magento-github-stats.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import datetime\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dateparse(timestamp: int) -> str:\n",
    "    date = datetime.datetime.fromtimestamp(float(timestamp))\n",
    "    return \"%d-%d\" % (date.year, date.month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the data\n",
    "\n",
    "magento2_data = pd.read_csv(\n",
    "    'data/magento-github/m2-data-dates.csv',\n",
    "    sep=',',\n",
    "    header=None,\n",
    "    names = [\"Repo\", \"Start Date\", \"Last Commit\"],\n",
    "    dtype = {\n",
    "        \"Repo\": \"str\"\n",
    "    },\n",
    "    parse_dates=[\"Start Date\",\"Last Commit\"],\n",
    "    date_parser=dateparse\n",
    ")\n",
    "\n",
    "magento1_data = pd.read_csv(\n",
    "    'data/magento-github/m1-data-dates.csv',\n",
    "    sep=',',\n",
    "    header=None,\n",
    "    names = [\"Repo\", \"Start Date\", \"Last Commit\"],\n",
    "    dtype = {\n",
    "        \"Repo\": \"str\"\n",
    "    },\n",
    "    parse_dates=[\"Start Date\",\"Last Commit\"],\n",
    "    date_parser=dateparse\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Repo</th>\n",
       "      <th>Start Date</th>\n",
       "      <th>Last Commit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Genmato/DemoProduct</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>2015-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GordonLesti/ContentVersion</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2016-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PayboxByVerifone/Magento2</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>letunhatkong/wrm2</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>2016-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>mageup/module-internalpayment</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>mage2pro/core</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Smith-and-Associates/amazon-payments-magento-2...</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>pmclain/module-twilio</td>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>compropago/plugin-magento-2</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>praxigento/mobi_mod_mage2_pv</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>baldwin-agency/magento2-module-less-js-compiler</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2016-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>springbot/magento2-queue</td>\n",
       "      <td>2016-03-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Monetra/monetra_magento2</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Zilus/mage2-blog</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>aohorodnyk/module-debug-comment</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2015-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>fontera/m2-bash-completion</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>dealer4dealer/magento2-restapi</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>the-cocktail-america/magento2_blog</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2016-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Instamojo/instamojo-magento-2</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>dotmailer/dotmailer-magento2-extension</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tzyganu/m2-breadcrumbs</td>\n",
       "      <td>2014-09-01</td>\n",
       "      <td>2015-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>craigchristenson/magento2-2checkout</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ctidigital/magento2-configurator</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>eltrino/PrintOrder</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>2015-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ClaudiuCreanga/magento2-store-locator-stockist...</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cotya/ComposerNotifyEndpointModule</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>2015-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bogardo/Mailgun-Magento2</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>cangzhu/lvepay-php</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>2016-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>pagseguro/magento2</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colognetworx/magento2-s3media</td>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>2017-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>inviqa/MX_HelperBar</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2016-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>outeredge/magento-additionalproduct-module</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>magecodenet/m2-admin-order-fix</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>2016-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>fredrikblanco/magemoddemo</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>2015-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Voicyou/ProductViews</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>henkelund/magento2-henhed-piwik</td>\n",
       "      <td>2015-12-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>eboekhouden/magento2-export</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>anupdugar/SampleM2Api</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>2015-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>magento-hackathon/m2-pretty-url</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2016-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>kaviarasankk/Magekmf</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>ClaudiuCreanga/magento2-product-stock-import-e...</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Codaone/magento2_logitrail_module</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>PartBerlin/Decimal</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2017-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Nabooru/module-address-validation-core</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2016-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Iazel/magento2-regenurl</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>jnodwell/TwitterFeed</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>ritgrad10/dual-category-navigation</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>2016-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>bashconsole/magento2-recaptcha</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>praxigento/mobi_mod_mage2_core</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>shockwavemk/magento2-module-mail</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2016-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>lenlorijn/theme-generator</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>2016-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>cedcommerce/magneto-2-sample-shipping-module</td>\n",
       "      <td>2015-09-01</td>\n",
       "      <td>2015-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>windigo00/module_blog</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>ericthehacker/magento2-configscopehints</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>yireo/Yireo_NewRelic2</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>josephmcdermott/Article-Magento2-Payment</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>2015-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>magento-hackathon/Hackathon_Blog</td>\n",
       "      <td>2015-05-01</td>\n",
       "      <td>2015-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>jzahedieh/Magento2-FileConfigurator</td>\n",
       "      <td>2015-08-01</td>\n",
       "      <td>2015-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>brunoroeder/magento2-Pagarme</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>mjankiewicz/MagentoConfigurableProduct</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>2016-08-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>184 rows × 3 columns</p>\n",
       "</div>"
      ],
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Repo</th>\n",
       "      <th>Start Date</th>\n",
       "      <th>Last Commit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Genmato/DemoProduct</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>2015-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GordonLesti/ContentVersion</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2016-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PayboxByVerifone/Magento2</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>letunhatkong/wrm2</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>2016-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>mageup/module-internalpayment</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>mage2pro/core</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Smith-and-Associates/amazon-payments-magento-2...</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>pmclain/module-twilio</td>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>compropago/plugin-magento-2</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>praxigento/mobi_mod_mage2_pv</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>baldwin-agency/magento2-module-less-js-compiler</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2016-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>springbot/magento2-queue</td>\n",
       "      <td>2016-03-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Monetra/monetra_magento2</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Zilus/mage2-blog</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>aohorodnyk/module-debug-comment</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2015-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>fontera/m2-bash-completion</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>dealer4dealer/magento2-restapi</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>the-cocktail-america/magento2_blog</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2016-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Instamojo/instamojo-magento-2</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>dotmailer/dotmailer-magento2-extension</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tzyganu/m2-breadcrumbs</td>\n",
       "      <td>2014-09-01</td>\n",
       "      <td>2015-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>craigchristenson/magento2-2checkout</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ctidigital/magento2-configurator</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>eltrino/PrintOrder</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>2015-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ClaudiuCreanga/magento2-store-locator-stockist...</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cotya/ComposerNotifyEndpointModule</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>2015-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bogardo/Mailgun-Magento2</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>cangzhu/lvepay-php</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>2016-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>pagseguro/magento2</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colognetworx/magento2-s3media</td>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>2017-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>inviqa/MX_HelperBar</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2016-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>outeredge/magento-additionalproduct-module</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>magecodenet/m2-admin-order-fix</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>2016-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>fredrikblanco/magemoddemo</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>2015-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Voicyou/ProductViews</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>henkelund/magento2-henhed-piwik</td>\n",
       "      <td>2015-12-01</td>\n",
       "      <td>2017-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>eboekhouden/magento2-export</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>anupdugar/SampleM2Api</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>2015-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>magento-hackathon/m2-pretty-url</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2016-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>kaviarasankk/Magekmf</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>ClaudiuCreanga/magento2-product-stock-import-e...</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Codaone/magento2_logitrail_module</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>PartBerlin/Decimal</td>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2017-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Nabooru/module-address-validation-core</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2016-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Iazel/magento2-regenurl</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>jnodwell/TwitterFeed</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>ritgrad10/dual-category-navigation</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>2016-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>bashconsole/magento2-recaptcha</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>praxigento/mobi_mod_mage2_core</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>shockwavemk/magento2-module-mail</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2016-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>lenlorijn/theme-generator</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>2016-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>cedcommerce/magneto-2-sample-shipping-module</td>\n",
       "      <td>2015-09-01</td>\n",
       "      <td>2015-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>windigo00/module_blog</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2016-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>ericthehacker/magento2-configscopehints</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>yireo/Yireo_NewRelic2</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>josephmcdermott/Article-Magento2-Payment</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>2015-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>magento-hackathon/Hackathon_Blog</td>\n",
       "      <td>2015-05-01</td>\n",
       "      <td>2015-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>jzahedieh/Magento2-FileConfigurator</td>\n",
       "      <td>2015-08-01</td>\n",
       "      <td>2015-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>brunoroeder/magento2-Pagarme</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2016-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>mjankiewicz/MagentoConfigurableProduct</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>2016-08-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>184 rows × 3 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "magento2_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "magento2_data_start_dates = magento2_data.copy()\n",
    "magento2_data_start_dates.drop([\"Last Commit\", \"Repo\"], axis = 1, inplace = True)\n",
    "magento2_data_start_dates = magento2_data_start_dates.groupby(\"Start Date\").size().to_frame('Total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x10d3fccc0>, <matplotlib.text.Text at 0x10d17cd68>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AH4Bxi2MgIiJyHKO9XekfaDm1kMi5PMvfpT4i8g0AlwAIi8gwgJsBfBnAl/W2dzkAr1NK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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d3e69b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can see that the number of repos created was the highest in the middle of 2016\n",
    "\n",
    "f, ax = plt.subplots(figsize=(12, 8))\n",
    "ax.plot(magento2_data_start_dates)\n",
    "ax.set(title='Number of magento2 repos created per month', ylabel='Number of repos')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x10d2dca58>, <matplotlib.text.Text at 0x10d1c6710>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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10flFBvtixKIbDxPSCqJli1IQLSIi0ma5QrluezvwaoZh7TZwc4XLyzn64hES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\nfUEK3rwjF/+9dCq+OlGLDw67nl0fjupmM377SREumhSFR5dnI6+scci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PC5ESqcVLt51b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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d2c1668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's see for magento1\n",
    "# although decreasing hard since begining of 2016, there are still magento1 repos being created\n",
    "\n",
    "magento1_data_start_dates = magento1_data.copy()\n",
    "magento1_data_start_dates.drop([\"Last Commit\", \"Repo\"], axis = 1, inplace = True)\n",
    "magento1_data_start_dates = magento1_data_start_dates.groupby(\"Start Date\").size().to_frame('Total')\n",
    "f, ax = plt.subplots(figsize=(12, 8))\n",
    "ax.plot(magento1_data_start_dates)\n",
    "ax.set(title='Number of magento1 repos created per month', ylabel='Number of repos')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total_x</th>\n",
       "      <th>Total_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Start Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-09-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-03-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-04-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-05-01</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total_x</th>\n",
       "      <th>Total_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Start Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-09-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-03-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-04-01</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-05-01</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2zp0HzpjZM/1PvRh4FPgYcKf/uTuBj7ZqDSIiItJcp2eyLBVKNfuhAVLxMNnlIt4vm0X6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\n2EiCaCGEEEIIIWwkQbQQQgghhBA2+v/mJ/RU3VrYvAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d23e438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting the 2 of them together we see that magento2 is struggling to catch up with magento1\n",
    "# and has a long way until it reaches magento1 highest period when there were up to 60 repos created per month\n",
    "\n",
    "magento_start_date = pd.merge(magento1_data_start_dates, magento2_data_start_dates, how='outer', left_index=True, right_index=True)\n",
    "\n",
    "f, ax = plt.subplots(figsize=(12, 8))\n",
    "ax.plot(magento_start_date)\n",
    "ax.set(title='Number of magento1 and magento2 repos created', ylabel='Number of repos')\n",
    "magento_start_date.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x11d443b70>, <matplotlib.text.Text at 0x11da40c88>]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EExERDaBssYxQwIfRWAgZBtFErmMQTURENICyhTIS4QCGwgHM59nijshtDKKJiIgGULZQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d5bb438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# but let's see how active are the magento1 repos vs magento2 repos\n",
    "\n",
    "magento1_data_last_commit = magento1_data.copy()\n",
    "magento1_data_last_commit.drop([\"Start Date\", \"Repo\"], axis = 1, inplace = True)\n",
    "magento1_data_last_commit = magento1_data_last_commit.groupby(\"Last Commit\").size().to_frame('Total1')\n",
    "\n",
    "magento2_data_last_commit = magento2_data.copy()\n",
    "magento2_data_last_commit.drop([\"Start Date\", \"Repo\"], axis = 1, inplace = True)\n",
    "magento2_data_last_commit = magento2_data_last_commit.groupby(\"Last Commit\").size().to_frame('Total2')\n",
    "\n",
    "magento_last_commit = pd.merge(magento1_data_last_commit, magento2_data_last_commit, how='outer', left_index=True, right_index=True)\n",
    "\n",
    "f, ax = plt.subplots(figsize=(12, 8))\n",
    "ax.plot(magento_last_commit)\n",
    "ax.set(title='Number of magento1 repos with last activity this month', ylabel='Number of repos')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "from github import Github\n",
    "import csv\n",
    "import time\n",
    "\n",
    "with open('data/magento-github/magento2-modules.csv', 'r') as f:\n",
    "    reader = csv.reader(f)\n",
    "    module_list = list(reader)\n",
    "\n",
    "g = Github(\"ClaudiuCreanga\", \"code\")\n",
    "\n",
    "phpspec_tested_modules = []\n",
    "\n",
    "for index,module in enumerate(module_list):\n",
    "    if index % 20 == 0:\n",
    "        time.sleep(5)\n",
    "    repo = g.get_repo(module[0])\n",
    "    if repo.get_contents(\"/\"):\n",
    "        phpspec = g.search_code(\"PHPUnit in:file repo:%s\" % module[0])\n",
    "        try:\n",
    "            list(phpspec)\n",
    "            if len(list(phpspec)):\n",
    "                phpspec_tested_modules.append(module[0])\n",
    "        except:\n",
    "            pass\n",
    "\n",
    "with open('data/magento-github/unit.csv', 'w') as myfile:\n",
    "    wr = csv.writer(myfile)\n",
    "    wr.writerow(phpspec_tested_modules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-197-1ac27f018731>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmodule\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;36m20\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m         \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0mrepo\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_repo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mrepo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_contents\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "obj_manager_modules = []\n",
    "\n",
    "for index,module in enumerate(module_list):\n",
    "    if index % 20 == 0:\n",
    "        time.sleep(5)\n",
    "    repo = g.get_repo(module[0])\n",
    "    if repo.get_contents(\"/\"):\n",
    "        obj = g.search_code(\"\\Magento\\Framework\\App\\ObjectManager in:file language:php repo:%s\" % module[0])\n",
    "        try:\n",
    "            list(obj)\n",
    "            if len(list(obj)):\n",
    "                obj_manager_modules.append(module[0])\n",
    "        except:\n",
    "            pass\n",
    "\n",
    "with open('data/magento-github/object_manager.csv', 'w') as myfile:\n",
    "    wr = csv.writer(myfile)\n",
    "    wr.writerow(obj_manager_modules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
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oKE2bNq2my5AyrdXlz9R0CdqE4mF9aroESdJO5M0336Rt2+p9rcD21rNnT266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\nDRFxAAAADfkf/AoiYvHPgQwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e5a83c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# code quality\n",
    "# how many use the object manager directly or do unit tests\n",
    "\n",
    "def percentage(part, whole):\n",
    "  return int(100 * float(part)/float(whole))\n",
    "\n",
    "quality = pd.DataFrame.from_records([{\"All\":184 , \"PhpSpec\": 5, \"PhpUnit\": 44, \"ObjectManager\":52}])\n",
    "ax = quality.plot(kind=\"bar\", title=\"Quality of magento2 repos\", figsize=(15,10), legend=True)\n",
    "for p in ax.patches:\n",
    "    ax.annotate(str(int(p.get_height())) +\" (\"+ str(percentage(p.get_height(), 184)) + \"% )\", ((p.get_x()), int(p.get_height() + 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_modules = pd.DataFrame([{\"magento1\": 1168, \"magento2\": 184}])\n",
    "ax = all_modules.plot(kind=\"bar\", title=\"Total number of magento1 and magento2 modules\", figsize=(15,10), legend=True)\n",
    "for p in ax.patches:\n",
    "    ax.annotate(str(int(p.get_height())) +\" (\"+ str(percentage(p.get_height(), 1168)) + \"% )\", ((p.get_x()), int(p.get_height() + 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    ""
   ]
  }
 ],
 "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": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}