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Update README.md with contributors

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  1. .all-contributorsrc +377 -0
  2. CONTRIBUTORS.md +50 -0
  3. README.md +46 -4
.all-contributorsrc ADDED
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CONTRIBUTORS.md CHANGED
@@ -66,3 +66,53 @@ Congratulations :tada::tada: The PySR team thanks you :sparkles:.
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  Once your PR is merged, your contributions will be publicly visible.
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68
  Thanks for being part of the PySR community!
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Once your PR is merged, your contributions will be publicly visible.
67
 
68
  Thanks for being part of the PySR community!
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+
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+ <div align="center">
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+
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+ ## Contributors
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+
74
+ <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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+ <!-- prettier-ignore-start -->
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+ <!-- markdownlint-disable -->
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+ <table>
78
+ <tbody>
79
+ <tr>
80
+ <td align="center" valign="top" width="10%"><a href="https://www.linkedin.com/in/markkittisopikul/"><img src="https://avatars.githubusercontent.com/u/8062771?v=4?s=50" width="50px;" alt="Mark Kittisopikul"/><br /><sub><b>Mark Kittisopikul</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=mkitti" title="Code">πŸ’»</a> <a href="#infra-mkitti" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#platform-mkitti" title="Packaging/porting to new platform">πŸ“¦</a> <a href="#promotion-mkitti" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Amkitti" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-mkitti" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=mkitti" title="Tests">⚠️</a></td>
81
+ <td align="center" valign="top" width="10%"><a href="https://github.com/tttc3"><img src="https://avatars.githubusercontent.com/u/97948946?v=4?s=50" width="50px;" alt="T Coxon"/><br /><sub><b>T Coxon</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Atttc3" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=tttc3" title="Code">πŸ’»</a> <a href="#plugin-tttc3" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#infra-tttc3" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#maintenance-tttc3" title="Maintenance">🚧</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Atttc3" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-tttc3" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=tttc3" title="Tests">⚠️</a> <a href="#userTesting-tttc3" title="User Testing">πŸ““</a></td>
82
+ <td align="center" valign="top" width="10%"><a href="https://github.com/DhananjayAshok"><img src="https://avatars.githubusercontent.com/u/46792537?v=4?s=50" width="50px;" alt="Dhananjay Ashok"/><br /><sub><b>Dhananjay Ashok</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=DhananjayAshok" title="Code">πŸ’»</a> <a href="#example-DhananjayAshok" title="Examples">πŸ’‘</a> <a href="#maintenance-DhananjayAshok" title="Maintenance">🚧</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=DhananjayAshok" title="Tests">⚠️</a></td>
83
+ <td align="center" valign="top" width="10%"><a href="https://gitlab.com/johanbluecreek"><img src="https://avatars.githubusercontent.com/u/852554?v=4?s=50" width="50px;" alt="Johan BlΓ₯bΓ€ck"/><br /><sub><b>Johan BlΓ₯bΓ€ck</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Ajohanbluecreek" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johanbluecreek" title="Code">πŸ’»</a> <a href="#maintenance-johanbluecreek" title="Maintenance">🚧</a> <a href="#promotion-johanbluecreek" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Ajohanbluecreek" title="Reviewed Pull Requests">πŸ‘€</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johanbluecreek" title="Tests">⚠️</a> <a href="#userTesting-johanbluecreek" title="User Testing">πŸ““</a></td>
84
+ <td align="center" valign="top" width="10%"><a href="https://mathopt.de/people/martensen/index.php"><img src="https://avatars.githubusercontent.com/u/20998300?v=4?s=50" width="50px;" alt="JuliusMartensen"/><br /><sub><b>JuliusMartensen</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AAlCap23" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=AlCap23" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=AlCap23" title="Documentation">πŸ“–</a> <a href="#plugin-AlCap23" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#infra-AlCap23" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#maintenance-AlCap23" title="Maintenance">🚧</a> <a href="#platform-AlCap23" title="Packaging/porting to new platform">πŸ“¦</a> <a href="#promotion-AlCap23" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AAlCap23" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-AlCap23" title="Tools">πŸ”§</a> <a href="#userTesting-AlCap23" title="User Testing">πŸ““</a></td>
85
+ <td align="center" valign="top" width="10%"><a href="https://github.com/ngam"><img src="https://avatars.githubusercontent.com/u/67342040?v=4?s=50" width="50px;" alt="ngam"/><br /><sub><b>ngam</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=ngam" title="Code">πŸ’»</a> <a href="#infra-ngam" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#platform-ngam" title="Packaging/porting to new platform">πŸ“¦</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Angam" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-ngam" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=ngam" title="Tests">⚠️</a></td>
86
+ <td align="center" valign="top" width="10%"><a href="https://github.com/kazewong"><img src="https://avatars.githubusercontent.com/u/8803931?v=4?s=50" width="50px;" alt="Kaze Wong"/><br /><sub><b>Kaze Wong</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Akazewong" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=kazewong" title="Code">πŸ’»</a> <a href="#infra-kazewong" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#maintenance-kazewong" title="Maintenance">🚧</a> <a href="#promotion-kazewong" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Akazewong" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-kazewong" title="Research">πŸ”¬</a> <a href="#userTesting-kazewong" title="User Testing">πŸ““</a></td>
87
+ <td align="center" valign="top" width="10%"><a href="https://github.com/ChrisRackauckas"><img src="https://avatars.githubusercontent.com/u/1814174?v=4?s=50" width="50px;" alt="Christopher Rackauckas"/><br /><sub><b>Christopher Rackauckas</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AChrisRackauckas" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=ChrisRackauckas" title="Code">πŸ’»</a> <a href="#plugin-ChrisRackauckas" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#infra-ChrisRackauckas" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#promotion-ChrisRackauckas" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AChrisRackauckas" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-ChrisRackauckas" title="Research">πŸ”¬</a> <a href="#tool-ChrisRackauckas" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=ChrisRackauckas" title="Tests">⚠️</a> <a href="#userTesting-ChrisRackauckas" title="User Testing">πŸ““</a></td>
88
+ <td align="center" valign="top" width="10%"><a href="https://kidger.site/"><img src="https://avatars.githubusercontent.com/u/33688385?v=4?s=50" width="50px;" alt="Patrick Kidger"/><br /><sub><b>Patrick Kidger</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Apatrick-kidger" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=patrick-kidger" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=patrick-kidger" title="Documentation">πŸ“–</a> <a href="#plugin-patrick-kidger" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#maintenance-patrick-kidger" title="Maintenance">🚧</a> <a href="#promotion-patrick-kidger" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Apatrick-kidger" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-patrick-kidger" title="Research">πŸ”¬</a> <a href="#tool-patrick-kidger" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=patrick-kidger" title="Tests">⚠️</a> <a href="#userTesting-patrick-kidger" title="User Testing">πŸ““</a></td>
89
+ <td align="center" valign="top" width="10%"><a href="https://pablo-lemos.github.io/"><img src="https://avatars.githubusercontent.com/u/38078898?v=4?s=50" width="50px;" alt="Pablo Lemos"/><br /><sub><b>Pablo Lemos</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3APablo-Lemos" title="Bug reports">πŸ›</a> <a href="#promotion-Pablo-Lemos" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3APablo-Lemos" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-Pablo-Lemos" title="Research">πŸ”¬</a> <a href="#userTesting-Pablo-Lemos" title="User Testing">πŸ““</a></td>
90
+ </tr>
91
+ <tr>
92
+ <td align="center" valign="top" width="10%"><a href="https://github.com/Moelf"><img src="https://avatars.githubusercontent.com/u/5306213?v=4?s=50" width="50px;" alt="Jerry Ling"/><br /><sub><b>Jerry Ling</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AMoelf" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=Moelf" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=Moelf" title="Documentation">πŸ“–</a> <a href="#example-Moelf" title="Examples">πŸ’‘</a> <a href="#promotion-Moelf" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AMoelf" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#userTesting-Moelf" title="User Testing">πŸ““</a></td>
93
+ <td align="center" valign="top" width="10%"><a href="https://github.com/CharFox1"><img src="https://avatars.githubusercontent.com/u/35052672?v=4?s=50" width="50px;" alt="Charles Fox"/><br /><sub><b>Charles Fox</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3ACharFox1" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=CharFox1" title="Code">πŸ’»</a> <a href="#maintenance-CharFox1" title="Maintenance">🚧</a> <a href="#promotion-CharFox1" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3ACharFox1" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-CharFox1" title="Research">πŸ”¬</a> <a href="#userTesting-CharFox1" title="User Testing">πŸ““</a></td>
94
+ <td align="center" valign="top" width="10%"><a href="https://github.com/johannbrehmer"><img src="https://avatars.githubusercontent.com/u/17068560?v=4?s=50" width="50px;" alt="Johann Brehmer"/><br /><sub><b>Johann Brehmer</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=johannbrehmer" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johannbrehmer" title="Documentation">πŸ“–</a> <a href="#promotion-johannbrehmer" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Ajohannbrehmer" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-johannbrehmer" title="Research">πŸ”¬</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johannbrehmer" title="Tests">⚠️</a> <a href="#userTesting-johannbrehmer" title="User Testing">πŸ““</a></td>
95
+ <td align="center" valign="top" width="10%"><a href="http://www.cosmicmar.com/"><img src="https://avatars.githubusercontent.com/u/1510968?v=4?s=50" width="50px;" alt="Marius Millea"/><br /><sub><b>Marius Millea</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=marius311" title="Code">πŸ’»</a> <a href="#promotion-marius311" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Amarius311" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#userTesting-marius311" title="User Testing">πŸ““</a></td>
96
+ <td align="center" valign="top" width="10%"><a href="https://gitlab.com/cobac"><img src="https://avatars.githubusercontent.com/u/27872944?v=4?s=50" width="50px;" alt="Coba"/><br /><sub><b>Coba</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Acobac" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=cobac" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Acobac" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#userTesting-cobac" title="User Testing">πŸ““</a></td>
97
+ <td align="center" valign="top" width="10%"><a href="https://github.com/pitmonticone"><img src="https://avatars.githubusercontent.com/u/38562595?v=4?s=50" width="50px;" alt="Pietro Monticone"/><br /><sub><b>Pietro Monticone</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Apitmonticone" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=pitmonticone" title="Documentation">πŸ“–</a></td>
98
+ <td align="center" valign="top" width="10%"><a href="https://github.com/sheevy"><img src="https://avatars.githubusercontent.com/u/1525683?v=4?s=50" width="50px;" alt="Mateusz Kubica"/><br /><sub><b>Mateusz Kubica</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=sheevy" title="Documentation">πŸ“–</a></td>
99
+ <td align="center" valign="top" width="10%"><a href="https://jaywadekar.github.io/"><img src="https://avatars.githubusercontent.com/u/5493388?v=4?s=50" width="50px;" alt="Jay Wadekar"/><br /><sub><b>Jay Wadekar</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AJayWadekar" title="Bug reports">πŸ›</a> <a href="#promotion-JayWadekar" title="Promotion">πŸ“£</a> <a href="#research-JayWadekar" title="Research">πŸ”¬</a></td>
100
+ <td align="center" valign="top" width="10%"><a href="https://github.com/Jgmedina95"><img src="https://avatars.githubusercontent.com/u/97254349?v=4?s=50" width="50px;" alt="Jgmedina95"/><br /><sub><b>Jgmedina95</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AJgmedina95" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AJgmedina95" title="Reviewed Pull Requests">πŸ‘€</a></td>
101
+ <td align="center" valign="top" width="10%"><a href="https://github.com/mcabbott"><img src="https://avatars.githubusercontent.com/u/32575566?v=4?s=50" width="50px;" alt="Michael Abbott"/><br /><sub><b>Michael Abbott</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=mcabbott" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Amcabbott" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-mcabbott" title="Tools">πŸ”§</a></td>
102
+ </tr>
103
+ <tr>
104
+ <td align="center" valign="top" width="10%"><a href="https://github.com/oscardssmith"><img src="https://avatars.githubusercontent.com/u/11729272?v=4?s=50" width="50px;" alt="Oscar Smith"/><br /><sub><b>Oscar Smith</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=oscardssmith" title="Code">πŸ’»</a></td>
105
+ <td align="center" valign="top" width="10%"><a href="https://github.com/henriquebecker91"><img src="https://avatars.githubusercontent.com/u/14113435?v=4?s=50" width="50px;" alt="Henrique Becker"/><br /><sub><b>Henrique Becker</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=henriquebecker91" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Ahenriquebecker91" title="Reviewed Pull Requests">πŸ‘€</a></td>
106
+ <td align="center" valign="top" width="10%"><a href="https://github.com/qwertyjl"><img src="https://avatars.githubusercontent.com/u/110912592?v=4?s=50" width="50px;" alt="qwertyjl"/><br /><sub><b>qwertyjl</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Aqwertyjl" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=qwertyjl" title="Documentation">πŸ“–</a> <a href="#userTesting-qwertyjl" title="User Testing">πŸ““</a></td>
107
+ <td align="center" valign="top" width="10%"><a href="https://huijzer.xyz/"><img src="https://avatars.githubusercontent.com/u/20724914?v=4?s=50" width="50px;" alt="Rik Huijzer"/><br /><sub><b>Rik Huijzer</b></sub></a><br /><a href="#infra-rikhuijzer" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a></td>
108
+ <td align="center" valign="top" width="10%"><a href="https://github.com/GCaptainNemo"><img src="https://avatars.githubusercontent.com/u/43086239?v=4?s=50" width="50px;" alt="Hongyu Wang"/><br /><sub><b>Hongyu Wang</b></sub></a><br /><a href="#promotion-GCaptainNemo" title="Promotion">πŸ“£</a> <a href="#research-GCaptainNemo" title="Research">πŸ”¬</a></td>
109
+ <td align="center" valign="top" width="10%"><a href="https://sauravmaheshkar.github.io/"><img src="https://avatars.githubusercontent.com/u/61241031?v=4?s=50" width="50px;" alt="Saurav Maheshkar"/><br /><sub><b>Saurav Maheshkar</b></sub></a><br /><a href="#tool-SauravMaheshkar" title="Tools">πŸ”§</a></td>
110
+ </tr>
111
+ </tbody>
112
+ </table>
113
+
114
+ <!-- markdownlint-restore -->
115
+ <!-- prettier-ignore-end -->
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+
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+ <!-- ALL-CONTRIBUTORS-LIST:END -->
118
+ </div>
README.md CHANGED
@@ -11,22 +11,64 @@ PySR uses evolutionary algorithms to search for symbolic expressions which optim
11
  | **Docs** | **Forums** | **colab demo** |
12
  |:---:|:---:|:---:|
13
  |[![Documentation](https://github.com/MilesCranmer/PySR/actions/workflows/docs.yml/badge.svg)](https://astroautomata.com/PySR/)|[![Discussions](https://img.shields.io/badge/discussions-github-informational)](https://github.com/MilesCranmer/PySR/discussions)|[![Colab](https://img.shields.io/badge/colab-notebook-yellow)](https://colab.research.google.com/github/MilesCranmer/PySR/blob/master/examples/pysr_demo.ipynb)|
 
14
  | **pip** | **conda** | **Stats** |
 
15
  |[![PyPI version](https://badge.fury.io/py/pysr.svg)](https://badge.fury.io/py/pysr)|[![Conda Version](https://img.shields.io/conda/vn/conda-forge/pysr.svg)](https://anaconda.org/conda-forge/pysr)|<div align="center">pip: [![Downloads](https://pepy.tech/badge/pysr)](https://badge.fury.io/py/pysr)<br>conda: [![Anaconda-Server Badge](https://anaconda.org/conda-forge/pysr/badges/downloads.svg)](https://anaconda.org/conda-forge/pysr)</div>|
16
 
17
  </div>
18
 
19
- We warmly welcome new contributors and are happy to get you up to speed! Check out our contributors [guide](https://github.com/MilesCranmer/PySR/blob/master/CONTRIBUTORS.md) for tips πŸš€.
20
- If you have an idea for a new feature, don't hesitate to share it on the [issues](https://github.com/MilesCranmer/PySR/issues) or [discussions](https://github.com/MilesCranmer/PySR/discussions) page.
21
-
22
  If you find PySR useful, please cite it using the citation information given in [CITATION.md](https://github.com/MilesCranmer/PySR/blob/master/CITATION.md).
23
  If you've finished a project with PySR, please submit a PR to showcase your work on the [research showcase page](https://astroautomata.com/PySR/papers)!
24
 
25
- ### Contributors
 
 
 
 
 
 
 
26
 
27
  <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
28
  <!-- prettier-ignore-start -->
29
  <!-- markdownlint-disable -->
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
30
 
31
  <!-- markdownlint-restore -->
32
  <!-- prettier-ignore-end -->
 
11
  | **Docs** | **Forums** | **colab demo** |
12
  |:---:|:---:|:---:|
13
  |[![Documentation](https://github.com/MilesCranmer/PySR/actions/workflows/docs.yml/badge.svg)](https://astroautomata.com/PySR/)|[![Discussions](https://img.shields.io/badge/discussions-github-informational)](https://github.com/MilesCranmer/PySR/discussions)|[![Colab](https://img.shields.io/badge/colab-notebook-yellow)](https://colab.research.google.com/github/MilesCranmer/PySR/blob/master/examples/pysr_demo.ipynb)|
14
+
15
  | **pip** | **conda** | **Stats** |
16
+ | :---: | :---: | :---: |
17
  |[![PyPI version](https://badge.fury.io/py/pysr.svg)](https://badge.fury.io/py/pysr)|[![Conda Version](https://img.shields.io/conda/vn/conda-forge/pysr.svg)](https://anaconda.org/conda-forge/pysr)|<div align="center">pip: [![Downloads](https://pepy.tech/badge/pysr)](https://badge.fury.io/py/pysr)<br>conda: [![Anaconda-Server Badge](https://anaconda.org/conda-forge/pysr/badges/downloads.svg)](https://anaconda.org/conda-forge/pysr)</div>|
18
 
19
  </div>
20
 
 
 
 
21
  If you find PySR useful, please cite it using the citation information given in [CITATION.md](https://github.com/MilesCranmer/PySR/blob/master/CITATION.md).
22
  If you've finished a project with PySR, please submit a PR to showcase your work on the [research showcase page](https://astroautomata.com/PySR/papers)!
23
 
24
+ <div align="center">
25
+
26
+ ### Contributors ✨
27
+
28
+ </div>
29
+
30
+ We are eager to welcome new contributors and are looking forward to get you up to speed! Check out our contributors [guide](https://github.com/MilesCranmer/PySR/blob/master/CONTRIBUTORS.md) for tips πŸš€.
31
+ If you have an idea for a new feature, don't hesitate to share it on the [issues](https://github.com/MilesCranmer/PySR/issues) or [discussions](https://github.com/MilesCranmer/PySR/discussions) page.
32
 
33
  <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
34
  <!-- prettier-ignore-start -->
35
  <!-- markdownlint-disable -->
36
+ <table>
37
+ <tbody>
38
+ <tr>
39
+ <td align="center" valign="top" width="10%"><a href="https://www.linkedin.com/in/markkittisopikul/"><img src="https://avatars.githubusercontent.com/u/8062771?v=4?s=50" width="50px;" alt="Mark Kittisopikul"/><br /><sub><b>Mark Kittisopikul</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=mkitti" title="Code">πŸ’»</a> <a href="#infra-mkitti" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#platform-mkitti" title="Packaging/porting to new platform">πŸ“¦</a> <a href="#promotion-mkitti" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Amkitti" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-mkitti" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=mkitti" title="Tests">⚠️</a></td>
40
+ <td align="center" valign="top" width="10%"><a href="https://github.com/tttc3"><img src="https://avatars.githubusercontent.com/u/97948946?v=4?s=50" width="50px;" alt="T Coxon"/><br /><sub><b>T Coxon</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Atttc3" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=tttc3" title="Code">πŸ’»</a> <a href="#plugin-tttc3" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#infra-tttc3" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#maintenance-tttc3" title="Maintenance">🚧</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Atttc3" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-tttc3" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=tttc3" title="Tests">⚠️</a> <a href="#userTesting-tttc3" title="User Testing">πŸ““</a></td>
41
+ <td align="center" valign="top" width="10%"><a href="https://github.com/DhananjayAshok"><img src="https://avatars.githubusercontent.com/u/46792537?v=4?s=50" width="50px;" alt="Dhananjay Ashok"/><br /><sub><b>Dhananjay Ashok</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=DhananjayAshok" title="Code">πŸ’»</a> <a href="#example-DhananjayAshok" title="Examples">πŸ’‘</a> <a href="#maintenance-DhananjayAshok" title="Maintenance">🚧</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=DhananjayAshok" title="Tests">⚠️</a></td>
42
+ <td align="center" valign="top" width="10%"><a href="https://gitlab.com/johanbluecreek"><img src="https://avatars.githubusercontent.com/u/852554?v=4?s=50" width="50px;" alt="Johan BlΓ₯bΓ€ck"/><br /><sub><b>Johan BlΓ₯bΓ€ck</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Ajohanbluecreek" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johanbluecreek" title="Code">πŸ’»</a> <a href="#maintenance-johanbluecreek" title="Maintenance">🚧</a> <a href="#promotion-johanbluecreek" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Ajohanbluecreek" title="Reviewed Pull Requests">πŸ‘€</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johanbluecreek" title="Tests">⚠️</a> <a href="#userTesting-johanbluecreek" title="User Testing">πŸ““</a></td>
43
+ <td align="center" valign="top" width="10%"><a href="https://mathopt.de/people/martensen/index.php"><img src="https://avatars.githubusercontent.com/u/20998300?v=4?s=50" width="50px;" alt="JuliusMartensen"/><br /><sub><b>JuliusMartensen</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AAlCap23" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=AlCap23" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=AlCap23" title="Documentation">πŸ“–</a> <a href="#plugin-AlCap23" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#infra-AlCap23" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#maintenance-AlCap23" title="Maintenance">🚧</a> <a href="#platform-AlCap23" title="Packaging/porting to new platform">πŸ“¦</a> <a href="#promotion-AlCap23" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AAlCap23" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-AlCap23" title="Tools">πŸ”§</a> <a href="#userTesting-AlCap23" title="User Testing">πŸ““</a></td>
44
+ <td align="center" valign="top" width="10%"><a href="https://github.com/ngam"><img src="https://avatars.githubusercontent.com/u/67342040?v=4?s=50" width="50px;" alt="ngam"/><br /><sub><b>ngam</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=ngam" title="Code">πŸ’»</a> <a href="#infra-ngam" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#platform-ngam" title="Packaging/porting to new platform">πŸ“¦</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Angam" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-ngam" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=ngam" title="Tests">⚠️</a></td>
45
+ <td align="center" valign="top" width="10%"><a href="https://github.com/kazewong"><img src="https://avatars.githubusercontent.com/u/8803931?v=4?s=50" width="50px;" alt="Kaze Wong"/><br /><sub><b>Kaze Wong</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Akazewong" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=kazewong" title="Code">πŸ’»</a> <a href="#infra-kazewong" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#maintenance-kazewong" title="Maintenance">🚧</a> <a href="#promotion-kazewong" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Akazewong" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-kazewong" title="Research">πŸ”¬</a> <a href="#userTesting-kazewong" title="User Testing">πŸ““</a></td>
46
+ <td align="center" valign="top" width="10%"><a href="https://github.com/ChrisRackauckas"><img src="https://avatars.githubusercontent.com/u/1814174?v=4?s=50" width="50px;" alt="Christopher Rackauckas"/><br /><sub><b>Christopher Rackauckas</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AChrisRackauckas" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=ChrisRackauckas" title="Code">πŸ’»</a> <a href="#plugin-ChrisRackauckas" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#infra-ChrisRackauckas" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a> <a href="#promotion-ChrisRackauckas" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AChrisRackauckas" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-ChrisRackauckas" title="Research">πŸ”¬</a> <a href="#tool-ChrisRackauckas" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=ChrisRackauckas" title="Tests">⚠️</a> <a href="#userTesting-ChrisRackauckas" title="User Testing">πŸ““</a></td>
47
+ <td align="center" valign="top" width="10%"><a href="https://kidger.site/"><img src="https://avatars.githubusercontent.com/u/33688385?v=4?s=50" width="50px;" alt="Patrick Kidger"/><br /><sub><b>Patrick Kidger</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Apatrick-kidger" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=patrick-kidger" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=patrick-kidger" title="Documentation">πŸ“–</a> <a href="#plugin-patrick-kidger" title="Plugin/utility libraries">πŸ”Œ</a> <a href="#maintenance-patrick-kidger" title="Maintenance">🚧</a> <a href="#promotion-patrick-kidger" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Apatrick-kidger" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-patrick-kidger" title="Research">πŸ”¬</a> <a href="#tool-patrick-kidger" title="Tools">πŸ”§</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=patrick-kidger" title="Tests">⚠️</a> <a href="#userTesting-patrick-kidger" title="User Testing">πŸ““</a></td>
48
+ <td align="center" valign="top" width="10%"><a href="https://pablo-lemos.github.io/"><img src="https://avatars.githubusercontent.com/u/38078898?v=4?s=50" width="50px;" alt="Pablo Lemos"/><br /><sub><b>Pablo Lemos</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3APablo-Lemos" title="Bug reports">πŸ›</a> <a href="#promotion-Pablo-Lemos" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3APablo-Lemos" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-Pablo-Lemos" title="Research">πŸ”¬</a> <a href="#userTesting-Pablo-Lemos" title="User Testing">πŸ““</a></td>
49
+ </tr>
50
+ <tr>
51
+ <td align="center" valign="top" width="10%"><a href="https://github.com/Moelf"><img src="https://avatars.githubusercontent.com/u/5306213?v=4?s=50" width="50px;" alt="Jerry Ling"/><br /><sub><b>Jerry Ling</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AMoelf" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=Moelf" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=Moelf" title="Documentation">πŸ“–</a> <a href="#example-Moelf" title="Examples">πŸ’‘</a> <a href="#promotion-Moelf" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AMoelf" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#userTesting-Moelf" title="User Testing">πŸ““</a></td>
52
+ <td align="center" valign="top" width="10%"><a href="https://github.com/CharFox1"><img src="https://avatars.githubusercontent.com/u/35052672?v=4?s=50" width="50px;" alt="Charles Fox"/><br /><sub><b>Charles Fox</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3ACharFox1" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=CharFox1" title="Code">πŸ’»</a> <a href="#maintenance-CharFox1" title="Maintenance">🚧</a> <a href="#promotion-CharFox1" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3ACharFox1" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-CharFox1" title="Research">πŸ”¬</a> <a href="#userTesting-CharFox1" title="User Testing">πŸ““</a></td>
53
+ <td align="center" valign="top" width="10%"><a href="https://github.com/johannbrehmer"><img src="https://avatars.githubusercontent.com/u/17068560?v=4?s=50" width="50px;" alt="Johann Brehmer"/><br /><sub><b>Johann Brehmer</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=johannbrehmer" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johannbrehmer" title="Documentation">πŸ“–</a> <a href="#promotion-johannbrehmer" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Ajohannbrehmer" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#research-johannbrehmer" title="Research">πŸ”¬</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=johannbrehmer" title="Tests">⚠️</a> <a href="#userTesting-johannbrehmer" title="User Testing">πŸ““</a></td>
54
+ <td align="center" valign="top" width="10%"><a href="http://www.cosmicmar.com/"><img src="https://avatars.githubusercontent.com/u/1510968?v=4?s=50" width="50px;" alt="Marius Millea"/><br /><sub><b>Marius Millea</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=marius311" title="Code">πŸ’»</a> <a href="#promotion-marius311" title="Promotion">πŸ“£</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Amarius311" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#userTesting-marius311" title="User Testing">πŸ““</a></td>
55
+ <td align="center" valign="top" width="10%"><a href="https://gitlab.com/cobac"><img src="https://avatars.githubusercontent.com/u/27872944?v=4?s=50" width="50px;" alt="Coba"/><br /><sub><b>Coba</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Acobac" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=cobac" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Acobac" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#userTesting-cobac" title="User Testing">πŸ““</a></td>
56
+ <td align="center" valign="top" width="10%"><a href="https://github.com/pitmonticone"><img src="https://avatars.githubusercontent.com/u/38562595?v=4?s=50" width="50px;" alt="Pietro Monticone"/><br /><sub><b>Pietro Monticone</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Apitmonticone" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=pitmonticone" title="Documentation">πŸ“–</a></td>
57
+ <td align="center" valign="top" width="10%"><a href="https://github.com/sheevy"><img src="https://avatars.githubusercontent.com/u/1525683?v=4?s=50" width="50px;" alt="Mateusz Kubica"/><br /><sub><b>Mateusz Kubica</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=sheevy" title="Documentation">πŸ“–</a></td>
58
+ <td align="center" valign="top" width="10%"><a href="https://jaywadekar.github.io/"><img src="https://avatars.githubusercontent.com/u/5493388?v=4?s=50" width="50px;" alt="Jay Wadekar"/><br /><sub><b>Jay Wadekar</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AJayWadekar" title="Bug reports">πŸ›</a> <a href="#promotion-JayWadekar" title="Promotion">πŸ“£</a> <a href="#research-JayWadekar" title="Research">πŸ”¬</a></td>
59
+ <td align="center" valign="top" width="10%"><a href="https://github.com/Jgmedina95"><img src="https://avatars.githubusercontent.com/u/97254349?v=4?s=50" width="50px;" alt="Jgmedina95"/><br /><sub><b>Jgmedina95</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3AJgmedina95" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3AJgmedina95" title="Reviewed Pull Requests">πŸ‘€</a></td>
60
+ <td align="center" valign="top" width="10%"><a href="https://github.com/mcabbott"><img src="https://avatars.githubusercontent.com/u/32575566?v=4?s=50" width="50px;" alt="Michael Abbott"/><br /><sub><b>Michael Abbott</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=mcabbott" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Amcabbott" title="Reviewed Pull Requests">πŸ‘€</a> <a href="#tool-mcabbott" title="Tools">πŸ”§</a></td>
61
+ </tr>
62
+ <tr>
63
+ <td align="center" valign="top" width="10%"><a href="https://github.com/oscardssmith"><img src="https://avatars.githubusercontent.com/u/11729272?v=4?s=50" width="50px;" alt="Oscar Smith"/><br /><sub><b>Oscar Smith</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=oscardssmith" title="Code">πŸ’»</a></td>
64
+ <td align="center" valign="top" width="10%"><a href="https://github.com/henriquebecker91"><img src="https://avatars.githubusercontent.com/u/14113435?v=4?s=50" width="50px;" alt="Henrique Becker"/><br /><sub><b>Henrique Becker</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/commits?author=henriquebecker91" title="Code">πŸ’»</a> <a href="https://github.com/MilesCranmer/PySR/pulls?q=is%3Apr+reviewed-by%3Ahenriquebecker91" title="Reviewed Pull Requests">πŸ‘€</a></td>
65
+ <td align="center" valign="top" width="10%"><a href="https://github.com/qwertyjl"><img src="https://avatars.githubusercontent.com/u/110912592?v=4?s=50" width="50px;" alt="qwertyjl"/><br /><sub><b>qwertyjl</b></sub></a><br /><a href="https://github.com/MilesCranmer/PySR/issues?q=author%3Aqwertyjl" title="Bug reports">πŸ›</a> <a href="https://github.com/MilesCranmer/PySR/commits?author=qwertyjl" title="Documentation">πŸ“–</a> <a href="#userTesting-qwertyjl" title="User Testing">πŸ““</a></td>
66
+ <td align="center" valign="top" width="10%"><a href="https://huijzer.xyz/"><img src="https://avatars.githubusercontent.com/u/20724914?v=4?s=50" width="50px;" alt="Rik Huijzer"/><br /><sub><b>Rik Huijzer</b></sub></a><br /><a href="#infra-rikhuijzer" title="Infrastructure (Hosting, Build-Tools, etc)">πŸš‡</a></td>
67
+ <td align="center" valign="top" width="10%"><a href="https://github.com/GCaptainNemo"><img src="https://avatars.githubusercontent.com/u/43086239?v=4?s=50" width="50px;" alt="Hongyu Wang"/><br /><sub><b>Hongyu Wang</b></sub></a><br /><a href="#promotion-GCaptainNemo" title="Promotion">πŸ“£</a> <a href="#research-GCaptainNemo" title="Research">πŸ”¬</a></td>
68
+ <td align="center" valign="top" width="10%"><a href="https://sauravmaheshkar.github.io/"><img src="https://avatars.githubusercontent.com/u/61241031?v=4?s=50" width="50px;" alt="Saurav Maheshkar"/><br /><sub><b>Saurav Maheshkar</b></sub></a><br /><a href="#tool-SauravMaheshkar" title="Tools">πŸ”§</a></td>
69
+ </tr>
70
+ </tbody>
71
+ </table>
72
 
73
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