python 8 graph-analysis 2 data-verification 1 dataframe-schema 1 dataframes 1 hypothesis-testing 1 pandas 1 pandas-dataframe 1 pandas-validation 1 pandas-validator 1 schema 1 testing 1 testing-tools 1 validation 1 ai 1 data-science 1 machine-learning 1 ml 1 sampling 1 complex-networks 1 biology-images 1 computer-vision 1 ecology 1 evolution 1 image-analysis 1 image-processing 1 phenomics 1 phenotyping 1 geopandas 1 movement-data 1

Python 12 Jupyter Notebook 2 HTML 1

seisman 1,576 pyup-bot 455 dependabot[bot] 429 yvonnefroehlich 413 cosmicbboy 320 nwlandry 286 weiji14 177 eriknw 164 anitagraser 153 maximelucas 109 deepyaman 105 jacksonburns 85 pmeier 85 teddygroves 84 michaelgrund 69 snacktavish 55 deepsource-autofix[bot] 51 leotrs 44 jonnytran 44 github-actions[bot] 43 raybellwaves 40 lunasare 35 jostmorgenstern 31 kspieks 29 pre-commit-ci[bot] 29 thomasrobiglio 27 redzapdos123 27 nathanjmcdougall 24 maxrjones 22 mar3021 22

dependabot[bot] 3 pre-commit-ci[bot] 3 brian larsen 2 pyup-bot 2 arne 2 dan anderson 1 eric carlson 1 eric ma 1 ethan thompson 1 ezequiel leonardo castaño 1 fabian bergermann 1 farley-chen 1 filipaisot 1 fridolin glatter 1 gabriele calvo 1 terry zhang 1 matt eby 1 anthony truchet - c3.ai 1 andy mackinlay 1 andy boomer 1 andrea ghensi 1 amit ripshtos 1 alexis 1 alex anthony 1 aleksei kozharin 1 ahmet zamanis 1 johnkang@sloan.mit.edu 1 davidkleiven 1 aditya panda 1 andrii grygoryshyn 1

dongdong tian 1,501 jonny tran 1,040 mluerig 964 jonnytran 904 martha kandziora 879 emily jane mctavish 805 erik welch 656 anita graser 650 niels bantilan 604 philip meier 491 jackson burns 479 teddy groves 455 dependabot[bot] 450 yvonne fröhlich 428 nicholas landry 417 luna sare 298 wei ji leong 291 martin skarzynski 284 leonardo uieda 256 will schlitzer 204 ariane morassi sasso 171 michael grund 153 katharina kloppenborg 149 deepyaman datta 147 jostmorgenstern 140 leo torres 123 max jones 111 jim kitchen 89 kevin spiekermann 81 maxime lucas 73

pypi:numpy 12 pypi:pandas 11 actions:actions/setup-python 10 actions:actions/checkout 10 actions:pypa/gh-action-pypi-publish 8 pypi:matplotlib 7 pypi:scipy 7 actions:codecov/codecov-action 7 pypi:pytest 7 pypi:pytest-cov 6 actions:actions/upload-artifact 5 pypi:coverage 5 conda:pytest-cov 4 conda:pandas 4 pypi:sphinx-rtd-theme 4 pypi:sphinx 4 pypi:pre-commit 3 conda:black 3 conda:sphinx 3 conda:pip 3 pypi:pyyaml 3 conda:packaging 3 conda:matplotlib 3 pypi:networkx 3 pypi:black 3 conda:geopandas 3 pypi:pip 3 pypi:twine 3 actions:actions/cache 3 actions:conda-incubator/setup-miniconda 3

hpi-dhc 2 teddygroves 1 JonnyTran 1 McTavishLab 1 pystiche 1 GenericMappingTools 1 xgi-org 1 py4ds 1 python-graphblas 1 katoss 1 JacksonBurns 1 unionai-oss 1 movingpandas 1 phenopype 1

GitHub 15