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Using pandas to visualize pypi package release data
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pandas_pypi_package_visualization.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Use PyPi API to access the release data of a PyPi package"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
":0: FutureWarning: IPython widgets are experimental and may change in the future.\n"
]
}
],
"source": [
"import os\n",
"import itertools\n",
"import requests\n",
"import pandas as pd\n",
"\n",
"from datetime import datetime, date\n",
"from functools import partial\n",
"from IPython.display import HTML\n",
"from IPython.html import widgets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Choose a PyPi package\n",
"package = 'scipy'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"response = requests.get(\n",
" url = 'https://pypi.python.org/pypi/%s/json' % package\n",
")\n",
"data = response.json()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> The unordered objects are in their key ``releases``."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"releases = data['releases']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"# The package version(s) are obtained from the \"releases\" keys \n",
"version = releases.keys()\n",
"num_versions = len(version)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Display the total number of releases per version of the PyPi package"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(u'0.15.0', 5)\n",
"(u'0.14.1rc1', 3)\n",
"(u'0.11.0', 3)\n",
"(u'0.10.1', 2)\n",
"(u'0.10.0', 3)\n",
"(u'0.14.1rc1.dev-52fb336', 3)\n",
"(u'0.6.0', 'none')\n",
"(u'0.7.2', 'none')\n",
"(u'0.7.0', 'none')\n",
"(u'0.12.1', 2)\n",
"(u'0.12.0', 3)\n",
"(u'0.16.0', 5)\n",
"(u'0.13.2', 2)\n",
"(u'0.4.4', 'none')\n",
"(u'0.5.2', 'none')\n",
"(u'0.13.1', 2)\n",
"(u'0.9.0', 2)\n",
"(u'0.15.1', 5)\n",
"(u'0.14.1', 5)\n",
"(u'0.14.0', 8)\n",
"(u'0.8.0', 1)\n",
"(u'0.14.1rc1.dev-205726a', 3)\n",
"(u'0.13.3', 5)\n",
"(u'0.13.0', 5)\n"
]
}
],
"source": [
"for i in range(0, num_versions):\n",
" if len(releases[version[i]]) >= 1:\n",
" print(version[i],len(releases[version[i]]))\n",
" else:\n",
" print(version[i],'none')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Use the JSON objects to collect:\n",
"\n",
"* All of the format releases per version\n",
"* The release date for every format release per version\n",
"* the total number of downloads per version format"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"downloads = []\n",
"formats = []\n",
"uploads = []\n",
"for i in range(0, num_versions):\n",
" if (len(releases[version[i]]) == 0):\n",
" downloads.append(None)\n",
" formats.append(None)\n",
" uploads.append('N/A')\n",
" else:\n",
" for j in range(0, len(releases[version[i]])):\n",
" downloads.append(releases[version[i]][j]['downloads'])\n",
" datetime_object = datetime.strptime(releases[version[i]][j]['upload_time'], '%Y-%m-%dT%H:%M:%S')\n",
" uploads.append(datetime_object.date())\n",
" filename, extension = (os.path.splitext(releases[version[i]][j]['filename']))\n",
" if (extension != '.gz'):\n",
" formats.append(extension)\n",
" else:\n",
" filename1, extension1 = (os.path.splitext(filename))\n",
" formats.append(extension1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Associate every package version with its:\n",
"\n",
"* release date\n",
"* number of downloads\n",
"* archive format "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Create a new list that takes into account the versions with multiple releases"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"v = []\n",
"for i in range(num_versions):\n",
" if (len(releases[version[i]]) >= 1):\n",
" l = list(itertools.repeat(version[i], len(releases[version[i]])))\n",
" v.append(l)\n",
" else:\n",
" v.append([version[i]])\n",
"\n",
"merged = list(itertools.chain(*v))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Associate all of the attributes of interest together"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"list1 = []\n",
"for f,b in itertools.izip(merged, itertools.izip(formats, itertools.izip(uploads, downloads))):\n",
" list1.append((f,b))\n",
"#list1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extract the version number for every release of the PyPi package "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def extract_version_number( version_string ):\n",
" \"\"\"\n",
" Remove the leading number part of an alphanumeric string that begins with a number\n",
" \"\"\"\n",
" version_number = ''\n",
" for character in version_string:\n",
" if character.isdigit():\n",
" version_number += character\n",
" else:\n",
" break\n",
" return int( version_number )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> The releases use [Semantic Versionsing](http://semver.org/)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"versions = []\n",
"for version in merged:\n",
" try:\n",
" major, minor, patch = version.split('.',2)\n",
" except:\n",
" patch = '0'\n",
" major, minor = version.split('.',1)\n",
" versions.append({\n",
" 'major': extract_version_number(major),\n",
" 'minor': extract_version_number(minor),\n",
" 'patch': extract_version_number(patch),\n",
" 'key': version\n",
" })"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Use pandas to visualize the PyPi package release date\n",
"\n",
"> Create a table using a pandas DataFrame\n",
" * Add columns to the pandas table for the:\n",
"* Number of releases per version\n",
"* Type of release per version\n",
"* Time of release per version format\n",
"* Number of downloads per version format\n",
"\n",
"> * Sort the DataFrame based on version"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"df = pd.DataFrame(versions)\n",
"df['number_of_downloads'] = None\n",
"df['number_of_releases'] = None\n",
"df['type_of_release'] = None\n",
"df['uploaded_on'] = None"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"for index,sortedVersion in df.sort(['major','minor','patch']).iterrows():\n",
" df.loc[index,'number_of_releases' ] = len(releases[sortedVersion['key']])\n",
" df.loc[index,'type_of_release' ] = formats[index]\n",
" df.loc[index,'uploaded_on' ] = uploads[index]\n",
" df.loc[index,'number_of_downloads' ] = downloads[index]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Set the DataFrame index (row labels) using [DataFrame.set_index](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.set_index.html)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"indexed = df.set_index(['key', 'number_of_releases', 'type_of_release'])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>major</th>\n",
" <th>minor</th>\n",
" <th>patch</th>\n",
" <th>number_of_downloads</th>\n",
" <th>uploaded_on</th>\n",
" </tr>\n",
" <tr>\n",
" <th>key</th>\n",
" <th>number_of_releases</th>\n",
" <th>type_of_release</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th>0.4.4</th>\n",
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" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">0.9.0</th>\n",
" <th rowspan=\"2\" valign=\"top\">2</th>\n",
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" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">0.11.0</th>\n",
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" <td>...</td>\n",
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" <tr>\n",
" <th>0.14.0</th>\n",
" <th>8</th>\n",
" <th>.zip</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>68592</td>\n",
" <td>2014-05-03</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">0.14.1rc1</th>\n",
" <th rowspan=\"3\" valign=\"top\">3</th>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>664</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>662</td>\n",
" <td>2014-12-30</td>\n",
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" <td>14</td>\n",
" <td>1</td>\n",
" <td>665</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">0.14.1rc1.dev-52fb336</th>\n",
" <th rowspan=\"3\" valign=\"top\">3</th>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>823</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>687</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>753</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">0.14.1</th>\n",
" <th rowspan=\"5\" valign=\"top\">5</th>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>4681</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>743</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>1419</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.tar</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>41891</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.zip</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>13304</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">0.14.1rc1.dev-205726a</th>\n",
" <th rowspan=\"3\" valign=\"top\">3</th>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>656</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>648</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>649</td>\n",
" <td>2014-12-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">0.15.0</th>\n",
" <th rowspan=\"5\" valign=\"top\">5</th>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>3645</td>\n",
" <td>2015-01-11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>733</td>\n",
" <td>2015-01-11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>1146</td>\n",
" <td>2015-01-11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.tar</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>39965</td>\n",
" <td>2015-01-11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.zip</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>4435</td>\n",
" <td>2015-01-11</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">0.15.1</th>\n",
" <th rowspan=\"5\" valign=\"top\">5</th>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>70390</td>\n",
" <td>2015-01-18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>5422</td>\n",
" <td>2015-01-18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>19935</td>\n",
" <td>2015-01-18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.tar</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>506741</td>\n",
" <td>2015-01-18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.zip</th>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>67128</td>\n",
" <td>2015-01-18</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">0.16.0</th>\n",
" <th rowspan=\"5\" valign=\"top\">5</th>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>15238</td>\n",
" <td>2015-07-24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>340</td>\n",
" <td>2015-07-24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.whl</th>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>7977</td>\n",
" <td>2015-07-24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.tar</th>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>81593</td>\n",
" <td>2015-07-24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>.zip</th>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>20372</td>\n",
" <td>2015-07-24</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>72 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" major minor patch \\\n",
"key number_of_releases type_of_release \n",
"0.4.4 0 NaN 0 4 4 \n",
"0.5.2 0 NaN 0 5 2 \n",
"0.6.0 0 NaN 0 6 0 \n",
"0.7.0 0 NaN 0 7 0 \n",
"0.7.2 0 NaN 0 7 2 \n",
"0.8.0 1 .tar 0 8 0 \n",
"0.9.0 2 .tar 0 9 0 \n",
" .zip 0 9 0 \n",
"0.10.0 3 .whl 0 10 0 \n",
" .tar 0 10 0 \n",
" .zip 0 10 0 \n",
"0.10.1 2 .tar 0 10 1 \n",
" .zip 0 10 1 \n",
"0.11.0 3 .whl 0 11 0 \n",
" .tar 0 11 0 \n",
" .zip 0 11 0 \n",
"0.12.0 3 .whl 0 12 0 \n",
" .tar 0 12 0 \n",
" .zip 0 12 0 \n",
"0.12.1 2 .tar 0 12 1 \n",
" .zip 0 12 1 \n",
"0.13.0 5 .whl 0 13 0 \n",
" .whl 0 13 0 \n",
" .whl 0 13 0 \n",
" .tar 0 13 0 \n",
" .zip 0 13 0 \n",
"0.13.1 2 .tar 0 13 1 \n",
" .zip 0 13 1 \n",
"0.13.2 2 .tar 0 13 2 \n",
" .zip 0 13 2 \n",
"... ... ... ... \n",
"0.14.0 8 .zip 0 14 0 \n",
"0.14.1rc1 3 .whl 0 14 1 \n",
" .whl 0 14 1 \n",
" .whl 0 14 1 \n",
"0.14.1rc1.dev-52fb336 3 .whl 0 14 1 \n",
" .whl 0 14 1 \n",
" .whl 0 14 1 \n",
"0.14.1 5 .whl 0 14 1 \n",
" .whl 0 14 1 \n",
" .whl 0 14 1 \n",
" .tar 0 14 1 \n",
" .zip 0 14 1 \n",
"0.14.1rc1.dev-205726a 3 .whl 0 14 1 \n",
" .whl 0 14 1 \n",
" .whl 0 14 1 \n",
"0.15.0 5 .whl 0 15 0 \n",
" .whl 0 15 0 \n",
" .whl 0 15 0 \n",
" .tar 0 15 0 \n",
" .zip 0 15 0 \n",
"0.15.1 5 .whl 0 15 1 \n",
" .whl 0 15 1 \n",
" .whl 0 15 1 \n",
" .tar 0 15 1 \n",
" .zip 0 15 1 \n",
"0.16.0 5 .whl 0 16 0 \n",
" .whl 0 16 0 \n",
" .whl 0 16 0 \n",
" .tar 0 16 0 \n",
" .zip 0 16 0 \n",
"\n",
" number_of_downloads \\\n",
"key number_of_releases type_of_release \n",
"0.4.4 0 NaN None \n",
"0.5.2 0 NaN None \n",
"0.6.0 0 NaN None \n",
"0.7.0 0 NaN None \n",
"0.7.2 0 NaN None \n",
"0.8.0 1 .tar 56945 \n",
"0.9.0 2 .tar 13242 \n",
" .zip 32703 \n",
"0.10.0 3 .whl 968 \n",
" .tar 13114 \n",
" .zip 17207 \n",
"0.10.1 2 .tar 33823 \n",
" .zip 63332 \n",
"0.11.0 3 .whl 1431 \n",
" .tar 320750 \n",
" .zip 94598 \n",
"0.12.0 3 .whl 5554 \n",
" .tar 93602 \n",
" .zip 113455 \n",
"0.12.1 2 .tar 10513 \n",
" .zip 3246 \n",
"0.13.0 5 .whl 1159 \n",
" .whl 946 \n",
" .whl 959 \n",
" .tar 48604 \n",
" .zip 8386 \n",
"0.13.1 2 .tar 26768 \n",
" .zip 5852 \n",
"0.13.2 2 .tar 74236 \n",
" .zip 64609 \n",
"... ... \n",
"0.14.0 8 .zip 68592 \n",
"0.14.1rc1 3 .whl 664 \n",
" .whl 662 \n",
" .whl 665 \n",
"0.14.1rc1.dev-52fb336 3 .whl 823 \n",
" .whl 687 \n",
" .whl 753 \n",
"0.14.1 5 .whl 4681 \n",
" .whl 743 \n",
" .whl 1419 \n",
" .tar 41891 \n",
" .zip 13304 \n",
"0.14.1rc1.dev-205726a 3 .whl 656 \n",
" .whl 648 \n",
" .whl 649 \n",
"0.15.0 5 .whl 3645 \n",
" .whl 733 \n",
" .whl 1146 \n",
" .tar 39965 \n",
" .zip 4435 \n",
"0.15.1 5 .whl 70390 \n",
" .whl 5422 \n",
" .whl 19935 \n",
" .tar 506741 \n",
" .zip 67128 \n",
"0.16.0 5 .whl 15238 \n",
" .whl 340 \n",
" .whl 7977 \n",
" .tar 81593 \n",
" .zip 20372 \n",
"\n",
" uploaded_on \n",
"key number_of_releases type_of_release \n",
"0.4.4 0 NaN N/A \n",
"0.5.2 0 NaN N/A \n",
"0.6.0 0 NaN N/A \n",
"0.7.0 0 NaN N/A \n",
"0.7.2 0 NaN N/A \n",
"0.8.0 1 .tar 2010-07-27 \n",
"0.9.0 2 .tar 2011-02-28 \n",
" .zip 2011-02-28 \n",
"0.10.0 3 .whl 2014-07-31 \n",
" .tar 2011-11-13 \n",
" .zip 2011-11-13 \n",
"0.10.1 2 .tar 2012-02-28 \n",
" .zip 2012-02-28 \n",
"0.11.0 3 .whl 2014-07-31 \n",
" .tar 2012-09-29 \n",
" .zip 2012-09-29 \n",
"0.12.0 3 .whl 2014-07-31 \n",
" .tar 2013-04-09 \n",
" .zip 2013-04-09 \n",
"0.12.1 2 .tar 2013-10-12 \n",
" .zip 2013-10-12 \n",
"0.13.0 5 .whl 2014-07-31 \n",
" .whl 2014-07-31 \n",
" .whl 2014-07-31 \n",
" .tar 2013-10-19 \n",
" .zip 2013-10-19 \n",
"0.13.1 2 .tar 2013-11-17 \n",
" .zip 2013-11-17 \n",
"0.13.2 2 .tar 2013-12-08 \n",
" .zip 2013-12-08 \n",
"... ... \n",
"0.14.0 8 .zip 2014-05-03 \n",
"0.14.1rc1 3 .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
"0.14.1rc1.dev-52fb336 3 .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
"0.14.1 5 .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
" .tar 2014-12-30 \n",
" .zip 2014-12-30 \n",
"0.14.1rc1.dev-205726a 3 .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
" .whl 2014-12-30 \n",
"0.15.0 5 .whl 2015-01-11 \n",
" .whl 2015-01-11 \n",
" .whl 2015-01-11 \n",
" .tar 2015-01-11 \n",
" .zip 2015-01-11 \n",
"0.15.1 5 .whl 2015-01-18 \n",
" .whl 2015-01-18 \n",
" .whl 2015-01-18 \n",
" .tar 2015-01-18 \n",
" .zip 2015-01-18 \n",
"0.16.0 5 .whl 2015-07-24 \n",
" .whl 2015-07-24 \n",
" .whl 2015-07-24 \n",
" .tar 2015-07-24 \n",
" .zip 2015-07-24 \n",
"\n",
"[72 rows x 5 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"indexed.sort([ 'major','minor','patch'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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