Best-of update: 2021.04.01 (#27)

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 9 best-of lists with a total of 7.5K 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!
+This curated list contains 9 best-of lists with a total of 7.8K 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).
 
@@ -51,44 +51,44 @@ This curated list contains 9 best-of lists with a total of 7.5K 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 ·  ⭐ 4.3K · 🐣) - 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 ·  ⭐ 4.6K · 🐣) - 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) (👨‍💻 17 · 🔀 550 · 📋 12 - 16% open · ⏱️ 07.03.2021):
+- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 17 · 🔀 580 · 📋 15 - 20% open · ⏱️ 13.03.2021):
 
 	```
 	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> (🥈12 ·  ⭐ 200 · 🐣) - 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> (🥈12 ·  ⭐ 220 · 🐣) - 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>
 
-- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 4 · 🔀 23 · ⏱️ 07.03.2021):
+- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 5 · 🔀 27 · 📋 2 - 50% open · ⏱️ 13.03.2021):
 
 	```
 	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> (🥉10 ·  ⭐ 120 · 🐣) - 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> (🥉10 ·  ⭐ 130 · 🐣) - 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) (👨‍💻 3 · 🔀 12 · ⏱️ 23.02.2021):
+- [GitHub](https://github.com/jrieke/best-of-streamlit) (👨‍💻 3 · 🔀 13 · 📋 4 - 25% open · ⏱️ 23.02.2021):
 
 	```
 	git clone https://github.com/jrieke/best-of-streamlit
 	```
 </details>
-<details><summary><b><a href="https://github.com/e-tony/best-of-ml-julia">best-of-ml-julia</a></b> (🥉5 · 🐣) - A ranked list of awesome machine learning Julia libraries. Updated weekly.</summary>
+<details><summary><b><a href="https://github.com/e-tony/best-of-ml-rust">best-of-ml-rust</a></b> (🥉5 ·  ⭐ 1 · 🐣) - A ranked list of awesome machine learning Rust libraries. Updated..</summary>
 
-- [GitHub](https://github.com/e-tony/best-of-ml-julia) (⏱️ 09.03.2021):
+- [GitHub](https://github.com/e-tony/best-of-ml-rust) (⏱️ 01.04.2021):
 
 	```
-	git clone https://github.com/e-tony/best-of-ml-julia
+	git clone https://github.com/e-tony/best-of-ml-rust
 	```
 </details>
-<details><summary><b><a href="https://github.com/e-tony/best-of-ml-rust">best-of-ml-rust</a></b> (🥉5 · 🐣) - A ranked list of awesome machine learning Rust libraries. Updated weekly.</summary>
+<details><summary><b><a href="https://github.com/e-tony/best-of-ml-julia">best-of-ml-julia</a></b> (🥉5 · 🐣) - A ranked list of awesome machine learning Julia libraries. Updated weekly.</summary>
 
-- [GitHub](https://github.com/e-tony/best-of-ml-rust) (⏱️ 09.03.2021):
+- [GitHub](https://github.com/e-tony/best-of-ml-julia) (⏱️ 30.03.2021):
 
 	```
-	git clone https://github.com/e-tony/best-of-ml-rust
+	git clone https://github.com/e-tony/best-of-ml-julia
 	```
 </details>
 <br>
@@ -99,17 +99,17 @@ _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 ·  ⭐ 1.1K · 🐣) - 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> (🥇13 ·  ⭐ 1.1K · 🐣) - 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) (👨‍💻 6 · 🔀 65 · ⏱️ 07.03.2021):
+- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 6 · 🔀 68 · ⏱️ 13.03.2021):
 
 	```
 	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> (🥉7 · 🐣) - A ranked list of awesome React open-source libraries and tools. Updated.. <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> (🥉7 ·  ⭐ 2 · 🐣) - 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) (⏱️ 07.03.2021):
+- [GitHub](https://github.com/LukasMasuch/best-of-react) (⏱️ 26.03.2021):
 
 	```
 	git clone https://github.com/LukasMasuch/best-of-react
@@ -123,9 +123,9 @@ _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> (🥇10 ·  ⭐ 240 · 🐣) - 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 ·  ⭐ 250 · 🐣) - 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 · 🔀 12 · ⏱️ 07.03.2021):
+- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 1 · 🔀 12 · ⏱️ 13.03.2021):
 
 	```
 	git clone https://github.com/ml-tooling/best-of-python-dev
@@ -141,7 +141,7 @@ _Best-of lists with general overviews on tools & libraries for a specific progra
 
 <details><summary><b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇13 ·  ⭐ 1.5K · 🐣) - 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>
 
-- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 5 · 🔀 95 · 📋 3 - 33% open · ⏱️ 07.03.2021):
+- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 5 · 🔀 100 · ⏱️ 13.03.2021):
 
 	```
 	git clone https://github.com/ml-tooling/best-of-python

history/2021-04-01_changes.md

@@ -0,0 +1,6 @@
+## 📈 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-web-python">best-of-web-python</a></b> (🥇13 ·  ⭐ 1.1K · 🐣) - 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>
+

history/2021-04-01_projects.csv

@@ -0,0 +1,10 @@
+,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 19:41:36,2021-04-01 15:34:01,2021-03-13 18:24:25,575.0,3.0,12.0,4555.0,2021-03-13 18:20:49,2021.03.11,18.0,A ranked list of awesome machine learning Python libraries. Updated weekly.,17.0,14,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 19:11:32,2021-04-01 14:46:59,2021-03-13 18:15:28,105.0,,3.0,1532.0,2021-03-13 18:16:05,2021.03.11,10.0,A ranked list of awesome Python open-source libraries and tools. Updated weekly.,5.0,13,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 13:09:27,2021-04-01 15:16:15,2021-03-13 18:19:34,68.0,,2.0,1137.0,2021-03-13 18:15:12,2021.03.11,11.0,A ranked list of awesome python libraries for web development. Updated weekly.,6.0,13,True,1,1.0
+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 22:25:48,2021-04-01 14:44:48,2021-03-13 18:30:38,27.0,1.0,1.0,221.0,2021-03-13 18:30:54,2021.03.11,14.0,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",5.0,12,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 14:46:24,2021-04-01 14:52:23,2021-03-13 18:26:07,12.0,,5.0,253.0,2021-03-13 18:26:16,2021.03.11,9.0,A ranked list of awesome python developer tools and libraries. Updated weekly.,1.0,10,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 00:40:46,2021-03-29 12:05:08,2021-02-23 01:28:44,13.0,1.0,3.0,132.0,2021-02-23 01:04:31,2021.02.22,7.0,A ranked gallery of awesome streamlit apps built by the community.,3.0,10,True,3,
+6,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 12:52:27,2021-04-01 18:18:31,2021-03-26 10:24:12,,,,2.0,2021-03-26 10:24:20,2021.03.25,4.0,A ranked list of awesome React open-source libraries and tools. Updated weekly.,,7,True,3,
+7,best-of-ml-rust,e-tony/best-of-ml-rust,,data-engineering,https://github.com/e-tony/best-of-ml-rust,https://github.com/e-tony/best-of-ml-rust,CC-BY-SA-4.0,2021-02-09 10:37:33,2021-04-01 17:35:39,2021-04-01 17:35:39,,,,1.0,,,,A ranked list of awesome machine learning Rust libraries. Updated weekly.,,5,True,3,
+8,best-of-ml-julia,e-tony/best-of-ml-julia,,data-engineering,https://github.com/e-tony/best-of-ml-julia,https://github.com/e-tony/best-of-ml-julia,CC-BY-SA-4.0,2021-02-09 10:50:31,2021-03-30 11:23:34,2021-03-30 11:23:34,,,,,,,,A ranked list of awesome machine learning Julia libraries. Updated weekly.,,5,True,3,

latest-changes.md

@@ -1 +1,6 @@
-Nothing changed from last update.
+## 📈 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-web-python">best-of-web-python</a></b> (🥇13 ·  ⭐ 1.1K · 🐣) - 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>
+