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Update best-of list for version 2022.01.11
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<p align="center">
<a href="https://best-of.org" title="Best-of Badge"><img src="http://bit.ly/3o3EHNN"></a>
<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-9-blue.svg?color=5ac4bf"></a>
<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-10-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>
</p>

This curated list contains 9 best-of lists with a total of 11K 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 10 best-of lists with a total of 11K stars grouped into 5 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).
Expand All @@ -25,6 +25,7 @@ This curated list contains 9 best-of lists with a total of 11K stars grouped int
- [Web Development](#web-development) _2 projects_
- [Development Tools](#development-tools) _1 projects_
- [Programming Languages](#programming-languages) _1 projects_
- [Cryptocurrencies & Blockchain](#cryptocurrencies--blockchain) _1 projects_

## Explanation
- 🥇🥈🥉&nbsp; Combined project-quality score
Expand All @@ -51,17 +52,17 @@ This curated list contains 9 best-of lists with a total of 11K stars grouped int

_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> (🥇19 · ⭐ 6.1K · 📈) - 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> (🥇19 · ⭐ 6.2K) - A ranked list of awesome machine learning Python libraries... <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) (👨‍💻 20 · 🔀 800 · 📋 25 - 20% open · ⏱️ 06.01.2022):
- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 20 · 🔀 800 · 📋 25 - 20% open · ⏱️ 09.01.2022):

```
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> (🥈13 · ⭐ 370 · 📉) - A ranked list of awesome Jupyter Notebook, Hub and Lab.. <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> (🥈13 · ⭐ 370) - 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) (👨‍💻 8 · 🔀 40 · 📋 8 - 75% open · ⏱️ 06.01.2022):
- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 8 · 🔀 40 · 📋 8 - 75% open · ⏱️ 09.01.2022):

```
git clone https://github.com/ml-tooling/best-of-jupyter
Expand All @@ -75,15 +76,15 @@ _Best-of lists about machine learning, data engieering, data science, or other t
git clone https://github.com/jrieke/best-of-streamlit
```
</details>
<details><summary><b><a href="https://github.com/e-tornike/best-of-ml-rust">best-of-ml-rust</a></b> (🥉10 · ⭐ 77 · 📈) - A ranked list of awesome machine learning Rust libraries.</summary>
<details><summary><b><a href="https://github.com/e-tornike/best-of-ml-rust">best-of-ml-rust</a></b> (🥉10 · ⭐ 77) - A ranked list of awesome machine learning Rust libraries.</summary>

- [GitHub](https://github.com/e-tornike/best-of-ml-rust) (👨‍💻 2 · 🔀 1 · ⏱️ 13.12.2021):

```
git clone https://github.com/e-tony/best-of-ml-rust
```
</details>
<details><summary><b><a href="https://github.com/e-tornike/best-of-ml-julia">best-of-ml-julia</a></b> (🥉6 · ⭐ 4 · 📉) - A ranked list of awesome machine learning Julia libraries.</summary>
<details><summary><b><a href="https://github.com/e-tornike/best-of-ml-julia">best-of-ml-julia</a></b> (🥉6 · ⭐ 5) - A ranked list of awesome machine learning Julia libraries.</summary>

- [GitHub](https://github.com/e-tornike/best-of-ml-julia) (👨‍💻 2 · ⏱️ 16.09.2021):

Expand All @@ -101,18 +102,18 @@ _Best-of lists about react, vue, angular, html5, css, or other topics related to

<details><summary><b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇15 · ⭐ 1.4K) - 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) (👨‍💻 7 · 🔀 93 · 📋 6 - 66% open · ⏱️ 06.01.2022):
- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 7 · 🔀 92 · 📋 6 - 66% open · ⏱️ 09.01.2022):

```
git clone https://github.com/ml-tooling/best-of-web-python
```
</details>
<details><summary><b><a href="https://github.com/LukasMasuch/best-of-react">best-of-react</a></b> (🥉10 · ⭐ 30) - A ranked list of awesome React open-source libraries and tools... <code><img src="https://cdn.icon-icons.com/icons2/2108/PNG/512/javascript_icon_130900.png" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/LukasMasuch/best-of-react">best-of-react</a></b> (🥉10 · ⭐ 31) - A ranked list of awesome React open-source libraries and tools... <code><img src="https://cdn.icon-icons.com/icons2/2108/PNG/512/javascript_icon_130900.png" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/LukasMasuch/best-of-react) (👨‍💻 1 · 🔀 1 · ⏱️ 06.01.2022):
- [GitHub](https://github.com/LukasMasuch/best-of-react) (👨‍💻 1 · 🔀 1 · ⏱️ 11.01.2022):

```
git clone https://github.com/LukasMasuch/best-of-react
git clone https://github.com/lukasmasuch/best-of-react
```
</details>
<br>
Expand All @@ -125,7 +126,7 @@ _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> (🥇12 · ⭐ 380) - 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) (👨‍💻 2 · 🔀 18 · 📋 6 - 16% open · ⏱️ 06.01.2022):
- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 2 · 🔀 19 · 📋 6 - 16% open · ⏱️ 09.01.2022):

```
git clone https://github.com/ml-tooling/best-of-python-dev
Expand All @@ -139,14 +140,30 @@ _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> (🥇16 · ⭐ 1.9K · 📈) - 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> (🥇16 · ⭐ 1.9K) - 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) (👨‍💻 6 · 🔀 140 · ⏱️ 06.01.2022):
- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 6 · 🔀 140 · ⏱️ 08.01.2022):

```
git clone https://github.com/ml-tooling/best-of-python
```
</details>
<br>

## Cryptocurrencies & Blockchain

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

_Best-of lists about cryptocurrencies, bitcoin, ethereum, or other topics related to blockchain._

<details><summary><b><a href="https://github.com/LukasMasuch/best-of-crypto">best-of-crypto</a></b> (🥇5 · ⭐ 2 · ➕) - A ranked list of awesome open-source crypto projects. Updated weekly.</summary>

- [GitHub](https://github.com/LukasMasuch/best-of-crypto) (🔀 1 · ⏱️ 10.01.2022):

```
git clone https://github.com/lukasmasuch/best-of-crypto
```
</details>

---

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## ➕ Added Projects

_Projects that were recently added to this best-of list._

- <b><a href="https://github.com/LukasMasuch/best-of-crypto">best-of-crypto</a></b> (🥇5 · ⭐ 2 · ➕) - A ranked list of awesome open-source crypto projects. Updated weekly.

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,name,github_id,labels,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_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,updated_github_id,new_addition
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 19:41:36,2022-01-09 17:30:26,2022-01-09 17:30:26,193,15.0,804.0,233,96,5.0,20.0,6158,2022-01-09 17:30:49,2022.01.09,37,A ranked list of awesome machine learning Python libraries. Updated weekly.,20.0,19,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 19:11:32,2022-01-08 22:06:47,2022-01-08 22:06:45,105,20.0,139.0,68,62,,4.0,1904,2022-01-08 22:06:58,2022.01.08,31,A ranked list of awesome Python open-source libraries and tools. Updated weekly.,6.0,16,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 13:09:27,2022-01-09 17:39:59,2022-01-09 17:39:59,99,17.0,92.0,49,65,4.0,2.0,1405,2022-01-06 18:53:44,2022.01.06,29,A ranked list of awesome python libraries for web development. Updated weekly.,7.0,15,True,1,,
3,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 22:25:48,2022-01-09 17:34:58,2022-01-09 17:34:58,96,20.0,40.0,16,66,6.0,2.0,372,2022-01-06 18:52:38,2022.01.06,34,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",8.0,13,True,2,,
4,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 14:46:24,2022-01-09 17:33:49,2022-01-09 17:33:49,84,16.0,19.0,16,59,1.0,5.0,384,2022-01-06 18:53:07,2022.01.06,26,A ranked list of awesome python developer tools and libraries. Updated weekly.,2.0,12,True,1,,
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 00:40:46,2022-01-04 15:29:32,2021-05-03 18:03:14,111,,38.0,12,48,14.0,4.0,338,2021-05-03 17:59:01,2021.05.03-17.47,8,A ranked gallery of awesome streamlit apps built by the community.,4.0,12,True,3,,
6,best-of-ml-rust,e-tony/best-of-ml-rust,,data-engineering,https://github.com/e-tornike/best-of-ml-rust,https://github.com/e-tornike/best-of-ml-rust,CC-BY-SA-4.0,2021-02-09 10:37:33,2022-01-10 12:37:07,2021-12-13 12:42:57,127,12.0,1.0,8,51,,,77,2021-10-04 12:57:04,2021.10.04,23,A ranked list of awesome machine learning Rust libraries.,2.0,10,True,3,e-tornike/best-of-ml-rust,
7,best-of-react,lukasmasuch/best-of-react,['javascript'],web-dev,https://github.com/LukasMasuch/best-of-react,https://github.com/LukasMasuch/best-of-react,CC-BY-SA-4.0,2021-02-21 12:52:27,2022-01-11 04:07:42,2022-01-11 04:07:42,100,28.0,1.0,3,48,1.0,,31,2022-01-10 22:27:42,2022.01.09,25,A ranked list of awesome React open-source libraries and tools. Updated weekly.,1.0,10,True,3,,
8,best-of-ml-julia,e-tony/best-of-ml-julia,,data-engineering,https://github.com/e-tornike/best-of-ml-julia,https://github.com/e-tornike/best-of-ml-julia,CC-BY-SA-4.0,2021-02-09 10:50:31,2021-11-15 12:28:02,2021-09-16 07:59:38,44,,,2,38,,,5,2021-05-10 14:35:56,2021.05.10,3,A ranked list of awesome machine learning Julia libraries.,2.0,6,True,3,e-tornike/best-of-ml-julia,
9,best-of-crypto,lukasmasuch/best-of-crypto,,blockchain,https://github.com/LukasMasuch/best-of-crypto,https://github.com/LukasMasuch/best-of-crypto,CC-BY-SA-4.0,2022-01-08 21:25:33,2022-01-10 13:29:07,2022-01-10 13:29:07,19,19.0,1.0,1,4,,,2,2022-01-09 13:18:19,2022.01.09,1,A ranked list of awesome open-source crypto projects. Updated weekly.,,5,True,1,,True
15 changes: 3 additions & 12 deletions latest-changes.md
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## 📈 Trending Up
## ➕ Added Projects

_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._
_Projects that were recently added to this best-of list._

- <b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇19 · ⭐ 6.1K · 📈) - 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>
- <b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇16 · ⭐ 1.9K · 📈) - 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/e-tornike/best-of-ml-rust">best-of-ml-rust</a></b> (🥉10 · ⭐ 77 · 📈) - A ranked list of awesome machine learning Rust libraries.

## 📉 Trending Down

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

- <b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥈13 · ⭐ 370 · 📉) - A ranked list of awesome Jupyter Notebook, Hub and Lab.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/e-tornike/best-of-ml-julia">best-of-ml-julia</a></b> (🥉6 · ⭐ 4 · 📉) - A ranked list of awesome machine learning Julia libraries.
- <b><a href="https://github.com/LukasMasuch/best-of-crypto">best-of-crypto</a></b> (🥇5 · ⭐ 2 · ➕) - A ranked list of awesome open-source crypto projects. Updated weekly.

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