Update best-of list for version 2021.01.21

README.md

@@ -17,7 +17,7 @@
  <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 2.6K 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:/best-of-lists/best-of/issues/new/choose), submit a [pull request](https:/best-of-lists/best-of/pulls), or directly edit the [projects.yaml](https:/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 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:/best-of-lists/best-of/issues/new/choose), submit a [pull request](https:/best-of-lists/best-of/pulls), or directly edit the [projects.yaml](https:/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:/best-of-lists/best-of/blob/main/create-best-of-list.md).
 ## Contents
@@ -51,25 +51,25 @@ This curated list contains 6 best-of lists with a total of 2.6K 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:/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇14 · ⭐ 1.2K · 🐣) - 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:/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>
 
-- [GitHub](https:/ml-tooling/best-of-ml-python) (👨‍💻 10 · 🔀 150 · 📋 6 - 16% open · ⏱️ 17.01.2021):
+- [GitHub](https:/ml-tooling/best-of-ml-python) (👨‍💻 13 · 🔀 390 · 📋 11 - 27% open · ⏱️ 21.01.2021):
 
  ```
  git clone https:/ml-tooling/best-of-ml-python
  ```
 </details>
-<details><summary><b><a href="https:/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥉10 · ⭐ 69 · 📈) - 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:/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>
 
-- [GitHub](https:/ml-tooling/best-of-jupyter) (👨‍💻 3 · 🔀 6 · ⏱️ 16.01.2021):
+- [GitHub](https:/ml-tooling/best-of-jupyter) (👨‍💻 4 · 🔀 9 · ⏱️ 21.01.2021):
 
  ```
  git clone https:/ml-tooling/best-of-jupyter
  ```
 </details>
-<details><summary><b><a href="https:/jrieke/best-of-streamlit">best-of-streamlit</a></b> (🥉7 · ⭐ 26) - 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:/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>
 
-- [GitHub](https:/jrieke/best-of-streamlit) (👨‍💻 1 · 🔀 1 · ⏱️ 16.01.2021):
+- [GitHub](https:/jrieke/best-of-streamlit) (👨‍💻 1 · 🔀 2 · ⏱️ 20.01.2021):
 
  ```
  git clone https:/jrieke/best-of-streamlit
@@ -83,9 +83,9 @@ _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:/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇10 · ⭐ 400 · 📈) - 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:/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>
 
-- [GitHub](https:/ml-tooling/best-of-web-python) (👨‍💻 2 · 🔀 16 · ⏱️ 17.01.2021):
+- [GitHub](https:/ml-tooling/best-of-web-python) (👨‍💻 4 · 🔀 43 · ⏱️ 21.01.2021):
 
  ```
  git clone https:/ml-tooling/best-of-web-python
@@ -99,9 +99,9 @@ _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:/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇8 · ⭐ 110) - 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:/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>
 
-- [GitHub](https:/ml-tooling/best-of-python-dev) (👨‍💻 1 · 🔀 2 · ⏱️ 16.01.2021):
+- [GitHub](https:/ml-tooling/best-of-python-dev) (👨‍💻 1 · 🔀 5 · ⏱️ 19.01.2021):
 
  ```
  git clone https:/ml-tooling/best-of-python-dev
@@ -115,9 +115,9 @@ _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:/ml-tooling/best-of-python">best-of-python</a></b> (🥇12 · ⭐ 720 · 📈) - 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:/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>
 
-- [GitHub](https:/ml-tooling/best-of-python) (👨‍💻 4 · 🔀 42 · ⏱️ 16.01.2021):
+- [GitHub](https:/ml-tooling/best-of-python) (👨‍💻 4 · 🔀 76 · 📋 2 - 50% open · ⏱️ 21.01.2021):
 
  ```
  git clone https:/ml-tooling/best-of-python

history/2021-01-21_changes.md

@@ -0,0 +1,9 @@
+## 📈 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:/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:/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:/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:/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>
+

history/2021-01-21_projects.csv

@@ -0,0 +1,7 @@
+,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:/ml-tooling/best-of-ml-python,https:/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36,2021-01-21 18:23:44,2021-01-21 18:23:42,394,3.0,8.0,3404,2021-01-21 18:23:55,2021.01.21,12,A ranked list of awesome machine learning Python libraries. Updated weekly.,13,14,True,1,
+1,best-of-python,ml-tooling/best-of-python,['python'],programming-languages,https:/ml-tooling/best-of-python,https:/ml-tooling/best-of-python,CC-BY-SA-4.0,2021-01-11 19:11:32,2021-01-21 18:21:57,2021-01-21 18:21:54,76,1.0,1.0,1253,2021-01-21 18:22:21,2021.01.21,4,A ranked list of awesome Python open-source libraries and tools. Updated weekly.,4,13,True,1,1.0
+2,best-of-web-python,ml-tooling/best-of-web-python,['python'],web-dev,https:/ml-tooling/best-of-web-python,https:/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27,2021-01-21 18:24:25,2021-01-21 18:24:23,43,,,825,2021-01-21 18:24:48,2021.01.21,5,A ranked list of awesome python libraries for web development. Updated weekly.,4,12,True,1,2.0
+3,best-of-jupyter,ml-tooling/best-of-jupyter,['python'],data-engineering,https:/ml-tooling/best-of-jupyter,https:/ml-tooling/best-of-jupyter,CC-BY-SA-4.0,2021-01-01 22:25:48,2021-01-21 15:19:39,2021-01-21 15:19:37,9,,,87,2021-01-21 15:19:46,2021.01.21,7,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",4,10,True,3,
+4,best-of-python-dev,ml-tooling/best-of-python-dev,['python'],dev-tools,https:/ml-tooling/best-of-python-dev,https:/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24,2021-01-21 15:08:38,2021-01-19 20:31:01,5,,4.0,144,2021-01-19 20:30:18,2021.01.19,3,A ranked list of awesome python developer tools and libraries. Updated weekly.,1,9,True,1,1.0
+5,best-of-streamlit,jrieke/best-of-streamlit,['python'],data-engineering,https:/jrieke/best-of-streamlit,https:/jrieke/best-of-streamlit,CC-BY-SA-4.0,2021-01-09 00:40:46,2021-01-21 18:54:09,2021-01-20 03:13:26,2,,,31,2021-01-19 01:46:56,2021.01.19,2,A ranked gallery of awesome streamlit apps built by the community.,1,8,True,3,1.0

latest-changes.md

@@ -2,8 +2,8 @@
 
 _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:/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇14 · ⭐ 1.2K · 🐣) - 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:/ml-tooling/best-of-python">best-of-python</a></b> (🥇12 · ⭐ 720 · 📈) - 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:/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇10 · ⭐ 400 · 📈) - 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:/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥉10 · ⭐ 69 · 📈) - 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:/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:/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:/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:/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>