', 'http', 'http-server']",2023-03-01,152,4,3.5,117,88,70,0,7,25,7,117.0,268.0,90.0,2.3,59.72207
+161,ml,https://github.com/wandb/client,,,,wandb/client,wandb,5559,442,43,Python,https://wandb.ai,wandb: 🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.,wandb,2023-03-04,2017-03-24,310,17.915745856353592,"['machine-learning', 'experiment-track', 'deep-learning', 'keras', 'tensorflow', 'pytorch', 'hyperparameter-search', 'reinforcement-learning', 'mlops', 'data-science', 'collaboration', 'hyperparameter-optimization', 'reproducibility', 'hyperparameter-tuning', 'data-versioning', 'model-versioning', 'ml-platform']",2023-03-04,138,2,13.12,1150,607,72,0,27,21,27,1151.0,1713.0,90.0,1.5,59.63811
+791,ml-ops,https://github.com/orchest/orchest,,,,orchest/orchest,orchest,3751,224,39,Python,https://orchest.io,"orchest: Build data pipelines, the easy way 🛠️",orchest,2023-03-04,2020-05-21,145,25.792730844793713,"['data-science', 'machine-learning', 'pipelines', 'ide', 'jupyter', 'cloud', 'self-hosted', 'jupyterlab', 'notebooks', 'docker', 'python', 'data-pipelines', 'orchest', 'deployment', 'kubernetes', 'airflow', 'dag', 'etl', 'etl-pipeline']",2023-01-20,31,5,72.48,75,56,34,1,94,72,94,75.0,75.0,90.0,1.0,59.57666
+704,sim,https://github.com/isl-org/open3d,,,,isl-org/open3d,Open3D,8184,1899,172,C++,http://www.open3d.org,Open3D: A Modern Library for 3D Data Processing,isl-org,2023-03-04,2016-12-02,326,25.08231173380035,"['mesh-processing', 'computer-graphics', 'opengl', 'cpp', 'python', 'reconstruction', 'odometry', 'visualization', 'registration', 'machine-learning', '3d', 'pointcloud', 'rendering', 'gui', '3d-perception', 'gpu', 'arm', 'cuda', 'pytorch', 'tensorflow']",2023-03-04,183,5,3.92,383,228,76,0,1,4,1,383.0,532.0,90.0,1.4,59.55281
+81,util,https://github.com/sphinx-doc/sphinx,,,,sphinx-doc/sphinx,sphinx,5244,1878,142,Python,https://www.sphinx-doc.org/,sphinx: The Sphinx documentation generator,sphinx-doc,2023-03-04,2015-01-02,426,12.301608579088471,"['python', 'documentation', 'documentation-tool', 'sphinx', 'markdown', 'restructuredtext']",2023-02-18,770,5,13.35,379,144,99,0,20,31,20,379.0,421.0,90.0,1.1,59.52705
+142,nlp,https://github.com/ukplab/sentence-transformers,,,,ukplab/sentence-transformers,sentence-transformers,9570,1869,119,Python,https://www.SBERT.net,sentence-transformers: Multilingual Sentence & Image Embeddings with BERT,ukplab,2023-03-04,2019-07-24,188,50.75,[],2023-01-26,107,4,1.52,137,26,44,1,2,9,2,137.0,133.0,90.0,1.0,59.352
+345,jupyter,https://github.com/mwouts/jupytext,,,,mwouts/jupytext,jupytext,5851,379,68,Python,https://jupytext.readthedocs.io,"jupytext: Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts",mwouts,2023-03-03,2018-06-15,246,23.756960556844547,"['jupyter-notebook', 'jupyterlab-extension', 'version-control', 'knitr', 'rstudio', 'markdown', 'rmarkdown', 'python', 'hydrogen', 'notebooks', 'jupyterlab']",2023-02-25,78,6,1.17,46,29,57,0,7,28,7,46.0,120.0,90.0,2.6,59.35195
+944,nlp,https://github.com/microsoft/biogpt,,,,microsoft/biogpt,BioGPT,3312,312,61,Python,,microsoft/biogpt,microsoft,2023-03-04,2022-08-15,28,114.77227722772277,[],2023-02-13,9,4,0.62,64,28,7,1,0,0,0,64.0,119.0,90.0,1.9,59.29938
+924,util,https://github.com/openai/point-e,,,,openai/point-e,point-e,4512,458,166,Python,,point-e: Point cloud diffusion for 3D model synthesis,openai,2023-03-04,2022-12-06,12,354.87640449438203,[],2022-12-20,2,0,0.06,77,24,3,2,0,0,0,77.0,144.0,90.0,1.9,59.29268
+175,util,https://github.com/delgan/loguru,1.0,,,delgan/loguru,loguru,14237,589,120,Python,,loguru: Python logging made (stupidly) simple,delgan,2023-03-04,2017-08-15,289,49.141518737672584,"['python', 'logging', 'logger', 'log']",2023-03-03,42,1,2.13,74,50,68,0,0,3,3,74.0,131.0,90.0,1.8,59.16208
+877,time-series,https://github.com/unit8co/darts,,,,unit8co/darts,darts,5483,603,46,Python,https://unit8co.github.io/darts/,darts: A python library for user-friendly forecasting and anomaly detection on time series.,unit8co,2023-03-04,2018-09-13,233,23.488984088127296,"['python', 'time-series', 'forecasting', 'machine-learning', 'deep-learning', 'anomaly-detection', 'data-science']",2023-02-28,80,3,4.27,344,220,54,0,7,8,7,344.0,598.0,90.0,1.7,59.09597
+907,perf,https://github.com/exaloop/codon,,,,exaloop/codon,codon,5694,191,48,C++,https://docs.exaloop.io/codon,"codon: A high-performance, zero-overhead, extensible Python compiler using LLVM",exaloop,2023-03-03,2021-09-27,74,76.06488549618321,"['python', 'compiler', 'llvm', 'high-performance', 'gpu-programming', 'parallel-programming']",2023-02-06,7,1,1.62,142,99,17,1,5,4,5,142.0,316.0,90.0,2.2,59.07754
+10,util,https://github.com/cython/cython,,,,cython/cython,cython,7713,1364,231,Python,https://cython.org,cython: The most widely used Python to C compiler,cython,2023-03-04,2010-11-21,641,12.032761310452418,"['python', 'cython', 'cpython', 'cpython-extensions', 'c', 'cpp', 'performance', 'big-data']",2023-03-01,490,4,8.67,222,128,150,0,7,15,7,222.0,489.0,90.0,2.2,59.05823
+332,sim,https://github.com/unity-technologies/ml-agents,,,,unity-technologies/ml-agents,ml-agents,14208,3738,548,C#,https://unity.com/products/machine-learning-agents,ml-agents: The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.,unity-technologies,2023-03-04,2017-09-08,286,49.62874251497006,"['reinforcement-learning', 'unity3d', 'deep-learning', 'unity', 'deep-reinforcement-learning', 'neural-networks', 'machine-learning']",2023-01-25,147,5,1.1,125,66,67,1,1,25,1,125.0,57.0,90.0,0.5,59.01985
+60,pandas,https://github.com/pandas-profiling/pandas-profiling,1.0,,,pandas-profiling/pandas-profiling,ydata-profiling,10294,1453,151,Python,https://ydata-profiling.ydata.ai,ydata-profiling: Create HTML profiling reports from pandas DataFrame objects,pandas-profiling,2023-03-04,2016-01-09,373,27.58728943338438,"['pandas-profiling', 'pandas-dataframe', 'statistics', 'jupyter-notebook', 'exploration', 'data-science', 'python', 'pandas', 'machine-learning', 'deep-learning', 'exploratory-data-analysis', 'eda', 'data-quality', 'html-report', 'data-exploration', 'data-analysis', 'jupyter', 'big-data-analytics', 'data-profiling', 'hacktoberfest']",2023-01-30,108,3,4.94,124,81,87,1,9,26,9,124.0,150.0,90.0,1.2,58.96772
+232,template,https://github.com/cookiecutter/cookiecutter,,,,cookiecutter/cookiecutter,cookiecutter,19044,1798,232,Python,https://pypi.org/project/cookiecutter/,"cookiecutter: A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.",cookiecutter,2023-03-04,2013-07-14,503,37.860834990059644,"['python', 'cookiecutter']",2022-09-09,285,6,2.98,61,10,117,6,2,3,2,61.0,71.0,90.0,1.2,58.90951
+427,ml-dl,https://github.com/facebookresearch/detr,,,,facebookresearch/detr,detr,10503,1929,150,Python,,detr: End-to-End Object Detection with Transformers,facebookresearch,2023-03-04,2020-05-26,144,72.57749259624876,[],2023-02-07,26,8,0.04,42,12,34,1,0,0,0,42.0,45.0,90.0,1.1,58.57044
+371,viz,https://github.com/marceloprates/prettymaps,,,,marceloprates/prettymaps,prettymaps,9085,442,73,Jupyter Notebook,,"prettymaps: A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.",marceloprates,2023-03-04,2021-03-05,104,87.11643835616438,"['matplotlib', 'jupyter-notebook', 'python', 'generative-art', 'cartography', 'maps', 'openstreetmap']",2023-02-15,15,3,0.83,8,2,24,1,1,9,1,8.0,18.0,90.0,2.2,58.47666
+105,nlp,https://github.com/nltk/nltk,,,,nltk/nltk,nltk,11586,2696,468,Python,https://www.nltk.org,NLTK Source,nltk,2023-03-04,2009-09-07,703,16.460726608483863,"['nltk', 'python', 'nlp', 'natural-language-processing', 'machine-learning']",2023-02-20,438,6,2.37,95,69,164,0,0,3,3,95.0,160.0,90.0,1.7,58.44988
+343,web,https://github.com/vitalik/django-ninja,,,,vitalik/django-ninja,django-ninja,4107,262,62,Python,https://django-ninja.rest-framework.com,"django-ninja: 💨  Fast, Async-ready, Openapi, type hints based framework for building APIs",vitalik,2023-03-04,2020-05-19,145,28.185294117647057,"['python', 'django', 'rest-api', 'openapi', 'pydantic', 'swagger', 'swagger-ui', 'django-ninja']",2023-02-24,82,3,3.21,120,76,34,0,5,10,5,120.0,244.0,90.0,2.0,58.44656
+721,ml,https://github.com/py-why/dowhy,,,,py-why/dowhy,dowhy,5706,817,136,Python,https://www.pywhy.org/dowhy,"DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks. ",py-why,2023-03-04,2018-05-31,248,22.968372627947097,"['causal-inference', 'machine-learning', 'graphical-models', 'bayesian-networks', 'data-science', 'python3', 'causality', 'causal-models', 'treatment-effects', 'do-calculus', 'causal-machine-learning']",2023-02-14,71,4,6.21,129,79,58,1,4,3,4,129.0,340.0,90.0,2.6,58.40654
+187,ml-interpretability,https://github.com/slundberg/shap,,,,slundberg/shap,shap,18682,2815,263,Jupyter Notebook,,shap: A game theoretic approach to explain the output of any machine learning model.,slundberg,2023-03-04,2016-11-22,327,57.00697471665214,"['interpretability', 'machine-learning', 'deep-learning', 'gradient-boosting', 'shap', 'shapley', 'explainability']",2022-06-16,205,4,1.87,154,23,76,9,1,8,1,154.0,134.0,90.0,0.9,58.38653
+442,gis,https://github.com/osgeo/gdal,,,,osgeo/gdal,gdal,3633,2021,163,C++,https://gdal.org,GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.,osgeo,2023-03-04,2012-10-09,542,6.694130034219532,"['raster', 'geospatial-data', 'vector', 'remote-sensing']",2023-03-02,513,7,47.44,569,513,127,0,9,14,9,569.0,707.0,90.0,1.2,58.33941
+270,web,https://github.com/strawberry-graphql/strawberry,,,,strawberry-graphql/strawberry,strawberry,2986,374,40,Python,https://strawberry.rocks,strawberry: A GraphQL library for Python that leverages type annotations 🍓,strawberry-graphql,2023-03-04,2018-12-21,219,13.616938110749185,"['graphql', 'graphql-server', 'python', 'starlette', 'asyncio', 'mypy', 'django', 'graphql-library', 'asgi', 'graphql-schema', 'strawberry', 'hacktoberfest']",2023-03-02,182,4,11.88,319,177,51,0,168,124,168,318.0,607.0,90.0,1.9,58.29362
+501,ml,https://github.com/ageron/handson-ml2,,,,ageron/handson-ml2,handson-ml2,24242,11679,632,Jupyter Notebook,,"handson-ml2: A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.",ageron,2023-03-04,2019-01-08,216,111.86156888595913,[],2023-02-04,75,1,0.15,11,5,51,1,0,0,0,11.0,14.0,90.0,1.3,58.27693
+892,time-series,https://github.com/awslabs/gluonts,,,,awslabs/gluonts,gluonts,3381,681,70,Python,https://ts.gluon.ai,gluonts: Probabilistic time series modeling in Python,awslabs,2023-03-04,2019-05-15,198,17.026618705035972,"['time-series', 'deep-learning', 'forecasting', 'neural-networks', 'machine-learning', 'time-series-prediction', 'time-series-forecasting', 'mxnet', 'pytorch', 'aws', 'sagemaker', 'timeseries', 'artificial-intelligence', 'data-science']",2023-03-02,101,6,7.31,251,190,46,0,39,22,39,251.0,266.0,90.0,1.1,58.27048
+549,ml,https://github.com/open-mmlab/mmediting,,,,open-mmlab/mmediting,mmediting,4101,732,87,Python,https://mmediting.readthedocs.io/en/latest/,"mmediting: OpenMMLab Image and Video Restoration, Editing and Generation Toolbox",open-mmlab,2023-03-04,2019-08-23,184,22.253488372093024,"['super-resolution', 'inpainting', 'matting', 'image-generation', 'generative-adversarial-network', 'pytorch', 'deep-learning', 'video-interpolation', 'video-frame-interpolation', 'video-super-resolution', 'computer-vision', 'image-editing', 'image-processing', 'image-synthesis']",2023-02-24,68,5,2.81,230,191,43,0,13,6,13,230.0,242.0,90.0,1.1,58.23013
+775,util,https://github.com/google/latexify_py,,,,google/latexify_py,latexify_py,6038,328,52,Python,,latexify_py: A library to generate LaTeX expression from Python code.,google,2023-03-04,2020-07-25,136,44.3504721930745,[],2023-01-14,24,3,1.71,45,34,32,2,3,3,3,45.0,146.0,90.0,3.2,58.15955
+875,time-series,https://github.com/nixtla/statsforecast,,,,nixtla/statsforecast,statsforecast,2300,147,18,Python,https://nixtla.github.io/statsforecast/,statsforecast: Lightning ⚡️ fast forecasting with statistical and econometric models.,nixtla,2023-03-04,2021-11-24,66,34.54935622317596,"['time-series', 'statistics', 'forecasting', 'arima', 'econometrics', 'machine-learning', 'python', 'exponential-smoothing', 'ets', 'baselines', 'predictions', 'naive', 'seasonal-naive', 'fbprophet', 'prophet', 'neuralprophet', 'mstl', 'theta', 'automl', 'data-science']",2023-03-04,18,3,15.29,94,68,16,0,22,20,22,94.0,95.0,90.0,1.0,58.08788
+422,ml-dl,https://github.com/pyro-ppl/pyro,,,,pyro-ppl/pyro,pyro,7813,965,201,Python,http://pyro.ai,pyro: Deep universal probabilistic programming with Python and PyTorch,pyro-ppl,2023-03-04,2017-06-16,298,26.19300766283525,"['python', 'pytorch', 'machine-learning', 'bayesian', 'probabilistic-programming', 'bayesian-inference', 'variational-inference', 'probabilistic-modeling', 'deep-learning']",2023-03-04,135,4,1.38,30,23,70,0,4,6,4,30.0,61.0,90.0,2.0,58.08484
+140,nlp,https://github.com/neuml/txtai,,,,neuml/txtai,txtai,3515,303,62,Python,https://neuml.github.io/txtai,txtai: 💡 Build AI-powered semantic search applications ,neuml,2023-03-04,2020-08-09,134,26.23134328358209,"['python', 'search', 'machine-learning', 'nlp', 'deep-learning', 'document-search', 'audio-search', 'image-search', 'video-search', 'semantic-search', 'similarity-search', 'neural-search', 'contextual-search', 'vector-search', 'machine-learning-workflows', 'machine-learning-pipelines', 'microservice', 'api', 'cloud-native', 'txtai']",2023-03-03,10,5,6.21,67,54,31,0,9,11,9,67.0,136.0,90.0,2.0,58.06866
+107,sim,https://github.com/atsushisakai/pythonrobotics,,,,atsushisakai/pythonrobotics,PythonRobotics,17654,5545,505,Python,https://atsushisakai.github.io/PythonRobotics/,PythonRobotics: Python sample codes for robotics algorithms.,atsushisakai,2023-03-04,2016-03-21,362,48.65275590551181,"['python', 'robotics', 'algorithm', 'path-planning', 'control', 'animation', 'localization', 'slam', 'cvxpy', 'ekf', 'autonomous-vehicles', 'autonomous-driving', 'mapping', 'autonomous-navigation', 'robot', 'hacktoberfest']",2023-02-21,107,5,2.02,44,42,85,0,0,0,0,44.0,12.0,90.0,0.3,58.04135
+883,study,https://github.com/huggingface/deep-rl-class,,,,huggingface/deep-rl-class,deep-rl-class,2694,355,85,Jupyter Notebook,,deep-rl-class: This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.,huggingface,2023-03-04,2022-04-21,45,59.301886792452834,"['deep-reinforcement-learning', 'reinforcement-learning', 'reinforcement-learning-excercises', 'deep-learning']",2023-03-02,45,1,11.81,145,135,11,0,0,0,0,145.0,263.0,90.0,1.8,58.02154
+840,ml,https://github.com/aws/sagemaker-python-sdk,,,,aws/sagemaker-python-sdk,sagemaker-python-sdk,1785,937,135,Python,https://sagemaker.readthedocs.io/,sagemaker-python-sdk: A library for training and deploying machine learning models on Amazon SageMaker,aws,2023-03-02,2017-11-14,276,6.450696954052659,"['aws', 'mxnet', 'tensorflow', 'machine-learning', 'python', 'pytorch', 'sagemaker', 'huggingface']",2023-03-03,336,2,10.17,300,171,65,0,79,91,79,300.0,3153.0,90.0,10.5,57.95406
+134,ml-dl,https://github.com/keras-team/autokeras,,,,keras-team/autokeras,autokeras,8758,1394,306,Python,http://autokeras.com/,autokeras: AutoML library for deep learning,keras-team,2023-03-04,2017-11-19,276,31.731884057971016,"['automl', 'neural-architecture-search', 'automated-machine-learning', 'python', 'deep-learning', 'machine-learning', 'autodl', 'tensorflow', 'keras']",2023-02-22,140,4,1.56,55,36,64,0,3,11,3,55.0,56.0,90.0,1.0,57.9005
+692,ml-dl,https://github.com/iperov/deepfacelab,,,,iperov/deepfacelab,DeepFaceLab,37675,8436,1056,Python,,DeepFaceLab is the leading software for creating deepfakes.,iperov,2023-03-04,2018-06-04,247,152.0028818443804,"['faceswap', 'face-swap', 'deep-learning', 'deeplearning', 'deep-neural-networks', 'deepfakes', 'deepface', 'deep-face-swap', 'fakeapp', 'neural-networks', 'neural-nets', 'deepfacelab', 'creating-deepfakes', 'arxiv', 'machine-learning']",2022-12-31,21,0,0.17,65,16,58,2,0,0,0,65.0,77.0,90.0,1.2,57.72838
+404,perf,https://github.com/python-trio/trio,,,,python-trio/trio,trio,5199,294,88,Python,https://trio.readthedocs.io,Trio – a friendly Python library for async concurrency and I/O,python-trio,2023-03-04,2017-01-16,319,16.254131308619918,"['python', 'async', 'async-await', 'networking', 'io', 'trio', 'structured-concurrency']",2023-03-03,140,4,6.27,119,94,75,0,0,4,4,119.0,266.0,90.0,2.2,57.57097
+602,ml,https://github.com/cleanlab/cleanlab,,,,cleanlab/cleanlab,cleanlab,5424,455,70,Python,https://cleanlab.ai,"cleanlab: The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.",cleanlab,2023-03-04,2018-05-11,251,21.584991472427514,"['weak-supervision', 'robust-machine-learning', 'data-cleaning', 'classification', 'data-quality', 'data-science', 'exploratory-data-analysis', 'label-errors', 'noisy-labels', 'data-centric-ai', 'machine-learning', 'out-of-distribution-detection', 'outlier-detection', 'data-validation', 'active-learning', 'crowdsourcing', 'image-tagging', 'data-labeling', 'entity-recognition', 'annotations']",2023-03-01,29,5,9.04,129,84,59,0,4,1,4,129.0,180.0,90.0,1.4,57.46362
+714,util,https://github.com/jazzband/pip-tools,,,,jazzband/pip-tools,pip-tools,6660,567,105,Python,https://pip-tools.rtfd.io,pip-tools: A set of tools to keep your pinned Python dependencies fresh.,jazzband,2023-03-04,2012-09-10,546,12.178683385579937,"['python', 'packaging', 'pip', 'pip-tools', 'pip-compile', 'setuptools', 'requirements', 'lockfile', 'hashes']",2023-03-02,184,7,2.56,112,74,128,0,12,11,12,112.0,175.0,90.0,1.6,57.39429
+434,util,https://github.com/scikit-image/scikit-image,,,,scikit-image/scikit-image,scikit-image,5277,2106,185,Python,https://scikit-image.org,scikit-image: Image processing in Python,scikit-image,2023-03-04,2011-07-07,608,8.673162714252172,"['image-processing', 'python', 'computer-vision', 'hacktoberfest', 'closember']",2023-03-02,595,8,6.08,427,175,142,0,7,9,7,427.0,570.0,90.0,1.3,57.39078
+246,util,https://github.com/pyston/pyston,,,,pyston/pyston,pyston,2348,85,34,Python,https://www.pyston.org/,pyston: A faster and highly-compatible implementation of the Python programming language.,pyston,2023-03-02,2021-03-01,104,22.392370572207085,[],2023-02-28,1035,7,3.17,20,8,24,0,3,239,3,20.0,26.0,90.0,1.3,57.3704
+436,nlp,https://github.com/recognai/rubrix,,,,recognai/rubrix,argilla,1668,155,19,Python,https://docs.argilla.io,argilla: ✨ Open-source tool for data-centric NLP. Argilla helps domain experts and data teams to build better NLP datasets in less time.,recognai,2023-03-04,2021-04-28,96,17.272189349112427,"['python', 'data-science', 'human-in-the-loop', 'natural-language-processing', 'mlops', 'artificial-intelligence', 'knowledge-graph', 'developer-tools', 'text-labeling', 'annotation-tool', 'nlp', 'machine-learning', 'active-learning', 'weak-supervision', 'weakly-supervised-learning', 'spacy', 'text-classification', 'dataops', 'text-annotation', 'hacktoberfest']",2023-03-03,40,6,10.5,578,372,22,0,23,50,23,578.0,630.0,90.0,1.1,57.31226
+923,study,https://github.com/roboflow/notebooks,,,,roboflow/notebooks,notebooks,841,130,23,Jupyter Notebook,https://roboflow.com/models,notebooks: Set of Jupyter Notebooks linked to Roboflow blog posts and used in our YouTube videos.,roboflow,2023-03-03,2022-11-18,15,55.018691588785046,"['computer-vision', 'deep-learning', 'deep-neural-networks', 'image-classification', 'image-segmentation', 'object-detection', 'yolov5', 'yolov6', 'yolov7', 'pytorch', 'tutorial', 'amazon-sagemaker-lab', 'kaggle', 'yolov8', 'google-colab', 'machine-learning']",2023-03-03,9,3,2.56,44,41,4,0,1,3,1,44.0,158.0,90.0,3.6,57.19714
+493,ml-dl,https://github.com/rasbt/deeplearning-models,,,,rasbt/deeplearning-models,deeplearning-models,15637,3853,594,Jupyter Notebook,,"deeplearning-models: A collection of various deep learning architectures, models, and tips",rasbt,2023-03-04,2019-06-05,195,79.9554419284149,[],2023-02-16,11,5,0.67,2,2,46,0,0,0,0,2.0,2.0,90.0,1.0,57.1812
+381,ml-ops,https://github.com/aimhubio/aim,,,,aimhubio/aim,aim,3207,201,37,TypeScript,https://aimstack.io,Aim 💫 — easy-to-use and performant open-source ML experiment tracker.,aimhubio,2023-03-04,2019-05-31,196,16.33842794759825,"['python', 'ai', 'data-science', 'data-visualization', 'experiment-tracking', 'machine-learning', 'metadata', 'metadata-tracking', 'ml', 'mlflow', 'mlops', 'pytorch', 'tensorboard', 'tensorflow', 'visualization']",2023-03-02,52,4,11.06,232,132,46,0,40,41,40,232.0,343.0,90.0,1.5,57.12864
+322,web,https://github.com/graphql-python/graphene,,,,graphql-python/graphene,graphene,7591,812,144,Python,http://graphene-python.org/,graphene: GraphQL framework for Python,graphql-python,2023-03-04,2015-09-24,388,19.542846634792202,"['graphql', 'python', 'relay', 'framework', 'graphene']",2023-03-03,197,5,0.81,38,22,91,0,4,8,4,38.0,75.0,90.0,2.0,56.96556
+362,ml-ops,https://github.com/allegroai/clearml,,,,allegroai/clearml,clearml,4149,563,85,Python,https://clear.ml/docs,"ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management",allegroai,2023-03-04,2019-06-10,194,21.292521994134898,"['version-control', 'experiment-manager', 'version', 'control', 'experiment', 'deeplearning', 'deep-learning', 'machine-learning', 'machinelearning', 'ai', 'trains', 'trainsai', 'clearml', 'k8s', 'devops', 'mlops']",2023-03-02,73,3,1.52,137,51,45,0,21,36,21,137.0,292.0,90.0,2.1,56.93364
+20,typing,https://github.com/facebook/pyre-check,,,,facebook/pyre-check,pyre-check,6261,417,112,OCaml,https://pyre-check.org/,pyre-check: Performant type-checking for python.,facebook,2023-03-04,2017-11-10,277,22.579598145285935,"['python', 'typechecker', 'type-check', 'static-analysis', 'ocaml', 'code-quality', 'abstract-interpretation', 'security', 'program-analysis', 'taint-analysis', 'control-flow-analysis']",2023-03-03,235,2,48.85,23,11,65,0,2,16,2,23.0,28.0,90.0,1.2,56.92505
+630,util,https://github.com/pyca/cryptography,,,,pyca/cryptography,cryptography,5391,1141,121,Python,https://cryptography.io,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,pyca,2023-03-04,2013-08-07,499,10.791249642550758,"['python', 'cryptography']",2023-03-04,283,3,20.75,673,648,117,0,0,11,11,673.0,500.0,90.0,0.7,56.92355
+465,ml-dl,https://github.com/pytorch/torchrec,,,,pytorch/torchrec,torchrec,1325,229,26,Python,,torchrec: Pytorch domain library for recommendation systems,pytorch,2023-03-04,2021-07-12,85,15.43261231281198,"['pytorch', 'gpu', 'deep-learning', 'cuda', 'recommender-system', 'recommendation-system', 'sharding']",2023-03-02,140,4,13.67,232,174,20,0,4,3,4,232.0,582.0,90.0,2.5,56.89762
+581,ml-dl,https://github.com/alpa-projects/alpa,,,,alpa-projects/alpa,alpa,1958,241,33,Python,https://alpa.ai,alpa: Training and serving large-scale neural networks,alpa-projects,2023-03-04,2021-02-22,105,18.496626180836707,"['deep-learning', 'machine-learning', 'compiler', 'distributed-training', 'high-performance-computing', 'alpa', 'jax', 'distributed-computing', 'llm', 'auto-parallelization']",2023-02-28,36,6,6.37,123,85,25,0,12,6,12,123.0,199.0,90.0,1.6,56.84865
+732,ml-dl,https://github.com/pytorch/ignite,1.0,,,pytorch/ignite,ignite,4212,584,59,Python,https://pytorch-ignite.ai,ignite: High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.,pytorch,2023-03-01,2017-11-23,275,15.292531120331951,"['pytorch', 'neural-network', 'python', 'machine-learning', 'deep-learning', 'metrics', 'hacktoberfest', 'closember']",2023-02-27,188,7,3.71,116,92,64,0,3,4,3,116.0,191.0,90.0,1.6,56.847
+348,ml-ops,https://github.com/evidentlyai/evidently,,,,evidentlyai/evidently,evidently,3193,346,36,Python,,evidently: Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b,evidentlyai,2023-03-04,2020-11-25,118,26.928915662650603,"['data-drift', 'jupyter-notebook', 'pandas-dataframe', 'machine-learning', 'model-monitoring', 'html-report', 'production-machine-learning', 'machine-learning-operations', 'mlops', 'data-science', 'hacktoberfest']",2023-03-03,35,3,14.94,81,63,28,0,22,20,22,81.0,58.0,90.0,0.7,56.83341
+664,ml,https://github.com/huggingface/evaluate,,,,huggingface/evaluate,evaluate,1169,117,43,Python,https://huggingface.co/docs/evaluate,🤗 Evaluate: A library for easily evaluating machine learning models and datasets.,huggingface,2023-03-04,2022-03-30,48,24.06764705882353,"['evaluation', 'machine-learning']",2023-03-01,116,3,7.69,80,37,11,0,8,9,8,80.0,160.0,90.0,2.0,56.82845
+97,jupyter,https://github.com/voila-dashboards/voila,,,,voila-dashboards/voila,voila,4586,459,78,Python,https://voila.readthedocs.io,voila: Voilà turns Jupyter notebooks into standalone web applications,voila-dashboards,2023-03-04,2018-08-21,236,19.373566686783345,"['jupyter', 'jupyter-notebook', 'jupyterlab-extension', 'dashboarding']",2023-03-03,64,4,1.94,39,17,55,0,13,29,13,39.0,99.0,90.0,2.5,56.78691
+363,ml-ops,https://github.com/kubeflow/pipelines,,,,kubeflow/pipelines,pipelines,3120,1394,102,Python,https://www.kubeflow.org/docs/components/pipelines/,pipelines: Machine Learning Pipelines for Kubeflow,kubeflow,2023-03-04,2018-05-12,251,12.42320819112628,"['kubeflow-pipelines', 'mlops', 'kubeflow', 'machine-learning', 'kubernetes', 'pipeline', 'data-science']",2023-03-04,361,1,15.37,749,358,59,0,31,28,31,749.0,1578.0,90.0,2.1,56.77703
+713,ml-ops,https://github.com/flyteorg/flyte,,,,flyteorg/flyte,flyte,3138,329,266,Python,https://flyte.org,"flyte: Kubernetes-native workflow automation platform for complex, mission-critical data and ML processes at scale. It has been battle-tested at Lyft, Spotify, Freenome, and others and is truly open-source.",flyteorg,2023-03-04,2019-10-21,175,17.844029244516655,"['flyte', 'machine-learning', 'golang', 'scale', 'workflow', 'data-science', 'data-analysis', 'data', 'kubernetes-operator', 'kubernetes', 'orchestration-engine', 'mlops', 'dataops', 'grpc', 'python', 'battle-tested', 'production', 'production-grade', 'declarative', 'hacktoberfest']",2023-03-04,116,4,5.0,403,170,41,0,28,25,28,403.0,351.0,90.0,0.9,56.71501
+687,ml-dl,https://github.com/matterport/mask_rcnn,,,,matterport/mask_rcnn,Mask_RCNN,22741,11272,596,Python,,Mask_RCNN: Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow,matterport,2023-03-04,2017-10-19,280,81.09373408048904,"['mask-rcnn', 'tensorflow', 'object-detection', 'instance-segmentation', 'keras']",2019-03-31,47,7,0.0,67,14,65,48,0,1,1,67.0,77.0,90.0,1.1,56.69562
+812,data,https://github.com/deepchecks/deepchecks,,,,deepchecks/deepchecks,deepchecks,2460,179,11,Python,https://docs.deepchecks.com/stable,Deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.,deepchecks,2023-03-04,2021-10-11,72,33.76470588235294,"['machine-learning', 'ml', 'model-validation', 'data-validation', 'mlops', 'data-science', 'python', 'jupyter-notebook', 'model-monitoring', 'data-drift', 'html-report', 'deep-learning', 'pytorch', 'pandas-dataframe']",2023-03-03,40,2,12.5,362,144,17,0,19,36,19,362.0,119.0,90.0,0.3,56.66953
+114,nlp,https://github.com/allenai/allennlp,,,,allenai/allennlp,allennlp,11413,2242,281,Python,http://www.allennlp.org,"allennlp: An open-source NLP research library, built on PyTorch.",allenai,2023-03-03,2017-05-15,302,37.68443396226415,"['pytorch', 'nlp', 'natural-language-processing', 'deep-learning', 'data-science', 'python']",2022-11-22,265,4,1.06,7,5,71,3,5,11,5,7.0,8.0,90.0,1.1,56.55038
+294,util,https://github.com/paramiko/paramiko,,,,paramiko/paramiko,paramiko,8190,1915,319,Python,http://paramiko.org,paramiko: The leading native Python SSHv2 protocol library.,paramiko,2023-03-04,2009-02-02,734,11.1450233281493,[],2023-03-03,180,5,3.5,101,36,171,0,0,13,13,101.0,213.0,90.0,2.1,56.40053
+312,util,https://github.com/indygreg/pyoxidizer,,,,indygreg/pyoxidizer,PyOxidizer,4548,197,60,Rust,,PyOxidizer: A modern Python application packaging and distribution tool,indygreg,2023-03-04,2018-12-18,219,20.69960988296489,[],2023-01-21,53,4,25.37,51,12,51,1,12,88,12,51.0,54.0,90.0,1.1,56.38338
+939,nlp,https://github.com/karpathy/mingpt,,,,karpathy/mingpt,minGPT,13298,1514,229,Python,,minGPT: A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training,karpathy,2023-03-04,2020-08-17,132,100.09247311827957,[],2023-01-08,15,5,0.96,21,5,31,2,0,0,0,21.0,6.0,90.0,0.3,56.35889
+193,util,https://github.com/pycqa/isort,,,,pycqa/isort,isort,5647,519,46,Python,https://pycqa.github.io/isort/,isort: A Python utility / library to sort imports.,pycqa,2023-03-04,2013-09-02,495,11.388360702967445,"['auto-formatter', 'isort', 'sorting-imports', 'python-utility', 'cli', 'linter', 'cleaner', 'formatter', 'python', 'python3', 'hacktoberfest']",2023-03-02,282,7,2.35,156,121,116,0,8,15,8,156.0,169.0,90.0,1.1,56.29183
+370,time-series,https://github.com/facebookresearch/kats,,,,facebookresearch/kats,Kats,4241,452,73,Python,,"Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends. ",facebookresearch,2023-03-04,2021-02-25,105,40.22628726287263,[],2023-03-02,127,4,3.56,37,22,25,0,1,1,1,37.0,23.0,90.0,0.6,56.2681
+471,util,https://github.com/parthjadhav/tkinter-designer,,,,parthjadhav/tkinter-designer,Tkinter-Designer,5406,517,57,Python,,Tkinter-Designer: An easy and fast way to create a Python GUI 🐍,parthjadhav,2023-03-04,2021-05-18,93,57.6859756097561,"['tkinter', 'tkinter-gui', 'tkinter-python', 'tkinter-graphic-interface', 'python3', 'tkinter-widgets', 'gui-application', 'python-script', 'drag-and-drop', 'easy', 'easy-to-use', 'fast', 'gui', 'tkinter-designer', 'figma', 'python', 'automatic', 'collaborate', 'learn', 'hacktoberfest']",2023-02-26,36,3,0.96,22,8,22,0,2,5,2,22.0,18.0,90.0,0.8,56.26369
+675,ml-dl,https://github.com/facebookresearch/detectron,,,,facebookresearch/detectron,Detectron,25558,5492,960,Python,,"Detectron: FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.",facebookresearch,2023-03-04,2017-10-05,282,90.49367728882144,[],2023-02-21,41,3,0.02,9,0,66,0,0,0,0,9.0,3.0,90.0,0.3,56.23084
+51,testing,https://github.com/nedbat/coveragepy,,,,nedbat/coveragepy,coveragepy,2402,346,27,Python,https://coverage.readthedocs.io,coveragepy: The code coverage tool for Python,nedbat,2023-03-04,2018-06-23,245,9.798368298368299,[],2023-02-26,146,5,9.92,104,51,57,0,18,25,18,104.0,288.0,90.0,2.8,56.20126
+141,ml,https://github.com/featurelabs/featuretools,1.0,,,featurelabs/featuretools,featuretools,6531,840,158,Python,https://www.featuretools.com,featuretools: An open source python library for automated feature engineering,featurelabs,2023-03-04,2017-09-08,286,22.812874251497007,"['feature-engineering', 'machine-learning', 'data-science', 'automated-machine-learning', 'automl', 'python', 'scikit-learn', 'automated-feature-engineering']",2023-03-03,69,2,6.02,144,114,67,0,25,27,25,144.0,97.0,90.0,0.7,56.17975
+755,util,https://github.com/pypa/hatch,,,,pypa/hatch,hatch,3689,182,47,Python,https://hatch.pypa.io/latest/,"hatch: Modern, extensible Python project management",pypa,2023-03-04,2017-05-31,300,12.27328897338403,"['python', 'cli', 'virtualenv', 'packaging', 'versioning', 'build', 'plugin']",2023-02-09,26,8,9.0,126,65,70,1,52,15,52,126.0,290.0,90.0,2.3,56.07663
+966,ml,https://github.com/thu-ml/tianshou,,,,thu-ml/tianshou,tianshou,5847,917,82,Python,https://tianshou.readthedocs.io,tianshou: An elegant PyTorch deep reinforcement learning library.,thu-ml,2023-03-04,2018-04-16,254,22.942264573991032,"['pytorch', 'policy-gradient', 'dqn', 'double-dqn', 'a2c', 'ddpg', 'ppo', 'td3', 'sac', 'imitation-learning', 'mujoco', 'atari', 'bcq', 'library', 'rl', 'drl', 'benchmark', 'trpo', 'npg', 'cql']",2023-03-04,50,3,1.21,52,32,59,0,5,5,5,51.0,110.0,90.0,2.2,55.80613
+285,crypto,https://github.com/ethereum/consensus-specs,,,,ethereum/consensus-specs,consensus-specs,3073,787,246,Python,,consensus-specs: Ethereum Proof-of-Stake Consensus Specifications,ethereum,2023-03-04,2018-09-20,232,13.221266133988937,[],2023-03-02,136,3,11.06,189,148,54,0,11,16,11,190.0,252.0,90.0,1.3,55.59405
+431,viz,https://github.com/holoviz/panel,,,,holoviz/panel,panel,2613,322,48,Python,https://panel.holoviz.org,panel: A high-level app and dashboarding solution for Python,holoviz,2023-03-03,2018-08-23,236,11.051963746223565,"['holoviz', 'panel', 'dashboards', 'control-panels', 'gui', 'dataapp', 'dataviz', 'bokeh', 'datascience', 'holoviews', 'hvplot', 'jupyter', 'matplotlib', 'plotly']",2023-03-04,115,4,14.44,562,306,55,0,7,102,7,562.0,708.0,90.0,1.3,55.50065
+253,ml,https://github.com/microsoft/flaml,,,,microsoft/flaml,FLAML,2291,349,41,Jupyter Notebook,https://microsoft.github.io/FLAML/,FLAML: A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.,microsoft,2023-03-04,2020-08-20,132,17.299892125134843,"['automl', 'hyperparam', 'automated-machine-learning', 'machine-learning', 'data-science', 'python', 'jupyter-notebook', 'hyperparameter-optimization', 'random-forest', 'scikit-learn', 'deep-learning', 'natural-language-processing', 'natural-language-generation', 'timeseries-forecasting', 'classification', 'regression', 'tuning', 'finetuning', 'tabular-data']",2023-03-01,65,4,4.9,128,75,31,0,19,20,19,128.0,182.0,90.0,1.4,55.44595
+553,ml-dl,https://github.com/pytorch/botorch,,,,pytorch/botorch,botorch,2544,306,50,Jupyter Notebook,https://botorch.org/,botorch: Bayesian optimization in PyTorch,pytorch,2023-03-03,2018-07-30,239,10.606313281715307,[],2023-03-02,88,2,6.9,213,165,56,0,12,7,12,213.0,837.0,90.0,3.9,55.44232
+684,util,https://github.com/py-pdf/pypdf2,,,,py-pdf/pypdf2,pypdf,5269,1171,143,Python,https://pypdf.readthedocs.io/en/latest/,"pypdf: A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files",py-pdf,2023-03-04,2012-01-06,582,9.04882237487733,"['pypdf2', 'pdf', 'python', 'pdf-parser', 'pdf-parsing', 'pdf-manipulation', 'pdf-documents', 'help-wanted']",2023-03-04,170,1,14.12,268,234,136,0,55,6,55,268.0,894.0,90.0,3.3,55.41836
+56,term,https://github.com/pallets/click,,,,pallets/click,click,13554,1315,180,Python,https://click.palletsprojects.com,click: Python composable command line interface toolkit,pallets,2023-03-04,2014-04-24,462,29.31047265987025,"['python', 'cli', 'click', 'pallets']",2023-03-01,337,1,1.12,77,51,108,0,4,5,4,78.0,49.0,90.0,0.6,55.38929
+182,testing,https://github.com/tox-dev/tox,,,,tox-dev/tox,tox,3197,461,41,Python,https://tox.wiki,tox: Command line driven CI frontend and development task automation tool.,tox-dev,2023-03-04,2016-09-17,337,9.482627118644068,"['testing', 'python', 'virtualenv', 'continuous-integration', 'cli', 'automation', 'venv', 'travis', 'appveyor', 'gitlab', 'circleci', 'azure-pipelines', 'hacktoberfest', 'actions', 'pep-621']",2023-03-02,41,5,4.44,377,332,79,0,54,29,54,374.0,940.0,90.0,2.5,55.36929
+556,ml-dl,https://github.com/arogozhnikov/einops,,,,arogozhnikov/einops,einops,6449,290,63,Python,https://einops.rocks,"einops: Deep learning operations reinvented (for pytorch, tensorflow, jax and others)",arogozhnikov,2023-03-04,2018-09-22,232,27.78030769230769,"['deep-learning', 'pytorch', 'tensorflow', 'numpy', 'gluon', 'cupy', 'chainer', 'keras', 'tensor', 'jax']",2023-01-18,22,8,2.67,15,7,54,1,3,2,3,14.0,20.0,90.0,1.4,55.33018
+780,diffusion,https://github.com/jina-ai/discoart,,,,jina-ai/discoart,discoart,3648,221,33,Python,,discoart: 🪩 Create Disco Diffusion artworks in one line,jina-ai,2023-03-04,2022-06-30,35,102.96774193548387,"['creative-ai', 'disco-diffusion', 'cross-modal', 'dalle', 'generative-art', 'multimodal', 'diffusion', 'prompts', 'midjourney', 'imgen', 'discodiffusion', 'creative-art', 'clip-guided-diffusion', 'latent-diffusion', 'stable-diffusion']",2022-08-17,6,2,7.21,4,0,8,7,110,181,110,4.0,3.0,90.0,0.8,55.32178
+84,ml,https://github.com/statsmodels/statsmodels,,,,statsmodels/statsmodels,statsmodels,8235,2670,275,Python,http://www.statsmodels.org/devel/,Statsmodels: statistical modeling and econometrics in Python,statsmodels,2023-03-04,2011-06-12,612,13.455882352941176,"['python', 'statistics', 'econometrics', 'data-analysis', 'generalized-linear-models', 'timeseries-analysis', 'regression-models', 'count-model', 'data-science', 'forecasting', 'hypothesis-testing', 'prediction', 'robust-estimation']",2023-02-26,408,2,4.65,383,162,143,0,3,4,3,383.0,559.0,90.0,1.5,55.28972
+488,util,https://github.com/pydata/xarray,,,,pydata/xarray,xarray,2886,883,106,Python,https://xarray.dev,xarray: N-D labeled arrays and datasets in Python,pydata,2023-03-04,2013-09-30,491,5.86755736276503,"['python', 'netcdf', 'numpy', 'pandas', 'xarray', 'dask']",2023-03-03,412,6,8.63,310,153,115,0,8,8,8,309.0,686.0,90.0,2.2,55.06887
+28,ml-dl,https://github.com/google/trax,,,,google/trax,trax,7382,765,145,Python,,Trax — Deep Learning with Clear Code and Speed,google,2023-03-03,2019-10-05,178,41.43865276663993,"['jax', 'numpy', 'deep-learning', 'deep-reinforcement-learning', 'machine-learning', 'transformer', 'reinforcement-learning']",2023-02-15,78,5,0.4,16,6,42,1,0,5,5,16.0,6.0,90.0,0.4,55.03282
+389,data,https://github.com/yzhao062/pyod,,,,yzhao062/pyod,pyod,6790,1240,152,Python,http://pyod.readthedocs.io,pyod: A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection),yzhao062,2023-03-04,2017-10-03,282,24.017180394138453,"['outlier-detection', 'anomaly-detection', 'outlier-ensembles', 'outliers', 'anomaly', 'python', 'machine-learning', 'data-mining', 'unsupervised-learning', 'python2', 'python3', 'fraud-detection', 'autoencoder', 'neural-networks', 'deep-learning', 'data-science', 'data-analysis', 'novelty-detection', 'out-of-distribution-detection']",2022-12-16,46,5,3.56,24,5,66,3,10,6,10,24.0,36.0,90.0,1.5,54.98462
+95,perf,https://github.com/vaexio/vaex,,,,vaexio/vaex,vaex,7812,586,141,Python,https://vaex.io,"vaex: Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀",vaexio,2023-03-04,2014-09-27,440,17.748782862706914,"['dataframe', 'python', 'bigdata', 'tabular-data', 'visualization', 'memory-mapped-file', 'hdf5', 'machine-learning', 'machinelearning', 'data-science', 'pyarrow']",2022-12-08,72,7,3.25,72,10,103,3,0,43,43,72.0,90.0,90.0,1.2,54.97513
+258,crypto,https://github.com/ethereum/web3.py,1.0,,,ethereum/web3.py,web3.py,4065,1357,117,Python,http://web3py.readthedocs.io,web3.py: A python interface for interacting with the Ethereum blockchain and ecosystem.,ethereum,2023-03-03,2016-04-14,359,11.309618441971383,[],2023-02-24,223,4,6.17,158,116,84,0,0,27,27,158.0,157.0,90.0,1.0,54.92821
+372,gis,https://github.com/microsoft/torchgeo,,,,microsoft/torchgeo,torchgeo,1487,174,37,Python,https://torchgeo.rtfd.io,"TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data",microsoft,2023-03-04,2021-05-21,93,15.940275650842267,"['pytorch', 'torchvision', 'datasets', 'models', 'transforms', 'remote-sensing', 'deep-learning', 'earth-observation']",2023-03-03,35,5,8.98,312,258,22,0,4,4,4,312.0,490.0,90.0,1.6,54.92608
+432,study,https://github.com/jakevdp/pythondatasciencehandbook,,,,jakevdp/pythondatasciencehandbook,PythonDataScienceHandbook,37652,16606,1775,Jupyter Notebook,http://jakevdp.github.io/PythonDataScienceHandbook,PythonDataScienceHandbook: Python Data Science Handbook: full text in Jupyter Notebooks,jakevdp,2023-03-04,2016-08-10,342,109.90992493744787,"['scikit-learn', 'numpy', 'python', 'jupyter-notebook', 'matplotlib', 'pandas']",2018-11-30,17,8,0.0,10,2,80,52,0,0,0,10.0,7.0,90.0,0.7,54.92328
+599,gis,https://github.com/giswqs/geemap,,,,giswqs/geemap,geemap,2570,929,101,Python,https://geemap.org,"geemap: A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.",giswqs,2023-03-03,2020-03-08,156,16.474358974358974,"['google-earth-engine', 'gis', 'remote-sensing', 'image-processing', 'python', 'jupyter-notebook', 'ipyleaflet', 'mapping', 'earth-engine', 'ipywidgets', 'folium', 'jupyter', 'colab', 'geospatial', 'landsat', 'dataviz', 'data-science', 'streamlit', 'streamlit-webapp', 'earthengine']",2023-02-28,36,5,7.31,50,48,36,0,52,47,52,50.0,65.0,90.0,1.3,54.91089
+357,data,https://github.com/amundsen-io/amundsen,,,,amundsen-io/amundsen,amundsen,3796,906,246,Python,https://www.amundsen.io/amundsen/,"Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.",amundsen-io,2023-03-04,2019-05-14,198,19.102803738317757,"['amundsen', 'metadata', 'data-catalog', 'data-discovery', 'linuxfoundation']",2023-02-28,217,2,3.29,286,267,46,0,33,32,33,286.0,153.0,90.0,0.5,54.89394
+932,nlp,https://github.com/jonasgeiping/cramming,,,,jonasgeiping/cramming,cramming,953,61,20,Python,,Cramming the training of a (BERT-type) language model into limited compute.,jonasgeiping,2023-03-03,2022-12-29,9,101.07575757575758,"['english-language', 'language-model', 'machine-learning']",2023-02-19,3,2,0.5,12,11,2,0,0,0,0,12.0,34.0,90.0,2.8,54.86584
+557,jupyter,https://github.com/executablebooks/jupyter-book,,,,executablebooks/jupyter-book,jupyter-book,3257,614,60,Python,http://jupyterbook.org,"jupyter-book: Create beautiful, publication-quality books and documents from computational content.",executablebooks,2023-03-04,2018-06-14,246,13.216811594202898,"['jupyter', 'sphinx-doc', 'documentation-generator']",2023-03-01,120,6,1.4,106,50,57,0,5,9,5,106.0,220.0,90.0,2.1,54.81538
+782,diffusion,https://github.com/xavierxiao/dreambooth-stable-diffusion,,,,xavierxiao/dreambooth-stable-diffusion,Dreambooth-Stable-Diffusion,5662,622,83,Jupyter Notebook,,Dreambooth-Stable-Diffusion: Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion,xavierxiao,2023-03-04,2022-09-06,25,220.1888888888889,"['pytorch', 'pytorch-lightning', 'stable-diffusion', 'text-to-image']",2022-09-21,1,1,0.6,34,2,6,5,0,0,0,34.0,39.0,90.0,1.1,54.72545
+606,util,https://github.com/norvig/pytudes,,,,norvig/pytudes,pytudes,20095,2281,739,Jupyter Notebook,,"pytudes: Python programs, usually short, of considerable difficulty, to perfect particular skills.",norvig,2023-03-04,2017-03-01,313,64.08428246013668,"['python', 'python-3', 'programming', 'practice', 'demonstrate-skills']",2023-02-08,44,4,1.35,2,1,73,1,0,0,0,2.0,1.0,90.0,0.5,54.72317
+44,ml,https://github.com/lmcinnes/umap,,,,lmcinnes/umap,umap,6081,705,126,Python,,umap: Uniform Manifold Approximation and Projection,lmcinnes,2023-03-04,2017-07-02,296,20.54391891891892,"['umap', 'dimensionality-reduction', 'visualization', 'machine-learning', 'topological-data-analysis']",2023-02-23,112,6,1.08,44,17,69,0,1,5,1,44.0,71.0,90.0,1.6,54.70755
+949,ml,https://github.com/lutzroeder/netron,,,,lutzroeder/netron,netron,21483,2405,275,JavaScript,https://netron.app,"netron: Visualizer for neural network, deep learning, and machine learning models",lutzroeder,2023-03-04,2010-12-26,636,33.778301886792455,"['neural-network', 'deep-learning', 'machine-learning', 'deeplearning', 'machinelearning', 'ai', 'ml', 'visualizer', 'onnx', 'keras', 'tensorflow', 'tensorflow-lite', 'coreml', 'caffe', 'caffe2', 'mxnet', 'pytorch', 'torch', 'paddle', 'darknet']",2023-03-04,1,1,23.46,84,72,148,0,2,0,2,84.0,82.0,90.0,1.0,54.69864
+954,ml,https://github.com/facebookresearch/balance,,,,facebookresearch/balance,balance,590,28,5,Python,https://import-balance.org,balance: The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.,facebookresearch,2023-03-04,2022-11-15,15,37.54545454545455,[],2023-02-19,11,2,1.88,21,17,4,0,5,15,5,21.0,88.0,90.0,4.2,54.69172
+733,data,https://github.com/ibis-project/ibis,1.0,,,ibis-project/ibis,ibis,2478,397,75,Python,https://ibis-project.org,ibis: Expressive analytics in Python at any scale.,ibis-project,2023-03-04,2015-04-17,411,6.025008683570684,"['python', 'impala', 'pandas', 'database', 'clickhouse', 'postgresql', 'sqlite', 'mysql', 'datafusion', 'sql', 'pyspark', 'dask', 'duckdb', 'bigquery', 'pyarrow', 'mssql', 'polars', 'snowflake', 'trino']",2023-03-04,127,3,50.83,796,727,96,0,7,5,7,796.0,1542.0,90.0,1.9,54.54605
+828,typing,https://github.com/python-attrs/attrs,1.0,,,python-attrs/attrs,attrs,4659,337,59,Python,https://www.attrs.org/,attrs: Python Classes Without Boilerplate,python-attrs,2023-03-04,2015-01-27,422,11.021628928692126,"['python', 'boilerplate', 'classes', 'oop', 'attributes']",2023-02-27,140,4,4.27,57,34,99,0,2,3,2,57.0,208.0,90.0,3.6,54.50669
+73,gis,https://github.com/python-visualization/folium,,,,python-visualization/folium,folium,6115,2173,164,Python,https://python-visualization.github.io/folium/,folium: Python Data. Leaflet.js Maps. ,python-visualization,2023-03-04,2013-05-09,512,11.933370504599944,"['closember', 'data-science', 'data-visualization', 'javascript', 'maps', 'python']",2023-02-17,149,6,1.9,73,58,120,0,2,2,2,73.0,154.0,90.0,2.1,54.47955
+156,profiling,https://github.com/gaogaotiantian/viztracer,,,,gaogaotiantian/viztracer,viztracer,3060,293,40,Python,https://viztracer.readthedocs.io/,VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.,gaogaotiantian,2023-03-04,2020-08-05,134,22.738853503184714,"['tracer', 'python3', 'debugging', 'profiling', 'visualization', 'flamegraph', 'python', 'logging']",2023-02-17,17,5,1.0,17,12,31,0,6,30,6,17.0,43.0,90.0,2.5,54.46405
+647,util,https://github.com/keon/algorithms,,,,keon/algorithms,algorithms,22225,4444,641,Python,,algorithms: Minimal examples of data structures and algorithms in Python,keon,2023-03-04,2016-11-17,328,67.67072640278381,"['algorithm', 'python', 'competitive-programming', 'data-structure', 'algorithms', 'sort', 'search', 'tree', 'graph']",2022-11-12,193,4,0.19,15,7,77,4,0,0,0,15.0,2.0,90.0,0.1,54.45842
+798,web,https://github.com/pallets/werkzeug,,,,pallets/werkzeug,werkzeug,6296,1683,227,Python,https://werkzeug.palletsprojects.com,werkzeug: The comprehensive WSGI web application library.,pallets,2023-03-02,2010-10-18,645,9.748285777482858,"['python', 'wsgi', 'werkzeug', 'http', 'pallets']",2023-03-03,470,6,3.27,108,106,151,0,7,7,7,108.0,84.0,90.0,0.8,54.44298
+946,nlp,https://github.com/alibaba/easynlp,,,,alibaba/easynlp,EasyNLP,1460,185,31,Python,,EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit,alibaba,2023-03-04,2022-04-06,47,30.69069069069069,"['transformers', 'bert', 'nlp', 'pretrained-models', 'deep-learning', 'pytorch', 'fewshot-learning', 'knowledge-distillation', 'knowledge-pretraining', 'text-image-retrieval', 'text-to-image-synthesis', 'machine-learning', 'text-classification', 'transfer-learning']",2023-02-26,34,5,11.4,54,42,11,0,1,1,1,54.0,41.0,90.0,0.8,54.30132
+68,gamedev,https://github.com/pygame/pygame,1.0,,,pygame/pygame,pygame,5773,2540,156,C,https://www.pygame.org,"pygame: 🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.",pygame,2023-03-04,2017-03-26,310,18.62258064516129,"['python', 'pygame', 'sdl2', 'sdl', 'game-development', 'gamedev', 'game-dev']",2023-03-04,276,0,5.31,284,237,72,0,6,14,6,284.0,473.0,90.0,1.7,54.2223
+170,ml,https://github.com/ourownstory/neural_prophet,,,,ourownstory/neural_prophet,neural_prophet,2813,390,50,Python,https://neuralprophet.com,neural_prophet: NeuralProphet: A simple forecasting package,ourownstory,2023-03-04,2020-05-04,147,19.02512077294686,"['forecasting', 'time-series', 'machine-learning', 'fbprophet', 'prophet', 'forecast', 'artificial-intelligence', 'prediction', 'trend', 'seasonality', 'autoregression', 'pytorch', 'timeseries', 'forecasting-algorithm', 'forecasting-model', 'neuralprophet', 'neural', 'neural-network', 'python', 'deep-learning']",2023-03-03,37,2,6.98,226,140,34,0,7,6,7,226.0,284.0,90.0,1.3,54.21108
+5,web,https://github.com/benoitc/gunicorn,,,,benoitc/gunicorn,gunicorn,8801,1631,229,Python,http://www.gunicorn.org,"gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.",benoitc,2023-03-04,2009-11-30,691,12.720834193681602,"['http-server', 'http', 'python', 'wsgi-server', 'wsgi']",2023-01-26,383,7,0.5,97,30,161,1,0,7,7,97.0,107.0,90.0,1.1,54.15006
+199,viz,https://github.com/man-group/dtale,,,,man-group/dtale,dtale,3907,332,68,TypeScript,http://alphatechadmin.pythonanywhere.com,dtale: Visualizer for pandas data structures,man-group,2023-03-04,2019-07-15,189,20.578630549285176,"['python27', 'python3', 'react', 'flask', 'pandas', 'ipython', 'jupyter-notebook', 'react-virtualized', 'data-analysis', 'data-visualization', 'visualization', 'plotly-dash', 'data-science', 'xarray']",2023-03-03,29,2,1.94,43,36,44,0,19,40,19,43.0,89.0,90.0,2.1,54.11533
+443,gis,https://github.com/shapely/shapely,1.0,,,shapely/shapely,shapely,3185,514,86,Python,https://shapely.readthedocs.io/en/stable/,shapely: Manipulation and analysis of geometric objects,shapely,2023-03-04,2011-12-31,583,5.461783439490445,[],2023-02-27,144,6,3.52,148,95,136,0,13,9,13,148.0,566.0,90.0,3.8,54.05828
+760,sim,https://github.com/quantumlib/cirq,,,,quantumlib/cirq,Cirq,3673,834,177,Python,,"Cirq: A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.",quantumlib,2023-03-04,2017-12-14,272,13.482433141059255,"['quantum-circuits', 'nisq', 'quantum-algorithms', 'quantum-computing', 'cirq']",2023-03-03,185,2,12.87,103,58,64,0,5,5,5,103.0,140.0,90.0,1.4,53.94964
+398,web,https://github.com/falconry/falcon,,,,falconry/falcon,falcon,9016,901,267,Python,https://falcon.readthedocs.io/en/stable/,"falcon: The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.",falconry,2023-03-03,2012-12-06,534,16.87035551991446,"['python', 'framework', 'rest', 'microservices', 'web', 'api', 'http', 'wsgi', 'asgi', 'api-rest']",2023-01-18,196,4,1.02,44,16,125,1,8,7,8,44.0,42.0,90.0,1.0,53.69811
+565,gis,https://github.com/gboeing/osmnx,,,,gboeing/osmnx,osmnx,4070,746,121,Python,https://geoffboeing.com/publications/osmnx-complex-street-networks/,"OSMnx: Python for street networks. Retrieve, model, analyze, and visualize street networks and other spatial data from OpenStreetMap.",gboeing,2023-03-03,2016-07-24,345,11.797101449275363,"['openstreetmap', 'gis', 'street-networks', 'overpass-api', 'networkx', 'spatial-analysis', 'geospatial', 'urban-planning', 'transportation', 'geography', 'osmnx', 'networks', 'spatial-data', 'urban', 'osm', 'spatial', 'python', 'transport', 'mapping', 'routing']",2023-02-22,74,4,3.25,48,43,80,0,0,8,8,48.0,98.0,90.0,2.0,53.69292
+680,diffusion,https://github.com/compvis/latent-diffusion,,,,compvis/latent-diffusion,latent-diffusion,6337,852,78,Jupyter Notebook,,latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models,compvis,2023-03-04,2021-12-20,62,100.81590909090909,[],2022-07-26,5,2,0.44,73,16,15,7,0,0,0,73.0,109.0,90.0,1.5,53.66325
+543,data,https://github.com/sqlalchemy/alembic,,,,sqlalchemy/alembic,alembic,1785,180,19,Python,,alembic: A database migrations tool for SQLAlchemy.,sqlalchemy,2023-03-03,2018-11-27,222,8.014753046824888,"['sqlalchemy', 'sql', 'python']",2023-03-01,160,6,1.6,38,31,52,0,8,26,8,38.0,157.0,90.0,4.1,53.50624
+748,data,https://github.com/pytorch/data,,,,pytorch/data,data,922,115,26,Python,,data: A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.,pytorch,2023-03-03,2021-05-12,94,9.749244712990937,[],2023-03-03,68,6,6.52,203,153,22,0,5,8,5,203.0,551.0,90.0,2.7,53.44507
+468,ml,https://github.com/huggingface/optimum,,,,huggingface/optimum,optimum,947,142,41,Python,https://huggingface.co/docs/optimum/,optimum: 🏎️ Accelerate training and inference of 🤗 Transformers with easy to use hardware optimization tools,huggingface,2023-03-04,2021-07-20,84,11.178752107925801,"['onnx', 'pytorch', 'inference', 'training', 'intel', 'graphcore', 'onnxruntime', 'transformers', 'quantization', 'habana', 'optimization']",2023-03-04,56,2,8.88,351,275,20,0,19,15,19,351.0,969.0,90.0,2.8,53.26612
+261,time-series,https://github.com/salesforce/merlion,,,,salesforce/merlion,Merlion,2891,247,46,Python,,Merlion: A Machine Learning Framework for Time Series Intelligence,salesforce,2023-03-04,2021-07-28,83,34.593162393162395,"['time-series', 'anomaly-detection', 'forecasting', 'machine-learning', 'benchmarking', 'automl', 'ensemble-learning']",2023-02-15,14,6,0.75,14,12,19,1,12,12,12,14.0,9.0,90.0,0.6,53.14569
+751,study,https://github.com/karpathy/nn-zero-to-hero,,,,karpathy/nn-zero-to-hero,nn-zero-to-hero,7393,685,240,Jupyter Notebook,,nn-zero-to-hero: Neural Networks: Zero to Hero,karpathy,2023-03-04,2022-09-08,25,290.73595505617976,[],2023-01-17,2,0,0.19,16,3,6,2,0,0,0,16.0,3.0,90.0,0.2,53.14241
+157,util,https://github.com/pallets/jinja,,,,pallets/jinja,jinja,9088,1544,250,Python,https://jinja.palletsprojects.com,jinja: A very fast and expressive template engine.,pallets,2023-03-04,2010-10-17,646,14.06811145510836,"['python', 'template-engine', 'jinja', 'jinja2', 'templates', 'pallets']",2023-03-01,304,4,1.29,73,59,151,0,3,4,3,74.0,56.0,90.0,0.8,53.10329
+608,testing,https://github.com/seleniumbase/seleniumbase,,,,seleniumbase/seleniumbase,SeleniumBase,3157,761,122,Python,https://seleniumbase.io,SeleniumBase: A Python browser automation framework for creating reliable end-to-end tests.,seleniumbase,2023-03-04,2014-03-04,469,6.72110705596107,"['python', 'selenium', 'webdriver', 'selenium-python', 'e2e-testing', 'seleniumbase', 'pytest-plugin', 'web-automation', 'pytest', 'behave', 'chrome', 'webkit', 'chromedriver', 'firefox', 'test', 'python3']",2023-03-04,35,5,26.19,163,162,110,0,150,87,150,164.0,248.0,90.0,1.5,53.10082
+181,security,https://github.com/pycqa/bandit,,,,pycqa/bandit,bandit,5002,510,65,Python,https://bandit.readthedocs.io,Bandit is a tool designed to find common security issues in Python code.,pycqa,2023-03-04,2018-04-26,253,19.73731679819617,"['linter', 'bandit', 'security-tools', 'security-scanner', 'security', 'static-code-analysis', 'python']",2023-03-02,163,6,1.25,34,16,59,0,1,8,1,34.0,32.0,90.0,0.9,53.07003
+579,ml,https://github.com/probml/pyprobml,,,,probml/pyprobml,pyprobml,5468,1309,178,Jupyter Notebook,,"pyprobml: Python code for ""Probabilistic Machine learning"" book by Kevin Murphy",probml,2023-03-04,2016-08-17,341,16.00836470096194,"['jupyter-notebooks', 'machine-learning', 'colab', 'pml', 'probabilistic-programming', 'jax', 'tensorflow', 'pytorch', 'pymc3', 'numpyro', 'flax', 'pyro', 'blackjax']",2023-01-20,67,8,9.54,8,6,80,1,1,0,1,8.0,13.0,90.0,1.6,53.02745
+843,time-series,https://github.com/blue-yonder/tsfresh,,,,blue-yonder/tsfresh,tsfresh,7118,1120,158,Jupyter Notebook,http://tsfresh.readthedocs.io,tsfresh: Automatic extraction of relevant features from time series:,blue-yonder,2023-03-04,2016-10-26,331,21.467470917707885,"['data-science', 'feature-extraction', 'time-series']",2023-02-28,85,2,0.48,33,21,77,0,1,5,1,33.0,86.0,90.0,2.6,52.97379
+153,util,https://github.com/marshmallow-code/marshmallow,,,,marshmallow-code/marshmallow,marshmallow,6445,623,81,Python,https://marshmallow.readthedocs.io/,marshmallow: A lightweight library for converting complex objects to and from simple Python datatypes.,marshmallow-code,2023-03-04,2013-11-10,486,13.261316872427983,"['serialization', 'deserialization', 'validation', 'python', 'marshalling', 'python-3', 'serde', 'schema', 'hacktoberfest']",2023-02-21,204,2,2.0,58,44,113,0,0,18,18,58.0,62.0,90.0,1.1,52.89311
+218,ml,https://github.com/spotify/annoy,,,,spotify/annoy,annoy,10849,1078,324,C++,,annoy: Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk,spotify,2023-03-04,2013-04-01,517,20.949793103448275,"['c-plus-plus', 'python', 'nearest-neighbor-search', 'locality-sensitive-hashing', 'approximate-nearest-neighbor-search', 'golang', 'lua']",2023-02-25,83,3,0.15,19,9,121,0,1,3,1,19.0,39.0,90.0,2.1,52.85865
+810,nlp,https://github.com/gunthercox/chatterbot,,,,gunthercox/chatterbot,ChatterBot,12973,4247,551,Python,https://chatterbot.readthedocs.io,"ChatterBot is a machine learning, conversational dialog engine for creating chat bots",gunthercox,2023-03-04,2014-09-28,440,29.48409090909091,"['chatterbot', 'machine-learning', 'chatbot', 'python', 'conversation', 'language', 'bot']",2021-06-01,103,5,0.0,25,7,103,21,0,10,10,25.0,30.0,90.0,1.2,52.85545
+313,util,https://github.com/pypa/pipx,,,,pypa/pipx,pipx,6067,280,72,Python,https://pypa.github.io/pipx/,pipx: Install and Run Python Applications in Isolated Environments,pypa,2023-03-04,2018-10-06,230,26.361887026691495,"['pip', 'cli', 'pypi', 'venv', 'hacktoberfest', 'python']",2023-02-11,86,4,0.65,53,25,54,1,1,12,1,53.0,66.0,90.0,1.2,52.8277
+354,ml-interpretability,https://github.com/pytorch/captum,,,,pytorch/captum,captum,3779,404,214,Python,https://captum.ai,captum: Model interpretability and understanding for PyTorch,pytorch,2023-03-04,2019-08-27,183,20.569984447900467,"['interpretability', 'interpretable-ai', 'interpretable-ml', 'feature-importance', 'feature-attribution']",2023-02-03,98,3,1.87,57,31,43,1,1,2,1,57.0,143.0,90.0,2.5,52.79389
+651,profiling,https://github.com/benfred/py-spy,,,,benfred/py-spy,py-spy,9796,347,111,Rust,,py-spy: Sampling profiler for Python programs,benfred,2023-03-04,2018-08-01,239,40.8896839594514,"['profiler', 'python', 'performance-analysis', 'profiling']",2022-12-09,31,3,0.52,27,9,56,3,3,7,3,27.0,21.0,90.0,0.8,52.76701
+868,profiling,https://github.com/reloadware/reloadium,1.0,,,reloadware/reloadium,reloadium,2228,39,24,Python,https://reloadium.io,reloadium: Advanced Hot Reloading & Profiling for Python,reloadware,2023-03-04,2022-01-15,59,37.671497584541065,"['hot-reload', 'hot-reloading', 'python', 'python3', 'edit-and-continue', 'django', 'flask', 'pandas']",2023-02-27,2,2,0.71,37,28,14,0,0,4,4,37.0,87.0,90.0,2.4,52.67768
+309,crypto,https://github.com/crytic/slither,,,,crytic/slither,slither,3873,704,62,Python,https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/,slither: Static Analyzer for Solidity,crytic,2023-03-04,2018-09-05,234,16.510962241169306,"['solidity', 'ethereum', 'static-analysis']",2023-02-25,101,1,8.83,320,167,55,0,4,7,4,320.0,318.0,90.0,1.0,52.66991
+336,ml,https://github.com/apple/coremltools,,,,apple/coremltools,coremltools,3140,488,114,Python,https://coremltools.readme.io,"coremltools: Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.",apple,2023-03-04,2017-06-30,296,10.59787849566056,"['coremltools', 'tensorflow', 'pytorch', 'coreml', 'machine-learning', 'model-converter', 'model-conversion']",2023-02-21,145,3,2.1,142,71,69,0,5,6,5,142.0,320.0,90.0,2.3,52.64034
+268,jupyter,https://github.com/jupyterlab/jupyterlab-desktop,,,,jupyterlab/jupyterlab-desktop,jupyterlab-desktop,2616,237,42,TypeScript,,"jupyterlab-desktop: JupyterLab desktop application, based on Electron.",jupyterlab,2023-03-04,2017-05-04,304,8.59314875645237,"['jupyterlab', 'jupyter', 'jupyter-notebook']",2023-02-24,34,5,6.5,128,84,71,0,10,5,10,128.0,247.0,90.0,1.9,52.6354
+15,ml-dl,https://github.com/skorch-dev/skorch,,,,skorch-dev/skorch,skorch,5049,337,82,Jupyter Notebook,,skorch: A scikit-learn compatible neural network library that wraps PyTorch,skorch-dev,2023-03-04,2017-07-18,293,17.190175097276263,"['scikit-learn', 'pytorch', 'machine-learning', 'hacktoberfest']",2023-02-13,54,4,1.02,22,11,68,1,2,3,2,22.0,70.0,90.0,3.2,52.40861
+452,pandas,https://github.com/pandera-dev/pandera,1.0,,,pandera-dev/pandera,pandera,1997,164,14,Python,https://www.union.ai/pandera,"pandera: A light-weight, flexible, and expressive statistical data testing library",pandera-dev,2023-03-03,2018-11-01,226,8.819558359621452,"['pandas', 'validation', 'schema', 'dataframes', 'testing', 'pandas-validation', 'pandas-dataframe', 'data-validation', 'data-cleaning', 'data-check', 'testing-tools', 'assertions', 'data-assertions', 'data-verification', 'dataframe-schema', 'hypothesis-testing', 'pandas-validator', 'data-processing']",2023-02-20,79,7,2.13,69,21,53,0,15,13,15,69.0,146.0,90.0,2.1,52.40515
+548,ml,https://github.com/lightly-ai/lightly,,,,lightly-ai/lightly,lightly,2155,181,23,Python,https://docs.lightly.ai/self-supervised-learning/,lightly: A python library for self-supervised learning on images.,lightly-ai,2023-03-03,2020-10-13,124,17.279495990836196,"['deep-learning', 'self-supervised-learning', 'machine-learning', 'computer-vision', 'pytorch', 'embeddings', 'contrastive-learning', 'active-learning']",2023-03-03,24,2,5.33,140,121,29,0,39,35,39,140.0,155.0,90.0,1.1,52.25232
+759,sim,https://github.com/qiskit/qiskit,,,,qiskit/qiskit,qiskit,2913,778,97,OpenQASM,https://qiskit.org,"Qiskit is an open-source SDK for working with quantum computers at the level of circuits, algorithms, and application modules.",qiskit,2023-03-04,2018-12-12,220,13.20660621761658,"['qiskit', 'quantum-computing', 'quantum-programming-language', 'documentation']",2023-03-02,159,4,1.65,56,33,51,0,17,21,17,56.0,48.0,90.0,0.9,52.22914
+278,data,https://github.com/airbnb/knowledge-repo,,,,airbnb/knowledge-repo,knowledge-repo,5282,710,175,Python,,knowledge-repo: A next-generation curated knowledge sharing platform for data scientists and other technical professions.,airbnb,2023-03-04,2016-08-17,341,15.463822668339606,"['data', 'data-science', 'knowledge', 'data-analysis']",2023-03-01,73,4,9.92,80,72,80,0,3,5,3,80.0,16.0,90.0,0.2,51.99829
+166,sim,https://github.com/bulletphysics/bullet3,,,,bulletphysics/bullet3,bullet3,10303,2668,403,C++,http://bulletphysics.org,"bullet3: Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.",bulletphysics,2023-03-04,2011-04-12,620,16.59861910241657,"['simulation', 'robotics', 'kinematics', 'virtual-reality', 'reinforcement-learning', 'computer-animation', 'game-development', 'simulator', 'pybullet']",2023-02-24,301,2,0.79,49,31,145,0,2,2,2,49.0,56.0,90.0,1.1,51.97774
+148,data,https://github.com/twintproject/twint,,,,twintproject/twint,twint,14458,2490,313,Python,,"twint: An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.",twintproject,2023-03-04,2017-06-10,299,48.33142311365807,"['osint', 'twitter', 'python', 'scrape', 'tweets', 'elasticsearch', 'kibana', 'scrape-followers', 'scrape-likes', 'scrape-following', 'twint', 'tweep']",2021-03-02,65,5,0.0,11,3,70,24,0,4,4,11.0,7.0,90.0,0.6,51.96377
+809,ml-ops,https://github.com/ploomber/ploomber,,,,ploomber/ploomber,ploomber,2983,206,26,Python,https://ploomber.io,"ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️",ploomber,2023-03-03,2020-01-20,162,18.316666666666666,"['workflow', 'machine-learning', 'data-science', 'data-engineering', 'mlops', 'papermill', 'jupyter', 'jupyter-notebooks', 'pipelines', 'vscode', 'pycharm', 'notebooks']",2023-01-31,72,1,9.94,44,35,38,1,0,35,35,44.0,60.0,90.0,1.4,51.90947
+223,nlp,https://github.com/kingoflolz/mesh-transformer-jax,1.0,,,kingoflolz/mesh-transformer-jax,mesh-transformer-jax,5398,773,92,Python,,mesh-transformer-jax: Model parallel transformers in JAX and Haiku,kingoflolz,2023-03-04,2021-03-13,103,52.335180055401665,[],2023-01-12,23,3,0.02,18,4,24,2,0,0,0,18.0,31.0,90.0,1.7,51.89002
+438,gis,https://github.com/giswqs/leafmap,,,,giswqs/leafmap,leafmap,1527,190,46,Python,https://leafmap.org,leafmap: A Python package for interactive mapping and geospatial analysis  with minimal coding in a Jupyter environment,giswqs,2023-03-02,2021-03-10,103,14.743448275862068,"['ipyleaflet', 'folium', 'mapping', 'python', 'geopython', 'jupyter-notebook', 'jupyter', 'gis', 'dataviz', 'data-science', 'whiteboxtools', 'geospatial', 'geospatial-analysis', 'leafmap', 'streamlit', 'streamlit-webapp', 'plotly', 'pydeck', 'keplergl']",2023-03-04,20,6,4.33,45,38,24,0,37,36,37,45.0,43.0,90.0,1.0,51.88675
+800,util,https://github.com/open-telemetry/opentelemetry-python,,,,open-telemetry/opentelemetry-python,opentelemetry-python,1201,436,34,Python,https://opentelemetry.io,opentelemetry-python: OpenTelemetry Python API and SDK ,open-telemetry,2023-03-04,2019-05-07,199,6.013590844062947,"['python', 'opentelemetry', 'tracecontext', 'correlationcontext', 'distributed-tracing', 'logging', 'metrics', 'sdk']",2023-03-03,186,7,4.83,200,113,47,0,10,13,10,200.0,348.0,90.0,1.7,51.85585
+99,ml,https://github.com/skvark/opencv-python,,,,skvark/opencv-python,opencv-python,3301,640,81,Shell,https://pypi.org/project/opencv-python/,"opencv-python: Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.",skvark,2023-03-03,2016-04-08,360,9.162172878667723,"['opencv', 'python', 'wheel', 'python-3', 'opencv-python', 'opencv-contrib-python', 'precompiled', 'pypi', 'manylinux']",2023-02-22,43,5,0.94,80,50,84,0,7,10,7,80.0,208.0,90.0,2.6,51.78666
+43,data,https://github.com/lk-geimfari/mimesis,,,,lk-geimfari/mimesis,mimesis,3915,308,64,Python,https://mimesis.name,"Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a variety of languages. ",lk-geimfari,2023-03-02,2016-09-09,338,11.573057432432432,"['mimesis', 'fake', 'data', 'generator', 'fixtures', 'dummy', 'json', 'schema', 'testing', 'python', 'json-generator', 'faker', 'mock', 'synthetic-data', 'datascience', 'api-mock']",2023-02-26,113,5,2.81,25,13,79,0,8,8,8,25.0,24.0,90.0,1.0,51.77193
+101,ml,https://github.com/rasbt/mlxtend,,,,rasbt/mlxtend,mlxtend,4286,806,117,Python,http://rasbt.github.io/mlxtend/,mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries.,rasbt,2023-03-04,2014-08-14,446,9.60064,"['python', 'machine-learning', 'data-science', 'data-mining', 'association-rules', 'supervised-learning', 'unsupervised-learning']",2023-02-26,93,5,4.54,18,15,104,0,2,3,2,16.0,41.0,90.0,2.6,51.76424
+139,viz,https://github.com/vispy/vispy,,,,vispy/vispy,vispy,3022,607,119,Python,http://vispy.org,vispy: Main repository for Vispy,vispy,2023-03-03,2013-03-21,519,5.8179317931793175,"['hacktoberfest', 'python', 'opengl', 'visualization', 'closember']",2023-01-23,185,8,3.38,37,21,121,1,4,3,4,37.0,145.0,90.0,3.9,51.73934
+546,ml-dl,https://github.com/facebookresearch/mmf,,,,facebookresearch/mmf,mmf,5154,911,117,Python,https://mmf.sh/,mmf: A modular framework for vision & language multimodal research from Facebook AI Research (FAIR),facebookresearch,2023-03-04,2018-06-27,244,21.07359813084112,"['pytorch', 'vqa', 'pretrained-models', 'multimodal', 'deep-learning', 'captioning', 'dialog', 'textvqa', 'hateful-memes', 'multi-tasking']",2023-02-02,109,4,0.83,96,84,57,1,0,1,1,96.0,86.0,90.0,0.9,51.72946
+1011,finance,https://github.com/matplotlib/mplfinance,,,,matplotlib/mplfinance,mplfinance,2620,534,85,Python,https://pypi.org/project/mplfinance/,mplfinance: Financial Markets Data Visualization using Matplotlib,matplotlib,2023-03-04,2019-12-05,169,15.463743676222597,"['ohlc-plot', 'finance', 'matplotlib', 'ohlc', 'ohlcv', 'ohlc-chart', 'candlestick-chart', 'candlestick', 'mplfinance', 'trading-days', 'ohlc-data', 'intraday-data', 'market-data', 'candlestickchart', 'hactoberfest', 'hacktoberfest2022', 'hacktoberfest']",2023-01-26,46,7,1.29,26,20,40,1,4,3,4,26.0,48.0,90.0,1.8,51.71333
+722,util,https://github.com/ashleve/lightning-hydra-template,,,,ashleve/lightning-hydra-template,lightning-hydra-template,2334,401,20,Python,,lightning-hydra-template: PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices.  ⚡🔥⚡,ashleve,2023-03-04,2020-11-04,121,19.19858989424207,"['pytorch-lightning', 'wandb', 'project-structure', 'config', 'deep-learning', 'hydra', 'template', 'pytorch', 'reproducibility', 'best-practices', 'neptune', 'mlflow', 'tensorboard', 'comet', 'mlops']",2023-02-11,27,4,2.83,101,76,28,1,4,4,4,101.0,136.0,90.0,1.3,51.7043
+209,web,https://github.com/pywebio/pywebio,,,,pywebio/pywebio,PyWebIO,3718,334,50,Python,https://pywebio.readthedocs.io,PyWebIO: Write interactive web app in script way.,pywebio,2023-03-04,2020-02-29,157,23.66,['pywebio'],2023-02-06,17,3,1.58,34,13,37,1,0,9,9,34.0,40.0,90.0,1.2,51.69608
+242,ml,https://github.com/deepmind/deepmind-research,,,,deepmind/deepmind-research,deepmind-research,11494,2359,329,Jupyter Notebook,,deepmind-research: This repository contains implementations and illustrative code to accompany DeepMind publications,deepmind,2023-03-04,2019-01-15,215,53.28344370860927,[],2023-01-31,91,1,0.63,22,4,50,1,0,0,0,22.0,16.0,90.0,0.7,51.68083
+69,util,https://github.com/pygithub/pygithub,,,,pygithub/pygithub,PyGithub,5830,1595,112,Python,https://pygithub.readthedocs.io/,PyGithub: Typed interactions with the GitHub API v3,pygithub,2023-03-04,2012-02-25,575,10.136612021857923,"['pygithub', 'python', 'github', 'github-api']",2023-02-23,296,3,0.54,123,42,134,0,3,9,3,123.0,246.0,90.0,2.0,51.63731
+27,typing,https://github.com/google/pytype,,,,google/pytype,pytype,4128,267,56,Python,https://google.github.io/pytype,pytype: A static type analyzer for Python code,google,2023-03-03,2015-03-18,415,9.933310415950498,"['python', 'typing', 'typechecker', 'linter', 'types', 'static-analysis', 'static-code-analysis']",2023-03-03,89,2,11.73,73,63,97,0,0,21,21,73.0,72.0,90.0,1.0,51.5118
+570,util,https://github.com/jd/tenacity,1.0,,,jd/tenacity,tenacity,4520,225,44,Python,http://tenacity.readthedocs.io,tenacity: Retrying library for Python,jd,2023-03-04,2016-08-11,342,13.199833124739257,"['python', 'failure', 'retry', 'retry-library', 'hacktoberfest']",2023-02-28,79,3,0.42,38,28,80,0,0,9,9,38.0,56.0,90.0,1.5,51.43178
+902,util,https://github.com/pypi/warehouse,,,,pypi/warehouse,warehouse,3157,908,105,Python,https://pypi.org,warehouse: The Python Package Index,pypi,2023-03-04,2013-03-30,518,6.092914254204577,[],2023-03-03,332,7,9.27,634,547,121,0,0,0,0,634.0,821.0,90.0,1.3,51.38911
+131,ml,https://github.com/automl/auto-sklearn,,,,automl/auto-sklearn,auto-sklearn,6772,1213,213,Python,https://automl.github.io/auto-sklearn,auto-sklearn: Automated Machine Learning with scikit-learn,automl,2023-03-04,2015-07-02,400,16.911880128433822,"['automl', 'scikit-learn', 'automated-machine-learning', 'hyperparameter-optimization', 'hyperparameter-tuning', 'hyperparameter-search', 'bayesian-optimization', 'metalearning', 'meta-learning', 'smac']",2022-12-07,88,7,1.98,36,15,93,3,2,5,2,36.0,37.0,90.0,1.0,51.32342
+904,ml,https://github.com/rucaibox/recbole,,,,rucaibox/recbole,RecBole,2491,459,39,Python,https://recbole.io/,"RecBole: A unified, comprehensive and efficient recommendation library",rucaibox,2023-03-04,2020-06-11,142,17.489468405215646,"['recommender-systems', 'collaborative-filtering', 'knowledge-graph', 'ctr-prediction', 'deep-learning', 'pytorch', 'graph-neural-networks', 'sequential-recommendation', 'recommendations', 'recommendation-system', 'recommender']",2023-03-02,59,2,8.75,519,472,33,0,2,3,2,519.0,217.0,90.0,0.4,51.31954
+807,web,https://github.com/fastapi-users/fastapi-users,,,,fastapi-users/fastapi-users,fastapi-users,2520,250,34,Python,https://fastapi-users.github.io/fastapi-users/,fastapi-users: Ready-to-use and customizable users management for FastAPI,fastapi-users,2023-03-04,2019-10-05,178,14.145950280673617,"['python', 'starlette', 'fastapi', 'async', 'asyncio', 'users', 'fastapi-users']",2023-02-14,54,6,2.33,10,8,42,1,22,27,22,10.0,15.0,90.0,1.5,51.31569
+317,gamedev,https://github.com/pyglet/pyglet,,,,pyglet/pyglet,pyglet,1417,252,32,Python,http://pyglet.org,"pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.",pyglet,2023-03-04,2019-06-09,195,7.266666666666667,"['pyglet', 'python', 'opengl', 'gamedev', 'scientific-visualization']",2023-03-03,143,3,7.85,82,55,45,0,9,15,9,82.0,203.0,90.0,2.5,51.24127
+604,jupyter,https://github.com/connorferster/handcalcs,,,,connorferster/handcalcs,handcalcs,5140,398,78,CSS,,handcalcs: Python library for converting Python calculations into rendered latex.,connorferster,2023-03-04,2020-02-19,158,32.414414414414416,[],2022-12-27,11,5,1.08,17,7,37,2,3,3,3,17.0,13.0,90.0,0.8,51.10566
+746,study,https://github.com/zhanymkanov/fastapi-best-practices,,,,zhanymkanov/fastapi-best-practices,fastapi-best-practices,2721,198,52,,,fastapi-best-practices: FastAPI Best Practices and Conventions we used @ hi.peerlink.me,zhanymkanov,2023-03-04,2022-08-09,29,91.57211538461539,"['fastapi', 'best-practices']",2023-01-09,4,1,0.87,9,6,7,2,0,0,0,9.0,15.0,90.0,1.7,51.04426
+842,time-series,https://github.com/tdameritrade/stumpy,,,,tdameritrade/stumpy,stumpy,2562,248,53,Python,https://stumpy.readthedocs.io/en/latest/,STUMPY is a powerful and scalable Python library for modern time series analysis,tdameritrade,2023-03-04,2019-05-03,200,12.79172610556348,"['data-science', 'time-series-analysis', 'dask', 'numba', 'python', 'anomaly-detection', 'pattern-matching', 'pydata', 'matrix-profile', 'motif-discovery', 'time-series-segmentation', 'time-series-data-mining']",2023-02-16,32,3,2.35,36,20,47,0,2,7,2,37.0,136.0,90.0,3.7,51.0294
+279,jupyter,https://github.com/nteract/papermill,,,,nteract/papermill,papermill,5130,388,91,Python,http://papermill.readthedocs.io/en/latest/,"papermill: 📚 Parameterize, execute, and analyze notebooks",nteract,2023-03-03,2017-07-06,295,17.36460348162476,"['jupyter', 'notebooks', 'notebook-generator', 'nteract', 'publishing', 'pipeline', 'notebook', 'python', 'r', 'julia', 'scala']",2022-10-18,108,6,0.58,17,2,69,5,0,14,14,17.0,22.0,90.0,1.3,50.93886
+132,ml,https://github.com/epistasislab/tpot,,,,epistasislab/tpot,tpot,8968,1517,293,Python,http://epistasislab.github.io/tpot/,tpot: A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.,epistasislab,2023-03-04,2015-11-03,382,23.43262411347518,"['machine-learning', 'python', 'data-science', 'automl', 'automation', 'scikit-learn', 'hyperparameter-optimization', 'model-selection', 'parameter-tuning', 'automated-machine-learning', 'random-forest', 'gradient-boosting', 'feature-engineering', 'aiml', 'alzheimer', 'alzheimers', 'nia', 'u01ag066833', 'ag066833', 'adsp']",2022-07-29,112,7,0.35,18,2,89,7,0,4,4,18.0,13.0,90.0,0.7,50.84345
+707,pandas,https://github.com/nalepae/pandarallel,1.0,,,nalepae/pandarallel,pandarallel,2907,176,27,Python,https://nalepae.github.io/pandarallel,pandarallel: A simple and efficient tool to parallelize Pandas operations on all available CPUs,nalepae,2023-03-03,2019-03-10,208,13.975961538461538,"['pandas', 'python', 'parallel']",2023-02-12,25,7,0.77,27,18,48,1,6,10,6,27.0,48.0,90.0,1.8,50.79214
+919,profiling,https://github.com/pyutils/line_profiler,,,,pyutils/line_profiler,line_profiler,1684,97,16,Cython,,line_profiler: Line-by-line profiling for Python,pyutils,2023-03-04,2019-12-10,168,9.981371718882302,[],2023-03-04,39,4,1.54,22,11,39,0,6,6,6,22.0,90.0,90.0,4.1,50.76131
+192,template,https://github.com/tiangolo/full-stack-fastapi-postgresql,,,,tiangolo/full-stack-fastapi-postgresql,full-stack-fastapi-postgresql,11263,2054,187,Python,,"full-stack-fastapi-postgresql: Full stack, modern web application generator. Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.",tiangolo,2023-03-04,2019-02-23,210,53.59687287559483,"['python', 'python3', 'json', 'json-schema', 'docker', 'postgresql', 'frontend', 'backend', 'fastapi', 'traefik', 'letsencrypt', 'swagger', 'celery', 'jwt', 'vue', 'vuex', 'cookiecutter', 'openapi', 'openapi3', 'pgadmin']",2020-06-05,17,5,0.0,32,11,49,33,0,1,1,32.0,31.0,90.0,1.0,50.68791
+325,security,https://github.com/trailofbits/pip-audit,,,,trailofbits/pip-audit,pip-audit,758,49,20,Python,https://pypi.org/project/pip-audit/,pip-audit: Audits Python environments and dependency trees for known vulnerabilities,trailofbits,2023-03-03,2021-09-02,78,9.664845173041895,"['security', 'security-audit', 'python', 'pip', 'supply-chain']",2023-02-24,20,6,4.17,112,96,18,0,25,30,25,112.0,214.0,90.0,1.9,50.68071
+186,ml,https://github.com/harisiqbal88/plotneuralnet,,,,harisiqbal88/plotneuralnet,PlotNeuralNet,18929,2579,223,TeX,,PlotNeuralNet: Latex code for making neural networks diagrams,harisiqbal88,2023-03-04,2018-07-24,240,78.63679525222553,"['latex', 'deep-neural-networks']",2020-11-06,13,6,0.0,6,2,56,28,0,0,0,6.0,3.0,90.0,0.5,50.66304
+628,gis,https://github.com/pytroll/satpy,,,,pytroll/satpy,satpy,897,261,31,Python,http://satpy.readthedocs.org/en/latest/,satpy: Python package for earth-observing satellite data processing,pytroll,2023-03-03,2016-02-09,368,2.432777993025959,"['python', 'satellite', 'weather', 'hacktoberfest', 'dask', 'xarray', 'closember']",2023-02-21,136,7,22.25,157,109,86,0,7,11,7,157.0,636.0,90.0,4.1,50.62117
+428,util,https://github.com/pycqa/flake8,,,,pycqa/flake8,flake8,2665,274,34,Python,https://flake8.pycqa.org,"flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.",pycqa,2023-03-04,2014-09-13,442,6.0274636510500805,"['python', 'python3', 'static-analysis', 'static-code-analysis', 'linter', 'linter-flake8', 'stylelint', 'styleguide', 'style-guide', 'flake8', 'pep8', 'complexity-analysis']",2023-02-21,172,6,1.73,53,49,103,0,0,10,10,53.0,92.0,90.0,1.7,50.60329
+287,gis,https://github.com/geopandas/geopandas,1.0,,,geopandas/geopandas,geopandas,3568,794,106,Python,http://geopandas.org/,geopandas: Python tools for geographic data,geopandas,2023-03-04,2013-06-27,505,7.059355568117581,[],2023-03-04,190,3,2.98,233,158,118,0,5,3,5,233.0,358.0,90.0,1.5,50.53238
+378,ml-interpretability,https://github.com/oegedijk/explainerdashboard,,,,oegedijk/explainerdashboard,explainerdashboard,1588,208,18,Python,http://explainerdashboard.readthedocs.io,"explainerdashboard: Quickly build Explainable AI dashboards that show the inner workings of so-called ""blackbox"" machine learning models.",oegedijk,2023-03-01,2019-10-30,174,9.09656301145663,"['dash', 'shap-values', 'dashboard', 'model-predictions', 'data-scientists', 'explainer', 'interactive-dashboards', 'permutation-importances', 'shap', 'plotly', 'inner-workings', 'interactive-plots', 'xai-library', 'xai']",2023-02-18,19,6,1.56,27,23,41,0,7,23,7,27.0,88.0,90.0,3.3,50.46338
+804,web,https://github.com/python-restx/flask-restx,,,,python-restx/flask-restx,flask-restx,1762,294,70,Python,https://flask-restx.readthedocs.io/en/latest/,"flask-restx: Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask",python-restx,2023-03-02,2020-01-09,164,10.715899218071243,"['python', 'api', 'swagger', 'flask', 'rest', 'json', 'restful', 'restplus', 'restx']",2023-03-04,141,6,0.81,52,24,38,0,3,4,3,52.0,92.0,90.0,1.8,50.45315
+369,nlp,https://github.com/bytedance/lightseq,,,,bytedance/lightseq,lightseq,2602,297,53,C++,,LightSeq: A High Performance Library for Sequence Processing and Generation,bytedance,2023-03-04,2019-12-06,169,15.370464135021097,"['inference', 'transformer', 'beam-search', 'bert', 'cuda', 'sampling', 'diverse-decoding', 'multilingual-nmt', 'training', 'bart', 'gpt', 'accelerate']",2023-03-03,16,8,1.29,58,38,39,0,3,4,3,58.0,44.0,90.0,0.8,50.42746
+91,ml,https://github.com/uber/causalml,,,,uber/causalml,causalml,3819,613,78,Python,,causalml: Uplift modeling and causal inference with machine learning algorithms,uber,2023-03-01,2019-07-09,190,20.024719101123594,"['incubation', 'machine-learning', 'causal-inference', 'uplift-modeling']",2023-02-03,49,5,0.85,19,8,44,1,2,3,2,19.0,25.0,90.0,1.3,50.36122
+641,util,https://github.com/theskumar/python-dotenv,,,,theskumar/python-dotenv,python-dotenv,5716,358,33,Python,https://saurabh-kumar.com/python-dotenv/,python-dotenv: Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.,theskumar,2023-03-04,2014-09-06,443,12.898774983881367,"['python', 'devops-tools', 'dotenv', '12-factor-app', 'configuration', 'env', 'environment-variables']",2023-02-24,89,5,0.87,26,17,103,0,3,5,3,26.0,24.0,90.0,0.9,50.35192
+144,nlp,https://github.com/openai/gpt-2,,,,openai/gpt-2,gpt-2,17453,4391,601,Python,https://openai.com/blog/better-language-models/,"gpt-2: Code for the paper ""Language Models are Unsupervised Multitask Learners""",openai,2023-03-04,2019-02-11,211,82.38098449089684,['paper'],2020-12-02,16,2,0.0,10,2,49,27,0,0,0,10.0,13.0,90.0,1.3,50.29606
+636,perf,https://github.com/dask/distributed,,,,dask/distributed,distributed,1444,677,58,Python,https://distributed.dask.org,distributed: A distributed task scheduler for Dask,dask,2023-03-04,2015-09-13,390,3.7025641025641027,"['pydata', 'dask', 'distributed-computing', 'python', 'hacktoberfest']",2023-03-04,308,2,15.08,318,187,91,0,0,26,26,318.0,888.0,90.0,2.8,50.16518
+1004,finance,https://github.com/ta-lib/ta-lib-python,,,,ta-lib/ta-lib-python,ta-lib-python,7519,1472,319,Cython,http://ta-lib.github.io/ta-lib-python,ta-lib-python: Python wrapper for TA-Lib (http://ta-lib.org/).,ta-lib,2023-03-05,2012-03-23,571,13.161540385096274,"['ta-lib', 'pattern-recognition', 'python', 'technical-analysis', 'finance', 'quantitative-finance']",2023-02-28,25,2,0.79,32,18,133,0,0,2,2,32.0,102.0,90.0,3.2,50.14341
+513,util,https://github.com/agronholm/apscheduler,,,,agronholm/apscheduler,apscheduler,4869,618,122,Python,,apscheduler: Task scheduling library for Python,agronholm,2023-03-04,2016-03-27,362,13.450276243093922,[],2023-02-07,38,3,2.63,26,15,84,1,0,8,8,26.0,36.0,90.0,1.4,50.08952
+224,sim,https://github.com/google/brax,,,,google/brax,brax,1552,162,37,Jupyter Notebook,,brax: Massively parallel rigidbody physics simulation on accelerator hardware.,google,2023-03-03,2021-06-02,91,16.94851794071763,"['jax', 'reinforcement-learning', 'robotics', 'physics-simulation']",2023-02-09,27,5,0.37,46,31,21,1,8,9,8,46.0,70.0,90.0,1.5,50.08327
+351,ml,https://github.com/jina-ai/finetuner,,,,jina-ai/finetuner,finetuner,954,48,24,Python,https://finetuner.jina.ai,finetuner: :dart: Task-oriented finetuning for better embeddings on neural search,jina-ai,2023-03-03,2021-08-11,81,11.695271453590193,"['fine-tuning', 'pretrained-models', 'few-shot-learning', 'negative-sampling', 'metric-learning', 'siamese-network', 'triplet-loss', 'transfer-learning', 'jina', 'neural-search', 'finetuning', 'similarity-learning']",2023-03-02,32,2,4.33,66,62,19,0,13,22,13,66.0,157.0,90.0,2.4,50.06569
+977,ml,https://github.com/google/vizier,,,,google/vizier,vizier,967,45,20,Python,https://oss-vizier.readthedocs.io,"vizier: Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.",google,2023-03-04,2022-02-16,54,17.719895287958114,"['vizier', 'hyperparameter-optimization', 'tuning', 'tuning-parameters', 'blackbox-optimization', 'hyperparameter-tuning', 'bayesian-optimization', 'evolutionary-algorithms', 'distributed-systems', 'distributed-computing', 'grpc', 'open-source', 'google', 'algorithm', 'deep-learning', 'machine-learning', 'optimization']",2023-03-01,15,3,8.83,191,177,13,0,20,20,20,191.0,42.0,90.0,0.2,50.03996
+653,util,https://github.com/magicstack/uvloop,,,,magicstack/uvloop,uvloop,9199,535,226,Cython,,uvloop: Ultra fast asyncio event loop.,magicstack,2023-03-03,2015-11-08,382,24.081151832460733,"['asyncio', 'async-await', 'async', 'high-performance', 'libuv', 'python', 'python-3', 'event-loop', 'networking', 'async-python']",2023-01-15,56,3,0.6,16,4,89,2,1,11,1,16.0,23.0,90.0,1.4,49.99294
+509,ml,https://github.com/tensorflow/addons,,,,tensorflow/addons,addons,1613,599,58,Python,,addons: Useful extra functionality for TensorFlow 2.x maintained by SIG-addons,tensorflow,2023-03-01,2018-11-26,222,7.237820512820512,"['machine-learning', 'deep-learning', 'tensorflow', 'neural-network', 'tensorflow-addons', 'python']",2023-03-01,204,7,1.04,227,212,52,0,4,8,4,227.0,253.0,90.0,1.1,49.92761
+1023,util,https://github.com/wireservice/csvkit,,,,wireservice/csvkit,csvkit,5388,583,132,Python,http://csvkit.rtfd.org/,"csvkit: A suite of utilities for converting to and working with CSV, the king of tabular file formats.",wireservice,2023-03-04,2011-04-01,622,8.658402203856749,[],2023-02-22,105,9,0.6,19,13,145,0,0,2,2,19.0,28.0,90.0,1.5,49.79208
+298,finance,https://github.com/blankly-finance/blankly,,,,blankly-finance/blankly,blankly,1474,194,28,Python,https://package.blankly.finance,"blankly: 🚀 💸  Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.",blankly-finance,2023-03-03,2021-03-09,103,14.212121212121213,"['cryptocurrency', 'bot-framework', 'investment', 'bots', 'bot', 'coinbase', 'binance', 'blankly', 'stocks', 'platform', 'framework', 'trading', 'trading-bot', 'trading-strategies', 'python', 'crypto', 'algotrading']",2023-02-02,16,5,7.13,19,10,24,1,2,14,2,19.0,51.0,90.0,2.7,49.68375
+421,ml,https://github.com/facebookresearch/reagent,,,,facebookresearch/reagent,ReAgent,3352,508,150,Python,https://reagent.ai,"ReAgent: A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)",facebookresearch,2023-03-04,2017-07-27,292,11.462628236443576,[],2023-02-28,152,5,1.94,18,12,68,0,0,0,0,18.0,41.0,90.0,2.3,49.66643
+1006,finance,https://github.com/quantopian/zipline,,,,quantopian/zipline,zipline,15851,4541,1008,Python,https://www.zipline.io,"Zipline, a Pythonic Algorithmic Trading Library",quantopian,2023-03-05,2012-10-19,541,29.283979941937186,"['quant', 'python', 'algorithmic-trading', 'zipline']",2020-10-14,155,5,0.0,5,2,126,29,0,3,3,5.0,5.0,90.0,1.0,49.58453
+426,study,https://github.com/fchollet/deep-learning-with-python-notebooks,,,,fchollet/deep-learning-with-python-notebooks,deep-learning-with-python-notebooks,16498,8043,642,Jupyter Notebook,,"deep-learning-with-python-notebooks: Jupyter notebooks for the code samples of the book ""Deep Learning with Python""",fchollet,2023-03-04,2017-09-05,286,57.54160438465371,[],2023-02-13,9,1,0.1,10,5,67,1,0,0,0,10.0,7.0,90.0,0.7,49.57896
+455,ml-dl,https://github.com/tensorlayer/tensorlayer,,,,tensorlayer/tensorlayer,TensorLayer,7154,1617,466,Python,http://tensorlayerx.com,TensorLayer: Deep Learning and Reinforcement Learning Library for Scientists and Engineers ,tensorlayer,2023-03-03,2016-06-07,351,20.340373679935013,"['tensorlayer', 'deep-learning', 'tensorflow', 'neural-network', 'reinforcement-learning', 'artificial-intelligence', 'gan', 'a3c', 'tensorflow-tutorials', 'dqn', 'object-detection', 'chatbot', 'python', 'tensorflow-tutorial', 'imagenet', 'google']",2023-02-18,132,6,0.06,0,0,82,0,0,12,12,0.0,0.0,90.0,0.0,49.57761
+776,study,https://github.com/nielsrogge/transformers-tutorials,,,,nielsrogge/transformers-tutorials,Transformers-Tutorials,3834,607,86,Jupyter Notebook,,Transformers-Tutorials: This repository contains demos I made with the Transformers library by HuggingFace.,nielsrogge,2023-03-04,2020-08-31,130,29.299126637554586,"['transformers', 'pytorch', 'bert', 'vision-transformer', 'layoutlm', 'gpt-2']",2023-02-28,5,2,2.69,56,13,30,0,0,0,0,56.0,92.0,90.0,1.6,49.53079
+694,ml-dl,https://github.com/deepmind/dm-haiku,,,,deepmind/dm-haiku,dm-haiku,2385,199,39,Python,https://dm-haiku.readthedocs.io,dm-haiku: JAX-based neural network library,deepmind,2023-03-04,2020-02-18,158,15.027002700270026,"['machine-learning', 'neural-networks', 'jax', 'deep-learning', 'deep-neural-networks']",2023-03-03,71,4,2.62,46,37,37,0,3,4,3,46.0,25.0,90.0,0.5,49.3691
+888,util,https://github.com/xl0/lovely-tensors,,,,xl0/lovely-tensors,lovely-tensors,923,14,8,Jupyter Notebook,https://xl0.github.io/lovely-tensors,"lovely-tensors: Tensors, ready for human consumption",xl0,2023-02-28,2022-10-07,21,43.36241610738255,"['deep-learning', 'library', 'pytorch', 'statistics', 'visualization']",2023-01-27,1,0,1.88,8,7,5,1,0,41,41,8.0,33.0,90.0,4.1,49.32604
+910,util,https://github.com/methexis-inc/terminal-copilot,,,,methexis-inc/terminal-copilot,terminal-copilot,448,25,6,Python,,terminal-copilot: A smart terminal assistant that helps you find the right command.,methexis-inc,2023-03-03,2022-12-11,12,37.333333333333336,[],2023-01-25,8,3,1.42,39,25,3,1,1,4,1,39.0,71.0,90.0,1.8,49.2771
+787,study,https://github.com/wesm/pydata-book,,,,wesm/pydata-book,pydata-book,18959,14016,1470,Jupyter Notebook,,"pydata-book: Materials and IPython notebooks for ""Python for Data Analysis"" by Wes McKinney, published by O'Reilly Media",wesm,2023-03-04,2012-06-30,557,34.02897435897436,[],2022-11-03,9,5,0.13,3,3,130,4,0,0,0,3.0,4.0,90.0,1.3,49.22779
+511,ml,https://github.com/google/automl,,,,google/automl,automl,5594,1418,157,Jupyter Notebook,,automl: Google Brain AutoML,google,2023-03-04,2020-03-12,155,35.99080882352941,"['automl', 'efficientdet', 'object-detection', 'efficientnet', 'efficientnetv2']",2023-02-15,40,3,0.4,15,6,36,1,0,1,1,15.0,5.0,90.0,0.3,49.22473
+321,gui,https://github.com/r0x0r/pywebview,,,,r0x0r/pywebview,pywebview,3400,442,58,Python,https://pywebview.flowrl.com,"pywebview: Build GUI for your Python program with JavaScript, HTML, and CSS",r0x0r,2023-03-04,2014-11-20,432,7.862570201519657,"['python', 'webkit', 'gtk', 'linux', 'windows', 'gui', 'osx', 'cocoa', 'html', 'javascript', 'qt', 'cef']",2023-02-28,102,1,2.63,85,62,101,0,8,6,8,85.0,209.0,90.0,2.5,49.1267
+129,viz,https://github.com/holoviz/holoviews,,,,holoviz/holoviews,holoviews,2388,373,61,Python,https://holoviews.org,"holoviews: With Holoviews, your data visualizes itself.",holoviz,2023-03-04,2014-05-07,460,5.184863523573201,"['holoviz', 'holoviews', 'plotting']",2023-03-03,133,5,3.23,176,87,107,0,6,41,6,176.0,258.0,90.0,1.5,49.09965
+264,data,https://github.com/collerek/ormar,,,,collerek/ormar,ormar,1264,62,15,Python,https://collerek.github.io/ormar/,ormar: python async orm with fastapi in mind and pydantic validation,collerek,2023-03-04,2020-08-02,135,9.362962962962962,"['orm', 'sqlalchemy', 'async-orm', 'python-orm', 'fastapi', 'pydantic', 'alembic', 'databases']",2023-02-28,30,6,4.9,79,58,31,0,6,30,6,79.0,82.0,90.0,1.0,49.07831
+715,data,https://github.com/jazzband/tablib,,,,jazzband/tablib,tablib,4233,573,141,Python,https://tablib.readthedocs.io/,"tablib: Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",jazzband,2023-03-04,2011-03-28,622,6.796100917431192,[],2023-03-03,120,7,0.35,20,15,145,0,2,4,2,20.0,54.0,90.0,2.7,49.00379
+1030,finance,https://github.com/google/tf-quant-finance,,,,google/tf-quant-finance,tf-quant-finance,3655,490,169,Python,,tf-quant-finance: High-performance TensorFlow library for quantitative finance.,google,2023-03-04,2019-07-24,188,19.382575757575758,"['tensorflow', 'quantitative-finance', 'python', 'finance', 'numerical-methods', 'numerical-optimization', 'numerical-integration', 'high-performance', 'high-performance-computing', 'gpu', 'gpu-computing', 'quantlib']",2023-02-17,45,2,1.79,12,4,44,0,0,1,1,12.0,20.0,90.0,1.7,48.87744
+718,math,https://github.com/facebookresearch/theseus,,,,facebookresearch/theseus,theseus,1226,85,29,Python,,theseus: A library for differentiable nonlinear optimization,facebookresearch,2023-03-04,2021-11-18,67,18.18220338983051,"['differentiable-optimization', 'robotics', 'embodied-ai', 'nonlinear-least-squares', 'pytorch', 'deep-learning', 'computer-vision', 'gauss-newton', 'levenberg-marquardt', 'implicit-differentiation', 'bilevel-optimization']",2023-02-27,19,3,4.15,97,77,16,0,5,6,5,97.0,41.0,90.0,0.4,48.86802
+318,gamedev,https://github.com/pythonarcade/arcade,1.0,,,pythonarcade/arcade,arcade,1404,264,57,Python,http://arcade.academy,arcade: Easy to use Python library for creating 2D arcade games.,pythonarcade,2023-03-04,2016-01-04,373,3.7554451662208637,"['python3', 'python', 'arcade-framework', 'arcade-api', 'arcade-learning-environment', 'opengl', 'educational-technology', 'educational-resources']",2023-03-04,137,5,15.71,262,208,87,0,0,18,18,262.0,268.0,90.0,1.0,48.82152
+766,ml-dl,https://github.com/fepegar/torchio,,,,fepegar/torchio,torchio,1649,203,17,Python,http://www.torchio.org,torchio: Medical imaging toolkit for deep learning,fepegar,2023-03-03,2019-11-26,170,9.659414225941422,"['pytorch', 'medical-image-computing', 'deep-learning', 'data-augmentation', 'medical-images', 'machine-learning', 'python', 'medical-image-processing', 'medical-image-analysis', 'medical-imaging-datasets', 'medical-imaging-with-deep-learning', 'augmentation']",2023-03-01,42,3,2.48,36,25,40,0,0,78,78,43.0,73.0,90.0,1.7,48.81077
+650,profiling,https://github.com/joerick/pyinstrument,,,,joerick/pyinstrument,pyinstrument,5144,220,55,Python,https://pyinstrument.readthedocs.io/,pyinstrument: 🚴 Call stack profiler for Python. Shows you why your code is slow!,joerick,2023-03-04,2014-03-13,468,10.981396767307105,"['python', 'django', 'profiler', 'performance', 'profile', 'async']",2022-12-27,47,7,1.92,10,4,109,2,0,6,6,10.0,12.0,90.0,1.2,48.77758
+441,gis,https://github.com/rasterio/rasterio,1.0,,,rasterio/rasterio,rasterio,1889,508,151,Python,https://rasterio.readthedocs.io/,Rasterio reads and writes geospatial raster datasets,rasterio,2023-03-04,2013-11-04,486,3.879988262910798,"['python', 'gis', 'raster', 'gdal', 'cli', 'cython', 'mapbox-satellite-oss']",2023-02-27,142,5,3.75,187,116,114,0,11,18,11,187.0,325.0,90.0,1.7,48.75998
+506,ml-ops,https://github.com/adap/flower,,,,adap/flower,flower,2061,449,23,Python,https://flower.dev,Flower: A Friendly Federated Learning Framework,adap,2023-03-04,2020-02-17,158,12.973920863309353,"['flower', 'federated-learning', 'federated-learning-framework', 'pytorch-federated-learning', 'tensorflow-federated-learning', 'keras-federated-learning', 'federated-analytics', 'fleet-learning', 'fleet-intelligence', 'deep-learning', 'machine-learning', 'pytorch', 'scikit-learn', 'tensorflow']",2023-03-01,54,2,6.6,204,172,37,0,5,5,5,204.0,64.0,90.0,0.3,48.67066
+634,util,https://github.com/pygments/pygments,,,,pygments/pygments,pygments,1212,507,31,Python,http://pygments.org/,Pygments is a generic syntax highlighter written in Python,pygments,2023-03-04,2019-08-31,183,6.617784711388455,"['python', 'syntax-highlighting']",2023-03-03,768,3,5.81,179,116,43,0,3,16,3,179.0,186.0,90.0,1.0,48.59146
+681,util,https://github.com/spotify/basic-pitch,,,,spotify/basic-pitch,basic-pitch,1651,95,32,Python,https://basicpitch.io,basic-pitch: A lightweight yet powerful audio-to-MIDI converter with pitch bend detection,spotify,2023-03-03,2022-05-03,43,37.76797385620915,"['lightweight', 'machine-learning', 'midi', 'music', 'pitch-detection', 'polyphonic', 'transcription', 'audio', 'python', 'typescript']",2023-02-27,12,4,0.87,26,11,10,0,0,0,0,26.0,14.0,90.0,0.5,48.57747
+366,ml,https://github.com/facebookresearch/vissl,,,,facebookresearch/vissl,vissl,2968,312,52,Jupyter Notebook,https://vissl.ai,"VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.",facebookresearch,2023-03-04,2020-04-09,151,19.6,[],2022-12-28,34,6,0.92,14,2,35,2,0,1,1,14.0,22.0,90.0,1.6,48.46319
+213,data,https://github.com/facebookresearch/augly,,,,facebookresearch/augly,AugLy,4671,275,62,Python,https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/,"AugLy: A data augmentations library for audio, image, text, and video.",facebookresearch,2023-03-02,2021-06-09,90,51.572555205047315,[],2022-12-05,26,5,0.9,2,0,21,3,1,4,1,2.0,0.0,90.0,0.0,48.45609
+353,ml-interpretability,https://github.com/seldonio/alibi,,,,seldonio/alibi,alibi,1949,221,42,Python,https://docs.seldon.io/projects/alibi/en/stable/,alibi: Algorithms for explaining machine learning models,seldonio,2023-03-04,2019-02-26,209,9.293596730245232,"['machine-learning', 'explanations', 'interpretability', 'counterfactual', 'xai']",2023-03-01,18,4,3.73,67,48,49,0,4,7,4,67.0,116.0,90.0,1.7,48.39344
+559,jupyter,https://github.com/vizzuhq/ipyvizzu,,,,vizzuhq/ipyvizzu,ipyvizzu,762,60,16,Python,https://ipyvizzu.vizzuhq.com,ipyvizzu: Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.,vizzuhq,2023-03-04,2022-01-05,60,12.580188679245284,"['jupyter', 'jupyter-notebook', 'python', 'plotting', 'graphs', 'data-visualization', 'graphing', 'ipython', 'chart', 'charts', 'dataviz', 'animation', 'storytelling', 'charting', 'vizzu']",2023-03-01,10,5,11.44,17,11,14,0,14,17,14,17.0,15.0,90.0,0.9,48.39082
+673,ml-dl,https://github.com/saharmor/dalle-playground,,,,saharmor/dalle-playground,dalle-playground,2587,565,28,JavaScript,,dalle-playground: A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini),saharmor,2023-03-04,2021-09-13,76,33.65985130111524,"['dall-e', 'openai', 'gan', 'text-to-image', 'transformers', 'artificial', 'artificial-intelligence', 'machine-learning', 'dalle', 'dalle-mini', 'stable-diffusion']",2023-02-19,10,3,2.21,7,2,18,0,0,0,0,7.0,7.0,90.0,1.0,48.38225
+531,ml-dl,https://github.com/neuralmagic/sparseml,,,,neuralmagic/sparseml,sparseml,1519,116,40,Python,,"sparseml: Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models",neuralmagic,2023-03-03,2020-12-11,116,13.062653562653562,"['pytorch', 'keras', 'model-sparsification', 'sparsification-recipes', 'tensorflow', 'smaller-models', 'deep-learning-library', 'deep-learning-algorithms', 'deep-learning-models', 'automl', 'pruning-algorithms', 'sparsity', 'sparsification', 'recipe-driven-approaches', 'pruning', 'computer-vision-algorithms', 'object-detection', 'image-classification', 'nlp', 'onnx']",2023-03-04,40,1,8.54,244,214,27,0,13,13,13,244.0,99.0,90.0,0.4,48.34731
+625,data,https://github.com/zarr-developers/zarr-python,,,,zarr-developers/zarr-python,zarr-python,1093,217,45,Python,http://zarr.readthedocs.io/,"zarr-python: An implementation of chunked, compressed, N-dimensional arrays for Python.",zarr-developers,2023-03-03,2015-12-15,376,2.901403109594236,"['hacktoberfest', 'zarr', 'ndimensional-arrays', 'compressed', 'python']",2023-02-23,84,8,3.65,107,71,88,0,18,11,18,107.0,304.0,90.0,2.8,48.29007
+215,debug,https://github.com/gruns/icecream,,,,gruns/icecream,icecream,6618,137,50,Python,,icecream: 🍦 Never use print() to debug again.,gruns,2023-03-04,2018-02-13,263,25.09534127843987,"['python', 'python3', 'library', 'inspects', 'debug', 'debugging', 'debugging-tool', 'print']",2022-12-04,21,6,0.62,12,2,61,3,1,1,1,12.0,8.0,90.0,0.7,48.15813
+948,web,https://github.com/bottlepy/bottle,,,,bottlepy/bottle,bottle,7910,1446,312,Python,http://bottlepy.org/,bottle.py is a fast and simple micro-framework for python web-applications.,bottlepy,2023-03-04,2009-06-30,713,11.082866293034428,"['python', 'wsgi', 'rest', 'web-framework', 'bottle']",2022-09-05,227,7,0.27,16,7,166,6,0,6,6,16.0,16.0,90.0,1.0,48.14656
+661,util,https://github.com/zeromq/pyzmq,,,,zeromq/pyzmq,pyzmq,3284,616,102,Python,http://zguide.zeromq.org/py:all,PyZMQ:  Python bindings for zeromq,zeromq,2023-03-03,2010-07-21,658,4.986550976138829,"['cython', 'python', 'zeromq']",2023-02-23,189,5,3.35,38,27,154,0,0,6,6,38.0,58.0,90.0,1.5,48.14545
+115,perf,https://github.com/h5py/h5py,,,,h5py/h5py,h5py,1833,491,55,Python,http://www.h5py.org,h5py: HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,h5py,2023-03-03,2012-09-21,545,3.361540476814252,[],2023-03-04,192,6,4.12,105,79,127,0,2,4,2,105.0,340.0,90.0,3.2,48.14442
+762,ml-dl,https://github.com/xpixelgroup/basicsr,,,,xpixelgroup/basicsr,BasicSR,4434,899,88,Python,https://basicsr.readthedocs.io/en/latest/,"BasicSR: Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.",xpixelgroup,2023-03-04,2018-04-19,254,17.427288040426728,"['basicsr', 'esrgan', 'edsr', 'rcan', 'edvr', 'srresnet', 'srgan', 'super-resolution', 'restoration', 'pytorch', 'stylegan2', 'dfdnet', 'basicvsr', 'swinir', 'ecbsr']",2023-02-02,19,6,1.02,24,4,59,1,3,7,3,24.0,15.0,90.0,0.6,48.09553
+544,ml,https://github.com/aleju/imgaug,,,,aleju/imgaug,imgaug,13340,2362,231,Python,http://imgaug.readthedocs.io,imgaug: Image augmentation for machine learning experiments.,aleju,2023-03-04,2015-07-10,399,33.409660107334524,"['image-augmentation', 'machine-learning', 'augmentation', 'deep-learning', 'images', 'affine-transformation', 'polygon', 'heatmap', 'segmentation-maps', 'keypoints', 'bounding-boxes', 'augment-images', 'crop', 'contrast']",2020-06-01,36,5,0.0,10,3,93,34,0,2,2,10.0,9.0,90.0,0.9,48.07194
+304,nlp,https://github.com/featureform/embeddinghub,,,,featureform/embeddinghub,featureform,1214,46,13,Go,https://www.featureform.com,featureform: The Virtual Feature Store. Turn your existing data infrastructure into a feature store.,featureform,2023-03-04,2020-10-16,124,9.767816091954023,"['machine-learning', 'data-science', 'vector-database', 'embeddings-similarity', 'embeddings', 'hacktoberfest', 'feature-store', 'mlops', 'data-quality', 'feature-engineering', 'ml', 'python']",2023-03-04,21,1,44.81,113,99,29,0,13,7,13,113.0,94.0,90.0,0.8,48.04536
+1031,finance,https://github.com/kernc/backtesting.py,,,,kernc/backtesting.py,backtesting.py,3336,665,94,Python,https://kernc.github.io/backtesting.py/,backtesting.py: :mag_right: :chart_with_upwards_trend: :snake: :moneybag:  Backtest trading strategies in Python.,kernc,2023-03-05,2019-01-02,217,15.332895600787918,"['trading', 'trading-strategies', 'trading-algorithms', 'trading-simulator', 'backtesting', 'backtesting-trading-strategies', 'backtesting-engine', 'backtesting-frameworks', 'investment', 'investing', 'investment-strategies', 'forex', 'forex-trading', 'stocks', 'algorithmic-trading', 'framework', 'financial-markets', 'hacktoberfest', 'algo-trading', 'finance']",2023-01-15,19,4,0.56,71,44,51,2,0,4,4,71.0,84.0,90.0,1.2,48.03595
+979,ml,https://github.com/googlecloudplatform/vertex-ai-samples,,,,googlecloudplatform/vertex-ai-samples,vertex-ai-samples,614,417,37,Jupyter Notebook,https://cloud.google.com/vertex-ai,"vertex-ai-samples: Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud",googlecloudplatform,2023-03-04,2021-05-27,92,6.642967542503864,"['samples', 'gcp', 'google-cloud-platform', 'vertex-ai', 'notebook', 'python', 'ai', 'ml', 'data-science', 'mlops']",2023-03-03,102,5,23.94,289,261,22,0,0,0,0,289.0,493.0,90.0,1.7,48.00884
+291,pandas,https://github.com/stitchfix/hamilton,,,,stitchfix/hamilton,hamilton,889,44,18,Python,https://www.github.com/dagworks-inc/hamilton,hamilton: A scalable general purpose micro-framework for defining dataflows. THIS REPOSITORY HAS BEEN MOVED TO www.github.com/dagworks-inc/hamilton,stitchfix,2023-03-04,2020-05-26,144,6.143139190523199,"['python', 'pandas', 'dag', 'data-science', 'data-engineering', 'numpy', 'software-engineering', 'etl-framework', 'etl-pipeline', 'etl', 'feature-engineering', 'featurization', 'dataframe', 'stitch-fix', 'data-platform', 'hamilton', 'hamiltonian', 'machine-learning']",2023-02-26,19,5,6.23,136,128,34,0,16,7,16,136.0,219.0,90.0,1.6,48.00061
+476,gis,https://github.com/holoviz/datashader,1.0,,,holoviz/datashader,datashader,2932,364,95,Python,http://datashader.org,datashader: Quickly and accurately render even the largest data.,holoviz,2023-03-03,2015-12-23,375,7.806770635222518,"['holoviz', 'datashader', 'data-visualizations', 'rasterization']",2023-02-27,53,4,1.9,50,36,88,0,5,14,5,50.0,66.0,90.0,1.3,47.89917
+769,data,https://github.com/google/tensorstore,,,,google/tensorstore,tensorstore,1100,83,33,C++,https://google.github.io/tensorstore/,tensorstore: Library for reading and writing large multi-dimensional arrays.,google,2023-03-02,2020-03-30,152,7.196261682242991,[],2023-03-03,10,2,5.92,24,11,36,0,0,11,11,24.0,120.0,90.0,5.0,47.89754
+198,ml,https://github.com/maif/shapash,,,,maif/shapash,shapash,2123,260,38,Jupyter Notebook,https://maif.github.io/shapash/,shapash: 🔅 Shapash makes Machine Learning models transparent and understandable by everyone,maif,2023-03-04,2020-04-29,148,14.289423076923077,"['python', 'machine-learning', 'explainability', 'explainable-ml', 'transparency', 'ethical-artificial-intelligence', 'shap', 'lime', 'interpretability']",2023-03-03,35,2,5.1,30,27,35,0,10,9,10,30.0,9.0,90.0,0.3,47.80614
+894,viz,https://github.com/has2k1/plotnine,,,,has2k1/plotnine,plotnine,3377,194,67,Python,https://plotnine.readthedocs.io/en/stable/,plotnine: A grammar of graphics for Python,has2k1,2023-03-04,2017-04-24,305,11.041102288650164,"['plotting', 'grammar', 'graphics', 'python', 'data-analysis']",2023-02-01,99,3,2.96,30,8,71,1,3,2,3,30.0,41.0,90.0,1.4,47.8056
+201,util,https://github.com/camelot-dev/camelot,,,,camelot-dev/camelot,camelot,1850,340,47,Python,https://camelot-py.readthedocs.io,camelot: A Python library to extract tabular data from PDFs,camelot-dev,2023-03-03,2019-07-01,191,9.64259121370067,[],2023-02-26,39,5,0.1,31,5,45,0,0,7,7,31.0,60.0,90.0,1.9,47.76394
+941,ml,https://github.com/thudm/cogvideo,,,,thudm/cogvideo,CogVideo,2489,237,89,Python,,"Text-to-video generation. The repo for ICLR2023 paper ""CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers""",thudm,2023-03-04,2022-05-29,40,62.225,[],2022-11-17,4,2,0.38,8,2,9,4,0,0,0,8.0,13.0,90.0,1.6,47.72937
+110,ml-interpretability,https://github.com/marcotcr/lime,,,,marcotcr/lime,lime,10476,1716,270,JavaScript,,Lime: Explaining the predictions of any machine learning classifier,marcotcr,2023-03-04,2016-03-15,363,28.802827965435977,[],2021-07-29,62,4,0.0,16,3,85,19,0,3,3,16.0,10.0,90.0,0.6,47.57871
+869,pandas,https://github.com/eventual-inc/daft,,,,eventual-inc/daft,Daft,470,18,6,Python,,Daft: The Python DataFrame for Complex Data,eventual-inc,2023-03-01,2022-04-25,44,10.477707006369426,"['image-processing', 'machine-learning', 'python', 'data-engineering', 'data-science', 'dataframe', 'deep-learning', 'distributed-computing']",2023-03-04,6,4,12.75,284,252,10,0,0,28,28,284.0,168.0,90.0,0.6,47.5216
+250,web,https://github.com/websocket-client/websocket-client,,,,websocket-client/websocket-client,websocket-client,3173,732,90,Python,https://github.com/websocket-client/websocket-client,websocket-client: WebSocket client for Python,websocket-client,2023-03-04,2010-12-28,635,4.99123595505618,"['websocket', 'websockets', 'websocket-client', 'websockets-client', 'python', 'rfc-6455']",2023-03-01,208,4,0.77,37,30,148,0,7,6,7,37.0,74.0,90.0,2.0,47.50858
+155,data,https://github.com/s0md3v/photon,,,,s0md3v/photon,Photon,9433,1380,326,Python,,Photon: Incredibly fast crawler designed for OSINT.,s0md3v,2023-03-04,2018-03-30,257,36.6635202665186,"['crawler', 'spider', 'python', 'osint', 'information-gathering']",2022-12-20,21,2,0.04,3,0,60,2,0,4,4,3.0,1.0,90.0,0.3,47.42063
+106,ml,https://github.com/nicolashug/surprise,,,,nicolashug/surprise,Surprise,5705,968,147,Python,http://surpriselib.com,Surprise: A Python scikit for building and analyzing recommender systems,nicolashug,2023-03-03,2016-10-23,332,17.183734939759034,"['recommender', 'systems', 'recommendation', 'svd', 'matrix', 'factorization', 'machine-learning']",2023-01-27,45,3,0.54,23,9,77,1,0,2,2,23.0,18.0,90.0,0.8,47.39527
+195,sim,https://github.com/pettingzoo-team/pettingzoo,,,,pettingzoo-team/pettingzoo,PettingZoo,1687,274,19,Python,https://pettingzoo.farama.org,"PettingZoo: A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities",pettingzoo-team,2023-03-03,2020-01-20,162,10.358771929824561,"['api', 'gym', 'gymnasium', 'multi-agent-reinforcement-learning', 'reinforcement-learning']",2023-03-04,83,1,7.58,37,21,38,0,12,11,12,37.0,36.0,90.0,1.0,47.36717
+282,util,https://github.com/arrow-py/arrow,,,,arrow-py/arrow,arrow,8236,639,134,Python,https://arrow.readthedocs.io,arrow: 🏹 Better dates & times for Python,arrow-py,2023-03-04,2012-11-18,537,15.33705772811918,"['python', 'arrow', 'datetime', 'date', 'time', 'timestamp', 'timezones', 'hacktoberfest']",2022-11-15,268,3,0.5,7,0,125,4,0,5,5,7.0,6.0,90.0,0.9,47.35792
+58,gamedev,https://github.com/panda3d/panda3d,,,,panda3d/panda3d,panda3d,3745,755,195,C++,https://www.panda3d.org/,"panda3d: Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU",panda3d,2023-03-04,2013-09-30,491,7.613999419111241,"['game-engine', 'open-source', 'panda3d', 'cross-platform', 'python', 'panda3d-game-engine', 'game-development', 'opengl', 'multi-platform', 'gamedev', 'c-plus-plus']",2023-02-26,160,1,8.54,160,80,115,0,2,2,2,160.0,198.0,90.0,1.2,47.32526
+98,data,https://github.com/zoomeranalytics/xlwings,,,,zoomeranalytics/xlwings,xlwings,2534,455,119,Python,https://www.xlwings.org,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web. ,zoomeranalytics,2023-03-02,2014-03-17,467,5.41618320610687,"['python', 'excel', 'reporting', 'automation', 'googlesheets', 'google-sheets']",2023-03-02,57,2,4.13,126,100,109,0,29,16,29,126.0,205.0,90.0,1.6,47.23673
+962,ml-dl,https://github.com/danielegrattarola/spektral,,,,danielegrattarola/spektral,spektral,2235,332,43,Python,https://graphneural.network,spektral: Graph Neural Networks with Keras and Tensorflow 2.,danielegrattarola,2023-03-03,2019-01-17,215,10.374668435013263,"['graph-neural-networks', 'keras', 'python', 'tensorflow', 'tensorflow2', 'graph-deep-learning', 'deep-learning']",2023-02-11,26,5,1.13,17,7,50,1,2,1,2,17.0,48.0,90.0,2.8,47.12219
+622,util,https://github.com/more-itertools/more-itertools,,,,more-itertools/more-itertools,more-itertools,2960,241,36,Python,https://more-itertools.rtfd.io,"more-itertools: More routines for operating on iterables, beyond itertools",more-itertools,2023-03-03,2012-04-26,566,5.2257250945775535,[],2023-03-03,97,4,1.63,38,18,132,0,5,4,5,38.0,85.0,90.0,2.2,47.09369
+858,jupyter,https://github.com/jupyter/nbconvert,,,,jupyter/nbconvert,nbconvert,1451,512,51,Python,https://nbconvert.readthedocs.io/,nbconvert: Jupyter Notebook Conversion,jupyter,2023-03-03,2015-04-09,412,3.518184967093869,[],2023-02-20,256,7,3.0,71,24,96,0,21,9,21,71.0,86.0,90.0,1.2,47.08591
+925,util,https://github.com/p0dalirius/coercer,,,,p0dalirius/coercer,Coercer,1118,122,18,Python,https://podalirius.net/,Coercer: A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.,p0dalirius,2023-03-04,2022-06-30,35,31.556451612903224,"['authentication', 'automatic', 'call', 'coerce', 'privilege-escalation', 'rpc', 'ntlm', 'fuzzing']",2023-01-18,4,2,1.5,12,8,8,2,9,14,9,12.0,11.0,90.0,0.9,46.99812
+130,ml-dl,https://github.com/explosion/thinc,,,,explosion/thinc,thinc,2673,270,82,Python,https://thinc.ai,"thinc: 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries",explosion,2023-03-03,2014-10-16,437,6.110711952971914,"['machine-learning', 'deep-learning', 'artificial-intelligence', 'ai', 'python', 'nlp', 'natural-language-processing', 'spacy', 'machine-learning-library', 'type-checking', 'functional-programming', 'pytorch', 'tensorflow', 'mxnet', 'jax']",2023-03-03,61,4,3.31,57,53,102,0,14,11,14,57.0,38.0,90.0,0.7,46.98947
+969,ml,https://github.com/openai/baselines,,,,openai/baselines,baselines,13822,4533,615,Python,,OpenAI Baselines: high-quality implementations of reinforcement learning algorithms,openai,2023-03-04,2017-05-24,301,45.83325438180957,[],2020-01-31,115,3,0.0,11,4,70,38,0,0,0,11.0,6.0,90.0,0.5,46.98828
+35,data,https://github.com/jmcnamara/xlsxwriter,,,,jmcnamara/xlsxwriter,XlsxWriter,3169,594,121,Python,https://xlsxwriter.readthedocs.io,XlsxWriter: A Python module for creating Excel XLSX files.,jmcnamara,2023-03-04,2013-01-04,530,5.976023706896552,"['python', 'xlsx-files', 'libxlsxwriter', 'pandas', 'charts', 'spreadsheet', 'xlsx', 'xlsxwriter']",2023-03-01,47,2,1.1,48,39,124,0,0,15,15,48.0,115.0,90.0,2.4,46.98586
+696,util,https://github.com/joblib/joblib,,,,joblib/joblib,joblib,3071,367,61,Python,http://joblib.readthedocs.org,joblib: Computing with Python functions.,joblib,2023-03-04,2010-05-07,669,4.588473852721451,"['python', 'parallel-computing', 'caching', 'multiprocessing', 'threading', 'memoization']",2023-02-21,118,6,0.83,63,35,156,0,0,6,6,63.0,101.0,90.0,1.6,46.97562
+344,data,https://github.com/scikit-hep/awkward-1.0,,,,scikit-hep/awkward-1.0,awkward,651,68,17,Python,https://awkward-array.org,awkward: Manipulate JSON-like data with NumPy-like idioms.,scikit-hep,2023-03-03,2019-08-14,185,3.508083140877598,"['json', 'numpy', 'data-analysis', 'jagged-array', 'ragged-array', 'columnar-format', 'pandas', 'numba', 'apache-arrow', 'cern-root', 'scikit-hep', 'python']",2023-03-03,36,4,11.5,374,335,43,0,41,62,41,374.0,764.0,90.0,2.0,46.93948
+212,data,https://github.com/sfu-db/connector-x,1.0,,,sfu-db/connector-x,connector-x,1122,79,26,Rust,https://sfu-db.github.io/connector-x/intro.html,connector-x: Fastest library to load data from DB to DataFrames in Rust and Python,sfu-db,2023-03-04,2021-01-13,111,10.056338028169014,"['rust', 'python', 'database', 'sql', 'dataframe']",2023-02-28,30,4,5.4,55,10,26,0,3,3,3,55.0,74.0,90.0,1.3,46.9246
+474,nlp,https://github.com/neuralmagic/deepsparse,,,,neuralmagic/deepsparse,deepsparse,1297,81,40,Python,,deepsparse: Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application,neuralmagic,2023-03-04,2020-12-14,115,11.19482120838471,"['ml', 'machinelearning', 'pytorch', 'tensorflow', 'onnx', 'deepsparse-engine', 'sparsified-models', 'sparsification-recipe', 'inference', 'computer-vision', 'object-detection', 'pruning', 'quantization', 'pretrained-models', 'nlp', 'auto-ml', 'cpus', 'yolov3', 'sparsification', 'cpu-inference-api']",2023-03-02,31,1,7.46,156,141,27,0,14,14,14,156.0,98.0,90.0,0.6,46.90716
+886,gis,https://github.com/osgeo/grass,,,,osgeo/grass,grass,596,223,43,C,https://grass.osgeo.org,GRASS GIS - free and open source Geographic Information System (GIS),osgeo,2023-03-04,2019-05-17,198,3.005763688760807,"['osgeo', 'grass-gis', 'geospatial', 'geospatial-analysis', 'raster', 'vector', 'timeseries-analysis', 'earth-observation', 'gis', 'hacktoberfest', 'open-science', 'remote-sensing', 'science', 'spatial']",2023-03-02,96,6,6.96,431,207,46,0,10,36,10,431.0,691.0,90.0,1.6,46.87904
+67,web,https://github.com/pyeve/eve,,,,pyeve/eve,eve,6586,754,229,Python,https://python-eve.org,eve: REST API framework designed for human beings,pyeve,2023-03-04,2012-10-22,540,12.176967776016903,"['python', 'rest', 'flask', 'mongodb']",2022-11-10,211,5,0.73,6,2,126,4,0,5,5,6.0,4.0,90.0,0.7,46.87467
+802,util,https://github.com/miguelgrinberg/python-socketio,,,,miguelgrinberg/python-socketio,python-socketio,3253,526,63,Python,,python-socketio: Python Socket.IO server and client,miguelgrinberg,2023-03-04,2015-07-15,398,8.161648745519713,"['socket-io', 'socketio', 'socketio-server', 'websocket', 'long-polling', 'low-latency', 'web-server', 'python', 'asyncio', 'eventlet', 'gevent']",2023-02-16,61,3,1.13,27,23,93,1,0,11,11,27.0,37.0,90.0,1.4,46.82159
+873,study,https://github.com/rasbt/machine-learning-book,,,,rasbt/machine-learning-book,machine-learning-book,1628,613,31,Jupyter Notebook,https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn,machine-learning-book: Code Repository for Machine Learning with PyTorch and Scikit-Learn,rasbt,2023-03-03,2021-12-19,63,25.841269841269842,"['machine-learning', 'scikit-learn', 'deep-learning', 'neural-networks', 'pytorch']",2023-02-02,11,3,1.71,13,6,15,1,0,2,2,13.0,11.0,90.0,0.8,46.73735
+361,ml-ops,https://github.com/polyaxon/polyaxon,,,,polyaxon/polyaxon,polyaxon,3265,319,78,,https://polyaxon.com,polyaxon: MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle,polyaxon,2023-03-04,2016-12-26,322,10.11283185840708,"['deep-learning', 'machine-learning', 'artificial-intelligence', 'data-science', 'reinforcement-learning', 'kubernetes', 'tensorflow', 'pytorch', 'keras', 'mxnet', 'caffe', 'ml', 'k8s', 'jupyter', 'notebook', 'jupyterlab', 'pipelines', 'workflow', 'mlops', 'hyperparameter-optimization']",2023-03-03,98,3,4.77,11,1,75,0,0,24,24,11.0,3.0,90.0,0.3,46.72193
+24,ml,https://github.com/google/dopamine,,,,google/dopamine,dopamine,10026,1343,442,Jupyter Notebook,https://github.com/google/dopamine,Dopamine is a research framework for fast prototyping of reinforcement learning algorithms. ,google,2023-03-02,2018-07-26,240,41.70053475935829,"['rl', 'ml', 'ai', 'google', 'tensorflow']",2023-02-27,15,3,0.42,0,0,56,0,0,0,0,0.0,0.0,90.0,0.0,46.66932
+795,ml-interpretability,https://github.com/selfexplainml/piml-toolbox,,,,selfexplainml/piml-toolbox,PiML-Toolbox,550,61,15,Jupyter Notebook,https://selfexplainml.github.io/PiML-Toolbox,PiML-Toolbox: PiML (Python Interpretable Machine Learning) toolbox for model development and model validation,selfexplainml,2023-03-04,2022-04-29,44,12.419354838709678,"['interpretable-machine-learning', 'low-code', 'ml-workflow', 'model-diagnostics']",2023-03-01,6,2,4.33,11,8,10,0,15,19,15,11.0,32.0,90.0,2.9,46.61499
+764,diffusion,https://github.com/divamgupta/stable-diffusion-tensorflow,,,,divamgupta/stable-diffusion-tensorflow,stable-diffusion-tensorflow,1382,193,21,Python,,stable-diffusion-tensorflow: Stable Diffusion in TensorFlow / Keras,divamgupta,2023-03-03,2022-09-15,24,56.57309941520468,[],2022-11-22,13,1,1.79,12,1,6,3,0,0,0,12.0,15.0,90.0,1.2,46.60789
+614,testing,https://github.com/spulec/freezegun,,,,spulec/freezegun,freezegun,3594,249,31,Python,,freezegun: Let your Python tests travel through time,spulec,2023-03-03,2012-12-11,533,6.733940042826553,[],2023-02-22,110,7,0.54,28,14,124,0,0,5,5,28.0,18.0,90.0,0.6,46.57018
+423,util,https://github.com/tebelorg/rpa-python,,,,tebelorg/rpa-python,RPA-Python,3663,541,101,Python,,RPA-Python: Python package for doing RPA,tebelorg,2023-03-04,2019-03-30,205,17.855849582172702,"['rpa', 'python', 'opencv', 'tesseract', 'tagui', 'sikuli', 'cross-platform']",2022-09-07,3,1,1.12,22,19,48,0,3,12,3,22.0,44.0,90.0,2.0,46.55792
+301,data,https://github.com/kaggle/kaggle-api,,,,kaggle/kaggle-api,kaggle-api,5190,984,192,Python,,kaggle-api: Official Kaggle API,kaggle,2023-03-03,2018-01-25,266,19.4798927613941,[],2023-03-01,37,3,0.04,40,29,62,0,0,0,0,40.0,20.0,90.0,0.5,46.55332
+283,util,https://github.com/sdispater/pendulum,,,,sdispater/pendulum,pendulum,5357,322,63,Python,https://pendulum.eustace.io,pendulum: Python datetimes made easy,sdispater,2023-03-03,2016-06-27,348,15.355855855855856,"['python', 'datetime', 'date', 'time', 'python3', 'timezones']",2023-02-25,88,2,0.83,27,7,81,0,1,8,1,27.0,17.0,90.0,0.6,46.48861
+961,gis,https://github.com/azavea/raster-vision,,,,azavea/raster-vision,raster-vision,1799,351,83,Python,https://docs.rastervision.io,raster-vision: An open source library and framework for deep learning on satellite and aerial imagery.,azavea,2023-03-04,2017-02-02,317,5.667416741674168,"['deep-learning', 'computer-vision', 'remote-sensing', 'geospatial', 'object-detection', 'semantic-segmentation', 'classification', 'machine-learning', 'pytorch']",2023-02-27,30,5,8.35,155,125,74,0,3,3,3,155.0,132.0,90.0,0.9,46.45529
+706,ml,https://github.com/mljar/mljar-supervised,,,,mljar/mljar-supervised,mljar-supervised,2489,326,43,Python,https://mljar.com,"mljar-supervised: Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation",mljar,2023-03-03,2018-11-05,225,11.020240354206198,"['automl', 'machine-learning', 'automatic-machine-learning', 'mljar', 'data-science', 'scikit-learn', 'hyperparameter-optimization', 'feature-engineering', 'xgboost', 'random-forest', 'neural-network', 'lightgbm', 'catboost', 'ensemble', 'tuning-algorithm', 'models-tuning', 'hyper-parameters', 'decision-tree', 'shap', 'automated-machine-learning']",2022-12-30,20,5,0.23,25,13,53,2,3,11,3,25.0,60.0,90.0,2.4,46.41794
+196,viz,https://github.com/lux-org/lux,,,,lux-org/lux,lux,4456,344,86,Python,,lux: Automatically visualize your pandas dataframe via a single print! 📊 💡,lux-org,2023-03-04,2020-01-08,164,27.07638888888889,"['visualization-tools', 'jupyter', 'python', 'data-science', 'exploratory-data-analysis', 'visualization', 'pandas']",2022-05-21,20,4,0.12,5,0,38,10,0,4,4,5.0,6.0,90.0,1.2,46.329
+138,ml-interpretability,https://github.com/pair-code/lit,1.0,,,pair-code/lit,lit,3082,327,70,TypeScript,https://pair-code.github.io/lit,lit: The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.,pair-code,2023-03-03,2020-07-28,135,22.709473684210526,"['machine-learning', 'natural-language-processing', 'visualization']",2022-12-02,27,2,6.21,71,56,32,3,1,3,1,71.0,13.0,90.0,0.2,46.29117
+380,data,https://github.com/alirezamika/autoscraper,,,,alirezamika/autoscraper,autoscraper,4975,525,125,Python,,"autoscraper: A Smart, Automatic, Fast and Lightweight Web Scraper for Python",alirezamika,2023-03-04,2020-08-31,130,38.01855895196506,"['scraping', 'scraper', 'scrape', 'webscraping', 'crawler', 'web-scraping', 'ai', 'artificial-intelligence', 'python', 'webautomation', 'automation', 'machine-learning']",2022-07-17,8,2,0.04,5,5,30,8,1,6,1,5.0,8.0,90.0,1.6,46.25812
+736,perf,https://github.com/zerointensity/pointers.py,,,,zerointensity/pointers.py,pointers.py,802,11,4,Python,https://pointers.zintensity.dev/,pointers.py: Bringing the hell of pointers to Python.,zerointensity,2023-02-20,2022-03-09,51,15.551246537396121,"['python', 'pointers', 'python-pointers']",2023-02-14,8,2,3.48,3,2,12,1,8,8,8,3.0,9.0,90.0,3.0,46.18383
+93,web,https://github.com/unbit/uwsgi,,,,unbit/uwsgi,uwsgi,3261,671,113,C,http://projects.unbit.it/uwsgi,uWSGI application server container,unbit,2023-03-03,2011-10-09,595,5.480672268907563,[],2023-01-10,352,6,0.46,26,7,139,2,0,11,11,26.0,30.0,90.0,1.2,46.0657
+13,ml,https://github.com/districtdatalabs/yellowbrick,,,,districtdatalabs/yellowbrick,yellowbrick,3927,543,101,Python,http://www.scikit-yb.org/,yellowbrick: Visual analysis and diagnostic tools to facilitate machine learning model selection.,districtdatalabs,2023-03-02,2016-05-18,354,11.075342465753424,"['machine-learning', 'visual-analysis', 'model-selection', 'visualization', 'scikit-learn', 'visualizer', 'matplotlib', 'python', 'estimator', 'anaconda']",2023-02-27,111,2,0.5,13,8,83,0,1,4,1,13.0,22.0,90.0,1.7,46.06243
+540,nlp,https://github.com/salesforce/codegen,,,,salesforce/codegen,CodeGen,2316,176,43,Python,,CodeGen is an open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.,salesforce,2023-03-04,2022-03-28,48,47.40350877192982,"['programsynthesis', 'generativemodel', 'codex', 'languagemodel', 'llm', 'tpu-acceleration']",2022-12-01,7,1,0.83,8,2,11,3,0,0,0,8.0,14.0,90.0,1.8,46.02422
+900,util,https://github.com/ossf/criticality_score,,,,ossf/criticality_score,criticality_score,1180,89,30,Go,,criticality_score: Gives criticality score for an open source project,ossf,2023-03-04,2020-11-17,119,9.856801909307876,[],2023-02-28,19,4,2.5,89,56,28,0,4,4,4,89.0,75.0,90.0,0.8,45.92689
+172,viz,https://github.com/facebookresearch/hiplot,,,,facebookresearch/hiplot,hiplot,2429,124,29,TypeScript,https://facebookresearch.github.io/hiplot/,HiPlot makes understanding high dimensional data easy,facebookresearch,2023-03-04,2019-11-08,173,14.017312448474856,[],2023-03-03,8,2,0.29,6,2,40,0,0,12,12,6.0,11.0,90.0,1.8,45.91838
+451,util,https://github.com/imageio/imageio,,,,imageio/imageio,imageio,1204,244,32,Python,https://imageio.readthedocs.io,imageio: Python library for reading and writing image data,imageio,2023-03-03,2013-05-04,513,2.346325167037862,"['python', 'imageio', 'animated-gif', 'video', 'webcam-capture', 'scientific-formats', 'dicom']",2023-03-03,97,7,2.15,51,32,120,0,23,7,23,51.0,134.0,90.0,2.6,45.78521
+435,data,https://github.com/sdv-dev/sdv,,,,sdv-dev/sdv,SDV,1302,208,40,Python,https://sdv.dev/SDV,"SDV: Synthetic Data Generation for tabular, relational and time series data.",sdv-dev,2023-03-04,2018-05-11,251,5.181353041500853,"['synthetic-data', 'machine-learning', 'relational-datasets', 'multi-table', 'time-series', 'synthetic-data-generation', 'sdv', 'data-generation', 'generative-adversarial-network', 'gan', 'gans', 'deep-learning', 'generative-ai', 'generative-model']",2023-01-24,41,6,2.75,203,158,59,1,8,9,8,202.0,201.0,90.0,1.0,45.761
+46,jupyter,https://github.com/maartenbreddels/ipyvolume,,,,maartenbreddels/ipyvolume,ipyvolume,1830,236,51,TypeScript,,ipyvolume: 3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL,maartenbreddels,2023-03-03,2016-12-21,323,5.655629139072848,"['ipython-widget', 'jupyter', 'jupyter-notebook', 'python', 'visualisation', 'volume-rendering', 'virtual-reality', 'plotting', 'dataviz', 'scientific-visualization', 'webgl', 'threejs', 'rendering-3d-volumes', 'quiver']",2023-02-25,45,6,0.37,19,10,75,0,0,8,8,19.0,33.0,90.0,1.7,45.65304
+735,ml-ops,https://github.com/skops-dev/skops,,,,skops-dev/skops,skops,269,42,9,Python,https://skops.readthedocs.io/en/stable/,skops is a Python library helping you share your scikit-learn based models and put them in production,skops-dev,2023-03-03,2022-05-04,43,6.173770491803278,"['huggingface', 'machine-learning', 'mlops', 'scikit-learn', 'hacktoberfest']",2023-03-03,14,4,3.12,98,67,10,0,6,7,6,98.0,342.0,90.0,3.5,45.53782
+801,util,https://github.com/open-telemetry/opentelemetry-python-contrib,,,,open-telemetry/opentelemetry-python-contrib,opentelemetry-python-contrib,412,320,14,Python,https://opentelemetry.io,opentelemetry-python-contrib: OpenTelemetry instrumentation for Python modules,open-telemetry,2023-03-03,2019-11-08,173,2.37757625721352,[],2023-02-28,187,7,6.21,318,181,40,0,10,11,10,318.0,406.0,90.0,1.3,45.50927
+308,util,https://github.com/legrandin/pycryptodome,,,,legrandin/pycryptodome,pycryptodome,2274,420,59,C,https://www.pycryptodome.org,pycryptodome: A self-contained cryptographic library for Python,legrandin,2023-03-04,2014-05-02,461,4.929699597398575,"['cryptography', 'security', 'python']",2023-01-28,134,5,2.27,74,55,108,1,4,12,4,74.0,89.0,90.0,1.2,45.42071
+797,web,https://github.com/pallets/quart,,,,pallets/quart,quart,1646,100,26,Python,https://quart.palletsprojects.com,quart: An async Python micro framework for building web applications. ,pallets,2023-03-03,2017-11-10,277,5.936115404430706,"['asyncio', 'python', 'http-server', 'asgi', 'quart']",2023-02-12,84,5,1.94,18,12,65,1,0,10,10,18.0,24.0,90.0,1.3,45.39125
+265,util,https://github.com/pytransitions/transitions,,,,pytransitions/transitions,transitions,4779,511,91,Python,,"transitions: A lightweight, object-oriented finite state machine implementation in Python with many extensions",pytransitions,2023-03-04,2014-10-12,438,10.91095890410959,"['python', 'state-machine', 'nested-states', 'hierarchical-state-machine', 'state-diagram']",2023-01-06,75,5,0.6,6,3,102,2,1,5,1,6.0,9.0,90.0,1.5,45.38095
+816,ml,https://github.com/automl/tabpfn,,,,automl/tabpfn,TabPFN,701,49,16,Python,https://arxiv.org/abs/2207.01848,TabPFN: Official implementation of the TabPFN and the tabpfn package.,automl,2023-03-04,2022-07-01,35,19.866396761133604,[],2023-03-02,6,2,2.37,12,9,8,0,0,0,0,12.0,36.0,90.0,3.0,45.37233
+439,perf,https://github.com/mher/flower,,,,mher/flower,flower,5581,1001,143,Python,https://flower.readthedocs.io,flower: Real-time monitor and web admin for Celery distributed task queue,mher,2023-03-02,2012-07-08,556,10.037769784172662,"['celery', 'task-queue', 'monitoring', 'administration', 'workers', 'rabbitmq', 'redis', 'python', 'asynchronous']",2022-11-14,196,5,0.27,27,4,130,4,0,2,2,27.0,27.0,90.0,1.0,45.35848
+272,data,https://github.com/praw-dev/praw,,,,praw-dev/praw,praw,3012,450,71,Python,http://praw.readthedocs.io/,"PRAW, an acronym for ""Python Reddit API Wrapper"", is a python package that allows for simple access to Reddit's API.",praw-dev,2023-03-04,2010-08-19,654,4.60248853962017,"['python', 'reddit', 'api', 'oauth', 'praw', 'reddit-api']",2023-02-25,220,4,1.52,38,32,153,0,3,12,3,38.0,52.0,90.0,1.4,45.31656
+576,util,https://github.com/fsspec/filesystem_spec,,,,fsspec/filesystem_spec,filesystem_spec,553,239,22,Python,,filesystem_spec: A specification that python filesystems should adhere to.,fsspec,2023-03-04,2018-04-23,253,2.1783905458638153,[],2023-03-04,170,7,2.96,104,77,59,0,0,14,14,105.0,227.0,90.0,2.2,45.28748
+784,util,https://github.com/gefyrahq/gefyra,,,,gefyrahq/gefyra,gefyra,424,23,7,Python,https://gefyra.dev,"gefyra: Blazingly-fast :rocket:, rock-solid, local application development :arrow_right: with Kubernetes.",gefyrahq,2023-03-01,2021-11-18,67,6.288135593220339,"['kubernetes', 'development', 'developer-tool', 'containers', 'coding', 'tunnel', 'docker', 'k8s']",2023-02-22,13,3,7.31,71,59,16,0,40,40,40,71.0,145.0,90.0,2.0,45.25592
+302,template,https://github.com/pyscaffold/pyscaffold,,,,pyscaffold/pyscaffold,pyscaffold,1736,172,40,Python,https://pyscaffold.org,pyscaffold: 🛠 Python project template generator with batteries included,pyscaffold,2023-03-03,2014-04-02,465,3.7287511506597117,"['python', 'release-automation', 'git', 'distribution', 'package-creation', 'template-project', 'project-template', 'package']",2023-02-21,56,6,2.77,27,25,109,0,7,21,7,27.0,44.0,90.0,1.6,45.24689
+658,ml,https://github.com/pytorch/glow,,,,pytorch/glow,glow,2920,665,155,C++,,glow: Compiler for Neural Network hardware accelerators,pytorch,2023-03-04,2017-09-29,283,10.307614725163893,[],2023-02-22,334,1,2.65,22,6,66,0,0,0,0,22.0,40.0,90.0,1.8,45.18506
+512,typing,https://github.com/agronholm/typeguard,,,,agronholm/typeguard,typeguard,1117,82,16,Python,,typeguard: Run-time type checker for Python,agronholm,2023-03-04,2015-12-27,375,2.978666666666667,[],2023-03-01,25,5,2.19,67,55,87,0,0,7,7,67.0,240.0,90.0,3.6,45.17989
+429,jupyter,https://github.com/jupyter-lsp/jupyterlab-lsp,,,,jupyter-lsp/jupyterlab-lsp,jupyterlab-lsp,1434,119,17,TypeScript,,jupyterlab-lsp: Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol,jupyter-lsp,2023-03-01,2019-08-17,185,7.74537037037037,"['jupyterlab', 'jupyterlab-extension', 'language-server-protocol', 'jupyter-lab', 'lsp', 'linter', 'jupyter', 'jupyter-notebook', 'notebook', 'notebook-jupyter', 'ipython', 'autocompletion', 'julia-language', 'r']",2023-01-02,46,6,3.19,45,22,43,2,2,12,2,45.0,69.0,90.0,1.5,45.1066
+109,data,https://github.com/binux/pyspider,,,,binux/pyspider,pyspider,15758,3673,905,Python,http://docs.pyspider.org/,pyspider: A Powerful Spider(Web Crawler) System in Python.,binux,2023-03-04,2014-02-21,471,33.43619278569263,"['python', 'crawler']",2020-08-02,62,2,0.0,3,0,110,31,0,1,1,3.0,3.0,90.0,1.0,45.05119
+738,ml,https://github.com/koaning/scikit-lego,,,,koaning/scikit-lego,scikit-lego,978,102,19,Python,https://scikit-lego.netlify.app,scikit-lego: Extra blocks for scikit-learn pipelines.,koaning,2023-03-03,2019-01-21,214,4.55186170212766,"['scikit-learn', 'machine-learning', 'common-sense']",2023-03-04,57,6,0.6,12,9,50,0,5,8,5,12.0,38.0,90.0,3.2,44.9395
+657,ml,https://github.com/tensorly/tensorly,,,,tensorly/tensorly,tensorly,1371,269,46,Python,http://tensorly.org,TensorLy: Tensor Learning in Python.,tensorly,2023-03-04,2016-10-21,332,4.125967325881342,"['machine-learning', 'tensor', 'decomposition', 'tensor-algebra', 'tensorly', 'tensor-learning', 'python', 'tensor-methods', 'pytorch', 'mxnet', 'jax', 'tensorflow', 'cupy', 'numpy', 'tensor-decomposition', 'tensor-factorization', 'tensor-regression', 'regression']",2023-02-16,59,6,5.15,53,32,77,0,1,3,1,53.0,111.0,90.0,2.1,44.85665
+402,perf,https://github.com/tiangolo/asyncer,,,,tiangolo/asyncer,asyncer,964,38,15,Python,https://asyncer.tiangolo.com/,"Asyncer, async and await, focused on developer experience.",tiangolo,2023-03-04,2022-01-04,60,15.877647058823529,"['python', 'async', 'asyncio', 'trio', 'anyio']",2023-02-21,10,3,1.19,15,9,14,0,1,2,1,15.0,24.0,90.0,1.6,44.77163
+293,util,https://github.com/pytoolz/toolz,,,,pytoolz/toolz,toolz,4180,249,82,Python,http://toolz.readthedocs.org/,toolz: A functional standard library for Python.,pytoolz,2023-03-03,2013-09-13,494,8.45664739884393,[],2022-11-03,74,8,0.25,18,5,115,4,1,3,1,18.0,28.0,90.0,1.6,44.7024
+607,testing,https://github.com/pytest-dev/pytest-xdist,,,,pytest-dev/pytest-xdist,pytest-xdist,1100,192,47,Python,https://pytest-xdist.readthedocs.io,pytest-xdist: pytest plugin for distributed testing and loop-on-failures testing modes. ,pytest-dev,2023-03-02,2015-09-01,391,2.8081692195477754,"['hacktoberfest', 'pytest', 'pytest-plugin']",2023-02-27,89,5,1.27,44,31,91,0,0,8,8,46.0,130.0,90.0,2.8,44.66454
+719,util,https://github.com/omry/omegaconf,,,,omry/omegaconf,omegaconf,1419,74,16,Python,,omegaconf: Flexible Python configuration system. The last one you will ever need.,omry,2023-03-04,2018-09-03,234,6.041970802919708,"['python', 'yaml', 'yaml-configuration', 'configuration-files', 'configuration-loader', 'python-types', 'schema-validator']",2022-12-20,28,6,1.94,32,17,55,2,4,4,4,32.0,73.0,90.0,2.3,44.57117
+162,nlp,https://github.com/explosion/spacy-transformers,,,,explosion/spacy-transformers,spacy-transformers,1214,156,30,Python,https://spacy.io/usage/embeddings-transformers,"spacy-transformers: 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy",explosion,2023-03-04,2019-07-26,188,6.447647951441578,"['spacy', 'spacy-pipeline', 'spacy-extension', 'nlp', 'natural-language-processing', 'natural-language-understanding', 'pytorch', 'bert', 'google', 'pytorch-model', 'openai', 'language-model', 'machine-learning', 'huggingface', 'transfer-learning', 'xlnet', 'gpt-2']",2023-03-03,20,6,0.83,19,18,44,0,8,12,8,19.0,23.0,90.0,1.2,44.55283
+1033,finance,https://github.com/ranaroussi/quantstats,,,,ranaroussi/quantstats,quantstats,2862,570,86,Python,,"quantstats: Portfolio analytics for quants, written in Python",ranaroussi,2023-03-05,2019-05-01,200,14.26923076923077,"['quant', 'algotrading', 'algorithmic-trading', 'quantitative-trading', 'quantitative-analysis', 'algo-trading', 'python', 'visualization', 'plotting', 'quantitative-finance', 'finance']",2022-07-05,22,4,0.58,33,2,47,8,9,3,9,33.0,30.0,90.0,0.9,44.4481
+912,util,https://github.com/ets-labs/python-dependency-injector,1.0,,,ets-labs/python-dependency-injector,python-dependency-injector,2706,204,46,Python,https://python-dependency-injector.ets-labs.org/,python-dependency-injector: Dependency injection framework for Python,ets-labs,2023-03-04,2015-01-04,426,6.352112676056338,"['python', 'dependency-injection', 'ioc', 'ioc-container', 'factory', 'singleton', 'design-patterns', 'dependency-injection-container', 'dependency-injection-framework', 'flask', 'aiohttp', 'asyncio', 'python3', 'python-3', 'python-2', 'flask-application', 'flask-restful', 'threadlocal']",2022-12-19,29,7,0.67,44,15,99,2,0,40,40,43.0,36.0,90.0,0.8,44.41271
+368,nlp,https://github.com/layout-parser/layout-parser,,,,layout-parser/layout-parser,layout-parser,3499,350,60,Python,https://layout-parser.github.io/,layout-parser: A Unified Toolkit for Deep Learning Based Document Image Analysis,layout-parser,2023-03-04,2020-06-10,142,24.54208416833667,"['layout-analysis', 'deep-learning', 'object-detection', 'ocr', 'layout-parser', 'detectron2', 'document-layout-analysis', 'computer-vision', 'document-image-processing', 'layout-detection']",2022-08-06,8,4,0.21,12,2,33,7,2,4,2,12.0,11.0,90.0,0.9,44.39663
+417,pandas,https://github.com/pyjanitor-devs/pyjanitor,1.0,,,pyjanitor-devs/pyjanitor,pyjanitor,1115,159,21,Python,https://pyjanitor-devs.github.io/pyjanitor,pyjanitor: Clean APIs for data cleaning. Python implementation of R package Janitor,pyjanitor-devs,2023-02-28,2018-03-04,261,4.272030651340996,"['pandas', 'dataframe', 'data', 'cleaning-data', 'data-engineering', 'pydata', 'hacktoberfest']",2023-03-03,106,5,2.29,50,36,61,0,2,10,2,50.0,94.0,90.0,1.9,44.3839
+222,data,https://github.com/pynamodb/pynamodb,1.0,,,pynamodb/pynamodb,PynamoDB,2126,418,41,Python,http://pynamodb.readthedocs.io,PynamoDB: A pythonic interface to Amazon's DynamoDB,pynamodb,2023-03-02,2014-01-20,475,4.4677274091864305,"['python', 'dynamodb', 'aws']",2023-02-28,102,2,0.83,64,45,111,0,11,10,11,64.0,96.0,90.0,1.5,44.29228
+618,jupyter,https://github.com/nbqa-dev/nbqa,,,,nbqa-dev/nbqa,nbQA,709,35,7,Python,https://nbqa.readthedocs.io/en/latest/index.html,"nbQA: Run isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks",nbqa-dev,2023-03-04,2020-07-11,138,5.132368148914168,"['python', 'jupyter-notebook', 'pre-commit', 'codequality', 'lint', 'isort', 'black', 'flake8', 'doctest', 'pyupgrade', 'pylint', 'mypy', 'yapf', 'pre-commit-hook']",2023-02-27,23,6,1.15,30,27,32,0,0,32,32,30.0,49.0,90.0,1.6,44.26129
+903,data,https://github.com/googleapis/python-bigquery,,,,googleapis/python-bigquery,python-bigquery,573,233,58,Python,,googleapis/python-bigquery,googleapis,2023-03-03,2019-12-10,168,3.3962743437764606,[],2023-03-04,125,5,3.52,145,90,39,0,21,39,21,145.0,142.0,90.0,1.0,44.24928
+598,gis,https://github.com/domlysz/blendergis,,,,domlysz/blendergis,BlenderGIS,6075,1134,245,Python,,BlenderGIS: Blender addons to make the bridge between Blender and geographic data,domlysz,2023-03-03,2014-05-08,460,13.194228979211914,"['blender', 'addon', 'geospatial', 'gis', 'shapefile', 'delaunay-triangulation', 'raster', 'openstreetmap', 'python', 'dem', '3dgis', 'map', 'geodata', 'georeferencing', 'importexport', '3d', 'terrain-model', 'basemap', '3d-map']",2022-05-31,15,3,0.19,27,3,107,9,2,2,2,27.0,68.0,90.0,2.5,44.21974
+263,sim,https://github.com/quantecon/quantecon.py,,,,quantecon/quantecon.py,QuantEcon.py,1611,2147,147,Python,https://quantecon.org/quantecon-py/,QuantEcon.py: A community based Python library for quantitative economics,quantecon,2023-03-02,2013-03-22,519,3.102338376891334,[],2023-02-24,42,6,1.98,51,35,121,0,2,4,2,51.0,148.0,90.0,2.9,44.18862
+197,nlp,https://github.com/eleutherai/gpt-neo,,,,eleutherai/gpt-neo,gpt-neo,7211,723,170,Python,https://www.eleuther.ai,gpt-neo: An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.,eleutherai,2023-03-04,2020-07-05,139,51.87769784172662,"['language-model', 'transformers', 'gpt', 'gpt-2', 'gpt-3']",2022-02-25,29,2,0.0,0,0,32,12,0,2,2,0.0,0.0,90.0,0.0,44.17419
+852,profiling,https://github.com/pythonprofilers/memory_profiler,,,,pythonprofilers/memory_profiler,memory_profiler,3788,366,76,Python,http://pypi.python.org/pypi/memory_profiler,memory_profiler: Monitor Memory usage of Python code,pythonprofilers,2023-03-04,2011-10-14,594,6.374038461538461,[],2022-12-06,101,7,0.63,11,4,139,3,0,4,4,11.0,14.0,90.0,1.3,44.09747
+63,sim,https://github.com/projectmesa/mesa,,,,projectmesa/mesa,mesa,1823,758,89,Python,,Mesa is an agent-based modeling framework in Python,projectmesa,2023-03-04,2014-09-19,441,4.131110391712529,"['mesa', 'agent-based-modeling', 'agent-based-simulation', 'simulation-framework', 'simulation', 'simulation-environment', 'complex-systems', 'complexity-analysis', 'modeling-agents', 'spatial-models', 'gis']",2023-02-10,121,3,5.52,126,99,103,0,1,2,1,126.0,175.0,90.0,1.4,44.08327
+447,ml,https://github.com/csinva/imodels,,,,csinva/imodels,imodels,1054,97,24,Jupyter Notebook,https://csinva.io/imodels,"imodels: Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).",csinva,2023-03-03,2019-07-04,191,5.505970149253732,"['interpretability', 'machine-learning', 'data-science', 'artificial-intelligence', 'ml', 'ai', 'statistics', 'scikit-learn', 'python', 'optimal-classification-tree', 'rulefit', 'imodels', 'rule-learning', 'supervised-learning', 'explainable-ml', 'explainable-ai', 'rules', 'bayesian-rule-list']",2023-02-12,15,4,2.75,25,18,45,1,10,8,10,25.0,57.0,90.0,2.3,44.05829
+973,sim,https://github.com/a-r-j/graphein,,,,a-r-j/graphein,graphein,754,97,16,Jupyter Notebook,https://graphein.ai/,graphein: Protein Graph Library,a-r-j,2023-02-26,2019-08-28,183,4.107392996108949,"['protein', 'protein-structure', 'deep-learning', 'pytorch', 'graph-neural-networks', 'dgl', 'computational-biology', 'bioinformatics', 'structural-biology', 'protein-data-bank', 'protein-design', 'geometric-deep-learning', 'pytorch-geometric', 'python', 'interactomics', 'interactome', 'rna', 'ppi-networks', 'gene-regulatory-networks', 'drug-discovery']",2023-02-21,21,5,1.4,41,28,43,0,8,3,8,41.0,107.0,90.0,2.6,44.03607
+871,util,https://github.com/ipython/ipykernel,,,,ipython/ipykernel,ipykernel,536,337,34,Python,https://ipykernel.readthedocs.io/en/stable/,ipykernel: IPython Kernel for Jupyter,ipython,2023-03-02,2015-04-09,412,1.2996189816418426,"['ipython', 'ipython-kernel', 'jupyter', 'python', 'closember', 'jupyter-notebook', 'kernel']",2023-03-02,165,7,4.38,80,50,96,0,32,14,32,80.0,207.0,90.0,2.6,43.997
+596,time-series,https://github.com/uber/orbit,,,,uber/orbit,orbit,1608,120,33,Python,https://orbit-ml.readthedocs.io/en/stable/,orbit: A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.,uber,2023-03-04,2020-01-07,164,9.762359063313097,"['python', 'forecasting', 'bayesian', 'exponential-smoothing', 'pyro', 'stan', 'pystan', 'probabilistic-programming', 'probabilistic', 'forecast', 'orbit', 'time-series', 'regression', 'arima', 'changepoint', 'bayesian-methods', 'bayesian-statistics', 'machine-learning', 'regression-models', 'pytorch']",2023-01-29,18,3,1.54,17,9,38,1,7,8,7,17.0,20.0,90.0,1.2,43.98554
+967,study,https://github.com/openai/spinningup,,,,openai/spinningup,spinningup,7937,1850,216,Python,https://spinningup.openai.com/,spinningup: An educational resource to help anyone learn deep reinforcement learning.,openai,2023-03-04,2018-11-07,225,35.18619379354021,[],2020-02-07,25,2,0.0,12,5,53,37,0,1,1,12.0,9.0,90.0,0.8,43.92187
+646,util,https://github.com/grahamdumpleton/wrapt,,,,grahamdumpleton/wrapt,wrapt,1821,209,45,Python,,"wrapt: A Python module for decorators, wrappers and monkey patching.",grahamdumpleton,2023-03-03,2013-05-29,509,3.5735912531539107,[],2023-02-27,27,6,0.94,20,14,119,0,0,5,5,20.0,49.0,90.0,2.5,43.88032
+403,perf,https://github.com/agronholm/anyio,,,,agronholm/anyio,anyio,1196,101,26,Python,,anyio: High level asynchronous concurrency and networking framework that works on top of either trio or asyncio,agronholm,2023-03-04,2018-08-19,237,5.046413502109704,"['async-await', 'trio', 'asyncio', 'curio']",2023-03-03,38,3,2.06,30,14,55,0,0,10,10,30.0,48.0,90.0,1.6,43.81771
+674,gis,https://github.com/apache/incubator-sedona,,,,apache/incubator-sedona,sedona,1366,561,105,Java,http://sedona.apache.org/,sedona: A cluster computing framework for processing large-scale geospatial data,apache,2023-03-04,2015-04-24,410,3.3293871866295266,"['cluster-computing', 'spatial-sql', 'geospatial', 'spatial-analysis', 'spatial-query', 'scala', 'java', 'python']",2023-03-04,93,5,4.37,187,181,96,0,4,9,4,187.0,108.0,90.0,0.6,43.65712
+324,security,https://github.com/pyupio/safety,,,,pyupio/safety,safety,1465,124,31,Python,https://pyup.io/safety/,Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.,pyupio,2023-03-01,2016-10-19,332,4.405068728522337,"['python', 'security', 'security-vulnerability', 'travis', 'vulnerability-scanners', 'vulnerability-detection']",2023-02-26,41,4,2.77,40,27,78,0,11,9,11,40.0,38.0,90.0,0.9,43.64472
+846,util,https://github.com/fsspec/s3fs,,,,fsspec/s3fs,s3fs,648,216,22,Python,http://s3fs.readthedocs.io/en/latest/,s3fs: S3 Filesystem ,fsspec,2023-03-03,2016-03-16,363,1.7823182711198429,['hacktoberfest'],2023-02-23,114,8,0.85,49,31,85,0,0,8,8,49.0,145.0,90.0,3.0,43.61555
+688,util,https://github.com/pyfpdf/fpdf2,,,,pyfpdf/fpdf2,fpdf2,621,165,17,Python,https://pyfpdf.github.io/fpdf2/,fpdf2: Simple PDF generation for Python,pyfpdf,2023-03-03,2017-03-15,311,1.9931224209078404,"['pdf-generation', 'pdf', 'python', 'hacktoberfest', 'barcode', 'pdf-library', 'python3', 'library', 'svg', 'markdown']",2023-03-03,87,3,6.08,115,92,73,0,9,6,9,115.0,319.0,90.0,2.8,43.53655
+34,nlp,https://github.com/jbesomi/texthero,,,,jbesomi/texthero,texthero,2709,229,43,Python,https://texthero.org,"texthero: Text preprocessing, representation and visualization from zero to hero.",jbesomi,2023-03-04,2020-04-06,151,17.839134524929445,"['text-preprocessing', 'text-representation', 'text-visualization', 'nlp', 'word-embeddings', 'machine-learning', 'text-mining', 'nlp-pipeline', 'text-clustering', 'texthero']",2022-10-28,20,5,0.04,5,2,35,4,0,2,2,5.0,4.0,90.0,0.8,43.51105
+1037,finance,https://github.com/robcarver17/pysystemtrade,,,,robcarver17/pysystemtrade,pysystemtrade,1904,637,156,Python,,pysystemtrade: Systematic Trading in python,robcarver17,2023-03-05,2015-11-27,379,5.019962335216572,[],2023-03-03,59,2,15.17,122,96,88,0,1,0,1,122.0,111.0,90.0,0.9,43.50127
+319,gui,https://github.com/dddomodossola/remi,,,,dddomodossola/remi,remi,3232,394,121,Python,,"remi: Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.",dddomodossola,2023-03-04,2014-03-20,467,6.91442542787286,"['python', 'gui-library', 'remi', 'platform-independent', 'ui', 'gui']",2023-02-01,56,4,0.6,7,1,109,1,0,3,3,7.0,13.0,90.0,1.9,43.44071
+659,study,https://github.com/udacity/deep-learning-v2-pytorch,,,,udacity/deep-learning-v2-pytorch,deep-learning-v2-pytorch,4861,5222,174,Jupyter Notebook,,deep-learning-v2-pytorch: Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101,udacity,2023-03-02,2018-09-04,234,20.710286062081558,"['deep-learning', 'neural-network', 'convolutional-networks', 'pytorch', 'recurrent-networks', 'style-transfer', 'sentiment-analysis']",2022-12-24,98,5,0.1,5,1,55,2,0,0,0,5.0,0.0,90.0,0.0,43.36746
+640,util,https://github.com/pycqa/pycodestyle,,,,pycqa/pycodestyle,pycodestyle,4780,697,120,Python,https://pycodestyle.pycqa.org,pycodestyle: Simple Python style checker in one Python file,pycqa,2023-03-04,2009-10-02,700,6.82578539371685,"['python', 'pep8', 'styleguide', 'style-guide', 'linter-plugin', 'linter-flake8', 'flake8-plugin']",2022-12-13,131,4,0.73,14,11,163,3,0,3,3,14.0,17.0,90.0,1.2,43.27182
+685,util,https://github.com/bndr/pipreqs,,,,bndr/pipreqs,pipreqs,4936,330,60,Python,,pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.,bndr,2023-03-04,2015-04-22,410,12.022268615170494,[],2023-01-14,53,3,0.04,28,6,96,2,0,3,3,28.0,11.0,90.0,0.4,43.21901
+679,ml,https://github.com/hips/autograd,,,,hips/autograd,autograd,6211,850,217,Python,,autograd: Efficiently computes derivatives of numpy code.,hips,2023-03-03,2014-11-24,431,14.38207079060536,[],2022-09-29,52,6,0.08,4,1,101,5,0,0,0,4.0,4.0,90.0,1.0,43.19245
+855,jupyter,https://github.com/jupyter/nbdime,,,,jupyter/nbdime,nbdime,2382,156,44,Python,http://nbdime.readthedocs.io,nbdime: Tools for diffing and merging of Jupyter notebooks.,jupyter,2023-03-04,2015-11-16,380,6.254313578394599,"['jupyterlab-extension', 'jupyter', 'jupyter-notebook', 'diff', 'diffing', 'merge', 'git', 'hg', 'mercurial', 'mergetool', 'merge-driver', 'vcs', 'version-control']",2023-01-15,43,7,0.17,20,7,89,2,0,9,9,20.0,17.0,90.0,0.8,43.18329
+660,util,https://github.com/numba/llvmlite,,,,numba/llvmlite,llvmlite,1561,299,53,Python,http://llvmlite.pydata.org/,llvmlite: A lightweight LLVM python binding for writing JIT compilers,numba,2023-02-28,2014-08-07,447,3.48882503192848,[],2023-02-14,81,3,1.42,34,12,104,1,0,13,13,34.0,90.0,90.0,2.6,43.17746
+482,gis,https://github.com/sentinel-hub/eo-learn,,,,sentinel-hub/eo-learn,eo-learn,974,283,48,Python,,eo-learn: Earth observation processing framework for machine learning in Python,sentinel-hub,2023-03-01,2018-05-31,248,3.9206440483036227,"['machine-learning', 'eo-data', 'eo-research', 'python-package']",2023-01-24,50,5,3.96,94,87,58,1,9,8,9,94.0,80.0,90.0,0.9,43.16964
+905,viz,https://github.com/datapane/datapane,,,,datapane/datapane,datapane,788,64,16,Python,https://datapane.com,datapane: Build full-stack data analytics apps in Python,datapane,2023-03-02,2020-04-23,149,5.273422562141492,"['dashboard', 'reporting', 'data-visualization', 'python', 'hacktoberfest']",2023-03-03,11,3,5.98,11,6,35,0,0,18,18,11.0,23.0,90.0,2.1,43.12656
+728,ml,https://github.com/cleverhans-lab/cleverhans,,,,cleverhans-lab/cleverhans,cleverhans,5721,1383,191,Jupyter Notebook,,"cleverhans: An adversarial example library for constructing attacks, building defenses, and benchmarking both",cleverhans-lab,2023-03-04,2016-09-15,337,16.954699407281964,"['machine-learning', 'security', 'benchmarking']",2023-01-31,131,2,0.02,4,2,79,1,0,1,1,4.0,1.0,90.0,0.2,43.04827
+230,template,https://github.com/drivendata/cookiecutter-data-science,1.0,,,drivendata/cookiecutter-data-science,cookiecutter-data-science,6536,2089,113,Python,http://drivendata.github.io/cookiecutter-data-science/,"cookiecutter-data-science: A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.",drivendata,2023-03-04,2015-10-30,383,17.052553112187848,"['cookiecutter-data-science', 'cookiecutter', 'cookiecutter-template', 'data-science', 'machine-learning', 'ai']",2022-03-11,45,7,0.04,6,3,89,12,0,0,0,6.0,4.0,90.0,0.7,42.99598
+595,data,https://github.com/uber/petastorm,,,,uber/petastorm,petastorm,1589,267,43,Python,,"Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.",uber,2023-03-03,2018-06-15,246,6.4518561484918795,"['tensorflow', 'pytorch', 'deep-learning', 'machine-learning', 'sysml', 'pyspark', 'pyarrow', 'parquet', 'parquet-files']",2023-02-03,48,4,0.4,19,3,57,1,10,24,10,19.0,24.0,90.0,1.3,42.98145
+859,jupyter,https://github.com/jupyter/nbgrader,,,,jupyter/nbgrader,nbgrader,1162,318,42,Python,https://nbgrader.readthedocs.io/,nbgrader: A system for assigning and grading notebooks,jupyter,2023-02-27,2014-09-13,442,2.6281098546042,"['nbgrader', 'jupyter', 'jupyter-notebook', 'jupyterhub', 'teaching', 'grading']",2023-03-03,99,4,4.02,57,17,103,0,7,3,7,57.0,91.0,90.0,1.6,42.94643
+1034,finance,https://github.com/polakowo/vectorbt,,,,polakowo/vectorbt,vectorbt,2624,453,97,Python,https://vectorbt.dev,"vectorbt: Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research. ",polakowo,2023-03-05,2017-11-14,276,9.482705214248838,"['backtesting', 'trading', 'algorithmic-trading', 'trading-strategies', 'cryptocurrency', 'data-visualization', 'time-series', 'data-science', 'finance', 'machine-learning', 'portfolio-optimization', 'quantitative-finance', 'quantitative-analysis', 'algorithmic-traiding']",2023-02-27,11,5,0.5,33,8,65,0,0,0,0,33.0,42.0,90.0,1.3,42.93048
+821,data,https://github.com/uqfoundation/dill,1.0,,,uqfoundation/dill,dill,1870,157,22,Python,http://dill.rtfd.io,dill: serialize all of python,uqfoundation,2023-03-02,2013-06-28,505,3.700876448968052,[],2023-02-20,40,5,1.96,27,13,118,0,3,2,3,27.0,46.0,90.0,1.7,42.77594
+323,gui,https://github.com/wxwidgets/phoenix,,,,wxwidgets/phoenix,Phoenix,1953,496,104,Python,http://wxpython.org/,"Phoenix: wxPython's Project Phoenix.  A new implementation of wxPython, better, stronger, faster than he was before.",wxwidgets,2023-03-04,2012-07-17,554,3.52073139325264,"['python', 'cross-platform', 'gui-framework', 'gui-toolkit', 'gui', 'windows', 'macosx', 'linux', 'awesome', 'wxwidgets', 'wxpython']",2023-03-03,124,3,3.38,85,45,129,0,1,2,1,85.0,147.0,90.0,1.7,42.74366
+862,ml-ops,https://github.com/astronomer/astro-sdk,,,,astronomer/astro-sdk,astro-sdk,231,32,14,Python,https://astro-sdk-python.rtfd.io/,"astro-sdk: Astro SDK allows rapid and clean development of {Extract, Load, Transform} workflows using Python and SQL, powered by Apache Airflow.",astronomer,2023-03-04,2021-12-06,64,3.5616740088105727,"['python', 'sql', 'pandas', 'airflow', 'sqlite', 'bigquery', 'postgres', 'snowflake', 'gcs', 's3', 'etl', 'elt', 'dags', 'workflows', 'data-analysis', 'data-science', 'apache-airflow']",2023-03-02,32,2,15.0,628,470,15,0,40,58,40,628.0,729.0,90.0,1.2,42.73043
+938,data,https://github.com/datastax/python-driver,,,,datastax/python-driver,python-driver,1319,510,81,Python,,python-driver: DataStax Python Driver for Apache Cassandra,datastax,2023-03-02,2013-07-08,503,2.6178055004252907,[],2023-02-28,188,7,0.29,11,7,118,0,0,9,9,11.0,16.0,90.0,1.5,42.7101
+882,time-series,https://github.com/aistream-peelout/flow-forecast,,,,aistream-peelout/flow-forecast,flow-forecast,1330,227,21,Python,https://flow-forecast.atlassian.net/wiki/spaces/FF/overview,"flow-forecast: Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).",aistream-peelout,2023-03-02,2019-08-15,185,7.172573189522342,"['deep-learning', 'pytorch', 'time-series-forecasting', 'time-series', 'transfer-learning', 'deep-neural-networks', 'transformer', 'forecasting', 'lstm', 'time-series-regression', 'state-of-the-art-models', 'anomaly-detection', 'time-series-analysis', 'hacktoberfest']",2023-02-27,14,2,4.38,29,24,43,0,6,11,6,29.0,26.0,90.0,0.9,42.65566
+569,ml,https://github.com/mdbloice/augmentor,,,,mdbloice/augmentor,Augmentor,4868,858,123,Python,https://augmentor.readthedocs.io/en/stable,Augmentor: Image augmentation library in Python for machine learning.,mdbloice,2023-03-02,2016-03-01,365,13.3109375,"['augmentation', 'machine-learning', 'deep-learning', 'neural-networks']",2023-01-24,23,3,0.19,5,2,85,1,0,3,3,5.0,2.0,90.0,0.4,42.60792
+384,nlp,https://github.com/minimaxir/gpt-2-simple,,,,minimaxir/gpt-2-simple,gpt-2-simple,3178,652,74,Python,,gpt-2-simple: Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts,minimaxir,2023-03-02,2019-04-13,203,15.644163150492265,"['text-generation', 'tensorflow', 'openai', 'textgenrnn']",2022-05-22,21,5,0.02,9,1,47,10,0,4,4,9.0,7.0,90.0,0.8,42.57168
+206,ml,https://github.com/lucidrains/deep-daze,,,,lucidrains/deep-daze,deep-daze,4384,329,75,Python,,deep-daze: Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun,lucidrains,2023-03-02,2021-01-17,111,39.4954954954955,"['artificial-intelligence', 'deep-learning', 'transformers', 'siren', 'implicit-neural-representation', 'text-to-image', 'multi-modality']",2022-03-13,14,5,0.02,0,0,26,12,1,31,1,0.0,0.0,90.0,0.0,42.57098
+151,nlp,https://github.com/sloria/textblob,,,,sloria/textblob,TextBlob,8454,1114,269,Python,https://textblob.readthedocs.io/,"TextBlob: Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.",sloria,2023-03-03,2013-06-30,505,16.74059405940594,"['nlp', 'nltk', 'pattern', 'python', 'python-3', 'python-2', 'natural-language-processing']",2021-10-22,36,3,0.0,10,3,118,17,0,4,4,10.0,5.0,90.0,0.5,42.52375
+589,util,https://github.com/hgrecco/pint,,,,hgrecco/pint,pint,1949,416,40,Python,http://pint.readthedocs.org/,pint: Operate and manipulate physical quantities in Python,hgrecco,2023-03-04,2012-07-13,555,3.5099048109081554,"['python', 'science', 'units']",2023-02-13,182,3,2.67,54,19,130,1,0,4,4,54.0,85.0,90.0,1.6,42.49592
+626,data,https://github.com/intake/intake,,,,intake/intake,intake,873,125,43,Python,https://intake.readthedocs.io/,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",intake,2023-03-01,2017-08-14,289,3.011828486939379,"['python', 'data-access', 'data-catalog']",2023-03-01,80,6,1.06,31,15,68,0,0,7,7,31.0,51.0,90.0,1.6,42.4679
+388,nlp,https://github.com/makcedward/nlpaug,,,,makcedward/nlpaug,nlpaug,3823,429,39,Jupyter Notebook,https://makcedward.github.io/,nlpaug: Data augmentation for NLP ,makcedward,2023-03-04,2019-03-21,206,18.519723183391005,"['nlp', 'augmentation', 'machine-learning', 'artificial-intelligence', 'data-science', 'natural-language-processing', 'adversarial-attacks', 'adversarial-example', 'ai', 'ml']",2022-07-07,33,5,0.29,20,1,48,8,1,7,1,20.0,7.0,90.0,0.3,42.38125
+217,ml,https://github.com/linkedin/greykite,1.0,,,linkedin/greykite,greykite,1674,92,37,Python,,"greykite: A flexible, intuitive and fast forecasting library",linkedin,2023-03-04,2021-04-27,96,17.308714918759232,[],2022-08-31,8,3,0.08,9,4,23,6,1,2,1,9.0,22.0,90.0,2.4,42.35875
+963,ml-dl,https://github.com/facebookresearch/pytorch-biggraph,,,,facebookresearch/pytorch-biggraph,PyTorch-BigGraph,3194,438,92,Python,https://torchbiggraph.readthedocs.io/,PyTorch-BigGraph: Generate embeddings from large-scale graph-structured data.,facebookresearch,2023-03-03,2018-10-01,230,13.83539603960396,[],2022-12-08,29,6,0.12,4,0,54,3,0,1,1,4.0,3.0,90.0,0.8,42.33711
+1035,finance,https://github.com/domokane/financepy,,,,domokane/financepy,FinancePy,1285,196,49,Jupyter Notebook,https://financepy.com/,"FinancePy: A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives. ",domokane,2023-03-03,2019-10-27,175,7.3428571428571425,"['risk', 'pricing', 'risk-management', 'asset-allocation', 'finance', 'valuation', 'python', 'derivatives-pricing', 'numba', 'bonds', 'students', 'fixed-income', 'derivatives', 'investment', 'currency', 'credit']",2023-02-26,23,4,1.67,24,15,41,0,0,0,0,24.0,46.0,90.0,1.9,42.31583
+433,pandas,https://github.com/pydata/pandas-datareader,,,,pydata/pandas-datareader,pandas-datareader,2590,637,138,Python,https://pydata.github.io/pandas-datareader/stable/index.html,pandas-datareader: Extract data from a wide range of Internet sources into a pandas DataFrame.,pydata,2023-03-03,2015-01-15,424,6.102322450353416,"['html', 'data-analysis', 'data', 'dataset', 'stock-data', 'finance', 'financial-data', 'python', 'pydata', 'pandas', 'econdb', 'fama-french', 'economic-data', 'fred']",2022-03-16,85,1,0.04,19,5,99,12,0,3,3,19.0,168.0,90.0,8.8,42.284
+133,ml,https://github.com/hyperopt/hyperopt,,,,hyperopt/hyperopt,hyperopt,6607,1009,126,Python,http://hyperopt.github.io/hyperopt,hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python,hyperopt,2023-03-03,2011-09-06,599,11.016912815626489,[],2021-11-29,93,6,0.0,23,7,140,15,0,1,1,23.0,16.0,90.0,0.7,42.16775
+260,util,https://github.com/python-markdown/markdown,,,,python-markdown/markdown,markdown,3139,817,75,Python,https://python-markdown.github.io/,markdown: A Python implementation of John Gruber’s Markdown with Extension support.,python-markdown,2023-03-04,2010-05-29,666,4.71220244477804,"['python-markdown', 'markdown', 'markdown-parser', 'markdown-to-html', 'python', 'python3']",2023-01-09,165,2,0.62,16,13,155,2,0,4,4,16.0,40.0,90.0,2.5,42.15117
+815,ml-dl,https://github.com/calculatedcontent/weightwatcher,,,,calculatedcontent/weightwatcher,WeightWatcher,1153,100,29,Python,,WeightWatcher: The WeightWatcher tool for predicting the accuracy of   Deep Neural Networks,calculatedcontent,2023-03-03,2018-11-28,222,5.180359435173299,[],2023-03-04,8,3,8.71,76,53,52,0,1,2,1,76.0,131.0,90.0,1.7,42.12484
+338,perf,https://github.com/tlkh/asitop,,,,tlkh/asitop,asitop,1366,81,19,Python,https://tlkh.github.io/asitop/,asitop: Perf monitoring CLI tool for Apple Silicon,tlkh,2023-03-03,2021-10-27,70,19.356275303643724,"['cpu', 'gpu', 'cli', 'macos', 'm1', 'apple-silicon']",2023-01-24,8,2,0.29,12,2,16,1,0,0,0,12.0,21.0,90.0,1.8,41.8578
+445,gis,https://github.com/pyproj4/pyproj,,,,pyproj4/pyproj,pyproj,858,190,30,Python,https://pyproj4.github.io/pyproj,pyproj: Python interface to PROJ (cartographic projections and coordinate transformations library),pyproj4,2023-03-02,2014-12-29,426,2.0100401606425704,"['geospatial', 'python', 'coordinate-systems', 'coordinate-transformation', 'cartographic-projection', 'geodesic', 'hacktoberfest']",2023-02-25,58,4,3.02,65,51,100,0,7,7,7,65.0,134.0,90.0,2.1,41.83662
+539,nlp,https://github.com/huawei-noah/pretrained-language-model,,,,huawei-noah/pretrained-language-model,Pretrained-Language-Model,2632,567,53,Python,,Pretrained-Language-Model: Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.,huawei-noah,2023-03-03,2019-12-02,169,15.495374264087468,"['knowledge-distillation', 'model-compression', 'quantization', 'pretrained-models', 'large-scale-distributed']",2022-12-25,20,3,0.37,17,4,40,2,0,0,0,17.0,17.0,90.0,1.0,41.83009
+920,gis,https://github.com/giswqs/aws-open-data-geo,,,,giswqs/aws-open-data-geo,aws-open-data-geo,235,6,9,Python,,aws-open-data-geo: A list of open geospatial datasets on AWS,giswqs,2023-02-27,2022-12-18,11,21.363636363636363,"['aws', 'environment', 'geospatial', 'mapping', 'open-data', 'satellite-imagery', 'sustainability']",2023-03-04,2,2,0.9,1,0,3,0,0,0,0,1.0,4.0,90.0,4.0,41.80815
+621,util,https://github.com/suor/funcy,,,,suor/funcy,funcy,2986,134,73,Python,,funcy: A fancy and practical functional tools,suor,2023-03-01,2012-10-13,542,5.5077733860342555,"['functional-programming', 'utilities', 'python']",2023-02-26,31,3,0.35,5,4,126,0,0,5,5,5.0,7.0,90.0,1.4,41.70111
+310,data,https://github.com/graphistry/pygraphistry,,,,graphistry/pygraphistry,pygraphistry,1811,188,47,Python,,"PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer",graphistry,2023-03-03,2015-06-02,404,4.474761736674903,"['graph', 'visualization', 'gpu', 'graphistry', 'python', 'rapids', 'cugraph', 'networkx', 'neo4j', 'tigergraph', 'pandas', 'csv', 'webgl', 'splunk', 'cudf', 'jupyter', 'igraph', 'network-analysis', 'network-visualization', 'graph-visualization']",2022-12-23,31,4,1.48,33,12,94,2,0,22,22,33.0,44.0,90.0,1.3,41.69798
+297,util,https://github.com/pyparsing/pyparsing,,,,pyparsing/pyparsing,pyparsing,1772,241,23,Python,,pyparsing: Python library for creating PEG parsers,pyparsing,2023-03-03,2017-05-14,303,5.848184818481848,"['python', 'python2', 'python3', 'python-2', 'python-3', 'parser-combinators', 'parsing-expression-grammar', 'parsing', 'parsing-library', 'text-processing', 'peg-parsers']",2023-02-12,53,4,2.54,14,6,71,1,2,9,2,14.0,17.0,90.0,1.2,41.67744
+708,pandas,https://github.com/jmcarpenter2/swifter,,,,jmcarpenter2/swifter,swifter,2224,99,30,Python,,swifter: A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner,jmcarpenter2,2023-03-03,2018-04-07,256,8.682654768544339,"['pandas', 'pandas-dataframe', 'parallel-computing', 'parallelization', 'dask', 'modin']",2022-08-16,17,5,0.38,8,4,60,7,0,16,16,8.0,9.0,90.0,1.1,41.66953
+699,profiling,https://github.com/pythonspeed/filprofiler,,,,pythonspeed/filprofiler,filprofiler,726,20,9,Rust,https://pythonspeed.com/products/filmemoryprofiler/,filprofiler: A Python memory profiler for data processing and scientific computing applications,pythonspeed,2023-03-03,2020-06-18,141,5.133333333333334,"['python', 'memory-profiler', 'memory-profiling', 'memory-leak', 'memory-leaks', 'memory-leak-detection', 'memory-leak-finder', 'memory', 'memory-']",2023-03-01,6,4,3.29,39,27,33,0,14,24,14,39.0,38.0,90.0,1.0,41.66224
+1014,finance,https://github.com/mementum/backtrader,1.0,,,mementum/backtrader,backtrader,10145,3152,579,Python,https://www.backtrader.com,backtrader: Python Backtesting library for trading strategies,mementum,2023-03-05,2015-01-10,425,23.862567204301076,"['python', 'trading', 'backtesting', 'metaclass']",2021-07-17,52,1,0.0,5,1,99,20,0,17,17,5.0,0.0,90.0,0.0,41.66057
+510,ml-dl,https://github.com/leondgarse/keras_cv_attention_models,,,,leondgarse/keras_cv_attention_models,keras_cv_attention_models,358,59,17,Python,,"keras_cv_attention_models: Keras beit,botnet,CMT,CoaT,CoAtNet,convnext,cotnet,davit,efficientdet,edgenext,efficientformer,efficientnet,fbnet,flexivit,gcvit,ghostnet,gmlp,gpvit,halonet,hornet,iformer,lcnet,levit,maxvit,mlp-mixer,mobilevit,nat,nfnets,pvt,regnet,resmlp,resnest,resnext,resnetd,swin,tinynet,uniformer,volo,wavemlp,yolor,yolov7,yolox",leondgarse,2023-03-03,2021-08-02,82,4.320689655172414,"['tensorflow', 'visualizing', 'keras', 'attention', 'model', 'imagenet', 'coco', 'recognition', 'detection', 'anchor-free', 'tf', 'tf2']",2023-02-25,4,3,6.29,11,8,19,0,21,67,21,11.0,38.0,90.0,3.5,41.63276
+0,data,https://github.com/andialbrecht/sqlparse,,,,andialbrecht/sqlparse,sqlparse,3164,622,93,Python,,sqlparse: A non-validating SQL parser module for Python,andialbrecht,2023-03-03,2012-04-18,567,5.574628744022149,[],2023-01-05,102,3,0.71,34,10,132,2,0,3,3,34.0,40.0,90.0,1.2,41.62743
+806,web,https://github.com/s3rius/fastapi-template,,,,s3rius/fastapi-template,FastAPI-template,671,69,13,Python,,FastAPI-template: Feature rich robust FastAPI template.,s3rius,2023-03-02,2020-10-05,125,5.331441543700341,"['fastapi', 'cookiecutter', 'cookiecutter-template', 'cookiecutter-python3', 'sqlalchemy-orm', 'asynchronous', 'ormar', 'tortoise-orm', 'aerich', 'alembic', 'python3', 'asyncio', 'graphql', 'strawberry-graphql', 'opentelemetry', 'prometheus', 'sentry', 'fastapi-template', 'fastapi-boilerplate']",2023-02-05,13,4,1.08,17,14,29,1,14,10,14,17.0,36.0,90.0,2.1,41.57486
+818,viz,https://github.com/facultyai/dash-bootstrap-components,,,,facultyai/dash-bootstrap-components,dash-bootstrap-components,949,202,21,JavaScript,https://dash-bootstrap-components.opensource.faculty.ai/,dash-bootstrap-components: Bootstrap components for Plotly Dash,facultyai,2023-03-04,2018-09-21,232,4.085485854858549,"['bootstrap', 'plotly-dash', 'python', 'dashboards', 'r', 'julia']",2023-02-28,30,4,1.69,63,60,54,0,18,34,18,63.0,40.0,90.0,0.6,41.54571
+145,ml,https://github.com/nmslib/hnswlib,,,,nmslib/hnswlib,hnswlib,2394,432,62,C++,https://github.com/nmslib/hnswlib,hnswlib: Header-only C++/python library for fast approximate nearest neighbors,nmslib,2023-03-04,2017-07-06,295,8.10348162475822,[],2023-02-05,65,4,0.81,25,13,69,1,1,2,1,25.0,13.0,90.0,0.5,41.50087
+872,perf,https://github.com/ipython/ipyparallel,,,,ipython/ipyparallel,ipyparallel,2361,959,120,Jupyter Notebook,https://ipyparallel.readthedocs.io/,ipyparallel: IPython Parallel: Interactive Parallel Computing in Python,ipython,2023-02-27,2015-04-09,412,5.724627641149983,"['parallel', 'jupyter', 'python']",2023-02-08,112,6,2.0,5,5,96,1,0,7,7,5.0,0.0,90.0,0.0,41.42639
+824,diffusion,https://github.com/thereforegames/unprompted,,,,thereforegames/unprompted,unprompted,287,31,9,Python,,unprompted: Text generator written for Stable Diffusion workflows.,thereforegames,2023-03-03,2022-10-31,17,16.072,[],2023-02-25,4,1,2.46,50,27,4,0,0,0,0,50.0,122.0,90.0,2.4,41.37379
+884,sim,https://github.com/pyscf/pyscf,,,,pyscf/pyscf,pyscf,854,459,76,Python,,pyscf: Python module for quantum chemistry,pyscf,2023-03-04,2014-05-02,461,1.8513471663053578,[],2023-03-04,142,4,5.37,129,82,108,0,2,7,2,129.0,214.0,90.0,1.7,41.33808
+649,profiling,https://github.com/p403n1x87/austin,,,,p403n1x87/austin,austin,1123,37,14,C,,austin: Python frame stack sampler for CPython,p403n1x87,2023-03-03,2018-09-20,232,4.83159188690842,"['python', 'profiling', 'performance', 'debugging-tools']",2023-02-21,7,4,1.71,16,11,54,0,3,6,3,16.0,37.0,90.0,2.3,41.27465
+560,gis,https://github.com/corteva/rioxarray,,,,corteva/rioxarray,rioxarray,373,60,14,Python,https://corteva.github.io/rioxarray,rioxarray: geospatial xarray extension powered by rasterio,corteva,2023-03-04,2019-04-16,202,1.8400281888653982,"['gis', 'rasterio', 'xarray', 'geospatial', 'python', 'gdal', 'raster', 'netcdf', 'hacktoberfest']",2023-03-03,30,9,2.37,32,26,47,0,14,16,14,32.0,63.0,90.0,2.0,41.27174
+615,testing,https://github.com/pytest-dev/pytest-testinfra,,,,pytest-dev/pytest-testinfra,pytest-testinfra,2169,321,82,Python,https://testinfra.readthedocs.io,pytest-testinfra: Testinfra test your infrastructures,pytest-dev,2023-03-03,2015-03-15,416,5.2139423076923075,"['python', 'testing', 'infrastructure-as-code', 'devops', 'tdd', 'nagios', 'docker', 'tdd-utilities', 'testing-tools', 'devops-tools', 'infrastructure-testing', 'saltstack', 'chef', 'puppet', 'ansible', 'kubernetes', 'pytest-plugin']",2023-01-11,123,5,0.48,39,20,97,2,4,10,4,39.0,18.0,90.0,0.5,41.25202
+959,util,https://github.com/fabiocaccamo/python-benedict,,,,fabiocaccamo/python-benedict,python-benedict,975,40,12,Python,,"python-benedict: :blue_book: dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.",fabiocaccamo,2023-03-04,2019-05-17,198,4.9171469740634,"['python', 'dict', 'dictionary', 'keypath', 'base64', 'csv', 'json', 'pickle', 'plist', 'query-string', 'toml', 'xml', 'yaml', 'encode', 'decode', 'filter', 'flatten', 'subset', 'traverse', 'xls']",2023-03-02,5,2,3.92,102,98,46,0,11,14,11,102.0,105.0,90.0,1.0,41.24548
+823,study,https://github.com/alirezadir/machine-learning-interview-enlightener,,,,alirezadir/machine-learning-interview-enlightener,machine-learning-interviews,1765,354,48,Jupyter Notebook,,machine-learning-interviews: This repo is meant to serve as a guide for Machine Learning/AI technical interviews. ,alirezadir,2023-03-03,2021-01-31,109,16.192660550458715,"['machine-learning', 'machine-learning-algorithms', 'ai', 'deep-learning', 'system-design', 'scalable-applications', 'interview', 'interview-preparation', 'interview-practice', 'interviews']",2023-03-01,6,3,0.67,2,2,25,0,0,0,0,2.0,2.0,90.0,1.0,41.22762
+991,sim,https://github.com/deepmodeling/deepmd-kit,,,,deepmodeling/deepmd-kit,deepmd-kit,1057,401,45,C++,https://docs.deepmodeling.com/projects/deepmd/,deepmd-kit: A deep learning package for many-body potential energy representation and molecular dynamics,deepmodeling,2023-03-02,2017-12-12,272,3.8758512310110005,"['deep-learning', 'molecular-dynamics', 'deepmd', 'lammps', 'potential-energy', 'python', 'tensorflow', 'cpp', 'cuda', 'rocm', 'ipi', 'ase', 'computational-chemistry', 'materials-science']",2022-12-19,46,2,4.58,164,145,64,2,7,11,7,164.0,207.0,90.0,1.3,41.20792
+645,data,https://github.com/pytables/pytables,,,,pytables/pytables,PyTables,1190,241,58,Python,http://www.pytables.org,PyTables: A Python package to manage extremely large amounts of data,pytables,2023-03-03,2011-06-03,613,1.940368040996972,[],2023-02-09,111,5,5.46,42,30,143,1,1,4,1,42.0,129.0,90.0,3.1,41.11191
+982,data,https://github.com/fugue-project/fugue,,,,fugue-project/fugue,fugue,1246,66,20,Python,https://fugue-tutorials.readthedocs.io/,"fugue: A unified interface for distributed computing. Fugue executes SQL, Python, and Pandas code on Spark, Dask and Ray without any rewrites.",fugue-project,2023-03-03,2020-03-24,153,8.105947955390334,"['spark', 'dask', 'data-practitioners', 'machine-learning', 'distributed-systems', 'distributed-computing', 'distributed', 'sql', 'pandas']",2023-02-23,12,1,1.12,43,36,36,0,29,35,29,43.0,31.0,90.0,0.7,41.10542
+610,testing,https://github.com/pytest-dev/pytest-mock,,,,pytest-dev/pytest-mock,pytest-mock,1541,122,33,Python,https://pytest-mock.readthedocs.io/en/latest/,pytest-mock: Thin-wrapper around the mock package for easier use with pytest,pytest-dev,2023-03-03,2014-07-17,450,3.421186171899778,"['pytest', 'mock', 'hacktoberfest']",2023-02-27,64,7,0.98,15,13,105,0,5,7,5,15.0,9.0,90.0,0.6,41.10096
+992,nlp,https://github.com/intellabs/fastrag,,,,intellabs/fastrag,fastRAG,135,10,2,Python,,fastRAG: Efficient Retrieval Augmentation and Generation Framework,intellabs,2023-03-04,2023-01-23,5,23.048780487804876,"['nlp', 'benchmark', 'colbert', 'information-retrieval', 'semantic-search', 'sentence-transformers', 'summarization', 'transformers', 'diffusion', 'knowledge-graph', 'multi-modal', 'question-answering']",2023-03-01,4,3,0.13,5,3,1,0,0,12,12,5.0,1.0,90.0,0.2,41.02116
+504,gis,https://github.com/anitagraser/movingpandas,,,,anitagraser/movingpandas,movingpandas,932,170,37,Python,http://movingpandas.org,movingpandas: Implementation of Trajectory classes and functions built on top of GeoPandas,anitagraser,2023-03-04,2018-12-16,220,4.236363636363636,"['geopandas', 'trajectory', 'movement-data', 'trajectory-analysis', 'python', 'spatial-data-analysis']",2023-02-16,30,5,2.1,29,18,51,1,6,3,6,29.0,36.0,90.0,1.2,41.02054
+365,ml,https://github.com/rentruewang/koila,,,,rentruewang/koila,koila,1720,63,11,Python,https://rentruewang.github.io/koila,koila: Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.,rentruewang,2023-02-28,2021-11-17,67,25.454545454545453,"['pytorch', 'lazy-evaluation', 'out-of-memory', 'python', 'machine-learning', 'deep-learning', 'memory-management', 'gradient-accumulation', 'neural-network']",2023-02-28,4,2,0.56,1,1,16,0,0,2,2,1.0,0.0,90.0,0.0,41.01146
+489,gis,https://github.com/scitools/cartopy,,,,scitools/cartopy,cartopy,1185,338,56,Python,https://scitools.org.uk/cartopy/docs/latest,Cartopy - a cartographic python library with matplotlib support,scitools,2023-03-04,2012-08-03,552,2.145628556647698,"['cartopy', 'matplotlib', 'python', 'geometry', 'maps', 'spatial', 'projections']",2023-02-28,118,4,1.29,51,33,129,0,3,4,3,51.0,106.0,90.0,2.1,41.00399
+88,testing,https://github.com/taverntesting/tavern,,,,taverntesting/tavern,tavern,913,182,28,Python,https://taverntesting.github.io/,"tavern: A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax",taverntesting,2023-02-23,2017-11-01,278,3.2774358974358972,"['python', 'pytest', 'testing', 'test-automation', 'mqtt', 'http']",2023-02-16,57,6,1.63,49,40,65,1,0,37,37,49.0,35.0,90.0,0.7,40.99872
+514,data,https://github.com/agronholm/sqlacodegen,,,,agronholm/sqlacodegen,sqlacodegen,1307,200,21,Python,,sqlacodegen: Automatic model code generator for SQLAlchemy,agronholm,2023-03-04,2016-12-28,322,4.051815766164747,[],2023-03-04,16,2,0.92,16,6,75,0,0,3,3,16.0,65.0,90.0,4.1,40.92726
+897,ml,https://github.com/shankarpandala/lazypredict,,,,shankarpandala/lazypredict,lazypredict,1874,212,23,Python,,lazypredict: Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning,shankarpandala,2023-03-04,2019-11-16,172,10.88630705394191,"['machine-learning', 'automl', 'regression', 'classification']",2022-09-28,18,7,0.6,40,3,40,5,1,4,1,40.0,25.0,90.0,0.6,40.89127
+617,testing,https://github.com/pytest-dev/pytest-asyncio,,,,pytest-dev/pytest-asyncio,pytest-asyncio,1106,118,35,Python,https://pytest-asyncio.readthedocs.io,pytest-asyncio: Asyncio support for pytest,pytest-dev,2023-03-01,2015-04-11,412,2.6835355285961873,[],2023-02-25,41,5,2.73,55,51,96,0,6,5,6,55.0,45.0,90.0,0.8,40.84817
+169,nlp,https://github.com/minimaxir/textgenrnn,,,,minimaxir/textgenrnn,textgenrnn,4867,751,138,Python,,textgenrnn: Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.,minimaxir,2023-03-03,2017-08-07,290,16.733300589390964,"['keras', 'deep-learning', 'text-generation', 'tensorflow', 'python']",2020-07-14,19,3,0.0,2,0,68,32,0,2,2,2.0,4.0,90.0,2.0,40.76922
+725,web,https://github.com/rstudio/py-shiny,,,,rstudio/py-shiny,py-shiny,339,20,23,JavaScript,https://shiny.rstudio.com/py/,py-shiny: Shiny for Python,rstudio,2023-03-03,2021-07-27,83,4.049488054607509,[],2023-03-04,8,4,10.06,38,16,19,0,8,7,8,38.0,48.0,90.0,1.3,40.6881
+588,ml-ops,https://github.com/kedro-org/kedro-viz,,,,kedro-org/kedro-viz,kedro-viz,525,87,11,JavaScript,https://demo.kedro.org/,kedro-viz: Visualise your Kedro data and machine-learning pipelines and track your experiments. ,kedro-org,2023-02-27,2019-05-09,199,2.6325214899713467,"['kedro', 'kedro-plugin', 'data-visualization', 'hacktoberfest', 'react', 'experiment-tracking', 'python']",2023-03-02,38,3,4.13,139,105,46,0,13,14,13,139.0,155.0,90.0,1.1,40.68669
+239,data,https://github.com/simonw/sqlite-utils,,,,simonw/sqlite-utils,sqlite-utils,1106,84,19,Python,https://sqlite-utils.datasette.io,sqlite-utils: Python CLI utility and library for manipulating SQLite databases,simonw,2023-03-04,2018-07-14,242,4.567551622418879,"['sqlite', 'python', 'datasette', 'sqlite-database', 'click', 'cli', 'datasette-io', 'datasette-tool']",2022-12-10,27,5,2.4,20,4,56,3,7,25,7,20.0,31.0,90.0,1.6,40.65708
+698,perf,https://github.com/intel/scikit-learn-intelex,,,,intel/scikit-learn-intelex,scikit-learn-intelex,902,148,28,Python,https://intel.github.io/scikit-learn-intelex/,scikit-learn-intelex: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application,intel,2023-03-04,2018-08-07,238,3.7785757031717533,"['oneapi', 'scikit-learn', 'machine-learning-algorithms', 'data-analysis', 'machine-learning', 'python', 'swrepo', 'ai-machine-learning', 'big-data', 'analytics', 'ai-training', 'ai-inference', 'gpu', 'intel']",2023-03-03,66,2,2.0,211,182,56,0,2,5,2,211.0,247.0,90.0,1.2,40.60577
+295,util,https://github.com/pyfilesystem/pyfilesystem2,,,,pyfilesystem/pyfilesystem2,pyfilesystem2,1822,173,46,Python,https://www.pyfilesystem.org,pyfilesystem2: Python's Filesystem abstraction layer,pyfilesystem,2023-02-26,2016-10-14,333,5.4667809687098154,"['filesystem', 'pyfilesystem', 'pyfilesystem2', 'python', 'ftp', 'tar', 'zip', 'filesystem-library']",2022-10-18,47,6,1.44,13,3,78,5,1,8,1,13.0,27.0,90.0,2.1,40.5271
+777,nlp,https://github.com/deepset-ai/farm,,,,deepset-ai/farm,FARM,1632,233,54,Python,https://farm.deepset.ai,FARM: :house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.,deepset-ai,2023-03-04,2019-07-17,189,8.608892238131123,"['language-models', 'bert', 'nlp', 'deep-learning', 'transfer-learning', 'pytorch', 'nlp-library', 'nlp-framework', 'xlnet-pytorch', 'ner', 'question-answering', 'pretrained-models', 'roberta', 'germanbert']",2022-08-31,37,4,0.04,5,3,44,6,0,7,7,5.0,6.0,90.0,1.2,40.46439
+947,web,https://github.com/awtkns/fastapi-crudrouter,,,,awtkns/fastapi-crudrouter,fastapi-crudrouter,1030,122,12,Python,https://fastapi-crudrouter.awtkns.com,fastapi-crudrouter: A dynamic FastAPI router that automatically creates CRUD routes for your models,awtkns,2023-03-02,2020-12-19,115,8.945409429280398,"['fastapi', 'code-generation', 'crud', 'api', 'swagger-ui', 'redoc', 'fastapi-crudrouter', 'crud-routes', 'rest', 'web', 'python', 'python3', 'sql', 'framework', 'async', 'asyncio', 'openapi-route', 'openapi']",2023-01-28,21,4,0.75,16,4,27,1,1,4,1,16.0,19.0,90.0,1.2,40.41212
+853,profiling,https://github.com/jiffyclub/snakeviz,,,,jiffyclub/snakeviz,snakeviz,1889,129,23,Python,https://jiffyclub.github.io/snakeviz/,snakeviz: An in-browser Python profile viewer,jiffyclub,2023-03-02,2012-06-26,557,3.3870389344262297,[],2023-02-17,24,7,0.08,7,2,130,0,0,2,2,7.0,16.0,90.0,2.3,40.37285
+582,gis,https://github.com/developmentseed/titiler,,,,developmentseed/titiler,titiler,482,103,18,Python,https://developmentseed.org/titiler/,titiler: Build your own Raster dynamic map tile services,developmentseed,2023-03-04,2019-06-28,192,2.5066864784546805,"['fastapi', 'cog', 'aws-cdk', 'aws-lambda', 'stac', 'cogeotiff', 'mosaicjson', 'raster', 'dynamic', 'server', 'rest', 'gdal', 'rasterio', 'tile', 'map-tile-server', 'map-tiles']",2023-03-01,32,8,2.1,31,28,45,0,0,15,15,31.0,25.0,90.0,0.8,40.26402
+689,ml-dl,https://github.com/nerdyrodent/vqgan-clip,,,,nerdyrodent/vqgan-clip,VQGAN-CLIP,2373,410,53,Python,,"VQGAN-CLIP: Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.",nerdyrodent,2023-03-03,2021-07-02,87,27.18657937806874,"['text2image', 'text-to-image']",2022-10-02,7,2,0.08,6,3,20,5,0,0,0,6.0,4.0,90.0,0.7,40.25179
+216,ml-ops,https://github.com/nccr-itmo/fedot,,,,nccr-itmo/fedot,FEDOT,497,70,10,Python,https://fedot.readthedocs.io,FEDOT: Automated modeling and machine learning framework FEDOT,nccr-itmo,2023-02-20,2020-01-13,163,3.033129904097646,"['automl', 'machine-learning', 'evolutionary-algorithms', 'genetic-programming', 'structural-learning', 'automated-machine-learning', 'hyperparameter-optimization', 'parameter-tuning', 'automation', 'multimodality', 'fedot']",2023-02-27,27,4,4.88,99,70,38,0,4,4,4,99.0,110.0,90.0,1.1,40.09957
+100,nlp,https://github.com/clips/pattern,,,,clips/pattern,pattern,8428,1597,547,Python,https://github.com/clips/pattern/wiki,"pattern: Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.",clips,2023-03-04,2011-05-03,617,13.643848288621646,"['python', 'machine-learning', 'natural-language-processing', 'web-mining', 'wordnet', 'sentiment-analysis', 'network-analysis']",2020-04-25,30,5,0.0,4,0,144,35,1,0,1,4.0,5.0,90.0,1.2,40.03381
+396,web,https://github.com/neoteroi/blacksheep,,,,neoteroi/blacksheep,BlackSheep,1182,52,23,Python,https://www.neoteroi.dev/blacksheep/,BlackSheep: Fast ASGI web framework for Python,neoteroi,2023-03-03,2018-11-22,223,5.290281329923274,"['asyncio', 'server', 'http', 'asgi', 'blacksheep', 'python', 'web', 'framework', 'http-server']",2023-02-17,10,2,0.62,23,18,52,0,8,8,8,23.0,30.0,90.0,1.3,39.90103
+194,web,https://github.com/jordaneremieff/mangum,,,,jordaneremieff/mangum,mangum,1224,80,16,Python,https://mangum.io/,mangum: AWS Lambda support for ASGI applications,jordaneremieff,2023-03-04,2019-01-14,215,5.670416942422237,"['asgi', 'aws', 'lambda', 'serverless', 'python', 'asyncio', 'api-gateway', 'starlette', 'fastapi', 'quart', 'django', 'sanic', 'aws-lambda', 'python3']",2022-11-27,29,6,0.31,9,4,50,3,5,14,5,9.0,12.0,90.0,1.3,39.88866
+723,typing,https://github.com/patrick-kidger/torchtyping,,,,patrick-kidger/torchtyping,torchtyping,1202,28,14,Python,,"torchtyping: Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.",patrick-kidger,2023-03-01,2021-03-28,101,11.900990099009901,"['tensors', 'named-tensors', 'shape', 'pytorch', 'typing', 'python-typing']",2023-01-20,6,4,0.04,6,3,24,1,0,0,0,6.0,11.0,90.0,1.8,39.77227
+695,data,https://github.com/scholarly-python-package/scholarly,,,,scholarly-python-package/scholarly,scholarly,883,254,25,Python,https://scholarly.readthedocs.io/,"scholarly: Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!",scholarly-python-package,2023-03-03,2014-12-02,430,2.050082918739635,"['scholar', 'googlescholar', 'scholarly-articles', 'scholarly-communications', 'python3', 'python-3', 'python', 'citation-network', 'citation-analysis', 'citations', 'citation-index', 'publication-data']",2023-01-16,42,6,1.79,30,24,100,2,17,8,17,30.0,55.0,90.0,1.8,39.73735
+609,debug,https://github.com/inducer/pudb,,,,inducer/pudb,pudb,2601,217,47,Python,https://documen.tician.de/pudb/,pudb: Full-screen console debugger for Python,inducer,2023-03-03,2011-05-13,616,4.2204450625869265,"['python', 'debugger', 'pytest', 'pytest-plugin', 'pdb', 'ipython', 'bpython', 'urwid', 'debug']",2023-01-10,91,4,0.75,19,10,144,2,2,6,2,19.0,22.0,90.0,1.2,39.61254
+154,pandas,https://github.com/adamerose/pandasgui,,,,adamerose/pandasgui,PandasGUI,2853,195,54,Python,,PandasGUI: A GUI for Pandas DataFrames,adamerose,2023-03-04,2019-06-12,194,14.662995594713657,"['pandas', 'dataframe', 'gui', 'viewer']",2022-03-16,13,1,0.02,8,2,45,12,0,12,12,8.0,9.0,90.0,1.1,39.59897
+860,ml-ops,https://github.com/astronomer/astronomer,,,,astronomer/astronomer,astronomer,440,81,44,Python,https://www.astronomer.io,"astronomer: Helm Charts for the Astronomer Platform, Apache Airflow as a Service on Kubernetes",astronomer,2023-03-02,2018-01-15,267,1.6426666666666667,"['apache-airflow', 'kubernetes', 'docker', 'astronomer-platform']",2023-03-03,71,4,9.0,81,77,62,0,27,68,27,81.0,58.0,90.0,0.7,39.51994
+85,graph,https://github.com/stellargraph/stellargraph,,,,stellargraph/stellargraph,stellargraph,2637,401,61,Python,https://stellargraph.readthedocs.io/,StellarGraph - Machine Learning on Graphs,stellargraph,2023-03-03,2018-04-13,255,10.329602686066032,"['graphs', 'machine-learning', 'machine-learning-algorithms', 'graph-convolutional-networks', 'networkx', 'geometric-deep-learning', 'saliency-map', 'interpretability', 'heterogeneous-networks', 'graph-neural-networks', 'graph-analysis', 'graph-machine-learning', 'gcn', 'link-prediction', 'stellargraph-library', 'graph-data', 'python', 'deep-learning', 'data-science']",2021-10-29,36,4,0.0,16,1,60,16,0,5,5,16.0,12.0,90.0,0.8,39.50931
+483,gis,https://github.com/sentinel-hub/sentinelhub-py,,,,sentinel-hub/sentinelhub-py,sentinelhub-py,677,219,47,Python,http://sentinelhub-py.readthedocs.io/en/latest/,sentinelhub-py: Download and process satellite imagery in Python using Sentinel Hub services.,sentinel-hub,2023-03-03,2017-05-17,302,2.237488196411709,"['python-library', 'sentinel-hub', 'aws', 'ogc-services', 'satellite-imagery']",2023-02-24,44,4,4.69,66,65,71,0,14,9,14,66.0,36.0,90.0,0.5,39.42944
+450,gis,https://github.com/jupyter-widgets/ipyleaflet,,,,jupyter-widgets/ipyleaflet,ipyleaflet,1332,351,61,JavaScript,https://ipyleaflet.readthedocs.io,ipyleaflet: A Jupyter - Leaflet.js bridge,jupyter-widgets,2023-02-24,2014-05-07,460,2.892059553349876,"['jupyterlab-extension', 'leaflet', 'visualization', 'jupyter']",2023-02-10,82,4,1.87,38,8,107,1,4,9,4,38.0,46.0,90.0,1.2,39.33653
+377,ml-interpretability,https://github.com/jalammar/ecco,,,,jalammar/ecco,ecco,1615,118,21,Jupyter Notebook,https://ecco.readthedocs.io,"ecco: Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).",jalammar,2023-03-03,2020-11-07,121,13.331367924528301,"['nlp', 'visualization', 'explorables', 'natural-language-processing', 'pytorch', 'language-models']",2022-01-18,10,5,0.0,2,1,28,14,0,5,5,2.0,2.0,90.0,1.0,39.32555
+1025,term,https://github.com/jazzband/prettytable,,,,jazzband/prettytable,prettytable,968,122,20,Python,https://pypi.org/project/PrettyTable/,prettytable: Display tabular data in a visually appealing ASCII table format,jazzband,2023-03-04,2016-01-15,372,2.600153491941673,"['python', 'package', 'python-3', 'utility-library']",2023-03-02,53,3,1.27,20,13,87,0,6,3,6,20.0,31.0,90.0,1.6,39.22478
+444,gis,https://github.com/toblerity/fiona,,,,toblerity/fiona,Fiona,1024,196,48,Python,https://fiona.readthedocs.io/,Fiona reads and writes geographic data files,toblerity,2023-03-02,2011-12-31,583,1.7560019598236158,"['python', 'gis', 'vector', 'gdal', 'ogr', 'cli', 'cython']",2023-02-26,66,3,1.54,117,98,136,0,8,10,8,117.0,133.0,90.0,1.1,39.21153
+822,study,https://github.com/firmai/industry-machine-learning,,,,firmai/industry-machine-learning,industry-machine-learning,6736,1124,392,Jupyter Notebook,https://www.linkedin.com/company/firmai,industry-machine-learning: A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai),firmai,2023-03-04,2019-05-03,200,33.631954350927245,"['machine-learning', 'jupyter-notebook', 'datascience', 'example', 'python', 'practical-machine-learning', 'data-science', 'firmai']",2021-12-18,6,4,0.0,0,0,47,15,0,0,0,0.0,0.0,90.0,0.0,39.20506
+829,typing,https://github.com/python-attrs/cattrs,,,,python-attrs/cattrs,cattrs,603,86,16,Python,,cattrs: Complex custom class converters for attrs.,python-attrs,2023-03-04,2016-08-28,340,1.7735294117647058,"['attrs', 'deserialization', 'serialization']",2023-03-02,45,5,2.17,21,15,79,0,0,4,4,21.0,48.0,90.0,2.3,39.14243
+796,data,https://github.com/jsonpickle/jsonpickle,,,,jsonpickle/jsonpickle,jsonpickle,1106,155,32,Python,https://jsonpickle.github.io,"jsonpickle: Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.",jsonpickle,2023-03-04,2009-12-10,690,1.6019035795572107,"['json', 'python', 'serialization', 'pickle', 'deserialization', 'objectstorage', 'bsd-3-clause']",2023-02-22,69,6,2.04,23,19,161,0,0,3,3,23.0,40.0,90.0,1.7,39.12769
+857,jupyter,https://github.com/jupyter/nbviewer,,,,jupyter/nbviewer,nbviewer,2061,537,93,Python,https://nbviewer.jupyter.org,nbviewer: nbconvert as a web service: Render Jupyter Notebooks as static web pages,jupyter,2023-03-02,2012-08-05,552,3.733695652173913,"['jupyter', 'jupyter-notebook', 'nbconvert']",2023-01-27,95,6,1.25,18,10,129,1,0,0,0,18.0,21.0,90.0,1.2,39.11943
+256,crypto,https://github.com/bmoscon/cryptofeed,,,,bmoscon/cryptofeed,cryptofeed,1680,544,75,Python,,cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler,bmoscon,2023-03-04,2017-12-16,272,6.173228346456693,"['python', 'trading', 'market-data', 'cryptocurrency', 'bitcoin', 'exchange', 'websockets', 'coinbase', 'binance', 'influxdb', 'asyncio', 'websocket', 'ftx-exchange', 'trading-platform', 'ethereum', 'cryptocurrencies', 'btc', 'crypto', 'coinbase-api']",2023-03-04,107,0,2.15,22,14,63,0,4,14,4,22.0,22.0,90.0,1.0,39.1141
+611,testing,https://github.com/pytest-dev/pytest-cov,,,,pytest-dev/pytest-cov,pytest-cov,1397,192,34,Python,,pytest-cov: Coverage plugin for pytest.,pytest-dev,2023-03-02,2014-04-17,463,3.0144882860665843,"['pytest', 'python']",2023-02-28,82,3,0.63,33,15,108,4,0,5,5,33.0,81.0,90.0,2.5,39.10932
+952,diffusion,https://github.com/coyote-a/ultimate-upscale-for-automatic1111,,,,coyote-a/ultimate-upscale-for-automatic1111,ultimate-upscale-for-automatic1111,201,15,4,Python,,coyote-a/ultimate-upscale-for-automatic1111,coyote-a,2023-03-04,2023-01-02,8,22.693548387096776,[],2023-02-07,4,0,1.19,35,31,2,1,0,0,0,35.0,88.0,90.0,2.5,39.01948
+208,crypto,https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot,,,,cyberpunkmetalhead/binance-volatility-trading-bot,Binance-volatility-trading-bot,3243,760,148,Python,,Binance-volatility-trading-bot: This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.,cyberpunkmetalhead,2023-03-03,2021-05-08,95,34.085585585585584,[],2021-06-10,19,4,0.0,1,0,22,21,0,0,0,1.0,0.0,90.0,0.0,38.97187
+586,ml,https://github.com/merantix-momentum/squirrel-core,,,,merantix-momentum/squirrel-core,squirrel-core,255,6,13,Python,https://squirrel-core.readthedocs.io/,"squirrel-core: A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:",merantix-momentum,2023-03-04,2022-02-11,55,4.612403100775194,"['python', 'ml', 'machine-learning', 'data-science', 'computer-vision', 'cv', 'nlp', 'natural-language-processing', 'ai', 'pytorch', 'tensorflow', 'jax', 'datasets', 'distributed', 'dataops', 'collaboration', 'deep-learning', 'data-mesh', 'data-ingestion', 'cloud-computing']",2023-03-02,13,5,1.69,15,12,13,0,15,14,15,15.0,12.0,90.0,0.8,38.84927
+462,util,https://github.com/rspeer/python-ftfy,,,,rspeer/python-ftfy,python-ftfy,3451,116,75,Python,http://ftfy.readthedocs.org,"python-ftfy: Fixes mojibake and other glitches in Unicode text, after the fact.",rspeer,2023-03-02,2012-08-24,549,6.282704811443433,[],2022-10-25,18,5,0.04,4,1,128,4,0,13,13,4.0,2.0,90.0,0.5,38.72771
+178,nlp,https://github.com/explosion/spacy-models,,,,explosion/spacy-models,spacy-models,1259,283,49,Python,https://spacy.io,spacy-models: 💫  Models for the spaCy Natural Language Processing (NLP) library,explosion,2023-03-03,2017-03-14,311,4.038955087076077,"['spacy', 'nlp', 'natural-language-processing', 'machine-learning', 'models', 'machine-learning-models', 'statistical-models', 'spacy-models']",2023-01-23,14,7,5.08,8,8,73,1,246,136,246,8.0,0.0,90.0,0.0,38.69613
+638,data,https://github.com/dask/fastparquet,,,,dask/fastparquet,fastparquet,642,164,18,Python,,fastparquet: python implementation of the parquet columnar file format.,dask,2023-03-03,2015-11-06,382,1.6793721973094171,['hacktoberfest'],2023-02-09,86,5,1.06,29,29,89,1,0,6,6,29.0,57.0,90.0,2.0,38.5896
+226,sim,https://github.com/facebookresearch/droidlet,,,,facebookresearch/droidlet,fairo,793,79,38,Jupyter Notebook,,fairo: A modular embodied agent architecture and platform for building embodied agents,facebookresearch,2023-02-28,2020-11-02,121,6.507620164126612,[],2023-02-01,43,2,7.54,21,7,28,1,0,0,0,21.0,27.0,90.0,1.3,38.589
+416,ml,https://github.com/bmabey/pyldavis,,,,bmabey/pyldavis,pyLDAvis,1688,350,56,Jupyter Notebook,,pyLDAvis: Python library for interactive topic model visualization. Port of the R LDAvis package.,bmabey,2023-03-02,2015-04-09,412,4.092829927260132,[],2023-02-15,39,5,0.29,38,33,96,1,1,3,1,38.0,33.0,90.0,0.9,38.55142
+955,web,https://github.com/long2ice/fastapi-cache,,,,long2ice/fastapi-cache,fastapi-cache,608,90,9,Python,https://github.com/long2ice/fastapi-cache,"fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.",long2ice,2023-03-03,2020-08-25,131,4.616052060737527,"['cache', 'fastapi', 'redis', 'memcached']",2023-02-15,24,3,1.02,30,21,31,1,3,4,3,30.0,49.0,90.0,1.6,38.41027
+16,perf,https://github.com/eventlet/eventlet,,,,eventlet/eventlet,eventlet,1160,299,63,Python,https://eventlet.net,eventlet: Concurrent networking library for Python,eventlet,2023-03-04,2012-12-11,533,2.1734475374732334,"['python', 'concurrency', 'network', 'c10k', 'greenlet', 'production-ready']",2023-03-01,183,2,0.29,39,21,124,0,0,5,5,39.0,57.0,90.0,1.5,38.40407
+424,debug,https://github.com/gotcha/ipdb,,,,gotcha/ipdb,ipdb,1667,146,27,Python,,ipdb: Integration of IPython pdb,gotcha,2023-03-03,2011-01-15,633,2.6328971119133575,"['python', 'ipython', 'debugger']",2022-12-13,54,7,0.25,23,15,148,3,0,3,3,23.0,38.0,90.0,1.7,38.40238
+724,perf,https://github.com/omyyyy/pycom,,,,omyyyy/pycom,pycom,1100,21,17,C++,,"pycom: A Python compiler, down to native code, using C++",omyyyy,2023-02-22,2022-07-16,33,33.189655172413794,[],2022-08-31,6,2,1.71,0,0,8,6,1,2,1,0.0,0.0,90.0,0.0,38.39113
+379,ml-interpretability,https://github.com/cdpierse/transformers-interpret,,,,cdpierse/transformers-interpret,transformers-interpret,975,86,17,Jupyter Notebook,,transformers-interpret: Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code. ,cdpierse,2023-03-03,2020-05-27,144,6.7440711462450595,"['nlp', 'machine-learning', 'natural-language-processing', 'explainable-ai', 'transformers', 'model-explainability', 'transformers-model', 'captum', 'deep-learning', 'neural-network', 'interpretability', 'computer-vision']",2023-01-14,7,5,0.71,13,1,34,2,3,4,3,13.0,17.0,90.0,1.3,38.36359
+247,util,https://github.com/jorgebastida/awslogs,,,,jorgebastida/awslogs,awslogs,4567,328,59,Python,,awslogs: AWS CloudWatch logs for Humans™,jorgebastida,2023-03-03,2015-01-21,423,10.782124789207419,[],2020-07-10,39,5,0.0,9,1,99,32,0,1,1,9.0,8.0,90.0,0.9,38.33663
+383,nlp,https://github.com/minimaxir/aitextgen,,,,minimaxir/aitextgen,aitextgen,1697,194,37,Python,https://docs.aitextgen.io,aitextgen: A robust Python tool for text-based AI training and generation using GPT-2.,minimaxir,2023-03-03,2019-12-29,166,10.22289156626506,[],2022-08-09,9,4,0.1,18,3,39,7,1,4,1,18.0,24.0,90.0,1.3,38.28995
+808,data,https://github.com/neo4j/neo4j-python-driver,,,,neo4j/neo4j-python-driver,neo4j-python-driver,775,170,98,Python,https://neo4j.com/docs/api/python-driver/current/,neo4j-python-driver: Neo4j Bolt driver for Python,neo4j,2023-02-28,2015-05-05,408,1.8961901433065362,"['python', 'graph-database', 'driver', 'neo4j', 'database-driver', 'protocol', 'cypher', 'query-language', 'python3', 'binary-protocol']",2023-02-27,41,4,2.69,36,32,95,0,19,14,19,36.0,25.0,90.0,0.7,38.2786
+627,gis,https://github.com/makepath/xarray-spatial,,,,makepath/xarray-spatial,xarray-spatial,679,76,24,Python,https://xarray-spatial.org,xarray-spatial: Raster-based Spatial Analytics for Python,makepath,2023-03-03,2020-02-08,160,4.239964317573595,"['python', 'raster-analysis', 'spatial-analysis', 'numba', 'datashader', 'xarray']",2023-03-02,28,4,0.92,97,32,37,0,3,12,3,97.0,36.0,90.0,0.4,38.17577
+639,testing,https://github.com/behave/behave,,,,behave/behave,behave,2778,610,119,Python,,"behave: BDD, Python style.",behave,2023-03-04,2011-10-25,592,4.686912509038322,[],2022-12-19,86,5,0.83,21,12,138,14,0,1,1,21.0,31.0,90.0,1.5,38.16225
+737,pandas,https://github.com/machow/siuba,,,,machow/siuba,siuba,1001,43,21,Python,https://siuba.org,siuba: Python library for using dplyr like syntax with pandas and SQL,machow,2023-03-03,2019-02-09,212,4.718518518518518,"['data-analysis', 'python', 'pandas', 'sql', 'dplyr']",2022-11-16,10,3,2.58,12,2,49,4,10,9,10,12.0,20.0,90.0,1.7,38.13962
+1036,finance,https://github.com/goldmansachs/gs-quant,,,,goldmansachs/gs-quant,gs-quant,1678,340,75,Jupyter Notebook,https://developer.gs.com/discover/products/gs-quant/,gs-quant: Python toolkit for quantitative finance,goldmansachs,2023-02-28,2018-12-14,220,7.617380025940337,"['gs-quant', 'goldman-sachs', 'risk-management', 'trading-strategies', 'derivatives']",2023-03-01,24,2,0.98,2,1,51,0,53,35,53,2.0,0.0,90.0,0.0,38.13774
+413,util,https://github.com/bastibe/python-soundfile,,,,bastibe/python-soundfile,python-soundfile,523,87,17,Python,,"python-soundfile: SoundFile is an audio library based on libsndfile, CFFI, and NumPy",bastibe,2023-02-27,2013-08-27,496,1.0529191832039113,[],2023-02-24,30,5,0.48,18,14,116,0,6,3,6,18.0,70.0,90.0,3.9,38.10323
+419,util,https://github.com/sethmmorton/natsort,,,,sethmmorton/natsort,natsort,734,42,14,Python,https://pypi.org/project/natsort/,natsort: Simple yet flexible natural sorting in Python.,sethmmorton,2023-03-03,2012-05-03,565,1.2981303688731682,"['python', 'natural-sort', 'sorting-interface', 'sorting', 'natsort']",2023-03-02,21,4,1.0,5,5,132,0,0,6,6,5.0,23.0,90.0,4.6,38.0868
+411,util,https://github.com/yaml/pyyaml,,,,yaml/pyyaml,pyyaml,2099,435,49,Python,,pyyaml: Canonical source repository for PyYAML,yaml,2023-03-04,2011-11-03,591,3.549033816425121,"['python', 'yaml']",2022-09-13,40,6,0.04,41,17,138,6,0,4,4,41.0,48.0,90.0,1.2,38.06907
+623,gis,https://github.com/scitools/iris,,,,scitools/iris,iris,538,264,45,Python,https://scitools-iris.readthedocs.io/en/latest/,"iris: A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data",scitools,2023-03-01,2012-08-06,551,0.9748899818793684,"['iris', 'python', 'netcdf', 'grib', 'visualisation', 'data-analysis', 'earth-science', 'meteorology', 'oceanography', 'spaceweather']",2023-02-28,100,2,5.46,168,90,129,0,8,7,8,168.0,251.0,90.0,1.5,38.05354
+895,ml-ops,https://github.com/hi-primus/optimus,,,,hi-primus/optimus,optimus,1342,225,42,Python,https://hi-optimus.com,"optimus: :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark",hi-primus,2023-03-01,2017-07-13,294,4.557981562348375,"['spark', 'pyspark', 'data-wrangling', 'bigdata', 'big-data-cleaning', 'data-science', 'data-cleansing', 'data-cleaner', 'data-transformation', 'machine-learning', 'data-profiling', 'data-extraction', 'data-exploration', 'data-analysis', 'data-preparation', 'cudf', 'dask', 'dask-cudf', 'data-cleaning']",2022-10-17,24,5,3.06,14,7,69,5,6,22,6,14.0,9.0,90.0,0.6,38.05315
+799,data,https://github.com/pallets/itsdangerous,,,,pallets/itsdangerous,itsdangerous,2637,214,57,Python,https://itsdangerous.palletsprojects.com,itsdangerous: Safely pass trusted data to untrusted environments and back.,pallets,2023-03-03,2011-06-24,610,4.320926966292135,"['python', 'security', 'hmac', 'serialization', 'itsdangerous', 'pallets']",2023-03-01,42,4,0.79,18,18,142,0,2,3,2,18.0,1.0,90.0,0.1,37.99431
+563,gis,https://github.com/geopandas/dask-geopandas,,,,geopandas/dask-geopandas,dask-geopandas,361,37,22,Python,https://dask-geopandas.readthedocs.io/,dask-geopandas: Parallel GeoPandas with Dask,geopandas,2023-03-04,2020-02-13,159,2.264336917562724,[],2023-02-27,17,7,0.44,19,12,37,0,6,4,6,19.0,36.0,90.0,1.9,37.97535
+616,testing,https://github.com/pytest-dev/pytest-bdd,,,,pytest-dev/pytest-bdd,pytest-bdd,1130,189,53,Python,https://pytest-bdd.readthedocs.io/en/latest/,pytest-bdd: BDD library for the py.test runner,pytest-dev,2023-03-02,2013-03-29,518,2.1802646085997797,[],2023-02-27,54,4,3.65,21,15,121,0,2,10,2,21.0,21.0,90.0,1.0,37.93345
+136,nlp,https://github.com/ddangelov/top2vec,,,,ddangelov/top2vec,Top2Vec,2443,337,38,Python,,"Top2Vec learns jointly embedded topic, document and word vectors.",ddangelov,2023-03-03,2020-03-20,154,15.834259259259259,"['topic-modeling', 'word-embeddings', 'document-embedding', 'topic-vector', 'topic-search', 'text-search', 'text-semantic-similarity', 'topic-modelling', 'semantic-search', 'bert', 'top2vec', 'sentence-transformers', 'sentence-encoder', 'pre-trained-language-models']",2023-01-26,2,0,0.21,26,10,36,1,2,7,2,26.0,27.0,90.0,1.0,37.90145
+710,ml,https://github.com/google-research/deeplab2,,,,google-research/deeplab2,deeplab2,874,146,22,Python,,"DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.",google-research,2023-03-02,2021-05-12,94,9.241691842900302,[],2023-01-17,12,4,0.79,9,5,22,2,0,0,0,9.0,12.0,90.0,1.3,37.88977
+881,time-series,https://github.com/pastas/pastas,,,,pastas/pastas,pastas,295,55,18,Python,https://pastas.readthedocs.io,pastas: :spaghetti: Pastas is an open-source Python framework for the analysis of groundwater time series.,pastas,2023-03-01,2016-04-15,359,0.8210735586481114,"['hydrology', 'groundwater', 'python', 'timeseries', 'analysis', 'pastas']",2023-02-07,17,8,4.6,177,132,84,1,7,4,7,177.0,310.0,90.0,1.8,37.81202
+251,ml-dl,https://github.com/tensorflow/similarity,,,,tensorflow/similarity,similarity,926,91,31,Python,,similarity: TensorFlow Similarity is a python package focused on making similarity learning quick and easy.,tensorflow,2023-03-02,2020-06-15,141,6.527693856998993,"['similarity-learning', 'metric-learning', 'similarity-search', 'nearest-neighbor-search', 'nearest-neighbors', 'deep-learning', 'tensorflow', 'contrastive-learning', 'machine-learning', 'unsupervised-learning', 'clustering', 'python', 'simclr', 'simclr2', 'barlow-twins', 'simsiam', 'cosine-similarity', 'knn']",2023-01-16,23,3,0.69,16,7,33,2,1,1,1,16.0,24.0,90.0,1.5,37.80098
+935,web,https://github.com/koxudaxi/fastapi-code-generator,,,,koxudaxi/fastapi-code-generator,fastapi-code-generator,669,75,15,Python,,fastapi-code-generator: This code generator creates FastAPI app from an openapi file.,koxudaxi,2023-03-04,2020-06-14,142,4.711267605633803,"['fastapi', 'openapi', 'generator', 'python', 'pydantic']",2023-02-15,18,3,0.65,34,22,33,1,4,14,4,34.0,42.0,90.0,1.2,37.79949
+951,diffusion,https://github.com/lunarring/latentblending,,,,lunarring/latentblending,latentblending,206,18,12,Python,,"latentblending: Create butter-smooth transitions between prompts, powered by stable diffusion",lunarring,2023-03-03,2022-11-19,15,13.60377358490566,"['animation', 'diffusion', 'stable-diffusion']",2023-03-02,9,0,3.27,9,7,3,0,0,0,0,9.0,28.0,90.0,3.1,37.75055
+203,viz,https://github.com/ml-tooling/opyrator,,,,ml-tooling/opyrator,opyrator,2802,137,49,Python,https://opyrator-playground.mltooling.org,"opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.",ml-tooling,2023-03-03,2021-04-06,99,28.10028653295129,"['fastapi', 'streamlit', 'pydantic', 'python', 'microservices', 'serverless', 'faas', 'functions', 'python-functions', 'machine-learning', 'deployment', 'type-hints']",2021-05-06,4,0,0.0,9,5,23,22,0,6,6,9.0,6.0,90.0,0.7,37.73274
+414,nlp,https://github.com/chrismattmann/tika-python,,,,chrismattmann/tika-python,tika-python,1245,226,38,Python,,Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.,chrismattmann,2023-03-04,2014-06-26,453,2.7457466918714557,"['tika-server', 'python', 'tika-python', 'tika-server-jar', 'parser-interface', 'parse', 'translation-interface', 'usc', 'text-extraction', 'mime', 'buffer', 'memex', 'text-recognition', 'detection', 'recognition', 'nlp', 'nlp-machine-learning', 'nlp-library', 'covid-19', 'extraction']",2023-01-22,68,4,0.25,93,91,106,1,2,3,2,94.0,83.0,90.0,0.9,37.70298
+12,nlp,https://github.com/dialogflow/dialogflow-python-client-v2,,,,dialogflow/dialogflow-python-client-v2,python-dialogflow,387,145,53,Python,https://dialogflow.com/,python-dialogflow: Python client for Dialogflow: Design and integrate a conversational user interface into your applications and devices.,dialogflow,2023-03-03,2017-10-24,279,1.3835546475995915,"['python', 'machine-learning', 'dialogflow']",2023-03-04,34,6,2.12,35,33,65,0,15,9,15,35.0,38.0,90.0,1.1,37.70092
+785,study,https://github.com/cosmicpython/book,,,,cosmicpython/book,book,2873,490,94,Python,https://www.cosmicpython.com,"book: A Book about Pythonic Application Architecture Patterns for Managing Complexity.  Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it ""Cosmic Python"" tho.",cosmicpython,2023-03-03,2019-02-05,212,13.5063801208865,[],2023-02-06,44,3,0.17,2,0,50,1,0,0,0,2.0,0.0,90.0,0.0,37.67718
+21,nlp,https://github.com/facebookresearch/drqa,,,,facebookresearch/drqa,DrQA,4349,903,165,Python,,DrQA: Reading Wikipedia to Answer Open-Domain Questions,facebookresearch,2023-03-02,2017-07-07,295,14.728108369617804,[],2021-05-18,12,5,0.0,2,0,69,22,0,0,0,2.0,2.0,90.0,1.0,37.62041
+671,perf,https://github.com/brandtbucher/specialist,,,,brandtbucher/specialist,specialist,516,9,10,Python,,"specialist: Visualize CPython 3.11's specializing, adaptive interpreter. :fire:",brandtbucher,2023-02-27,2022-06-01,39,13.03971119133574,[],2023-03-01,3,2,1.04,2,2,9,0,10,14,10,2.0,0.0,90.0,0.0,37.57398
+943,web,https://github.com/aeternalis-ingenium/fastapi-backend-template,,,,aeternalis-ingenium/fastapi-backend-template,FastAPI-Backend-Template,289,49,10,Python,,"FastAPI-Backend-Template: A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.",aeternalis-ingenium,2023-03-03,2022-12-05,12,22.477777777777778,"['asynchronous', 'docker', 'docker-compose', 'fastapi', 'postgresql', 'python', 'sqlalchemy', 'codecov', 'githubactions', 'jwt', 'pre-commit', 'alembic', 'asyncpg', 'coverage', 'pytest']",2023-02-05,4,2,1.19,13,12,3,1,0,0,0,13.0,3.0,90.0,0.2,37.53234
+792,gis,https://github.com/kvos/coastsat,,,,kvos/coastsat,CoastSat,505,206,23,Jupyter Notebook,http://coastsat.wrl.unsw.edu.au/,CoastSat: Global shoreline mapping tool from satellite imagery,kvos,2023-02-24,2018-09-28,231,2.1834465719579987,"['google-earth-engine', 'earth-engine', 'remote-sensing', 'satellite-images', 'coastal-engineering', 'shoreline-detection']",2023-02-23,15,5,1.42,29,20,54,0,4,3,4,29.0,48.0,90.0,1.7,37.50163
+296,sim,https://github.com/openai/mujoco-py,,,,openai/mujoco-py,mujoco-py,2395,741,167,Cython,,"mujoco-py: MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.",openai,2023-03-03,2016-04-24,358,6.689944134078212,[],2022-11-17,33,3,0.02,27,3,83,4,0,1,1,27.0,29.0,90.0,1.1,37.4868
+146,util,https://github.com/zenodo/zenodo,,,,zenodo/zenodo,zenodo,765,228,40,Python,https://zenodo.org,zenodo: Research. Shared.,zenodo,2023-03-03,2013-02-11,524,1.4575394665215025,"['zenodo', 'invenio', 'python', 'research-data-repository', 'research-data-management', 'flask', 'digital-library', 'open-science', 'open-access', 'scientific-publications', 'library-management', 'elasticsearch', 'postgresql', 'inveniosoftware']",2023-03-02,67,5,1.5,406,58,122,0,0,42,42,406.0,59.0,90.0,0.1,37.44538
+477,pandas,https://github.com/holoviz/hvplot,,,,holoviz/hvplot,hvplot,721,83,23,Python,https://hvplot.holoviz.org,"hvplot: A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews",holoviz,2023-03-01,2018-03-19,258,2.785320088300221,"['holoviz', 'holoviews', 'plotting', 'datashader']",2023-02-10,39,4,2.0,57,12,60,1,3,22,3,57.0,68.0,90.0,1.2,37.35737
+637,ml,https://github.com/dask/dask-ml,,,,dask/dask-ml,dask-ml,836,237,41,Python,http://ml.dask.org,dask-ml: Scalable Machine Learning with Dask,dask,2023-03-04,2017-06-15,298,2.8013403542364768,['hacktoberfest'],2023-02-10,77,7,0.25,20,7,70,1,1,6,1,20.0,29.0,90.0,1.4,37.3017
+697,util,https://github.com/grantjenks/python-diskcache,,,,grantjenks/python-diskcache,python-diskcache,1710,107,19,Python,http://www.grantjenks.com/docs/diskcache/,python-diskcache: Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.,grantjenks,2023-03-03,2016-02-03,369,4.626981059141863,"['python', 'cache', 'persistence', 'key-value-store', 'filesystem']",2022-02-20,24,2,0.0,8,4,86,13,0,12,12,8.0,24.0,90.0,3.0,37.21101
+311,util,https://github.com/linkedin/shiv,,,,linkedin/shiv,shiv,1556,85,26,Python,,"shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.",linkedin,2023-03-01,2018-03-13,259,5.991199119911991,[],2022-11-04,39,4,0.15,5,3,61,4,2,4,2,5.0,5.0,90.0,1.0,37.00993
+448,gis,https://github.com/pysal/pysal,1.0,,,pysal/pysal,pysal,1117,292,81,Jupyter Notebook,http://pysal.org/pysal,PySAL: Python Spatial Analysis Library Meta-Package,pysal,2023-03-02,2013-02-19,523,2.1328423349699945,[],2023-01-28,77,6,0.23,6,6,122,1,4,3,4,6.0,8.0,90.0,1.3,36.92651
+204,debug,https://github.com/alexmojaki/snoop,,,,alexmojaki/snoop,snoop,901,31,17,Python,,"snoop: A powerful set of Python debugging tools, based on PySnooper",alexmojaki,2023-03-03,2019-05-13,198,4.530890804597701,"['python', 'debugging', 'debugger', 'debugging-tools', 'logging']",2022-12-22,22,6,0.17,12,3,46,2,0,1,1,12.0,19.0,90.0,1.6,36.90408
+390,diffusion,https://github.com/openai/glide-text2im,,,,openai/glide-text2im,glide-text2im,3041,434,124,Python,,glide-text2im: GLIDE: a diffusion-based text-conditional image synthesis model,openai,2023-03-04,2021-12-10,64,47.30444444444444,[],2022-03-21,4,1,0.0,0,0,15,12,0,0,0,0.0,0.0,90.0,0.0,36.87933
+360,ml-ops,https://github.com/tensorflow/data-validation,,,,tensorflow/data-validation,data-validation,699,150,49,Python,,data-validation: Library for exploring and validating machine learning data,tensorflow,2023-03-04,2018-07-02,243,2.866432337434095,[],2023-03-02,25,2,2.58,9,5,57,0,5,9,5,9.0,14.0,90.0,1.6,36.85997
+683,ml,https://github.com/nvidia/cuda-python,,,,nvidia/cuda-python,cuda-python,548,43,22,Python,https://nvidia.github.io/cuda-python/,cuda-python: CUDA Python Low-level Bindings,nvidia,2023-03-04,2021-06-28,87,6.23739837398374,[],2023-02-28,2,1,0.21,12,12,20,0,6,6,6,12.0,27.0,90.0,2.2,36.80431
+841,perf,https://github.com/joblib/loky,,,,joblib/loky,loky,445,43,10,Python,http://loky.readthedocs.io/en/stable/,loky: Robust and reusable Executor for joblib,joblib,2023-03-02,2015-12-25,375,1.1857632280167492,"['multiprocessing-library', 'python']",2023-03-02,17,6,0.42,24,15,88,0,0,5,5,24.0,65.0,90.0,2.7,36.66679
+503,gis,https://github.com/google/earthengine-api,,,,google/earthengine-api,earthengine-api,2143,918,207,JavaScript,,earthengine-api: Python and JavaScript bindings for calling the Earth Engine API.,google,2023-03-03,2015-04-22,410,5.21955462769659,[],2023-03-01,36,1,0.0,5,2,96,0,0,32,32,5.0,2.0,90.0,0.4,36.66041
+18,nlp,https://github.com/explosion/spacy-streamlit,,,,explosion/spacy-streamlit,spacy-streamlit,635,103,17,Python,https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py,spacy-streamlit: 👑 spaCy building blocks and visualizers for Streamlit apps,explosion,2023-03-03,2020-06-23,140,4.5126903553299496,"['spacy', 'nlp', 'natural-language-processing', 'visualizers', 'dependency-parsing', 'part-of-speech-tagging', 'named-entity-recognition', 'ner', 'streamlit', 'visualizer', 'text-classification', 'word-vectors', 'tokenization', 'machine-learning']",2023-02-27,12,5,0.27,3,3,33,0,3,4,3,3.0,3.0,90.0,1.0,36.61668
+837,finance,https://github.com/idanya/algo-trader,,,,idanya/algo-trader,algo-trader,635,67,22,Python,,"algo-trader: Trading bot with support for realtime trading, backtesting, custom strategies and much more.",idanya,2023-03-03,2021-09-14,76,8.277467411545624,"['algorithmic-trading', 'backtesting', 'crypto-bot', 'python', 'technical-analysis', 'trading-bot', 'trading-strategies']",2023-03-02,4,2,0.62,12,11,18,0,6,4,6,12.0,2.0,90.0,0.2,36.601
+752,study,https://github.com/karpathy/micrograd,,,,karpathy/micrograd,micrograd,4218,460,93,Jupyter Notebook,,micrograd: A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API,karpathy,2023-03-04,2020-04-13,150,27.960227272727273,[],2020-04-18,2,1,0.0,8,3,35,35,0,0,0,8.0,8.0,90.0,1.0,36.56893
+874,time-series,https://github.com/alkaline-ml/pmdarima,,,,alkaline-ml/pmdarima,pmdarima,1327,220,36,Python,https://www.alkaline-ml.com/pmdarima,"pmdarima: A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.",alkaline-ml,2023-02-24,2017-03-30,309,4.288550323176362,"['arima', 'time-series', 'forecasting', 'forecasting-models', 'python', 'econometrics', 'pmdarima', 'machine-learning', 'sarimax']",2022-12-20,22,5,0.4,10,5,72,2,5,7,5,10.0,5.0,90.0,0.5,36.54607
+113,nlp,https://github.com/huggingface/neuralcoref,,,,huggingface/neuralcoref,neuralcoref,2653,460,97,C,https://huggingface.co/coref/,neuralcoref: ✨Fast Coreference Resolution in spaCy with Neural Networks,huggingface,2023-02-26,2017-07-03,295,8.967165620473201,"['python', 'machine-learning', 'coreference', 'spacy', 'coreference-resolution', 'spacy-extension', 'spacy-pipeline', 'nlp', 'neural-networks', 'pytorch']",2021-06-22,21,6,0.0,4,2,69,21,0,1,1,4.0,3.0,90.0,0.8,36.52177
+42,nlp,https://github.com/life4/textdistance,,,,life4/textdistance,textdistance,3064,241,61,Python,,"textdistance: Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.",life4,2023-02-28,2017-05-05,304,10.069483568075118,"['distance', 'algorithm', 'python', 'textdistance', 'hamming-distance', 'levenshtein-distance', 'damerau-levenshtein', 'damerau-levenshtein-distance', 'algorithms', 'distance-calculation', 'jellyfish', 'diff', 'levenshtein']",2022-09-18,13,5,0.79,0,0,71,6,3,2,3,0.0,0.0,90.0,0.0,36.41447
+592,gis,https://github.com/matplotlib/basemap,,,,matplotlib/basemap,basemap,712,395,60,Python,,basemap: Plot on map projections (with coastlines and political boundaries) using matplotlib,matplotlib,2023-03-04,2011-02-19,628,1.1335001137138958,"['gis', 'maps', 'plots']",2022-11-29,69,6,2.1,5,3,147,3,4,3,4,5.0,18.0,90.0,3.6,36.41371
+508,data,https://github.com/facebookresearch/mephisto,,,,facebookresearch/mephisto,Mephisto,263,59,15,JavaScript,https://mephisto.ai/,Mephisto: A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use. ,facebookresearch,2023-02-19,2019-08-19,184,1.4227202472952087,[],2023-02-18,36,3,13.58,67,56,43,0,5,6,5,67.0,63.0,90.0,0.9,36.37465
+1000,finance,https://github.com/quantopian/pyfolio,,,,quantopian/pyfolio,pyfolio,4845,1553,306,Jupyter Notebook,https://quantopian.github.io/pyfolio,pyfolio: Portfolio and risk analytics in Python,quantopian,2023-03-05,2015-06-01,404,11.967184191954834,[],2020-07-15,56,3,0.0,3,1,94,37,0,2,2,3.0,1.0,90.0,0.3,36.32639
+984,template,https://github.com/janetech-inc/fast-api-admin-template,,,,janetech-inc/fast-api-admin-template,fast-api-admin-template,96,10,3,JavaScript,,fast-api-admin-template:  A test driven micro-service template to build and deploy a fast-api service with admin feature.,janetech-inc,2023-03-04,2023-02-15,2,37.333333333333336,[],2023-03-01,1,1,0.25,11,0,1,0,0,0,0,11.0,0.0,90.0,0.0,36.30454
+541,util,https://github.com/pdoc3/pdoc,,,,pdoc3/pdoc,pdoc,942,136,8,Python,https://pdoc3.github.io/pdoc/,pdoc:  :snake: :arrow_right: :scroll:  Auto-generate API documentation for Python projects,pdoc3,2023-02-27,2019-01-02,217,4.3296126066973075,"['documentation', 'generator', 'documentation-generator', 'documentation-tool', 'documentation-dumper', 'api-documentation', 'python', 'python3', 'docs', 'docs-generator', 'docstrings', 'docstring', 'docstring-documentation', 'pdoc', 'hacktoberfest']",2022-12-21,58,3,0.1,9,2,51,2,0,11,11,9.0,5.0,90.0,0.6,36.28003
+975,ml,https://github.com/tanelp/tiny-diffusion,,,,tanelp/tiny-diffusion,tiny-diffusion,357,25,7,Jupyter Notebook,,tiny-diffusion: A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.,tanelp,2023-03-03,2023-01-13,7,49.0,[],2023-02-19,1,0,0.06,2,1,2,0,0,0,0,2.0,0.0,90.0,0.0,36.25654
+911,ml,https://github.com/cvxgrp/pymde,,,,cvxgrp/pymde,pymde,465,26,9,Python,https://pymde.org,pymde: Minimum-distortion embedding with PyTorch,cvxgrp,2023-02-19,2020-11-29,118,3.940677966101695,"['embedding', 'visualization', 'feature-vectors', 'machine-learning', 'dimensionality-reduction', 'graph-embedding', 'pytorch', 'cuda', 'gpu']",2022-11-20,10,7,0.25,4,1,28,3,3,8,3,4.0,10.0,90.0,2.5,36.10599
+191,ml,https://github.com/awslabs/dgl-ke,,,,awslabs/dgl-ke,dgl-ke,1078,183,23,Python,https://dglke.dgl.ai/doc/,"dgl-ke: High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.",awslabs,2023-03-03,2020-03-03,156,6.878760255241568,"['machine-learning', 'knowledge-graph', 'knowledge-graphs-embeddings', 'graph-learning', 'dgl']",2022-11-18,25,5,0.06,8,2,37,4,0,1,1,8.0,6.0,90.0,0.8,36.08644
+233,crypto,https://github.com/ethereum/py-evm,,,,ethereum/py-evm,py-evm,1933,578,97,Python,https://py-evm.readthedocs.io/en/latest/,py-evm: A Python implementation of the Ethereum Virtual Machine,ethereum,2023-03-03,2016-12-27,322,5.989818503762727,"['evm', 'ethereum', 'python', 'ethereum-virtual-machine']",2022-12-16,80,2,0.58,6,1,75,3,0,17,17,6.0,0.0,90.0,0.0,36.04289
+717,gis,https://github.com/weecology/deepforest,,,,weecology/deepforest,DeepForest,341,132,15,JavaScript,https://deepforest.readthedocs.io/,DeepForest: Python Package for Tree Crown Detection in Airborne RGB imagery,weecology,2023-03-04,2018-03-07,260,1.3086622807017543,[],2023-02-22,11,5,0.44,31,10,61,0,0,13,13,31.0,71.0,90.0,2.3,36.00837
+629,util,https://github.com/pyca/bcrypt,,,,pyca/bcrypt,bcrypt,978,136,28,Python,,bcrypt: Modern(-ish) password hashing for your software and your servers,pyca,2023-03-03,2013-05-11,512,1.909623430962343,['python'],2023-02-27,31,4,3.33,57,57,119,0,0,2,2,57.0,21.0,90.0,0.4,35.98399
+219,template,https://github.com/tezromach/python-package-template,1.0,,,tezromach/python-package-template,python-package-template,927,92,6,Python,,python-package-template: 🚀 Your next Python package needs a bleeding-edge project structure.,tezromach,2023-03-04,2020-04-15,150,6.156546489563567,"['python', 'cookiecutter', 'best-practices', 'semantic-versions', 'python-packages', 'codestyle', 'formatters', 'makefile', 'poetry', 'template']",2022-05-18,13,2,0.02,103,74,35,10,0,8,8,103.0,74.0,90.0,0.7,35.809
+825,gis,https://github.com/datasystemslab/geotorch,,,,datasystemslab/geotorch,GeoTorchAI,309,21,9,Python,https://kanchanchy.github.io/geotorchai/,GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036),datasystemslab,2023-03-03,2022-05-23,40,7.562937062937063,"['classification-model', 'convlstm-pytorch', 'deep-learning', 'deep-neural-networks', 'deepsat', 'prediction-model', 'raster-data', 'satellite-images', 'segmentation-models', 'sequence-models', 'spatial-data-analysis', 'spatio-temporal-analysis', 'spatio-temporal-models', 'spatio-temporal-prediction', 'st-resnet', 'satellite-classification']",2023-02-05,4,2,2.6,19,10,10,1,1,1,1,19.0,24.0,90.0,1.3,35.77317
+702,data,https://github.com/pyeve/cerberus,,,,pyeve/cerberus,cerberus,2943,230,48,Python,http://python-cerberus.org,"cerberus: Lightweight, extensible data validation library for Python",pyeve,2023-03-04,2012-10-10,542,5.424170616113744,"['python', 'data-validation']",2021-05-05,63,4,0.0,7,2,127,22,0,2,2,7.0,9.0,90.0,1.3,35.77252
+898,gis,https://github.com/amazon-science/earth-forecasting-transformer,,,,amazon-science/earth-forecasting-transformer,earth-forecasting-transformer,176,30,10,Jupyter Notebook,,earth-forecasting-transformer: Official implementation of Earthformer,amazon-science,2023-03-03,2022-09-12,24,7.080459770114943,[],2023-02-03,6,5,0.77,9,7,6,1,0,0,0,9.0,17.0,90.0,1.9,35.67581
+149,data,https://github.com/simple-salesforce/simple-salesforce,,,,simple-salesforce/simple-salesforce,simple-salesforce,1402,615,89,Python,,simple-salesforce: A very simple Salesforce.com REST API client for Python,simple-salesforce,2023-02-28,2013-01-17,528,2.653149499864828,"['salesforce', 'api', 'api-client', 'python']",2023-01-18,75,3,0.21,55,29,123,2,4,4,4,55.0,35.0,90.0,0.6,35.60143
+111,ml,https://github.com/teamhg-memex/eli5,,,,teamhg-memex/eli5,eli5,2651,326,70,Jupyter Notebook,http://eli5.readthedocs.io,eli5: A library for debugging/inspecting machine learning classifiers and explaining their predictions,teamhg-memex,2023-03-04,2016-09-15,337,7.856477561388654,"['scikit-learn', 'machine-learning', 'xgboost', 'lightgbm', 'crfsuite', 'inspection', 'explanation', 'nlp', 'data-science', 'python']",2020-01-22,14,6,0.0,1,0,79,38,0,4,4,1.0,1.0,90.0,1.0,35.43505
+275,crypto,https://github.com/ethtx/ethtx,,,,ethtx/ethtx,ethtx,405,64,16,Python,https://www.ethtx.info,ethtx: Python package with core transaction decoding functions.,ethtx,2023-03-04,2021-06-28,87,4.609756097560975,[],2022-12-01,6,2,0.98,2,1,20,3,11,22,11,2.0,6.0,90.0,3.0,35.4269
+299,util,https://github.com/julienpalard/pipe,,,,julienpalard/pipe,Pipe,1598,103,27,Python,,Pipe: A Python library to use infix notation in Python,julienpalard,2023-02-27,2010-04-08,673,2.3729316928298685,[],2022-11-16,25,5,0.29,4,2,157,4,1,0,1,4.0,15.0,90.0,3.8,35.41964
+593,gis,https://github.com/geopython/owslib,,,,geopython/owslib,OWSLib,322,262,30,Python,https://geopython.github.io/OWSLib,"OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.",geopython,2023-02-27,2012-01-13,581,0.5539444580978127,[],2023-02-24,140,6,1.13,29,15,136,0,6,7,6,29.0,37.0,90.0,1.3,35.36832
+711,gis,https://github.com/mcordts/cityscapesscripts,,,,mcordts/cityscapesscripts,cityscapesScripts,1874,578,45,Python,,cityscapesScripts: README and scripts for the Cityscapes Dataset,mcordts,2023-02-25,2016-02-20,367,5.104280155642023,[],2022-10-22,17,4,0.02,12,6,86,4,0,0,0,12.0,19.0,90.0,1.6,35.35661
+956,util,https://github.com/cqcl/tket,,,,cqcl/tket,tket,167,30,14,C++,,"tket: Source code for the TKET quantum compiler, Python bindings and utilities",cqcl,2023-03-03,2021-09-13,76,2.1728624535315983,"['quantum-computing', 'compiler']",2023-02-28,22,2,7.25,109,93,18,0,47,57,47,109.0,54.0,90.0,0.5,35.3488
+712,ml-ops,https://github.com/unionai-oss/unionml,,,,unionai-oss/unionml,unionml,266,37,4,Python,https://www.union.ai/unionml,UnionML: the easiest way to build and deploy machine learning microservices,unionai-oss,2023-03-04,2021-11-17,67,3.936575052854123,"['machine-learning', 'mlops', 'hacktoberfest']",2022-12-21,15,5,4.4,18,2,16,2,18,14,18,18.0,6.0,90.0,0.3,35.18748
+174,util,https://github.com/liiight/notifiers,,,,liiight/notifiers,notifiers,2397,93,33,Python,http://notifiers.readthedocs.io/,notifiers: The easy way to send notifications,liiight,2023-03-03,2017-06-01,300,7.978601997146933,"['python', 'notifications', 'notifier', 'notification-service', 'python3', 'pypi']",2022-07-14,19,2,0.29,5,1,70,8,0,5,5,5.0,2.0,90.0,0.4,35.1873
+968,ml,https://github.com/keras-rl/keras-rl,,,,keras-rl/keras-rl,keras-rl,5380,1360,211,Python,http://keras-rl.readthedocs.io/,keras-rl: Deep Reinforcement Learning for Keras.,keras-rl,2023-03-02,2016-07-02,348,15.453426343865408,"['keras', 'tensorflow', 'theano', 'reinforcement-learning', 'neural-networks', 'machine-learning']",2019-11-11,41,1,0.0,2,2,81,40,0,1,1,2.0,1.0,90.0,0.5,35.17948
+590,template,https://github.com/buuntu/fastapi-react,,,,buuntu/fastapi-react,fastapi-react,1528,259,37,Python,,"fastapi-react: 🚀   Cookiecutter Template for FastAPI + React Projects.  Using PostgreSQL, SQLAlchemy, and Docker",buuntu,2023-03-04,2020-03-21,154,9.912882298424467,"['fastapi', 'postgres', 'cookiecutter', 'react', 'react-admin', 'nginx', 'boilerplate', 'full-stack', 'typescript', 'sqlalchemy', 'jwt', 'oauth2', 'docker']",2022-02-18,13,5,0.0,4,2,36,13,0,1,1,4.0,2.0,90.0,0.5,35.10223
+446,gis,https://github.com/pysal/spopt,,,,pysal/spopt,spopt,187,34,13,Python,https://pysal.org/spopt/,spopt: Spatial Optimization,pysal,2023-02-13,2019-03-01,209,0.8935153583617748,"['spatial-optimization', 'regionalization', 'facility-location', 'routing', 'transportation', 'spatial-analysis', 'location-allocation', 'location-modeling', 'resource-planning', 'python']",2023-03-02,17,4,6.58,56,47,49,0,6,4,6,56.0,82.0,90.0,1.5,34.98435
+838,util,https://github.com/carlospuenteg/file-injector,,,,carlospuenteg/file-injector,File-Injector,397,19,7,Python,,File-Injector: File Injector is a script that allows you to store any file in an image using steganography,carlospuenteg,2023-03-04,2022-10-22,19,20.738805970149254,"['image', 'image-manipulation', 'image-processing', 'noise', 'numpy', 'photography', 'python', 'python3', 'file', 'files', 'extraction', 'injection', 'storage', 'steganography', 'file-injection', 'file-injector']",2022-11-18,1,0,0.77,1,0,4,4,13,40,13,1.0,1.0,90.0,1.0,34.84104
+475,viz,https://github.com/holoviz/holoviz,1.0,,,holoviz/holoviz,holoviz,661,116,35,Python,https://holoviz.org/,holoviz: High-level tools to simplify visualization in Python.,holoviz,2023-03-01,2017-09-22,284,2.3251256281407033,"['holoviz', 'holoviews', 'geoviews', 'datashader', 'panel', 'hvplot', 'colorcet']",2023-01-30,21,2,0.71,19,16,66,1,0,15,15,19.0,24.0,90.0,1.3,34.82351
+32,nlp,https://github.com/jamesturk/jellyfish,,,,jamesturk/jellyfish,jellyfish,1799,152,42,Python,https://jamesturk.github.io/jellyfish/,jellyfish: 🪼 a python library for doing approximate and phonetic matching of strings.,jamesturk,2023-03-03,2010-07-09,660,2.724578104716573,"['python', 'levenshtein', 'soundex', 'hamming', 'metaphone', 'jaro-winkler', 'fuzzy-search', 'hacktoberfest']",2023-02-03,28,7,0.35,4,4,154,1,0,2,2,4.0,2.0,90.0,0.5,34.72997
+254,ml,https://github.com/amzn/pecos,,,,amzn/pecos,pecos,403,89,21,Python,https://libpecos.org/,PECOS - Prediction for Enormous and Correlated Spaces,amzn,2023-02-28,2020-08-12,133,3.0171122994652406,"['machine-learning-algorithms', 'extreme-multi-label-classification', 'extreme-multi-label-ranking', 'transformers', 'approximate-nearest-neighbor-search']",2023-02-28,25,3,1.1,49,45,31,0,3,3,3,49.0,18.0,90.0,0.4,34.71854
+805,web,https://github.com/flipkart-incubator/astra,,,,flipkart-incubator/astra,Astra,2184,361,85,Python,,Astra: Automated Security Testing For REST API's,flipkart-incubator,2023-03-03,2018-01-10,268,8.13191489361702,"['security', 'restapiautomation', 'python', 'owasp', 'penetration-testing-framework', 'postman-collection', 'ci-cd', 'sdlc', 'penetration-testing', 'security-automation']",2023-02-16,12,3,0.02,7,0,63,1,0,0,0,7.0,3.0,90.0,0.4,34.66264
+861,ml-ops,https://github.com/astronomer/airflow-chart,,,,astronomer/airflow-chart,airflow-chart,248,89,44,Python,,airflow-chart: A Helm chart to install Apache Airflow on Kubernetes,astronomer,2023-03-02,2020-01-22,162,1.5254833040421794,"['helm-chart', 'airflow', 'apache-airflow', 'kubernetes']",2023-03-02,48,3,1.9,35,34,38,0,17,29,17,35.0,24.0,90.0,0.7,34.65679
+484,gis,https://github.com/sentinelsat/sentinelsat,,,,sentinelsat/sentinelsat,sentinelsat,850,230,60,Python,https://sentinelsat.readthedocs.io,sentinelsat: Search and download Copernicus Sentinel satellite images,sentinelsat,2023-03-04,2015-05-22,406,2.092123769338959,"['sentinel', 'copernicus', 'esa', 'remote-sensing', 'satellite-imagery', 'geographic-data', 'open-data', 'hacktoberfest']",2022-11-03,42,4,0.13,9,2,95,4,0,3,3,9.0,26.0,90.0,2.9,34.64019
+571,gis,https://github.com/developmentseed/geojson-pydantic,,,,developmentseed/geojson-pydantic,geojson-pydantic,126,28,11,Python,,geojson-pydantic: Pydantic data models for the GeoJSON spec,developmentseed,2023-03-03,2020-05-21,145,0.8664047151277013,"['geojson', 'pydantic', 'geojson-spec']",2023-03-01,19,6,1.5,25,20,34,0,0,5,5,25.0,66.0,90.0,2.6,34.62991
+1007,finance,https://github.com/cuemacro/finmarketpy,,,,cuemacro/finmarketpy,finmarketpy,3065,482,217,Python,http://www.cuemacro.com,finmarketpy: Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians),cuemacro,2023-03-02,2015-02-19,419,7.307561307901907,"['python', 'trading-strategies', 'backtesting-trading-strategies']",2022-12-20,14,1,0.04,1,0,98,2,0,2,2,1.0,1.0,90.0,1.0,34.5398
+467,math,https://github.com/lukaszahradnik/pyneuralogic,,,,lukaszahradnik/pyneuralogic,PyNeuraLogic,216,18,5,Python,https://pyneuralogic.readthedocs.io/,PyNeuraLogic lets you use Python to create Differentiable Logic Programs,lukaszahradnik,2023-02-25,2020-12-06,117,1.8461538461538463,"['machine-learning', 'deep-learning', 'graph-neural-networks', 'relational-learning', 'python', 'geometric-deep-learning', 'pytorch', 'logic-programming', 'differentiable-programming']",2023-03-03,3,2,5.98,5,4,27,0,17,18,17,5.0,15.0,90.0,3.0,34.53826
+624,viz,https://github.com/enthought/mayavi,,,,enthought/mayavi,mayavi,1088,265,97,Python,http://docs.enthought.com/mayavi/mayavi/,mayavi: 3D visualization of scientific data in Python,enthought,2023-03-01,2011-01-24,631,1.721908207099254,[],2022-10-18,93,6,0.96,23,4,147,5,0,3,3,23.0,28.0,90.0,1.2,34.52375
+754,ml-dl,https://github.com/samuela/git-re-basin,,,,samuela/git-re-basin,git-re-basin,378,33,5,Python,https://arxiv.org/abs/2209.04836,"git-re-basin: Code release for ""Git Re-Basin: Merging Models modulo Permutation Symmetries""",samuela,2023-03-03,2022-09-13,24,15.294797687861271,"['deep-learning', 'deeplearning', 'jax', 'machine-learning', 'neural-networks']",2023-03-01,1,0,0.54,5,1,6,0,0,0,0,5.0,11.0,90.0,2.2,34.46003
+739,data,https://github.com/koaning/human-learn,,,,koaning/human-learn,human-learn,682,55,13,Jupyter Notebook,https://koaning.github.io/human-learn/,human-learn: Natural Intelligence is still a pretty good idea.,koaning,2023-02-28,2020-07-11,138,4.936918304033092,"['scikit-learn', 'machine-learning', 'benchmark']",2023-02-23,5,3,0.06,5,2,32,0,0,0,0,5.0,11.0,90.0,2.2,34.45193
+1038,finance,https://github.com/gerrymanoim/exchange_calendars,,,,gerrymanoim/exchange_calendars,exchange_calendars,235,78,14,Python,,exchange_calendars: Calendars for various securities exchanges.,gerrymanoim,2023-02-25,2020-10-30,122,1.9217289719626167,[],2023-02-14,87,2,1.94,26,22,28,1,14,26,14,26.0,28.0,90.0,1.1,34.42033
+1016,finance,https://github.com/gbeced/pyalgotrade,,,,gbeced/pyalgotrade,pyalgotrade,3915,1333,353,Python,http://gbeced.github.io/pyalgotrade/,pyalgotrade: Python Algorithmic Trading Library,gbeced,2023-03-05,2012-03-07,573,6.825653798256538,[],2023-03-05,11,2,0.02,1,0,134,0,0,2,2,1.0,0.0,90.0,0.0,34.31243
+486,gis,https://github.com/earthlab/earthpy,,,,earthlab/earthpy,earthpy,422,151,21,Python,https://earthpy.readthedocs.io,earthpy: A package built to support working with spatial data using open source python,earthlab,2023-03-03,2018-02-20,262,1.6063077759651985,"['spatial-data', 'raster', 'vector', 'python', 'education']",2021-12-20,43,8,0.0,58,51,61,15,0,7,7,58.0,103.0,90.0,1.8,34.31196
+395,web,https://github.com/emmett-framework/emmett,,,,emmett-framework/emmett,emmett,829,62,31,Python,,emmett: The web framework for inventors,emmett-framework,2023-02-24,2014-10-20,436,1.8976455199476783,"['python', 'web-framework', 'asgi', 'asyncio', 'emmett']",2023-01-30,22,4,0.9,6,5,102,1,11,13,11,6.0,5.0,90.0,0.8,34.25993
+358,data,https://github.com/hyperqueryhq/whale,,,,hyperqueryhq/whale,whale,718,38,41,Python,https://rsyi.gitbook.io/whale,whale: 🐳 The stupidly simple CLI workspace for your data warehouse.,hyperqueryhq,2023-02-26,2020-05-27,144,4.966403162055336,"['data-documentation', 'data-catalog', 'data-discovery']",2022-10-13,17,6,0.13,4,2,34,5,0,9,9,4.0,1.0,90.0,0.2,34.20688
+492,gis,https://github.com/cogeotiff/rio-tiler,,,,cogeotiff/rio-tiler,rio-tiler,382,86,66,Python,https://cogeotiff.github.io/rio-tiler/,rio-tiler: User friendly Rasterio plugin to read raster datasets.,cogeotiff,2023-03-01,2017-10-06,282,1.3532388663967612,"['satellite', 'cog', 'cogeotiff', 'maptile', 'raster-processing', 'mercator', 'tile', 'slippy-map', 'gdal', 'rasterio', 'raster']",2023-02-28,21,6,1.17,20,16,66,0,0,22,22,20.0,8.0,90.0,0.4,34.19375
+850,data,https://github.com/eliasdabbas/advertools,,,,eliasdabbas/advertools,advertools,776,164,33,Python,https://advertools.readthedocs.io,advertools - online marketing productivity and analysis tools,eliasdabbas,2023-03-02,2017-05-14,303,2.561056105610561,"['marketing', 'advertising', 'adwords', 'python', 'digital-marketing', 'online-marketing', 'keywords', 'search-engine-marketing', 'twitter-api', 'search-engine-optimization', 'seo', 'serp', 'social-media', 'youtube', 'robots-txt', 'scrapy', 'seo-crawler', 'log-analysis', 'google-ads', 'logfile-parser']",2022-12-13,7,3,1.13,22,17,71,3,0,6,6,22.0,34.0,90.0,1.5,34.18801
+814,util,https://github.com/aws-samples/sagemaker-ssh-helper,,,,aws-samples/sagemaker-ssh-helper,sagemaker-ssh-helper,81,10,6,Python,,sagemaker-ssh-helper: A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH,aws-samples,2023-02-27,2022-10-14,20,3.992957746478873,"['amazon-sagemaker', 'aws', 'aws-systems-manager', 'machine-learning', 'pycharm', 'sagemaker', 'sagemaker-studio', 'ssh', 'vscode']",2023-02-27,4,2,1.33,13,12,5,0,6,15,6,13.0,26.0,90.0,2.0,34.12349
+594,gis,https://github.com/uber/h3-py,,,,uber/h3-py,h3-py,628,115,36,Python,https://uber.github.io/h3-py,"h3-py: Python bindings for H3, a hierarchical hexagonal geospatial indexing system",uber,2023-03-01,2018-06-12,246,2.5454545454545454,"['uber', 'python', 'hexagonal-architecture', 'h3', 'geospatial', 'geocoding', 'gis']",2022-11-24,16,5,0.46,13,2,58,3,4,4,4,13.0,21.0,90.0,1.6,34.00732
+359,ml-ops,https://github.com/google/ml-metadata,,,,google/ml-metadata,ml-metadata,520,118,29,C++,https://www.tensorflow.org/tfx/guide/mlmd,ml-metadata: For recording and retrieving metadata associated with ML developer and data scientist workflows.,google,2023-02-24,2019-01-15,215,2.410596026490066,[],2023-03-02,15,3,0.54,6,3,50,0,5,8,5,6.0,8.0,90.0,1.3,34.00117
+1024,debug,https://github.com/shobrook/rebound,,,,shobrook/rebound,rebound,3998,383,77,Python,,rebound: Command-line tool that instantly fetches Stack Overflow results when an exception is thrown,shobrook,2023-03-04,2018-02-28,261,15.284543965046423,"['stackoverflow', 'command-line-tool', 'python', 'terminal-app', 'command-line-interface', 'error-messages']",2022-02-16,16,2,0.0,0,0,61,13,0,1,1,0.0,0.0,90.0,0.0,33.98939
+292,util,https://github.com/fastai/ghapi,,,,fastai/ghapi,ghapi,436,44,8,Jupyter Notebook,https://ghapi.fast.ai/,ghapi: A delightful and complete interface to GitHub's amazing API,fastai,2023-02-24,2020-11-21,119,3.65947242206235,"['github-api', 'github', 'nbdev', 'openapi', 'api-client']",2022-09-27,16,7,1.06,2,0,28,5,6,8,6,2.0,2.0,90.0,1.0,33.91995
+794,graph,https://github.com/westhealth/pyvis,,,,westhealth/pyvis,pyvis,616,115,15,HTML,http://pyvis.readthedocs.io/en/latest/,pyvis: Python package for creating and visualizing interactive network graphs.,westhealth,2023-03-04,2018-05-10,251,2.45,"['network-visualization', 'python', 'networkx']",2023-02-10,32,4,0.69,34,5,59,1,3,1,3,34.0,25.0,90.0,0.7,33.78698
+835,gis,https://github.com/perrygeo/python-rasterstats,,,,perrygeo/python-rasterstats,python-rasterstats,447,108,33,Python,,python-rasterstats: Summary statistics of geospatial raster datasets based on vector geometries.,perrygeo,2023-03-03,2013-09-18,493,0.9056439942112879,[],2023-03-01,30,7,0.44,33,24,115,0,2,2,2,33.0,36.0,90.0,1.1,33.67267
+612,testing,https://github.com/teemu/pytest-sugar,,,,teemu/pytest-sugar,pytest-sugar,998,68,17,Python,,"pytest-sugar: a plugin for py.test that changes the default look and feel of py.test (e.g. progressbar, show tests that fail instantly)",teemu,2023-02-23,2013-06-25,505,1.9734463276836158,"['pytest', 'pytest-sugar', 'python', 'testing', 'pytest-plugin']",2022-12-11,45,6,0.79,5,2,118,3,0,1,1,5.0,8.0,90.0,1.6,33.65222
+856,jupyter,https://github.com/jupyter/nbformat,,,,jupyter/nbformat,nbformat,204,144,26,Python,http://nbformat.readthedocs.io/,nbformat: Reference implementation of the Jupyter Notebook format,jupyter,2023-02-11,2015-04-09,412,0.49463110495323864,[],2023-03-01,74,7,3.44,23,17,96,0,12,4,12,23.0,6.0,90.0,0.3,33.57776
+885,study,https://github.com/amaargiru/pyroad,,,,amaargiru/pyroad,pyroad,248,27,5,Jupyter Notebook,,pyroad: Detailed Python developer roadmap,amaargiru,2023-03-01,2022-11-03,17,14.229508196721312,"['python', 'roadmap', 'tutorial']",2023-02-27,1,1,1.12,1,1,4,0,0,0,0,1.0,1.0,90.0,1.0,33.4923
+635,util,https://github.com/samuelcolvin/python-devtools,,,,samuelcolvin/python-devtools,python-devtools,656,33,8,Python,https://python-devtools.helpmanual.io/,python-devtools: Dev tools for python,samuelcolvin,2023-02-27,2017-08-20,289,2.2698961937716264,"['python-devtools', 'python', 'devtools']",2023-02-06,11,3,0.31,3,1,67,1,2,3,2,3.0,10.0,90.0,3.3,33.41664
+620,util,https://github.com/pytoolz/cytoolz,,,,pytoolz/cytoolz,cytoolz,907,66,23,Python,,cytoolz: Cython implementation of Toolz: High performance functional utilities,pytoolz,2023-02-27,2014-04-04,465,1.949339883328216,[],2022-12-19,20,5,0.56,8,7,108,2,2,2,2,8.0,11.0,90.0,1.4,33.37384
+505,gis,https://github.com/scikit-mobility/scikit-mobility,,,,scikit-mobility/scikit-mobility,scikit-mobility,597,139,28,Python,https://scikit-mobility.github.io/scikit-mobility/,scikit-mobility: mobility analysis in Python,scikit-mobility,2023-03-02,2019-04-30,200,2.974377224199288,"['data-science', 'data-analysis', 'human-mobility', 'complex-systems', 'network-science', 'statistics', 'scikit-mobility', 'mobility-analysis', 'risk-assessment', 'mobility-flows', 'synthetic-flows']",2023-01-20,23,3,1.1,50,36,47,1,1,2,1,50.0,32.0,90.0,0.6,33.34244
+830,pandas,https://github.com/blaze/blaze,,,,blaze/blaze,blaze,3126,388,199,Python,blaze.pydata.org,blaze: NumPy and Pandas interface to Big Data,blaze,2023-03-01,2012-10-26,540,5.785827604442094,[],2019-08-15,65,7,0.0,1,1,126,43,0,5,5,1.0,0.0,90.0,0.0,33.34212
+601,testing,https://github.com/newsapps/beeswithmachineguns,,,,newsapps/beeswithmachineguns,beeswithmachineguns,6293,664,227,Python,http://apps.chicagotribune.com/,beeswithmachineguns: A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).,newsapps,2023-02-27,2010-06-29,661,9.510146804835925,[],2017-12-20,49,8,0.0,1,1,154,63,0,0,0,1.0,0.0,90.0,0.0,33.33213
+994,time-series,https://github.com/microprediction/microprediction,,,,microprediction/microprediction,microprediction,239,39,13,Jupyter Notebook,http://www.microprediction.org,"microprediction: If you can measure it, consider it predicted",microprediction,2023-03-04,2020-02-20,158,1.5085662759242562,"['nowcasting', 'timeseries-forecasting', 'time-series', 'timeseries-analysis', 'timeseries', 'timeseries-database', 'timeseries-data', 'timeseries-prediction', 'timeseries-clustering', 'fbprophet', 'pmdarima', 'tsfresh', 'hmmlearn', 'kalman-filter', 'tslearn', 'filterpy', 'online-algorithms', 'keras']",2023-03-04,14,3,19.98,8,3,37,0,59,45,59,8.0,3.0,90.0,0.4,33.29589
+391,data,https://github.com/mchong6/jojogan,,,,mchong6/jojogan,JoJoGAN,1303,196,25,Jupyter Notebook,,Official PyTorch repo for JoJoGAN: One Shot Face Stylization,mchong6,2023-03-03,2021-12-17,63,20.58916478555305,"['image-translation', 'gans', 'anime']",2022-02-05,3,1,0.0,7,1,15,13,0,0,0,7.0,4.0,90.0,0.6,33.26338
+633,debug,https://github.com/alexmojaki/birdseye,,,,alexmojaki/birdseye,birdseye,1542,77,42,JavaScript,https://birdseye.readthedocs.io,birdseye: Graphical Python debugger which lets you easily view the values of all evaluated expressions,alexmojaki,2023-03-03,2017-07-22,293,5.260233918128655,"['python-debugger', 'python', 'debugger', 'debugging', 'birdseye', 'ast']",2022-05-18,10,4,0.02,1,0,68,10,0,1,1,1.0,2.0,90.0,2.0,33.2363
+491,gis,https://github.com/cogeotiff/rio-cogeo,,,,cogeotiff/rio-cogeo,rio-cogeo,219,30,44,Python,https://cogeotiff.github.io/rio-cogeo/,rio-cogeo: Cloud Optimized GeoTIFF creation and validation plugin for rasterio,cogeotiff,2023-03-03,2018-03-09,260,0.8413830954994511,"['satellite', 'cog', 'geotiff', 'rasterio', 'cogeotiff']",2022-10-26,13,7,0.52,3,1,61,4,0,12,12,3.0,14.0,90.0,4.7,33.17935
+937,data,https://github.com/scylladb/python-driver,,,,scylladb/python-driver,python-driver,38,27,6,Python,https://python-driver.docs.scylladb.com,"python-driver: ScyllaDB Python Driver, originally DataStax Python Driver for Apache Cassandra",scylladb,2023-02-02,2018-11-20,223,0.1698595146871009,"['scylladb', 'python']",2023-02-15,204,7,1.75,26,14,52,1,0,26,26,26.0,47.0,90.0,1.8,33.16708
+789,sim,https://github.com/viblo/pymunk,1.0,,,viblo/pymunk,pymunk,761,179,22,Python,http://www.pymunk.org,Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever  you need 2d rigid body physics from Python,viblo,2023-03-02,2013-10-02,491,1.5480964835803546,"['python', 'physics-2d', 'library', 'pygame', 'pyglet', 'physics-engine', 'physics-simulation', 'python-library']",2023-01-29,17,4,1.33,9,6,115,1,2,3,2,9.0,14.0,90.0,1.6,33.04895
+773,sim,https://github.com/activitysim/activitysim,,,,activitysim/activitysim,activitysim,152,87,42,Jupyter Notebook,https://activitysim.github.io,activitysim: An Open Platform for Activity-Based Travel Modeling,activitysim,2023-02-26,2014-06-18,454,0.3343808925204274,"['python', 'travel-modeling', 'data-science', 'bsd-3-clause', 'microsimulation', 'activitysim']",2023-01-31,31,5,14.56,58,37,106,1,5,2,5,58.0,57.0,90.0,1.0,33.03973
+490,viz,https://github.com/luispedro/mahotas,,,,luispedro/mahotas,mahotas,796,151,48,Python,https://mahotas.rtfd.io,mahotas: Computer Vision in Python,luispedro,2023-02-23,2010-01-31,683,1.165446559297218,"['computer-vision', 'numpy', 'python', 'c-plus-plus', 'python-2', 'python-3']",2023-02-26,33,5,0.17,6,2,159,0,1,4,1,6.0,13.0,90.0,2.2,33.01937
+347,nlp,https://github.com/norskregnesentral/skweak,,,,norskregnesentral/skweak,skweak,865,70,27,Python,,skweak: A software toolkit for weak supervision applied to NLP tasks,norskregnesentral,2023-03-03,2021-03-16,102,8.421418636995828,"['weak-supervision', 'nlp-machine-learning', 'distant-supervision', 'nlp-library', 'spacy', 'python', 'data-science', 'training-data', 'natural-language-processing']",2022-11-08,11,5,0.35,2,1,24,4,1,1,1,2.0,0.0,90.0,0.0,32.94126
+655,template,https://github.com/sqlalchemy/mako,,,,sqlalchemy/mako,mako,246,46,11,Python,https://www.makotemplates.org,Mako Templates for Python,sqlalchemy,2023-03-03,2018-11-26,222,1.103846153846154,[],2023-01-03,59,6,0.54,5,3,52,2,5,15,5,5.0,11.0,90.0,2.2,32.93627
+726,gis,https://github.com/geospatialpython/pyshp,,,,geospatialpython/pyshp,pyshp,1008,260,64,Python,,pyshp: This library reads and writes ESRI Shapefiles in pure Python.,geospatialpython,2023-02-27,2014-03-04,469,2.145985401459854,[],2023-02-02,42,4,0.37,4,0,110,1,2,2,2,4.0,5.0,90.0,1.2,32.9293
+619,testing,https://github.com/wolever/parameterized,,,,wolever/parameterized,parameterized,724,95,18,Python,,Parameterized testing with any Python test framework,wolever,2023-03-02,2012-03-10,573,1.26321036889332,[],2023-03-02,30,5,0.35,32,24,134,0,0,1,1,32.0,29.0,90.0,0.9,32.92382
+478,ml-dl,https://github.com/tensorflow/mesh,,,,tensorflow/mesh,mesh,1375,241,47,Python,,Mesh TensorFlow: Model Parallelism Made Easier,tensorflow,2023-03-03,2018-09-20,232,5.91579594345421,[],2023-01-25,49,3,0.12,2,0,54,1,0,1,1,2.0,0.0,90.0,0.0,32.89039
+237,ml,https://github.com/salesforce/warp-drive,,,,salesforce/warp-drive,warp-drive,352,65,13,Python,,warp-drive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022),salesforce,2023-02-23,2021-08-25,79,4.423698384201077,"['reinforcement-learning', 'gpu', 'cuda', 'multiagent-reinforcement-learning', 'deep-learning', 'high-throughput', 'pytorch', 'numba']",2023-01-17,6,1,1.96,17,14,19,2,2,1,2,17.0,32.0,90.0,1.9,32.84523
+879,time-series,https://github.com/winedarksea/autots,,,,winedarksea/autots,AutoTS,681,65,14,Python,,AutoTS: Automated Time Series Forecasting,winedarksea,2023-03-04,2019-11-26,170,3.989121338912134,"['time-series', 'machine-learning', 'automl', 'autots', 'forecasting', 'deep-learning', 'preprocessing', 'feature-engineering']",2023-02-02,1,0,3.23,14,13,40,1,7,12,7,14.0,31.0,90.0,2.2,32.82194
+460,nlp,https://github.com/google-research/language,,,,google-research/language,language,1371,323,64,Python,https://ai.google/research/teams/language/,language: Shared repository for open-sourced projects from the Google AI Language team.,google-research,2023-03-03,2018-10-16,228,5.9943785134291065,"['natural-language-processing', 'machine-learning', 'research']",2023-02-23,10,3,0.1,5,1,53,0,0,0,0,5.0,1.0,90.0,0.2,32.76883
+847,util,https://github.com/wolph/python-progressbar,,,,wolph/python-progressbar,python-progressbar,806,95,22,Python,http://progressbar-2.readthedocs.org/en/latest/,"python-progressbar: Progressbar 2 - A progress bar for Python 2 and Python 3 - ""pip install progressbar2""",wolph,2023-02-27,2012-02-20,575,1.3996526916397916,"['python', 'progressbar', 'progress-bar', 'rate', 'eta', 'percentage', 'console', 'terminal', 'time', 'progress', 'bar', 'cli', 'gui', 'library']",2023-02-02,42,4,1.1,5,1,134,1,3,9,3,5.0,7.0,90.0,1.4,32.71323
+930,nlp,https://github.com/lucidrains/medical-chatgpt,,,,lucidrains/medical-chatgpt,medical-chatgpt,239,20,26,Python,,"medical-chatgpt: Implementation of ChatGPT, but tailored towards primary care medicine, with the reward being able to collect patient histories in a thorough and efficient manner and come up with a reasonable differential diagnosis",lucidrains,2023-03-01,2022-12-10,12,19.68235294117647,"['artificial-intelligence', 'attention-mechanisms', 'deep-learning', 'transformers', 'medicine']",2023-02-27,2,1,0.23,2,2,3,0,0,0,0,2.0,0.0,90.0,0.0,32.64396
+972,gis,https://github.com/microsoft/globalmlbuildingfootprints,,,,microsoft/globalmlbuildingfootprints,GlobalMLBuildingFootprints,754,94,31,Python,,GlobalMLBuildingFootprints: Worldwide building footprints derived from satellite imagery ,microsoft,2023-03-02,2022-04-22,45,16.649842271293377,[],2022-11-16,4,2,0.46,5,1,10,4,0,0,0,5.0,0.0,90.0,0.0,32.62216
+978,util,https://github.com/google/pyglove,1.0,,,google/pyglove,pyglove,222,8,7,Python,,pyglove: Manipulating Python Programs,google,2023-03-02,2022-05-12,42,5.232323232323233,"['automl', 'evolution', 'machine-learning', 'meta-learning', 'meta-programming', 'symbolic-programming', 'manipulation', 'python']",2023-02-08,5,2,2.21,25,21,10,1,3,5,3,25.0,11.0,90.0,0.4,32.60294
+605,util,https://github.com/pyscript/pyscript-cli,,,,pyscript/pyscript-cli,pyscript-cli,144,14,12,Python,,pyscript-cli: A CLI for PyScript,pyscript,2023-03-04,2022-05-01,44,3.272727272727273,[],2023-02-25,8,2,1.62,33,27,10,0,0,7,7,33.0,18.0,90.0,0.5,32.59535
+49,util,https://github.com/mozillazg/pypy,,,,mozillazg/pypy,pypy,370,60,11,Python,https://foss.heptapod.net/pypy/pypy,pypy: The unofficial GitHub mirror of PyPy,mozillazg,2023-03-04,2015-08-03,395,0.9346806207145435,"['pypy', 'github-mirror', 'unofficial', 'unofficial-mirror', 'read-only-repository', 'readonly']",2023-03-03,374,3,10.98,1,0,92,0,0,22,22,1.0,0.0,90.0,0.0,32.53095
+96,data,https://github.com/vi3k6i5/flashtext,,,,vi3k6i5/flashtext,flashtext,5362,599,139,Python,,flashtext: Extract Keywords from sentence or Replace keywords in sentences.,vi3k6i5,2023-03-01,2017-08-15,289,18.507889546351084,"['search-in-text', 'keyword-extraction', 'nlp', 'word2vec', 'data-extraction']",2020-05-03,7,1,0.0,3,0,68,34,0,0,0,3.0,1.0,90.0,0.3,32.51076
+585,gis,https://github.com/pysal/momepy,,,,pysal/momepy,momepy,364,48,16,Python,https://docs.momepy.org,momepy: Urban Morphology Measuring Toolkit,pysal,2023-02-21,2018-03-30,257,1.4147695724597447,"['urban', 'morphology', 'morphological-analysis', 'morphometrics', 'urban-morphometrics', 'urban-street-networks']",2023-02-28,11,2,1.0,27,14,60,0,2,3,2,27.0,67.0,90.0,2.5,32.48044
+341,term,https://github.com/jquast/blessed,,,,jquast/blessed,blessed,893,68,23,Python,http://pypi.python.org/pypi/blessed,"Blessed is an easy, practical library for making python terminal apps",jquast,2023-03-02,2014-03-01,470,1.8994226678821027,"['terminal', 'curses', 'cli']",2023-02-04,25,3,0.23,11,9,110,1,1,6,1,11.0,18.0,90.0,1.6,32.38024
+990,sim,https://github.com/espressomd/espresso,,,,espressomd/espresso,espresso,181,170,20,C++,https://espressomd.org,espresso: The ESPResSo package,espressomd,2023-03-03,2011-03-25,623,0.29039651615860645,"['c-plus-plus', 'scientific-computing', 'soft-matter', 'molecular-dynamics', 'lattice-boltzmann', 'physics', 'python']",2023-03-02,179,5,6.83,81,56,145,0,1,4,1,81.0,41.0,90.0,0.5,32.3046
+1012,finance,https://github.com/pmorissette/ffn,,,,pmorissette/ffn,ffn,1441,254,59,Python,pmorissette.github.io/ffn,ffn - a financial function library for Python,pmorissette,2023-02-28,2014-06-19,454,3.1710154039610186,[],2022-12-21,29,3,0.46,8,8,106,2,0,0,0,8.0,7.0,90.0,0.9,32.22123
+496,ml,https://github.com/linkedin/fasttreeshap,,,,linkedin/fasttreeshap,FastTreeSHAP,384,23,7,Python,,FastTreeSHAP: Fast SHAP value computation for interpreting tree-based models,linkedin,2023-02-24,2022-01-24,57,6.637037037037037,"['explainable-ai', 'interpretability', 'lightgbm', 'machine-learning', 'random-forest', 'shap', 'xgboost']",2022-11-29,3,1,0.15,5,2,13,3,2,3,2,5.0,12.0,90.0,2.4,32.0919
+743,perf,https://github.com/blosc/python-blosc,,,,blosc/python-blosc,python-blosc,329,75,14,Python,https://www.blosc.org/python-blosc/python-blosc.html,python-blosc: A Python wrapper for the extremely fast Blosc compression library ,blosc,2023-02-07,2010-09-30,648,0.5073804802820004,"['python', 'wrapper', 'blosc', 'compression']",2023-03-02,43,8,1.0,27,25,151,0,1,4,1,27.0,26.0,90.0,1.0,32.02361
+108,util,https://github.com/nficano/python-lambda,,,,nficano/python-lambda,python-lambda,1425,229,32,Python,,python-lambda:  A toolkit for developing and deploying serverless Python code in AWS Lambda. ,nficano,2023-03-03,2016-02-26,366,3.890405616224649,"['python', 'aws', 'aws-lambda', 'microservices', 'serverless']",2022-06-03,48,5,0.02,3,0,85,9,0,8,8,3.0,0.0,90.0,0.0,31.99569
+745,study,https://github.com/bayesianmodelingandcomputationinpython/bookcode_edition1,,,,bayesianmodelingandcomputationinpython/bookcode_edition1,BookCode_Edition1,382,93,18,Jupyter Notebook,https://www.bayesiancomputationbook.com,bayesianmodelingandcomputationinpython/bookcode_edition1,bayesianmodelingandcomputationinpython,2023-03-03,2021-08-17,80,4.732743362831858,[],2023-01-09,10,4,0.5,9,3,19,2,0,0,0,9.0,11.0,90.0,1.2,31.9876
+600,gis,https://github.com/plant99/felicette,,,,plant99/felicette,felicette,1796,85,39,Python,,felicette: Satellite imagery for dummies.,plant99,2023-03-01,2020-07-12,138,13.014492753623188,"['geospatial-data', 'gis', 'geospatial-visualization', 'geospatial', 'python', 'python3', 'geoinformatics', 'earth-observation', 'earth-science', 'satellite-imagery', 'satellite-images', 'satellite-data']",2021-09-08,6,3,0.0,0,0,32,18,0,2,2,0.0,0.0,90.0,0.0,31.84224
+77,jupyter,https://github.com/quantopian/qgrid,,,,quantopian/qgrid,qgrid,2946,419,88,Python,,"qgrid: An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks",quantopian,2023-03-01,2014-09-30,439,6.699805068226121,[],2020-04-07,30,2,0.0,8,1,103,35,0,3,3,8.0,3.0,90.0,0.4,31.79291
+1018,time-series,https://github.com/bashtage/arch,,,,bashtage/arch,arch,1072,229,42,Python,,ARCH models in Python,bashtage,2023-03-03,2014-08-29,444,2.412861736334405,"['arch', 'volatility', 'bootstrap', 'multiple-comparison-procedures', 'forecasting', 'risk', 'financial-econometrics', 'time-series', 'unit-root', 'dickey-fuller', 'adf', 'phillips-perron', 'df-gls', 'reality-check', 'spa', 'model-confidence-set', 'finance', 'variance']",2022-11-10,33,3,1.1,9,1,104,4,3,4,3,9.0,7.0,90.0,0.8,31.73275
+25,util,https://github.com/google/gin-config,,,,google/gin-config,gin-config,1768,113,24,Python,,gin-config: Gin provides a lightweight configuration framework for Python,google,2023-03-03,2018-06-27,244,7.228971962616822,"['python', 'configuration-management', 'tensorflow', 'tensorflow-experiments']",2022-12-05,23,2,0.1,5,1,57,3,0,0,0,5.0,1.0,90.0,0.2,31.69562
+631,util,https://github.com/pyca/pynacl,,,,pyca/pynacl,pynacl,945,220,27,C,https://pynacl.readthedocs.io/,pynacl: Python binding to the Networking and Cryptography (NaCl) library,pyca,2023-02-28,2013-02-22,523,1.805896805896806,"['cryptography', 'libsodium', 'nacl', 'python']",2023-01-19,64,2,0.35,13,10,122,1,0,2,2,13.0,10.0,90.0,0.8,31.55488
+1010,study,https://github.com/cerlymarco/medium_notebook,,,,cerlymarco/medium_notebook,MEDIUM_NoteBook,1738,910,97,Jupyter Notebook,,MEDIUM_NoteBook: Repository containing notebooks of my posts on Medium,cerlymarco,2023-03-03,2019-04-22,201,8.610049539985846,"['notebooks', 'machine-learning', 'deep-learning', 'artificial-intelligence', 'data-science']",2023-02-22,1,0,1.19,4,3,47,0,0,0,0,4.0,3.0,90.0,0.8,31.52867
+833,typing,https://github.com/jellezijlstra/autotyping,,,,jellezijlstra/autotyping,autotyping,126,9,4,Python,,jellezijlstra/autotyping,jellezijlstra,2023-03-04,2021-06-25,88,1.4271844660194175,[],2023-03-03,7,5,0.35,16,15,21,0,3,2,3,16.0,29.0,90.0,1.8,31.46995
+880,time-series,https://github.com/autoviml/auto_ts,,,,autoviml/auto_ts,Auto_TS,550,97,17,Jupyter Notebook,,"Auto_TS: Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.",autoviml,2023-03-04,2020-02-15,159,3.4560143626570916,"['time-series', 'time-series-analysis', 'auto-timeseries', 'automl', 'autosklearn', 'tpot', 'autokeras', 'python3', 'prophet', 'python', 'sklearn', 'arima', 'auto-arima', 'auto-sklearn']",2023-02-22,8,2,0.23,11,8,37,0,0,1,1,11.0,9.0,90.0,0.8,31.43464
+407,data,https://github.com/google/weather-tools,,,,google/weather-tools,weather-tools,127,27,15,Python,https://weather-tools.readthedocs.io/,weather-tools: Apache Beam pipelines to make weather data accessible and useful.,google,2023-02-26,2021-11-22,66,1.8995726495726495,"['python', 'apache-beam', 'weather']",2023-02-22,26,2,1.77,48,30,16,0,5,7,5,48.0,28.0,90.0,0.6,31.41646
+9,ml,https://github.com/contextlab/hypertools,,,,contextlab/hypertools,hypertools,1766,160,60,Python,http://hypertools.readthedocs.io/en/latest/,hypertools: A Python toolbox for gaining geometric insights into high-dimensional data,contextlab,2023-03-04,2016-09-27,335,5.260425531914894,"['data-visualization', 'high-dimensional-data', 'python', 'topic-modeling', 'text-vectorization', 'data-wrangling', 'visualization', 'time-series']",2022-02-12,21,6,0.0,1,0,78,13,0,3,3,1.0,0.0,90.0,0.0,31.20678
+750,diffusion,https://github.com/sharonzhou/long_stable_diffusion,,,,sharonzhou/long_stable_diffusion,long_stable_diffusion,598,48,14,Python,,"long_stable_diffusion: Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)",sharonzhou,2023-03-04,2022-09-04,26,23.0,[],2022-10-30,2,1,0.44,0,0,6,4,0,0,0,0.0,0.0,90.0,0.0,31.1972
+331,ml,https://github.com/jacopotagliabue/reclist,,,,jacopotagliabue/reclist,reclist,389,21,9,Python,,"reclist: Behavioral ""black-box"" testing for recommender systems",jacopotagliabue,2023-03-02,2021-11-08,68,5.649377593360996,"['recommender-system', 'machine-learning', 'qa-automation']",2023-01-26,7,1,0.65,12,3,16,1,0,5,5,12.0,4.0,90.0,0.3,31.11128
+1005,finance,https://github.com/lballabio/quantlib-swig,,,,lballabio/quantlib-swig,QuantLib-SWIG,275,262,38,SWIG,,QuantLib-SWIG: QuantLib wrappers to other languages,lballabio,2023-03-03,2015-12-17,376,0.7305502846299811,['quantitative-finance'],2023-01-30,77,2,2.37,22,18,88,1,4,5,4,22.0,30.0,90.0,1.4,31.11075
+1001,finance,https://github.com/quantopian/alphalens,,,,quantopian/alphalens,alphalens,2565,982,163,Jupyter Notebook,http://quantopian.github.io/alphalens,alphalens: Performance analysis of predictive (alpha) stock factors,quantopian,2023-03-03,2016-06-03,352,7.281021897810219,"['finance', 'python', 'pandas', 'numpy', 'algorithmic-trading', 'jupyter']",2020-04-27,25,2,0.0,2,1,82,35,0,2,2,2.0,1.0,90.0,0.5,31.08892
+652,profiling,https://github.com/sumerc/yappi,,,,sumerc/yappi,yappi,1078,58,13,Python,,"yappi: Yet Another Python Profiler, but this time multithreading, asyncio and gevent aware.",sumerc,2023-03-03,2009-10-07,699,1.540943434755973,"['profilers', 'multi-threaded-applications', 'coroutine', 'asynchronous', 'python', 'asyncio', 'performance', 'profile', 'asgi', 'cpu', 'thread', 'gevent', 'greenlet', 'multithreading']",2022-11-25,28,6,0.65,8,5,163,3,2,0,2,8.0,5.0,90.0,0.6,30.80815
+284,data,https://github.com/sdispater/orator,,,,sdispater/orator,orator,1387,164,46,Python,https://orator-orm.com,orator: The Orator ORM provides a simple yet beautiful ActiveRecord implementation.,sdispater,2023-03-04,2015-05-24,406,3.416256157635468,"['python', 'orm', 'database']",2022-03-13,32,4,0.02,3,0,95,12,0,3,3,3.0,2.0,90.0,0.7,30.79643
+185,math,https://github.com/willianfuks/tfcausalimpact,,,,willianfuks/tfcausalimpact,tfcausalimpact,392,54,10,Python,,tfcausalimpact: Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.,willianfuks,2023-03-02,2020-08-17,132,2.9505376344086023,"['causalimpact', 'tensorflow-probability', 'python', 'causal-inference']",2022-12-20,3,1,0.21,5,4,31,2,8,6,8,5.0,12.0,90.0,2.4,30.75679
+668,gis,https://github.com/cgal/cgal-swig-bindings,,,,cgal/cgal-swig-bindings,cgal-swig-bindings,266,80,26,C++,,cgal-swig-bindings: CGAL bindings using SWIG,cgal,2023-02-27,2015-03-14,416,0.6392035702025404,[],2023-03-01,22,1,2.58,11,9,97,0,5,1,5,11.0,27.0,90.0,2.5,30.74889
+995,nlp,https://github.com/thudm/p-tuning-v2,,,,thudm/p-tuning-v2,P-tuning-v2,595,72,26,Python,,P-tuning-v2: An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks,thudm,2023-03-04,2021-10-14,72,8.214990138067062,"['natural-language-processing', 'prompt-tuning', 'pretrained-language-model', 'p-tuning', 'parameter-efficient-learning']",2022-11-04,3,1,0.29,5,2,17,4,0,0,0,5.0,8.0,90.0,1.6,30.74317
+1013,finance,https://github.com/pmorissette/bt,,,,pmorissette/bt,bt,1593,357,79,Python,http://pmorissette.github.io/bt,bt - flexible backtesting for Python,pmorissette,2023-03-04,2014-06-19,454,3.505501414649481,[],2022-11-22,27,2,0.33,14,5,106,3,0,0,0,14.0,10.0,90.0,0.7,30.71449
+522,gis,https://github.com/pygeos/pygeos,,,,pygeos/pygeos,pygeos,361,40,15,Python,https://pygeos.readthedocs.io,pygeos: Wraps GEOS geometry functions in numpy ufuncs.,pygeos,2023-02-14,2019-06-10,194,1.8526392961876832,[],2022-12-14,13,8,0.19,20,18,45,3,2,5,2,20.0,11.0,90.0,0.6,30.70811
+47,data,https://github.com/macbre/sql-metadata,1.0,,,macbre/sql-metadata,sql-metadata,510,87,15,Python,https://pypi.python.org/pypi/sql-metadata,sql-metadata: Uses tokenized query returned by python-sqlparse and generates query metadata,macbre,2023-03-03,2017-06-06,299,1.701620591039085,"['sql', 'parser', 'database', 'sql-parser', 'metadata', 'sqlparse', 'python-package', 'python3-library', 'hiveql', 'hive', 'mysql-query']",2023-02-16,13,4,0.87,21,8,70,1,3,5,3,21.0,10.0,90.0,0.5,30.64233
+271,crypto,https://github.com/man-c/pycoingecko,,,,man-c/pycoingecko,pycoingecko,966,259,33,Python,,pycoingecko: Python wrapper for the CoinGecko API,man-c,2023-02-27,2018-08-24,236,4.088270858524789,"['python3', 'api-wrapper', 'api', 'wrapper', 'cryptocurrency', 'crypto', 'coingecko', 'python', 'nft', 'nfts']",2022-10-26,14,1,0.29,3,2,55,4,0,4,4,3.0,3.0,90.0,1.0,30.6257
+564,gis,https://github.com/geopandas/pyogrio,,,,geopandas/pyogrio,pyogrio,139,10,9,Python,https://pyogrio.readthedocs.io,pyogrio: Vectorized vector I/O using OGR,geopandas,2023-02-19,2020-03-27,153,0.9068033550792172,[],2023-02-08,9,3,2.08,52,39,36,1,7,3,7,52.0,73.0,90.0,1.4,30.61114
+158,jupyter,https://github.com/nteract/testbook,,,,nteract/testbook,testbook,345,38,15,Python,https://testbook.readthedocs.io,testbook: 🧪 📗  Unit test your Jupyter Notebooks the right way,nteract,2023-02-06,2020-02-26,157,2.1894832275611966,"['jupyter-notebook', 'unit-testing', 'pytest', 'nteract', 'python', 'testbook']",2022-11-29,15,6,0.04,8,0,37,3,0,5,5,8.0,7.0,90.0,0.9,30.52389
+772,sim,https://github.com/openfisca/openfisca-core,,,,openfisca/openfisca-core,openfisca-core,139,70,24,Python,https://openfisca.org,openfisca-core: OpenFisca core engine. See other repositories for countries-specific code & data.,openfisca,2023-02-08,2013-12-29,479,0.29018789144050106,"['legislation-as-code', 'rules-as-code', 'better-rules', 'microsimulation']",2023-01-24,58,2,2.98,46,25,112,1,0,42,42,46.0,57.0,90.0,1.2,30.47383
+584,gis,https://github.com/spatialucr/geosnap,,,,spatialucr/geosnap,geosnap,181,28,17,Python,https://spatialucr.github.io/geosnap-guide,geosnap: The Geospatial Neighborhood Analysis Package,spatialucr,2023-02-14,2018-09-19,232,0.7782555282555282,[],2023-01-25,9,6,0.98,10,4,54,1,4,6,4,10.0,20.0,90.0,2.0,30.47316
+337,util,https://github.com/mrabarnett/mrab-regex,,,,mrabarnett/mrab-regex,mrab-regex,216,27,6,C,,mrabarnett/mrab-regex,mrabarnett,2023-03-03,2020-11-02,121,1.772567409144197,[],2022-10-31,9,2,0.23,6,3,28,4,0,6,6,6.0,24.0,90.0,4.0,30.44837
+720,perf,https://github.com/noxdafox/pebble,,,,noxdafox/pebble,pebble,406,46,10,Python,,pebble: Multi threading and processing eye-candy.,noxdafox,2023-03-02,2013-10-16,489,0.8292967610154655,"['threading', 'multiprocessing', 'python', 'pool', 'decorators', 'asyncio']",2023-03-01,15,5,0.87,2,2,114,0,4,2,4,2.0,2.0,90.0,1.0,30.38475
+1040,finance,https://github.com/rsheftel/pandas_market_calendars,,,,rsheftel/pandas_market_calendars,pandas_market_calendars,568,124,30,Python,,pandas_market_calendars: Exchange calendars to use with pandas for trading applications,rsheftel,2023-02-28,2016-12-07,325,1.7446248354541465,"['pandas', 'date', 'datetime', 'exchange', 'calendar']",2023-02-04,41,1,2.06,15,11,76,1,8,4,8,15.0,4.0,90.0,0.3,30.34412
+159,data,https://github.com/goldsmith/wikipedia,,,,goldsmith/wikipedia,Wikipedia,2571,521,82,Python,https://wikipedia.readthedocs.org/,Wikipedia: A Pythonic wrapper for the Wikipedia API,goldsmith,2023-03-03,2013-08-20,497,5.165614236509759,[],2020-10-09,23,3,0.0,7,1,116,29,0,0,0,7.0,7.0,90.0,1.0,30.32153
+94,term,https://github.com/urwid/urwid,,,,urwid/urwid,urwid,2545,311,62,Python,urwid.org,urwid: Console user interface library for Python (official repo),urwid,2023-03-02,2010-02-25,679,3.7457947855340623,[],2022-07-12,116,1,0.02,11,3,158,19,0,4,4,11.0,6.0,90.0,0.5,30.29261
+913,math,https://github.com/google-research/torchsde,,,,google-research/torchsde,torchsde,1220,145,33,Python,,torchsde: Differentiable SDE solvers with GPU support and efficient sensitivity analysis. ,google-research,2023-03-04,2020-07-06,138,8.786008230452675,"['deep-learning', 'deep-neural-networks', 'pytorch', 'dynamical-systems', 'differential-equations', 'stochastic-processes', 'stochastic-differential-equations', 'stochastic-volatility-models', 'neural-differential-equations']",2021-07-26,5,2,0.0,5,1,32,20,0,2,2,5.0,2.0,90.0,0.4,30.23629
+849,web,https://github.com/conradbez/hstream,,,,conradbez/hstream,hstream,267,11,6,Python,,hstream: Hyper Stream,conradbez,2023-01-29,2022-11-03,17,15.319672131147541,[],2023-02-10,5,1,0.81,0,0,4,1,0,0,0,0.0,0.0,90.0,0.0,30.05389
+406,perf,https://github.com/pympler/pympler,,,,pympler/pympler,pympler,1018,83,10,Python,,"pympler: Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.",pympler,2023-03-04,2012-10-04,543,1.8732912723449,[],2022-07-24,29,5,0.08,4,1,127,8,0,2,2,4.0,5.0,90.0,1.2,29.96851
+487,gis,https://github.com/fatiando/verde,,,,fatiando/verde,verde,474,59,21,Python,https://www.fatiando.org/verde,verde: Processing and interpolating spatial data with a twist of machine learning,fatiando,2023-03-04,2018-04-25,253,1.8692957746478873,"['geophysics', 'earth-science', 'geospatial', 'python', 'scipy', 'interpolation', 'python3', 'scipy-stack', 'fatiando-a-terra', 'geoscience']",2022-12-09,13,8,0.54,4,3,59,3,1,3,1,4.0,3.0,90.0,0.8,29.92619
+480,pandas,https://github.com/holoviz/spatialpandas,,,,holoviz/spatialpandas,spatialpandas,257,21,22,Python,,spatialpandas: Pandas extension arrays for spatial/geometric operations,holoviz,2023-03-04,2019-10-28,174,1.4697712418300655,"['holoviz', 'spatialpandas', 'pandas', 'geopandas', 'geographic-data']",2023-03-02,10,5,0.37,13,8,41,0,3,11,3,13.0,6.0,90.0,0.5,29.91708
+580,util,https://github.com/lidatong/dataclasses-json,,,,lidatong/dataclasses-json,dataclasses-json,1077,117,10,Python,,dataclasses-json: Easily serialize Data Classes to and from JSON,lidatong,2023-03-02,2018-04-21,254,4.237774030354132,"['dataclasses', 'json', 'python']",2022-08-14,46,1,0.12,20,1,59,7,1,14,1,19.0,16.0,90.0,0.8,29.77875
+397,web,https://github.com/klen/muffin,,,,klen/muffin,muffin,625,25,31,Python,,"Muffin is a fast, simple and asyncronous web-framework for Python 3",klen,2023-02-27,2015-02-03,421,1.4820460704607046,"['python', 'asyncio', 'trio', 'asgi', 'webframework', 'muffin', 'curio']",2023-03-04,13,5,0.83,0,0,98,0,0,43,43,0.0,0.0,90.0,0.0,29.66473
+566,gis,https://github.com/gboeing/osmnx-examples,,,,gboeing/osmnx-examples,osmnx-examples,1224,449,54,Jupyter Notebook,https://github.com/gboeing/osmnx,"osmnx-examples: Usage examples, demos, and tutorials for OSMnx.",gboeing,2023-03-03,2017-07-22,293,4.175438596491228,"['street-networks', 'binder', 'jupyter-notebook', 'notebooks', 'urban-planning', 'city', 'cities', 'openstreetmap', 'network-analysis', 'transport', 'transportation', 'accessibility', 'urban-data-science', 'urban-analytics', 'public-transport', 'python', 'transit', 'urban-design']",2023-01-01,1,1,0.48,5,5,68,2,0,2,2,5.0,5.0,90.0,1.0,29.64283
+525,gis,https://github.com/toblerity/rtree,,,,toblerity/rtree,rtree,527,123,30,Python,https://rtree.readthedocs.io/en/latest/,Rtree: spatial index for Python GIS ¶,toblerity,2023-02-21,2011-06-19,611,0.8625204582651391,[],2023-01-23,39,6,0.31,6,5,143,1,2,1,2,6.0,4.0,90.0,0.7,29.61522
+957,nlp,https://github.com/cqcl/lambeq,,,,cqcl/lambeq,lambeq,323,71,25,Python,https://cqcl.github.io/lambeq/,lambeq: A high-level Python library for Quantum Natural Language Processing,cqcl,2023-03-02,2021-10-10,73,4.424657534246576,"['python', 'qnlp']",2023-01-09,8,0,0.19,7,4,17,2,9,9,9,7.0,10.0,90.0,1.4,29.6135
+479,gis,https://github.com/holoviz/geoviews,,,,holoviz/geoviews,geoviews,460,68,28,Python,http://geoviews.org,"geoviews: Simple, concise geographical visualization in Python",holoviz,2023-03-02,2016-04-19,358,1.282357626443648,"['holoviz', 'geoviews', 'holoviews', 'geographic-visualizations', 'cartopy', 'plotting']",2023-01-17,28,4,0.73,82,19,84,2,2,10,2,82.0,22.0,90.0,0.3,29.43291
+730,study,https://github.com/amanchadha/coursera-deep-learning-specialization,,,,amanchadha/coursera-deep-learning-specialization,coursera-deep-learning-specialization,1794,1564,17,Jupyter Notebook,,"coursera-deep-learning-specialization: Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models",amanchadha,2023-03-04,2020-06-24,140,12.762195121951219,"['deep-learning', 'coursera', 'coursera-assignment', 'coursera-specialization', 'coursera-machine-learning', 'andrew-ng', 'andrew-ng-course', 'convolutional-neural-networks', 'cnns', 'recurrent-neural-networks', 'rnns', 'convolutional-neural-network', 'recurrent-neural-network', 'hyperparameter-optimization', 'hyperparameter-tuning', 'neural-network', 'neural-networks', 'neural-machine-translation', 'neural-style-transfer', 'regularization']",2022-02-07,6,2,0.0,0,0,33,13,0,0,0,0.0,0.0,90.0,0.0,29.36445
+456,gis,https://github.com/graal-research/deepparse,,,,graal-research/deepparse,deepparse,207,24,4,Python,https://deepparse.org/,Deepparse is a state-of-the-art library for parsing multinational street addresses using deep learning,graal-research,2023-02-24,2020-07-01,139,1.4831115660184238,"['machine-learning', 'python', 'addresses-parsing']",2023-02-23,6,2,3.35,16,14,32,0,16,18,16,16.0,4.0,90.0,0.2,29.28399
+164,nlp,https://github.com/explosion/spacy-stanza,,,,explosion/spacy-stanza,spacy-stanza,672,50,25,Python,,spacy-stanza: 💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy,explosion,2023-02-18,2019-01-31,213,3.1485943775100402,"['nlp', 'natural-language-processing', 'machine-learning', 'data-science', 'spacy', 'spacy-pipeline', 'stanford-nlp', 'stanford-corenlp', 'stanford-machine-learning', 'corenlp', 'stanza']",2022-05-27,7,5,0.06,5,1,50,9,1,4,1,5.0,6.0,90.0,1.2,29.25875
+1026,nlp,https://github.com/prithivirajdamodaran/styleformer,,,,prithivirajdamodaran/styleformer,Styleformer,442,59,18,Python,,"Styleformer: A Neural Language Style Transfer framework to transfer natural language text smoothly between fine-grained language styles like formal/casual, active/passive, and many more. Created by Prithiviraj Damodaran. Open to pull requests and other forms of collaboration.",prithivirajdamodaran,2023-03-01,2021-06-12,90,4.903328050713154,"['style-transfer', 'slang', 'informal-sentences', 'formal-languages', 'nlp', 'active', 'passive', 'text-style-transfer', 'text-style', 'text-style-transfer-benchmark']",2022-12-27,4,2,0.31,1,1,21,2,0,1,1,1.0,1.0,90.0,1.0,29.22495
+682,util,https://github.com/sciunto-org/python-bibtexparser,,,,sciunto-org/python-bibtexparser,python-bibtexparser,347,118,17,Python,https://bibtexparser.readthedocs.io,python-bibtexparser: Bibtex parser for Python 3,sciunto-org,2023-03-01,2013-01-05,530,0.6545405551064403,"['bibtex', 'bibtex-files', 'latex', 'python', 'hacktoberfest2022']",2023-01-03,45,6,0.65,12,9,124,2,2,2,2,12.0,9.0,90.0,0.8,29.1959
+524,util,https://github.com/venth/aws-adfs,,,,venth/aws-adfs,aws-adfs,282,91,11,Python,,aws-adfs: Command line tool to ease aws cli authentication against ADFS (multi factor authentication with active directory),venth,2023-03-03,2016-06-25,349,0.8076923076923077,"['aws', 'adfs', 'python', 'command-line', 'tools', 'multi-factor-authentication', 'duo-security']",2022-12-14,46,3,2.0,16,4,81,3,19,17,19,16.0,10.0,90.0,0.6,29.1574
+23,math,https://github.com/fredrik-johansson/mpmath,,,,fredrik-johansson/mpmath,mpmath,736,152,40,Python,http://mpmath.org,mpmath: Python library for arbitrary-precision floating-point arithmetic,fredrik-johansson,2023-02-28,2011-12-07,586,1.2547491475888943,"['python', 'arbitrary-precision', 'multiprecision', 'floating-point', 'special-functions', 'numerical-integration', 'numerical-methods', 'plotting', 'complex-numbers', 'ordinary-differential-equations', 'numerical-optimization']",2023-01-10,47,3,0.23,10,5,137,2,0,1,1,10.0,11.0,90.0,1.1,29.14466
+235,nlp,https://github.com/salesforce/codet5,,,,salesforce/codet5,CodeT5,662,124,22,Python,https://arxiv.org/abs/2109.00859,Code for CodeT5: a new code-aware pre-trained encoder-decoder model.,salesforce,2023-03-04,2021-08-16,80,8.187279151943462,"['language-model', 'code-intelligence', 'programming-language', 'representation-learning', 'nlp']",2022-07-08,3,1,0.04,21,14,19,8,0,0,0,21.0,14.0,90.0,0.7,29.09838
+123,util,https://github.com/mgedmin/check-manifest,,,,mgedmin/check-manifest,check-manifest,275,37,7,Python,https://pypi.org/p/check-manifest,check-manifest: Tool to check the completeness of MANIFEST.in for Python packages,mgedmin,2023-03-01,2013-03-05,521,0.5271084337349398,[],2022-12-11,22,6,0.58,1,1,122,3,0,5,5,1.0,2.0,90.0,2.0,29.01389
+267,nlp,https://github.com/arxiv-vanity/arxiv-vanity,,,,arxiv-vanity/arxiv-vanity,arxiv-vanity,1386,89,22,Python,https://www.arxiv-vanity.com,arxiv-vanity: Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.,arxiv-vanity,2023-03-03,2017-08-12,290,4.776957163958641,"['latex', 'academic-publishing', 'science', 'arxiv']",2022-01-18,9,3,0.0,19,8,68,14,0,0,0,19.0,10.0,90.0,0.5,28.99252
+767,ml-dl,https://github.com/praw-dev/asyncpraw,,,,praw-dev/asyncpraw,asyncpraw,82,14,3,Python,https://asyncpraw.readthedocs.io,"asyncpraw: Async PRAW, an abbreviation for ""Asynchronous Python Reddit API Wrapper"", is a python package that allows for simple access to Reddit's API.",praw-dev,2023-02-28,2019-02-05,212,0.3854936198791135,"['python', 'api', 'oauth', 'reddit', 'reddit-api', 'async', 'asyncpraw', 'praw']",2023-02-25,226,4,1.85,27,27,50,0,3,3,3,27.0,5.0,90.0,0.2,28.98747
+583,gis,https://github.com/developmentseed/cogeo-mosaic,,,,developmentseed/cogeo-mosaic,cogeo-mosaic,78,21,8,Python,https://developmentseed.org/cogeo-mosaic/,cogeo-mosaic: Create and use COG mosaic based on mosaicJSON,developmentseed,2023-02-14,2019-05-14,198,0.3925233644859813,[],2023-03-03,10,8,0.52,5,5,46,0,0,11,11,5.0,4.0,90.0,0.8,28.84795
+577,jupyter,https://github.com/computationalmodelling/nbval,,,,computationalmodelling/nbval,nbval,398,51,10,Python,,nbval: A py.test plugin to validate Jupyter notebooks,computationalmodelling,2023-02-27,2015-04-09,412,0.9650155871146519,"['ipython-notebook', 'jupyter-notebook', 'python', 'testing', 'pytest-plugin', 'pytest']",2023-01-11,33,4,0.25,9,7,96,2,0,2,2,9.0,10.0,90.0,1.1,28.83091
+976,sim,https://github.com/glpcc/pokerpy,,,,glpcc/pokerpy,PokerPy,41,4,1,C++,,PokerPy: Texas Hold'em Poker Probability Calculator in Python,glpcc,2023-02-27,2022-12-11,12,3.4166666666666665,"['cpp', 'fast', 'performance', 'poker', 'pybind11', 'python', 'texas-holdem']",2023-02-10,2,1,1.08,1,1,3,1,0,0,0,1.0,8.0,90.0,8.0,28.77431
+1002,finance,https://github.com/quantopian/research_public,,,,quantopian/research_public,research_public,2071,1451,201,Jupyter Notebook,https://www.quantopian.com/lectures,research_public: Quantitative research and educational materials,quantopian,2023-03-01,2015-02-26,418,4.94947080914988,[],2020-10-30,52,5,0.0,2,2,98,28,0,0,0,2.0,0.0,90.0,0.0,28.66364
+516,ml-dl,https://github.com/kakaobrain/rq-vae-transformer,,,,kakaobrain/rq-vae-transformer,rq-vae-transformer,539,61,15,Jupyter Notebook,,rq-vae-transformer: The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22),kakaobrain,2023-03-02,2022-03-03,52,10.280653950953678,[],2022-08-18,1,1,0.06,3,2,12,7,0,0,0,3.0,3.0,90.0,1.0,28.64386
+999,finance,https://github.com/nasdaq/data-link-python,,,,nasdaq/data-link-python,data-link-python,209,39,9,Python,,data-link-python: A Python library for Nasdaq Data Link's RESTful API,nasdaq,2023-02-25,2021-11-02,69,2.997950819672131,[],2022-08-29,4,2,0.19,7,1,16,6,0,4,4,7.0,17.0,90.0,2.4,28.58744
+989,nlp,https://github.com/muennighoff/sgpt,,,,muennighoff/sgpt,sgpt,264,27,6,Jupyter Notebook,,SGPT: GPT Sentence Embeddings for Semantic Search,muennighoff,2023-03-03,2022-02-11,55,4.775193798449612,"['gpt', 'information-retrieval', 'language-model', 'large-language-models', 'retrieval', 'semantic-search', 'sentence-embeddings', 'text-embedding', 'neural-search', 'sgpt']",2022-09-12,2,1,0.52,9,3,13,6,0,0,0,9.0,31.0,90.0,3.4,28.49109
+945,nlp,https://github.com/ibm/transition-amr-parser,,,,ibm/transition-amr-parser,transition-amr-parser,174,40,9,Python,,transition-amr-parser: SoTA Abstract Meaning Representation (AMR) parsing with word-node alignments in Pytorch. Includes checkpoints and other tools such as statistical significance Smatch.,ibm,2023-02-25,2019-10-08,177,0.9790996784565916,"['machine-learning', 'nlp', 'semantic-parsing', 'amr', 'amr-parser', 'abstract-meaning-representation', 'amr-parsing', 'amr-graphs']",2023-02-01,15,2,5.63,9,6,41,1,0,4,4,9.0,9.0,90.0,1.0,28.37786
+765,study,https://github.com/fluentpython/example-code-2e,,,,fluentpython/example-code-2e,example-code-2e,1745,525,54,Python,https://amzn.to/3J48u2J,"example-code-2e: Example code for Fluent Python, 2nd edition (O'Reilly 2022) ",fluentpython,2023-03-04,2019-03-21,206,8.453287197231834,"['python', 'python3', 'concurrency', 'iterators', 'metaprogramming', 'special-methods']",2022-04-24,7,2,0.06,4,0,48,10,0,0,0,4.0,0.0,90.0,0.0,28.29752
+597,data,https://github.com/uber/fiber,,,,uber/fiber,fiber,1004,113,22,Python,https://uber.github.io/fiber/,fiber: Distributed Computing for AI Made Simple,uber,2023-02-26,2020-01-07,164,6.095403295750216,"['python', 'distributed-computing', 'multiprocessing', 'sandbox', 'machine-learning']",2021-03-15,5,3,0.0,3,0,38,24,0,1,1,3.0,2.0,90.0,0.7,28.17481
+998,util,https://github.com/stub42/pytz,,,,stub42/pytz,pytz,244,69,14,C,,pytz Python historical timezone library and database,stub42,2023-02-27,2016-07-12,346,0.703749484960857,[],2023-01-14,19,4,0.58,9,6,81,2,0,11,11,9.0,5.0,90.0,0.6,28.0476
+561,gis,https://github.com/geopandas/contextily,,,,geopandas/contextily,contextily,387,68,14,Jupyter Notebook,https://contextily.readthedocs.io/en/latest/,contextily: Context geo-tiles in Python,geopandas,2023-02-28,2016-09-08,338,1.1435204727733221,"['tiles', 'stamen', 'openstreetmap', 'python', 'tile', 'mapping', 'webtiles', 'geography', 'cartography', 'matplotlib', 'osm', 'stamen-maps']",2023-02-06,20,4,0.15,14,10,79,1,1,1,1,14.0,10.0,90.0,0.7,27.98287
+207,util,https://github.com/aws/aws-lambda-python-runtime-interface-client,,,,aws/aws-lambda-python-runtime-interface-client,aws-lambda-python-runtime-interface-client,197,49,16,Python,,aws/aws-lambda-python-runtime-interface-client,aws,2023-03-02,2020-09-02,130,1.5087527352297594,[],2023-02-16,23,5,0.37,8,2,30,1,0,2,2,8.0,4.0,90.0,0.5,27.9174
+1032,finance,https://github.com/borisbanushev/stockpredictionai,,,,borisbanushev/stockpredictionai,stockpredictionai,3597,1588,262,,,"stockpredictionai:        In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Network, CNN, as a discriminator. We use LSTM for the obvious reason that we are trying to predict time series data. Why we use GAN and specifically CNN as a discriminator? That is a good question: there are special sections on that later.",borisbanushev,2023-03-05,2019-01-09,216,16.608839050131927,[],2019-02-11,1,0,0.0,7,0,51,49,0,0,0,7.0,4.0,90.0,0.6,27.89169
+731,ml,https://github.com/autonlab/auton-survival,,,,autonlab/auton-survival,auton-survival,212,52,7,Python,http://autonlab.github.io/auton-survival,"auton-survival: Auton Survival -  an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events ",autonlab,2023-03-01,2020-04-01,152,1.3895131086142323,"['survival-analysis', 'reliability-analysis', 'python', 'data-science', 'deep-learning', 'machine-learning', 'time-to-event', 'counterfactual-inference', 'regression', 'causal-inference', 'graphical-models']",2023-03-03,10,3,1.92,7,3,36,0,0,0,0,7.0,9.0,90.0,1.3,27.87436
+678,util,https://github.com/lukasschwab/arxiv.py,,,,lukasschwab/arxiv.py,arxiv.py,613,81,17,Python,,arxiv.py: Python wrapper for the arXiv API,lukasschwab,2023-03-02,2015-11-25,379,1.6149792999623636,"['arxiv', 'arxiv-api', 'python-wrapper', 'pdf']",2023-02-01,14,3,0.15,8,8,89,1,1,3,1,8.0,4.0,90.0,0.5,27.78922
+866,util,https://github.com/hugovk/pypistats,,,,hugovk/pypistats,pypistats,146,26,4,Python,https://pypistats.org/api/,pypistats: Command-line interface to PyPI Stats API to get download stats for Python packages,hugovk,2023-02-26,2018-09-22,232,0.6289230769230769,"['python', 'python3', 'pypi', 'statistics', 'stats', 'api', 'cli', 'command-line', 'command-line-tool', 'downloads', 'hacktoberfest']",2023-03-01,12,3,1.42,14,13,54,0,3,6,3,14.0,13.0,90.0,0.9,27.76613
+393,perf,https://github.com/klen/py-frameworks-bench,,,,klen/py-frameworks-bench,py-frameworks-bench,684,80,27,Python,https://klen.github.io/py-frameworks-bench/,py-frameworks-bench: Another benchmark for some python frameworks,klen,2023-03-01,2015-04-30,409,1.6706210746685275,"['benchmark', 'python-frameworks']",2022-03-14,10,5,0.12,17,9,95,12,0,3,3,17.0,10.0,90.0,0.6,27.74417
+927,ml,https://github.com/google-research/maxvit,,,,google-research/maxvit,maxvit,310,19,6,Jupyter Notebook,,"[ECCV 2022] Official repository for ""MaxViT: Multi-Axis Vision Transformer"". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...",google-research,2023-03-03,2022-07-07,34,9.004149377593361,"['architecture', 'classification', 'cnn', 'computer-vision', 'image', 'image-processing', 'mlp', 'object-detection', 'transformer', 'transformer-architecture', 'vision-transformer', 'segmentation', 'resnet']",2022-10-23,1,1,0.06,7,4,8,4,0,0,0,7.0,5.0,90.0,0.7,27.67611
+498,ml-dl,https://github.com/vt-vl-lab/fgvc,,,,vt-vl-lab/fgvc,FGVC,1482,242,68,Python,,FGVC: [ECCV 2020] Flow-edge Guided Video Completion ,vt-vl-lab,2023-02-19,2020-09-09,129,11.437706725468578,[],2021-12-14,3,2,0.0,0,0,30,15,0,0,0,0.0,0.0,90.0,0.0,27.51429
+942,web,https://github.com/rawheel/fastapi-boilerplate,,,,rawheel/fastapi-boilerplate,fastapi-boilerplate,110,10,1,Python,,"fastapi-boilerplate: Dockerized FastAPI boiler plate similar to Django code structure with views, serializers(pydantic) and model( Sqlalchemy ORM) with dockerized database(PostgresSQL) and PgAdmin. 🚀 ",rawheel,2023-03-01,2022-12-28,9,11.492537313432836,"['alembic', 'boilerplate', 'docker', 'fastapi', 'fastapi-boilerplate', 'fastapi-sqlalchemy', 'postgresql', 'pydantic', 'python3', 'docker-compose', 'sqlalchemy', 'sqlalchemy-orm', 'poetry-python', 'orm']",2023-01-07,3,2,0.27,1,1,2,2,0,0,0,1.0,0.0,90.0,0.0,27.40028
+901,crypto,https://github.com/ofek/bit,,,,ofek/bit,bit,1131,188,48,Python,https://ofek.dev/bit/,Bitcoin made easy.,ofek,2023-02-27,2016-11-12,329,3.4361979166666665,"['bitcoin', 'python', 'libraries', 'cryptocurrencies', 'payments']",2023-02-11,15,1,0.02,8,2,77,1,0,0,0,8.0,3.0,90.0,0.4,27.39766
+740,nlp,https://github.com/koaning/whatlies,,,,koaning/whatlies,whatlies,452,50,14,Python,https://koaning.github.io/whatlies/,"whatlies: Toolkit to help understand ""what lies"" in word embeddings. Also benchmarking! ",koaning,2023-03-01,2020-02-22,158,2.8581752484191507,"['nlp', 'embeddings', 'visualisations']",2023-02-06,13,6,0.12,0,0,37,1,1,9,1,0.0,0.0,90.0,0.0,27.3914
+437,pandas,https://github.com/polyaxon/datatile,,,,polyaxon/datatile,traceml,461,40,13,Python,,"traceml: Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",polyaxon,2023-03-02,2016-03-25,362,1.2724763406940063,"['pandas', 'pandas-summary', 'dataframes', 'data-science', 'spark', 'dask', 'plotly', 'statistics', 'matplotlib', 'data-profiling', 'data-visualization', 'data-exploration', 'dataops', 'mlops', 'data-quality', 'data-quality-checks', 'explainable-ai', 'pytorch', 'tensorflow', 'tracking']",2023-02-24,98,3,1.87,0,0,84,0,0,1,1,0.0,0.0,90.0,0.0,27.04025
+933,ml,https://github.com/jonasgeiping/breaching,,,,jonasgeiping/breaching,breaching,147,32,3,Python,,Breaching privacy in federated learning scenarios for vision and text,jonasgeiping,2023-02-24,2022-02-15,54,2.68668407310705,"['security', 'machine-learning', 'pytorch', 'federated-learning', 'decentralized-learning', 'privacy-audit']",2023-02-09,17,2,0.77,2,1,13,1,0,0,0,2.0,3.0,90.0,1.5,27.02456
+669,ml,https://github.com/apple/ml-ane-transformers,,,,apple/ml-ane-transformers,ml-ane-transformers,600,31,34,Python,,ml-ane-transformers: Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE),apple,2023-03-03,2022-06-03,39,15.272727272727273,[],2022-08-09,1,0,0.1,0,0,9,7,3,4,3,0.0,0.0,90.0,0.0,26.95344
+642,util,https://github.com/metachris/logzero,,,,metachris/logzero,logzero,1030,69,26,Python,https://logzero.readthedocs.io,logzero: Robust and effective logging for Python 2 and 3.,metachris,2023-02-20,2017-06-12,298,3.4464627151051626,"['python', 'logging', 'logzero', 'logfiles']",2021-03-17,12,6,0.0,1,1,70,24,0,3,3,1.0,0.0,90.0,0.0,26.92205
+236,sim,https://github.com/salesforce/ai-economist,1.0,,,salesforce/ai-economist,ai-economist,949,194,46,Python,https://www.einstein.ai/the-ai-economist,"ai-economist: Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).",salesforce,2023-03-02,2020-07-02,139,6.806352459016393,"['ai', 'ml', 'multi-agent', 'multi-agent-reinforcement-learning', 'deep-reinforcement-learning', 'reinforcement-learning-environments', 'simulation-framework', 'python-3', 'economics']",2022-05-09,8,3,0.06,2,0,32,10,0,0,0,2.0,0.0,90.0,0.0,26.89281
+918,util,https://github.com/python-odin/odin,,,,python-odin/odin,odin,29,7,3,Python,https://odin.readthedocs.org/en/latest/,"odin: Data-structure definition/validation/traversal, mapping and serialisation toolkit for Python",python-odin,2023-02-14,2013-08-20,497,0.058266360505166474,"['python', 'validation', 'data-structures', 'data-mapping', 'serialize', 'de-serialize', 'json', 'csv', 'msgpack', 'xml', 'yaml']",2023-02-26,8,2,2.52,14,10,116,0,13,7,13,14.0,17.0,90.0,1.2,26.88023
+274,data,https://github.com/amzn/ion-python,,,,amzn/ion-python,ion-python,223,49,25,Python,https://amazon-ion.github.io/ion-docs/,ion-python: A Python implementation of Amazon Ion.,amzn,2023-02-21,2016-04-07,360,0.6187078874355926,[],2023-02-14,25,3,0.38,25,13,84,1,3,2,3,25.0,14.0,90.0,0.6,26.7669
+326,security,https://github.com/snyk-labs/pysnyk,,,,snyk-labs/pysnyk,pysnyk,53,95,10,Python,https://snyk.docs.apiary.io/,pysnyk: A Python client for the Snyk API.,snyk-labs,2023-03-01,2019-02-03,213,0.24882629107981222,"['snyk', 'python', 'api']",2023-01-20,30,4,0.48,27,16,50,1,7,5,7,27.0,21.0,90.0,0.8,26.644
+545,ml,https://github.com/borealisai/advertorch,,,,borealisai/advertorch,advertorch,1141,180,27,Jupyter Notebook,,advertorch: A Toolbox for Adversarial Robustness Research,borealisai,2023-03-04,2018-11-29,222,5.129736673089274,"['pytorch', 'adversarial-examples', 'adversarial-example', 'adversarial-perturbations', 'adversarial-attacks', 'adversarial-machine-learning', 'adversarial-learning', 'robustness', 'toolbox', 'security', 'machine-learning', 'benchmarking']",2022-05-29,21,3,0.29,0,0,52,9,0,0,0,0.0,0.0,90.0,0.0,26.57046
+654,web,https://github.com/magicstack/httptools,,,,magicstack/httptools,httptools,1092,71,40,Python,,httptools: Fast HTTP parser,magicstack,2023-03-03,2016-04-25,357,3.0514970059880238,[],2022-09-13,13,5,0.06,0,0,83,6,1,2,1,0.0,0.0,90.0,0.0,26.39122
+387,nlp,https://github.com/shivam5992/textstat,,,,shivam5992/textstat,textstat,924,148,17,Python,https://textstat.org,"textstat: :memo: python package to calculate readability statistics of a text object - paragraphs, sentences, articles.",shivam5992,2023-03-03,2014-06-18,454,2.032683846637335,"['python', 'textstat', 'readability', 'flesch-kincaid-grade', 'smog', 'flesch-reading-ease']",2022-07-08,46,3,0.1,2,0,106,8,1,2,1,2.0,1.0,90.0,0.5,26.29268
+839,jupyter,https://github.com/cmudig/autoprofiler,,,,cmudig/autoprofiler,AutoProfiler,94,5,1,Svelte,,AutoProfiler: Automatically profile dataframes in the Jupyter sidebar,cmudig,2023-02-28,2022-03-24,49,1.9017341040462428,"['jupyter', 'pandas', 'python']",2023-02-28,4,2,4.27,34,23,12,0,0,0,0,34.0,16.0,90.0,0.5,26.27574
+418,pandas,https://github.com/zsailer/pandas_flavor,,,,zsailer/pandas_flavor,pandas_flavor,273,17,11,Python,https://zsailer.github.io/software/pandas-flavor/,pandas_flavor: The easy way to write your own flavor of Pandas,zsailer,2023-02-27,2018-01-25,266,1.0246648793565685,['pandas'],2023-02-03,9,3,1.06,7,3,62,1,1,1,1,7.0,7.0,90.0,1.0,26.2148
+330,nlp,https://github.com/franck-dernoncourt/neuroner,,,,franck-dernoncourt/neuroner,NeuroNER,1646,485,84,Python,http://neuroner.com,NeuroNER: Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.,franck-dernoncourt,2023-03-03,2017-03-07,312,5.263590680676108,"['nlp', 'machine-learning', 'neural-networks', 'named-entity-recognition', 'deep-learning', 'tensorflow']",2019-10-02,7,2,0.0,1,1,73,42,0,0,0,1.0,1.0,90.0,1.0,26.14913
+878,time-series,https://github.com/rjt1990/pyflux,,,,rjt1990/pyflux,pyflux,2013,236,70,Python,,pyflux: Open source time series library for Python,rjt1990,2023-03-03,2016-02-16,367,5.4743589743589745,"['statistics', 'time-series']",2018-12-16,6,2,0.0,0,0,86,51,0,6,6,0.0,0.0,90.0,0.0,25.80793
+703,ml-ops,https://github.com/bodywork-ml/bodywork-core,,,,bodywork-ml/bodywork-core,bodywork-core,413,19,9,Python,https://bodywork.readthedocs.io/en/latest/,"bodywork-core: ML pipeline orchestration and model deployments on Kubernetes, made really easy.",bodywork-ml,2023-02-01,2020-11-17,119,3.4498806682577565,"['mlops', 'python', 'kubernetes', 'data-science', 'machine-learning', 'pipeline', 'serving', 'continuous-deployment', 'batch', 'devops', 'framework', 'cicd', 'orchestration']",2022-07-04,4,2,2.19,0,0,28,8,0,26,26,0.0,0.0,90.0,0.0,25.79039
+1028,finance,https://github.com/enthought/pyql,,,,enthought/pyql,pyql,761,176,105,Cython,,pyql: Cython QuantLib wrappers,enthought,2023-03-05,2012-03-08,573,1.3271051320378675,"['quantlib', 'cython']",2023-03-04,24,4,0.62,6,5,134,1,0,0,0,6.0,0.0,90.0,0.0,25.77172
+83,ml,https://github.com/stan-dev/pystan,,,,stan-dev/pystan,pystan,243,46,13,Python,,"PyStan, a Python interface to Stan, a platform for statistical modeling. Documentation: https://pystan.readthedocs.io",stan-dev,2023-03-04,2017-09-17,285,0.8526315789473684,[],2022-11-26,11,3,0.35,5,2,66,3,0,4,4,5.0,6.0,90.0,1.2,25.7504
+926,util,https://github.com/heuer/segno,,,,heuer/segno,segno,387,42,11,Python,https://pypi.org/project/segno/,segno: Python QR Code and Micro QR Code encoder,heuer,2023-03-04,2016-08-04,343,1.1268718801996673,"['qrcode', 'barcode', 'micro-qrcode', 'matrix-barcode', 'qr-code', 'segno', 'python', 'qr-generator', 'iso-18004', 'structured-append', 'python-qrcode', 'micro-qr-code']",2022-12-10,9,2,0.81,2,1,80,3,1,7,1,2.0,4.0,90.0,2.0,25.69377
+143,nlp,https://github.com/plasticityai/magnitude,,,,plasticityai/magnitude,magnitude,1560,113,37,Python,,"magnitude: A fast, efficient universal vector embedding utility package.",plasticityai,2023-03-04,2018-02-24,262,5.950953678474114,"['python', 'natural-language-processing', 'nlp', 'machine-learning', 'vectors', 'embeddings', 'word2vec', 'fasttext', 'glove', 'gensim', 'fast', 'memory-efficient', 'machine-learning-library', 'word-embeddings']",2020-07-17,4,1,0.0,0,0,61,32,0,28,28,0.0,0.0,90.0,0.0,25.60935
+327,security,https://github.com/sonatype-nexus-community/jake,,,,sonatype-nexus-community/jake,jake,80,21,8,Python,https://jake.readthedocs.io/,jake: Check your Python environments for vulnerable Open Source packages with OSS Index or Sonatype Nexus Lifecycle.,sonatype-nexus-community,2023-01-25,2019-10-10,177,0.45088566827697263,"['python', 'vulnerabilities', 'vulnerability-scanners', 'ossindex', 'nexus-iq', 'sonatype-iq']",2023-02-22,15,5,0.56,5,1,41,0,4,39,4,5.0,3.0,90.0,0.6,25.59298
+867,ml,https://github.com/infer-actively/pymdp,,,,infer-actively/pymdp,pymdp,245,38,24,Python,,pymdp: A Python implementation of active inference for Markov Decision Processes,infer-actively,2023-03-02,2019-11-27,170,1.4363484087102178,[],2022-12-08,12,2,1.31,5,4,40,3,3,2,3,5.0,3.0,90.0,0.6,25.4162
+922,gis,https://github.com/benbovy/spherely,,,,benbovy/spherely,spherely,82,2,4,C++,https://spherely.readthedocs.io/,spherely: Manipulation and analysis of geometric objects on the sphere.,benbovy,2023-02-09,2022-11-24,14,5.683168316831683,[],2023-01-12,2,0,0.79,12,10,3,2,0,0,0,12.0,20.0,90.0,1.7,25.23642
+1003,finance,https://github.com/quantopian/empyrical,,,,quantopian/empyrical,empyrical,1034,339,72,Python,https://quantopian.github.io/empyrical,empyrical: Common financial risk and performance metrics. Used by zipline and pyfolio.,quantopian,2023-03-03,2016-03-18,363,2.8462445930003932,[],2020-10-14,22,4,0.0,0,0,85,29,0,4,4,0.0,0.0,90.0,0.0,24.89436
+562,gis,https://github.com/geopandas/xyzservices,,,,geopandas/xyzservices,xyzservices,87,19,11,Python,https://xyzservices.readthedocs.io/,xyzservices: Source of XYZ tiles providers,geopandas,2023-02-24,2021-05-21,93,0.9326186830015314,[],2023-03-01,17,4,0.94,2,2,22,0,5,9,5,2.0,0.0,90.0,0.0,24.78305
+168,gis,https://github.com/openeventdata/mordecai,,,,openeventdata/mordecai,mordecai,694,93,36,Python,,mordecai: Full text geoparsing as a Python library,openeventdata,2023-02-25,2016-06-23,349,1.9860997547015535,"['geoparsing', 'geonames', 'nlp', 'geocoding', 'spacy', 'toponym-resolution']",2021-02-01,6,4,0.0,4,1,81,25,0,1,1,4.0,5.0,90.0,1.2,24.73353
+656,util,https://github.com/rasbt/watermark,,,,rasbt/watermark,watermark,768,82,13,Python,,"watermark: An IPython magic extension for printing date and time stamps, version numbers, and hardware information",rasbt,2023-03-03,2014-07-30,448,1.7121019108280255,"['python', 'magic-extension', 'jupyter', 'ipython']",2022-09-13,17,7,0.06,0,0,105,6,1,2,1,0.0,0.0,90.0,0.0,24.72267
+392,pandas,https://github.com/tkrabel/bamboolib,,,,tkrabel/bamboolib,bamboolib,884,95,31,Jupyter Notebook,https://bamboolib.com,bamboolib - a GUI for pandas DataFrames,tkrabel,2023-03-02,2019-05-29,196,4.497093023255814,"['pandas', 'pandas-dataframes', 'jupyter-notebook', 'jupyterlab', 'python']",2022-09-27,4,3,0.19,0,0,46,5,0,0,0,0.0,0.0,90.0,0.0,24.6082
+921,gis,https://github.com/radiantearth/radiant-mlhub,,,,radiantearth/radiant-mlhub,radiant-mlhub,46,10,5,Python,https://radiant-mlhub.readthedocs.io/,radiant-mlhub: A Python client for the Radiant MLHub API (https://mlhub.earth).,radiantearth,2023-02-02,2020-10-13,124,0.36884306987399773,"['machine-learning', 'satellite-imagery', 'python', 'python-client', 'python-3', 'stac']",2023-02-13,9,4,1.19,13,9,29,1,6,8,6,13.0,8.0,90.0,0.6,24.41065
+375,viz,https://github.com/vhranger/nodevectors,,,,vhranger/nodevectors,nodevectors,458,53,11,Python,,nodevectors: Fastest network node embeddings in the west,vhranger,2023-03-03,2019-07-25,188,2.4306292645943897,[],2021-11-06,6,2,0.0,5,2,44,16,0,3,3,5.0,4.0,90.0,0.8,24.39879
+1008,finance,https://github.com/cuemacro/findatapy,1.0,,,cuemacro/findatapy,findatapy,1297,183,91,Python,,"findatapy: Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.",cuemacro,2023-03-04,2016-08-03,343,3.775051975051975,"['market-data', 'quandl', 'bloomberg', 'dukascopy', 'arctic', 'fred', 'python-api', 'eikon']",2022-08-24,7,1,0.13,1,0,80,6,2,4,2,1.0,0.0,90.0,0.0,24.39661
+307,crypto,https://github.com/ethereum/eth-utils,,,,ethereum/eth-utils,eth-utils,270,141,18,Python,https://eth-utils.readthedocs.io/en/latest/,eth-utils: Utility functions for working with ethereum related codebases.,ethereum,2023-02-13,2017-02-07,316,0.8525033829499323,"['ethereum', 'python', 'utility-library']",2022-11-17,31,2,0.31,3,2,74,4,0,10,10,3.0,1.0,90.0,0.3,24.39311
+316,util,https://github.com/irmen/pyminiaudio,,,,irmen/pyminiaudio,pyminiaudio,130,16,3,C,,"pyminiaudio: python interface to the miniaudio audio playback, recording, decoding and conversion library",irmen,2023-03-01,2019-06-30,192,0.6770833333333334,[],2023-02-09,4,1,0.4,4,1,45,1,6,8,6,4.0,9.0,90.0,2.2,24.13748
+342,term,https://github.com/rockhopper-technologies/enlighten,,,,rockhopper-technologies/enlighten,enlighten,278,19,4,Python,https://python-enlighten.readthedocs.io,Enlighten Progress Bar for Python Console Apps,rockhopper-technologies,2023-03-03,2017-09-22,284,0.9778894472361809,['python'],2023-02-04,5,1,0.73,4,1,66,1,3,5,3,4.0,5.0,90.0,1.2,23.989
+1017,finance,https://github.com/gbeced/basana,,,,gbeced/basana,basana,2,0,1,Python,,"basana: A Python event driven framework for algorithmic trading, with a focus on crypto currencies.",gbeced,2023-03-05,2023-03-04,0,14.0,[],2023-03-05,2,0,0.15,0,0,0,0,0,0,0,0.0,0.0,90.0,0.0,23.98157
+848,profiling,https://github.com/kshitij12345/torchnnprofiler,,,,kshitij12345/torchnnprofiler,torchnnprofiler,75,3,4,Python,,torchnnprofiler: Context Manager to profile the forward and backward times of PyTorch's nn.Module,kshitij12345,2023-02-28,2022-10-22,19,3.917910447761194,[],2022-11-02,1,1,0.96,3,2,4,4,0,0,0,3.0,7.0,90.0,2.3,23.95656
+276,crypto,https://github.com/ethtx/ethtx_ce,,,,ethtx/ethtx_ce,ethtx_ce,242,60,13,Python,https://ethtx.info,ethtx_ce: Ethereum transaction decoder (community version).,ethtx,2023-03-01,2021-07-26,83,2.885860306643952,[],2022-12-22,7,2,0.58,8,7,20,2,0,0,0,8.0,1.0,90.0,0.1,23.93652
+899,util,https://github.com/ofek/pypinfo,,,,ofek/pypinfo,pypinfo,356,31,14,Python,,pypinfo: Easily view PyPI download statistics via Google's BigQuery.,ofek,2023-02-20,2017-05-13,303,1.1743638077285579,"['python', 'bigquery', 'pypi', 'statistics']",2022-11-30,9,6,0.29,0,0,71,3,0,4,4,0.0,0.0,90.0,0.0,23.92656
+464,data,https://github.com/dmarx/psaw,,,,dmarx/psaw,psaw,343,55,9,Python,,psaw: Python Pushshift.io API Wrapper (for comment/submission search),dmarx,2023-03-03,2018-04-15,255,1.3450980392156864,[],2022-07-09,8,3,0.04,4,1,59,8,0,0,0,4.0,8.0,90.0,2.0,23.76492
+454,gis,https://github.com/openaddresses/pyesridump,,,,openaddresses/pyesridump,pyesridump,260,60,16,Python,,pyesridump: Scrapes an ESRI MapServer REST endpoint to spit out more generally-usable geodata.,openaddresses,2023-03-03,2013-12-06,482,0.5390995260663507,[],2023-02-01,12,7,0.4,3,0,112,1,2,2,2,3.0,0.0,90.0,0.0,23.68371
+306,crypto,https://github.com/palkeo/panoramix,,,,palkeo/panoramix,panoramix,564,154,31,Python,,panoramix: Ethereum decompiler,palkeo,2023-03-03,2020-02-17,158,3.550359712230216,[],2020-08-22,4,2,0.0,7,2,37,31,0,1,1,7.0,5.0,90.0,0.7,23.67186
+1020,finance,https://github.com/quandl/quandl-python,,,,quandl/quandl-python,quandl-python,1291,342,129,Python,,quandl/quandl-python,quandl,2023-03-02,2013-03-24,519,2.48747591522158,"['python', 'quandl', 'api-client', 'retrieve-data', 'dataset', 'data-frame']",2021-12-08,36,2,0.0,0,0,121,15,0,2,2,0.0,0.0,90.0,0.0,23.62146
+555,ml,https://github.com/nicolas-chaulet/torch-points3d,,,,nicolas-chaulet/torch-points3d,torch-points3d,133,32,0,,https://torch-points3d.readthedocs.io/en/latest/,torch-points3d: Pytorch framework for doing deep learning on point clouds.,nicolas-chaulet,2023-02-28,2022-01-09,60,2.216666666666667,[],2021-12-10,29,5,0.0,0,0,14,15,0,9,9,0.0,0.0,90.0,0.0,23.59047
+889,util,https://github.com/pyodide/micropip,,,,pyodide/micropip,micropip,16,5,5,Python,https://micropip.pyodide.org,micropip: A lightweight Python package installer for Pyodide,pyodide,2023-01-26,2022-09-15,24,0.6549707602339181,"['package-installer', 'pyodide', 'python', 'webassembly']",2023-03-04,6,1,0.73,27,24,6,0,0,8,8,27.0,32.0,90.0,1.2,23.43804
+335,ml,https://github.com/mrdbourke/m1-machine-learning-test,,,,mrdbourke/m1-machine-learning-test,m1-machine-learning-test,379,120,12,Jupyter Notebook,,m1-machine-learning-test: Code for testing various M1 Chip benchmarks with TensorFlow.,mrdbourke,2023-03-02,2021-11-14,68,5.573529411764706,"['tensorflow', 'tensorflow-macos', 'metal', 'machine-learning']",2022-07-16,2,0,0.02,1,0,16,8,0,0,0,1.0,2.0,90.0,2.0,23.33605
+887,graph,https://github.com/h4kor/graph-force,,,,h4kor/graph-force,graph-force,164,0,9,Rust,https://pypi.org/project/graph-force/,"graph-force: Python library for embedding large graphs in 2D space, using force-directed layouts.",h4kor,2023-03-02,2022-11-28,13,11.835051546391753,"['force-directed-graphs', 'graph-algorithms', 'python', 'python3']",2022-11-28,2,0,0.77,0,0,3,3,0,0,0,0.0,0.0,90.0,0.0,23.25938
+466,nlp,https://github.com/infinitylogesh/mutate,,,,infinitylogesh/mutate,mutate,140,11,3,Python,,mutate: A library to synthesize text datasets using Large Language Models (LLM),infinitylogesh,2023-02-16,2021-12-29,61,2.273781902552204,"['nlp-library', 'text-generation', 'language-model', 'data-augmentation', 'data-labeling']",2023-01-17,2,1,0.17,3,3,14,2,0,0,0,3.0,7.0,90.0,2.3,23.25223
+670,perf,https://github.com/markshannon/faster-cpython,,,,markshannon/faster-cpython,faster-cpython,901,21,84,,,faster-cpython: How to make CPython faster.,markshannon,2023-02-27,2020-10-19,123,7.2745098039215685,[],2020-10-28,4,2,0.0,0,0,29,29,0,0,0,0.0,0.0,90.0,0.0,23.20995
+160,nlp,https://github.com/nipunsadvilkar/pysbd,,,,nipunsadvilkar/pysbd,pySBD,575,67,10,Python,,pySBD: 🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.,nipunsadvilkar,2023-02-28,2017-06-11,299,1.9230769230769231,"['sentence-boundary-detection', 'python', 'segmentation', 'rule-based', 'sentence-tokenizer', 'sentence']",2021-02-11,6,2,0.0,3,1,70,25,0,3,3,3.0,3.0,90.0,1.0,23.19562
+744,data,https://github.com/ktrueda/parquet-tools,,,,ktrueda/parquet-tools,parquet-tools,97,13,3,Python,,parquet-tools: easy install parquet-tools,ktrueda,2023-03-01,2020-05-02,148,0.6547733847637416,"['parquet', 'parquet-tools', 'cli']",2023-01-18,12,4,0.19,7,5,35,2,2,6,2,7.0,4.0,90.0,0.6,23.07936
+909,security,https://github.com/abnamro/repository-scanner,,,,abnamro/repository-scanner,repository-scanner,58,3,6,Python,,repository-scanner: Tool to detect secrets in source code management systems.,abnamro,2023-03-01,2022-09-08,25,2.2808988764044944,[],2023-03-03,6,0,0.88,26,23,6,0,5,10,5,26.0,2.0,90.0,0.1,22.98185
+188,math,https://github.com/dit/dit,,,,dit/dit,dit,431,78,24,Python,http://docs.dit.io,dit: Python package for information theory.,dit,2023-03-02,2013-09-29,492,0.8760162601626016,"['python', 'information-theory']",2022-07-25,20,3,0.19,1,0,115,7,1,3,1,1.0,1.0,90.0,1.0,22.95203
+500,study,https://github.com/googlecloudplatform/practical-ml-vision-book,,,,googlecloudplatform/practical-ml-vision-book,practical-ml-vision-book,326,147,19,Jupyter Notebook,,googlecloudplatform/practical-ml-vision-book,googlecloudplatform,2023-03-04,2020-11-18,119,2.7264038231780168,[],2022-11-21,6,1,0.08,1,0,28,3,0,0,0,1.0,1.0,90.0,1.0,22.52473
+528,nlp,https://github.com/hazyresearch/fonduer,,,,hazyresearch/fonduer,fonduer,390,79,27,Python,https://fonduer.readthedocs.io/,fonduer: A knowledge base construction engine for richly formatted data,hazyresearch,2023-01-27,2018-02-02,265,1.4701130856219708,"['multimodality', 'machine-learning', 'knowledge-base-construction']",2021-06-23,14,6,0.0,0,0,62,21,0,6,6,0.0,0.0,90.0,0.0,22.48393
+329,ml-dl,https://github.com/facebookresearch/ppuda,,,,facebookresearch/ppuda,ppuda,467,60,19,Python,,ppuda: Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021),facebookresearch,2023-02-23,2021-10-21,71,6.538,[],2022-07-26,3,1,0.19,0,0,17,7,0,0,0,0.0,0.0,90.0,0.0,22.42087
+385,nlp,https://github.com/kootenpv/contractions,,,,kootenpv/contractions,contractions,273,35,7,Python,,contractions: Fixes contractions such as `you're` to `you are`,kootenpv,2023-03-01,2016-12-25,323,0.8452012383900929,[],2022-11-15,14,4,0.1,1,1,75,4,0,0,0,1.0,1.0,90.0,1.0,22.33163
+277,data,https://github.com/airbnb/omniduct,,,,airbnb/omniduct,omniduct,243,49,30,Python,,"omniduct: A toolkit providing a uniform interface for connecting to and extracting data from a wide variety of (potentially remote) data stores (including HDFS, Hive, Presto, MySQL, etc).",airbnb,2023-02-19,2017-02-22,314,0.7724795640326976,[],2022-05-09,12,5,0.04,1,1,73,10,1,12,1,1.0,1.0,90.0,1.0,22.18582
+817,time-series,https://github.com/salesforce/deeptime,,,,salesforce/deeptime,DeepTime,212,36,7,Python,,PyTorch code for DeepTime: Deep Time-Index Meta-Learning for Non-Stationary Time-Series Forecasting,salesforce,2023-03-03,2022-06-27,35,5.912350597609562,"['deep-learning', 'forecasting', 'meta-learning', 'time-series', 'time-series-forecasting', 'time-series-regression', 'implicit-neural-representation']",2022-11-03,2,0,0.21,3,1,8,4,0,0,0,3.0,2.0,90.0,0.7,22.01797
+205,debug,https://github.com/alexmojaki/heartrate,,,,alexmojaki/heartrate,heartrate,1614,124,33,Python,,heartrate: Simple real time visualisation of the execution of a Python program.,alexmojaki,2023-03-01,2019-04-24,201,8.007087172218284,"['python', 'visualization', 'debugger']",2021-11-13,3,0,0.0,1,0,47,16,0,0,0,1.0,0.0,90.0,0.0,21.99772
+234,crypto,https://github.com/blockchainsllc/in3,,,,blockchainsllc/in3,in3,66,19,12,C,https://in3.readthedocs.io/en/develop/index.html,in3: The IN3 client (written in C).,blockchainsllc,2023-01-30,2019-09-17,180,0.3652173913043478,"['blockchain', 'verify', 'crypto-economic', 'ethereum', 'ipfs']",2022-04-01,35,3,0.73,1,0,42,11,0,27,27,1.0,1.0,90.0,1.0,21.92645
+519,gis,https://github.com/scikit-geometry/scikit-geometry,,,,scikit-geometry/scikit-geometry,scikit-geometry,360,50,14,Jupyter Notebook,https://scikit-geometry.github.io/scikit-geometry,scikit-geometry: Scientific Python Geometric Algorithms Library,scikit-geometry,2023-01-20,2016-03-28,361,0.9948677457560205,"['cgal', 'geometry', 'python', 'geometric-algorithms', 'wrapper']",2022-10-14,15,6,0.04,4,0,84,5,0,0,0,4.0,1.0,90.0,0.2,21.8309
+573,gis,https://github.com/developmentseed/label-maker,,,,developmentseed/label-maker,label-maker,443,112,53,Python,http://devseed.com/label-maker/,label-maker: Data Preparation for Satellite Machine Learning,developmentseed,2023-01-20,2018-01-10,268,1.649468085106383,"['satellite-imagery', 'data-preparation', 'deep-learning', 'computer-vision', 'remote-sensing', 'keras']",2020-11-19,15,6,0.0,0,0,63,28,0,3,3,0.0,0.0,90.0,0.0,21.71432
+243,ml,https://github.com/carla-recourse/carla,,,,carla-recourse/carla,CARLA,207,49,5,Python,,CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms,carla-recourse,2023-02-28,2020-12-09,116,1.775735294117647,"['python', 'machine-learning', 'artificial-intelligence', 'explainable-ai', 'explainable-ml', 'explainability', 'counterfactual-explanations', 'counterfactuals', 'counterfactual', 'recourse', 'benchmark', 'benchmarking', 'tensorflow', 'tensorflow2', 'pytorch']",2023-02-22,7,1,0.65,8,6,27,0,0,0,0,8.0,0.0,90.0,0.0,21.69299
+971,data,https://github.com/vmiklos/ged2dot,,,,vmiklos/ged2dot,ged2dot,87,17,6,Python,https://vmiklos.hu/ged2dot/,ged2dot: GEDCOM to Graphviz converter,vmiklos,2023-02-12,2013-11-01,487,0.1785400175901495,"['gedcom', 'dot', 'python', 'libreoffice']",2023-02-26,9,2,0.88,16,16,114,0,2,2,2,16.0,0.0,90.0,0.0,21.48477
+572,gis,https://github.com/developmentseed/landsat-util,,,,developmentseed/landsat-util,landsat-util,685,155,128,Python,,"landsat-util: A utility to search, download and process Landsat 8 satellite imagery",developmentseed,2023-02-22,2014-08-01,448,1.5280433397068196,[],2018-07-30,24,7,0.0,0,0,105,56,0,2,2,0.0,0.0,90.0,0.0,21.47893
+983,nlp,https://github.com/yixinl7/brio,,,,yixinl7/brio,BRIO,222,38,2,Python,,ACL 2022: BRIO: Bringing Order to Abstractive Summarization,yixinl7,2023-03-03,2022-03-15,50,4.377464788732395,"['nlp', 'text-summarization']",2022-11-06,1,0,0.46,4,2,12,4,0,0,0,4.0,4.0,90.0,1.0,21.40987
+334,util,https://github.com/clarete/forbiddenfruit,,,,clarete/forbiddenfruit,forbiddenfruit,758,49,28,Python,https://clarete.li/forbiddenfruit/,forbiddenfruit: Patch built-in python objects,clarete,2023-02-26,2013-04-03,517,1.464532155672095,"['python', 'monkey-patching']",2022-03-12,15,5,0.0,0,0,121,16,0,1,1,0.0,0.0,90.0,0.0,21.40534
+266,nlp,https://github.com/allenai/s2orc-doc2json,,,,allenai/s2orc-doc2json,s2orc-doc2json,183,36,6,Python,,"s2orc-doc2json: Parsers for scientific papers (PDF2JSON, TEX2JSON, JATS2JSON)",allenai,2023-02-26,2020-12-10,116,1.5717791411042945,[],2022-12-09,9,3,0.12,3,2,27,3,0,0,0,3.0,1.0,90.0,0.3,21.15328
+333,util,https://github.com/gondolav/pyfuncol,,,,gondolav/pyfuncol,pyfuncol,32,2,3,Python,https://pyfuncol.readthedocs.io/,pyfuncol: Functional collections extension functions for Python,gondolav,2022-11-16,2021-12-16,63,0.5045045045045045,"['functional', 'collections', 'python', 'parallel', 'python3', 'extension-functions']",2023-02-27,4,1,0.73,29,24,15,0,1,6,1,29.0,35.0,90.0,1.2,21.13072
+449,gis,https://github.com/residentmario/geoplot,1.0,,,residentmario/geoplot,geoplot,1054,91,35,Python,https://residentmario.github.io/geoplot/index.html,geoplot: High-level geospatial data visualization library for Python.,residentmario,2023-03-03,2016-06-29,348,3.023770491803279,"['geospatial-visualization', 'geospatial-data', 'matplotlib', 'geopandas', 'spatial-analysis']",2022-03-18,5,1,0.04,3,0,81,12,1,3,1,3.0,0.0,90.0,0.0,21.12218
+229,data,https://github.com/microsoft/genalog,,,,microsoft/genalog,genalog,244,24,10,Jupyter Notebook,https://microsoft.github.io/genalog/,"Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.",microsoft,2023-02-28,2020-06-15,141,1.7200402819738168,"['ner', 'ocr-recognition', 'python', 'text-alignment', 'data-generation', 'data-science', 'machine-learning', 'synthetic-data', 'synthetic-images', 'synthetic-data-generation']",2023-02-14,7,1,0.04,1,1,33,1,0,3,3,1.0,0.0,90.0,0.0,21.09837
+473,ml-dl,https://github.com/nyandwi/modernconvnets,,,,nyandwi/modernconvnets,ModernConvNets,306,32,7,Jupyter Notebook,,ModernConvNets: Revisions and implementations of modern Convolutional Neural Networks architectures in TensorFlow and Keras,nyandwi,2023-02-17,2022-02-10,55,5.520618556701031,"['convnets', 'deep-learning-algorithms', 'computer-vision', 'tensorflow', 'keras', 'convolutional-neural-networks', 'neural-networks', 'image-classification', 'cnns']",2022-10-05,1,1,0.4,0,0,13,5,0,0,0,0.0,0.0,90.0,0.0,20.73258
+364,ml-ops,https://github.com/kubeflow/fairing,,,,kubeflow/fairing,fairing,327,147,39,Jsonnet,,"fairing: Python SDK for building, training, and deploying ML models",kubeflow,2023-02-23,2018-09-03,234,1.3923357664233578,[],2021-08-26,41,5,0.0,0,0,55,18,0,1,1,0.0,0.0,90.0,0.0,20.68332
+845,gis,https://github.com/mapbox/mercantile,,,,mapbox/mercantile,mercantile,349,61,117,Python,,mercantile: Spherical mercator tile and coordinate utilities,mapbox,2023-03-03,2014-02-12,472,0.7385126964933495,"['satellite', 'pxm', 'imagery']",2021-10-22,20,6,0.0,0,0,110,17,0,4,4,0.0,0.0,90.0,0.0,20.67111
+463,data,https://github.com/psycoguana/subredditmediadownloader,,,,psycoguana/subredditmediadownloader,SubredditMediaDownloader,112,8,3,Python,,SubredditMediaDownloader: Simple Python script to download images and videos from public subreddits without using Reddit's API 😎,psycoguana,2023-02-19,2022-02-18,54,2.0631578947368423,[],2023-01-17,2,0,0.37,1,1,13,2,0,0,0,1.0,3.0,90.0,3.0,20.56942
+241,ml,https://github.com/microsoft/focal-transformer,,,,microsoft/focal-transformer,Focal-Transformer,494,58,17,Python,,"Focal-Transformer: [NeurIPS 2021 Spotlight] Official code for ""Focal Self-attention for Local-Global Interactions in Vision Transformers""",microsoft,2023-03-03,2021-07-10,86,5.734660033167496,[],2022-03-27,2,1,0.04,0,0,20,11,0,0,0,0.0,0.0,90.0,0.0,20.54816
+453,gis,https://github.com/googlecloudplatform/dataflow-geobeam,,,,googlecloudplatform/dataflow-geobeam,dataflow-geobeam,67,25,10,Python,,googlecloudplatform/dataflow-geobeam,googlecloudplatform,2023-02-19,2021-02-04,108,0.6179183135704874,[],2022-11-29,5,3,0.62,1,0,25,3,0,2,2,1.0,1.0,90.0,1.0,20.06785
+558,gis,https://github.com/darribas/gds_env,,,,darribas/gds_env,gds_env,93,36,9,Jupyter Notebook,https://darribas.org/gds_env,gds_env: A containerised platform for Geographic Data Science,darribas,2022-11-16,2016-08-12,342,0.2717028380634391,"['geographic-data-science', 'docker', 'python', 'r', 'latex', 'jupyter-lab']",2022-12-09,8,4,0.79,5,1,80,3,1,2,1,5.0,2.0,90.0,0.4,19.95155
+819,pandas,https://github.com/ddelange/mapply,,,,ddelange/mapply,mapply,39,3,4,Python,,mapply: Sensible multi-core apply function for Pandas,ddelange,2023-02-15,2020-10-26,122,0.3174418604651163,[],2023-03-04,1,0,0.31,6,5,29,0,10,8,10,6.0,10.0,90.0,1.7,19.80476
+259,crypto,https://github.com/pmaji/crypto-whale-watching-app,,,,pmaji/crypto-whale-watching-app,crypto-whale-watching-app,555,135,48,Python,,crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.,pmaji,2023-02-08,2018-01-23,266,2.080878414568827,"['gdax', 'python', 'cryptocurrency', 'ethereum', 'litecoin', 'bitcoin', 'cryptocurrency-exchanges', 'python3', 'dash', 'ethereum-blockchain', 'bitcoin-api', 'bitcoin-price', 'cryptocurrency-price-ticker', 'cryptocurrency-prices', 'litecoin-price', 'ethereum-price', 'gdax-api', 'gdax-python', 'plotly', 'plotly-dash']",2022-12-08,8,1,0.06,1,1,62,3,0,0,0,1.0,0.0,90.0,0.0,19.75056
+515,data,https://github.com/jovianml/opendatasets,,,,jovianml/opendatasets,opendatasets,252,123,13,Python,,"opendatasets: A Python library for downloading datasets from Kaggle, Google Drive, and other online sources.",jovianml,2023-03-04,2020-09-17,128,1.9621802002224693,"['data-science', 'machine-learning', 'datasets', 'python']",2022-11-01,3,2,0.13,3,0,30,4,0,0,0,3.0,1.0,90.0,0.3,19.5915
+665,gis,https://github.com/zorzi-s/polyworldpretrainednetwork,,,,zorzi-s/polyworldpretrainednetwork,PolyWorldPretrainedNetwork,100,15,7,Python,,PolyWorldPretrainedNetwork: PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images,zorzi-s,2023-03-03,2022-03-23,49,2.0172910662824206,[],2022-11-10,1,0,0.4,4,2,12,4,0,0,0,4.0,11.0,90.0,2.8,19.42704
+167,nlp,https://github.com/lexpredict/lexpredict-lexnlp,,,,lexpredict/lexpredict-lexnlp,lexpredict-lexnlp,588,158,49,HTML,,lexpredict-lexnlp: LexNLP by LexPredict,lexpredict,2023-03-02,2017-09-30,283,2.0766902119071644,"['nlp', 'ml', 'legal', 'legaltech', 'linguistics', 'law', 'contracts', 'analytics', 'data']",2022-08-10,8,0,0.06,5,1,66,7,0,0,0,5.0,4.0,90.0,0.8,19.4203
+211,time-series,https://github.com/firmai/atspy,,,,firmai/atspy,atspy,476,88,20,Python,https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631,AtsPy: Automated Time Series Models in Python (by @firmai),firmai,2023-03-04,2020-01-28,161,2.943462897526502,"['time-series', 'time-series-analysis', 'automated', 'python', 'forecasting', 'forecasting-models', 'finance']",2021-12-18,5,2,0.0,1,0,38,15,0,0,0,1.0,0.0,90.0,0.0,19.11488
+758,study,https://github.com/jackhidary/quantumcomputingbook,,,,jackhidary/quantumcomputingbook,quantumcomputingbook,636,188,55,Jupyter Notebook,,quantumcomputingbook: Companion site for the textbook Quantum Computing: An Applied Approach,jackhidary,2023-03-02,2019-02-28,209,3.0368349249658935,"['quantum', 'quantum-computing', 'cirq', 'qiskit', 'rigetti', 'quantum-processor', 'sycamore', 'quantum-supremacy', 'quantum-information', 'quantum-information-science', 'google-quantum']",2021-10-14,8,1,0.0,2,1,49,17,0,0,0,2.0,0.0,90.0,0.0,19.11
+481,sim,https://github.com/udst/urbansim,,,,udst/urbansim,urbansim,423,125,78,Python,https://udst.github.io/urbansim/,urbansim: Platform for building statistical models of cities and regions,udst,2023-02-17,2013-08-15,498,0.8486672398968186,[],2020-05-11,20,6,0.0,2,0,116,34,0,1,1,2.0,0.0,90.0,0.0,19.06483
+1019,finance,https://github.com/daxm/fmpsdk,,,,daxm/fmpsdk,fmpsdk,93,37,9,Python,,fmpsdk: SDK for Financial Modeling Prep's (FMP) API,daxm,2023-02-23,2020-12-06,117,0.7948717948717948,[],2022-10-12,11,2,0.27,3,0,27,5,0,0,0,3.0,4.0,90.0,1.3,18.85191
+691,data,https://github.com/paperswithcode/sota-extractor,,,,paperswithcode/sota-extractor,sota-extractor,253,28,13,Python,,sota-extractor: The SOTA extractor pipeline,paperswithcode,2023-03-03,2018-12-07,221,1.1433182698515172,[],2022-03-09,8,3,0.02,0,0,52,12,0,4,4,0.0,0.0,90.0,0.0,18.85103
+705,util,https://github.com/brandon-rhodes/python-patterns,,,,brandon-rhodes/python-patterns,python-patterns,1021,93,254,Python,,python-patterns: Source code behind the python-patterns.guide site by Brandon Rhodes,brandon-rhodes,2023-03-02,2018-01-31,265,3.844540075309306,[],2021-01-05,4,1,0.0,0,0,62,26,0,0,0,0.0,0.0,90.0,0.0,18.80759
+965,math,https://github.com/albahnsen/pycircular,1.0,,,albahnsen/pycircular,pycircular,64,3,5,Python,,pycircular is a Python module for circular data analysis,albahnsen,2023-03-01,2022-09-12,24,2.574712643678161,[],2023-01-21,5,0,0.83,13,3,6,1,1,2,1,13.0,0.0,90.0,0.0,18.75123
+786,study,https://github.com/mynameisfiber/high_performance_python_2e,,,,mynameisfiber/high_performance_python_2e,high_performance_python_2e,306,100,6,Python,,"high_performance_python_2e: Code for the book ""High Performance Python 2e"" by Micha Gorelick and Ian Ozsvald with OReilly ",mynameisfiber,2023-02-16,2020-04-12,151,2.0264900662251657,"['python', 'high-performance', 'code-samples', 'oreilly', 'oreilly-books']",2023-01-18,2,2,0.02,0,0,35,2,0,0,0,0.0,0.0,90.0,0.0,18.60444
+834,gis,https://github.com/r-barnes/richdem,,,,r-barnes/richdem,richdem,201,59,14,C++,,richdem: High-performance Terrain and Hydrology Analysis ,r-barnes,2023-02-28,2013-01-06,530,0.37924528301886795,"['digital-elevation-model', 'geosciences', 'geospatial', 'hydrology', 'hydrologic-modeling', 'big-data']",2022-11-18,4,2,0.56,5,1,124,4,0,2,2,5.0,1.0,90.0,0.2,18.34394
+632,profiling,https://github.com/csurfer/pyheat,,,,csurfer/pyheat,pyheat,740,40,13,Python,,pyheat: pprofile + matplotlib = Python program profiled as an awesome heatmap!,csurfer,2023-03-03,2017-02-04,317,2.3333333333333335,"['profiling', 'python', 'heatmap', 'matplotlib']",2021-09-18,5,2,0.0,0,0,74,18,0,0,0,0.0,0.0,90.0,0.0,18.21133
+300,nlp,https://github.com/openai/grade-school-math,,,,openai/grade-school-math,grade-school-math,310,65,9,Python,,openai/grade-school-math,openai,2023-03-04,2021-10-20,71,4.331337325349302,[],2021-11-19,2,1,0.0,2,0,17,16,0,0,0,2.0,0.0,90.0,0.0,18.21076
+587,data,https://github.com/tokern/data-lineage,,,,tokern/data-lineage,data-lineage,244,28,8,Python,https://tokern.io/data-lineage/,data-lineage: Generate and Visualize Data Lineage from query history,tokern,2023-02-27,2020-03-17,154,1.577100646352724,"['data-lineage', 'data-governance', 'python', 'postgresql', 'jupyter']",2022-05-02,4,0,0.04,6,1,36,11,0,9,9,6.0,2.0,90.0,0.3,18.14532
+844,gis,https://github.com/remotesensinglab/raster4ml,,,,remotesensinglab/raster4ml,raster4ml,106,12,4,Python,https://raster4ml.readthedocs.io,raster4ml: A geospatial raster processing library for machine learning,remotesensinglab,2023-03-02,2022-07-11,33,3.130801687763713,"['agriculture-research', 'data-science', 'geospatial-data', 'machine-learning', 'remote-sensing', 'vegetation', 'vegetation-index', 'python']",2022-11-01,1,1,0.96,0,0,8,4,1,2,1,0.0,0.0,90.0,0.0,18.12914
+987,sim,https://github.com/alephalpha/golly,,,,alephalpha/golly,golly,29,9,5,C++,http://sourceforge.net/projects/golly/,"Golly, a Game of Life simulator (unofficial mirror from SourceForge)",alephalpha,2023-02-27,2018-07-10,242,0.11948204826368453,"['game-of-life', 'cellular-automata']",2023-02-25,22,4,1.12,0,0,57,0,0,0,0,0.0,0.0,90.0,0.0,18.03498
+915,ml-ops,https://github.com/anyscale/airflow-provider-ray,,,,anyscale/airflow-provider-ray,airflow-provider-ray,32,10,13,Python,,airflow-provider-ray: Ray provider for Apache Airflow,anyscale,2022-11-16,2021-03-05,104,0.30684931506849317,[],2021-10-03,8,5,0.0,1,0,24,17,0,0,0,1.0,3.0,90.0,3.0,18.02795
+686,ml-dl,https://github.com/jerryyli/valhalla-nmt,,,,jerryyli/valhalla-nmt,valhalla-nmt,23,4,1,Python,,"valhalla-nmt: Code repository for CVPR 2022 paper ""VALHALLA: Visual Hallucination for Machine Translation""",jerryyli,2023-02-11,2022-03-22,49,0.46264367816091956,"['computer-vision', 'machine-translation', 'multimodal-learning', 'natural-language-processing']",2023-02-19,3,1,0.33,2,1,12,0,2,2,2,2.0,2.0,90.0,1.0,17.85029
+415,ml-dl,https://github.com/rafiqhasan/auto-tensorflow,,,,rafiqhasan/auto-tensorflow,auto-tensorflow,174,34,13,Python,,auto-tensorflow: Build Low Code Automated Tensorflow explainable models in just 3 lines of code. Library created by: Hasan Rafiq - https://www.linkedin.com/in/sam04/,rafiqhasan,2023-02-17,2021-07-05,86,2.0032894736842106,"['tensorflow', 'deeplearning', 'neural-networks', 'machinelearning', 'tfx', 'machine-learning', 'automl', 'auto-tensorflow', 'autotensorflow']",2022-12-09,1,1,0.1,0,0,20,3,2,5,2,0.0,0.0,90.0,0.0,17.26038
+117,nlp,https://github.com/iclrandd/blackstone,,,,iclrandd/blackstone,Blackstone,588,93,38,Python,https://research.iclr.co.uk,Blackstone: :black_circle: A spaCy pipeline and model for NLP on unstructured legal text.,iclrandd,2023-02-27,2019-03-25,205,2.856349757113116,"['law', 'caselaw', 'nlp', 'spacy-models', 'legaltech']",2021-01-31,8,1,0.0,0,0,48,25,0,0,0,0.0,0.0,90.0,0.0,17.17785
+494,ml-dl,https://github.com/hysts/pytorch_image_classification,,,,hysts/pytorch_image_classification,pytorch_image_classification,1179,292,27,Python,,pytorch_image_classification: PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet,hysts,2023-03-03,2017-12-09,273,4.316422594142259,"['pytorch', 'computer-vision', 'cifar10', 'fashion-mnist', 'imagenet']",2021-12-12,1,0,0.0,0,0,64,15,0,0,0,0.0,0.0,90.0,0.0,17.13307
+742,ml-ops,https://github.com/aiqc/aiqc,,,,aiqc/aiqc,AIQC,91,20,4,Jupyter Notebook,,AIQC: End-to-end deep learning on your desktop or server.,aiqc,2023-02-18,2020-12-02,117,0.7739975698663426,[],2022-12-16,8,2,6.54,0,0,27,3,0,0,0,0.0,0.0,90.0,0.0,17.09792
+430,jupyter,https://github.com/chaoleili/jupyterlab_tensorboard,,,,chaoleili/jupyterlab_tensorboard,jupyterlab_tensorboard,297,36,11,TypeScript,,jupyterlab_tensorboard: Tensorboard extension for jupyterlab.,chaoleili,2023-02-28,2018-08-14,237,1.2493990384615385,"['jupyterlab-extension', 'tensorboard', 'jupyterlab']",2022-07-18,7,3,0.0,0,0,55,8,0,0,0,0.0,0.0,90.0,0.0,17.03636
+210,util,https://github.com/tiangolo/poetry-version-plugin,,,,tiangolo/poetry-version-plugin,poetry-version-plugin,275,24,5,Python,,poetry-version-plugin: Poetry plugin for dynamically extracting the package version from a __version__ variable or a Git tag.,tiangolo,2023-03-02,2021-05-27,92,2.975270479134467,"['python-poetry', 'packaging', 'python', 'python3', 'pypi', 'packaging-for-pypi']",2021-05-28,3,1,0.0,1,0,22,22,0,1,1,1.0,0.0,90.0,0.0,16.98453
+1009,viz,https://github.com/cuemacro/chartpy,,,,cuemacro/chartpy,chartpy,510,98,48,Python,,"chartpy: Easy to use Python API wrapper to plot charts with matplotlib, plotly, bokeh and more",cuemacro,2023-02-27,2016-08-03,343,1.4844074844074844,"['plotting', 'chart', 'matplotlib', 'bokeh', 'plotly']",2022-11-02,1,1,0.12,0,0,80,4,1,2,1,0.0,0.0,90.0,0.0,16.95571
+527,ml,https://github.com/hazyresearch/domino,,,,hazyresearch/domino,domino,104,16,20,Python,,hazyresearch/domino,hazyresearch,2023-02-15,2021-11-29,65,1.579175704989154,[],2022-08-02,6,0,1.08,1,0,15,7,1,5,1,1.0,1.0,90.0,1.0,16.89151
+457,nlp,https://github.com/coastalcph/lex-glue,,,,coastalcph/lex-glue,lex-glue,104,24,7,Python,,lex-glue: LexGLUE: A Benchmark Dataset for Legal Language Understanding in English,coastalcph,2023-03-03,2021-09-27,74,1.3893129770992367,"['legal', 'nlp', 'benchmark', 'legaltech', 'lawtech']",2022-11-04,2,0,0.38,1,1,17,4,0,0,0,1.0,2.0,90.0,2.0,16.75881
+917,ml-ops,https://github.com/anyscale/prefect-anyscale,,,,anyscale/prefect-anyscale,prefect-anyscale,6,1,3,Python,,prefect-anyscale: Prefect integration with Anyscale,anyscale,2023-02-20,2022-11-07,16,0.3559322033898305,[],2023-03-02,1,1,0.46,11,9,4,0,8,24,8,11.0,4.0,90.0,0.4,16.68959
+400,study,https://github.com/dylanhogg/crazy-awesome-python,,,,dylanhogg/crazy-awesome-python,crazy-awesome-python,53,8,3,HTML,https://www.awesomepython.org/,"crazy-awesome-python: A curated list of awesome Python frameworks, with a bias towards data and machine learning",dylanhogg,2023-02-17,2020-06-20,141,0.37550607287449395,"['python', 'python-data', 'awesome-list', 'python-machine-learning', 'python-nlp', 'python-frameworks', 'python-library', 'data', 'machine-learning', 'natural-language-processing']",2023-03-03,2,1,1.56,2,2,33,0,0,2,2,2.0,0.0,90.0,0.0,16.64426
+472,nlp,https://github.com/google-research/byt5,,,,google-research/byt5,byt5,413,25,11,Python,,google-research/byt5,google-research,2023-02-15,2021-05-26,92,4.46141975308642,[],2022-03-02,2,0,0.0,0,0,22,12,0,0,0,0.0,0.0,90.0,0.0,16.35762
+303,util,https://github.com/airbnb/ottr,,,,airbnb/ottr,ottr,261,30,7,Python,,ottr: Serverless Public Key Infrastructure Framework,airbnb,2023-02-26,2021-08-27,79,3.291891891891892,[],2022-01-04,2,1,0.0,0,0,18,14,0,0,0,0.0,0.0,90.0,0.0,16.17565
+534,ml-dl,https://github.com/benedekrozemberczki/tigerlily,,,,benedekrozemberczki/tigerlily,tigerlily,90,9,1,Jupyter Notebook,,TigerLily: Finding drug interactions in silico with the Graph.,benedekrozemberczki,2023-03-01,2022-02-28,52,1.7027027027027026,"['node', 'embedding', 'node-embedding', 'graph-embedding', 'ddi', 'drug-drug-interaction', 'gradient-boosting', 'graph', 'pharmaceuticals', 'network-science', 'biology', 'heterogeneous-graph', 'knowledge-graph', 'deep-learning', 'machine-learning', 'unsupervised-learning', 'tigergraph', 'graph-database', 'graph-machine-learning']",2022-12-17,1,1,1.9,0,0,12,3,1,1,1,0.0,0.0,90.0,0.0,16.14229
+533,gis,https://github.com/gdaosu/lod2buildingmodel,,,,gdaosu/lod2buildingmodel,LOD2BuildingModel,104,23,9,Python,,LOD2BuildingModel: SAT2LoD2: Automated LoD-2 Model Reconstruction from Satellite-derived DSM and Orthophoto,gdaosu,2023-02-25,2021-08-30,78,1.318840579710145,[],2022-07-21,2,1,0.4,2,0,18,8,0,0,0,2.0,2.0,90.0,1.0,16.04109
+690,util,https://github.com/paperswithcode/axcell,,,,paperswithcode/axcell,axcell,349,56,13,Python,,axcell: Tools for extracting tables and results from Machine Learning papers,paperswithcode,2023-03-02,2019-06-27,192,1.81365998515219,[],2021-06-23,7,2,0.0,0,0,45,21,0,0,0,0.0,0.0,90.0,0.0,16.00872
+574,gis,https://github.com/developmentseed/geolambda,,,,developmentseed/geolambda,geolambda,282,85,50,Dockerfile,,geolambda: Create and deploy Geospatial AWS Lambda functions,developmentseed,2023-02-28,2017-05-02,304,0.9254571026722925,[],2021-02-16,6,3,0.0,2,0,71,25,0,1,1,2.0,0.0,90.0,0.0,15.928
+970,data,https://github.com/nickreynke/python-gedcom,,,,nickreynke/python-gedcom,python-gedcom,122,31,16,Python,https://nickreynke.github.io/python-gedcom/gedcom/index.html,"python-gedcom: Python module for parsing, analyzing, and manipulating GEDCOM files",nickreynke,2023-03-03,2018-01-09,268,0.4540138224348751,"['python', 'gedcom', 'parser', 'gedcom-parser']",2021-06-03,16,3,0.0,2,1,63,21,0,2,2,2.0,0.0,90.0,0.0,15.68733
+851,util,https://github.com/backtick-se/cowait,,,,backtick-se/cowait,cowait,55,5,8,Python,https://cowait.io,cowait: Containerized distributed programming framework for Python,backtick-se,2022-11-16,2019-09-18,180,0.3045886075949367,"['python', 'task-scheduler', 'data-science', 'data-engineering', 'spark', 'dask', 'kubernetes', 'docker', 'workflow-engine']",2022-09-22,10,2,0.19,6,0,42,5,3,13,3,6.0,0.0,90.0,0.0,15.68088
+567,sim,https://github.com/gboeing/pynamical,,,,gboeing/pynamical,pynamical,567,109,31,Python,https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/,"Pynamical is a Python package for modeling and visualizing discrete nonlinear dynamical systems, chaos, and fractals.",gboeing,2023-02-24,2014-09-28,440,1.2886363636363636,"['chaos', 'nonlinear', 'fractal', 'logistic', 'visualization', 'modeling', 'animation', 'math', 'physics', 'python', 'pandas', 'numba', 'numpy', 'matplotlib', 'ipynb', 'bifurcation-diagram', 'fractals', 'systems', 'phase-diagram', 'cobweb-plot']",2022-05-24,1,1,0.13,0,0,103,9,0,1,1,0.0,0.0,90.0,0.0,15.51282
+931,ml,https://github.com/pgniewko/forward_forward_vhts,,,,pgniewko/forward_forward_vhts,forward_forward_vhts,28,5,1,Jupyter Notebook,,forward_forward_vhts: The Forward-Forward Algorithm for Drug Discovery,pgniewko,2023-02-18,2022-12-29,9,2.9696969696969697,[],2022-12-30,1,1,0.12,1,1,2,2,0,0,0,1.0,0.0,90.0,0.0,15.4995
+248,util,https://github.com/rpgreen/apilogs,,,,rpgreen/apilogs,apilogs,249,19,9,Python,,apilogs: Easy logging and debugging for Amazon API Gateway and AWS Lambda Serverless APIs,rpgreen,2023-02-10,2016-09-07,338,0.7354430379746836,"['api', 'gateway', 'api-gateway', 'aws', 'cloudwatch-logs', 'logging', 'lambda', 'aws-lambda', 'aws-apigateway']",2019-11-13,23,5,0.0,0,0,79,40,0,0,0,0.0,0.0,90.0,0.0,15.47093
+497,ml-dl,https://github.com/mcahny/deep-video-inpainting,,,,mcahny/deep-video-inpainting,Deep-Video-Inpainting,463,88,14,Python,,"Deep-Video-Inpainting: Official pytorch implementation for ""Deep Video Inpainting"" (CVPR 2019)",mcahny,2023-02-19,2019-05-22,197,2.343456254519161,[],2020-12-10,3,1,0.0,2,0,46,27,0,0,0,2.0,0.0,90.0,0.0,15.43459
+663,study,https://github.com/rasbt/stat453-deep-learning-ss20,,,,rasbt/stat453-deep-learning-ss20,stat453-deep-learning-ss20,523,154,36,Jupyter Notebook,http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/,stat453-deep-learning-ss20: STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020),rasbt,2023-03-02,2020-01-20,162,3.2114035087719297,[],2020-05-01,1,1,0.0,0,0,38,35,0,0,0,0.0,0.0,90.0,0.0,15.30155
+461,nlp,https://github.com/yoadtew/zero-shot-image-to-text,,,,yoadtew/zero-shot-image-to-text,zero-shot-image-to-text,182,26,7,Python,,zero-shot-image-to-text: Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic,yoadtew,2023-03-02,2021-11-26,66,2.7456896551724137,[],2022-09-17,6,0,0.08,2,0,15,6,0,0,0,2.0,0.0,90.0,0.0,15.22648
+779,gis,https://github.com/ghislainv/forestatrisk,,,,ghislainv/forestatrisk,forestatrisk,96,21,4,Python,https://ecology.ghislainv.fr/forestatrisk,forestatrisk: :package: :snake: Python package to model and forecast the risk of deforestation,ghislainv,2023-02-21,2016-12-01,326,0.29409190371991245,"['python', 'land-use-change', 'spatial-modelling', 'spatial-analysis', 'forecasting', 'spatial-autocorrelation', 'tropical-forests', 'roads', 'protected-areas', 'biodiversity-scenario', 'ipbes', 'co2-emissions', 'ipcc', 'forest-cover-change', 'deforestation', 'deforestation-risk', 'redd']",2022-08-23,6,5,0.12,1,0,76,6,0,0,0,1.0,0.0,90.0,0.0,15.16837
+339,perf,https://github.com/tlkh/tf-metal-experiments,,,,tlkh/tf-metal-experiments,tf-metal-experiments,193,20,11,Jupyter Notebook,,tf-metal-experiments: TensorFlow Metal Backend on Apple Silicon Experiments (just for fun),tlkh,2023-02-28,2021-10-26,70,2.7292929292929293,"['gpu', 'deep-learning', 'tensorflow', 'm1', 'm1-max', 'benchmark', 'bert']",2021-11-15,2,1,0.0,2,0,16,16,0,0,0,2.0,0.0,90.0,0.0,15.13024
+499,ml-dl,https://github.com/researchmm/sttn,,,,researchmm/sttn,STTN,362,72,20,Jupyter Notebook,https://arxiv.org/abs/2007.10247,[ECCV'2020] STTN: Learning Joint Spatial-Temporal Transformations for Video Inpainting,researchmm,2023-03-04,2020-07-10,138,2.6177685950413223,"['video-inpainting', 'completing-videos', 'transformer', 'spatial-temporal']",2021-07-26,2,1,0.0,0,0,32,20,0,0,0,0.0,0.0,90.0,0.0,15.12493
+936,web,https://github.com/dmontagu/fastapi_client,,,,dmontagu/fastapi_client,fastapi_client,296,39,8,Python,,fastapi_client: FastAPI client generator,dmontagu,2023-02-23,2019-08-03,187,1.581679389312977,[],2021-02-11,8,2,0.0,0,0,44,25,0,0,0,0.0,0.0,90.0,0.0,15.0916
+774,sim,https://github.com/activitysim/populationsim,,,,activitysim/populationsim,populationsim,40,28,11,Jupyter Notebook,https://activitysim.github.io/populationsim,populationsim: An Open Platform for Population Synthesis,activitysim,2023-02-15,2017-02-14,315,0.12669683257918551,"['python', 'data-science', 'population-synthesis', 'activitysim', 'bsd-3-clause', 'microsimulation']",2021-11-19,9,2,0.0,5,1,74,16,0,1,1,5.0,4.0,90.0,0.8,14.98652
+896,gis,https://github.com/kuanb/peartree,,,,kuanb/peartree,peartree,192,17,13,Python,,peartree: A library for converting transit data into a directed graph for sketch network analysis.,kuanb,2023-02-16,2017-11-12,277,0.6931407942238267,"['network-analysis', 'transit', 'graphs', 'gtfs', 'spatial-analysis', 'gis', 'modeling']",2021-01-18,5,2,0.0,2,0,65,26,0,3,3,2.0,0.0,90.0,0.0,14.67433
+535,gis,https://github.com/cloudsen12/easystac,,,,cloudsen12/easystac,easystac,60,1,3,Python,https://easystac.readthedocs.io/,easystac: A Python package for simple STAC queries,cloudsen12,2023-02-20,2022-01-20,58,1.0268948655256724,"['stac', 'remote-sensing', 'gis', 'earth-observation', 'python', 'python3', 'spatio-temporal', 'spatio-temporal-data', 'planetary-computer', 'radiant']",2022-08-07,3,3,0.08,0,0,14,7,0,1,1,0.0,0.0,90.0,0.0,14.63089
+374,data,https://github.com/ndrplz/google-drive-downloader,,,,ndrplz/google-drive-downloader,google-drive-downloader,252,62,11,Python,,google-drive-downloader: Minimal class to download shared files from Google Drive.,ndrplz,2023-02-21,2017-12-08,273,0.9221118661787768,[],2019-02-09,4,1,0.0,5,1,64,49,0,0,0,5.0,5.0,90.0,1.0,14.42047
+662,study,https://github.com/rasbt/stat451-machine-learning-fs20,,,,rasbt/stat451-machine-learning-fs20,stat451-machine-learning-fs20,343,180,18,Jupyter Notebook,,stat451-machine-learning-fs20: STAT 451: Intro to Machine Learning @ UW-Madison (Fall 2020),rasbt,2023-02-28,2020-08-06,134,2.55154091392136,[],2020-12-03,1,1,0.0,0,0,31,27,0,0,0,0.0,0.0,90.0,0.0,13.97295
+749,gis,https://github.com/edomel/boundaryvt,,,,edomel/boundaryvt,BoundaryVT,1,0,2,Python,,edomel/boundaryvt,edomel,2022-12-19,2022-07-29,31,0.0319634703196347,[],2023-02-24,4,1,0.19,1,1,7,0,0,0,0,1.0,2.0,90.0,2.0,13.91341
+578,term,https://github.com/matthewdeanmartin/terminaltables,,,,matthewdeanmartin/terminaltables,terminaltables,25,5,0,Python,https://robpol86.github.io/terminaltables,terminaltables: Generate simple tables in terminals from a nested list of strings.,matthewdeanmartin,2023-02-16,2021-12-04,65,0.38377192982456143,[],2022-01-30,10,2,0.0,1,0,15,13,0,12,12,1.0,0.0,90.0,0.0,13.89404
+1015,finance,https://github.com/mementum/bta-lib,,,,mementum/bta-lib,bta-lib,401,97,25,Python,,bta-lib: Technical Analysis library in pandas for backtesting algotrading and quantitative analysis,mementum,2023-02-26,2020-01-31,161,2.486271036315323,[],2020-03-11,1,0,0.0,1,1,38,36,0,2,2,1.0,0.0,90.0,0.0,13.85594
+940,sim,https://github.com/crflynn/stochastic,,,,crflynn/stochastic,stochastic,332,64,15,Python,http://stochastic.readthedocs.io/en/stable/,stochastic: Generate realizations of stochastic processes in python.,crflynn,2023-02-24,2017-02-17,315,1.053013140009062,"['stochastic-processes', 'stochastic', 'stochastic-differential-equations', 'probability', 'stochastic-volatility-models', 'stochastic-simulation-algorithm']",2022-07-12,7,0,0.06,1,0,74,8,1,0,1,1.0,0.0,90.0,0.0,13.58582
+202,crypto,https://github.com/nerolation/ethereum-datafarm,,,,nerolation/ethereum-datafarm,ethereum-datafarm,48,10,1,Python,,ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io,nerolation,2023-02-26,2021-03-13,103,0.46537396121883656,[],2023-02-25,1,1,1.71,0,0,24,0,0,0,0,0.0,0.0,90.0,0.0,13.28586
+520,gis,https://github.com/lydorn/polygonization-by-frame-field-learning,,,,lydorn/polygonization-by-frame-field-learning,Polygonization-by-Frame-Field-Learning,215,54,11,Python,,Polygonization-by-Frame-Field-Learning: This repository contains the code for our fast polygonal building extraction from overhead images pipeline.,lydorn,2023-02-26,2020-05-26,144,1.4856860809476802,"['segmentation', 'polygonization', 'remote', 'sensing', 'frame', 'field']",2022-12-09,1,0,0.13,4,0,34,3,0,0,0,4.0,0.0,90.0,0.0,13.07562
+1039,finance,https://github.com/wilsonfreitas/python-bizdays,,,,wilsonfreitas/python-bizdays,python-bizdays,62,30,7,Jupyter Notebook,http://wilsonfreitas.github.io/python-bizdays/,python-bizdays: Business days calculations and utilities,wilsonfreitas,2023-02-17,2013-09-01,496,0.125,[],2023-01-20,6,1,0.29,0,0,116,1,0,0,0,0.0,0.0,90.0,0.0,12.9365
+249,sim,https://github.com/bilhim/trafficsimulator,,,,bilhim/trafficsimulator,trafficSimulator,222,83,16,Python,,bilhim/trafficsimulator,bilhim,2023-03-03,2021-09-05,78,2.8461538461538463,[],2021-09-07,2,0,0.0,1,0,18,18,0,0,0,1.0,0.0,90.0,0.0,12.7804
+401,crypto,https://github.com/dylanhogg/crazy-awesome-crypto,,,,dylanhogg/crazy-awesome-crypto,crazy-awesome-crypto,48,15,4,Python,https://www.awesomecrypto.xyz/,crazy-awesome-crypto: A list of awesome crypto and blockchain projects,dylanhogg,2023-02-23,2021-09-27,74,0.6412213740458015,"['crypto', 'cryptocurrency', 'blockchain', 'bitcoin', 'ethereum', 'awesome-list', 'data', 'data-analysis', 'github', 'awesome']",2023-02-13,1,1,0.31,0,0,17,1,0,1,1,0.0,0.0,90.0,0.0,12.68598
+964,ml-dl,https://github.com/suanrong/sdne,,,,suanrong/sdne,SDNE,310,123,10,Python,http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding,SDNE: This is a implementation of SDNE (Structural Deep Network embedding),suanrong,2023-01-04,2016-11-30,326,0.9492563429571304,[],2021-09-10,6,1,0.0,0,0,76,18,0,0,0,0.0,0.0,90.0,0.0,12.54141
+529,nlp,https://github.com/hazyresearch/fonduer-tutorials,,,,hazyresearch/fonduer-tutorials,fonduer-tutorials,97,25,18,Jupyter Notebook,https://github.com/HazyResearch/fonduer,fonduer-tutorials: A collection of simple tutorials for using Fonduer,hazyresearch,2023-02-28,2018-03-23,258,0.37555309734513276,[],2020-05-27,6,3,0.0,0,0,60,34,0,2,2,0.0,0.0,90.0,0.0,12.48512
+783,util,https://github.com/brokenloop/jsontopydantic,,,,brokenloop/jsontopydantic,jsontopydantic,160,8,3,TypeScript,https://jsontopydantic.com,jsontopydantic: Web tool for generating Pydantic models from JSON objects,brokenloop,2023-03-04,2020-11-28,118,1.3542926239419588,[],2022-05-13,2,0,0.06,2,0,28,10,0,0,0,2.0,1.0,90.0,0.5,12.47494
+231,template,https://github.com/crmne/cookiecutter-modern-datascience,,,,crmne/cookiecutter-modern-datascience,cookiecutter-modern-datascience,143,29,3,Python,,cookiecutter-modern-datascience: Start a data science project with modern tools,crmne,2023-03-02,2020-07-06,138,1.0298353909465021,"['cookiecutter', 'cookiecutter-template', 'cookiecutter-data-science', 'python', 'datascience']",2022-06-10,2,1,0.02,2,0,32,9,0,0,0,2.0,0.0,90.0,0.0,12.15742
+340,term,https://github.com/federicoceratto/dashing,,,,federicoceratto/dashing,dashing,347,30,9,Python,https://dashing.readthedocs.io/en/latest/,dashing: Terminal dashboards for Python,federicoceratto,2023-02-22,2017-06-03,300,1.1561161351737268,"['python', 'python3', 'terminal', 'dashboard', 'terminal-based', 'gauges', 'charts']",2020-09-06,2,1,0.0,0,0,70,30,0,0,0,0.0,0.0,90.0,0.0,11.46226
+290,template,https://github.com/eugeneyan/python-collab-template,,,,eugeneyan/python-collab-template,python-collab-template,127,37,4,Python,https://eugeneyan.com/writing/setting-up-python-project-for-automation-and-collaboration/,"python-collab-template: 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.",eugeneyan,2023-01-24,2020-06-21,141,0.900709219858156,"['python', 'unit-testing', 'linting', 'type-checking', 'github-actions', 'makefile', 'coverage', 'hacktoberfest']",2022-07-02,2,1,0.04,0,0,33,8,0,0,0,0.0,0.0,90.0,0.0,11.33268
+269,term,https://github.com/deeplook/sparklines,,,,deeplook/sparklines,sparklines,84,6,3,Python,,sparklines: Text-based sparkline command line mimicking those of Edward Tuft.,deeplook,2022-12-28,2016-05-17,354,0.23681031010873943,"['python', 'command-line-tool', 'graphs', 'ascii', 'sparklines', 'sparkline-graphs']",2021-06-26,7,3,0.0,0,0,83,21,0,0,0,0.0,0.0,90.0,0.0,11.19837
+530,ml,https://github.com/brohrer/cottonwood,,,,brohrer/cottonwood,cottonwood,74,13,14,Python,https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/,cottonwood: A flexible neural network framework for running experiments and trying ideas.,brohrer,2023-02-11,2019-09-29,179,0.4134078212290503,[],2020-02-02,3,2,0.0,0,0,42,38,0,4,4,0.0,0.0,90.0,0.0,11.1903
+33,gis,https://github.com/jasonrig/address-net,,,,jasonrig/address-net,address-net,176,72,13,Python,,address-net: A package to structure Australian addresses,jasonrig,2023-02-24,2018-12-05,221,0.7943262411347518,"['rnn', 'deep-learning', 'machine-learning', 'address-parser']",2020-09-09,2,2,0.0,1,0,52,30,0,0,0,1.0,0.0,90.0,0.0,11.17018
+677,util,https://github.com/markhershey/arxiv-dl,,,,markhershey/arxiv-dl,arxiv-dl,16,4,2,Python,https://pypi.org/project/arxiv-dl/,"arxiv-dl: Command-line ArXiv & CVF (CVPR, ICCV, WACV) Paper Downloader",markhershey,2022-12-02,2021-01-21,110,0.1448900388098318,"['arxiv', 'paper', 'downloader', 'command-line-tool', 'paper-with-code', 'cvpr']",2023-01-30,2,0,0.37,2,0,26,1,1,3,1,2.0,1.0,90.0,0.5,10.84751
+741,study,https://github.com/koaning/calm-notebooks,,,,koaning/calm-notebooks,calm-notebooks,172,148,7,Jupyter Notebook,https://calmcode.io,calm-notebooks: notebooks that are used at calmcode.io,koaning,2023-03-01,2020-03-01,157,1.0955414012738853,[],2021-10-21,1,1,0.0,0,0,37,17,0,0,0,0.0,0.0,90.0,0.0,10.63846
+240,sim,https://github.com/nv-tlabs/gamegan_code,,,,nv-tlabs/gamegan_code,GameGAN_code,206,35,10,Python,,GameGAN_code: Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020),nv-tlabs,2023-02-23,2020-12-11,116,1.7714987714987716,[],2021-11-11,2,0,0.0,0,0,27,16,0,0,0,0.0,0.0,90.0,0.0,10.57492
+502,gis,https://github.com/gregorhd/mapcompare,,,,gregorhd/mapcompare,mapcompare,28,0,2,Python,,mapcompare: Comparison of Python packages and libraries for visualising geospatial vector data: applications for Smarter Cities.,gregorhd,2022-12-06,2021-05-21,93,0.3001531393568147,"['visualisation-libraries', 'sample-visualisation', 'comparison', 'data-visualisation', 'data-viz', 'urban-data-science', 'interactive-visualisations']",2022-12-03,1,1,0.04,0,0,22,3,0,2,2,0.0,0.0,90.0,0.0,10.35935
+305,util,https://github.com/xrudelis/pytrait,,,,xrudelis/pytrait,pytrait,123,3,3,Python,,pytrait: Traits for Python3,xrudelis,2023-02-15,2021-11-21,67,1.835820895522388,[],2021-11-27,2,0,0.0,0,0,16,15,0,0,0,0.0,0.0,90.0,0.0,10.00459
+729,gis,https://github.com/bowenc0221/boundary-iou-api,,,,bowenc0221/boundary-iou-api,boundary-iou-api,179,19,8,Python,,boundary-iou-api: Boundary IoU API (Beta version),bowenc0221,2023-02-28,2021-03-29,100,1.774787535410765,[],2021-04-05,2,0,0.0,0,0,23,23,0,0,0,0.0,0.0,90.0,0.0,9.71775
+890,sim,https://github.com/crowdbotp/socialways,,,,crowdbotp/socialways,socialways,111,45,9,Python,,socialways: Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs (CVPR 2019),crowdbotp,2023-01-26,2019-04-23,201,0.5502832861189801,"['trajectory-prediction', 'human-trajectory-prediction', 'gan', 'social-navigation', 'social-ways', 'pedestrian-trajectories', 'pedestrian', 'social-gan', 'social-robots', 'generative-adversarial-network', 'trajectory-forecasting', 'self-driving-car', 'prediction-model', 'info-gan', 'crowd-simulation']",2020-03-20,3,2,0.0,0,0,47,36,0,0,0,0.0,0.0,90.0,0.0,9.44736
+709,gis,https://github.com/artelys/geonetworkx,,,,artelys/geonetworkx,geonetworkx,29,1,7,Python,,geonetworkx: Python tools for geographic graphs,artelys,2022-12-22,2019-10-24,175,0.16530944625407165,[],2021-06-28,6,1,0.0,0,0,41,20,0,2,2,0.0,0.0,90.0,0.0,8.93175
+386,nlp,https://github.com/ferdinandzhong/punctuator,,,,ferdinandzhong/punctuator,punctuator,36,5,1,Python,,punctuator: A small seq2seq punctuator tool based on DistilBERT,ferdinandzhong,2023-02-07,2020-11-19,119,0.3014354066985646,"['bert', 'nlp', 'seq2seq', 'punctuation', 'deep-learning', 'pytorch', 'bert-ner', 'chinese-nlp']",2022-09-28,4,0,0.17,0,0,28,5,2,2,2,0.0,0.0,90.0,0.0,8.81934
+916,study,https://github.com/anyscale/rl-course,,,,anyscale/rl-course,rl-course,18,1,5,Jupyter Notebook,,anyscale/rl-course,anyscale,2023-03-03,2022-03-01,52,0.34146341463414637,[],2023-01-02,2,0,4.94,0,0,12,2,0,0,0,0.0,0.0,90.0,0.0,8.5912
+891,sim,https://github.com/crowddynamics/crowddynamics,,,,crowddynamics/crowddynamics,crowddynamics,28,9,9,Python,https://jaantollander.com/post/how-to-implement-continuous-time-multi-agent-crowd-simulation/,crowddynamics: Continuous-time multi-agent crowd simulation engine implemented in Python using Numba and Numpy for performance.,crowddynamics,2023-01-31,2016-03-22,362,0.0771957463568334,"['crowd-dynamics', 'multi-agent', 'continuous-time', 'crowd-simulation']",2020-01-02,7,2,0.0,1,0,85,39,0,0,0,1.0,0.0,90.0,0.0,8.38713
+420,template,https://github.com/dylanhogg/python-project-template,,,,dylanhogg/python-project-template,python-project-template,1,0,2,Python,,python-project-template: A quick-start Python project template with helpful functionality and common libraries.,dylanhogg,2022-08-19,2020-02-12,159,0.006266786034019696,"['python', 'template', 'jupyterlab', 'cookiecutter']",2022-08-19,2,1,0.04,2,0,37,7,0,1,1,2.0,0.0,90.0,0.0,8.16732
+37,math,https://github.com/jszymon/pacal,,,,jszymon/pacal,pacal,21,8,6,Python,,PaCAL - ProbAbilistic CALculator,jszymon,2022-11-02,2014-08-04,447,0.04688995215311005,[],2022-11-02,8,0,0.04,0,0,104,4,0,0,0,0.0,0.0,90.0,0.0,8.13389
+568,sim,https://github.com/gboeing/street-network-models,,,,gboeing/street-network-models,street-network-models,64,4,2,Python,https://osf.io/f2dqc,street-network-models: Street network models and indicators for every urban area in the world,gboeing,2022-12-13,2020-04-13,150,0.42424242424242425,[],2021-03-05,1,1,0.0,0,0,35,24,0,0,0,0.0,0.0,90.0,0.0,6.75235
+666,gis,https://github.com/zorzi-s/projectregularization,,,,zorzi-s/projectregularization,projectRegularization,82,8,2,Python,,projectRegularization: Regularization of Building Boundaries using Adversarial and Regularized losses,zorzi-s,2023-03-03,2021-05-18,93,0.875,[],2021-09-17,1,0,0.0,1,0,22,18,0,0,0,1.0,0.0,90.0,0.0,6.67464
+147,graph,https://github.com/guyallard/markov_clustering,,,,guyallard/markov_clustering,markov_clustering,134,34,9,Python,,markov_clustering: markov clustering in python,guyallard,2023-02-27,2017-09-27,283,0.472544080604534,"['markov-clustering', 'clustering', 'python', 'networks']",2018-12-11,3,0,0.0,1,0,66,51,0,0,0,1.0,0.0,90.0,0.0,5.52744
+908,data,https://github.com/malloydata/malloy-py,,,,malloydata/malloy-py,malloy-py,3,1,4,Python,,malloy-py: Python package for executing Malloy,malloydata,2023-02-07,2022-11-02,17,0.17073170731707318,"['business-analytics', 'business-intelligence', 'data', 'data-modeling', 'python', 'sql', 'semantic-modeling']",2023-01-17,1,0,1.02,0,0,4,2,1,15,1,0.0,0.0,90.0,0.0,5.10935
+700,data,https://github.com/harangju/wikinet,,,,harangju/wikinet,wikinet,10,5,3,Jupyter Notebook,,wikinet: Python library for exploring networks of hyperlinked Wikipedia articles,harangju,2022-12-16,2019-08-05,186,0.053516819571865444,[],2022-01-25,6,0,0.0,0,0,44,13,0,0,0,0.0,0.0,90.0,0.0,4.59704
+485,gis,https://github.com/scisco/area,,,,scisco/area,area,87,20,3,Python,,area: Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python,scisco,2022-12-14,2015-11-25,379,0.22920587128340233,[],2018-10-31,3,0,0.0,0,0,89,53,0,0,0,0.0,0.0,90.0,0.0,4.12888
+521,gis,https://github.com/lydorn/mapalignment,,,,lydorn/mapalignment,mapalignment,58,14,4,Python,,mapalignment: Aligning and Updating Cadaster Maps with Remote Sensing Images,lydorn,2023-02-27,2018-09-05,234,0.24725943970767356,[],2020-09-03,2,0,0.0,0,0,55,30,0,0,0,0.0,0.0,90.0,0.0,4.07507
+180,sim,https://github.com/artemyk/dynpy,,,,artemyk/dynpy,dynpy,6,5,3,Python,,dynpy: Dynamical systems for Python,artemyk,2022-12-27,2014-09-12,442,0.013565891472868217,[],2018-09-28,5,0,0.0,0,0,103,54,0,0,0,0.0,0.0,90.0,0.0,3.18366
+996,time-series,https://github.com/zackeskin/pycausality,,,,zackeskin/pycausality,PyCausality,67,22,6,Python,,PyCausality: Calculate predictive causality between time series using information-theoretic techniques,zackeskin,2023-02-21,2018-07-26,240,0.2786690433749257,[],2018-12-24,1,0,0.0,0,0,56,51,0,0,0,0.0,0.0,90.0,0.0,2.96998
+526,gis,https://github.com/lycantropos/wagyu,,,,lycantropos/wagyu,wagyu,3,2,1,Python,https://github.com/mapbox/wagyu,wagyu: Python port of mapbox/wagyu library (with separate C++ binding),lycantropos,2022-07-19,2020-06-30,139,0.02147239263803681,[],2020-11-21,2,0,0.0,0,0,33,28,0,1,1,0.0,0.0,90.0,0.0,2.86245
+985,sim,https://github.com/openlenia/lenia-tutorial,,,,openlenia/lenia-tutorial,Lenia-Tutorial,23,2,2,Jupyter Notebook,,openlenia/lenia-tutorial,openlenia,2023-02-04,2021-07-15,85,0.2692307692307692,[],2021-07-26,1,0,0.0,0,0,20,20,0,0,0,0.0,0.0,90.0,0.0,2.74865
+667,gis,https://github.com/zorzi-s/maprepair,,,,zorzi-s/maprepair,MapRepair,17,4,2,Python,,MapRepair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images,zorzi-s,2023-02-17,2020-07-30,135,0.12552742616033755,[],2021-05-17,1,0,0.0,0,0,32,22,0,0,0,0.0,0.0,90.0,0.0,2.37362
diff --git a/github_data.json b/github_data.json
index e3ad978..a1ff036 100644
--- a/github_data.json
+++ b/github_data.json
@@ -45,10 +45,6 @@
                 "name": "_watches",
                 "type": "integer"
             },
-            {
-                "name": "_topics",
-                "type": "string"
-            },
             {
                 "name": "_language",
                 "type": "string"
@@ -69,10 +65,6 @@
                 "name": "_updated_at",
                 "type": "string"
             },
-            {
-                "name": "_last_commit_date",
-                "type": "string"
-            },
             {
                 "name": "_created_at",
                 "type": "string"
@@ -85,6 +77,74 @@
                 "name": "_stars_per_week",
                 "type": "number"
             },
+            {
+                "name": "_topics",
+                "type": "string"
+            },
+            {
+                "name": "_last_commit_date",
+                "type": "string"
+            },
+            {
+                "name": "_pop_contributor_count",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_contributor_orgs_len",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_commit_frequency",
+                "type": "number"
+            },
+            {
+                "name": "_pop_updated_issues_count",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_closed_issues_count",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_created_since_days",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_updated_since_days",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_recent_releases_count",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_recent_releases_estimated_tags",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_recent_releases_adjusted_count",
+                "type": "integer"
+            },
+            {
+                "name": "_pop_issue_count",
+                "type": "number"
+            },
+            {
+                "name": "_pop_comment_count",
+                "type": "number"
+            },
+            {
+                "name": "_pop_comment_count_lookback_days",
+                "type": "number"
+            },
+            {
+                "name": "_pop_comment_frequency",
+                "type": "number"
+            },
+            {
+                "name": "_pop_score",
+                "type": "number"
+            },
             {
                 "name": "_readme_filename",
                 "type": "string"
@@ -113,7 +173,7 @@
         "primaryKey": [
             "index"
         ],
-        "pandas_version": "1.4.0"
+        "pandas_version": "0.20.0"
     },
     "data": [
         {
@@ -125,9 +185,17 @@
             "description": null,
             "_repopath": "tensorflow/tensorflow",
             "_reponame": "tensorflow",
-            "_stars": 171742,
-            "_forks": 87866,
+            "_stars": 171770,
+            "_forks": 87871,
             "_watches": 7751,
+            "_language": "C++",
+            "_homepage": "https://tensorflow.org",
+            "_description": "tensorflow: An Open Source Machine Learning Framework for Everyone",
+            "_organization": "tensorflow",
+            "_updated_at": "2023-03-04T00:00:00.000Z",
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Python3","_age_weeks":67,"category":"util","_topics":[],"_readme_localurl":"xrudelis~pytrait~README.md"},{"githuburl":"https://github.com/bowenc0221/boundary-iou-api","_reponame":"boundary-iou-api","_organization":"bowenc0221","_homepage":"","_pop_score":9.72,"_stars":179,"_stars_per_week":1.77,"_description":"boundary-iou-api: Boundary IoU API (Beta version)","_age_weeks":100,"category":"gis","_topics":[],"_readme_localurl":"bowenc0221~boundary-iou-api~README.md"},{"githuburl":"https://github.com/crowdbotp/socialways","_reponame":"socialways","_organization":"crowdbotp","_homepage":"","_pop_score":9.45,"_stars":111,"_stars_per_week":0.55,"_description":"socialways: Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs (CVPR 2019)","_age_weeks":201,"category":"sim","_topics":["trajectory-prediction","human-trajectory-prediction","gan","social-navigation","social-ways","pedestrian-trajectories","pedestrian","social-gan","social-robots","generative-adversarial-network","trajectory-forecasting","self-driving-car","prediction-model","info-gan","crowd-simulation"],"_readme_localurl":"crowdbotp~socialways~README.md"},{"githuburl":"https://github.com/artelys/geonetworkx","_reponame":"geonetworkx","_organization":"artelys","_homepage":null,"_pop_score":8.93,"_stars":29,"_stars_per_week":0.17,"_description":"geonetworkx: Python tools for geographic graphs","_age_weeks":175,"category":"gis","_topics":[],"_readme_localurl":"artelys~geonetworkx~README.md"},{"githuburl":"https://github.com/ferdinandzhong/punctuator","_reponame":"punctuator","_organization":"ferdinandzhong","_homepage":"","_pop_score":8.82,"_stars":36,"_stars_per_week":0.3,"_description":"punctuator: A small seq2seq punctuator tool based on DistilBERT","_age_weeks":119,"category":"nlp","_topics":["bert","nlp","seq2seq","punctuation","deep-learning","pytorch","bert-ner","chinese-nlp"],"_readme_localurl":"ferdinandzhong~punctuator~README.md"},{"githuburl":"https://github.com/anyscale/rl-course","_reponame":"rl-course","_organization":"anyscale","_homepage":null,"_pop_score":8.59,"_stars":18,"_stars_per_week":0.34,"_description":"anyscale/rl-course","_age_weeks":52,"category":"study","_topics":[],"_readme_localurl":"anyscale~rl-course~README.md"},{"githuburl":"https://github.com/crowddynamics/crowddynamics","_reponame":"crowddynamics","_organization":"crowddynamics","_homepage":"https://jaantollander.com/post/how-to-implement-continuous-time-multi-agent-crowd-simulation/","_pop_score":8.39,"_stars":28,"_stars_per_week":0.08,"_description":"crowddynamics: Continuous-time multi-agent crowd simulation engine implemented in Python using Numba and Numpy for performance.","_age_weeks":362,"category":"sim","_topics":["crowd-dynamics","multi-agent","continuous-time","crowd-simulation"],"_readme_localurl":"crowddynamics~crowddynamics~README.md"},{"githuburl":"https://github.com/dylanhogg/python-project-template","_reponame":"python-project-template","_organization":"dylanhogg","_homepage":"","_pop_score":8.17,"_stars":1,"_stars_per_week":0.01,"_description":"python-project-template: A quick-start Python project template with helpful functionality and common libraries.","_age_weeks":159,"category":"template","_topics":["python","template","jupyterlab","cookiecutter"],"_readme_localurl":"dylanhogg~python-project-template~README.md"},{"githuburl":"https://github.com/jszymon/pacal","_reponame":"pacal","_organization":"jszymon","_homepage":null,"_pop_score":8.13,"_stars":21,"_stars_per_week":0.05,"_description":"PaCAL - ProbAbilistic CALculator","_age_weeks":447,"category":"math","_topics":[],"_readme_localurl":"jszymon~pacal~README.md"},{"githuburl":"https://github.com/gboeing/street-network-models","_reponame":"street-network-models","_organization":"gboeing","_homepage":"https://osf.io/f2dqc","_pop_score":6.75,"_stars":64,"_stars_per_week":0.42,"_description":"street-network-models: Street network models and indicators for every urban area in the world","_age_weeks":150,"category":"sim","_topics":[],"_readme_localurl":"gboeing~street-network-models~README.md"},{"githuburl":"https://github.com/zorzi-s/projectregularization","_reponame":"projectRegularization","_organization":"zorzi-s","_homepage":null,"_pop_score":6.67,"_stars":82,"_stars_per_week":0.88,"_description":"projectRegularization: Regularization of Building Boundaries using Adversarial and Regularized losses","_age_weeks":93,"category":"gis","_topics":[],"_readme_localurl":"zorzi-s~projectregularization~README.md"},{"githuburl":"https://github.com/guyallard/markov_clustering","_reponame":"markov_clustering","_organization":"guyallard","_homepage":null,"_pop_score":5.53,"_stars":134,"_stars_per_week":0.47,"_description":"markov_clustering: markov clustering in python","_age_weeks":283,"category":"graph","_topics":["markov-clustering","clustering","python","networks"],"_readme_localurl":"guyallard~markov_clustering~README.md"},{"githuburl":"https://github.com/malloydata/malloy-py","_reponame":"malloy-py","_organization":"malloydata","_homepage":"","_pop_score":5.11,"_stars":3,"_stars_per_week":0.17,"_description":"malloy-py: Python package for executing Malloy","_age_weeks":17,"category":"data","_topics":["business-analytics","business-intelligence","data","data-modeling","python","sql","semantic-modeling"],"_readme_localurl":"malloydata~malloy-py~README.md"},{"githuburl":"https://github.com/harangju/wikinet","_reponame":"wikinet","_organization":"harangju","_homepage":"","_pop_score":4.6,"_stars":10,"_stars_per_week":0.05,"_description":"wikinet: Python library for exploring networks of hyperlinked Wikipedia articles","_age_weeks":186,"category":"data","_topics":[],"_readme_localurl":"harangju~wikinet~README.md"},{"githuburl":"https://github.com/scisco/area","_reponame":"area","_organization":"scisco","_homepage":null,"_pop_score":4.13,"_stars":87,"_stars_per_week":0.23,"_description":"area: Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python","_age_weeks":379,"category":"gis","_topics":[],"_readme_localurl":"scisco~area~README.rst"},{"githuburl":"https://github.com/lydorn/mapalignment","_reponame":"mapalignment","_organization":"lydorn","_homepage":"","_pop_score":4.08,"_stars":58,"_stars_per_week":0.25,"_description":"mapalignment: Aligning and Updating Cadaster Maps with Remote Sensing Images","_age_weeks":234,"category":"gis","_topics":[],"_readme_localurl":"lydorn~mapalignment~README.md"},{"githuburl":"https://github.com/artemyk/dynpy","_reponame":"dynpy","_organization":"artemyk","_homepage":null,"_pop_score":3.18,"_stars":6,"_stars_per_week":0.01,"_description":"dynpy: Dynamical systems for Python","_age_weeks":442,"category":"sim","_topics":[],"_readme_localurl":"artemyk~dynpy~README.md"},{"githuburl":"https://github.com/zackeskin/pycausality","_reponame":"PyCausality","_organization":"zackeskin","_homepage":"","_pop_score":2.97,"_stars":67,"_stars_per_week":0.28,"_description":"PyCausality: Calculate predictive causality between time series using information-theoretic techniques","_age_weeks":240,"category":"time-series","_topics":[],"_readme_localurl":"zackeskin~pycausality~README.md"},{"githuburl":"https://github.com/lycantropos/wagyu","_reponame":"wagyu","_organization":"lycantropos","_homepage":"https://github.com/mapbox/wagyu","_pop_score":2.86,"_stars":3,"_stars_per_week":0.02,"_description":"wagyu: Python port of mapbox/wagyu library (with separate C++ binding)","_age_weeks":139,"category":"gis","_topics":[],"_readme_localurl":"lycantropos~wagyu~README.md"},{"githuburl":"https://github.com/openlenia/lenia-tutorial","_reponame":"Lenia-Tutorial","_organization":"openlenia","_homepage":null,"_pop_score":2.75,"_stars":23,"_stars_per_week":0.27,"_description":"openlenia/lenia-tutorial","_age_weeks":85,"category":"sim","_topics":[],"_readme_localurl":"openlenia~lenia-tutorial~README.md"},{"githuburl":"https://github.com/zorzi-s/maprepair","_reponame":"MapRepair","_organization":"zorzi-s","_homepage":null,"_pop_score":2.37,"_stars":17,"_stars_per_week":0.13,"_description":"MapRepair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images","_age_weeks":135,"category":"gis","_topics":[],"_readme_localurl":"zorzi-s~maprepair~README.md"}]}
\ No newline at end of file
diff --git a/github_tags_data.json b/github_tags_data.json
index 5b3756e..a9426d5 100644
--- a/github_tags_data.json
+++ b/github_tags_data.json
@@ -2,12 +2,11 @@
     "ai": "ai",
     "airflow": "airflow",
     "algorithm": "algorithm",
+    "algorithmic-trading": "algorithmic-trading",
     "analytics": "analytics",
     "anomaly-detection": "anomaly-detection",
-    "apache-airflow": "apache-airflow",
     "api": "api",
     "artificial-intelligence": "artificial-intelligence",
-    "arxiv": "arxiv",
     "asgi": "asgi",
     "async": "async",
     "asynchronous": "asynchronous",
@@ -24,13 +23,14 @@
     "big-data": "big-data",
     "bitcoin": "bitcoin",
     "c-plus-plus": "c-plus-plus",
+    "chatgpt": "chatgpt",
     "classification": "classification",
     "cli": "cli",
     "closember": "closember",
     "compiler": "compiler",
     "computer-vision": "computer-vision",
     "cookiecutter": "cookiecutter",
-    "crawler": "crawler",
+    "cpp": "cpp",
     "cross-platform": "cross-platform",
     "crypto": "crypto",
     "cryptocurrency": "cryptocurrency",
@@ -62,6 +62,7 @@
     "explainable-ai": "explainable-ai",
     "fastapi": "fastapi",
     "feature-engineering": "feature-engineering",
+    "finance": "finance",
     "flask": "flask",
     "forecasting": "forecasting",
     "framework": "framework",
@@ -69,6 +70,7 @@
     "gdal": "gdal",
     "geospatial": "geospatial",
     "gis": "gis",
+    "gpt": "gpt",
     "gpu": "gpu",
     "graph-neural-networks": "graph-neural-networks",
     "gui": "gui",
@@ -81,19 +83,22 @@
     "hyperparameter-optimization": "hyperparameter-optimization",
     "hyperparameter-tuning": "hyperparameter-tuning",
     "image-classification": "image-classification",
+    "image-generation": "image-generation",
     "image-processing": "image-processing",
     "inference": "inference",
+    "information-retrieval": "information-retrieval",
     "interpretability": "interpretability",
+    "investment": "investment",
     "ipython": "ipython",
     "javascript": "javascript",
     "jax": "jax",
     "json": "json",
-    "json-schema": "json-schema",
     "jupyter": "jupyter",
     "jupyter-notebook": "jupyter-notebook",
     "jupyterlab": "jupyterlab",
     "jupyterlab-extension": "jupyterlab-extension",
     "keras": "keras",
+    "knowledge-graph": "knowledge-graph",
     "kubernetes": "kubernetes",
     "language-model": "language-model",
     "library": "library",
@@ -107,12 +112,11 @@
     "mapping": "mapping",
     "maps": "maps",
     "markdown": "markdown",
+    "market-data": "market-data",
     "matplotlib": "matplotlib",
     "ml": "ml",
     "mlops": "mlops",
-    "models": "models",
     "mxnet": "mxnet",
-    "named-entity-recognition": "named-entity-recognition",
     "natural-language-processing": "natural-language-processing",
     "neural-network": "neural-network",
     "neural-networks": "neural-networks",
@@ -127,13 +131,11 @@
     "openapi": "openapi",
     "opengl": "opengl",
     "openstreetmap": "openstreetmap",
-    "optimization": "optimization",
-    "orm": "orm",
-    "packaging": "packaging",
     "pallets": "pallets",
     "pandas": "pandas",
     "pandas-dataframe": "pandas-dataframe",
     "parallel": "parallel",
+    "pep8": "pep8",
     "performance": "performance",
     "pipeline": "pipeline",
     "plotly": "plotly",
@@ -150,6 +152,7 @@
     "python-3": "python-3",
     "python-library": "python-library",
     "pytorch": "pytorch",
+    "quantitative-finance": "quantitative-finance",
     "r": "r",
     "raster": "raster",
     "regression": "regression",
@@ -157,6 +160,7 @@
     "remote-sensing": "remote-sensing",
     "rest": "rest",
     "satellite-imagery": "satellite-imagery",
+    "science": "science",
     "scikit-learn": "scikit-learn",
     "security": "security",
     "semantic-search": "semantic-search",
@@ -169,32 +173,28 @@
     "sql": "sql",
     "sqlalchemy": "sqlalchemy",
     "stable-diffusion": "stable-diffusion",
-    "starlette": "starlette",
     "static-analysis": "static-analysis",
     "static-code-analysis": "static-code-analysis",
     "statistics": "statistics",
     "streamlit": "streamlit",
-    "super-resolution": "super-resolution",
     "swagger": "swagger",
     "tensorflow": "tensorflow",
     "terminal": "terminal",
     "testing": "testing",
-    "text-classification": "text-classification",
     "text-to-image": "text-to-image",
-    "time": "time",
     "time-series": "time-series",
     "time-series-analysis": "time-series-analysis",
+    "trading": "trading",
+    "trading-strategies": "trading-strategies",
     "transfer-learning": "transfer-learning",
     "transformer": "transformer",
     "transformers": "transformers",
     "trio": "trio",
     "visualization": "visualization",
     "web": "web",
-    "web-framework": "web-framework",
     "windows": "windows",
     "word-embeddings": "word-embeddings",
     "workflow": "workflow",
     "wsgi": "wsgi",
-    "xarray": "xarray",
-    "xgboost": "xgboost"
+    "xarray": "xarray"
 }
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 2c16668..4ddc885 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,4 +5,8 @@ docutils
 Pygments
 python-dotenv
 black
-loguru
\ No newline at end of file
+loguru
+joblib
+requests
+tenacity
+jupyterlab
diff --git a/src/app.py b/src/app.py
index 810f97e..b60332a 100644
--- a/src/app.py
+++ b/src/app.py
@@ -7,19 +7,21 @@ def main():
     # NOTE: csv location can be local file or google spreadsheet, for example:
     #       https://docs.google.com/spreadsheets/d/<your_doc_id>/export?gid=0&format=csv
     csv_location = env.get("CSV_LOCATION")
-    token = env.get("GITHUB_ACCESS_TOKEN")
+    token_delim = env.get("GITHUB_ACCESS_TOKEN")
+    token_list = token_delim.split("|")
     github_csv_filename = "github_data.csv"
     github_json_filename = "github_data.json"
-    crawler.write_files(csv_location, token, github_csv_filename, github_json_filename)
+    crawler.write_files(csv_location, token_list, github_csv_filename, github_json_filename)
 
     github_tags_json_filename = "github_tags_data.json"
     postprocess.write_tags(github_json_filename, github_tags_json_filename, most_common=200)
 
 
-def write_tags():
-    github_json_filename = "github_data.json"
-    github_tags_json_filename = "github_tags_data.json"
-    postprocess.write_tags(github_json_filename, github_tags_json_filename, 200)
+# def write_tags():
+#     # TEMP: remove once tag filtering implemented
+#     github_json_filename = "github_data.json"
+#     github_tags_json_filename = "github_tags_data.json"
+#     postprocess.write_tags(github_json_filename, github_tags_json_filename, most_common=200)
 
 
 if __name__ == "__main__":
diff --git a/src/library/crawler.py b/src/library/crawler.py
index 97cd08f..888f2b4 100644
--- a/src/library/crawler.py
+++ b/src/library/crawler.py
@@ -1,76 +1,109 @@
 import json
 from datetime import datetime
+from typing import List
 from loguru import logger
 from library import render, readme, requirements
 
 
-def write_files(csv_location, token, output_csv_filename, output_json_filename):
+def write_files(csv_location: str, token_list: List[str], output_csv_filename: str, output_json_filename: str):
     start = datetime.now()
 
-    # Read github urls from google docs
+    # Read GitHub urls from google docs
     df_input = render.get_input_data(csv_location)
-    # df_input = df_input.head(5)  # Testing
-    # df_input = df_input.iloc[9:13]  # Testing
+    # df_input = df_input.head(3)  # Testing
+    # df_input = df_input.iloc[9:11]  # Testing
 
-    # Augment repo name with metadata from Github
-    logger.info(f"Processing {len(df_input)} records from {csv_location}")
-    df = render.process(df_input, token)
+    # Augment repo name with metadata from GitHub
+    logger.info(f"Processing {len(df_input)} records from {csv_location} with {len(token_list)=}...")
+    df = render.process(df_input, token_list)
 
     # Write raw results to csv
     logger.info(f"Write raw results to csv...")
     df.to_csv(output_csv_filename)
 
     logger.info("Crawling readme files...")
-    df["_readme_filename"] = df["_repopath"].apply(
-        lambda x: readme.get_readme(x)
-    )
+    df["_readme_filename"] = df["_repopath"].apply(lambda x: readme.get_readme(x))
 
     # TODO: handle 'main' master branches also:
     df["_readme_giturl"] = df.apply(
         lambda row: f"https://raw.githubusercontent.com/{row['_repopath']}/master/{row['_readme_filename']}"
-        if len(row['_readme_filename']) > 0
-        else "", axis=1
+        if len(row["_readme_filename"]) > 0
+        else "",
+        axis=1,
     )
 
     # TODO: get from readme.get_readme above as tuple and zip as per
     #       https://stackoverflow.com/questions/16236684/apply-pandas-function-to-column-to-create-multiple-new-columns
     df["_readme_localurl"] = df.apply(
         lambda row: f"{row['_repopath'].replace('/', '~')}~{row['_readme_filename']}"
-        if len(row['_readme_filename']) > 0
-        else "", axis=1
+        if len(row["_readme_filename"]) > 0
+        else "",
+        axis=1,
     )
 
     logger.info("Crawling requirements files...")
-    df["_requirements_filenames"] = df["_repopath"].apply(
-        lambda x: requirements.get_requirements(x)
-    )
+    df["_requirements_filenames"] = df["_repopath"].apply(lambda x: requirements.get_requirements(x))
 
     # TODO: handle 'main' master branches also:
     df["_requirements_giturls"] = df.apply(
-        lambda row: list(map(lambda x: f"https://raw.githubusercontent.com/{row['_repopath']}/master/{x}", row['_requirements_filenames'])), axis=1
+        lambda row: list(
+            map(
+                lambda x: f"https://raw.githubusercontent.com/{row['_repopath']}/master/{x}",
+                row["_requirements_filenames"],
+            )
+        ),
+        axis=1,
     )
 
     # TODO: get from readme.get_readme above as tuple and zip as per
     #       https://stackoverflow.com/questions/16236684/apply-pandas-function-to-column-to-create-multiple-new-columns
     df["_requirements_localurls"] = df.apply(
-        lambda row: list(map(lambda x: f"{row['_repopath'].replace('/', '~')}~{x}", row['_requirements_filenames'])), axis=1
+        lambda row: list(map(lambda x: f"{row['_repopath'].replace('/', '~')}~{x}", row["_requirements_filenames"])),
+        axis=1,
     )
 
-    # Write raw results to json table format
+    # Write raw results to json table format (i.e. github_data.json)
     with open(output_json_filename, "w") as f:
         json_results = df.to_json(orient="table", double_precision=2)
         data = json.loads(json_results)
         json.dump(data, f, indent=4)
 
-    # Write raw results to minimised json
-    output_minjson_filename = output_json_filename.replace(".json", ".min.json") \
-        if ".json" in output_json_filename \
+    # Write raw results to minimised json (i.e. github_data.min.json)
+    output_minjson_filename = (
+        output_json_filename.replace(".json", ".min.json")
+        if ".json" in output_json_filename
         else output_json_filename + ".min.json"
-
+    )
     with open(output_minjson_filename, "w") as f:
         json_results = df.to_json(orient="table", double_precision=2)
         data = json.loads(json_results)
-        json.dump(data, f, separators=(',', ':'))
+        json.dump(data, f, separators=(",", ":"))
+
+    # Write UI results to minimised json (i.e. github_data.ui.min.json)
+    output_ui_minjson_filename = (
+        output_json_filename.replace(".json", ".ui.min.json")
+        if ".json" in output_json_filename
+        else output_json_filename + ".ui.min.json"
+    )
+    with open(output_ui_minjson_filename, "w") as f:
+        # NOTE: this cols list must be synced with app.js DataTable columns for display
+        cols = [
+            "githuburl",
+            "_reponame",
+            "_organization",
+            "_homepage",
+            "_pop_score",
+            "_stars",
+            "_stars_per_week",
+            "_description",
+            "_age_weeks",
+            "category",
+            "_topics",
+            "_readme_localurl",
+        ]
+        json_results = df[cols].to_json(orient="table", double_precision=2, index=False)
+        data = json.loads(json_results)
+        json.dump(data, f, separators=(",", ":"))
 
     # Add markdown columns for local README.md and categories/*.md file lists.
     logger.info(f"Add markdown columns...")
@@ -93,7 +126,7 @@ def write_files(csv_location, token, output_csv_filename, output_json_filename):
     with open("README.md", "w") as out:
         out.write("\n".join(lines))
 
-    # Write to categories
+    # Write to categories file
     categories = df["category"].unique()
     for category in categories:
         df_category = df[df["category"] == category]
diff --git a/src/library/ghw.py b/src/library/ghw.py
index bf164dc..d7e25e1 100644
--- a/src/library/ghw.py
+++ b/src/library/ghw.py
@@ -2,51 +2,64 @@
 import github
 from loguru import logger
 from typing import List
+from joblib import Memory
+
+memory = Memory(".joblib_cache")
 
 
 class GithubWrapper:
-    def __init__(self, token):
-        self.gh = github.Github(token)
-        self.cache = {}
+    def __init__(self, token_list: List[str]):
+        self.token_list = token_list
+        self.token_index = 0
+
+    def token(self) -> str:
+        current_token = self.token_list[self.token_index]
+        logger.trace(f"Using token index {self.token_index}")
+        self.token_index += 1
+        if self.token_index >= len(self.token_list):
+            self.token_index = 0
+        return current_token
 
-    def get_repo(self, name, use_cache=True) -> github.Repository:
+    @staticmethod
+    @memory.cache(ignore=["token"])
+    def _get_repo_cached(token, name) -> github.Repository:
+        gh = github.Github(token)
         if name.endswith("/"):
-            logger.warning(f"Repo needs to be fixed by removing trailing slash in source csv: {name}")
-        key = f"repo_{name}"
-        cached = self.cache.get(key, None)
-        if cached is None or not use_cache:
-            logger.info(f"get_repo: [{name}]")
+            logger.info(f"Removed trailing slash for: {name}")
+            name = name.rstrip("/")
+
+        logger.info(f"get_repo (not cached): [{name}]")
+        try:
+            repo = gh.get_repo(name)
+        except Exception as ex:
+            logger.warning(f"Exception for get_repo with name (will re-try once): {name} - {ex}")
             try:
-                self.cache[key] = self.gh.get_repo(name)
+                time.sleep(30)
+                repo = gh.get_repo(name)
             except Exception as ex:
-                logger.warning(f"Exception for get_repo with name (will re-try once): {name}")
-                try:
-                    time.sleep(30)
-                    self.cache[key] = self.gh.get_repo(name)
-                except Exception as ex:
-                    logger.error(f"Exception for get_repo after re-try with name: {name}")
-                    raise ex
-            return self.cache[key]
-        else:
-            logger.info(f"get_repo: [{name}] (cached)")
-            return cached
-
-    def get_org_repos(self, name) -> List[github.Repository.Repository]:
-        logger.debug(f"get_org_repos: {name}")
-        org = self.gh.get_organization(name)
-        repos = []
-        for repo in org.get_repos():
-            repos.append(repo)
-        return repos
-
-    def get_organization(self, name) -> github.Organization.Organization:
-        logger.debug(f"get_organization: {name}")
-        return self.gh.get_organization(name)
-
-    def search_github(self, keywords):
-        query = "+".join(keywords) + "+in:readme+in:description"
-        result = self.gh.search_repositories(query, "stars", "desc")
-
-        print(f"Found {result.totalCount} repo(s)")
-        for repo in result:
-            print(repo.clone_url)
+                logger.error(f"Exception for get_repo after re-try with name: {name} - {ex}")
+                raise ex
+        return repo
+
+    def get_repo(self, name) -> github.Repository:
+        return self._get_repo_cached(self.token(), name)
+
+    # def get_org_repos(self, name) -> List[github.Repository.Repository]:
+    #     logger.debug(f"get_org_repos: {name}")
+    #     org = self.gh.get_organization(name)
+    #     repos = []
+    #     for repo in org.get_repos():
+    #         repos.append(repo)
+    #     return repos
+    #
+    # def get_organization(self, name) -> github.Organization.Organization:
+    #     logger.debug(f"get_organization: {name}")
+    #     return self.gh.get_organization(name)
+    #
+    # def search_github(self, keywords):
+    #     query = "+".join(keywords) + "+in:readme+in:description"
+    #     result = self.gh.search_repositories(query, "stars", "desc")
+    #
+    #     print(f"Found {result.totalCount} repo(s)")
+    #     for repo in result:
+    #         print(repo.clone_url)
diff --git a/src/library/metrics.py b/src/library/metrics.py
new file mode 100644
index 0000000..bc2188b
--- /dev/null
+++ b/src/library/metrics.py
@@ -0,0 +1,265 @@
+import time
+from datetime import datetime, timedelta
+from tenacity import retry, wait_exponential, stop_after_attempt
+from loguru import logger
+from library.ghw import GithubWrapper
+from joblib import Memory
+from github import PaginatedList
+from github.GithubException import RateLimitExceededException, GithubException
+
+memory = Memory(".joblib_cache")
+
+
+def log_retry(state):
+    msg = (
+        f"Tenacity retry {state.fn.__name__}: {state.attempt_number=}, {state.idle_for=}, {state.seconds_since_start=}"
+    )
+    if state.attempt_number < 1:
+        logger.info(msg)
+    else:
+        logger.exception(msg)
+
+
+class StandardMetrics:
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def get_repo_topics(ghw: GithubWrapper, name: str):
+        return ghw.get_repo(name).get_topics()
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def last_commit_date(ghw: GithubWrapper, name: str):
+        modified = ghw.get_repo(name).get_commits().get_page(0)[0].last_modified
+        return datetime.strptime(
+            modified,
+            "%a, %d %b %Y %H:%M:%S %Z",
+        ).date()
+
+
+class PopularityMetrics:
+    """
+    Inspired by https://github.com/ossf/criticality_score/tree/v1.0.7 (Latest Python version before Go port)
+    and https://github.com/ossf/criticality_score/blob/main/Quantifying_criticality_algorithm.pdf
+    """
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def _get_contributors(ghw: GithubWrapper, name: str, anon: str = "true") -> PaginatedList:
+        repo = ghw.get_repo(name)
+        return repo.get_contributors(anon=anon)
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def contributor_count(ghw: GithubWrapper, name: str) -> int:
+        try:
+            return PopularityMetrics._get_contributors(ghw, name).totalCount
+        except RateLimitExceededException as ex:
+            logger.error(f"contributor_count rate exception: {ex}")
+            raise ex
+        except Exception as ex:
+            # Typically a large number of contributors
+            logger.warning(f"contributor_count exception: {ex}")
+            return 5000
+
+    # @staticmethod
+    # @memory.cache
+    # def _get_contributor_company(contributor):
+    #     return contributor.company
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def contributor_orgs_dict(ghw: GithubWrapper, name: str, sleep: int = 1, max_contrib_count: int = 10) -> dict:
+        repo = ghw.get_repo(name)  # TODO: randomise token_list in ghw??
+
+        def _filter_name(org_name):
+            return (
+                org_name.lower()
+                .replace(" ", "")
+                .replace(",inc.", "")
+                .replace("inc.", "")
+                .replace("llc", "")
+                .replace("@", "")
+                .rstrip(",")
+            )
+
+        contributor_logins = set()
+        orgs = set()
+        orgs_raw = set()
+        contributors = repo.get_contributors()[:max_contrib_count]
+        try:
+            # NOTE: Can be expensive if not capped due to `contributor.company` being an API call
+            logger.info(f"contributor_orgs_dict {contributors=}")
+            for i, contributor in enumerate(contributors):
+                # contributor_company = PopularityMetrics._get_contributor_company(contributor)  # TODO: review need to cache here
+                contributor_company = contributor.company
+                time.sleep(sleep)
+                if contributor_company:
+                    filtered_contributor_company = _filter_name(contributor_company)
+                    logger.info(
+                        f"{i}. Company hit : {name=}, {contributor.login=}, "
+                        f"{contributor_company=}, {filtered_contributor_company=}"
+                    )
+                    orgs_raw.add(contributor_company)
+                    orgs.add(filtered_contributor_company)
+                    contributor_logins.add(f"{contributor.login}@{filtered_contributor_company}")
+                else:
+                    logger.info(f"{i}. Company miss: {name=}, {contributor.login=}")
+                    contributor_logins.add(contributor.login)
+        except RateLimitExceededException as ex:
+            logger.warning(f"get_contributor_company rate exception ({sleep=}): {ex}")
+            raise ex
+        except Exception as ex:
+            # Typically a large number of contributors
+            logger.warning(f"get_contributor_company {type(ex)} exception: {ex}")
+            return {
+                # "_pop_contributor_logins": None,
+                "_pop_contributor_orgs_len": -1,
+                # "_pop_contributor_orgs_max": max_contrib_count,
+                # "_pop_contributor_orgs": None,
+                # "_pop_contributor_orgs_raw": None,
+                "_pop_contributor_orgs_error": len(str(ex))
+                # "_pop_contributor_orgs_error": str(ex)
+            }
+        return {
+            # "_pop_contributor_logins": sorted(contributor_logins),
+            "_pop_contributor_orgs_len": len(orgs),
+            # "_pop_contributor_orgs_max": max_contrib_count,
+            # "_pop_contributor_orgs": sorted(orgs),
+            # "_pop_contributor_orgs_raw": sorted(orgs_raw),
+            # "_pop_contributor_orgs_error": None
+        }
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def commit_frequency(ghw: GithubWrapper, name: str) -> float:
+        repo = ghw.get_repo(name)
+        # NOTE: get_stats_commit_activity Returns the last year of commit activity grouped by week
+        stats_commit_activity = repo.get_stats_commit_activity()
+        assert len(stats_commit_activity) == 52
+        total = 0
+        for week_stat in stats_commit_activity:
+            total += week_stat.total
+        return round(total / len(stats_commit_activity), 2)
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def updated_issues_count(ghw: GithubWrapper, name: str) -> int:
+        ISSUE_LOOKBACK_DAYS = 90
+        repo = ghw.get_repo(name)
+        issues_since_time = datetime.utcnow() - timedelta(days=ISSUE_LOOKBACK_DAYS)
+        # NOTE: get_issues includes PR's
+        return repo.get_issues(state="all", since=issues_since_time).totalCount
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def closed_issues_count(ghw: GithubWrapper, name: str) -> int:
+        ISSUE_LOOKBACK_DAYS = 90
+        # TODO: make generic with updated_issues_count?
+        repo = ghw.get_repo(name)
+        issues_since_time = datetime.utcnow() - timedelta(days=ISSUE_LOOKBACK_DAYS)
+        # NOTE: get_issues includes PR's
+        return repo.get_issues(state="closed", since=issues_since_time).totalCount
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def created_since_days(ghw: GithubWrapper, name: str) -> int:
+        repo = ghw.get_repo(name)
+        creation_time = repo.created_at
+
+        # See if there exist any commits before this repository creation
+        # time on GitHub. If yes, then the repository creation time is not
+        # correct, and it was residing somewhere else before. So, use the first
+        # commit date.
+        prior_creation_commit_count = repo.get_commits(until=creation_time).totalCount
+        if prior_creation_commit_count:
+            logger.warning(
+                f"{name} has {prior_creation_commit_count=}, repository creation time is not correct, "
+                f"and it was residing somewhere else before"
+            )
+            # TODO: see how often this happens
+            # first_commit_time = self.get_first_commit_time()
+            # if first_commit_time:
+            #     creation_time = min(creation_time, first_commit_time)
+
+        difference = datetime.utcnow() - creation_time
+        return round(difference.days / 30)
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def updated_since_days(ghw: GithubWrapper, name: str) -> int:
+        repo = ghw.get_repo(name)
+        last_commit = repo.get_commits()[0]
+        last_commit_time = last_commit.commit.author.date
+        difference = datetime.utcnow() - last_commit_time
+        return round(difference.days / 30)
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def recent_releases_count_dict(ghw: GithubWrapper, name: str) -> dict:
+        RELEASE_LOOKBACK_DAYS = 365
+        repo = ghw.get_repo(name)
+        recent_releases_count = 0
+        for release in repo.get_releases():
+            if (datetime.utcnow() - release.created_at).days > RELEASE_LOOKBACK_DAYS:
+                continue
+            recent_releases_count += 1
+
+        estimated_tags = 0
+        # Make rough estimation of tags used in last year from overall
+        # project history. This query is extremely expensive, so instead
+        # do the rough calculation.
+        days_since_creation = PopularityMetrics.created_since_days(ghw, name) * 30
+        if days_since_creation:
+            total_tags = repo.get_tags().totalCount
+            estimated_tags = round((total_tags / days_since_creation) * RELEASE_LOOKBACK_DAYS)
+
+        recent_releases_adjusted_count = recent_releases_count
+        if not recent_releases_count:
+            recent_releases_adjusted_count = estimated_tags
+
+        return {
+            "_pop_recent_releases_count": recent_releases_count,
+            "_pop_recent_releases_estimated_tags": estimated_tags,
+            "_pop_recent_releases_adjusted_count": recent_releases_adjusted_count,  # TODO: review need and name
+        }
+
+    @staticmethod
+    @memory.cache(ignore=["ghw"])
+    @retry(wait=wait_exponential(multiplier=2, min=10, max=1200), stop=stop_after_attempt(50), before_sleep=log_retry)
+    def comment_frequency(ghw: GithubWrapper, name: str) -> dict:
+        ISSUE_LOOKBACK_DAYS = 90
+        repo = ghw.get_repo(name)
+        issues_since_time = datetime.utcnow() - timedelta(days=ISSUE_LOOKBACK_DAYS)
+        # NOTE: get_issues includes PR's
+        issue_count = repo.get_issues(state="all", since=issues_since_time).totalCount
+
+        try:
+            comment_count = repo.get_issues_comments(since=issues_since_time).totalCount
+        except GithubException as ex:
+            logger.warning(f"get_issues_comments exception: {ex}, will retry...")
+            time.sleep(5)
+            # Exception due to large number of comments, e.g. pytorch/pytorch repo.
+            # So try reducing down ISSUE_LOOKBACK_DAYS
+            ISSUE_LOOKBACK_DAYS = ISSUE_LOOKBACK_DAYS // 4
+            issues_since_time = datetime.utcnow() - timedelta(days=ISSUE_LOOKBACK_DAYS)
+            comment_count = repo.get_issues_comments(since=issues_since_time).totalCount * 4
+
+        comment_frequency = round(comment_count / issue_count, 1) if issue_count else 0
+
+        return {
+            "_pop_issue_count": issue_count,
+            "_pop_comment_count": comment_count,
+            "_pop_comment_count_lookback_days": ISSUE_LOOKBACK_DAYS,
+            "_pop_comment_frequency": comment_frequency,
+        }
diff --git a/src/library/postprocess.py b/src/library/postprocess.py
index 75f5fe2..7f35f04 100644
--- a/src/library/postprocess.py
+++ b/src/library/postprocess.py
@@ -1,8 +1,6 @@
 import json
 import itertools
 from collections import Counter
-from datetime import datetime
-from loguru import logger
 
 
 def write_tags(github_json_filename: str, github_tags_json_filename: str, most_common: int):
diff --git a/src/library/readme.py b/src/library/readme.py
index 4b05043..0e85254 100644
--- a/src/library/readme.py
+++ b/src/library/readme.py
@@ -10,14 +10,12 @@
 
 # https://stackoverflow.com/questions/47337009/rst2html-on-full-python-project
 def rst2html_old(content):
-    pub = docutils.core.Publisher(
-        source_class=docutils.io.StringInput,
-        destination_class=docutils.io.StringOutput)
-    pub.set_components('standalone', 'restructuredtext', 'html')
+    pub = docutils.core.Publisher(source_class=docutils.io.StringInput, destination_class=docutils.io.StringOutput)
+    pub.set_components("standalone", "restructuredtext", "html")
     pub.process_programmatic_settings(None, None, None)
     pub.set_source(source=content)
     pub.publish()
-    html = pub.writer.parts['whole']
+    html = pub.writer.parts["whole"]
     return html
 
 
@@ -47,7 +45,7 @@ def save_content(repopath, branch, filename, content):
     readme_url = f"https://github.com/{repopath}/blob/{branch}/{filename}"
 
     # Find pip installs
-    pip_pattern = re.compile(r'(pip[3]*[ ]+install[ ]+[a-zA-Z0-9 \-_<>=\"\'.,+:/\[\]]+)')  # TODO: review
+    pip_pattern = re.compile(r"(pip[3]*[ ]+install[ ]+[a-zA-Z0-9 \-_<>=\"\'.,+:/\[\]]+)")  # TODO: review
     pips = []
     for m in re.findall(pip_pattern, content):
         pips.append(m.strip())
diff --git a/src/library/render.py b/src/library/render.py
index 4f05a2a..880ba5a 100644
--- a/src/library/render.py
+++ b/src/library/render.py
@@ -1,13 +1,15 @@
 import sys
 import pandas as pd
 from datetime import datetime
-from typing import List
+from typing import List, Callable
 from loguru import logger
 from urllib.parse import urlparse
 from library.ghw import GithubWrapper
+from library.metrics import PopularityMetrics, StandardMetrics
+from library.scorer import PopularityScorer
 
 
-def get_input_data(csv_location) -> pd.DataFrame:
+def get_input_data(csv_location: str) -> pd.DataFrame:
     df = pd.read_csv(csv_location)
     df.columns = map(str.lower, df.columns)
     assert "githuburl" in df.columns
@@ -17,9 +19,7 @@ def get_input_data(csv_location) -> pd.DataFrame:
     duplicated_githuburls = df[df.duplicated(subset=["githuburl"])]
     duplicated_count = len(duplicated_githuburls)
     if duplicated_count > 0:
-        logger.warning(
-            f"Duplicate githuburl values found in csv: {duplicated_count}\n{duplicated_githuburls}"
-        )
+        logger.warning(f"Duplicate githuburl values found in csv: {duplicated_count}\n{duplicated_githuburls}")
         logger.error(f"Fix up {duplicated_count} duplicates from {csv_location} and re-run.")
         sys.exit()
     else:
@@ -54,19 +54,17 @@ def make_markdown(row, include_category=False) -> str:
     last_commit_date = row["_last_commit_date"]
     created = row["_created_at"]
     topics = row["_topics"]
-    topics_display = (
-        "\n<sub><sup>" + ", ".join(sorted(topics)) + "</sup></sub>"
-        if len(topics) > 0
-        else ""
-    )
+    topics_display = "\n<sub><sup>" + ", ".join(sorted(topics)) + "</sup></sub>" if len(topics) > 0 else ""
     description = row["_description"]
     language = row["_language"]
     if language is not None and language.lower() != "python":
         logger.info(f"Is {name} really a Python library? Main language is {language}.")
 
-    header = f"[{name}]({url})" \
-        if name == organization \
+    header = (
+        f"[{name}]({url})"
+        if name == organization
         else f"[{name}]({url}) by [{organization}](https://github.com/{organization})"
+    )
 
     return (
         f"### {header}  "
@@ -86,56 +84,125 @@ def _display_description(ghw, name) -> str:
         return f"{name}"
     else:
         assert repo.name is not None
-        if repo.description.lower().startswith(repo.name.lower()) or f"{repo.name.lower()}:" in repo.description.lower():
+        if (
+            repo.description.lower().startswith(repo.name.lower())
+            or f"{repo.name.lower()}:" in repo.description.lower()
+        ):
             return f"{repo.description}"
         else:
             return f"{repo.name}: {repo.description}"
 
 
-def process(df_input, token) -> pd.DataFrame:
-    ghw = GithubWrapper(token)
+def _column_apply(df: pd.DataFrame, target: str, source: str, fn: Callable):
+    logger.info(f"apply: {source} -> {target}")
+    df[target] = df[source].apply(fn)
+
+
+def process(df_input: pd.DataFrame, token_list: List[str]) -> pd.DataFrame:
+    ghw = GithubWrapper(token_list)
     df = df_input.copy()
-    df["_repopath"] = df["githuburl"].apply(lambda x: urlparse(x).path.lstrip("/"))
-    df["_reponame"] = df["_repopath"].apply(lambda x: ghw.get_repo(x).name)
-    df["_stars"] = df["_repopath"].apply(lambda x: ghw.get_repo(x).stargazers_count)
-    df["_forks"] = df["_repopath"].apply(lambda x: ghw.get_repo(x).forks_count)
-    df["_watches"] = df["_repopath"].apply(lambda x: ghw.get_repo(x).subscribers_count)
-    df["_topics"] = df["_repopath"].apply(lambda x: ghw.get_repo(x).get_topics())
-    df["_language"] = df["_repopath"].apply(lambda x: ghw.get_repo(x).language)
-    df["_homepage"] = df["_repopath"].apply(lambda x: ghw.get_repo(x).homepage)
-    df["_description"] = df["_repopath"].apply(
-        lambda x: _display_description(ghw, x)
-    )
-    df["_organization"] = df["_repopath"].apply(
-        lambda x: x.split("/")[0]
-    )
-    df["_updated_at"] = df["_repopath"].apply(
-        lambda x: ghw.get_repo(x).updated_at.date()
+
+    # Add repo lookup columns ------------------------------------------------
+    logger.info(f"Add repo lookup columns...")
+    t0 = datetime.now()
+    _column_apply(df, "_repopath", "githuburl", lambda x: urlparse(x).path.lstrip("/"))
+    _column_apply(df, "_reponame", "_repopath", lambda x: ghw.get_repo(x).name)
+    _column_apply(df, "_stars", "_repopath", lambda x: ghw.get_repo(x).stargazers_count)
+    _column_apply(df, "_forks", "_repopath", lambda x: ghw.get_repo(x).forks_count)
+    _column_apply(df, "_watches", "_repopath", lambda x: ghw.get_repo(x).subscribers_count)
+    _column_apply(df, "_language", "_repopath", lambda x: ghw.get_repo(x).language)
+    _column_apply(df, "_homepage", "_repopath", lambda x: ghw.get_repo(x).homepage)
+    _column_apply(df, "_description", "_repopath", lambda x: _display_description(ghw, x))
+    _column_apply(df, "_organization", "_repopath", lambda x: x.split("/")[0])
+    _column_apply(df, "_updated_at", "_repopath", lambda x: ghw.get_repo(x).updated_at.date())
+    _column_apply(df, "_created_at", "_repopath", lambda x: ghw.get_repo(x).created_at.date())
+    _column_apply(
+        df, "_age_weeks", "_repopath", lambda x: (datetime.now().date() - ghw.get_repo(x).created_at.date()).days // 7
     )
-    df["_last_commit_date"] = df["_repopath"].apply(
-        # E.g. Sat, 18 Jul 2020 17:14:09 GMT
-        lambda x: datetime.strptime(
-            ghw.get_repo(x).get_commits().get_page(0)[0].last_modified,
-            "%a, %d %b %Y %H:%M:%S %Z",
-        ).date()
+    _column_apply(
+        df,
+        "_stars_per_week",
+        "_repopath",
+        lambda x: ghw.get_repo(x).stargazers_count
+        * 7
+        / (datetime.now().date() - ghw.get_repo(x).created_at.date()).days,
     )
-    df["_created_at"] = df["_repopath"].apply(
-        lambda x: ghw.get_repo(x).created_at.date()
+    timing_lookup = datetime.now() - t0
+    logger.info(f"Timing: {timing_lookup.total_seconds()=}")
+
+    # Add standard metric columns ------------------------------------------------
+    logger.info(f"Add popularity metric columns...")
+    std_metrics = StandardMetrics()
+    t0 = datetime.now()
+    _column_apply(df, "_topics", "_repopath", lambda x: std_metrics.get_repo_topics(ghw, x))
+    _column_apply(df, "_last_commit_date", "_repopath", lambda x: std_metrics.last_commit_date(ghw, x))
+    timing_std = datetime.now() - t0
+    logger.info(f"Timing: {timing_std.total_seconds()=}")
+
+    # Add popularity metric columns ------------------------------------------------
+    logger.info(f"Add popularity metric columns...")
+    pop_metrics = PopularityMetrics()
+    ghw = GithubWrapper(token_list)
+    t0 = datetime.now()
+
+    df["_pop_contributor_count"] = df["_repopath"].apply(lambda x: pop_metrics.contributor_count(ghw, x))
+
+    # TODO: optimise contributor_orgs_dict
+    # Long, many interations thru repo contibutors for company info
+    # Can rate limit, esp if sleep < 2sec
+    df_pop_contributor_orgs_dict = df.apply(
+        lambda row: pop_metrics.contributor_orgs_dict(ghw, row["_repopath"]), axis="columns", result_type="expand"
     )
-    df["_age_weeks"] = df["_repopath"].apply(
-        lambda x: (datetime.now().date() - ghw.get_repo(x).created_at.date()).days // 7
+    df = pd.concat([df, df_pop_contributor_orgs_dict], axis="columns")
+
+    df["_pop_commit_frequency"] = df["_repopath"].apply(lambda x: pop_metrics.commit_frequency(ghw, x))
+
+    df["_pop_updated_issues_count"] = df["_repopath"].apply(lambda x: pop_metrics.updated_issues_count(ghw, x))
+
+    df["_pop_closed_issues_count"] = df["_repopath"].apply(lambda x: pop_metrics.closed_issues_count(ghw, x))
+
+    df["_pop_created_since_days"] = df["_repopath"].apply(lambda x: pop_metrics.created_since_days(ghw, x))
+
+    df["_pop_updated_since_days"] = df["_repopath"].apply(lambda x: pop_metrics.updated_since_days(ghw, x))
+
+    df_pop_recent_releases_count = df.apply(
+        lambda row: pop_metrics.recent_releases_count_dict(ghw, row["_repopath"]), axis="columns", result_type="expand"
     )
-    df["_stars_per_week"] = df["_repopath"].apply(
-        lambda x: ghw.get_repo(x).stargazers_count * 7 / (datetime.now().date() - ghw.get_repo(x).created_at.date()).days
+    df = pd.concat([df, df_pop_recent_releases_count], axis="columns")
+
+    df_pop_comment_frequency = df.apply(
+        lambda row: pop_metrics.comment_frequency(ghw, row["_repopath"]), axis="columns", result_type="expand"
     )
+    df = pd.concat([df, df_pop_comment_frequency], axis="columns")
+
+    timing_pop = datetime.now() - t0
+    logger.info(f"Timing: {timing_lookup.total_seconds()=}")
+    logger.info(f"Timing: {timing_std.total_seconds()=}")
+    logger.info(f"Timing: {timing_pop.total_seconds()=}")
+
+    # TEMP:
+    logger.info(f"Write temp process results to csv...")
+    df.to_csv("_temp_df_process.csv")
+    import json
 
-    return df.sort_values("_stars", ascending=False)
+    with open("_temp_df_process.json", "w") as f:
+        json_results = df.to_json(orient="table", double_precision=2)
+        data = json.loads(json_results)
+        json.dump(data, f, indent=4)
+    # /TEMP:
 
+    scorer = PopularityScorer()
+    df["_pop_score"] = df.apply(lambda row: scorer.score(row), axis="columns")
 
-def lines_header(count, category="") -> List[str]:
+    return df.sort_values("_pop_score", ascending=False)
+
+
+def lines_header(count: int, category: str = "") -> List[str]:
     category_line = f"A selection of {count} curated Python libraries and frameworks ordered by stars.  \n"
     if len(category) > 0:
-        category_line = f"A selection of {count} curated {category} Python libraries and frameworks ordered by stars.  \n"
+        category_line = (
+            f"A selection of {count} curated {category} Python libraries and frameworks ordered by stars.  \n"
+        )
 
     return [
         f"# Crazy Awesome Python",
@@ -145,11 +212,7 @@ def lines_header(count, category="") -> List[str]:
     ]
 
 
-def add_markdown(df) -> pd.DataFrame:
-    df["_doclines_main"] = df.apply(
-        lambda x: make_markdown(x, include_category=True), axis=1
-    )
-    df["_doclines_child"] = df.apply(
-        lambda x: make_markdown(x, include_category=False), axis=1
-    )
+def add_markdown(df: pd.DataFrame) -> pd.DataFrame:
+    df["_doclines_main"] = df.apply(lambda x: make_markdown(x, include_category=True), axis=1)
+    df["_doclines_child"] = df.apply(lambda x: make_markdown(x, include_category=False), axis=1)
     return df
diff --git a/src/library/scorer.py b/src/library/scorer.py
new file mode 100644
index 0000000..316afc3
--- /dev/null
+++ b/src/library/scorer.py
@@ -0,0 +1,74 @@
+import math
+from loguru import logger
+
+
+class PopularityScorer:
+    """
+    Inspired by https://github.com/ossf/criticality_score/tree/v1.0.7 (Latest Python version before Go port)
+    and https://github.com/ossf/criticality_score/blob/main/Quantifying_criticality_algorithm.pdf
+    """
+
+    @staticmethod
+    def score(row):
+        # Weights for various parameters.
+        CREATED_SINCE_WEIGHT = 1
+        UPDATED_SINCE_WEIGHT = -1
+        CONTRIBUTOR_COUNT_WEIGHT = 1
+        ORG_COUNT_WEIGHT = 1
+        COMMIT_FREQUENCY_WEIGHT = 1
+        RECENT_RELEASES_WEIGHT = 0.5
+        CLOSED_ISSUES_WEIGHT = 0.5
+        UPDATED_ISSUES_WEIGHT = 0.5
+        COMMENT_FREQUENCY_WEIGHT = 1.5
+        STARS_PER_WEEK_WEIGHT = 6
+
+        # Max thresholds for various parameters.
+        CREATED_SINCE_THRESHOLD = 120
+        UPDATED_SINCE_THRESHOLD = 120
+        CONTRIBUTOR_COUNT_THRESHOLD = 2000
+        ORG_COUNT_THRESHOLD = 10
+        COMMIT_FREQUENCY_THRESHOLD = 500
+        RECENT_RELEASES_THRESHOLD = 10
+        CLOSED_ISSUES_THRESHOLD = 5000
+        UPDATED_ISSUES_THRESHOLD = 5000
+        COMMENT_FREQUENCY_THRESHOLD = 15
+        STARS_PER_WEEK_THRESHOLD = 400
+
+        def _get_param_score(param, max_value, weight=1.0):
+            """Return paramater score given its current value, max value and
+            parameter weight."""
+            return (math.log(1 + param) / math.log(1 + max(param, max_value))) * weight
+
+        total_weight = (
+            CREATED_SINCE_WEIGHT
+            + UPDATED_SINCE_WEIGHT
+            + CONTRIBUTOR_COUNT_WEIGHT
+            + ORG_COUNT_WEIGHT
+            + COMMIT_FREQUENCY_WEIGHT
+            + RECENT_RELEASES_WEIGHT
+            + CLOSED_ISSUES_WEIGHT
+            + UPDATED_ISSUES_WEIGHT
+            + COMMENT_FREQUENCY_WEIGHT
+            + STARS_PER_WEEK_WEIGHT
+        )
+
+        score_sum = (
+            (_get_param_score(row["_pop_created_since_days"], CREATED_SINCE_THRESHOLD, CREATED_SINCE_WEIGHT))
+            + (_get_param_score(row["_pop_updated_since_days"], UPDATED_SINCE_THRESHOLD, UPDATED_SINCE_WEIGHT))
+            + (_get_param_score(row["_pop_contributor_count"], CONTRIBUTOR_COUNT_THRESHOLD, CONTRIBUTOR_COUNT_WEIGHT))
+            + (_get_param_score(row["_pop_contributor_orgs_len"], ORG_COUNT_THRESHOLD, ORG_COUNT_WEIGHT))
+            + (_get_param_score(row["_pop_commit_frequency"], COMMIT_FREQUENCY_THRESHOLD, COMMIT_FREQUENCY_WEIGHT))
+            + (
+                _get_param_score(
+                    row["_pop_recent_releases_adjusted_count"], RECENT_RELEASES_THRESHOLD, RECENT_RELEASES_WEIGHT
+                )
+            )
+            + (_get_param_score(row["_pop_closed_issues_count"], CLOSED_ISSUES_THRESHOLD, CLOSED_ISSUES_WEIGHT))
+            + (_get_param_score(row["_pop_updated_issues_count"], UPDATED_ISSUES_THRESHOLD, UPDATED_ISSUES_WEIGHT))
+            + (_get_param_score(row["_pop_comment_frequency"], COMMENT_FREQUENCY_THRESHOLD, COMMENT_FREQUENCY_WEIGHT))
+            + (_get_param_score(row["_stars_per_week"], STARS_PER_WEEK_THRESHOLD, STARS_PER_WEEK_WEIGHT))
+        )
+
+        criticality_score = round(100 * score_sum / total_weight, 5)
+        logger.trace(f"Calculated {criticality_score=} for {row['_repopath']}")
+        return criticality_score
diff --git a/tests/test_render.py b/tests/test_render.py
new file mode 100644
index 0000000..6de361c
--- /dev/null
+++ b/tests/test_render.py
@@ -0,0 +1,66 @@
+from loguru import logger
+from library import render, env
+
+
+def test_render_process():
+    token_delim = env.get("GITHUB_ACCESS_TOKEN")
+    token_list = token_delim.split("|")
+
+    csv_location = "tests/test_repos_source.csv"
+
+    df_input = render.get_input_data(csv_location)
+    test_repos = [
+        "https://github.com/dask/dask",
+        "https://github.com/dylanhogg/crazy-awesome-python",
+        "https://github.com/klen/muffin",
+    ]
+    # test_repos = ["https://github.com/dylanhogg/crazy-awesome-python"]
+    df_input = df_input[df_input["githuburl"].isin(test_repos)]
+    assert len(df_input) == len(test_repos)
+    df = render.process(df_input, token_list)
+
+    logger.info(f"{df.shape=}")
+    logger.info(f"{df.columns=}")
+
+    for i in range(len(df)):
+        logger.info(df.iloc[i])
+
+    assert len(df) == len(df_input), "Unexpected number of rows"
+    # logger.warning(f"{df.columns=}")
+    assert list(df.columns) == [
+        "category",
+        "githuburl",
+        "featured",
+        "links",
+        "description",
+        "_repopath",
+        "_reponame",
+        "_stars",
+        "_forks",
+        "_watches",
+        "_language",
+        "_homepage",
+        "_description",
+        "_organization",
+        "_updated_at",
+        "_created_at",
+        "_age_weeks",
+        "_stars_per_week",
+        "_topics",
+        "_last_commit_date",
+        "_pop_contributor_count",
+        "_pop_contributor_orgs_len",
+        "_pop_commit_frequency",
+        "_pop_updated_issues_count",
+        "_pop_closed_issues_count",
+        "_pop_created_since_days",
+        "_pop_updated_since_days",
+        "_pop_recent_releases_count",
+        "_pop_recent_releases_estimated_tags",
+        "_pop_recent_releases_adjusted_count",
+        "_pop_issue_count",
+        "_pop_comment_count",
+        "_pop_comment_count_lookback_days",
+        "_pop_comment_frequency",
+        "_pop_score",
+    ]
diff --git a/tests/test_repos_source.csv b/tests/test_repos_source.csv
new file mode 100644
index 0000000..d8264c3
--- /dev/null
+++ b/tests/test_repos_source.csv
@@ -0,0 +1,903 @@
+Category,GithubUrl,Featured,Links,Description
+data,https://github.com/andialbrecht/sqlparse,,,
+data,https://github.com/apache/arrow,,,
+ml-dl,https://github.com/apache/incubator-mxnet,,,
+ml,https://github.com/awslabs/autogluon,,,
+pandas,https://github.com/aws/aws-sdk-pandas,1,,
+web,https://github.com/benoitc/gunicorn,,,
+viz,https://github.com/bokeh/bokeh,,,
+util,https://github.com/boto/boto3,,,
+perf,https://github.com/celery/celery,,,
+ml,https://github.com/ContextLab/hypertools,,,
+util,https://github.com/cython/cython,,,
+perf,https://github.com/dask/dask,,,
+nlp,https://github.com/dialogflow/dialogflow-python-client-v2,,,
+ml,https://github.com/DistrictDataLabs/yellowbrick,,,
+web,https://github.com/django/django,,,
+ml-dl,https://github.com/skorch-dev/skorch,,,
+perf,https://github.com/eventlet/eventlet,,,
+nlp,https://github.com/explosion/spaCy,,,
+nlp,https://github.com/explosion/spacy-streamlit,,,
+time-series,https://github.com/facebook/prophet,1,,
+typing,https://github.com/facebook/pyre-check,,,
+nlp,https://github.com/facebookresearch/DrQA,,,
+nlp,https://github.com/facebookresearch/ParlAI,,,
+math,https://github.com/fredrik-johansson/mpmath,,,
+ml,https://github.com/google/dopamine,,,
+util,https://github.com/google/gin-config,,,
+term,https://github.com/google/python-fire,,,
+typing,https://github.com/google/pytype,,,
+ml-dl,https://github.com/google/trax,,,
+ml-ops,https://github.com/great-expectations/great_expectations,,,
+web,https://github.com/huge-success/sanic,,,
+data,https://github.com/JaidedAI/EasyOCR,,,
+nlp,https://github.com/jamesturk/jellyfish,,,
+gis,https://github.com/jasonrig/address-net,,,
+nlp,https://github.com/jbesomi/texthero,,,
+data,https://github.com/jmcnamara/XlsxWriter,,,
+data,https://github.com/joke2k/faker,,,
+math,https://github.com/jszymon/pacal,,,
+jupyter,https://github.com/jupyter/notebook,,,
+jupyter,https://github.com/jupyterlab/jupyterlab,,,
+ml-dl,https://github.com/keras-team/keras,,,
+util,https://github.com/kivy/kivy,,,
+nlp,https://github.com/life4/textdistance,,,
+data,https://github.com/lk-geimfari/mimesis,,,
+ml,https://github.com/lmcinnes/umap,,,
+testing,https://github.com/locustio/locust,1,,
+jupyter,https://github.com/maartenbreddels/ipyvolume,,,
+data,https://github.com/macbre/sql-metadata,1,,
+viz,https://github.com/matplotlib/matplotlib,,,
+util,https://github.com/mozillazg/pypy,,,
+viz,https://github.com/mwaskom/seaborn,,,
+testing,https://github.com/nedbat/coveragepy,,,
+graph,https://github.com/networkx/networkx,,,
+perf,https://github.com/numba/numba,,,
+math,https://github.com/numpy/numpy,1,,
+sim,https://github.com/openai/gym,,,
+term,https://github.com/pallets/click,,,
+web,https://github.com/pallets/flask,,,
+gamedev,https://github.com/panda3d/panda3d,,,
+pandas,https://github.com/pandas-dev/pandas,1,,
+pandas,https://github.com/pandas-profiling/pandas-profiling,1,,
+viz,https://github.com/plotly/dash,,,
+viz,https://github.com/plotly/plotly.py,,,
+sim,https://github.com/projectmesa/mesa,,,
+util,https://github.com/psf/black,,,
+ml,https://github.com/pycaret/pycaret,,,
+util,https://github.com/PyCQA/pylint,,,
+web,https://github.com/pyeve/eve,,,
+gamedev,https://github.com/pygame/pygame,1,,
+util,https://github.com/PyGithub/PyGithub,,,
+ml,https://github.com/pymc-devs/pymc3,,,
+testing,https://github.com/pytest-dev/pytest,,,
+util,https://github.com/python-pillow/Pillow,,,
+gis,https://github.com/python-visualization/folium,,,
+typing,https://github.com/python/mypy,,,
+nlp,https://github.com/pytorch/fairseq,,,
+ml-dl,https://github.com/pytorch/pytorch,,,
+jupyter,https://github.com/quantopian/qgrid,,,
+ml,https://github.com/scikit-learn/scikit-learn,,,
+ml,https://github.com/scipy/scipy,,,
+data,https://github.com/scrapy/scrapy,,,
+util,https://github.com/sphinx-doc/sphinx,,,
+data,https://github.com/sqlalchemy/sqlalchemy,,,
+ml,https://github.com/stan-dev/pystan,,,
+ml,https://github.com/statsmodels/statsmodels,,,
+graph,https://github.com/stellargraph/stellargraph,,,
+viz,https://github.com/streamlit/streamlit,,,
+math,https://github.com/sympy/sympy,1,,
+testing,https://github.com/taverntesting/tavern,,,
+ml-dl,https://github.com/tensorflow/tensorflow,,,
+web,https://github.com/tornadoweb/tornado,1,,
+ml,https://github.com/uber/causalml,,,
+ml-ops,https://github.com/uber/ludwig,,,
+web,https://github.com/unbit/uwsgi,,,
+term,https://github.com/urwid/urwid,,,
+perf,https://github.com/vaexio/vaex,,,
+data,https://github.com/vi3k6i5/flashtext,,,
+jupyter,https://github.com/voila-dashboards/voila,,,
+data,https://github.com/ZoomerAnalytics/xlwings,,,
+ml,https://github.com/skvark/opencv-python,,,
+nlp,https://github.com/clips/pattern,,,
+ml,https://github.com/rasbt/mlxtend,,,
+ml-ops,https://github.com/spotify/luigi,,,
+ml,https://github.com/dmlc/xgboost,,,
+nlp,https://github.com/RaRe-Technologies/gensim,,,
+nlp,https://github.com/nltk/nltk,,,
+ml,https://github.com/NicolasHug/Surprise,,,
+sim,https://github.com/AtsushiSakai/PythonRobotics,,,
+util,https://github.com/nficano/python-lambda,,,
+data,https://github.com/binux/pyspider,,,
+ml-interpretability,https://github.com/marcotcr/lime,,,
+ml,https://github.com/TeamHG-Memex/eli5,,,
+nlp,https://github.com/huggingface/transformers,,,
+nlp,https://github.com/huggingface/neuralcoref,,,
+nlp,https://github.com/allenai/allennlp,,,
+perf,https://github.com/h5py/h5py,,,
+ml-ops,https://github.com/kedro-org/kedro,,From: https://github.com/quantumblacklabs/kedro,
+nlp,https://github.com/ICLRandD/Blackstone,,,
+ml-ops,https://github.com/apache/airflow,,,
+ml-ops,https://github.com/mlflow/mlflow,,,
+ml-ops,https://github.com/PrefectHQ/prefect,,,
+ml-ops,https://github.com/dagster-io/dagster,,,
+data,https://github.com/iterative/dvc,,,
+util,https://github.com/mgedmin/check-manifest,,,
+ml,https://github.com/onnx/onnx,,,
+perf,https://github.com/modin-project/modin,,,
+ml-dl,https://github.com/microsoft/DeepSpeed,,,
+ml,https://github.com/microsoft/nni,,,
+viz,https://github.com/altair-viz/altair,,,
+viz,https://github.com/holoviz/holoviews,,,
+ml-dl,https://github.com/explosion/thinc,,,
+ml,https://github.com/automl/auto-sklearn,,,
+ml,https://github.com/EpistasisLab/tpot,,,
+ml,https://github.com/hyperopt/hyperopt,,,
+ml-dl,https://github.com/keras-team/autokeras,,,
+web,https://github.com/tiangolo/fastapi,1,,
+nlp,https://github.com/ddangelov/Top2Vec,,,
+nlp,https://github.com/huggingface/datasets,,,
+ml-interpretability,https://github.com/pair-code/lit,1,,
+viz,https://github.com/vispy/vispy,,,
+nlp,https://github.com/neuml/txtai,,,
+ml,https://github.com/FeatureLabs/featuretools,1,,
+nlp,https://github.com/UKPLab/sentence-transformers,,,
+nlp,https://github.com/plasticityai/magnitude,,,
+nlp,https://github.com/openai/gpt-2,,,
+ml,https://github.com/nmslib/hnswlib,,,
+util,https://github.com/zenodo/zenodo,,,
+graph,https://github.com/guyallard/markov_clustering,,,
+data,https://github.com/twintproject/twint,,,
+data,https://github.com/simple-salesforce/simple-salesforce,,,
+ml,https://github.com/catboost/catboost,,,
+nlp,https://github.com/sloria/TextBlob,,,
+nlp,https://github.com/flairNLP/flair,,,
+util,https://github.com/marshmallow-code/marshmallow,,,
+pandas,https://github.com/adamerose/pandasgui,,,
+data,https://github.com/s0md3v/Photon,,,
+profiling,https://github.com/gaogaotiantian/viztracer,,,
+util,https://github.com/pallets/jinja,,,
+jupyter,https://github.com/nteract/testbook,,,
+data,https://github.com/goldsmith/Wikipedia,,,
+nlp,https://github.com/nipunsadvilkar/pysbd,,,
+ml,https://github.com/wandb/client,,,
+nlp,https://github.com/explosion/spacy-transformers,,,
+term,https://github.com/tqdm/tqdm,1,,
+nlp,https://github.com/explosion/spacy-stanza,,,
+nlp,https://github.com/doccano/doccano,,,
+sim,https://github.com/bulletphysics/bullet3,,,
+nlp,https://github.com/LexPredict/lexpredict-lexnlp,,,
+gis,https://github.com/openeventdata/mordecai,,,
+nlp,https://github.com/minimaxir/textgenrnn,,,
+ml,https://github.com/ourownstory/neural_prophet,,,
+ml-dl,https://github.com/facebookresearch/pytorch3d,,,
+viz,https://github.com/facebookresearch/hiplot,,,
+term,https://github.com/tiangolo/typer,1,,
+util,https://github.com/liiight/notifiers,,,
+util,https://github.com/Delgan/loguru,1,,
+debug,https://github.com/cool-RR/PySnooper,1,,
+web,https://github.com/psf/requests,,,
+nlp,https://github.com/explosion/spacy-models,,,
+term,https://github.com/willmcgugan/rich,,,
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\ No newline at end of file
