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Best-of update: 2021.01.28
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29 changes: 14 additions & 15 deletions README.md
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<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-6-blue.svg?color=5ac4bf"></a>
<a href="#Contribution" title="Contributions are welcome"><img src="https://img.shields.io/badge/contributions-welcome-green.svg"></a>
<a href="https://github.com/best-of-lists/best-of/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/best-of-lists/best-of?color=green&label=updated"></a>
<a href="https://bestoflists.substack.com/subscribe" title="Subscribe for updates"><img src="http://bit.ly/2Md9rxM"></a>
<a href="https://twitter.com/best_of_lists" title="Best-of on Twitter"><img src="https://img.shields.io/twitter/follow/best_of_lists.svg?style=social&label=Follow"></a>
</p>

This curated list contains 6 best-of lists with a total of 5.7K stars grouped into 4 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from Github and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/best-of-lists/best-of/issues/new/choose), submit a [pull request](https://github.com/best-of-lists/best-of/pulls), or directly edit the [projects.yaml](https://github.com/best-of-lists/best-of/edit/main/projects.yaml). Contributions are very welcome!
This curated list contains 6 best-of lists with a total of 6.5K stars grouped into 4 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from Github and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/best-of-lists/best-of/issues/new/choose), submit a [pull request](https://github.com/best-of-lists/best-of/pulls), or directly edit the [projects.yaml](https://github.com/best-of-lists/best-of/edit/main/projects.yaml). Contributions are very welcome!

> 🧙‍♂️ Create your own best-of list in just 3 minutes with [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
## Contents

- [Machine Learning & Data Engineering](#machine-learning--data-engineering) _3 projects_
Expand Down Expand Up @@ -51,25 +50,25 @@ This curated list contains 6 best-of lists with a total of 5.7K stars grouped in

_Best-of lists about machine learning, data engieering, data science, or other topics related to big data._

<details><summary><b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇14 · ⭐ 3.4K · 🐣) - A ranked list of awesome machine learning Python.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇14 · ⭐ 3.9K · 🐣) - A ranked list of awesome machine learning Python.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 13 · 🔀 390 · 📋 11 - 27% open · ⏱️ 21.01.2021):
- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 16 · 🔀 470 · 📋 11 - 9% open · ⏱️ 28.01.2021):

```
git clone https://github.com/ml-tooling/best-of-ml-python
```
</details>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥉10 · ⭐ 87) - A ranked list of awesome Jupyter Notebook, Hub and Lab projects.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥉10 · ⭐ 95) - A ranked list of awesome Jupyter Notebook, Hub and Lab projects.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 4 · 🔀 9 · ⏱️ 21.01.2021):
- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 4 · 🔀 9 · ⏱️ 28.01.2021):

```
git clone https://github.com/ml-tooling/best-of-jupyter
```
</details>
<details><summary><b><a href="https://github.com/jrieke/best-of-streamlit">best-of-streamlit</a></b> (🥉8 · ⭐ 31 · 📈) - A ranked gallery of awesome streamlit apps built by the.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/jrieke/best-of-streamlit">best-of-streamlit</a></b> (🥉8 · ⭐ 36) - A ranked gallery of awesome streamlit apps built by the.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/jrieke/best-of-streamlit) (👨‍💻 1 · 🔀 2 · ⏱️ 20.01.2021):
- [GitHub](https://github.com/jrieke/best-of-streamlit) (👨‍💻 1 · 🔀 2 · ⏱️ 27.01.2021):

```
git clone https://github.com/jrieke/best-of-streamlit
Expand All @@ -83,9 +82,9 @@ _Best-of lists about machine learning, data engieering, data science, or other t

_Best-of lists about react, vue, angular, html5, css, or other topics related to web development._

<details><summary><b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇12 · ⭐ 820 · 📈) - A ranked list of awesome python libraries for web.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇12 · ⭐ 970) - A ranked list of awesome python libraries for web.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 4 · 🔀 43 · ⏱️ 21.01.2021):
- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 6 · 🔀 57 · ⏱️ 28.01.2021):

```
git clone https://github.com/ml-tooling/best-of-web-python
Expand All @@ -99,9 +98,9 @@ _Best-of lists about react, vue, angular, html5, css, or other topics related to

_Best-of lists about tools & libraries to help with software development._

<details><summary><b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇9 · ⭐ 140 · 📈) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇10 · ⭐ 160 · 📈) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 1 · 🔀 5 · ⏱️ 19.01.2021):
- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 1 · 🔀 6 · ⏱️ 28.01.2021):

```
git clone https://github.com/ml-tooling/best-of-python-dev
Expand All @@ -115,9 +114,9 @@ _Best-of lists about tools & libraries to help with software development._

_Best-of lists with general overviews on tools & libraries for a specific programming language._

<details><summary><b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇13 · ⭐ 1.3K · 📈) - A ranked list of awesome Python open-source libraries and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇13 · ⭐ 1.3K) - A ranked list of awesome Python open-source libraries and tools... <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 4 · 🔀 76 · 📋 2 - 50% open · ⏱️ 21.01.2021):
- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 4 · 🔀 83 · 📋 3 - 33% open · ⏱️ 28.01.2021):

```
git clone https://github.com/ml-tooling/best-of-python
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## 📈 Trending Up

_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._

- <b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇10 · ⭐ 160 · 📈) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>

7 changes: 7 additions & 0 deletions history/2021-01-28_projects.csv
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,name,github_id,labels,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,contributor_count,projectrank,show,projectrank_placing,trending
0,best-of-ml-python,ml-tooling/best-of-ml-python,['python'],data-engineering,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36,2021-01-28 16:43:56,2021-01-28 16:43:54,467,1.0,10.0,3855,2021-01-28 16:44:20,2021.01.28,13,A ranked list of awesome machine learning Python libraries. Updated weekly.,16,14,True,1,
1,best-of-python,ml-tooling/best-of-python,['python'],programming-languages,https://github.com/ml-tooling/best-of-python,https://github.com/ml-tooling/best-of-python,CC-BY-SA-4.0,2021-01-11 19:11:32,2021-01-28 16:46:43,2021-01-28 16:46:41,83,1.0,2.0,1336,2021-01-28 16:46:50,2021.01.28,5,A ranked list of awesome Python open-source libraries and tools. Updated weekly.,4,13,True,1,
2,best-of-web-python,ml-tooling/best-of-web-python,['python'],web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27,2021-01-28 16:44:45,2021-01-28 16:44:42,57,,2.0,968,2021-01-28 16:45:07,2021.01.28,6,A ranked list of awesome python libraries for web development. Updated weekly.,6,12,True,1,
3,best-of-python-dev,ml-tooling/best-of-python-dev,['python'],dev-tools,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24,2021-01-28 16:45:46,2021-01-28 16:45:44,6,,5.0,165,2021-01-28 16:46:02,2021.01.28,5,A ranked list of awesome python developer tools and libraries. Updated weekly.,1,10,True,1,1.0
4,best-of-jupyter,ml-tooling/best-of-jupyter,['python'],data-engineering,https://github.com/ml-tooling/best-of-jupyter,https://github.com/ml-tooling/best-of-jupyter,CC-BY-SA-4.0,2021-01-01 22:25:48,2021-01-28 16:47:33,2021-01-28 16:47:31,9,,,95,2021-01-28 16:47:42,2021.01.28,8,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",4,10,True,3,
5,best-of-streamlit,jrieke/best-of-streamlit,['python'],data-engineering,https://github.com/jrieke/best-of-streamlit,https://github.com/jrieke/best-of-streamlit,CC-BY-SA-4.0,2021-01-09 00:40:46,2021-01-28 18:28:27,2021-01-27 22:50:16,2,,,36,2021-01-27 22:52:46,2021.01.27-22.47,3,A ranked gallery of awesome streamlit apps built by the community.,1,8,True,3,
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_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._

- <b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇13 · ⭐ 1.3K · 📈) - A ranked list of awesome Python open-source libraries and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇12 · ⭐ 820 · 📈) - A ranked list of awesome python libraries for web.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇9 · ⭐ 140 · 📈) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/jrieke/best-of-streamlit">best-of-streamlit</a></b> (🥉8 · ⭐ 31 · 📈) - A ranked gallery of awesome streamlit apps built by the.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇10 · ⭐ 160 · 📈) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>

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