Update best-of list for version 2022.04.21

README.md

@@ -15,7 +15,7 @@
     <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 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!
+This curated list contains 10 best-of lists with a total of 12K 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).
 
@@ -52,17 +52,17 @@ This curated list contains 10 best-of lists with a total of 11K 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> (🥇21 ·  ⭐ 6.5K · 📈) - 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> (🥇21 ·  ⭐ 6.5K) - 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) (👨‍💻 21 · 🔀 850 · 📋 26 - 19% open · ⏱️ 19.02.2022):
+- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 21 · 🔀 850 · 📋 26 - 19% open · ⏱️ 20.04.2022):
 
 	```
 	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 ·  ⭐ 410) - 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 · 🔀 43 · 📋 8 - 75% open · ⏱️ 19.02.2022):
+- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 9 · 🔀 43 · 📋 8 - 75% open · ⏱️ 20.04.2022):
 
 	```
 	git clone https://github.com/ml-tooling/best-of-jupyter
@@ -76,7 +76,7 @@ _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> (🥉8 ·  ⭐ 89 · 📉) - 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> (🥉7 ·  ⭐ 89 · 📉) - A ranked list of awesome machine learning Rust libraries.</summary>
 
 - [GitHub](https://github.com/e-tornike/best-of-ml-rust) (👨‍💻 2 · 🔀 1 · ⏱️ 24.01.2022):
 
@@ -102,15 +102,15 @@ _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 ·  ⭐ 1.5K) - 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) (👨‍💻 8 · 🔀 100 · 📋 6 - 66% open · ⏱️ 19.02.2022):
+- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 8 · 🔀 110 · 📋 6 - 66% open · ⏱️ 20.04.2022):
 
 	```
 	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> (🥉11 ·  ⭐ 65 · 📈) - 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> (🥉12 ·  ⭐ 66 · 📈) - 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) (👨‍💻 2 · 🔀 9 · ⏱️ 05.04.2022):
+- [GitHub](https://github.com/LukasMasuch/best-of-react) (👨‍💻 2 · 🔀 9 · ⏱️ 20.04.2022):
 
 	```
 	git clone https://github.com/lukasmasuch/best-of-react
@@ -124,9 +124,9 @@ _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> (🥇13 ·  ⭐ 450 · 📈) - 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> (🥇14 ·  ⭐ 450 · 📈) - 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 · 🔀 26 · 📋 6 - 16% open · ⏱️ 19.02.2022):
+- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 4 · 🔀 26 · 📋 6 - 16% open · ⏱️ 20.04.2022):
 
 	```
 	git clone https://github.com/ml-tooling/best-of-python-dev
@@ -140,9 +140,9 @@ _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> (🥇17 ·  ⭐ 2.1K · 📈) - 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> (🥇17 ·  ⭐ 2.1K) - 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 · 🔀 150 · ⏱️ 19.02.2022):
+- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 7 · 🔀 150 · ⏱️ 20.04.2022):
 
 	```
 	git clone https://github.com/ml-tooling/best-of-python
@@ -156,9 +156,9 @@ _Best-of lists with general overviews on tools & libraries for a specific progra
 
 _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> (🥇8 ·  ⭐ 12 · 🐣) - A ranked list of awesome open-source crypto projects. Updated weekly.</summary>
+<details><summary><b><a href="https://github.com/LukasMasuch/best-of-crypto">best-of-crypto</a></b> (🥇8 ·  ⭐ 13 · 🐣) - A ranked list of awesome open-source crypto projects. Updated weekly.</summary>
 
-- [GitHub](https://github.com/LukasMasuch/best-of-crypto) (🔀 2 · ⏱️ 30.03.2022):
+- [GitHub](https://github.com/LukasMasuch/best-of-crypto) (🔀 2 · ⏱️ 20.04.2022):
 
 	```
 	git clone https://github.com/lukasmasuch/best-of-crypto

history/2022-04-21_changes.md

@@ -0,0 +1,13 @@
+## 📈 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> (🥇14 ·  ⭐ 450 · 📈) - 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/LukasMasuch/best-of-react">best-of-react</a></b> (🥉12 ·  ⭐ 66 · 📈) - 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>
+
+## 📉 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/e-tornike/best-of-ml-rust">best-of-ml-rust</a></b> (🥉7 ·  ⭐ 89 · 📉) - A ranked list of awesome machine learning Rust libraries.
+

history/2022-04-21_projects.csv

@@ -0,0 +1,11 @@
+,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,trending,updated_github_id
+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 19:41:36,2022-04-21 15:15:20,2022-04-20 21:20:27,212,10.0,853.0,234,109,5.0,21.0,6511,2022-04-20 21:20:34,2022.04.14,41,A ranked list of awesome machine learning Python libraries. Updated weekly.,21.0,21,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 19:11:32,2022-04-21 13:45:24,2022-04-20 21:13:43,125,11.0,149.0,70,79,,4.0,2098,2022-04-20 21:13:50,2022.04.14,37,A ranked list of awesome Python open-source libraries and tools. Updated weekly.,7.0,17,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 13:09:27,2022-04-21 16:39:13,2022-04-20 21:14:30,118,10.0,107.0,46,81,4.0,2.0,1488,2022-04-20 21:14:37,2022.04.14,35,A ranked list of awesome python libraries for web development. Updated weekly.,8.0,15,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 14:46:24,2022-04-21 14:46:48,2022-04-20 21:18:44,111,18.0,26.0,16,78,1.0,5.0,451,2022-04-20 21:18:49,2022.04.14,33,A ranked list of awesome python developer tools and libraries. Updated weekly.,4.0,14,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 22:25:48,2022-04-21 14:46:48,2022-04-20 21:16:07,116,10.0,43.0,16,82,6.0,2.0,409,2022-04-20 21:16:14,2022.04.14,40,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",9.0,13,True,2,,
+5,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 12:52:27,2022-04-21 15:31:02,2022-04-20 14:54:47,149,16.0,9.0,3,69,1.0,,66,2022-04-20 14:55:03,2022.04.14,35,A ranked list of awesome React open-source libraries and tools. Updated weekly.,2.0,12,True,3,1.0,
+6,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,,44.0,12,48,14.0,4.0,393,2021-05-03 17:59:01,2021.05.03-17.47,8,A ranked gallery of awesome streamlit apps built by the community.,4.0,11,True,3,,
+7,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 21:25:33,2022-04-20 19:31:36,2022-04-20 14:55:56,53,18.0,2.0,2,21,,,13,2022-04-20 14:56:07,2022.04.13,10,A ranked list of awesome open-source crypto projects. Updated weekly.,,8,True,1,,
+8,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 10:37:33,2022-04-18 12:38:53,2022-01-24 19:09:18,130,2.0,1.0,9,65,,,89,2021-10-04 12:57:04,2021.10.04,23,A ranked list of awesome machine learning Rust libraries.,2.0,7,True,3,-1.0,e-tornike/best-of-ml-rust
+9,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.,2.0,5,True,3,,e-tornike/best-of-ml-julia

latest-changes.md

@@ -2,16 +2,12 @@
 
 _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-ml-python">best-of-ml-python</a></b> (🥇21 ·  ⭐ 6.5K · 📈) - 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> (🥇17 ·  ⭐ 2.1K · 📈) - 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-python-dev">best-of-python-dev</a></b> (🥇13 ·  ⭐ 450 · 📈) - 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/LukasMasuch/best-of-react">best-of-react</a></b> (🥉11 ·  ⭐ 65 · 📈) - 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>
+- <b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇14 ·  ⭐ 450 · 📈) - 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/LukasMasuch/best-of-react">best-of-react</a></b> (🥉12 ·  ⭐ 66 · 📈) - 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>
 
 ## 📉 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/jrieke/best-of-streamlit">best-of-streamlit</a></b> (🥉11 ·  ⭐ 390 · 💤) - 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/e-tornike/best-of-ml-rust">best-of-ml-rust</a></b> (🥉8 ·  ⭐ 89 · 📉) - A ranked list of awesome machine learning Rust libraries.
-- <b><a href="https://github.com/e-tornike/best-of-ml-julia">best-of-ml-julia</a></b> (🥉5 ·  ⭐ 5 · 💤) - A ranked list of awesome machine learning Julia libraries.
+- <b><a href="https://github.com/e-tornike/best-of-ml-rust">best-of-ml-rust</a></b> (🥉7 ·  ⭐ 89 · 📉) - A ranked list of awesome machine learning Rust libraries.