{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "IPYTHON Notebook DEMO\n", "=====================\n", "\n", "**Mining GIT repo of IPYTHON project itself**\n", "\n", "**GitRepo Mining** : Konark Modi(@konarkmodi)\n", "\n", "**Concept** : @dloss : http://nbviewer.ipython.org/gist/dloss/11089724 : OpenSSL Repository Mining" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cd /opt/ipython/" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/opt/ipython\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "!git log --reverse | head -40" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "commit 6f629fcc23ba63342548f61cc7307eeef4f55799\r\n", "Author: fperez <>\r\n", "Date: Wed Jul 6 17:52:32 2005 +0000\r\n", "\r\n", " Reorganized the directory for ipython/ to have its own dir, which is a bit\r\n", " more consistent with the SVN book recommended layout.\r\n", "\r\n", "commit b100d4426001d91a4f11ae0ff9dae53a55e7bc9e\r\n", "Author: tzanko <>\r\n", "Date: Sun Jul 17 01:03:15 2005 +0000\r\n", "\r\n", " Add ChangeLog symlink, sync up SVN with my local tree (minimal changes), to\r\n", " start new work off SVN.\r\n", "\r\n", "commit d7d090d0840239eefe15b308e98b72a55be811b8\r\n", "Author: tzanko <>\r\n", "Date: Sun Jul 17 01:56:45 2005 +0000\r\n", "\r\n", " Updated release tag for SVN.\r\n", " Added John Hunter's patch to Shell.py, which fixes problems with certain\r\n", " backends and the OO matplotlib API.\r\n", "\r\n", "commit 22db71d27259b55134302c8e001d7bde5c756a2c\r\n", "Author: fperez <>\r\n", "Date: Sun Jul 17 02:46:50 2005 +0000\r\n", "\r\n", " Close http://www.scipy.net/roundup/ipython/issue34 with slightly modified\r\n", " patch (filter non-strings from tab completions).\r\n", "\r\n", "commit 79c0cdc8fbeea9fb478426a2b7515e8d657476b5\r\n", "Author: fperez <>\r\n", "Date: Sun Jul 17 03:11:11 2005 +0000\r\n", "\r\n", " Make a global variable out of the color scheme table used for coloring\r\n", " exception tracebacks. Thanks to a patch by pabw, see\r\n", " http://www.scipy.net/roundup/ipython/issue35.\r\n", "\r\n", "commit c83aafa375965e8a1a3115cdcd2e97ca5405e677\r\n", "Author: fperez <>\r\n", "Date: Mon Jul 18 03:01:41 2005 +0000\r\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Most recent commit**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!git log -1" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "commit 783ec915e2928237b5e3aafcf8e383407bc20c1d\r\n", "Merge: 6c15f0e 508d149\r\n", "Author: Matthias Bussonnier \r\n", "Date: Sat Apr 26 15:06:12 2014 +0200\r\n", "\r\n", " Merge pull request #5731 from takluyver/sysinfo-realpath\r\n", " \r\n", " Calculate real path for symlinked IPython package in sysinfo\r\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Total number of commits**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!git log --oneline | wc -l" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "15933\r\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Saving time, author, commit-header in a file**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!git log --format=format:\"%ai,%an,%H\" > ../commits" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "!tail -n10 ../commits" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "2005-08-14 06:31:37 +0000,fperez,a1346b76aa53b4ddacf07c729e7debda96be03e5\r\n", "2005-08-11 18:34:18 +0000,fperez,ad5c5bb0188c4b720a844700798042d3c9788f5a\r\n", "2005-08-11 18:32:44 +0000,fperez,ee90220465eca51abf230d51c6ed4c87d1801f0c\r\n", "2005-07-19 01:59:26 +0000,fperez,396feddb2da30c9839644f38c89c0ff30bb2ad2a\r\n", "2005-07-18 03:01:41 +0000,fperez,c83aafa375965e8a1a3115cdcd2e97ca5405e677\r\n", "2005-07-17 03:11:11 +0000,fperez,79c0cdc8fbeea9fb478426a2b7515e8d657476b5\r\n", "2005-07-17 02:46:50 +0000,fperez,22db71d27259b55134302c8e001d7bde5c756a2c\r\n", "2005-07-17 01:56:45 +0000,tzanko,d7d090d0840239eefe15b308e98b72a55be811b8\r\n", "2005-07-17 01:03:15 +0000,tzanko,b100d4426001d91a4f11ae0ff9dae53a55e7bc9e\r\n", "2005-07-06 17:52:32 +0000,fperez,6f629fcc23ba63342548f61cc7307eeef4f55799" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Move back to presentation**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "df=pd.read_csv(\"../commits\", header=None, names=[\"time\", \"author\", \"id\"], index_col=\"time\", parse_dates=True)\n", "df.sort(ascending=True, inplace=True)\n", "df.head()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/opt/pycon-presentation/lib/python2.6/site-packages/pandas/core/config.py:570: DeprecationWarning: height has been deprecated.\n", "\n", " warnings.warn(d.msg, DeprecationWarning)\n" ] }, { "html": [ "
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authorid
time
2005-07-06 17:52:32+00:00 fperez 6f629fcc23ba63342548f61cc7307eeef4f55799
2005-07-17 01:03:15+00:00 tzanko b100d4426001d91a4f11ae0ff9dae53a55e7bc9e
2005-07-17 01:56:45+00:00 tzanko d7d090d0840239eefe15b308e98b72a55be811b8
2005-07-17 02:46:50+00:00 fperez 22db71d27259b55134302c8e001d7bde5c756a2c
2005-07-17 03:11:11+00:00 fperez 79c0cdc8fbeea9fb478426a2b7515e8d657476b5
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ " author id\n", "time \n", "2005-07-06 17:52:32+00:00 fperez 6f629fcc23ba63342548f61cc7307eeef4f55799\n", "2005-07-17 01:03:15+00:00 tzanko b100d4426001d91a4f11ae0ff9dae53a55e7bc9e\n", "2005-07-17 01:56:45+00:00 tzanko d7d090d0840239eefe15b308e98b72a55be811b8\n", "2005-07-17 02:46:50+00:00 fperez 22db71d27259b55134302c8e001d7bde5c756a2c\n", "2005-07-17 03:11:11+00:00 fperez 79c0cdc8fbeea9fb478426a2b7515e8d657476b5" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Total number of authors**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Total number of authors: %s\" % len(df.groupby('author'))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Total number of authors: 369\n" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Commits per author**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "commits_per_author=df.author.value_counts()\n", "commits_per_author" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "MinRK 3037\n", "Thomas Kluyver 1638\n", "Fernando Perez 1480\n", "Jonathan Frederic 1272\n", "Matthias BUSSONNIER 909\n", "Brian E. Granger 834\n", "Brian Granger 811\n", "Min RK 769\n", "Paul Ivanov 594\n", "vivainio 572\n", "epatters 268\n", "fperez 253\n", "Bradley M. Froehle 210\n", "Ville M. 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Wpqam1Ov1rKmpoa+vLxMSEti1a1fKZDL6+flx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\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7O69fv+bYsWPMmDGD9+/f065dO2rXrs3169dxdnbm8ePHtG7dGiMjIxwcHDA2NpYdWl1d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\nf+gdAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Create custom filter based on number of commits**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def filter(value):\n", " if value > 30:\n", " return value\n", "df_author_commits = df.groupby('author').size().apply(filter)\n", "df_author_commits = df_author_commits.dropna()\n", "df_author_commits[:10]\n", "df_author_commits.sort(ascending=False)\n", "df_author_commits.plot(kind=\"bar\", figsize=(10,6))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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qhVKlSuHLL79EaGgozGYzwsLCEBgYqLl4IiIiImfE9yIkIiIisgPfi5CIiIjIgYQ2WCZt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\nCCGGoSVCgeKz2CMhh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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Increase in Commits over time**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df[\"c\"]=1 # counter\n", "commits_over_time=df.c.cumsum().plot()\n", "commits_over_time" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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fs4VcRVHec8kevxCiWNLTtbbOwoUQEQG9elk7kfgz0uMXQhSZUtC+PXh6amP1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\nEEKUW1bf469SpQrz5s2jS5c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MFH4hhLAzUviFEMLOSOEXQgg7I4VfCCHsjBR+IYSwM/8f\nvhsNZhF2ejEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Favourable commit days **" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print df[:10].index.day\n", "print df[:10].index.month\n", "print df[:10].index.year\n", "print df[:10].index.weekday\n", "df_commit_days = df\n", "df_commit_days['weekday'] = df.index.weekday\n", "daywise_counts = df_commit_days.groupby('weekday').aggregate(sum)\n", "daywise_counts[:10]\n", "daywise_counts.index = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", "daywise_counts.plot(kind='bar')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 6 17 17 17 17 18 19 11 11 14]\n", "[7 7 7 7 7 7 7 8 8 8]\n", "[2005 2005 2005 2005 2005 2005 2005 2005 2005 2005]\n", "[2 6 6 6 6 0 1 3 3 6]\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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JDpCIiQ6QiIkOcAATHSAREx0gERMdYIUWeUIIcWE0k3cK6paf68+21doNKKld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\nYTrMZjP27duH0tJSgUX2ufU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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Resample the data based on Quarters **" ] }, { "cell_type": "code", "collapsed": false, "input": [ "per_months=df.resample(\"3M\", how=\"sum\")\n", "per_months['c'].plot(kind=\"bar\", figsize=(20,5))\n", "print \"Total-Commits-%s\" % (per_months.sum())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Total-Commits-c 15933\n", "weekday 43939\n", "dtype: int64\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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vM4vvbav7FOY6vK5zzg0dOtTF4/Fm11dXV7vc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\n67Y/O9XNubie+6amrB31UIjYy/r1630+v/baa4a+CbEaZm0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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Slice basis range, and re-sample on weekly-basis **" ] }, { "cell_type": "code", "collapsed": false, "input": [ "per_weeks = df.ix['2013-04-20':'2014-04-26']\n", "per_weeks=per_weeks.resample(\"1w\", how=\"sum\")\n", "per_weeks['c'].plot(kind=\"bar\", figsize=(20,5))\n", "print \"Total-Commits-%s\" % (per_weeks.sum())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Total-Commits-c 5905\n", "weekday 15101\n", "dtype: int64\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7z0nW8XSdCutPRMaD31Cyfv16a21ttdbWVlu3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