diff --git a/src/metadata.yaml b/src/metadata.yaml index a4dd31f..ae8a643 100644 --- a/src/metadata.yaml +++ b/src/metadata.yaml @@ -12,6 +12,21 @@ supervisor: cosupervisor: title: Dott.ssa name: Vittoria Nardone +abstract: | + Negli ultimi anni lo sviluppo di progetti di machine learning (ML) ha subito una forte crescita che si è riflessa anche nell'ambito della ricerca. + In letteratura sono presenti diversi lavori che vanno a comparare progetti di ML con progetti generici o che confrontano progetti di ML realizzati con diversi tool e framework. + In questa tesi si vuole indagare l'esistenza di differenze tra issue fixing di ML e issue generiche all'interno di progetti open source di ML realizzati in Python. + + In particolare l'attenzione è rivolta: + + - all'impatto dei cambiamenti sull'architettura del sistema. + - alla distribuzione delle issue lungo le vari fasi di un workflow di ML. + - all'entropia del cambiamento generata dai fix. + - al livello di discussione delle issue. + - al time-to-fix delle problematiche. + + Questo studio mostra come non esistano differenze rilevanti in termini di entropia del cambiamento, ma sono presenti differenze significative per quanto riguarda il time-to-fix e il livello di discussione. + Inoltre si è visto che la diversa natura dei progetti si riflette sull'architettura dei sistemi considerati. ############# babel: italian lang: it-IT diff --git a/util/.idea/.gitignore b/util/.idea/.gitignore new file mode 100755 index 0000000..73f69e0 --- /dev/null +++ b/util/.idea/.gitignore @@ -0,0 +1,8 @@ +# Default ignored files +/shelf/ +/workspace.xml +# Datasource local storage ignored files +/dataSources/ +/dataSources.local.xml +# Editor-based HTTP Client requests +/httpRequests/ diff --git a/util/.idea/inspectionProfiles/Project_Default.xml b/util/.idea/inspectionProfiles/Project_Default.xml new file mode 100755 index 0000000..c19775e --- /dev/null +++ b/util/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,162 @@ + + + + \ No newline at end of file diff --git a/util/.idea/inspectionProfiles/profiles_settings.xml b/util/.idea/inspectionProfiles/profiles_settings.xml new file mode 100755 index 0000000..105ce2d --- /dev/null +++ b/util/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/util/.idea/misc.xml b/util/.idea/misc.xml new file mode 100755 index 0000000..d1e22ec --- /dev/null +++ b/util/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/util/.idea/modules.xml b/util/.idea/modules.xml new file mode 100755 index 0000000..8ef5642 --- /dev/null +++ b/util/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/util/.idea/util.iml b/util/.idea/util.iml new file mode 100755 index 0000000..2c1d26d --- /dev/null +++ b/util/.idea/util.iml @@ -0,0 +1,11 @@ + + + + + + + + + + \ No newline at end of file diff --git a/util/.idea/vcs.xml b/util/.idea/vcs.xml new file mode 100755 index 0000000..6c0b863 --- /dev/null +++ b/util/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/util/.ipynb_checkpoints/l2-checkpoint.ipynb b/util/.ipynb_checkpoints/l2-checkpoint.ipynb new file mode 100755 index 0000000..139c0ca --- /dev/null +++ b/util/.ipynb_checkpoints/l2-checkpoint.ipynb @@ -0,0 +1,126 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "model training 128\n", + "model evaluation 91\n", + "model deployment 75\n", + "data cleaning 59\n", + "model requirements 47\n", + "feature engineering 36\n", + "data collection 25\n", + "Name: classification, dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "data = pd.read_csv('sampling_nb - sampling_nb.csv')\n", + "\n", + "data.drop(['second', 'url'], inplace=True, axis=1)\n", + "\n", + "data = data[~data['classification'].isin(['?', '', 'no pipeline', 'page not found', 'chinese', 'data labeling'])]\n", + "\n", + "data['classification'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "classification L2 class\n", + "data cleaning DP-DF 8\n", + " DP-LD 1\n", + " DP-O 17\n", + " DP-P 3\n", + " DP-R 13\n", + " DP-TE 9\n", + " DP-TM 2\n", + " DP-UT 6\n", + "data collection DC-DC 13\n", + " DC-DF 4\n", + " DC-F 3\n", + " DC-NS 1\n", + " DC-O 1\n", + " DC-S 3\n", + "feature engineering FE-BC 8\n", + " FE-CP 8\n", + " FE-H 10\n", + " FE-O 4\n", + " FE-T 6\n", + "model deployment MD-CI 44\n", + " MD-LR 6\n", + " MD-O 10\n", + " MD-SM 14\n", + " ME-O 1\n", + "model evaluation ME-AR 30\n", + " ME-C 29\n", + " ME-O 20\n", + " ME-RQ 8\n", + " ME-TP 4\n", + "model requirements MR-AM 18\n", + " MR-FR 25\n", + " MR-NM 2\n", + " MR-O 2\n", + "model training MT-BL 28\n", + " MT-GPU 19\n", + " MT-O 49\n", + " MT-RU 10\n", + " MT-TT 16\n", + " loss 6\n", + "dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.groupby(['classification', 'L2 class']).size()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/util/__pycache__/cliffsDelta.cpython-39.pyc b/util/__pycache__/cliffsDelta.cpython-39.pyc new file mode 100755 index 0000000..86267e9 Binary files /dev/null and b/util/__pycache__/cliffsDelta.cpython-39.pyc differ diff --git a/util/barplot-commit.py b/util/barplot-commit.py new file mode 100755 index 0000000..270cadf --- /dev/null +++ b/util/barplot-commit.py @@ -0,0 +1,25 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + +if __name__ == '__main__': + data = pd.read_csv('commit.csv') + + data['type'] = data['is_ml'].apply(lambda x: 'ML' if x else 'No ML') + + g = sns.catplot(x="type", kind="count", data=data)\ + .set(title='Istanze dei commit in base al tipo')\ + .set(xlabel='tipo') + + ax = g.facet_axis(0, 0) + for p in ax.patches: + ax.text( + p.get_x() + p.get_width() * 0.39, + p.get_height() + 10, + p.get_height(), + color='black', rotation='horizontal', size='large') + + plt.tight_layout() + #plt.show() + plt.savefig('../src/figures/count-commit.pdf') + diff --git a/util/barplot-issues-labelled.py b/util/barplot-issues-labelled.py new file mode 100755 index 0000000..5ef7d0f --- /dev/null +++ b/util/barplot-issues-labelled.py @@ -0,0 +1,47 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + +if __name__ == '__main__': + data = pd.read_csv('sampling_all.csv') + + data['label'] = data['Classification'].apply(lambda x: x.split(';')[0].strip()) + data = data[~data['label'].isin(['?', 'chinese', 'page not found'])] + data['on_pipe'] = data['label'].apply(lambda x: 'No ML' if x == 'no pipeline' else 'ML') + + g = sns.catplot(x="on_pipe", kind="count", data=data)\ + .set(title='Istanze delle issues in base al tipo')\ + .set(xlabel='tipo') + + ax = g.facet_axis(0, 0) + for p in ax.patches: + ax.text( + p.get_x() + p.get_width() * 0.43, + p.get_height() + 3, + p.get_height(), + color='black', rotation='horizontal', size='large') + + plt.tight_layout() + plt.savefig('../src/figures/count-type.pdf') + #plt.show() + + exit() + plt.close() + + data = data[data['label'] != 'no pipeline'] + g = sns.catplot(y='label', kind='count', data=data, color='green')\ + .set(title='Istanze delle issues in base alla fase') \ + .set(ylabel='fase') + + ax = g.facet_axis(0, 0) + for p in ax.patches: + ax.text( + p.get_width() + 0.25, + p.get_y() + p.get_height() / 2, + p.get_width(), + color='black', rotation='horizontal', size='large') + + plt.tight_layout() + plt.savefig('../src/figures/count-phases.pdf') + + diff --git a/util/cliffsDelta.py b/util/cliffsDelta.py new file mode 100755 index 0000000..24530c2 --- /dev/null +++ b/util/cliffsDelta.py @@ -0,0 +1,49 @@ +from __future__ import division + + +def cliffsDelta(lst1, lst2, **dull): + + """Returns delta and true if there are more than 'dull' differences""" + if not dull: + dull = {'small': 0.147, 'medium': 0.33, 'large': 0.474} # effect sizes from (Hess and Kromrey, 2004) + m, n = len(lst1), len(lst2) + lst2 = sorted(lst2) + j = more = less = 0 + for repeats, x in runs(sorted(lst1)): + while j <= (n - 1) and lst2[j] < x: + j += 1 + more += j*repeats + while j <= (n - 1) and lst2[j] == x: + j += 1 + less += (n - j)*repeats + d = (more - less) / (m*n) + size = lookup_size(d, dull) + return d, size + + +def lookup_size(delta: float, dull: dict) -> str: + """ + :type delta: float + :type dull: dict, a dictionary of small, medium, large thresholds. + """ + delta = abs(delta) + if delta < dull['small']: + return 'negligible' + if dull['small'] <= delta < dull['medium']: + return 'small' + if dull['medium'] <= delta < dull['large']: + return 'medium' + if delta >= dull['large']: + return 'large' + + +def runs(lst): + """Iterator, chunks repeated values""" + for j, two in enumerate(lst): + if j == 0: + one, i = two, 0 + if one != two: + yield j - i, one + i = j + one = two + yield j - i + 1, two diff --git a/util/commit.csv b/util/commit.csv new file mode 100755 index 0000000..7d9247a --- /dev/null +++ b/util/commit.csv @@ -0,0 +1,3322 @@ +project,commit,commit_date,author,files,changed_lines,issues,is_ml +1adrianb/face-alignment,7bef25dfe9fa41730cb2d63b21eaa82e68dca1a1,2017-09-20 08:49:02,Adrian Bulat <1adrianb@users.noreply.github.com>,['README.md'],[2],[1],False 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'README.md', 'docs/source/conf.py', 'docs/source/osmnx.rst', 'osmnx/__init__.py', 'osmnx/buildings.py', 'osmnx/plot.py', 'osmnx/pois.py', 'osmnx/projection.py', 'osmnx/save_load.py', 'osmnx/utils.py', 'requirements-dev.txt', 'requirements.txt', 'setup.py', 'tests/test_osmnx.py']","[4, 9, 13, 8, 2, 2, 11, 6, 6, 167, 4, 8, 5, 29, 230, 1, 4, 2, 59]",[2],True +gboeing/osmnx,d61738f5870dd6d799cd6eeefec8f2538b7ac8c9,2019-04-11 10:42:50,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['.travis.yml', 'CHANGELOG.md', 'README.md', 'docker/Dockerfile', 'docker/environment.yml', 'docker/readme.md', 'docker/windows-env/create-windows-environment.bat', 'docker/windows-env/environment-windows.yml', 'docker/windows-env/requirements-more.txt', 'docs/source/index.rst', 'osmnx/core.py', 'setup.py']","[20, 5, 46, 51, 201, 5, 14, 200, 20, 22, 2, 4]",[3],True +gboeing/osmnx,0e3117135affa3c09bf8af4c81635f1cd114f9e1,2019-04-15 09:24:30,Geoff Boeing ,"['osmnx/save_load.py', 'osmnx/settings.py', 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17]","[292, 290]",True +gboeing/osmnx,e0bc2a0148149d857091ebc4b4aa2abf805231e9,2019-06-07 08:30:27,Geoff Boeing ,"['osmnx/footprints.py', 'tests/input_data/clapham_common.json', 'tests/input_data/inner_chain.json', 'tests/input_data/mis_tagged_bus_route.json', 'tests/input_data/new_river_head.json', 'tests/input_data/relation_no_outer.json', 'tests/test_osmnx.py']","[306, 1, 1, 1, 1, 1, 43]",[289],True +gboeing/osmnx,5f8a8139a471c49ef353914638f94e26a233efaa,2019-06-07 08:36:29,gboeing ,['osmnx/pois.py'],[2],[275],True +gboeing/osmnx,68fc1065734f792edbafd67d119ba01fd9e0d5e3,2019-06-06 13:15:24,Enrique Arriaga ,"['osmnx/core.py', 'osmnx/settings.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[5, 3, 6, 19]",[219],False +gboeing/osmnx,a82e466c2f2cbd8056409577ff080dd5beb17890,2019-06-07 08:41:15,Geoff Boeing ,"['osmnx/core.py', 'osmnx/settings.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[5, 3, 6, 19]","[294, 219]",True +gboeing/osmnx,54f5f765538e75f12feaa7405cdb045a5eea36e1,2019-06-07 09:20:54,Geoff Boeing ,"['CHANGELOG.md', 'docker/windows-env/environment-windows.yml', 'osmnx/footprints.py', 'osmnx/pois.py', 'osmnx/settings.py', 'osmnx/utils.py']","[5, 68, 4, 2, 2, 10]",[297],False +gboeing/osmnx,5176d4a2f86fd2adaf523d3d9bd0bed9b9b1d6ec,2019-08-24 10:11:05,gboeing ,['osmnx/footprints.py'],[2],[326],False +gboeing/osmnx,edd4b37d68d3a039d2ccd8d9410edabd48de4748,2019-08-24 10:12:45,Geoff Boeing ,"['docker/windows-env/environment-windows.yml', 'docker/windows-env/requirements-more.txt', 'osmnx/footprints.py']","[135, 1, 2]",[327],False +gboeing/osmnx,b9e0ed4065f995c99d40bac2c9fe976e21fda5e5,2019-10-02 09:39:37,gboeing ,['osmnx/plot.py'],[2],[336],True +gboeing/osmnx,3126f7f68a308e2fefea9ff86ff59047267d036a,2019-10-02 09:40:46,Geoff Boeing ,['tests/test_osmnx.py'],[1],[332],False +gboeing/osmnx,e0bb8bc38bf3a98cf00bcd1402344dd5a980ca41,2019-10-02 09:52:10,Geoff Boeing ,"['osmnx/core.py', 'osmnx/settings.py', 'osmnx/utils.py']","[7, 3, 4]",[302],False 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'osmnx/stats.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[3, 466, 450, 4, 21, 2, 42, 3, 2, 3, 2, 7, 1166, 69]",[1],False +gboeing/osmnx,150ced51e2cac705e54ea5538234efb269ce0778,2019-12-02 12:00:53,Pedro Camargo ,"['docker/Dockerfile', 'docker/readme.md', 'osmnx/stats.py', 'tests/run_tests.sh']","[20, 33, 3, 1]",[2],True +gboeing/osmnx,bde270d4a148d8f8911aef59c86a099adc76c24f,2019-12-03 17:36:44,Geoff Boeing ,"['osmnx/__init__.py', 'osmnx/core.py', 'osmnx/downloader.py', 'osmnx/elevation.py', 'osmnx/errors.py', 'osmnx/footprints.py', 'osmnx/osm_content_handler.py', 'osmnx/pois.py', 'osmnx/projection.py', 'osmnx/save_load.py', 'osmnx/simplify.py', 'osmnx/stats.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[3, 466, 450, 4, 21, 2, 42, 3, 2, 3, 2, 7, 1166, 69]",[345],False +gboeing/osmnx,519aa86f5e4d1624ff41016a4acee2c6abc8e205,2019-12-31 17:05:57,Geoff Boeing ,['osmnx/geo_utils.py'],[12],"[361, 360]",True +gboeing/osmnx,71cd658df68391d24501d63c42a52712e18edcb7,2020-01-06 08:33:26,Geoff Boeing ,"['osmnx/projection.py', 'osmnx/save_load.py']","[1, 1]",[364],False +gboeing/osmnx,11888570c4e6dd3b482cbef64ca2f718a316e9bb,2020-01-06 10:50:41,Geoff Boeing ,"['osmnx/projection.py', 'requirements.txt']","[36, 1]",[365],False +gboeing/osmnx,499a8e685342f9e040504411bbfbc20c9ee6cdeb,2020-01-06 14:05:22,Geoff Boeing ,"['osmnx/geo_utils.py', 'osmnx/pois.py', 'osmnx/utils.py']","[32, 2, 29]",[366],False +gboeing/osmnx,9d72388ac15cd8dfd634ca4abd04af1bfcf2ae24,2020-01-07 13:45:38,Geoff Boeing ,"['osmnx/core.py', 'osmnx/save_load.py', 'osmnx/settings.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[11, 38, 4, 93, 9]","[359, 356]",True +gboeing/osmnx,bc25ee5aa76526b7a66f46c4c62fce8a2ec2b21d,2020-01-11 20:37:43,Geoff Boeing ,"['osmnx/save_load.py', 'tests/test_osmnx.py']","[37, 10]",[369],False +gboeing/osmnx,019228a8a17943abfc9e3665987baac16085f0f4,2020-01-30 15:15:42,Geoff Boeing ,"['osmnx/save_load.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[94, 101, 12]",[371],True +gboeing/osmnx,412a21eda7e49a752aea969e5f0e9ac9fe18d537,2020-01-31 10:21:47,gboeing ,['osmnx/core.py'],[4],[372],False +gboeing/osmnx,6a4ef7fe6030c0567f325e6b5feb8029ca44103c,2020-01-31 10:50:17,Geoff Boeing ,"['CHANGELOG.md', 'docker/requirements.txt', 'docs/source/conf.py', 'osmnx/__init__.py', 'requirements.txt', 'setup.py']","[5, 2, 2, 2, 6, 2]",[374],False +gboeing/osmnx,9121c156ed911eab1ba4e431d2bc83c0f0149c2d,2020-01-31 14:20:14,Geoff Boeing ,"['docker/environment.yml', 'docker/windows-env/create-windows-environment.bat', 'docker/windows-env/environment-windows.yml']","[221, 2, 190]",[375],False +gboeing/osmnx,e16c922698aaf55e64f7ba45d1c4dd5dbcdd0409,2020-02-03 14:49:48,whereiszoe <60506769+whereiszoe@users.noreply.github.com>,['osmnx/core.py'],[9],[373],True +gboeing/osmnx,61ee771df6f03ac85da239c24add0475a20a0c0f,2020-02-06 16:44:40,Geoff Boeing ,['osmnx/core.py'],[9],[378],True +gboeing/osmnx,68f20ebd9dde80073b66f4a14d5e532278a12c4a,2020-02-06 16:45:46,Geoff Boeing ,['osmnx/geo_utils.py'],[2],[380],False +gboeing/osmnx,5c7233743dd2e65024f5764fba745371d82e4b39,2020-02-13 20:22:44,Geoff Boeing ,"['osmnx/downloader.py', 'osmnx/geo_utils.py']","[5, 20]","[386, 385]",True +gboeing/osmnx,faa501cee7d321fcc2472b7ed7dcad272db337fc,2020-02-18 13:29:41,Max Gardner ,['osmnx/save_load.py'],[30],[381],True +gboeing/osmnx,15eddc0672f0ec951ada1b89eb417df44d35636e,2020-02-18 15:53:22,Geoff Boeing ,['osmnx/save_load.py'],[30],"[390, 381]",True +gboeing/osmnx,61c982e4334ce8cbf0227394d93de6c3e1a6e297,2020-03-25 09:54:17,Geoff Boeing ,"['osmnx/core.py', 'osmnx/footprints.py', 'osmnx/pois.py', 'osmnx/settings.py', 'tests/test_osmnx.py']","[68, 63, 73, 4, 9]",[405],True +gboeing/osmnx,eeb1e76d49a14a4ed9ce481514e1e0f394e9fae0,2020-03-25 10:27:27,Geoff Boeing ,['osmnx/footprints.py'],[6],"[406, 399]",False +gboeing/osmnx,be89e08976b9433574011b4a3c2b51881bb3e80c,2020-04-02 21:07:19,Geoff Boeing ,"['osmnx/save_load.py', 'tests/test_osmnx.py']","[71, 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19:14:08,Will Deakin ,['osmnx/core.py'],[2],[436],True +gboeing/osmnx,fd99397e07a174f65592f202ba0074a963060282,2020-04-30 11:35:11,Geoff Boeing ,['osmnx/core.py'],[6],[437],False +gboeing/osmnx,3520b244b349cd45ec1ef1baea3d239795d595f3,2020-04-30 13:48:11,Geoff Boeing ,"['CHANGELOG.md', 'README.md', 'docs/source/conf.py', 'docs/source/index.rst', 'osmnx/__init__.py', 'setup.py']","[11, 171, 2, 12, 2, 2]",[440],False +gboeing/osmnx,5aa776ce9ddca389c1d9abdcf6d8a6f4e0444064,2020-05-04 17:40:34,Geoff Boeing ,['osmnx/simplify.py'],[32],[442],False +gboeing/osmnx,ec70d4dccc9b865ae8f5b434b12ca540e126e35f,2020-05-06 15:48:49,Geoff Boeing ,"['osmnx/geo_utils.py', 'tests/test_osmnx.py']","[78, 2]",[443],False +gboeing/osmnx,6877ac290bc75bfcc0b1d7976bc78573ab684786,2020-05-07 08:26:14,Geoff Boeing ,"['osmnx/core.py', 'osmnx/footprints.py', 'osmnx/pois.py', 'osmnx/settings.py']","[38, 110, 125, 8]",[446],False +gboeing/osmnx,571d3a42b8dee00f08c9b2b87d5644c95d9f7430,2020-05-11 18:04:06,Geoff Boeing 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<2326428753@qq.com>,['aocr/model/model.py'],[2],"[86, 131]",True,feature engineering,0.19667660678508753,0.008080299772672453,2018-05-10 06:40:50,2019-04-17 03:04:59,4.0,51.785714285714285,341 +emedvedev/attention-ocr,03bf2264ec209d41db050c46f0e455aa20f3c89a,2019-04-17 05:04:21,Ed Medvedev ,['aocr/model/model.py'],[2],"[132, 86, 131]",True,feature engineering,0.19667660678508753,0.008080299772672453,2018-05-10 06:40:50,2019-04-17 03:04:59,4.0,74.85714285714285,341 +emedvedev/attention-ocr,264af1b68d4e1f61322dfdaf1a414eac44f41195,2019-10-14 18:27:07,Ed Medvedev ,['README.md'],[2],[149],False,,0.19667660678508753,0.008080299772672453,2019-10-14 05:46:58,2019-10-14 11:27:07,2.0,12.5,0 +emedvedev/attention-ocr,e05aa76ae054ee55da1978b78ef8cbafb4e5997a,2020-10-12 14:02:50,Ed Medvedev ,['README.md'],[2],[177],False,,0.19667660678508753,0.008080299772672453,2020-10-12 07:02:45,2020-10-12 07:02:51,0.0,0.0,0 +emedvedev/attention-ocr,f187d073b18fee6edcd457735062612b1cfdfdef,2020-10-31 21:40:19,Ed Medvedev ,['README.md'],[6],[178],False,,0.19667660678508753,0.02051741654420102,2020-10-31 19:39:31,2020-10-31 19:40:20,0.0,0.0,0 +gboeing/osmnx,3de070a972b15c5269c2af46aba0b44c8546a4ee,2016-12-19 12:48:35,Geoff Boeing ,[],[],[18],False,,-0.0,0.0,2016-12-13 00:30:34,2016-12-19 20:48:35,1.0,21.0,6 +gboeing/osmnx,e56bdd27a36cd32d9f81b47d96f307be063c72ab,2017-03-01 12:37:55,gboeing ,['osmnx/stats.py'],[13],[35],False,,0.09375,0.009460999657754241,2017-03-01 20:37:11,2017-03-01 20:38:01,0.0,0.0,0 +gboeing/osmnx,9449260f4b1d144281890cd0e907f2eb36fddd7c,2017-03-02 17:08:31,Geoff Boeing ,['osmnx/plot.py'],[36],"[36, 34]",False,,0.09375,0.02237013654606166,2017-03-01 13:06:17,2017-03-03 01:08:32,4.0,19.1,1 +gboeing/osmnx,76cdea63eb6c29b1f49b99bf9217e93c3575ca9e,2017-03-21 12:28:33,gboeing ,['osmnx/save_load.py'],[2],[42],True,,0.09375,0.001846509846288061,2017-03-21 16:50:14,2017-03-21 19:28:39,1.0,1.0,0 +gboeing/osmnx,6c15c2ae48979bed81e6b220a22d404e8dde3d51,2017-03-31 22:22:06,gboeing ,['osmnx/save_load.py'],[6],[43],True,,0.09375,0.004851113800893506,2017-03-31 11:53:25,2017-04-01 05:21:57,1.0,30.0,0 +gboeing/osmnx,a40990f4ca143c4cf99ed8f73d5e4bb9bca47771,2017-04-17 16:12:35,gboeing ,['osmnx/core.py'],[16],[46],True,,0.09375,0.011297342995004069,2017-04-17 17:30:50,2017-04-17 23:12:46,3.0,151.33333333333334,0 +gboeing/osmnx,6773221929865528254bfe276cd35031dbd4c938,2017-04-19 13:22:01,gboeing ,['CONTRIBUTING.md'],[17],[47],False,,0.09375,0.01189579204720154,2017-04-19 14:00:36,2017-04-19 20:22:10,1.0,7.0,0 +gboeing/osmnx,1ceb749174d5e939feaf368eb60bf74d4ffdc88d,2017-04-24 22:34:30,gboeing ,['osmnx/core.py'],[32],[48],False,,0.09375,0.02027819547314119,2017-04-25 05:31:03,2017-04-25 05:34:49,1.0,17.0,0 +gboeing/osmnx,3534fef4d6c8b643e45ac141889074770074c906,2017-04-27 10:26:15,gboeing ,"['osmnx/simplify.py', 'tests/test_osmnx.py']","[55, 1]","[12, 49]",True,,0.1875,0.03273783496609204,2016-11-30 12:48:33,2017-04-27 01:18:14,5.5,92.0,147 +gboeing/osmnx,d67b8e435006e282417f78cf44f92d03f783a2df,2017-06-21 18:04:22,gboeing ,['osmnx/buildings.py'],[42],[58],False,,0.09375,0.025422332097320168,2017-05-26 23:57:49,2017-06-22 01:05:26,3.0,16.666666666666668,26 +gboeing/osmnx,5bd67e954049373ac50a5f74e7f92e1c173e233b,2017-06-06 18:05:25,Geoff Boeing ,['osmnx/core.py'],[2],[62],False,,0.09375,0.001846509846288061,2017-06-06 17:39:22,2017-06-07 01:05:25,2.0,8.5,0 +gboeing/osmnx,3bba87f52837411b721b469388cea35703d79593,2017-06-06 18:07:31,Geoff Boeing ,['osmnx/buildings.py'],[2],[57],False,,0.09375,0.001846509846288061,2017-05-23 11:44:07,2017-06-07 01:07:32,2.0,8.5,14 +gboeing/osmnx,4cb1bbd4ea0681aa44a29b3eb3781d8007dd4d61,2017-06-22 08:41:20,Geoff Boeing ,"['.travis.yml', 'requirements-dev.txt', 'requirements.txt', 'setup.py']","[15, 4, 9, 13]",[64],False,,0.375,0.030452380451558878,2017-06-22 12:26:51,2017-06-22 15:41:20,1.0,15.0,0 +gboeing/osmnx,4b4ff76d9e2e99eca3a122bfe1a3fea1c4045095,2017-06-22 10:29:06,Geoff Boeing ,['osmnx/core.py'],[61],[63],False,,0.09375,0.034545350833623416,2017-06-21 11:36:43,2017-06-22 17:29:07,9.0,21.22222222222222,1 +gboeing/osmnx,77864dc9aef8c4b31098580b9e813ee630acf305,2017-06-28 08:27:29,Geoff Boeing ,['osmnx/utils.py'],[5],[69],False,,0.09375,0.004137800569503502,2017-06-28 13:32:43,2017-06-28 15:27:30,1.0,15.0,0 +gboeing/osmnx,73f5c4d22183a89274ee436f43dc495c0e67669a,2017-07-04 12:12:46,gboeing ,['osmnx/utils.py'],[13],[71],False,,0.09375,0.009460999657754241,2017-07-04 06:00:24,2017-07-04 19:12:58,18.0,78.72222222222223,0 +gboeing/osmnx,b86378130b5907e978089886f8d9725d375a7b34,2017-08-16 14:39:12,Geoff Boeing ,"['README.md', 'osmnx/buildings.py', 'osmnx/core.py', 'osmnx/elevation.py', 'osmnx/globals.py', 'osmnx/plot.py', 'osmnx/projection.py', 'osmnx/save_load.py', 'osmnx/simplify.py', 'osmnx/stats.py', 'osmnx/utils.py']","[6, 24, 107, 4, 6, 15, 2, 22, 8, 2, 94]",[81],False,,1.03125,0.16775566767320432,2017-08-15 22:26:16,2017-08-16 21:39:12,7.0,15.142857142857142,0 +gboeing/osmnx,cddf8ac83b4e800b4059a1b74c6a4b6b8e135c23,2017-09-22 21:47:50,Geoff Boeing ,"['osmnx/core.py', 'osmnx/elevation.py', 'osmnx/plot.py', 'osmnx/projection.py', 'osmnx/save_load.py', 'osmnx/simplify.py', 'osmnx/stats.py', 'osmnx/utils.py', 'requirements.txt']","[8, 4, 32, 4, 33, 25, 2, 6, 2]",[84],False,,0.84375,0.0791497510696848,2017-08-22 22:03:56,2017-09-23 04:47:51,8.0,15.0,31 +gboeing/osmnx,5e94988a0c95ddc6fc36838184e3e119e258e0df,2017-10-19 18:57:45,Geoff Boeing ,['README.md'],[2],[99],False,,0.09375,0.001846509846288061,2017-10-20 00:59:04,2017-10-20 01:57:45,3.0,6.0,0 +gboeing/osmnx,9d60947e09a224178f4cc67adc12ffbf8488ed6b,2017-10-15 12:18:23,Geoff Boeing ,"['osmnx/core.py', 'osmnx/utils.py', 'tests/input_data/West-Oakland.osm.bz2', 'tests/test_osmnx.py']","[38, 63, 25]",[95],True,,0.375,0.07535094806801412,2017-10-10 22:12:15,2017-10-15 19:18:24,6.0,80.33333333333333,4 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'tests/input_data/overpass-response-4.json.gz', 'tests/input_data/overpass-response-5.json.gz', 'tests/input_data/overpass-response-6.json.gz', 'tests/input_data/overpass-response-7.json.gz', 'tests/input_data/overpass-response-8.json.gz', 'tests/input_data/overpass-response-9.json.gz', 'tests/test_osmnx.py']","[1, 24, 5, 101]",[103],False,,1.5,0.0729423338163565,2017-10-21 00:49:53,2017-10-24 17:16:11,9.0,21.11111111111111,3 +gboeing/osmnx,4794435e7916b3cf0367ee86cb2d6d8ea65e701b,2017-11-10 14:38:04,gboeing ,"['requirements-dev.txt', 'tests/input_data/nominatim-responses.txt', 'tests/input_data/overpass-response-0.txt', 'tests/input_data/overpass-response-1.json.gz', 'tests/input_data/overpass-response-10.json.gz', 'tests/input_data/overpass-response-11.json.gz', 'tests/input_data/overpass-response-12.json.gz', 'tests/input_data/overpass-response-2.json.gz', 'tests/input_data/overpass-response-3.json.gz', 'tests/input_data/overpass-response-4.json.gz', 'tests/input_data/overpass-response-5.json.gz', 'tests/input_data/overpass-response-6.json.gz', 'tests/input_data/overpass-response-7.json.gz', 'tests/input_data/overpass-response-8.json.gz', 'tests/input_data/overpass-response-9.json.gz', 'tests/test_osmnx.py']","[1, 24, 5, 101]",[103],False,,1.5,0.0729423338163565,2017-10-21 00:49:53,2017-10-24 17:16:11,9.0,21.11111111111111,3 +gboeing/osmnx,1fe9378e5728281e98d5cb724ff9dccdadaaf21b,2017-11-16 20:02:08,Geoff Boeing ,['osmnx/plot.py'],[6],[104],False,,0.09375,0.004851113800893506,2017-11-16 18:00:31,2017-11-17 04:02:08,2.0,9.0,0 +gboeing/osmnx,b2392a066d03f27acd1ac00de7657e71b60876f0,2017-11-19 09:37:07,Geoff Boeing ,['osmnx/projection.py'],[4],[105],False,,0.09375,0.0034034583779677537,2017-11-17 01:21:08,2017-11-19 17:37:08,3.0,11.0,2 +gboeing/osmnx,70195a1021a37afe5c44a1ad0012dca92cb4ce7a,2017-11-19 10:43:00,gboeing ,"['requirements-dev.txt', 'tests/input_data/nominatim-responses.txt', 'tests/input_data/overpass-response-0.txt', 'tests/input_data/overpass-response-1.json.gz', 'tests/input_data/overpass-response-10.json.gz', 'tests/input_data/overpass-response-11.json.gz', 'tests/input_data/overpass-response-12.json.gz', 'tests/input_data/overpass-response-2.json.gz', 'tests/input_data/overpass-response-3.json.gz', 'tests/input_data/overpass-response-4.json.gz', 'tests/input_data/overpass-response-5.json.gz', 'tests/input_data/overpass-response-6.json.gz', 'tests/input_data/overpass-response-7.json.gz', 'tests/input_data/overpass-response-8.json.gz', 'tests/input_data/overpass-response-9.json.gz', 'tests/test_osmnx.py']","[1, 24, 5, 101]",[103],False,,1.5,0.0729423338163565,2017-10-21 00:49:53,2017-10-24 17:16:11,9.0,21.11111111111111,3 +gboeing/osmnx,49163cb99be6aabb437fc7171a39d5cda4013e7a,2017-12-18 11:24:10,Geoff Boeing ,"['.travis.yml', 'osm_api_tests.py', 'osmnx/core.py', 'tests/test_osmnx.py']","[16, 307, 2, 2]",[111],False,,0.375,0.13703805629718116,2017-11-28 05:08:57,2017-12-18 19:24:11,24.0,30.5,20 +gboeing/osmnx,4b94567551654885cf814a772d6d368743cf62bd,2017-12-21 11:52:51,Geoff Boeing ,['.travis.yml'],[2],[117],False,,0.09375,0.001846509846288061,2017-12-19 19:12:55,2018-03-12 05:36:10,17.0,37.23529411764706,82 +gboeing/osmnx,346005dca9219800441ac7ea46d42636a81c15a7,2018-01-31 19:14:51,Geoff Boeing ,"['osmnx/core.py', 'osmnx/settings.py']","[4, 2]",[124],False,,0.1875,0.005249968224255814,2018-01-25 16:19:35,2018-02-01 03:14:52,4.0,16.25,6 +gboeing/osmnx,172106ac2be00489608ed501b7e51429cd2ae5cc,2018-02-01 15:22:11,Geoff Boeing ,['osmnx/plot.py'],[4],[121],False,,0.09375,0.0034034583779677537,2018-01-13 09:20:45,2018-02-01 23:22:12,2.0,8.5,19 +gboeing/osmnx,b26c9a9dc01f1a0ca794244cb8a129b3d8aff808,2018-02-04 14:19:40,Geoff Boeing ,"['.readthedocs.yml', 'docs/environment.yml', 'docs/source/conf.py', 'docs/source/modules.rst', 'osmnx/buildings.py', 'osmnx/simplify.py']","[9, 17, 45, 8, 9, 22]",[126],False,,0.5625,0.07363083702346944,2018-02-04 22:03:29,2018-02-04 22:19:41,3.0,14.333333333333334,0 +gboeing/osmnx,ee3a34f9427391f486bd436fcea7369f8acdfc21,2018-02-15 12:55:13,Geoff Boeing ,"['osmnx/save_load.py', 'osmnx/simplify.py']","[2, 2]",[128],False,,0.1875,0.003693019692576122,2018-02-14 21:23:09,2018-02-15 20:55:14,2.0,9.5,0 +gboeing/osmnx,ef95dcb4f1b85fc439f776c39e3e5509e13b5c4b,2018-02-17 09:55:40,gboeing ,['osmnx/utils.py'],[3],[130],False,,0.09375,0.002642727886403029,2018-02-17 17:55:04,2018-02-17 17:55:48,0.0,0.0,0 +gboeing/osmnx,c62cd1d8f343874998650b7b62552d66b0e31789,2018-02-26 09:14:58,gboeing ,['osmnx/utils.py'],[48],[133],True,,0.09375,0.028384703081246788,2018-02-26 16:59:21,2018-02-26 17:15:05,0.0,0.0,0 +gboeing/osmnx,5c267dcd0dc294232d6b526bd14b2d5e034ae9ee,2018-02-26 09:31:24,Geoff Boeing ,"['osmnx/core.py', 'osmnx/plot.py', 'osmnx/save_load.py', 'osmnx/utils.py']","[5, 2, 10, 2]",[132],False,,0.375,0.015382518114565705,2018-02-22 21:58:44,2018-02-26 17:31:25,1.0,16.0,3 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'tests/test_osmnx.py']","[3, 1, 412, 6, 16]","[146, 116]",True,,0.46875,0.17091939893836114,2017-12-18 07:59:29,2018-04-11 15:33:37,20.5,61.42567567567568,114 +gboeing/osmnx,8a639b1ba7b0d5f468f646618bf8bf947da1eeaa,2018-05-03 21:29:08,Geoff Boeing ,"['.gitignore', 'osmnx/__init__.py', 'osmnx/pois.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[3, 1, 447, 17, 16]",[159],False,,0.46875,0.1869966653938374,2018-05-04 03:33:26,2018-05-04 04:29:08,1.0,15.0,0 +gboeing/osmnx,b7d7cb8469e8d1d642b76d165e57246f6eaaf90d,2018-05-04 08:18:48,Geoff Boeing ,['osmnx/pois.py'],[2],[161],False,,0.09375,0.001846509846288061,2018-05-04 05:43:29,2018-05-04 15:18:49,1.0,16.0,0 +gboeing/osmnx,182175ad7ffe4bf33ce422aae4dea2b6d1b34676,2018-05-17 12:43:31,gboeing ,['osmnx/simplify.py'],[8],[164],False,,0.09375,0.006227794126718771,2018-05-07 12:58:46,2018-05-17 19:43:37,1.0,18.0,10 +gboeing/osmnx,433e5300b5780400c132f8687bb0b1d46f031c02,2018-05-31 11:10:39,Geoff Boeing ,['docs/environment.yml'],[1],[173],False,,0.09375,0.0009956452517961227,2018-05-31 17:38:22,2018-05-31 18:10:39,2.0,10.5,0 +gboeing/osmnx,b63530f8ff0b664f1cb7703e003bb9f0ddceb1b6,2018-07-19 12:30:26,Geoff Boeing ,"['osmnx/core.py', 'osmnx/settings.py']","[12, 5]",[184],True,,0.1875,0.012971344227465409,2018-07-19 15:47:01,2018-07-19 19:30:55,8.0,84.625,0 +gboeing/osmnx,020aa7c77f512f5e25036e5cd190006121fb0a0c,2018-07-19 13:31:26,Geoff Boeing ,['osmnx/utils.py'],[19],[183],True,,0.09375,0.013074591277145867,2018-07-16 15:02:27,2018-07-19 20:31:34,5.0,2180.8,3 +gboeing/osmnx,99debdbb60906b92d9e9e301620fbf087a3aaf28,2018-07-24 09:41:15,gboeing ,['osmnx/buildings.py'],[6],[188],True,,0.09375,0.004851113800893506,2018-07-24 04:13:54,2018-07-24 16:41:21,0.0,0.0,0 +gboeing/osmnx,a58b76ed3634e0dc464ea1cbd78d120a5342c331,2018-07-25 16:27:36,Ayush Yembarwar <32519719+subwayHareArmy@users.noreply.github.com>,['osmnx/core.py'],[1],[1],False,,0.09375,0.0009956452517961227,2016-10-15 10:32:58,2016-10-20 21:34:58,2.0,32.5,5 +gboeing/osmnx,57aeff26f6a26fd166984a2822cb72320daa11bb,2018-08-15 12:59:08,Geoff Boeing ,['osmnx/core.py'],[1],[189],False,,0.09375,0.0009956452517961227,2018-07-25 11:00:23,2018-08-15 19:59:09,0.0,0.0,21 +gboeing/osmnx,0072dca9f8eef021ea545d278c96080f15725acf,2018-08-15 13:00:58,Geoff Boeing ,['osmnx/plot.py'],[158],[152],False,,0.09375,0.07377370175917596,2018-04-11 21:48:20,2018-08-15 20:00:58,4.0,65.25,125 +gboeing/osmnx,c732943b86a10a393ed11d1662663624176d03cf,2018-11-19 09:50:16,Geoff Boeing ,"['osmnx/core.py', 'osmnx/settings.py']","[42, 3]",[213],True,,0.1875,0.028065059983723196,2018-11-18 23:31:19,2018-11-19 14:50:17,5.0,10.6,0 +gboeing/osmnx,3c826cafeb2fe9690bf5b097eaa16564f3a79ae6,2018-12-03 10:11:05,Geoff Boeing ,"['osmnx/core.py', 'tests/test_osmnx.py']","[20, 38]",[206],True,,0.1875,0.037053939197442556,2018-10-12 15:15:09,2018-12-03 15:11:05,14.0,58.07142857142857,51 +gboeing/osmnx,1b586d1f5e8926d2c0c35e49b22bdefa151d6290,2019-01-07 14:53:45,Geoff Boeing ,"['osmnx/utils.py', 'tests/test_osmnx.py']","[44, 7]",[231],False,,0.1875,0.031966088261868336,2018-12-16 05:04:42,2019-01-07 19:53:46,3.0,80.0,22 +gboeing/osmnx,9f2217712c8a9a5ad8299848003ac1fc5f284a58,2019-01-07 14:54:04,Geoff Boeing ,"['osmnx/utils.py', 'tests/test_osmnx.py']","[207, 35]",[234],True,,0.1875,0.1126649358054135,2018-12-19 04:49:31,2019-01-07 19:54:05,8.0,108.375,19 +gboeing/osmnx,749e08d23cdb879b7a1cd128915a323896163f5e,2019-01-26 15:17:02,Geoff Boeing ,"['osmnx/projection.py', 'osmnx/save_load.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[5, 25, 4, 3]",[238],False,,0.375,0.02667086123400624,2018-12-30 20:18:17,2019-01-26 20:17:03,10.0,14.8,26 +gboeing/osmnx,4afd82e5c7db981752351df00fd69be721641ce5,2018-12-07 12:03:09,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['osmnx/core.py', 'tests/test_osmnx.py']","[20, 38]",[1],False,,0.1875,0.037053939197442556,2016-10-15 10:32:58,2016-10-20 21:34:58,2.0,32.5,5 +gboeing/osmnx,c347b5b8e98b3a73a977bc29cd85bbf3d1b5b070,2019-01-26 15:36:56,Geoff Boeing ,['osmnx/buildings.py'],[41],[236],True,,0.09375,0.024920222357856937,2018-12-19 16:02:50,2019-01-26 20:36:57,6.0,15.5,38 +gboeing/osmnx,ca27e04a014dcac54846ce1e893410c9ddef3c66,2019-01-26 15:40:15,Geoff Boeing ,"['osmnx/__init__.py', 'osmnx/footprints.py', 'tests/test_osmnx.py']","[1, 511, 15]",[241],True,,0.28125,0.1876439449244955,2019-01-14 00:53:56,2019-01-26 20:40:16,4.0,14.5,12 +gboeing/osmnx,4435c374a6db960f2200d68343126f2f70751910,2019-01-27 14:15:06,Geoff Boeing ,"['osmnx/utils.py', 'tests/test_osmnx.py']","[17, 7]",[232],True,,0.1875,0.01744273139161867,2018-12-17 15:28:29,2019-01-27 19:15:07,5.0,11.8,41 +gboeing/osmnx,d556dffb1acf383467b88a9bdada61c2306e6377,2019-02-07 11:05:30,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['.github/ISSUE_TEMPLATE.md', '.travis.yml', 'CHANGELOG.md', 'CONTRIBUTING.md', 'LICENSE.txt', 'README.md', 'docs/source/conf.py', 'docs/source/osmnx.rst', 'osmnx/__init__.py', 'osmnx/buildings.py', 'osmnx/plot.py', 'osmnx/pois.py', 'osmnx/projection.py', 'osmnx/save_load.py', 'osmnx/utils.py', 'requirements-dev.txt', 'requirements.txt', 'setup.py', 'tests/test_osmnx.py']","[4, 9, 13, 8, 2, 2, 11, 6, 6, 167, 4, 8, 5, 29, 230, 1, 4, 2, 59]",[2],True,,1.78125,0.2952710368299765,2016-11-08 13:49:28,2016-11-08 21:10:21,1.0,17.0,0 +gboeing/osmnx,d61738f5870dd6d799cd6eeefec8f2538b7ac8c9,2019-04-11 10:42:50,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['.travis.yml', 'CHANGELOG.md', 'README.md', 'docker/Dockerfile', 'docker/environment.yml', 'docker/readme.md', 'docker/windows-env/create-windows-environment.bat', 'docker/windows-env/environment-windows.yml', 'docker/windows-env/requirements-more.txt', 'docs/source/index.rst', 'osmnx/core.py', 'setup.py']","[20, 5, 46, 51, 201, 5, 14, 200, 20, 22, 2, 4]",[3],True,,1.125,0.3002208361328791,2016-11-14 20:51:28,2016-11-15 00:40:54,4.0,99.25,0 +gboeing/osmnx,0e3117135affa3c09bf8af4c81635f1cd114f9e1,2019-04-15 09:24:30,Geoff Boeing ,"['osmnx/save_load.py', 'osmnx/settings.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[92, 8, 14, 5]",[259],True,,0.375,0.06859903490289535,2019-02-15 04:39:15,2019-04-15 13:24:31,8.0,50.125,59 +gboeing/osmnx,99cdbe18161b5ce61f42e835bb9a60bff7efc172,2019-04-24 07:51:50,Geoff Boeing ,['osmnx/plot.py'],[82],[274],False,,0.09375,0.043904437766242324,2019-04-23 14:57:59,2019-04-24 11:51:51,1.0,15.0,0 +gboeing/osmnx,c4f873130ac14f83df1468d55ba499ef147b6ee0,2019-05-07 18:36:48,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['docker/windows-env/environment-windows.yml', 'osmnx/plot.py', 'osmnx/save_load.py', 'osmnx/settings.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[147, 82, 92, 8, 14, 5]",[4],True,,0.5625,0.18224888754034552,2016-11-18 11:24:09,2016-11-18 16:23:20,2.0,13.5,0 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'tests/input_data/mis_tagged_bus_route.json', 'tests/input_data/new_river_head.json', 'tests/input_data/relation_no_outer.json', 'tests/test_osmnx.py']","[306, 1, 1, 1, 1, 1, 43]",[289],True,,0.65625,0.15265459227060796,2019-05-26 19:53:35,2019-06-07 12:30:27,7.0,20.428571428571427,11 +gboeing/osmnx,5f8a8139a471c49ef353914638f94e26a233efaa,2019-06-07 08:36:29,gboeing ,['osmnx/pois.py'],[2],[275],True,,0.09375,0.001846509846288061,2019-04-23 21:12:50,2019-06-07 12:38:09,4.0,57.5,44 +gboeing/osmnx,68fc1065734f792edbafd67d119ba01fd9e0d5e3,2019-06-06 13:15:24,Enrique Arriaga ,"['osmnx/core.py', 'osmnx/settings.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[5, 3, 6, 19]",[219],False,,0.375,0.024706233533945902,2018-11-26 14:20:38,2018-11-26 17:04:00,2.0,33.0,0 +gboeing/osmnx,a82e466c2f2cbd8056409577ff080dd5beb17890,2019-06-07 08:41:15,Geoff Boeing ,"['osmnx/core.py', 'osmnx/settings.py', 'osmnx/utils.py', 'tests/test_osmnx.py']","[5, 3, 6, 19]","[294, 219]",True,,0.375,0.024706233533945902,2018-11-26 14:20:38,2019-06-07 12:41:16,2.0,24.0,192 +gboeing/osmnx,54f5f765538e75f12feaa7405cdb045a5eea36e1,2019-06-07 09:20:54,Geoff Boeing ,"['CHANGELOG.md', 'docker/windows-env/environment-windows.yml', 'osmnx/footprints.py', 'osmnx/pois.py', 'osmnx/settings.py', 'osmnx/utils.py']","[5, 68, 4, 2, 2, 10]",[297],False,,0.5625,0.0565240599846551,2019-06-07 12:40:08,2019-06-07 13:20:55,1.0,16.0,0 +gboeing/osmnx,5176d4a2f86fd2adaf523d3d9bd0bed9b9b1d6ec,2019-08-24 10:11:05,gboeing ,['osmnx/footprints.py'],[2],[326],False,,0.09375,0.001846509846288061,2019-08-24 01:59:09,2019-08-24 17:12:46,2.0,19.0,0 +gboeing/osmnx,edd4b37d68d3a039d2ccd8d9410edabd48de4748,2019-08-24 10:12:45,Geoff Boeing ,"['docker/windows-env/environment-windows.yml', 'docker/windows-env/requirements-more.txt', 'osmnx/footprints.py']","[135, 1, 2]",[327],False,,0.28125,0.06809470816165802,2019-08-24 17:12:05,2019-08-24 17:12:45,0.0,0.0,0 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01:36:45,12.0,27.416666666666668,23 +gboeing/osmnx,519aa86f5e4d1624ff41016a4acee2c6abc8e205,2019-12-31 17:05:57,Geoff Boeing ,['osmnx/geo_utils.py'],[12],"[361, 360]",True,,0.09375,0.008833543657961906,2019-12-31 07:41:43,2020-01-01 01:05:58,2.0,36.83333333333333,0 +gboeing/osmnx,71cd658df68391d24501d63c42a52712e18edcb7,2020-01-06 08:33:26,Geoff Boeing ,"['osmnx/projection.py', 'osmnx/save_load.py']","[1, 1]",[364],False,,0.1875,0.0019912905035922453,2020-01-04 00:52:53,2020-01-06 16:33:27,2.0,8.5,2 +gboeing/osmnx,11888570c4e6dd3b482cbef64ca2f718a316e9bb,2020-01-06 10:50:41,Geoff Boeing ,"['osmnx/projection.py', 'requirements.txt']","[36, 1]",[365],False,,0.1875,0.023365781797857782,2020-01-06 18:42:10,2020-01-06 18:50:42,1.0,15.0,0 +gboeing/osmnx,499a8e685342f9e040504411bbfbc20c9ee6cdeb,2020-01-06 14:05:22,Geoff Boeing ,"['osmnx/geo_utils.py', 'osmnx/pois.py', 'osmnx/utils.py']","[32, 2, 29]",[366],False,,0.28125,0.040799963237652635,2020-01-06 22:05:13,2020-01-06 22:05:22,0.0,0.0,0 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01:45:30,2020-01-31 18:21:54,3.0,148.33333333333334,0 +gboeing/osmnx,6a4ef7fe6030c0567f325e6b5feb8029ca44103c,2020-01-31 10:50:17,Geoff Boeing ,"['CHANGELOG.md', 'docker/requirements.txt', 'docs/source/conf.py', 'osmnx/__init__.py', 'requirements.txt', 'setup.py']","[5, 2, 2, 2, 6, 2]",[374],False,,0.5625,0.01637495375554925,2020-01-31 18:35:50,2020-01-31 18:50:17,1.0,15.0,0 +gboeing/osmnx,9121c156ed911eab1ba4e431d2bc83c0f0149c2d,2020-01-31 14:20:14,Geoff Boeing ,"['docker/environment.yml', 'docker/windows-env/create-windows-environment.bat', 'docker/windows-env/environment-windows.yml']","[221, 2, 190]",[375],False,,0.28125,0.182346774122218,2020-01-31 22:06:33,2020-01-31 22:20:15,1.0,16.0,0 +gboeing/osmnx,e16c922698aaf55e64f7ba45d1c4dd5dbcdd0409,2020-02-03 14:49:48,whereiszoe <60506769+whereiszoe@users.noreply.github.com>,['osmnx/core.py'],[9],[373],True,,0.09375,0.006895560052253072,2020-01-31 12:40:59,2020-02-07 00:45:07,2.0,6.0,6 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Boeing ,['osmnx/projection.py'],[11],"[412, 410]",True,,0.09375,0.008197374459708827,2020-04-02 20:23:33,2020-04-03 04:23:19,1.5,11.0,0 +gboeing/osmnx,bb1ef92be9b0c37e54bee0d12c7f5147df21bc32,2020-04-10 10:32:47,Geoff Boeing ,['osmnx/core.py'],[14],[419],False,,0.09375,0.010080414087704971,2020-04-10 17:16:37,2020-04-10 17:32:48,1.0,15.0,0 +gboeing/osmnx,902461ab8eb668732fa025c670057662fdd22039,2020-04-10 11:06:56,Geoff Boeing ,"['CHANGELOG.md', 'docker/Dockerfile', 'docker/environment.yml', 'docker/local-env/create-linux-environment.sh', 'docker/local-env/create-windows-environment.bat', 'docker/local-env/environment-linux.yml', 'docker/local-env/environment-windows.yml', 'docker/readme.md', 'docker/requirements.txt', 'docs/source/conf.py', 'environments/windows/environment.yml', 'osmnx/__init__.py', 'requirements.txt', 'setup.py']","[12, 4, 4, 239, 2, 242, 2, 10, 2]",[420],False,,1.3125,0.2322155923202359,2020-04-10 17:30:27,2020-04-10 18:06:56,1.0,15.0,0 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'tests/test_osmnx.py']","[2, 60, 274, 2, 1, 5]",[450],True,,0.5625,0.1550918126478262,2020-05-12 03:27:57,2020-05-15 18:22:23,12.0,117.75,3 +gboeing/osmnx,b4b06e93510ca576188296dada7fc5c10328373c,2020-05-15 11:22:46,Geoff Boeing ,"['osmnx/__init__.py', 'osmnx/core.py', 'osmnx/downloader.py', 'osmnx/elevation.py', 'osmnx/errors.py', 'osmnx/footprints.py', 'osmnx/geo_utils.py', 'osmnx/osm_content_handler.py', 'osmnx/plot.py', 'osmnx/pois.py', 'osmnx/projection.py', 'osmnx/save_load.py', 'osmnx/settings.py', 'osmnx/simplify.py', 'osmnx/stats.py', 'osmnx/utils.py', 'osmnx/utils_graph.py', 'tests/run_tests.sh', 'tests/test_osmnx.py']","[8, 741, 106, 28, 14, 104, 806, 42, 72, 61, 30, 250, 3, 71, 47, 190, 362, 2, 448]",[451],False,,1.78125,1.2851098892511665,2020-05-14 03:08:01,2020-05-15 18:22:47,2.0,11.0,1 +gboeing/osmnx,1941fce3e7b849211ccb68f894b4d1731545f7f6,2020-05-15 11:23:13,Geoff Boeing ,"['osmnx/core.py', 'osmnx/downloader.py', 'osmnx/elevation.py', 'osmnx/footprints.py', 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04:51:15,2017-01-29 21:37:15,5.0,65.2,52 +gboeing/osmnx,4ce20a9c132cbd800d7c62b928a28ad24823f674,2020-08-04 09:15:17,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['osmnx/_api.py', 'osmnx/geometries.py']","[1, 44]",[15],False,,0.1875,0.027414794169247327,2016-12-08 10:37:14,2016-12-19 19:41:05,5.0,23.4,11 +gboeing/osmnx,27013ca3e4f66cbc57bc3bfc891348d37579d47d,2020-08-09 14:12:09,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['osmnx/_api.py', 'osmnx/downloader.py', 'osmnx/geometries.py', 'osmnx/polygon_features.py']","[1, 117, 674, 2]",[17],True,,0.375,0.27373732813751334,2016-12-12 16:00:05,2017-01-10 06:23:54,17.0,55.05882352941177,28 +gboeing/osmnx,2d1756bc161061d0d3f55a16734dcd185af5b8dc,2020-08-11 08:56:17,Nick Bristow <36126654+AtelierLibre@users.noreply.github.com>,"['environments/docker/Dockerfile', 'environments/docker/docker-build.sh', 'environments/docker/environment.yml', 'environments/docker/overrides.json', 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00:23:50,3.0,27.333333333333332,1 +gboeing/osmnx,6514894ae3a40f97ac5a93736c546607c0a74242,2020-08-28 09:42:04,Geoff Boeing ,"['osmnx/geometries.py', 'tests/test_osmnx.py']","[189, 6]",[551],True,,0.1875,0.08956318886192702,2020-08-28 15:57:13,2020-08-28 16:42:05,2.0,11.5,0 +gboeing/osmnx,696eff61bcb4e2c97bb7a6b13828d21d025d9822,2020-08-29 11:50:09,Geoff Boeing ,"['docs/source/osmnx-complete.rst', 'docs/source/osmnx.rst', 'osmnx/_api.py', 'osmnx/downloader.py', 'osmnx/footprints.py', 'osmnx/geometries.py', 'osmnx/pois.py', 'osmnx/polygon_features.py', 'osmnx/truncate.py', 'osmnx/utils.py', 'osmnx/utils_geo.py', 'tests/black.sh', 'tests/test_osmnx.py']","[8, 6, 12, 19, 437, 351, 422, 2, 12, 2, 48, 2, 73]",[552],False,,1.21875,0.5617053966876653,2020-08-28 18:44:19,2020-08-29 18:50:10,5.0,69.4,1 +gboeing/osmnx,5c7353b12be6649a379bf64636b01363509e6cd3,2020-08-30 21:19:24,Geoff Boeing ,['osmnx/geometries.py'],[11],[553],False,,0.09375,0.008197374459708827,2020-08-30 07:59:46,2020-08-31 04:19:25,1.0,15.0,0 +gboeing/osmnx,c2e43b05bd4b40aa38822833ce31844eef048685,2020-09-02 21:29:14,Geoff Boeing ,"['osmnx/downloader.py', 'osmnx/geometries.py', 'osmnx/graph.py', 'osmnx/io.py', 'osmnx/plot.py', 'osmnx/projection.py', 'osmnx/simplification.py', 'osmnx/stats.py', 'osmnx/utils_graph.py']","[4, 6, 46, 4, 2, 2, 8, 4, 2]",[555],False,,0.84375,0.05423528077786001,2020-09-03 04:12:02,2020-09-03 04:29:14,1.0,15.0,0 +gboeing/osmnx,09b93c2379e4fa6865e52f7538260fe08fc48cbf,2020-09-07 09:47:00,Geoff Boeing ,"['docs/source/osmnx-complete.rst', 'docs/source/osmnx.rst', 'osmnx/_api.py', 'osmnx/_polygon_features.py', 'osmnx/downloader.py', 'osmnx/footprints.py', 'osmnx/geometries.py', 'osmnx/graph.py', 'osmnx/io.py', 'osmnx/plot.py', 'osmnx/pois.py', 'osmnx/projection.py', 'osmnx/simplification.py', 'osmnx/stats.py', 'osmnx/truncate.py', 'osmnx/utils.py', 'osmnx/utils_geo.py', 'osmnx/utils_graph.py', 'tests/black.sh', 'tests/input_data/clapham_common.json', 'tests/input_data/inner_chain.json', 'tests/input_data/mis_tagged_bus_route.json', 'tests/input_data/new_river_head.json', 'tests/input_data/planet_10.068,48.135_10.071,48.137.osm', 'tests/input_data/relation_no_outer.json', 'tests/test_osmnx.py']","[8, 6, 6, 42, 210, 441, 989, 121, 4, 2, 426, 2, 8, 4, 20, 2, 53, 2, 2, 1, 1, 1, 1, 970, 1, 93]",[549],False,,2.4375,1.1681427411158496,2020-08-24 18:23:39,2020-09-07 16:47:01,23.0,157.0,13 +gboeing/osmnx,2b47b8d0949a3ccd62cd05bd8a59d70fce27ea1e,2020-09-07 10:42:16,Geoff Boeing ,['tests/test_osmnx.py'],[53],[556],False,,0.09375,0.03079295800265435,2020-09-07 17:33:01,2020-09-07 17:42:16,1.0,16.0,0 +gboeing/osmnx,b524aca463f39cb2fd74a2a85079b337f6714bd1,2020-09-07 16:19:20,Geoff Boeing ,"['CHANGELOG.md', 'README.md', 'docs/source/conf.py', 'docs/source/index.rst', 'osmnx/_version.py', 'osmnx/folium.py', 'osmnx/geocoder.py', 'osmnx/geometries.py', 'osmnx/plot.py', 'requirements.txt', 'setup.py']","[4, 110, 2, 8, 2, 2, 3, 57, 4, 12, 10]",[557],False,,1.03125,0.12580747741594736,2020-09-07 18:41:18,2020-09-07 23:19:21,1.0,15.0,0 +gboeing/osmnx,4751f1650ee3cdd2c3d7d3310a8ac58ee615ebcb,2020-09-21 15:27:46,Geoff Boeing ,"['osmnx/downloader.py', 'osmnx/elevation.py']","[17, 2]",[561],True,,0.1875,0.0137423018934896,2020-09-21 13:33:20,2020-09-23 17:32:01,3.0,21.666666666666668,2 +gboeing/osmnx,291cc60f2e397a46fd6e41dc2b0d05c579a878cb,2020-09-23 10:31:59,Geoff Boeing ,"['osmnx/downloader.py', 'osmnx/elevation.py']","[94, 4]",[562],False,,0.1875,0.05239216097848868,2020-09-21 22:40:45,2020-09-23 17:31:59,1.0,15.0,1 +gboeing/osmnx,0fdf14ec058f2e4c6acfd3805ffd5b5738d593a6,2020-09-23 10:53:23,Geoff Boeing ,"['osmnx/_api.py', 'osmnx/distance.py', 'osmnx/utils_graph.py']","[4, 65, 61]",[564],False,,0.28125,0.07432827353715993,2020-09-23 17:46:40,2020-09-23 17:53:23,1.0,15.0,0 +gboeing/osmnx,e7df3023659e9824ffff4aa93235c86fcce15284,2020-09-30 17:17:14,Geoff Boeing ,"['osmnx/simplification.py', 'osmnx/stats.py']","[36, 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10:25:50,Geoff Boeing ,['osmnx/utils_graph.py'],[24],[578],False,,0.09375,0.015929719428273603,2020-10-23 15:45:58,2020-10-23 17:25:51,0.0,0.0,0 +gboeing/osmnx,dfe703353d02723b9a518ed7766431d66b096c0e,2020-10-25 15:25:20,Geoff Boeing ,"['osmnx/io.py', 'osmnx/simplification.py', 'osmnx/truncate.py', 'osmnx/utils_graph.py']","[2, 4, 4, 10]",[580],False,,0.375,0.016205124454709653,2020-10-25 22:19:12,2020-10-25 22:25:20,1.0,15.0,0 +gboeing/osmnx,9491f13b29fa01ca82ba0bcb212c05321ee5a062,2020-11-09 10:03:27,Geoff Boeing ,['osmnx/folium.py'],[2],[587],False,,0.09375,0.001846509846288061,2020-11-09 08:58:44,2020-11-09 18:03:28,2.0,17.5,0 +gboeing/osmnx,6e9e1c7aab3c55818941362a3c6159114d0eedfc,2020-11-11 10:19:46,Geoff Boeing ,['osmnx/io.py'],[65],[584],False,,0.09375,0.03637946432556877,2020-11-07 03:28:00,2020-11-11 18:19:46,5.0,38.4,4 +gboeing/osmnx,c2620e111dc7c827af89c87c40fdc68d4832302c,2020-11-16 21:40:53,Geoff Boeing ,"['osmnx/io.py', 'osmnx/settings.py', 'tests/test_osmnx.py']","[231, 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'osmnx/utils_graph.py']","[16, 25, 4, 4, 6, 24]",[592],False,,0.5625,0.05537196738023864,2020-11-19 01:24:04,2020-11-19 04:24:10,1.0,15.0,0 +gboeing/osmnx,c40cebe8d57b7ac14c5bc5a728023312780153ae,2020-11-18 22:45:07,Geoff Boeing ,"['osmnx/downloader.py', 'osmnx/geometries.py', 'osmnx/graph.py', 'osmnx/io.py', 'tests/test_osmnx.py']","[84, 3, 8, 370, 2]",[594],False,,0.46875,0.1953615337320776,2020-11-19 05:28:23,2020-11-19 05:45:08,1.0,15.0,0 +gboeing/osmnx,b50711a11cd217260c85b695b27d463d881a57dd,2020-11-19 00:43:55,Geoff Boeing ,"['osmnx/folium.py', 'osmnx/simplification.py']","[47, 10]",[595],False,,0.1875,0.035448394599394875,2020-11-19 07:13:48,2020-11-19 07:43:56,1.0,15.0,0 +gboeing/osmnx,e4419783fa44474c3c98edb25977df4bb1a9a9f9,2020-11-19 12:14:04,Geoff Boeing ,['osmnx/folium.py'],[259],[596],False,,0.09375,0.10756421906340644,2020-11-19 17:27:12,2020-11-19 19:14:04,1.0,15.0,0 +gboeing/osmnx,9515d3d4ebb5bcbcdfaab4000b62cac4deb88c0b,2020-11-20 08:20:12,Geoff Boeing ,['osmnx/utils_graph.py'],[148],[597],False,,0.09375,0.07011508188193412,2020-11-20 06:34:53,2020-11-20 15:20:13,1.0,15.0,0 +gboeing/osmnx,e13a6acaaf8dc0c20ea72213ec19cbe69b2b93d8,2020-11-27 18:18:56,Geoff Boeing ,"['osmnx/_api.py', 'osmnx/graph.py', 'osmnx/io.py', 'osmnx/osm_xml.py', 'osmnx/utils_graph.py']","[3, 4, 67, 12, 7]",[600],False,,0.46875,0.05771344639837056,2020-11-27 23:43:45,2020-11-28 02:18:57,1.0,15.0,0 +gboeing/osmnx,58c713abac92194b7f3dd0a0ea9c92c6032ba474,2020-12-02 21:10:12,Geoff Boeing ,"['osmnx/graph.py', 'osmnx/io.py', 'osmnx/plot.py', 'osmnx/simplification.py', 'osmnx/stats.py', 'tests/test_osmnx.py']","[3, 5, 4, 14, 54, 4]",[603],False,,0.5625,0.05493640022411636,2020-12-03 02:16:48,2020-12-03 05:10:13,1.0,15.0,0 +gboeing/osmnx,47612e39244e56640bbf47d29d8ebaadc8dd70f3,2020-12-02 21:48:02,Geoff Boeing ,"['README.md', 'docs/source/index.rst', 'docs/source/osmnx-complete.rst', 'docs/source/osmnx.rst', 'osmnx/graph.py', 'osmnx/io.py']","[20, 66, 18, 16, 2, 2]",[604],False,,0.5625,0.07796795795781644,2020-12-03 05:15:49,2020-12-03 05:48:03,0.0,0.0,0 +gboeing/osmnx,f21a2818fa8a6af39d42250293e08134fa10c770,2020-12-03 15:59:27,Geoff Boeing ,"['CHANGELOG.md', 'README.md', 'docs/source/conf.py', 'docs/source/index.rst', 'docs/source/osmnx-complete.rst', 'docs/source/osmnx.rst', 'osmnx/_api.py', 'osmnx/_version.py', 'osmnx/distance.py', 'osmnx/downloader.py', 'osmnx/folium.py', 'osmnx/footprints.py', 'osmnx/geometries.py', 'osmnx/graph.py', 'osmnx/io.py', 'osmnx/plot.py', 'osmnx/pois.py', 'osmnx/settings.py', 'osmnx/simplification.py', 'osmnx/speed.py', 'osmnx/stats.py', 'osmnx/utils_graph.py', 'setup.py', 'tests/test_osmnx.py']","[2, 26, 4, 66, 18, 16, 11, 2, 16, 84, 276, 169, 3, 28, 400, 4, 176, 2, 26, 6, 127, 533, 2, 25]",[590],False,,2.25,0.87732070878305,2020-11-18 04:41:41,2020-12-03 23:59:28,1.0,15.0,15 +gboeing/osmnx,096d55cddfe2885aeda4689f3539f87ddb4cd84b,2020-12-04 11:54:54,Geoff Boeing ,"['osmnx/geocoder.py', 'osmnx/geometries.py', 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110, 8, 10, 8, 27, 9]",[618],False,,0.75,0.11298444299839495,2020-12-09 05:56:02,2020-12-09 23:00:12,1.0,15.0,0 +gboeing/osmnx,4bc86d26290838f6d7e1379a047a84aa43c9878e,2020-12-10 20:31:57,Geoff Boeing ,['osmnx/geometries.py'],[71],[619],False,,0.09375,0.039082875604842464,2020-12-09 07:32:41,2020-12-11 04:31:58,5.0,40.8,1 +gboeing/osmnx,d96ebbf3744023d4e9f66d13f283b74e0f9de75b,2020-12-22 21:14:09,Geoff Boeing ,"['.github/workflows/tests.yml', '.travis.yml', 'README.md', 'environment-dev.yml', 'environments/docker/requirements.txt', 'environments/linux/create-environment.sh', 'environments/linux/environment.yml', 'environments/windows/create-environment.bat', 'environments/windows/environment.yml', 'requirements-dev.txt', 'requirements.txt']","[69, 36, 8, 33, 4, 8, 283, 11, 259, 13, 2]",[630],False,,1.03125,0.33920434343077444,2020-12-22 20:45:26,2020-12-23 05:14:10,1.0,327.0,0 +gboeing/osmnx,42710a1c2233329cec5815a0754120cb213efd93,2020-12-22 21:15:02,Geoff Boeing ,"['CHANGELOG.md', 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15, 4, 2, 6, 52, 2, 2, 2, 4, 14, 33, 2]",[627],False,,1.3125,0.10828669648926365,2020-12-22 02:22:40,2020-12-23 05:22:00,1.0,15.0,1 +gboeing/osmnx,8599e7214280fa0cf9aab195b0667d497e8f5fdc,2020-12-23 13:13:59,Geoff Boeing ,"['.github/workflows/tests.yml', 'CHANGELOG.md', 'README.md', 'codecov.yml', 'environment-dev.yml', 'tests/README.md']","[8, 2, 2, 6, 8]",[631],False,,0.5625,0.020999721746907167,2020-12-23 20:21:14,2020-12-23 21:14:00,1.0,231.0,0 +gboeing/osmnx,d1312ac1d0ff87a723126b2db7a6a846d6852f39,2020-12-23 16:55:37,Geoff Boeing ,['osmnx/plot.py'],[5],[632],False,,0.09375,0.004137800569503502,2020-12-24 00:47:26,2020-12-24 00:55:38,1.0,245.0,0 +gboeing/osmnx,8f454b6da37b2527adfaa4f3a51921e6c766b729,2020-12-24 12:28:12,Geoff Boeing ,"['README.md', 'docs/source/conf.py', 'docs/source/index.rst', 'docs/source/internals.rst', 'docs/source/osmnx.rst', 'osmnx/graph.py', 'setup.py']","[4, 2, 60, 4, 6, 25, 6]",[633],False,,0.65625,0.06892513862022674,2020-12-24 20:15:13,2020-12-24 20:28:13,1.0,245.0,0 +gboeing/osmnx,8461c1e387ba352da46f4bed9910ed47cef6ccc6,2021-01-01 07:20:17,Geoff Boeing ,"['.github/workflows/tests.yml', 'environments/docker/requirements.txt', 'osmnx/utils_graph.py', 'requirements.txt', 'setup.py', 'tests/environment-dev.yml']","[2, 3, 17, 2, 2, 1]",[634],False,,0.5625,0.021073694724264874,2020-12-30 04:04:33,2021-01-01 15:20:18,1.0,245.0,2 +gboeing/osmnx,bd4c0afc6852dccee576efdaac3ca933cb53a4bf,2021-01-05 12:43:21,Geoff Boeing ,"['docs/source/conf.py', 'osmnx/_version.py', 'osmnx/downloader.py', 'setup.py']","[2, 2, 43, 2]",[637],False,,0.375,0.031461484541413065,2021-01-05 20:34:43,2021-01-05 20:43:21,1.0,252.0,0 +gboeing/osmnx,6d408077801bcb203b764e67c07a1a774d526877,2021-01-08 13:38:08,Geoff Boeing ,['osmnx/simplification.py'],[15],[640],False,,0.09375,0.010692362363583813,2021-01-08 19:53:37,2021-01-08 21:38:09,1.0,242.0,0 +gboeing/osmnx,89b5771c6e060dee28fc0f56c3e7ee4c43b0be26,2021-01-08 15:12:59,Geoff Boeing ,"['osmnx/bearing.py', 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22:19:06,2021-03-24 16:37:51,3.0,118.0,0 +gboeing/osmnx,3912e5d197a36507ebc3c22d22f1e88ced1d7943,2021-03-24 09:57:25,Geoff Boeing ,['osmnx/geometries.py'],[5],[685],False,,0.09375,0.004137800569503502,2021-03-24 16:32:03,2021-03-24 16:57:26,1.0,242.0,0 +hanxiao/bert-as-service,d45d0fb36d932b603dcdfbb149daabd63db10d24,2018-10-31 09:06:34,jacobdevlin-google <44483550+jacobdevlin-google@users.noreply.github.com>,['README.md'],[2],[6],False,,0.0839115319679588,0.0027208102618202657,2018-11-14 02:20:34,2018-11-14 09:30:16,0.0,0.0,0 +hanxiao/bert-as-service,aff0e6a736f79be5a5b9d03c37a0f76d9b7fa477,2018-10-31 10:08:59,jacobdevlin-google <44483550+jacobdevlin-google@users.noreply.github.com>,"['create_pretraining_data.py', 'extract_features.py', 'modeling.py', 'run_classifier.py', 'run_pretraining.py']","[2, 4, 10, 2, 4]",[7],False,,0.419557659839794,0.02642506541101354,2018-11-14 09:38:43,2018-11-14 09:38:51,0.0,0.0,0 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<44483550+jacobdevlin-google@users.noreply.github.com>,['modeling.py'],[3],[25],False,,0.0839115319679588,0.003884258321780515,2018-11-19 14:46:56,2018-11-20 14:03:35,3.0,36.0,0 +hanxiao/bert-as-service,0bd5fb68307bd625cd3f9f0f205c6dd42b54a833,2018-11-01 21:26:59,Jacob Devlin <44483550+jacobdevlin-google@users.noreply.github.com>,['README.md'],[2],[31],False,,0.0839115319679588,0.0027208102618202657,2018-11-20 09:43:11,2018-11-20 14:25:51,1.0,67.0,0 +hanxiao/bert-as-service,1c7653c2a67eee044a97e0ff634c22ba951e3104,2018-11-02 09:58:22,Jacob Devlin <44483550+jacobdevlin-google@users.noreply.github.com>,['README.md'],[2],[36],True,,0.0839115319679588,0.0027208102618202657,2018-11-21 23:58:59,2018-11-23 06:53:40,3.0,38.666666666666664,1 +hanxiao/bert-as-service,507e7df645cbdcbf8d47d06945985ad6513a4b4c,2018-11-02 09:58:32,Jacob Devlin <44483550+jacobdevlin-google@users.noreply.github.com>,"['extract_features.py', 'run_classifier.py']","[4, 4]",[37],False,,0.1678230639359176,0.009985373482746833,2018-11-22 05:49:26,2018-11-22 05:55:42,1.0,4.0,0 +hanxiao/bert-as-service,2f82f216478e8b90de2040f02a18d5501c79d34e,2018-11-05 11:19:05,Jacob Devlin <44483550+jacobdevlin-google@users.noreply.github.com>,['README.md'],[2],[52],True,,0.0839115319679588,0.0027208102618202657,2018-11-26 10:14:00,2018-11-30 04:42:07,1.0,27.0,3 +hanxiao/bert-as-service,04f9e5d15d85f85a8deff9f53442b8a54abab5ea,2018-11-02 15:50:52,Abhishek Rao ,"['README.md', 'extract_features.py', 'modeling.py', 'run_classifier.py']","[4, 4, 3, 4]",[1],False,,0.3356461278718352,0.018862318545900765,2018-11-12 12:52:51,2018-11-12 13:41:34,1.0,15.0,0 +hanxiao/bert-as-service,b443ca91c6d1b3766f1b21e3ecf83303aa144c84,2018-11-06 12:53:26,Jacob Devlin <44483550+jacobdevlin-google@users.noreply.github.com>,"['README.md', 'run_classifier.py']","[21, 71]",[56],False,,0.1678230639359176,0.07612576684023206,2018-11-27 05:30:28,2018-11-27 05:30:35,0.0,0.0,0 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'README.md', 'benchmark.py', 'service/server.py']","[8, 80, 97]",[2],False,,0.419557659839794,0.1411310891417034,2018-11-13 07:39:40,2018-11-13 07:39:48,0.0,0.0,0 +hanxiao/bert-as-service,5a9e579e4ab5eb6eca0e7c522cebe912ac6f237c,2018-11-14 17:30:15,Han Xiao ,"['README.md', 'app.py', 'benchmark.py', 'requirements.client.txt', 'requirements.txt', 'service/client.py', 'service/server.py']","[17, 2, 18, 3, 3, 23, 147]",[6],False,,0.5873807237757116,0.16569793676581102,2018-11-14 02:20:34,2018-11-14 09:30:16,0.0,0.0,0 +hanxiao/bert-as-service,a333c19ced9a4cb2900e297b7a5c61d356205d10,2018-11-14 17:38:50,Han Xiao ,"['.github/b1.png', '.github/b2.png', '.github/b3.png', '.github/benchmark1.png', '.github/benchmark2.png', 'README.md']",[2],[7],False,,0.5034691918077527,0.0027208102618202657,2018-11-14 09:38:43,2018-11-14 09:38:51,0.0,0.0,0 +hanxiao/bert-as-service,2acf1738bf6eaf84c98551f33108dccc41a39aa4,2018-11-14 19:05:39,Han Xiao ,"['benchmark.py', 'service/client.py']","[31, 4]",[8],False,,0.1678230639359176,0.03340766043236047,2018-11-14 11:01:59,2018-11-14 11:05:40,0.0,0.0,0 +hanxiao/bert-as-service,c1424a51a6369e69290b041b488f5a471c1940e4,2018-11-15 10:54:49,Han Xiao ,"['.gitignore', 'README.md', 'app.py', 'benchmark.py', 'service/client.py']","[1, 78, 2, 69, 4]",[10],False,,0.419557659839794,0.12333521164288223,2018-11-15 01:30:03,2018-11-15 02:54:49,0.0,0.0,0 +hanxiao/bert-as-service,808f61b5fde6301d6b9f907aef8cd3510435d1ca,2018-11-15 10:58:53,Han Xiao ,['README.md'],[11],[11],False,,0.0839115319679588,0.011928121108360478,2018-11-15 02:58:15,2018-11-15 02:58:54,0.0,0.0,0 +hanxiao/bert-as-service,53fc6e39aba30d3b02e6d469732cac5409037a82,2018-11-15 11:29:43,Han Xiao ,"['README.md', 'docker/Dockerfile', 'docker/entrypoint.sh', 'requirements.gpu.txt']","[8, 8, 3, 5]",[12],False,,0.3356461278718352,0.0281194730883527,2018-11-15 03:21:36,2018-11-15 03:29:44,1.0,6.0,0 +hanxiao/bert-as-service,f27497c40cdb776bffc3fb75f4a93d42e35194f5,2018-11-15 13:37:16,Han Xiao ,"['.github/b1.png', '.github/b2.png', '.github/b3.png', 'benchmark.py', 'service/client.py', 'service/server.py']","[8, 24, 46]",[13],False,,0.5034691918077527,0.07130543298361322,2018-11-15 05:37:10,2018-11-15 05:37:16,0.0,0.0,0 +hanxiao/bert-as-service,0f1298d3e1a10286980a42f3eeb59b3bad675abe,2018-11-15 22:21:14,Han Xiao ,"['.gitignore', 'benchmark.py', 'bert/extract_features.py', 'helper.py', 'service/client.py', 'service/server.py']","[3, 6, 22, 6, 6, 261]",[15],False,,0.5034691918077527,0.1957544983791827,2018-11-15 14:18:30,2018-11-15 14:21:15,0.0,0.0,0 +hanxiao/bert-as-service,23375da18469b6289d9fce5b173293e323238b94,2018-11-16 13:48:41,Han Xiao ,"['.github/bert-parallel-pipeline.png', 'README.md', 'benchmark.py', 'helper.py', 'service/client.py']","[104, 21, 15, 4]",[16],False,,0.419557659839794,0.11602316988370165,2018-11-16 05:48:35,2018-11-16 05:48:42,0.0,0.0,0 +hanxiao/bert-as-service,0049e04faaba62db7603788a9ddcb55c4edc657e,2018-11-16 15:08:26,Han Xiao ,"['.github/client_batch_size.png', '.github/max_batch_size.png', '.github/max_seq_len.png', '.github/num_clients.png', 'README.md']",[134],[17],False,,0.419557659839794,0.09106466335325507,2018-11-16 06:08:09,2018-11-16 07:08:27,0.0,0.0,0 +hanxiao/bert-as-service,fce57a375673ba01bce1f87356d060485b2a357d,2018-11-16 15:17:50,Han Xiao ,"['.github/max_seq_len.png', 'README.md']",[8],[18],False,,0.1678230639359176,0.0090875059182126,2018-11-16 07:17:43,2018-11-16 07:17:51,0.0,0.0,0 +hanxiao/bert-as-service,7fa71f2b6411255c7bd1c3c9a676c96240942ba9,2018-11-18 23:14:58,Han Xiao ,"['README.md', 'app.py', 'bert/extract_features.py', 'service/server.py']","[52, 8, 52, 7]",[20],False,,0.3356461278718352,0.10380771505181009,2018-11-18 15:14:08,2018-11-18 15:14:59,0.0,0.0,0 +hanxiao/bert-as-service,07c4f9d87de6769e9bdc8e4b5b83c59d1b47d136,2018-11-18 23:21:39,Han Xiao ,['README.md'],[10],[21],False,,0.0839115319679588,0.010998071404626176,2018-11-18 15:21:32,2018-11-18 15:21:40,0.0,0.0,0 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17:41:14,Han Xiao ,['service/client.py'],[8],[46],False,,0.0839115319679588,0.0090875059182126,2018-11-23 09:40:34,2018-11-23 09:41:15,0.0,0.0,0 +hanxiao/bert-as-service,dfbf27a1c32291c91805249c9abafde3320e0c5c,2018-11-23 22:03:53,hanhxiao ,['README.md'],[51],[40],True,,0.0839115319679588,0.04263613951698398,2018-11-22 07:56:58,2018-11-23 14:06:57,8.0,13.0,1 +hanxiao/bert-as-service,097783751567ebdd6ff47048f4154fe218c3d5d1,2018-11-23 22:06:56,Han Xiao ,['README.md'],[51],"[48, 40]",True,,0.0839115319679588,0.04263613951698398,2018-11-22 07:56:58,2018-11-23 14:06:57,4.0,6.5,1 +hanxiao/bert-as-service,d78f6cf7e2723e068f750b21222becc6eb8848a8,2018-11-23 22:22:44,hanhxiao ,['README.md'],[3],[40],True,,0.0839115319679588,0.003884258321780515,2018-11-22 07:56:58,2018-11-23 14:06:57,8.0,13.0,1 +hanxiao/bert-as-service,b05a985dd6f36016090371e7751fc96f328a64c7,2018-11-23 22:24:04,Han Xiao ,['README.md'],[3],"[49, 40]",True,,0.0839115319679588,0.003884258321780515,2018-11-22 07:56:58,2018-11-23 14:24:05,4.0,6.5,1 +hanxiao/bert-as-service,de69080ecdbc3b3abddabe7cd5f4cf389c90dc13,2018-11-26 20:39:20,Han Xiao ,"['.github/bert-parallel-pipeline.png', 'README.md', 'app.py', 'benchmark.py', 'client_example.py', 'example2.py', 'example3.py', 'service/client.py', 'service/server.py']","[67, 6, 6, 7, 22, 27, 78, 257]",[53],False,,0.7552037877116291,0.32948072010169693,2018-11-26 11:40:12,2018-11-26 12:39:21,0.0,0.0,0 +hanxiao/bert-as-service,854dafe8fa0d754c9fbe133b1ccbcb4a16b8981c,2018-11-27 12:58:30,Han Xiao ,"['README.md', 'app.py', 'bert/extract_features.py']","[6, 4, 8]",[55],False,,0.25173459590387637,0.02117530862974637,2018-11-27 04:36:47,2018-11-27 04:58:31,1.0,6.0,0 +hanxiao/bert-as-service,22a55b733dd793e0dcf48cb30e09c6783b62009b,2018-11-27 13:30:34,Han Xiao ,"['benchmark.py', 'service/server.py']","[4, 23]",[56],False,,0.1678230639359176,0.027186390275391627,2018-11-27 05:30:28,2018-11-27 05:30:35,0.0,0.0,0 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01:46:38,9.0,82.33333333333333,8 +hanxiao/bert-as-service,2725e21e2420cb0735d16c58b1a8a6e8dbbf6d55,2018-11-29 10:38:19,Han Xiao ,"['README.md', 'app.py', 'service/server.py']","[1, 5, 6]",[69],False,,0.25173459590387637,0.01462795747678425,2018-11-29 02:35:59,2018-11-29 02:38:20,0.0,0.0,0 +hanxiao/bert-as-service,58b95cfcec26e616dc7adca4abd9f4851b3bde5d,2018-11-30 16:51:03,Han Xiao ,"['.github/pooling_layer.png', 'README.md', 'benchmark.py']","[22, 16]",[74],False,,0.25173459590387637,0.03776638312160856,2018-11-30 08:50:56,2018-11-30 08:51:04,0.0,0.0,0 +hanxiao/bert-as-service,39c493cc766b836d478ff01cd8ad25ce13f77920,2018-11-30 17:12:42,Han Xiao ,['bert/extract_features.py'],[2],[77],False,,0.0839115319679588,0.0027208102618202657,2018-11-30 09:07:53,2018-11-30 09:12:43,5.0,1.4,0 +hanxiao/bert-as-service,4b44460c255240e077f55f40e9bd46b0c845838a,2018-11-30 17:43:33,Han Xiao ,"['README.md', 'example7.py']","[44, 52]",[78],False,,0.1678230639359176,0.08114458767810476,2018-11-30 09:39:12,2018-11-30 09:43:34,0.0,0.0,0 +hanxiao/bert-as-service,b0f0d30c7a5914f26ad8c01b095b47d52c91873a,2018-11-30 17:45:36,Han Xiao ,['README.md'],[4],[79],False,,0.0839115319679588,0.004992686741373416,2018-11-30 09:45:19,2018-11-30 09:45:37,0.0,0.0,0 +hanxiao/bert-as-service,09c8d317b78e75e6587a0fb4ce1cf9d9182a6600,2018-12-05 15:37:26,Han Xiao ,"['README.md', 'example2.py', 'example3.py', 'service/client.py', 'service/server.py']","[2, 30, 2, 153, 55]",[88],False,,0.419557659839794,0.17909886748899656,2018-12-05 07:35:51,2018-12-05 07:37:27,0.0,0.0,0 +hanxiao/bert-as-service,b0b9f1d3e4c6df64c7a82dbca811bfb5a600993e,2018-12-05 15:41:53,Han Xiao ,['example2.py'],[15],[89],False,,0.0839115319679588,0.015512321752189842,2018-12-05 07:41:47,2018-12-05 07:41:54,0.0,0.0,0 +hanxiao/bert-as-service,9cb85eb300336ed867c761dc0fb70ee4a70aae56,2018-12-05 20:31:01,Han Xiao ,"['.github/client_batch_size.png', '.github/max_batch_size.png', '.github/max_seq_len.png', '.github/num_clients.png', 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Kerns ,"['pylinac/__init__.py', 'setup.py']","[7, 4]",[8],False,,0.07318577430054204,0.005295512727496331,2015-03-13 18:01:18,2015-03-14 18:46:36,0.0,0.0,1 +jrkerns/pylinac,1c6166321b50325f5d80ad51a7799c35c01d41b3,2015-03-13 19:52:45,James Kerns ,"['pylinac/core/io.py', 'pylinac/log_analyzer.py', 'tests/core/test_io.py', 'tests/test_files/MLC logs/SG TB1 MLC/subdir/dummy.txt', 'tests/test_files/MLC logs/SG TB1 MLC/subdir/qqq2106_4DC Treatment_JST90_TX_20140712094246.bin', 'tests/test_files/MLC logs/SG TB1 MLC/subdir/qqq2106_4DC Treatment_OPENB_TX_20140712095537.bin', 'tests/test_files/MLC logs/SG TB1 MLC/subdir/qqq2106_4DC Treatment_PF 0_TX_20140712094532.bin', 'tests/test_files/MLC logs/SG TB1 MLC/subdir/qqq2106_4DC Treatment_PF90_TX_20140712094449.bin', 'tests/test_files/MLC logs/altdir/dummy.txt', 'tests/test_files/MLC logs/altdir/qqq2106_4DC Treatment_JST90_TX_20140712094246.bin', 'tests/test_files/MLC logs/altdir/qqq2106_4DC Treatment_OPENB_TX_20140712095537.bin', 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23:48:23,0.0,0.0,2 +jrkerns/pylinac,c139d19da099a0f388866dcd89270f5d7780c8ea,2015-09-09 16:52:31,James Kerns ,"['pylinac/picketfence.py', 'tests/test_picketfence.py']","[40, 17]","[31, 32]",True,,0.07318577430054204,0.021908863344436463,2015-08-31 17:24:53,2015-09-09 21:55:01,0.0,0.0,9 +jrkerns/pylinac,171d1af6a75f55beaec84ccdd496baac4abae7fa,2015-09-10 09:39:32,James Kerns ,['pylinac/log_analyzer.py'],[2],[33],False,,0.03659288715027102,0.0010832334389968903,2015-09-10 14:39:17,2015-09-10 14:43:21,0.0,0.0,0 +jrkerns/pylinac,7abce36ccb43f85a644dd1e798aa002ab31afb1c,2015-09-12 17:38:17,James Kerns ,['pylinac/log_analyzer.py'],[2],[34],False,,0.03659288715027102,0.0010832334389968903,2015-09-12 22:37:59,2015-09-12 22:38:23,0.0,0.0,0 +jrkerns/pylinac,895c67d38ecf102053298059905739ffad64ac90,2015-10-15 18:34:04,James Kerns ,"['pylinac/log_analyzer.py', 'tests/test_log_analyzer.py']","[136, 70]",[36],False,,0.07318577430054204,0.06436528231093283,2015-10-14 20:47:54,2015-10-16 02:47:04,0.0,0.0,1 +jrkerns/pylinac,a9ec19fe0312945b22378d7a9fdd7a35d2492eca,2015-10-15 23:06:35,James Kerns ,"['CHANGES.txt', 'pylinac/log_analyzer.py', 'setup.py']","[4, 12, 4]",[37],True,,0.10977866145081307,0.0092804292868128,2015-10-16 03:53:55,2015-10-16 04:06:41,0.0,0.0,0 +jrkerns/pylinac,16dc992adc096e83b2d17dd747e4bd280935aa75,2015-10-16 14:19:41,James Kerns ,['pylinac/log_analyzer.py'],[15],[38],True,,0.03659288715027102,0.0063900361429071045,2015-10-16 16:41:25,2015-11-04 16:35:54,0.0,0.0,18 +jrkerns/pylinac,d5543cde4aa7c1d5680f881b5d5bca2bf1559abb,2015-10-16 14:28:29,James Kerns ,['pylinac/log_analyzer.py'],[19],[38],True,,0.03659288715027102,0.007836331847162654,2015-10-16 16:41:25,2015-11-04 16:35:54,0.0,0.0,18 +jrkerns/pylinac,a36f89f8f7911498397a6b37d8ed310d9ed4c917,2015-11-04 10:00:40,James Kerns ,['pylinac/log_analyzer.py'],[6],[39],False,,0.03659288715027102,0.002871472778338683,2015-11-04 04:00:22,2015-11-04 16:35:54,0.0,0.0,0 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15:00:50,0.0,0.0,0 +jrkerns/pylinac,84cde99bfedf09055eaca0395b8526cbde5bab55,2016-03-03 20:47:11,James Kerns ,"['pylinac/core/image.py', 'pylinac/starshot.py', 'tests/_test_all_starshots.py', 'tests/test_starshot.py']","[26, 7, 17, 21]","[56, 57]",True,,0.1463715486010841,0.0292041626041891,2016-02-28 22:10:39,2016-03-04 03:16:45,0.0,0.0,4 +jrkerns/pylinac,b05f2fa72359c1a7ba76616b09d699d458b64a57,2016-03-08 21:23:10,James Kerns ,['pylinac/log_analyzer.py'],[3],[58],False,,0.03659288715027102,0.0015550538930471603,2016-03-07 17:15:56,2016-03-09 03:35:34,0.0,0.0,1 +jrkerns/pylinac,c9efdc8595b60836fa54db4bbb308e8fb8b446e0,2016-03-14 23:37:52,James Kerns ,['pylinac/log_analyzer.py'],[16],[59],False,,0.03659288715027102,0.006756787449930021,2016-03-10 01:39:46,2016-03-15 04:50:34,0.0,0.0,5 +jrkerns/pylinac,0e440478ad060a051a8bc1261f92dee693adc583,2016-03-15 00:38:23,James Kerns ,['pylinac/winston_lutz.py'],[16],[60],False,,0.03659288715027102,0.006756787449930021,2016-03-15 05:38:12,2016-03-15 05:38:29,0.0,0.0,0 +jrkerns/pylinac,89502e886938b447f6703b8f8a96c4bf8a8b690b,2016-04-17 14:31:00,James Kerns ,['pylinac/picketfence.py'],[2],[64],False,,0.03659288715027102,0.0010832334389968903,2016-04-17 19:30:39,2016-04-17 19:31:04,0.0,0.0,0 +jrkerns/pylinac,1fd03075374bbfea030c7a16bf10f939eea145d2,2016-04-18 12:33:07,James Kerns ,"['.travis.yml', 'docs/source/watcher.rst', 'pylinac/core/image.py', 'pylinac/core/profile.py', 'pylinac/flatsym.py', 'pylinac/picketfence.py', 'tests/_test_all.py', 'tests/_test_all_picketfences.py', 'tests/core/test_image.py', 'tests/test_picketfence.py', 'tests/test_scripts.py', 'tests/test_starshot.py', 'tests/test_vmat.py', 'tests/test_winstonlutz.py']","[9, 3, 7, 2, 4, 6, 2, 2, 2, 10, 2, 4, 12, 1]",[65],False,,0.5123004201037943,0.03158314691324261,2016-04-18 17:26:33,2016-04-18 17:33:10,0.0,0.0,0 +jrkerns/pylinac,f7d3e7241f57ef0395615ad1a6d83bb5385ec074,2016-05-05 14:05:21,James Kerns ,"['pylinac/core/image.py', 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06:11:24,2016-06-19 04:23:10,1.0,32.0,15 +jrkerns/pylinac,a93e90ba6c4ab5bf9b7f5dbf2c37b7eda27c44f5,2016-06-11 22:41:15,James ,"['pylinac/winston_lutz.py', 'tests/_test_all_winstonlutz.py', 'tests/test_winstonlutz.py']","[160, 18, 5]",[69],False,,0.10977866145081307,0.056353389569882874,2016-05-27 13:11:54,2016-06-19 04:23:10,0.0,0.0,22 +jrkerns/pylinac,c26b853b298ab220be343a906d25354f4e54d763,2016-08-21 17:08:40,James Kerns ,"['docs/source/picketfence.rst', 'pylinac/__init__.py', 'pylinac/cbct.py', 'pylinac/core/image.py', 'pylinac/core/io.py', 'pylinac/core/utilities.py', 'pylinac/flatsym.py', 'pylinac/log_analyzer.py', 'pylinac/picketfence.py', 'pylinac/planar_imaging.py', 'pylinac/scripts.py', 'pylinac/starshot.py', 'pylinac/vmat.py', 'pylinac/watcher.py', 'pylinac/winston_lutz.py', 'setup.py', 'tests/_test_all_cbcts.py', 'tests/_test_all_logs.py', 'tests/_test_all_picketfences.py', 'tests/_test_all_starshots.py', 'tests/test_cbct.py', 'tests/test_logs.py', 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34]",[145],False,,0.10977866145081307,0.026093057310972355,2018-10-25 01:22:22,2019-03-19 23:57:40,0.0,0.0,145 +jrkerns/pylinac,91cfe4f019fd5c35448e511802eb8b676cf70580,2019-03-19 19:04:57,James Kerns ,['pylinac/log_analyzer.py'],[16],[157],True,,0.03659288715027102,0.006756787449930021,2018-11-30 02:11:37,2019-01-25 17:46:13,7.0,139.85714285714286,56 +jrkerns/pylinac,d353d37fc2ec7f4d9b00f1b96b5b23932662e99e,2019-03-20 12:18:36,James Kerns ,"['pylinac/picketfence.py', 'tests_basic/test_picketfence.py', 'tests_complete/_test_all_picketfences.py']","[13, 34, 44]","[174, 167]",True,,0.10977866145081307,0.03455958521542414,2019-03-09 21:23:23,2019-08-22 01:43:00,1.5,43.0,165 +jrkerns/pylinac,ab581c93f52d55146de70fbc908bac1ead784871,2019-03-21 12:49:26,James Kerns ,"['pylinac/log_analyzer.py', 'pylinac/picketfence.py']","[5, 4]",[180],False,,0.07318577430054204,0.00445257853600238,2019-03-21 13:33:02,2019-03-28 03:58:01,0.0,0.0,6 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03:38:27,0.0,0.0,97 +jrkerns/pylinac,33eb544d0af50b7a0f4b9e38511bf2c5b87682e0,2019-08-21 18:36:25,James Kerns ,['pylinac/core/image.py'],[2],[183],True,,0.03659288715027102,0.0010832334389968903,2019-04-16 20:40:33,2019-08-22 03:38:27,4.0,71.25,127 +jrkerns/pylinac,d3d9706f9f33ae557cef1bcb007db25a9a2f0781,2019-03-27 23:01:43,James Kerns ,"['pylinac/core/utilities.py', 'pylinac/py_gui.py']","[10, 9]",[170],True,,0.07318577430054204,0.008590498684595486,2019-03-13 12:27:11,2019-03-28 04:01:43,4.0,15.0,14 +jrkerns/pylinac,c5bbbc7fdd5eaa527a1b74ae25f9858842c029b6,2019-08-22 23:00:27,James Kerns ,"['pylinac/ct.py', 'tests_complete/_test_all_cbcts.py']","[35, 6]",[190],False,,0.07318577430054204,0.016079940966269933,2019-08-23 02:42:28,2019-08-26 14:23:06,0.0,0.0,3 +jrkerns/pylinac,2458696258b8a351883e50cbce3b5b6137b80f2f,2019-08-22 16:32:29,James Kerns ,[],[],"[186, 185, 185]",False,,-0.0,0.0,2019-05-16 06:07:28,2019-08-22 21:32:29,1.0,5.0,98 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Kerns ,"['docs/source/winston_lutz.rst', 'tests_basic/test_winstonlutz.py']","[45, 8]",[197],False,,0.07318577430054204,0.020029975624137265,2019-09-05 17:01:22,2019-09-05 20:15:47,0.0,0.0,0 +jrkerns/pylinac,7221b08fdf03e0ccadbe2c2d43940f0c593c36da,2019-09-18 21:25:24,James Kerns ,"['pylinac/flatsym.py', 'tests_basic/test_flatsym.py']","[55, 20]",[191],True,,0.07318577430054204,0.027519661227164698,2019-08-27 08:44:07,2019-09-19 02:26:48,7.0,30.571428571428573,22 +jrkerns/pylinac,698254258ff4cb87812840c42b34c93ae32a4693,2019-09-18 21:26:37,James Kerns ,['pylinac/planar_imaging.py'],[6],[202],False,,0.03659288715027102,0.002871472778338683,2019-09-19 02:26:02,2019-09-19 02:26:48,0.0,0.0,0 +jrkerns/pylinac,a8569122439c07d4160096b69515f635c66c3eca,2019-11-21 08:58:31,alanphys ,['pylinac/flatsym.py'],[8],[264],True,,0.03659288715027102,0.0036965737353058608,2019-11-21 06:55:27,2019-12-06 19:32:19,1.0,3.0,15 +jrkerns/pylinac,05d279a5f19a55d30de81770b38f684e9eff97e3,2019-12-06 13:32:39,James Kerns ,['pylinac/flatsym.py'],[8],"[265, 264, 264]",True,,0.03659288715027102,0.0036965737353058608,2019-11-21 06:55:27,2019-12-06 19:32:39,1.0,7.333333333333333,15 +jrkerns/pylinac,51af233b725d0994ada4c6f11e0a17195a636239,2020-04-05 20:16:00,jrkerns ,['pylinac/starshot.py'],[8],[272],False,,0.03659288715027102,0.0036965737353058608,2020-04-06 01:14:36,2020-04-08 23:42:40,0.0,0.0,2 +jrkerns/pylinac,a9738566aeaa942686fd6ab52bfeb732a489d452,2020-04-08 18:22:58,jrkerns ,['pylinac/flatsym.py'],[7],[263],True,,0.03659288715027102,0.0032881358546729754,2019-11-20 10:41:36,2020-04-08 23:42:40,1.0,34.0,140 +jrkerns/pylinac,4f70b299563ea29cc27b5289e88141bb65fe4cac,2020-04-08 18:27:23,jrkerns ,['pylinac/flatsym.py'],[2],[263],True,,0.03659288715027102,0.0010832334389968903,2019-11-20 10:41:36,2020-04-08 23:42:40,1.0,34.0,140 +jrkerns/pylinac,affe3da9734ce3d0dec2eade3fb484e2c88c3267,2020-04-08 18:29:25,jrkerns 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09:37:29,jrkerns ,"['pylinac/winston_lutz.py', 'tests_basic/test_winstonlutz.py', 'tests_complete/_test_all_winstonlutz.py']","[243, 40, 80]",[280],True,,0.10977866145081307,0.10587144342274774,2020-04-30 03:49:29,2020-05-01 14:48:42,0.0,0.0,1 +jrkerns/pylinac,15c08449b20b2171f09b74226d579ff988084fca,2020-05-01 09:43:41,jrkerns ,"['checklist.txt', 'docs/source/conf.py', 'pylinac/__init__.py', 'setup.py']","[1, 6, 6, 4]",[275],False,,0.1463715486010841,0.008331711650291772,2020-04-15 04:19:14,2020-05-01 14:48:42,3.0,40.333333333333336,16 +jrkerns/pylinac,503a4f021b7ed456d7d534c0da79507449cffeb2,2020-05-04 18:31:55,James Kerns ,['pylinac/ct.py'],[10],[281],False,,0.03659288715027102,0.004492678313431987,2020-05-04 20:57:03,2020-05-04 23:31:56,4.0,11.0,0 +jrkerns/pylinac,ab3a9130ed292c4f3a018c8f34216219dd63b0a5,2020-05-11 16:07:37,James Kerns ,"['docs/source/planar_imaging.rst', 'pylinac/planar_imaging.py']","[1, 18]",[285],False,,0.07318577430054204,0.008061124939851136,2020-05-11 21:06:39,2020-05-11 21:11:33,0.0,0.0,0 +jrkerns/pylinac,4c1610e843ee88d9358dc3a68a33504e86c9da0f,2020-05-11 16:45:10,James Kerns ,['pylinac/flatsym.py'],[37],[200],True,,0.03659288715027102,0.01384526051269367,2019-09-12 08:46:41,2020-05-06 02:09:19,5.0,19.0,236 +jrkerns/pylinac,7afb5fb5b6c1f42c693fe8bc7488ea09bc3fd8bb,2020-05-22 13:50:57,jrkerns ,"['docs/source/changelog.rst', 'pylinac/flatsym.py', 'tests_basic/test_flatsym.py']","[6, 65, 25]",[295],True,,0.10977866145081307,0.035009957185936386,2020-05-20 21:27:20,2020-05-22 19:07:43,2.0,65.5,1 +jrkerns/pylinac,9c8cb0f737f85c649f7ada50a1bb61d9150ea9ae,2020-05-22 13:53:35,jrkerns ,['pylinac/__init__.py'],[2],[287],False,,0.03659288715027102,0.0010832334389968903,2020-05-14 17:27:57,2020-05-22 19:07:43,1.0,3.0,8 +jrkerns/pylinac,25ba0ff72ccfbd5517a44df48d9f841fbc15e2e6,2020-05-22 13:57:08,jrkerns ,['pylinac/__init__.py'],[1],[284],True,,0.03659288715027102,0.0005813892207910515,2020-05-08 18:51:09,2020-05-22 19:07:44,0.0,0.0,14 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11:18:22,2020-05-17 11:03:46,1.0,10.0,0 +mittagessen/kraken,39a10cff2c00f6fc759c08fa2d042ebbab2b9216,2020-05-18 13:47:55,Benjamin Kiessling ,"['kraken/ketos.py', 'kraken/lib/models.py']","[43, 2]",[203],False,,0.12242190750180372,0.019185611163028207,2020-05-18 09:49:43,2020-05-18 11:49:01,1.0,19.0,0 +mittagessen/kraken,320e96d58115989704cd7847ff71146d10ca1fe5,2020-05-29 13:32:32,Benjamin Kiessling ,['kraken/lib/xml.py'],[2],[206],True,,0.06121095375090186,0.0012463409863123836,2020-05-26 07:55:37,2020-05-29 11:33:26,5.0,200.4,3 +mittagessen/kraken,297c7093dc8cc973535c76e066bd013f107d99b1,2020-06-08 11:44:31,mittagessen ,['kraken/ketos.py'],[34],[204],False,,0.06121095375090186,0.01472059323980754,2020-05-20 17:23:52,2020-06-08 09:44:32,0.0,0.0,18 +mittagessen/kraken,40dc7e637d24db91c96e989e60bd968805fd1f13,2020-06-08 12:56:51,mittagessen ,['kraken/lib/dataset.py'],[19],[207],True,,0.06121095375090186,0.008968508588850415,2020-06-05 09:28:46,2020-06-08 10:56:52,4.0,128.5,3 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20:22:09,5.0,37.6,18 +mravanelli/pytorch-kaldi,bab2eeb40dc00a7a3e3745481bbace43387cab01,2020-05-11 18:31:28,Parcollet Titouan ,"['proto/QLSTM.proto', 'quaternion_neural_networks.py']","[7, 647]",[225],False,,0.08106622377535518,0.11476675842964866,2020-05-11 15:53:14,2020-05-11 16:31:29,1.0,11.0,0 +mravanelli/pytorch-kaldi,d41796e4baad6941e5c7eb6ade48f405f05a9643,2020-05-18 13:17:23,Parcollet Titouan ,"['cfg/DIRHA_baselines/DIRHA_QLSTM_MFCC.cfg', 'cfg/DIRHA_baselines/DIRHA_fusionRNN_MFCC_6ch.cfg', 'neural_networks.py', 'quaternion_neural_networks.py']","[221, 261, 337, 14]",[226],False,,0.16213244755071035,0.17745690562028194,2020-05-18 11:08:39,2020-05-18 11:17:24,0.0,0.0,0 +mravanelli/pytorch-kaldi,8a17e38b28fdfe91c2bad8b83d1662952523ff5b,2020-05-29 12:45:56,Parcollet Titouan ,['neural_networks.py'],[2],[229],False,,0.04053311188767759,0.0008577092691038176,2020-05-27 09:42:47,2020-05-29 10:45:57,0.0,0.0,2 +mravanelli/pytorch-kaldi,775f5dbbf142fb1c1a56604ee603d426ca73a51f,2020-05-29 12:46:23,Parcollet Titouan ,['README.md'],[8],[227],False,,0.04053311188767759,0.0029405057963441724,2020-05-21 12:54:20,2020-05-29 10:46:24,0.0,0.0,7 +namisan/mt-dnn,713fc117932b424c0a3d9c82fd0da438951a9e82,2019-03-19 13:28:26,Xiaodong ,['README.md'],[18],[6],False,,0.03550131077443458,0.0031054914104342458,2019-03-19 19:04:39,2019-03-19 20:28:27,0.0,0.0,0 +namisan/mt-dnn,41c45c95d7940a69af2558066188309d118866b1,2019-03-28 11:15:52,Xiaodong ,['README.md'],[26],[12],False,,0.03550131077443458,0.004285805718924323,2019-03-27 20:38:09,2019-03-28 18:15:53,0.0,0.0,0 +namisan/mt-dnn,b16808000f18a3c950e42178c6802a2b4cccb088,2019-04-16 03:17:32,Xiaodong ,['README.md'],[2],[20],False,,0.03550131077443458,0.00043693648525913785,2019-04-16 04:37:43,2019-04-16 10:17:33,0.0,0.0,0 +namisan/mt-dnn,25c3bd1cfee2db14c7e8dbec4a369acaa95b15f6,2019-05-17 09:11:38,Xiaodong ,['README.md'],[9],[31],False,,0.03550131077443458,0.0016831804878258184,2019-05-17 04:52:50,2019-05-17 16:11:39,0.0,0.0,0 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06:43:39,2021-03-09 06:43:54,1.0,13.0,0 +nextgenusfs/funannotate,9c9a5890628850d75b03bbe0ba7713bfd23e3e68,2021-03-11 23:37:35,StarSkyZheng ,['funannotate-podman'],[36],[570],False,,0.06394519540634402,0.010876716605820356,2021-03-11 10:03:43,2021-03-11 15:37:35,1.0,17.0,0 +nextgenusfs/funannotate,bde15b399870cce096a15a98b699b7712e4a8726,2021-03-11 20:27:03,Jon Palmer ,"['funannotate/annotate.py', 'funannotate/compare.py']","[117, 6]",[566],True,,0.12789039081268805,0.03151706115499881,2021-03-07 09:35:51,2021-03-12 05:32:00,8.0,234.375,4 +nicodv/kmodes,7c430dedf2b82123ed8a4e85328e7160f484d478,2015-04-28 14:34:21,Nico de Vos ,"['.coveragerc', '.travis.yml', 'README.rst', 'kmodes/tests/test_kmodes.py', 'kmodes/tests/test_kprototypes.py', 'requirements.txt']","[4, 17, 13, 5, 1, 2]",[2],False,,0.9813781191217037,0.10907133499791496,2015-04-28 21:33:16,2015-04-28 21:34:21,1.0,12.0,0 +nicodv/kmodes,b78b94c180a3494147cadce8fb332aa20a106844,2015-06-21 11:53:33,Nico de Vos 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67]",[24],False,,0.3271260397072346,0.2129168649845832,2016-09-17 00:41:29,2016-09-21 04:47:42,3.0,5.0,4 +nicodv/kmodes,6817bcb3ca5c4d9e962c5618b2560471fe189008,2016-06-16 19:13:13,nicodv ,['kmodes/tests/test_kprototypes.py'],[39],"[6, 17]",True,,0.1635630198536173,0.07732556196988556,2016-03-05 05:13:03,2016-06-17 03:37:58,3.5,31.7,103 +nicodv/kmodes,69e004d16e308e6ce2339aaf9bdddcb16250eaeb,2016-06-16 20:32:46,nicodv ,['kmodes/tests/test_kprototypes.py'],[12],[17],True,,0.1635630198536173,0.03015124552281951,2016-06-15 10:03:31,2016-06-17 03:36:12,5.0,45.4,1 +nicodv/kmodes,bbeebd26abdd2ca6f03bcde5c4045b0b74e3821e,2016-06-16 20:37:49,nicodv ,['kmodes/kprototypes.py'],[29],"[6, 17]",True,,0.1635630198536173,0.06136113595994791,2016-03-05 05:13:03,2016-06-17 03:37:58,3.5,31.7,103 +nicodv/kmodes,77435508fa3b3653b3029641e8309e2c90259767,2016-06-16 22:29:10,nicodv ,"['kmodes/util/__init__.py', 'kmodes/util/tests/test_util.py']","[8, 17]",[20],False,,0.3271260397072346,0.06161135355431269,2016-06-17 04:04:56,2016-06-17 05:30:23,1.0,16.0,0 +nicodv/kmodes,27c85207892bfdf3236c32b8fc78ab2a949ac494,2016-06-16 22:30:09,nicodv ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py', 'kmodes/tests/test_kmodes.py', 'kmodes/tests/test_kprototypes.py']","[14, 17, 17, 101]",[20],False,,0.6542520794144692,0.27135625983133066,2016-06-17 04:04:56,2016-06-17 05:30:23,1.0,16.0,0 +nicodv/kmodes,bf1340fd0f2eb2f0b8962f1716868fdf41ecf553,2016-08-05 13:13:10,nicodv ,['kmodes/kprototypes.py'],[2],[23],False,,0.1635630198536173,0.006636278014510319,2016-08-04 07:05:57,2016-08-05 20:13:17,2.0,39.0,1 +nicodv/kmodes,8f6dc3cb0b4ba55af5f249f19054cb0f8a995ba1,2016-09-22 22:15:54,nico ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py']","[39, 51]",[25],True,,0.3271260397072346,0.17229272287603264,2016-09-19 20:03:33,2016-09-23 05:32:44,3.0,43.0,3 +nicodv/kmodes,9b0a4dfbc8112403e5814fe4f50e816f7c94ce52,2016-09-22 22:16:25,nico ,"['kmodes/util/__init__.py', 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,['setup.py'],[2],[49],False,,0.1635630198536173,0.006636278014510319,2017-07-23 12:42:39,2019-01-29 18:33:27,7.0,46.285714285714285,555 +nicodv/kmodes,7eea6aa0b65d9f1261b32dbb81b0de8f310d1d34,2017-11-15 10:55:02,Nico de Vos ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py', 'kmodes/tests/test_kmodes.py', 'kmodes/tests/test_kprototypes.py', 'kmodes/util/__init__.py', 'kmodes/util/dissim.py', 'kmodes/util/tests/test_dissim.py', 'kmodes/util/tests/test_util.py']","[71, 35, 46, 47, 3, 48, 57, 2]",[52],False,,1.3085041588289383,0.5798034588730231,2017-08-15 18:08:24,2017-11-15 18:55:02,3.0,15.0,92 +nicodv/kmodes,73b4ffe82092271effa96982d88a2b312e2cc193,2018-06-11 10:23:45,Nico de Vos ,['kmodes/kmodes.py'],[3],[74],True,,0.1635630198536173,0.009407552733151123,2018-05-31 21:20:16,2018-06-11 17:23:46,2.0,9.0,10 +nicodv/kmodes,caa40b3c3d3fb69da4782fb0a4909b2dd14409a5,2018-07-19 10:10:59,Nico de Vos ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py', 'kmodes/tests/test_kmodes.py', 'kmodes/tests/test_kprototypes.py']","[195, 302, 41, 92]",[83],True,,0.6542520794144692,0.7936824905558131,2018-07-19 13:41:18,2018-07-19 17:11:00,2.0,9.5,0 +nicodv/kmodes,1c31af35ec5a9d37d69efec8a3bbd9a8a98767d7,2018-07-24 15:27:00,Nico de Vos ,"['README.rst', 'examples/benchmark_parallel.py']","[22, 70]",[84],True,,0.3271260397072346,0.16966352011148586,2018-07-22 16:10:06,2018-07-24 22:27:01,3.0,16.666666666666668,2 +nicodv/kmodes,7f769f84a392eb125216868acea4840ef1d6dc3a,2018-08-15 09:23:15,Nico de Vos ,['kmodes/kmodes.py'],[6],[87],False,,0.1635630198536173,0.016945364113856002,2018-08-10 20:32:11,2018-08-15 16:23:15,0.0,0.0,4 +nicodv/kmodes,36892637682d1fe155f5ae950af89a87db1c7179,2018-08-15 09:37:50,Nico de Vos ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py', 'kmodes/tests/test_kmodes.py', 'kmodes/tests/test_kprototypes.py']","[4, 4, 14, 18]",[89],False,,0.6542520794144692,0.10020402120177757,2018-08-15 16:31:03,2018-08-15 16:37:51,1.0,16.0,0 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'kmodes/util/__init__.py', 'setup.py']","[4, 13, 14, 4, 1]",[118],False,,0.8178150992680865,0.09408414005282158,2019-04-15 22:44:11,2019-04-15 22:49:53,1.0,15.0,0 +nicodv/kmodes,7b941d1dfb1e88e73df00f368e68bbca3ec964e3,2019-04-16 01:40:33,Nico de Vos ,"['kmodes/tests/test_common.py', 'kmodes/util/testing.py', 'setup.py']","[33, 21, 3]",[119],False,,0.49068905956085185,0.1247965724259011,2019-04-15 23:30:09,2019-04-15 23:40:33,3.0,15.0,0 +nicodv/kmodes,7b8f13ea658373e8c5c66c84636370b656102ba4,2019-04-23 18:30:51,Nico de Vos ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py', 'setup.py']","[2, 2, 1]",[123],False,,0.49068905956085185,0.016902318595016837,2019-04-23 05:28:43,2019-04-23 16:30:52,3.0,11.666666666666666,0 +nicodv/kmodes,ac729f2464f17437f6817342d2576347d02374b1,2019-06-05 10:38:21,Nico de Vos ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py']","[37, 47]",[79],False,,0.3271260397072346,0.16348046982940223,2018-06-22 18:10:17,2019-06-05 17:38:22,5.0,23.2,347 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17:25:17,Nico de Vos ,"['kmodes/kprototypes.py', 'setup.py']","[2, 3]",[153],False,,0.3271260397072346,0.01604383074766144,2021-02-11 23:21:56,2021-02-12 01:25:18,4.0,14.5,0 +nicodv/kmodes,3402a0dfef6cfc2d4a23ca191e5646dbaa51386a,2021-03-06 22:05:39,Nico de Vos ,"['kmodes/kmodes.py', 'kmodes/kprototypes.py', 'kmodes/util/init_methods.py']","[484, 636, 62]",[156],False,,0.49068905956085185,0.9844013107371008,2021-03-07 06:03:50,2021-03-07 06:05:39,2.0,15.0,0 +regel/loudml,d02acd619b305104702f25610e86d5afdc4c582a,2018-05-18 14:09:25,Vianney Bajart ,"['api/Makefile', 'api/debian/README.Debian', 'api/debian/changelog.in', 'api/debian/compat', 'api/debian/control', 'api/debian/copyright', 'api/debian/docs', 'api/debian/install', 'api/debian/loudml-doc.docs', 'api/debian/loudml-doc.install', 'api/debian/postinst', 'api/debian/rules', 'api/debian/source/format', 'api/loudml-api.spec', 'api/loudml/api.py', 'api/setup.py']","[74, 4, 5, 1, 20, 288, 1, 1, 39, 11, 1, 45, 6, 1]",[21],False,,0.7285383232908935,0.1518579877335404,2018-05-18 08:49:59,2018-05-18 12:09:26,1.0,12.0,0 +regel/loudml,21e59b6c686463c07880e402dfc27ff011daf8c9,2018-10-16 19:19:59,Christophe Osuna ,"['docker/.gitignore', 'docker/README.md', 'docker/docker-compose.yml', 'docker/etc/loudml.yml', 'docker/etc/telegraf.conf']","[1, 110, 54, 16, 4482]",[49],False,,0.22766822602840422,0.5025175350501847,2018-10-03 10:40:22,2018-10-16 10:19:59,2.0,53.5,12 +regel/loudml,1f0f583adfb99b45c30c56c705160defd84a8376,2018-10-22 15:55:27,Christophe Osuna ,['api/debian/changelog.in'],[2],[50],True,,0.045533645205680845,0.0010765365212781846,2018-10-19 07:48:41,2018-10-22 06:55:29,2.0,16.0,2 +regel/loudml,bdd48b8c5d3db05d4b8b19794a98c471d53508d4,2018-11-07 10:41:20,Vianney Bajart ,['docs/reference/release-notes/1.4.3.asciidoc'],[84],[71],False,,0.045533645205680845,0.02732391601259458,2018-11-07 09:40:59,2018-11-07 09:41:20,0.0,0.0,0 +regel/loudml,4cbc07e6dd331e3e4de36db13ed176d0068b7822,2017-12-14 21:45:17,sebastien leger ,"['python/loudml/ivoip.py', 'python/loudml/server.py', 'python/loudml/som.py', 'python/loudml/storage.py']","[34, 2, 29, 7]",[2],False,,0.18213458082272338,0.02834743618494133,2018-01-25 18:53:03,2018-03-19 16:07:54,1.0,2.0,52 +regel/loudml,4f433965f05092025a90be1d7cdcdc67fdacfedb,2018-02-13 10:26:27,Christophe Osuna ,"['loudml-elastic/loudml-elastic.spec', 'loudml-influx/loudml-influx.spec']","[2, 2]",[13],True,,0.09106729041136169,0.002153073042556369,2018-03-13 17:16:22,2018-08-28 09:15:17,6.0,55.333333333333336,167 +regel/loudml,b09ecf5dc882cfb97da9365631fa93b1b49e093c,2018-02-13 10:30:54,Christophe Osuna ,['loudml/loudml.spec'],[2],[14],False,,0.045533645205680845,0.0010765365212781846,2018-03-15 13:20:57,2018-05-24 16:32:10,4.0,28.75,70 +regel/loudml,c4472090b020330d29ef57ca6e61c76eb31ceaa7,2018-03-23 18:15:34,Sebastien Leger ,['loudml-influx/loudml/influx.py'],[32],[16],True,,0.045533645205680845,0.012168892737638727,2018-03-23 15:40:50,2018-08-28 09:12:45,1.0,8.0,157 +regel/loudml,3d040a5b24d2294a57d13ce54626583dfe707e3c,2018-05-23 23:39:08,Christophe Osuna ,"['docker/buildbot/Dockerfile', 'docker/buildbot/Makefile', 'docker/buildbot/README.rst', 'docker/buildbot/distributions', 'docker/buildbot/loudml.yml', 'docker/buildbot/options', 'docker/community/Dockerfile']","[17, 22, 1, 8, 18, 1, 11]",[52],True,,0.31873551643976594,0.03303055345765361,2018-10-19 09:15:07,2018-11-14 07:24:30,2.0,6.5,25 +regel/loudml,e0702e92ff82c9b7647001854a72fe169123aacc,2018-05-29 11:15:54,Vianney Bajart ,"['loudml/loudml/fingerprints.py', 'loudml/loudml/memdatasource.py', 'loudml/loudml/server.py', 'loudml/loudml/timeseries.py']","[15, 14, 28, 15]",[66],True,,0.18213458082272338,0.029547809252361324,2018-10-30 13:06:08,2018-11-18 17:58:45,5.0,25.2,19 +regel/loudml,4013f72ca96e523f86ad1e0c6d471b5f7337d9ee,2018-05-31 10:10:22,Vianney Bajart ,['loudml/loudml/timeseries.py'],[1],[64],True,,0.045533645205680845,0.0005777658512860629,2018-10-26 13:21:08,2019-02-16 06:26:24,0.0,0.0,112 +regel/loudml,70fa8d509ff3ebd98e98a926220cb24a42c75865,2018-07-03 17:56:34,Christophe Osuna ,['loudml/loudml.spec'],[1],[77],False,,0.045533645205680845,0.0005777658512860629,2018-11-20 10:08:33,2019-09-30 09:02:52,3.0,11.333333333333334,313 +regel/loudml,a53ce4d9630b99aba14e04358849e6708d571252,2018-07-10 11:35:43,Vianney Bajart ,"['loudml/loudml/config.py', 'loudml/loudml/server.py']","[13, 7]",[78],False,,0.09106729041136169,0.008879070845523872,2018-11-20 11:25:04,2019-02-16 06:26:24,3.0,67.66666666666667,87 +regel/loudml,b62b7ec3a8cdbc7bb92541627d78105bfbb40529,2018-09-07 15:37:12,Christophe Osuna ,['loudml/loudml.spec'],[10],[91],False,,0.045533645205680845,0.0044655769523553115,2019-02-25 08:45:09,2020-02-25 20:40:48,5.0,85.6,365 +regel/loudml,bda9802b056f31695d7bf90948374f47c0b50d0a,2018-08-30 16:46:27,Christophe Osuna ,"['docker/Makefile', 'docker/buildbot/Dockerfile', 'docker/buildbot/Makefile', 'docker/buildbot/README.rst', 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08:05:50,2019-02-19 11:10:08,0.0,0.0,1 +regel/loudml,39ee843d7e7444a9478eada5ecc516f0d29e576f,2018-11-29 06:30:33,Christophe Osuna ,['build.mk'],[2],[73],False,,0.045533645205680845,0.0010765365212781846,2018-11-08 10:50:54,2019-02-12 09:37:26,3.0,24.333333333333332,95 +regel/loudml,af3019b2d2e8f4a7e03125d0af04c1c9b77f86cb,2019-02-19 20:10:07,Christophe Osuna ,"['telemetry/Gopkg.lock', 'telemetry/Gopkg.toml', 'telemetry/README.md', 'telemetry/dockerhub.go', 'telemetry/dockerhub_test.go', 'telemetry/main.go']","[8, 4, 7, 63, 62, 61]",[87],True,,0.27320187123408507,0.0726581592233269,2019-02-18 08:05:50,2019-02-19 11:10:08,0.0,0.0,1 +regel/loudml,f266739fcf784c4f4460b275fae0b4905140251e,2019-09-08 21:43:04,Sebastien Leger ,['loudml/loudml/server.py'],[14],[55],True,,0.045533645205680845,0.0059833830717766455,2018-10-19 11:52:32,2019-09-19 16:27:50,4.0,15.25,335 +regel/loudml,47f0057e6c33f59c19948f9affcc5bca3460d5a8,2019-09-27 13:59:29,Sebastien Leger ,"['loudml/loudml/bucket.py', 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08:05:59,0.0,0.0,0 +suragnair/alpha-zero-general,ff603907befbf9b3e7f3efa942c07106c6fc7e55,2018-02-21 06:29:07,Rodney O'Donnell ,"['gobang/GobangPlayers.py', 'othello/OthelloGame.py', 'othello/OthelloPlayers.py', 'tictactoe/TicTacToeGame.py']","[16, 16, 16, 14]",[41],False,,0.2215009499523783,0.016101613449203318,2018-02-20 12:24:54,2018-02-20 19:29:08,2.0,15.0,0 +suragnair/alpha-zero-general,c1be81658abd1e7112b1910a3d9bd539792eb1d0,2018-03-13 15:38:08,Surag Nair ,['MCTS.py'],[3],[43],False,,0.05537523748809457,0.0009401326664414656,2018-03-10 23:46:27,2018-03-13 22:15:56,2.0,15.5,2 +suragnair/alpha-zero-general,cf412193fe8492896c3f7e41cad988895d99d4fa,2018-03-13 16:04:28,Surag Nair ,['othello/tensorflow/OthelloNNet.py'],[2],[45],True,,0.05537523748809457,0.0006532335873651576,2018-03-13 22:14:58,2018-03-13 23:04:29,3.0,16.666666666666668,0 +suragnair/alpha-zero-general,f7fdd37fa43293f989e2c8f2ac101cfa4e79dc90,2018-03-19 17:46:53,sunfc 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g.facet_axis(0, 0) + for p in ax.patches: + ax.text( + p.get_width() + 0.2, + p.get_y() + p.get_height() / 2, + p.get_width(), + color='black', rotation='horizontal', size='large') + + plt.tight_layout() + plt.savefig('../src/figures/count-fix-phases.pdf') + #plt.show() diff --git a/util/discussion.py b/util/discussion.py new file mode 100755 index 0000000..f7a98a7 --- /dev/null +++ b/util/discussion.py @@ -0,0 +1,29 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt +from scipy.stats import pearsonr + +if __name__ == '__main__': + data = pd.read_csv('commit_analysis.csv') + + data['type'] = data['is_ml'].apply(lambda x: 'ML' if x else 'No ML') + + ylim = data['n_comments'].quantile(0.97) + sns.catplot(x='type', y='n_comments', kind='box', data=data) \ + .set(title='Commenti in base al tipo di issue') \ + .set(xlabel='tipo') \ + .set(ylabel='numero di commenti') \ + .set(ylim=(0, ylim)) + plt.tight_layout() + plt.savefig('../src/figures/comments.pdf') + + plt.close() + + ylim = data['words_mean'].quantile(0.97) + sns.catplot(x='type', y='words_mean', kind='box', data=data) \ + .set(title='Parole medie in un commento') \ + .set(xlabel='tipo') \ + .set(ylabel='parole medie') \ + .set(ylim=(0, ylim)) + plt.tight_layout() + plt.savefig('../src/figures/words.pdf') diff --git a/util/entropy.py b/util/entropy.py new file mode 100755 index 0000000..c40a261 --- /dev/null +++ b/util/entropy.py @@ -0,0 +1,28 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + +if __name__ == '__main__': + data = pd.read_csv('commit_analysis.csv') + + data['type'] = data['is_ml'].apply(lambda x: 'ML' if x else 'No ML') + + ylim = data['file_entropy'].quantile(0.95) + sns.catplot(x='type', y='file_entropy', kind='box', data=data) \ + .set(title='Entropia del cambiamento calcolata sui file') \ + .set(xlabel='tipo') \ + .set(ylabel='entropia') \ + .set(ylim=(0, ylim)) + plt.tight_layout() + plt.savefig('../src/figures/files-entropy.pdf') + + plt.close() + + ylim = data['line_entropy'].quantile(0.95) + sns.catplot(x='type', y='line_entropy', kind='box', data=data) \ + .set(title='Entropia del cambiamento calcolata sulle linee') \ + .set(xlabel='tipo') \ + .set(ylabel='entropia') \ + .set(ylim=(0, ylim)) + plt.tight_layout() + plt.savefig('../src/figures/lines-entropy.pdf') diff --git a/util/extreme_cases.ipynb b/util/extreme_cases.ipynb new file mode 100755 index 0000000..d1e5c67 --- /dev/null +++ b/util/extreme_cases.ipynb @@ -0,0 +1,74 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": " project commit \\\n0 1adrianb/face-alignment 7bef25dfe9fa41730cb2d63b21eaa82e68dca1a1 \n1 1adrianb/face-alignment 478c38823785db76ca85c059cd455a23a586b663 \n2 1adrianb/face-alignment b7199a49a3baf29625eee68615977a3c9f3413fc \n3 1adrianb/face-alignment 79878d6232ef79cde9cfb8ac396d42c346e2e61e \n4 1adrianb/face-alignment 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\n
" + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[(data['file_entropy'] > 0.9) & (data['file_entropy'] < 0.96) & (data['is_ml'])]\n", + "\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/util/files-and-dirs.py b/util/files-and-dirs.py new file mode 100755 index 0000000..f01b505 --- /dev/null +++ b/util/files-and-dirs.py @@ -0,0 +1,35 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + +if __name__ == '__main__': + data = pd.read_csv('commit_files.csv') + + help_df = pd.DataFrame(columns=['project', 'tipo', 'files/dirs', 'value']) + + for i, row in data.iterrows(): + project = row['project'] + + help_df = help_df.append( + {'project': project, 'tipo': 'No ML', 'files/dirs': 'Files', 'value': row['no_ml_files_ratio']}, + ignore_index=True + ) + help_df = help_df.append( + {'project': project, 'tipo': 'ML', 'files/dirs': 'Files', 'value': row['ml_files_ratio']}, + ignore_index=True + ) + help_df = help_df.append( + {'project': project, 'tipo': 'No ML', 'files/dirs': 'Directories', 'value': row['no_ml_dirs_ratio']}, + ignore_index=True + ) + help_df = help_df.append( + {'project': project, 'tipo': 'ML', 'files/dirs': 'Directories', 'value': row['ml_dirs_ratio']}, + ignore_index=True + ) + + plot = sns.boxplot(x='files/dirs', y='value', hue='tipo', data=help_df) + plot.set_title('Percentuali di files e directories modificate') + plot.set_ylabel('') + + plt.tight_layout() + plt.savefig('../src/figures/files-and-directories.pdf') diff --git a/util/import.py b/util/import.py new file mode 100755 index 0000000..c3c773d --- /dev/null +++ b/util/import.py @@ -0,0 +1,44 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + + +def get(project, series) -> int: + try: + return series[(project, True)] + except Exception: + return 0 + + +if __name__ == '__main__': + data = pd.read_csv('imports_data.csv') + + total_files = data.groupby('project').size() + ml = data.groupby(['project', 'is_ml']).size() + ml_strict = data.groupby(['project', 'is_ml_strict']).size() + + help_df = pd.DataFrame(columns=['project', 'type', 'value']) + + for project in data['project'].unique(): + tot_files = total_files[project] + + help_df = help_df.append( + {'project': project, 'type': 'all', 'value': get(project, ml)/tot_files}, + ignore_index=True + ) + help_df = help_df.append( + {'project': project, 'type': 'wo_pandas_numpy_scipy', 'value': get(project, ml_strict) / tot_files}, + ignore_index=True + ) + + colors = ['#cab2d6', '#6a3d9a'] + sns.set_palette(sns.color_palette(colors)) + + sns.catplot(x='type', y='value', kind='box', data=help_df)\ + .set(title='Percentuale di file con import di ML') \ + .set(xlabel='Librerie ML') \ + .set(ylabel='') + plt.tight_layout() + plt.savefig('../src/figures/imports.pdf') + #plt.show() + diff --git a/util/imports_data.csv b/util/imports_data.csv new file mode 100755 index 0000000..3ec7afd --- /dev/null +++ b/util/imports_data.csv @@ -0,0 +1,1804 @@ +project,is_ml,is_ml_strict +1adrianb/face-alignment,False,False +1adrianb/face-alignment,True,True +1adrianb/face-alignment,True,True +1adrianb/face-alignment,True,True +1adrianb/face-alignment,False,False +1adrianb/face-alignment,True,True +1adrianb/face-alignment,True,True +1adrianb/face-alignment,False,False +1adrianb/face-alignment,True,True +1adrianb/face-alignment,True,True +1adrianb/face-alignment,False,False +1adrianb/face-alignment,True,True 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"data = pd.read_csv('sampling_nb - sampling_nb.csv')\n", + "\n", + "data.drop(['second', 'url'], inplace=True, axis=1)\n", + "\n", + "data = data[~data['classification'].isin(['?', '', 'no pipeline', 'page not found', 'chinese', 'data labeling'])]\n", + "\n", + "data['classification'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "classification L2 class\n", + "data cleaning DP-DF 8\n", + " DP-LD 1\n", + " DP-O 17\n", + " DP-P 3\n", + " DP-R 13\n", + " DP-TE 9\n", + " DP-TM 2\n", + " DP-UT 6\n", + "data collection DC-DC 13\n", + " DC-DF 4\n", + " DC-F 3\n", + " DC-NS 1\n", + " DC-O 1\n", + " DC-S 3\n", + "feature engineering FE-BC 8\n", + " FE-CP 8\n", + " FE-H 10\n", + " FE-O 4\n", + " FE-T 6\n", + "model deployment MD-CI 44\n", + " MD-LR 6\n", + " MD-O 10\n", + " MD-SM 14\n", + " ME-O 1\n", + "model evaluation ME-AR 30\n", + " ME-C 29\n", + " ME-O 20\n", + " ME-RQ 8\n", + " ME-TP 4\n", + "model requirements MR-AM 18\n", + " MR-FR 25\n", + " MR-NM 2\n", + " MR-O 2\n", + "model training MT-BL 28\n", + " MT-GPU 19\n", + " MT-O 49\n", + " MT-RU 10\n", + " MT-TT 16\n", + " loss 6\n", + "dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.groupby(['classification', 'L2 class']).size()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} \ No newline at end of file diff --git a/util/sampling_all.csv b/util/sampling_all.csv new file mode 100755 index 0000000..8b58812 --- /dev/null +++ b/util/sampling_all.csv @@ -0,0 +1,376 @@ +Project,Issue,Url,Labels,Classification,Is ML +davidsandberg/facenet,951,https://github.com/davidsandberg/facenet/issues/951,,no pipeline,False +deepfakes/faceswap,964,https://github.com/deepfakes/faceswap/issues/964,,no pipeline,False +junyanz/pytorch-CycleGAN-and-pix2pix,968,https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/issues/968,,no pipeline,True +Tianxiaomo/pytorch-YOLOv4,136,https://github.com/Tianxiaomo/pytorch-YOLOv4/pull/136,,model evaluation,True +mittagessen/kraken,146,https://github.com/mittagessen/kraken/issues/146,,no pipeline,False +1adrianb/face-alignment,148,https://github.com/1adrianb/face-alignment/issues/148,,no pipeline,False +Linzaer/Ultra-Light-Fast-Generic-Face-Detector-1MB,82,https://github.com/Linzaer/Ultra-Light-Fast-Generic-Face-Detector-1MB/issues/82,,model requirements,False +suragnair/alpha-zero-general,175,https://github.com/suragnair/alpha-zero-general/issues/175,,feature engineering;model 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pipeline,False +junyanz/pytorch-CycleGAN-and-pix2pix,839,https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/issues/839,,no pipeline,False +hanxiao/bert-as-service,236,https://github.com/hanxiao/bert-as-service/pull/236,,no pipeline,False +CamDavidsonPilon/lifelines,1025,https://github.com/CamDavidsonPilon/lifelines/issues/1025,enhancement,no pipeline,False +deeppomf/DeepCreamPy,32,https://github.com/deeppomf/DeepCreamPy/issues/32,,page not found,False +jrkerns/pylinac,104,https://github.com/jrkerns/pylinac/issues/104,,no pipeline,False +davidsandberg/facenet,1086,https://github.com/davidsandberg/facenet/issues/1086,,no pipeline,True +deepfakes/faceswap,580,https://github.com/deepfakes/faceswap/issues/580,,no pipeline,False +nextgenusfs/funannotate,326,https://github.com/nextgenusfs/funannotate/issues/326,,model training,True +nextgenusfs/funannotate,215,https://github.com/nextgenusfs/funannotate/issues/215,,no pipeline,True 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pipeline,, +nextgenusfs/funannotate,101,https://github.com/nextgenusfs/funannotate/issues/101,no pipeline,, +ljvmiranda921/pyswarms,408,https://github.com/ljvmiranda921/pyswarms/issues/408,no pipeline,, +junyanz/pytorch-CycleGAN-and-pix2pix,752,https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/issues/752,no pipeline,, +thtrieu/darkflow,660,https://github.com/thtrieu/darkflow/issues/660,model evaluation,,ME-AR +junyanz/pytorch-CycleGAN-and-pix2pix,602,https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/issues/602,model training,,MT-O +hanxiao/bert-as-service,368,https://github.com/hanxiao/bert-as-service/issues/368,no pipeline,, +thtrieu/darkflow,702,https://github.com/thtrieu/darkflow/issues/702,model training,,MT-GPU +junyanz/pytorch-CycleGAN-and-pix2pix,911,https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/issues/911,model evaluation,,ME-RQ +deepfakes/faceswap,684,https://github.com/deepfakes/faceswap/issues/684,?,, 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+nextgenusfs/funannotate,452,https://github.com/nextgenusfs/funannotate/issues/452,,, +regel/loudml,122,https://github.com/regel/loudml/issues/122,,, +deepfakes/faceswap,813,https://github.com/deepfakes/faceswap/issues/813,,, +mittagessen/kraken,1,https://github.com/mittagessen/kraken/issues/1,,, +deepfakes/faceswap,203,https://github.com/deepfakes/faceswap/issues/203,,, +deepfakes/faceswap,709,https://github.com/deepfakes/faceswap/issues/709,,, +deepfakes/faceswap,800,https://github.com/deepfakes/faceswap/issues/800,,, +SeanNaren/deepspeech.pytorch,453,https://github.com/SeanNaren/deepspeech.pytorch/issues/453,,, +junyanz/pytorch-CycleGAN-and-pix2pix,866,https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/issues/866,,, +deepfakes/faceswap,543,https://github.com/deepfakes/faceswap/issues/543,,, +thtrieu/darkflow,180,https://github.com/thtrieu/darkflow/issues/180,,, +jdb78/pytorch-forecasting,388,https://github.com/jdb78/pytorch-forecasting/issues/388,,, +emedvedev/attention-ocr,5,https://github.com/emedvedev/attention-ocr/issues/5,,, +robertmartin8/PyPortfolioOpt,238,https://github.com/robertmartin8/PyPortfolioOpt/issues/238,,, \ No newline at end of file diff --git a/util/tests.py b/util/tests.py new file mode 100755 index 0000000..9201e35 --- /dev/null +++ b/util/tests.py @@ -0,0 +1,20 @@ +import pandas as pd +from scipy.stats import ranksums +from cliffsDelta import cliffsDelta + +def evaluate(feature: str): + print(f'====={feature}=====') + print(ranksums(ml_data[feature], no_ml_data[feature])) + print(cliffsDelta(ml_data[feature], no_ml_data[feature])) + +if __name__ == '__main__': + data = pd.read_csv('commit_analysis.csv') + ml_data = data[data['is_ml']] + no_ml_data = data[~data['is_ml']] + + evaluate('file_entropy') + evaluate('line_entropy') + evaluate('n_comments') + evaluate('words_mean') + evaluate('day_to_fix') + diff --git a/util/time-to-fix.py b/util/time-to-fix.py new file mode 100755 index 0000000..40d6f97 --- /dev/null +++ b/util/time-to-fix.py @@ -0,0 +1,16 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + +if __name__ == '__main__': + data = pd.read_csv('commit_analysis.csv') + data['type'] = data['is_ml'].apply(lambda x: 'ML' if x else 'No ML') + + ylim = data['day_to_fix'].quantile(0.95) + sns.catplot(x='type', y='day_to_fix', kind='box', data=data) \ + .set(title='Giorni necessari per un fix') \ + .set(xlabel='tipo') \ + .set(ylabel='giorni') \ + .set(ylim=(0, ylim)) + plt.tight_layout() + plt.savefig('../src/figures/day-to-fix.pdf')