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# extracting info from the github statistics api
i've wanted to take looks at github repositories over time.
what kind of trends are there revealed over the years of projects?
what can we infer from past actions that might predicate success?
this work is an extension of the [`pyproject.toml` analysis](2022-12-09-pyproject-analysis.ipynb).
we use the same list of respositories to generate their statistics.
`doit` is likely a suboptimal choice for this, so we'll probably want to try `dask` later.
metadata
10
i've wanted to take looks at github repositories over time.
what kind of trends are there revealed over the years of projects?
what can we infer from past actions that might predicate success?
this work is an extension of the
pyproject.toml
analysis
.
we use the same list of respositories to generate their statistics.
doit
is likely a suboptimal choice for this, so we'll probably want to try
dask
later.
2
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1
]
code
with __import__ ( "importnb" ) . Notebook ():
import __12_09_pyproject_analysis as prior
import pandas
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df = prior . tidy_responses ( responses := prior . gather ( prior . pyproject_query )) . apply ( pandas . Series )
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projects = df . url . str . rsplit ( "/" , 2 , expand = True )[[ 1 , 2 ]] . apply ( "/" . join , axis = 1 )
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from info import header
import requests , requests_cache , uritemplate , toolz , operator , doit
requests_cache . install_cache ()
from info import header
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the endpoints we retrieve the stats from
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the endpoints we retrieve the stats from
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GH = "https://api.github.com"
STATS = "code_frequency commit_activity participation" . split ()
URI = uritemplate . URITemplate ( GH + "/repos/ {owner} / {repo} /stats/ {stat} " )
RELEASES = uritemplate . URITemplate ( GH + "/repos/ {owner} / {repo} /releases" )
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`get_stats` is a function that tries again when a `202` status is returned.
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get_stats
is a function that tries again when a
202
status is returned.
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def get_stats ( url ):
response = requests . get ( url , ** header )
if response . status_code == 202 :
__import__ ( "time" ) . sleep ( 1 )
return get_stats ( url )
return response . json ()
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@doit . task_params ([ dict ( name = "project" , type = list , long = "project" , default = [])])
def task_collect_stats ( project = projects ):
for url , owner , repo in get_iterables ( project ):
* _ , stat = url . rpartition ( "/" )
yield dict ( name = "-" . join (( owner , repo , stat )), actions = [( toolz . curried . do ( get_stats ), [ url ])])
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def get_iterables ( projects = projects ):
for owner , repo in ( x . split ( "/" ) for x in projects ):
for stat in STATS : yield URI . expand ( locals ()), owner , repo
yield RELEASES . expand ( locals ()), owner , repo
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## retrieve the data with `doit`
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projects_args = " " . join ( projects . apply ( "--project %s " . __mod__ ))
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% doit run collect_stats $ projects_args
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. collect_stats:tensorflow-models-code_frequency
. collect_stats:tensorflow-models-commit_activity
. collect_stats:tensorflow-models-participation
. collect_stats:tensorflow-models-releases
. collect_stats:mongodb-mongo-python-driver-code_frequency
. collect_stats:mongodb-mongo-python-driver-commit_activity
. collect_stats:mongodb-mongo-python-driver-participation
. collect_stats:mongodb-mongo-python-driver-releases
. collect_stats:3b1b-manim-code_frequency
. collect_stats:3b1b-manim-commit_activity
. collect_stats:3b1b-manim-participation
. collect_stats:3b1b-manim-releases
. collect_stats:alievk-avatarify-python-code_frequency
. collect_stats:alievk-avatarify-python-commit_activity
. collect_stats:alievk-avatarify-python-participation
. collect_stats:alievk-avatarify-python-releases
. collect_stats:python-cpython-code_frequency
. collect_stats:python-cpython-commit_activity
. collect_stats:python-cpython-participation
. collect_stats:python-cpython-releases
. collect_stats:ehmatthes-pcc-code_frequency
. collect_stats:ehmatthes-pcc-commit_activity
. collect_stats:ehmatthes-pcc-participation
. collect_stats:ehmatthes-pcc-releases
. collect_stats:openai-gym-code_frequency
. collect_stats:openai-gym-commit_activity
. collect_stats:openai-gym-participation
. collect_stats:openai-gym-releases
. collect_stats:openai-DALL-E-code_frequency
. collect_stats:openai-DALL-E-commit_activity
. collect_stats:openai-DALL-E-participation
. collect_stats:openai-DALL-E-releases
. collect_stats:tweepy-tweepy-code_frequency
. collect_stats:tweepy-tweepy-commit_activity
. collect_stats:tweepy-tweepy-participation
. collect_stats:tweepy-tweepy-releases
. collect_stats:google-research-football-code_frequency
. collect_stats:google-research-football-commit_activity
. collect_stats:google-research-football-participation
. collect_stats:google-research-football-releases
. collect_stats:pandas-dev-pandas-code_frequency
. collect_stats:pandas-dev-pandas-commit_activity
. collect_stats:pandas-dev-pandas-participation
. collect_stats:pandas-dev-pandas-releases
. collect_stats:cupy-cupy-code_frequency
. collect_stats:cupy-cupy-commit_activity
. collect_stats:cupy-cupy-participation
. collect_stats:cupy-cupy-releases
. collect_stats:explosion-spaCy-code_frequency
. collect_stats:explosion-spaCy-commit_activity
. collect_stats:explosion-spaCy-participation
. collect_stats:explosion-spaCy-releases
. collect_stats:biopython-biopython-code_frequency
. collect_stats:biopython-biopython-commit_activity
. collect_stats:biopython-biopython-participation
. collect_stats:biopython-biopython-releases
. collect_stats:shengqiangzhang-examples-of-web-crawlers-code_frequency
. collect_stats:shengqiangzhang-examples-of-web-crawlers-commit_activity
. collect_stats:shengqiangzhang-examples-of-web-crawlers-participation
. collect_stats:shengqiangzhang-examples-of-web-crawlers-releases
. collect_stats:sshwsfc-xadmin-code_frequency
. collect_stats:sshwsfc-xadmin-commit_activity
. collect_stats:sshwsfc-xadmin-participation
. collect_stats:sshwsfc-xadmin-releases
. collect_stats:facebook-prophet-code_frequency
. collect_stats:facebook-prophet-commit_activity
. collect_stats:facebook-prophet-participation
. collect_stats:facebook-prophet-releases
. collect_stats:fogleman-Minecraft-code_frequency
. collect_stats:fogleman-Minecraft-commit_activity
. collect_stats:fogleman-Minecraft-participation
. collect_stats:fogleman-Minecraft-releases
. collect_stats:magenta-magenta-code_frequency
. collect_stats:magenta-magenta-commit_activity
. collect_stats:magenta-magenta-participation
. collect_stats:magenta-magenta-releases
. collect_stats:AUTOMATIC1111-stable-diffusion-webui-code_frequency
. collect_stats:AUTOMATIC1111-stable-diffusion-webui-commit_activity
. collect_stats:AUTOMATIC1111-stable-diffusion-webui-participation
. collect_stats:AUTOMATIC1111-stable-diffusion-webui-releases
. collect_stats:python-telegram-bot-python-telegram-bot-code_frequency
. collect_stats:python-telegram-bot-python-telegram-bot-commit_activity
. collect_stats:python-telegram-bot-python-telegram-bot-participation
. collect_stats:python-telegram-bot-python-telegram-bot-releases
. collect_stats:dbcli-mycli-code_frequency
. collect_stats:dbcli-mycli-commit_activity
. collect_stats:dbcli-mycli-participation
. collect_stats:dbcli-mycli-releases
. collect_stats:ageitgey-face_recognition-code_frequency
. collect_stats:ageitgey-face_recognition-commit_activity
. collect_stats:ageitgey-face_recognition-participation
. collect_stats:ageitgey-face_recognition-releases
. collect_stats:pydantic-pydantic-code_frequency
. collect_stats:pydantic-pydantic-commit_activity
. collect_stats:pydantic-pydantic-participation
. collect_stats:pydantic-pydantic-releases
. collect_stats:plotly-plotly.py-code_frequency
. collect_stats:plotly-plotly.py-commit_activity
. collect_stats:plotly-plotly.py-participation
. collect_stats:plotly-plotly.py-releases
. collect_stats:p2pool-p2pool-code_frequency
. collect_stats:p2pool-p2pool-commit_activity
. collect_stats:p2pool-p2pool-participation
. collect_stats:p2pool-p2pool-releases
. collect_stats:pypa-pipenv-code_frequency
. collect_stats:pypa-pipenv-commit_activity
. collect_stats:pypa-pipenv-participation
. collect_stats:pypa-pipenv-releases
. collect_stats:psf-requests-code_frequency
. collect_stats:psf-requests-commit_activity
. collect_stats:psf-requests-participation
. collect_stats:psf-requests-releases
. collect_stats:ipython-ipython-code_frequency
. collect_stats:ipython-ipython-commit_activity
. collect_stats:ipython-ipython-participation
. collect_stats:ipython-ipython-releases
. collect_stats:amdegroot-ssd.pytorch-code_frequency
. collect_stats:amdegroot-ssd.pytorch-commit_activity
. collect_stats:amdegroot-ssd.pytorch-participation
. collect_stats:amdegroot-ssd.pytorch-releases
. collect_stats:apachecn-ailearning-code_frequency
. collect_stats:apachecn-ailearning-commit_activity
. collect_stats:apachecn-ailearning-participation
. collect_stats:apachecn-ailearning-releases
. collect_stats:scikit-learn-scikit-learn-code_frequency
. collect_stats:scikit-learn-scikit-learn-commit_activity
. collect_stats:scikit-learn-scikit-learn-participation
. collect_stats:scikit-learn-scikit-learn-releases
. collect_stats:pytorch-vision-code_frequency
. collect_stats:pytorch-vision-commit_activity
. collect_stats:pytorch-vision-participation
. collect_stats:pytorch-vision-releases
. collect_stats:sympy-sympy-code_frequency
. collect_stats:sympy-sympy-commit_activity
. collect_stats:sympy-sympy-participation
. collect_stats:sympy-sympy-releases
. collect_stats:onnx-onnx-code_frequency
. collect_stats:onnx-onnx-commit_activity
. collect_stats:onnx-onnx-participation
. collect_stats:onnx-onnx-releases
. collect_stats:Netflix-metaflow-code_frequency
. collect_stats:Netflix-metaflow-commit_activity
. collect_stats:Netflix-metaflow-participation
. collect_stats:Netflix-metaflow-releases
. collect_stats:heartexlabs-labelImg-code_frequency
. collect_stats:heartexlabs-labelImg-commit_activity
. collect_stats:heartexlabs-labelImg-participation
. collect_stats:heartexlabs-labelImg-releases
. collect_stats:OctoPrint-OctoPrint-code_frequency
. collect_stats:OctoPrint-OctoPrint-commit_activity
. collect_stats:OctoPrint-OctoPrint-participation
. collect_stats:OctoPrint-OctoPrint-releases
. collect_stats:wkentaro-labelme-code_frequency
. collect_stats:wkentaro-labelme-commit_activity
. collect_stats:wkentaro-labelme-participation
. collect_stats:wkentaro-labelme-releases
. collect_stats:fail2ban-fail2ban-code_frequency
. collect_stats:fail2ban-fail2ban-commit_activity
. collect_stats:fail2ban-fail2ban-participation
. collect_stats:fail2ban-fail2ban-releases
. collect_stats:Rapptz-discord.py-code_frequency
. collect_stats:Rapptz-discord.py-commit_activity
. collect_stats:Rapptz-discord.py-participation
. collect_stats:Rapptz-discord.py-releases
. collect_stats:guohongze-adminset-code_frequency
. collect_stats:guohongze-adminset-commit_activity
. collect_stats:guohongze-adminset-participation
. collect_stats:guohongze-adminset-releases
. collect_stats:threat9-routersploit-code_frequency
. collect_stats:threat9-routersploit-commit_activity
. collect_stats:threat9-routersploit-participation
. collect_stats:threat9-routersploit-releases
. collect_stats:ddbourgin-numpy-ml-code_frequency
. collect_stats:ddbourgin-numpy-ml-commit_activity
. collect_stats:ddbourgin-numpy-ml-participation
. collect_stats:ddbourgin-numpy-ml-releases
. collect_stats:pallets-flask-code_frequency
. collect_stats:pallets-flask-commit_activity
. collect_stats:pallets-flask-participation
. collect_stats:pallets-flask-releases
. collect_stats:modin-project-modin-code_frequency
. collect_stats:modin-project-modin-commit_activity
. collect_stats:modin-project-modin-participation
. collect_stats:modin-project-modin-releases
. collect_stats:spesmilo-electrum-code_frequency
. collect_stats:spesmilo-electrum-commit_activity
. collect_stats:spesmilo-electrum-participation
. collect_stats:spesmilo-electrum-releases
. collect_stats:iterative-dvc-code_frequency
. collect_stats:iterative-dvc-commit_activity
. collect_stats:iterative-dvc-participation
. collect_stats:iterative-dvc-releases
. collect_stats:tgalal-yowsup-code_frequency
. collect_stats:tgalal-yowsup-commit_activity
. collect_stats:tgalal-yowsup-participation
. collect_stats:tgalal-yowsup-releases
. collect_stats:Azure-azure-cli-code_frequency
. collect_stats:Azure-azure-cli-commit_activity
. collect_stats:Azure-azure-cli-participation
. collect_stats:Azure-azure-cli-releases
. collect_stats:shadowsocksr-backup-shadowsocksr-code_frequency
. collect_stats:shadowsocksr-backup-shadowsocksr-commit_activity
. collect_stats:shadowsocksr-backup-shadowsocksr-participation
. collect_stats:shadowsocksr-backup-shadowsocksr-releases
. collect_stats:ranger-ranger-code_frequency
. collect_stats:ranger-ranger-commit_activity
. collect_stats:ranger-ranger-participation
. collect_stats:ranger-ranger-releases
. collect_stats:localstack-localstack-code_frequency
. collect_stats:localstack-localstack-commit_activity
. collect_stats:localstack-localstack-participation
. collect_stats:localstack-localstack-releases
. collect_stats:MatrixTM-MHDDoS-code_frequency
. collect_stats:MatrixTM-MHDDoS-commit_activity
. collect_stats:MatrixTM-MHDDoS-participation
. collect_stats:MatrixTM-MHDDoS-releases
. collect_stats:soimort-you-get-code_frequency
. collect_stats:soimort-you-get-commit_activity
. collect_stats:soimort-you-get-participation
. collect_stats:soimort-you-get-releases
. collect_stats:Gameye98-Lazymux-code_frequency
. collect_stats:Gameye98-Lazymux-commit_activity
. collect_stats:Gameye98-Lazymux-participation
. collect_stats:Gameye98-Lazymux-releases
. collect_stats:allenai-allennlp-code_frequency
. collect_stats:allenai-allennlp-commit_activity
. collect_stats:allenai-allennlp-participation
. collect_stats:allenai-allennlp-releases
. collect_stats:CorentinJ-Real-Time-Voice-Cloning-code_frequency
. collect_stats:CorentinJ-Real-Time-Voice-Cloning-commit_activity
. collect_stats:CorentinJ-Real-Time-Voice-Cloning-participation
. collect_stats:CorentinJ-Real-Time-Voice-Cloning-releases
. collect_stats:RasaHQ-rasa-code_frequency
. collect_stats:RasaHQ-rasa-commit_activity
. collect_stats:RasaHQ-rasa-participation
. collect_stats:RasaHQ-rasa-releases
. collect_stats:websocket-client-websocket-client-code_frequency
. collect_stats:websocket-client-websocket-client-commit_activity
. collect_stats:websocket-client-websocket-client-participation
. collect_stats:websocket-client-websocket-client-releases
. collect_stats:scrapy-scrapy-code_frequency
. collect_stats:scrapy-scrapy-commit_activity
. collect_stats:scrapy-scrapy-participation
. collect_stats:scrapy-scrapy-releases
. collect_stats:eriklindernoren-PyTorch-YOLOv3-code_frequency
. collect_stats:eriklindernoren-PyTorch-YOLOv3-commit_activity
. collect_stats:eriklindernoren-PyTorch-YOLOv3-participation
. collect_stats:eriklindernoren-PyTorch-YOLOv3-releases
. collect_stats:trustedsec-social-engineer-toolkit-code_frequency
. collect_stats:trustedsec-social-engineer-toolkit-commit_activity
. collect_stats:trustedsec-social-engineer-toolkit-participation
. collect_stats:trustedsec-social-engineer-toolkit-releases
. collect_stats:zalando-patroni-code_frequency
. collect_stats:zalando-patroni-commit_activity
. collect_stats:zalando-patroni-participation
. collect_stats:zalando-patroni-releases
. collect_stats:aboul3la-Sublist3r-code_frequency
. collect_stats:aboul3la-Sublist3r-commit_activity
. collect_stats:aboul3la-Sublist3r-participation
. collect_stats:aboul3la-Sublist3r-releases
. collect_stats:lra-mackup-code_frequency
. collect_stats:lra-mackup-commit_activity
. collect_stats:lra-mackup-participation
. collect_stats:lra-mackup-releases
. collect_stats:MrS0m30n3-youtube-dl-gui-code_frequency
. collect_stats:MrS0m30n3-youtube-dl-gui-commit_activity
. collect_stats:MrS0m30n3-youtube-dl-gui-participation
. collect_stats:MrS0m30n3-youtube-dl-gui-releases
. collect_stats:Bitwise-01-Instagram--code_frequency
. collect_stats:Bitwise-01-Instagram--commit_activity
. collect_stats:Bitwise-01-Instagram--participation
. collect_stats:Bitwise-01-Instagram--releases
. collect_stats:bokeh-bokeh-code_frequency
. collect_stats:bokeh-bokeh-commit_activity
. collect_stats:bokeh-bokeh-participation
. collect_stats:bokeh-bokeh-releases
. collect_stats:quantopian-zipline-code_frequency
. collect_stats:quantopian-zipline-commit_activity
. collect_stats:quantopian-zipline-participation
. collect_stats:quantopian-zipline-releases
. collect_stats:jupyter-jupyter-code_frequency
. collect_stats:jupyter-jupyter-commit_activity
. collect_stats:jupyter-jupyter-participation
. collect_stats:jupyter-jupyter-releases
. collect_stats:dbcli-pgcli-code_frequency
. collect_stats:dbcli-pgcli-commit_activity
. collect_stats:dbcli-pgcli-participation
. collect_stats:dbcli-pgcli-releases
. collect_stats:aws-aws-cli-code_frequency
. collect_stats:aws-aws-cli-commit_activity
. collect_stats:aws-aws-cli-participation
. collect_stats:aws-aws-cli-releases
. collect_stats:ocrmypdf-OCRmyPDF-code_frequency
. collect_stats:ocrmypdf-OCRmyPDF-commit_activity
. collect_stats:ocrmypdf-OCRmyPDF-participation
. collect_stats:ocrmypdf-OCRmyPDF-releases
. collect_stats:apache-airflow-code_frequency
. collect_stats:apache-airflow-commit_activity
. collect_stats:apache-airflow-participation
. collect_stats:apache-airflow-releases
. collect_stats:encode-uvicorn-code_frequency
. collect_stats:encode-uvicorn-commit_activity
. collect_stats:encode-uvicorn-participation
. collect_stats:encode-uvicorn-releases
. collect_stats:mwaskom-seaborn-code_frequency
. collect_stats:mwaskom-seaborn-commit_activity
. collect_stats:mwaskom-seaborn-participation
. collect_stats:mwaskom-seaborn-releases
. collect_stats:NVIDIA-apex-code_frequency
. collect_stats:NVIDIA-apex-commit_activity
. collect_stats:NVIDIA-apex-participation
. collect_stats:NVIDIA-apex-releases
. collect_stats:numenta-nupic-code_frequency
. collect_stats:numenta-nupic-commit_activity
. collect_stats:numenta-nupic-participation
. collect_stats:numenta-nupic-releases
. collect_stats:wiseodd-generative-models-code_frequency
. collect_stats:wiseodd-generative-models-commit_activity
. collect_stats:wiseodd-generative-models-participation
. collect_stats:wiseodd-generative-models-releases
. collect_stats:TeamUltroid-Ultroid-code_frequency
. collect_stats:TeamUltroid-Ultroid-commit_activity
. collect_stats:TeamUltroid-Ultroid-participation
. collect_stats:TeamUltroid-Ultroid-releases
. collect_stats:deeppavlov-DeepPavlov-code_frequency
. collect_stats:deeppavlov-DeepPavlov-commit_activity
. collect_stats:deeppavlov-DeepPavlov-participation
. collect_stats:deeppavlov-DeepPavlov-releases
. collect_stats:openai-baselines-code_frequency
. collect_stats:openai-baselines-commit_activity
. collect_stats:openai-baselines-participation
. collect_stats:openai-baselines-releases
. collect_stats:lyst-lightfm-code_frequency
. collect_stats:lyst-lightfm-commit_activity
. collect_stats:lyst-lightfm-participation
. collect_stats:lyst-lightfm-releases
. collect_stats:deezer-spleeter-code_frequency
. collect_stats:deezer-spleeter-commit_activity
. collect_stats:deezer-spleeter-participation
. collect_stats:deezer-spleeter-releases
. collect_stats:babysor-MockingBird-code_frequency
. collect_stats:babysor-MockingBird-commit_activity
. collect_stats:babysor-MockingBird-participation
. collect_stats:babysor-MockingBird-releases
. collect_stats:tensorlayer-TensorLayer-code_frequency
. collect_stats:tensorlayer-TensorLayer-commit_activity
. collect_stats:tensorlayer-TensorLayer-participation
. collect_stats:tensorlayer-TensorLayer-releases
. collect_stats:flask-admin-flask-admin-code_frequency
. collect_stats:flask-admin-flask-admin-commit_activity
. collect_stats:flask-admin-flask-admin-participation
. collect_stats:flask-admin-flask-admin-releases
. collect_stats:codelucas-newspaper-code_frequency
. collect_stats:codelucas-newspaper-commit_activity
. collect_stats:codelucas-newspaper-participation
. collect_stats:codelucas-newspaper-releases
. collect_stats:dmlc-gluon-nlp-code_frequency
. collect_stats:dmlc-gluon-nlp-commit_activity
. collect_stats:dmlc-gluon-nlp-participation
. collect_stats:dmlc-gluon-nlp-releases
. collect_stats:python-poetry-poetry-code_frequency
. collect_stats:python-poetry-poetry-commit_activity
. collect_stats:python-poetry-poetry-participation
. collect_stats:python-poetry-poetry-releases
. collect_stats:darknessomi-musicbox-code_frequency
. collect_stats:darknessomi-musicbox-commit_activity
. collect_stats:darknessomi-musicbox-participation
. collect_stats:darknessomi-musicbox-releases
. collect_stats:pyro-ppl-pyro-code_frequency
. collect_stats:pyro-ppl-pyro-commit_activity
. collect_stats:pyro-ppl-pyro-participation
. collect_stats:pyro-ppl-pyro-releases
. collect_stats:alexjc-neural-enhance-code_frequency
. collect_stats:alexjc-neural-enhance-commit_activity
. collect_stats:alexjc-neural-enhance-participation
. collect_stats:alexjc-neural-enhance-releases
. collect_stats:QuantEcon-QuantEcon.py-code_frequency
. collect_stats:QuantEcon-QuantEcon.py-commit_activity
. collect_stats:QuantEcon-QuantEcon.py-participation
. collect_stats:QuantEcon-QuantEcon.py-releases
. collect_stats:Gallopsled-pwntools-code_frequency
. collect_stats:Gallopsled-pwntools-commit_activity
. collect_stats:Gallopsled-pwntools-participation
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16
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## explore the data in dataframes
metadata
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df = pandas . DataFrame ( get_iterables (), columns = "url project repo" . split ()) . set_index ( "url" )
df = df . set_index ( df . index . str . rpartition ( "/" ) . get_level_values ( - 1 ) . rename ( "stat" ), append = True )
df = df . reorder_levels ([ 1 , 0 ], axis = 0 )
metadata
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0 outputs.
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releases = df . loc [ "releases" ] . index . to_series () . map ( get_stats ) . apply ( pandas . Series ) . stack () . apply ( pandas . Series )
metadata
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/tmp/ipykernel_70909/139248023.py:1: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.
releases =df.loc["releases"].index.to_series().map(get_stats).apply(pandas.Series).stack().apply(pandas.Series)
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releases [[ "tag_name" , "published_at" ]]
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tag_name
published_at
url
https://api.github.com/repos/tensorflow/models/releases
0
v2.11.0
2022-11-23T00:09:34Z
1
v2.10.1
2022-11-17T05:15:35Z
2
v2.10.0
2022-09-19T21:45:22Z
3
v2.7.2
2022-07-08T06:48:39Z
4
v2.9.2
2022-05-20T04:55:27Z
...
...
...
...
https://api.github.com/repos/open-mmlab/mmcv/releases
25
v1.3.13
2021-09-10T03:43:36Z
26
v1.3.12
2021-08-24T14:17:49Z
27
v1.3.11
2021-08-12T09:20:52Z
28
v1.3.10
2021-07-24T12:40:10Z
29
v1.3.9
2021-07-10T03:07:15Z
2808 rows × 2 columns
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freq = df . loc [ "code_frequency" ] . index . to_series () . map (
get_stats
) . apply (
pandas . Series
) . stack () . reset_index ( - 1 , drop = True ) . apply ( pandas . Series )
freq . columns = list ( "w+-" )
freq . w = freq . w . pipe ( pandas . to_datetime , unit = "s" )
freq = freq . set_index ( freq . index . map ( operator . itemgetter ( slice ( len ( GH ) + 7 , - len ( "/stats/code_frequency" )))))
metadata
8
0 outputs.
Out
[
19
]
22
executed
In
[
20
]
code
metadata
1
4 outputs.
Out
[
20
]
23
executed
In
[
28
]
code
b = freq [ list ( "+-" )] . abs () . sum ( axis = 1 ) . gt ( 0 )
metadata
1
0 outputs.
Out
[
28
]
24
executed
In
[
34
]
code
freq [ b ][ list ( "+-" )] . describe ()
metadata
1
1 outputs.
Out
[
34
]
+
-
count
5.267500e+04
5.267500e+04
mean
5.047921e+03
-4.063599e+03
std
8.565557e+04
9.036993e+04
min
0.000000e+00
-1.494524e+07
25%
4.000000e+01
-6.400000e+02
50%
2.940000e+02
-1.100000e+02
75%
1.367500e+03
-1.300000e+01
max
1.461846e+07
0.000000e+00