notebooks/ProjectAnalysis/GitHubProyectsAnalysis/GitHubLogAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 3.2: GitHub Log Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import os\n",
    "import csv\n",
    "import re\n",
    "import json\n",
    "from collections import Counter\n",
    "from os import listdir\n",
    "results_dir = \"/home/notebooks/ProjectAnalysis/GitHubProyectsAnalysis/results/\"\n",
    "import matplotlib.pyplot as plt\n",
    "pd.options.display.float_format = \"{:,.2f}\".format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getSummary(project_name, commit_history):\n",
    "    summary = {}\n",
    "    summary['Project'] = project_name\n",
    "    summary[\"Total\"] = 0\n",
    "    summary[\"Success\"] = 0\n",
    "    summary[\"Fail\"] = 0\n",
    "    \n",
    "    summary['MavenSuccess'] = 0\n",
    "    summary['MavenFail'] = 0\n",
    "    summary['GradleSuccess'] = 0\n",
    "    summary['GradleFail'] = 0\n",
    "    summary['AntSuccess'] = 0\n",
    "    summary['AntFail'] = 0\n",
    "    summary['NoBuildSystem'] = 0\n",
    "    summary['Errors'] = []\n",
    "    \n",
    "    \n",
    "    for result in commit_history:\n",
    "        \n",
    "        summary[\"Total\"] += 1\n",
    "        \n",
    "        if result['BUILD_STATUS'] == 'SUCCESS':\n",
    "            \n",
    "            summary[\"Success\"] += 1\n",
    "        \n",
    "            if result['BUILD_SYSTEM'] == 'Maven':\n",
    "                summary['MavenSuccess'] += 1\n",
    "            if result['BUILD_SYSTEM'] == 'Gradle':\n",
    "                summary['GradleSuccess'] += 1\n",
    "            if result['BUILD_SYSTEM'] == 'Ant':\n",
    "                summary['AntSuccess'] += 1\n",
    "                \n",
    "        else: # FAILED BUILDS\n",
    "            \n",
    "            if result['ERROR'] == 'No build system detected':\n",
    "                summary['NoBuildSystem'] += 1\n",
    "            \n",
    "            summary[\"Fail\"] += 1\n",
    "            \n",
    "            if result['BUILD_SYSTEM'] == 'Maven':\n",
    "                summary['MavenFail'] += 1\n",
    "            if result['BUILD_SYSTEM'] == 'Gradle':\n",
    "                summary['GradleFail'] += 1\n",
    "            if result['BUILD_SYSTEM'] == 'Ant':\n",
    "                summary['AntFail'] += 1\n",
    "#             if result['BUILD_SYSTEM'] == 'NOT_FOUND':\n",
    "#                 summary['NoBuildSystem'] += 1\n",
    "            \n",
    "            action = result['ACTION']\n",
    "            if action not in ['Resolution', 'Parsing', 'Compilation', 'Other']:\n",
    "                if result['ERROR'] == 'Timeout': \n",
    "                    action = 'Resolution'\n",
    "                else:\n",
    "                    action = 'Other'\n",
    "                \n",
    "            summary['Errors'].append((result['BUILD_SYSTEM'], result['ERROR'], action))\n",
    "                \n",
    "    return summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "projects = [f for f in listdir(results_dir)]\n",
    "results = {}\n",
    "\n",
    "all_projects_summary = []\n",
    "early_snapshots = []\n",
    "intermediate_snapshots = []\n",
    "recent_snapshots = []\n",
    "\n",
    "for result_file in projects:\n",
    "    with open(results_dir+result_file) as csvfile:\n",
    "        project_name = result_file.split(\".\")[0]\n",
    "        commit_history = list(csv.DictReader(csvfile))\n",
    "        #results[project_name]= commit_history\n",
    "        \n",
    "        size = len(commit_history)\n",
    "        q1 = int(0.25*size)\n",
    "        q3 = int(0.75*size)\n",
    "        \n",
    "        all_projects_summary.append(getSummary(project_name, commit_history))\n",
    "\n",
    "        early_snapshots.append(getSummary(project_name, commit_history[:q1]))\n",
    "\n",
    "        intermediate_snapshots.append(getSummary(project_name, commit_history[q1+1:q3]))\n",
    "        \n",
    "        recent_snapshots.append(getSummary(project_name, commit_history[q3+1:]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = ['Project', 'Total', 'Success', 'Fail', 'MavenSuccess', 'MavenFail', 'GradleSuccess', 'GradleFail', 'AntSuccess', 'AntFail', 'NoBuildSystem']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def piePlotPerBuildSystem(df):\n",
    "\n",
    "    fig = plt.figure(figsize=(9,9))\n",
    "    ax1 = fig.add_subplot(1,3,1)\n",
    "    ax2 = fig.add_subplot(1,3,2)\n",
    "    ax3 = fig.add_subplot(1,3,3)\n",
    "    summary_build_systems = df.select_dtypes(pd.np.number).sum()\n",
    "    # Maven\n",
    "    summary_build_systems[['MavenFail', 'MavenSuccess']].plot.pie(title=\"Maven\",autopct = \"%.2f%%\", ax=ax1, colors = ['red', 'green'])\n",
    "    # Gradle\n",
    "    summary_build_systems[['GradleFail', 'GradleSuccess']].plot.pie(title=\"Gradle\", autopct = \"%.2f%%\", ax=ax2, colors = ['red', 'green'])\n",
    "    # Ant\n",
    "    summary_build_systems[['AntFail', 'AntSuccess']].plot.pie(title=\"Ant\", autopct = \"%.2f%%\", ax=ax3, colors = ['red', 'green'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Projects Summary - All snapshots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Project</th>\n",
       "      <th>Total</th>\n",
       "      <th>Success</th>\n",
       "      <th>Fail</th>\n",
       "      <th>MavenSuccess</th>\n",
       "      <th>MavenFail</th>\n",
       "      <th>GradleSuccess</th>\n",
       "      <th>GradleFail</th>\n",
       "      <th>AntSuccess</th>\n",
       "      <th>AntFail</th>\n",
       "      <th>NoBuildSystem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>webmagic</td>\n",
       "      <td>1132</td>\n",
       "      <td>999</td>\n",
       "      <td>133</td>\n",
       "      <td>999</td>\n",
       "      <td>133</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>netty</td>\n",
       "      <td>10000</td>\n",
       "      <td>1379</td>\n",
       "      <td>8621</td>\n",
       "      <td>1379</td>\n",
       "      <td>8621</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>logback</td>\n",
       "      <td>4088</td>\n",
       "      <td>2834</td>\n",
       "      <td>1254</td>\n",
       "      <td>2834</td>\n",
       "      <td>1248</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>resteasy</td>\n",
       "      <td>4837</td>\n",
       "      <td>310</td>\n",
       "      <td>4527</td>\n",
       "      <td>310</td>\n",
       "      <td>4043</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>spring-cloud-config</td>\n",
       "      <td>1588</td>\n",
       "      <td>842</td>\n",
       "      <td>746</td>\n",
       "      <td>842</td>\n",
       "      <td>746</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>java-client</td>\n",
       "      <td>1614</td>\n",
       "      <td>424</td>\n",
       "      <td>1190</td>\n",
       "      <td>424</td>\n",
       "      <td>315</td>\n",
       "      <td>0</td>\n",
       "      <td>831</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>java-driver</td>\n",
       "      <td>1723</td>\n",
       "      <td>783</td>\n",
       "      <td>940</td>\n",
       "      <td>783</td>\n",
       "      <td>940</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>soot</td>\n",
       "      <td>6785</td>\n",
       "      <td>960</td>\n",
       "      <td>5825</td>\n",
       "      <td>960</td>\n",
       "      <td>1257</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3500</td>\n",
       "      <td>1068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>assertj-core</td>\n",
       "      <td>3486</td>\n",
       "      <td>2901</td>\n",
       "      <td>585</td>\n",
       "      <td>2901</td>\n",
       "      <td>585</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>jackson-databind</td>\n",
       "      <td>6345</td>\n",
       "      <td>1797</td>\n",
       "      <td>4548</td>\n",
       "      <td>1797</td>\n",
       "      <td>4548</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Project  Total  Success  Fail  MavenSuccess  MavenFail  \\\n",
       "0              webmagic   1132      999   133           999        133   \n",
       "1                 netty  10000     1379  8621          1379       8621   \n",
       "2               logback   4088     2834  1254          2834       1248   \n",
       "3              resteasy   4837      310  4527           310       4043   \n",
       "4   spring-cloud-config   1588      842   746           842        746   \n",
       "..                  ...    ...      ...   ...           ...        ...   \n",
       "75          java-client   1614      424  1190           424        315   \n",
       "76          java-driver   1723      783   940           783        940   \n",
       "77                 soot   6785      960  5825           960       1257   \n",
       "78         assertj-core   3486     2901   585          2901        585   \n",
       "79     jackson-databind   6345     1797  4548          1797       4548   \n",
       "\n",
       "    GradleSuccess  GradleFail  AntSuccess  AntFail  NoBuildSystem  \n",
       "0               0           0           0        0              0  \n",
       "1               0           0           0        0              0  \n",
       "2               0           0           0        0              6  \n",
       "3               0           0           0        0            484  \n",
       "4               0           0           0        0              0  \n",
       "..            ...         ...         ...      ...            ...  \n",
       "75              0         831           0        0             44  \n",
       "76              0           0           0        0              0  \n",
       "77              0           0           0     3500           1068  \n",
       "78              0           0           0        0              0  \n",
       "79              0           0           0        0              0  \n",
       "\n",
       "[80 rows x 11 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_df = pd.DataFrame(all_projects_summary)\n",
    "summary_df[headers]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate resume for Reproduction Experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "summary_df[headers].to_csv('reproduction_experiment_buildability_summary.csv', index=False)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-8-52cd6aaad616>:1: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  summary_df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Total            300279\n",
       "Success           98488\n",
       "Fail             201791\n",
       "MavenSuccess      80310\n",
       "MavenFail        110753\n",
       "GradleSuccess     13737\n",
       "GradleFail        50358\n",
       "AntSuccess         4441\n",
       "AntFail           21294\n",
       "NoBuildSystem     19386\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_df.select_dtypes(pd.np.number).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#Commits</th>\n",
       "      <th>#Build success</th>\n",
       "      <th>Fraction built</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Maven</th>\n",
       "      <td>191,063.0</td>\n",
       "      <td>80,310.0</td>\n",
       "      <td>42.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gradle</th>\n",
       "      <td>64,095.0</td>\n",
       "      <td>13,737.0</td>\n",
       "      <td>21.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ant</th>\n",
       "      <td>25,735.0</td>\n",
       "      <td>4,441.0</td>\n",
       "      <td>17.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All</th>\n",
       "      <td>280,893.0</td>\n",
       "      <td>98,488.0</td>\n",
       "      <td>35.06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        #Commits #Build success Fraction built\n",
       "Maven  191,063.0       80,310.0          42.03\n",
       "Gradle  64,095.0       13,737.0          21.43\n",
       "Ant     25,735.0        4,441.0          17.26\n",
       "All    280,893.0       98,488.0          35.06"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_per_build_system = pd.DataFrame(columns=['#Commits','#Build success','Fraction built'], index=['Maven','Gradle','Ant'])\n",
    "# SEGUIR\n",
    "for bs in ['Maven', 'Gradle', 'Ant']:\n",
    "    success = summary_df[bs+'Success'].sum()\n",
    "    total = success + summary_df[bs+'Fail'].sum()\n",
    "    fraction = (success / total)*100\n",
    "    summary_per_build_system.loc[bs] = pd.Series(\n",
    "        {'#Commits': total, '#Build success': success, 'Fraction built': fraction }\n",
    "    )\n",
    "total = summary_per_build_system['#Commits'].sum()\n",
    "success = summary_per_build_system['#Build success'].sum()\n",
    "fraction = (success / total)*100\n",
    "summary_per_build_system.loc['All'] = pd.Series(\n",
    "        {'#Commits': total, '#Build success': success, 'Fraction built': fraction }\n",
    "    )\n",
    "summary_per_build_system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-10-43548d657465>:1: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  commitsWithNoBuildSystem = summary_df.select_dtypes(pd.np.number).sum()['NoBuildSystem']\n"
     ]
    }
   ],
   "source": [
    "commitsWithNoBuildSystem = summary_df.select_dtypes(pd.np.number).sum()['NoBuildSystem']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def report(data):\n",
    "    error_list = []\n",
    "    total_errors = len(data) - commitsWithNoBuildSystem\n",
    "    for error_tuple in Counter(data).items():\n",
    "        build_system, error, action = error_tuple[0]\n",
    "        if build_system == \"NOT_FOUND\": continue\n",
    "        count = error_tuple[1]\n",
    "        error_list.append((build_system, error, action, count))\n",
    "    errors = sorted(error_list, key=lambda i: i[3], reverse=True)\n",
    "    errors = pd.DataFrame(errors, columns = [\"BuildSystem\", \"Error\", \"Action\", \"Count\"])\n",
    "    errors['%'] = errors.apply (lambda row: (row[3] / total_errors)*100, axis=1)\n",
    "    print(errors[['Count', '%']].sum())\n",
    "    return errors "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Count   182,405.00\n",
      "%           100.00\n",
      "dtype: float64\n"
     ]
    },
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>BuildSystem</th>\n",
       "      <th>Error</th>\n",
       "      <th>Action</th>\n",
       "      <th>Count</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ArtifactResolutionException</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>74950</td>\n",
       "      <td>41.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Maven</td>\n",
       "      <td>MojoFailureException</td>\n",
       "      <td>Other</td>\n",
       "      <td>12426</td>\n",
       "      <td>6.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Maven</td>\n",
       "      <td>MojoExecutionException</td>\n",
       "      <td>Other</td>\n",
       "      <td>11562</td>\n",
       "      <td>6.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Target \"compile\" does not exist in the project</td>\n",
       "      <td>Other</td>\n",
       "      <td>8615</td>\n",
       "      <td>4.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>IOException: Server returned HTTP response code</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>8057</td>\n",
       "      <td>4.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Could not resolve</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>7057</td>\n",
       "      <td>3.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Could not resolve all dependencies</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>6899</td>\n",
       "      <td>3.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ConnectException</td>\n",
       "      <td>Other</td>\n",
       "      <td>5524</td>\n",
       "      <td>3.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Task 'test' not found in root project</td>\n",
       "      <td>Other</td>\n",
       "      <td>5215</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Execution failed for task</td>\n",
       "      <td>Other</td>\n",
       "      <td>4726</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Cannot run program</td>\n",
       "      <td>Other</td>\n",
       "      <td>4540</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ant</td>\n",
       "      <td>UnknownHostException</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>3918</td>\n",
       "      <td>2.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Other Gradle error</td>\n",
       "      <td>Other</td>\n",
       "      <td>3849</td>\n",
       "      <td>2.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Unable to find property file</td>\n",
       "      <td>Other</td>\n",
       "      <td>3693</td>\n",
       "      <td>2.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Permission denied</td>\n",
       "      <td>Other</td>\n",
       "      <td>2295</td>\n",
       "      <td>1.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Compilation failed</td>\n",
       "      <td>Compilation</td>\n",
       "      <td>2288</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Maven</td>\n",
       "      <td>PluginDescriptorParsingException</td>\n",
       "      <td>Parsing</td>\n",
       "      <td>1591</td>\n",
       "      <td>0.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Could not find</td>\n",
       "      <td>Other</td>\n",
       "      <td>1405</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Other Ant error</td>\n",
       "      <td>Other</td>\n",
       "      <td>1181</td>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>git-lfs is required to build</td>\n",
       "      <td>Other</td>\n",
       "      <td>1083</td>\n",
       "      <td>0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Compile failed</td>\n",
       "      <td>Compilation</td>\n",
       "      <td>1077</td>\n",
       "      <td>0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ProjectBuildingException</td>\n",
       "      <td>Other</td>\n",
       "      <td>921</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ant</td>\n",
       "      <td>No such file or directory</td>\n",
       "      <td>Other</td>\n",
       "      <td>917</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Maven</td>\n",
       "      <td>PluginExecutionException</td>\n",
       "      <td>Other</td>\n",
       "      <td>913</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Maven</td>\n",
       "      <td>PluginConfigurationException</td>\n",
       "      <td>Other</td>\n",
       "      <td>887</td>\n",
       "      <td>0.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>SDK location not found</td>\n",
       "      <td>Other</td>\n",
       "      <td>885</td>\n",
       "      <td>0.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Maven</td>\n",
       "      <td>Timeout</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>851</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Javadoc generation failed</td>\n",
       "      <td>Other</td>\n",
       "      <td>714</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ant</td>\n",
       "      <td>impossible to resolve dependencies</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>563</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Maven</td>\n",
       "      <td>OutOfMemoryError</td>\n",
       "      <td>Other</td>\n",
       "      <td>426</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Unable to retrieve secret key</td>\n",
       "      <td>Other</td>\n",
       "      <td>379</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ModelParseException</td>\n",
       "      <td>Parsing</td>\n",
       "      <td>376</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Timeout</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>247</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Maven</td>\n",
       "      <td>Other Maven error</td>\n",
       "      <td>Other</td>\n",
       "      <td>243</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>ExceptionInInitializerError</td>\n",
       "      <td>Other</td>\n",
       "      <td>222</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>215</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Execution failed for task ':test'</td>\n",
       "      <td>Other</td>\n",
       "      <td>189</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>185</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Source resource does not exist</td>\n",
       "      <td>Other</td>\n",
       "      <td>146</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Java 11 is required</td>\n",
       "      <td>Other</td>\n",
       "      <td>137</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BuildSystem                                              Error  \\\n",
       "0        Maven                        ArtifactResolutionException   \n",
       "1        Maven                               MojoFailureException   \n",
       "2        Maven                             MojoExecutionException   \n",
       "3          Ant     Target \"compile\" does not exist in the project   \n",
       "4       Gradle    IOException: Server returned HTTP response code   \n",
       "5       Gradle                                  Could not resolve   \n",
       "6       Gradle                 Could not resolve all dependencies   \n",
       "7        Maven                                   ConnectException   \n",
       "8       Gradle              Task 'test' not found in root project   \n",
       "9       Gradle                          Execution failed for task   \n",
       "10      Gradle                                 Cannot run program   \n",
       "11         Ant                               UnknownHostException   \n",
       "12      Gradle                                 Other Gradle error   \n",
       "13         Ant                       Unable to find property file   \n",
       "14      Gradle                                  Permission denied   \n",
       "15      Gradle                                 Compilation failed   \n",
       "16       Maven                   PluginDescriptorParsingException   \n",
       "17      Gradle                                     Could not find   \n",
       "18         Ant                                    Other Ant error   \n",
       "19      Gradle                       git-lfs is required to build   \n",
       "20         Ant                                     Compile failed   \n",
       "21       Maven                           ProjectBuildingException   \n",
       "22         Ant                          No such file or directory   \n",
       "23       Maven                           PluginExecutionException   \n",
       "24       Maven                       PluginConfigurationException   \n",
       "25      Gradle                             SDK location not found   \n",
       "26       Maven                                            Timeout   \n",
       "27      Gradle                          Javadoc generation failed   \n",
       "28         Ant                 impossible to resolve dependencies   \n",
       "29       Maven                                   OutOfMemoryError   \n",
       "30      Gradle                      Unable to retrieve secret key   \n",
       "31       Maven                                ModelParseException   \n",
       "32      Gradle                                            Timeout   \n",
       "33       Maven                                  Other Maven error   \n",
       "34      Gradle                        ExceptionInInitializerError   \n",
       "35         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...   \n",
       "36      Gradle                  Execution failed for task ':test'   \n",
       "37         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...   \n",
       "38         Ant                     Source resource does not exist   \n",
       "39      Gradle                                Java 11 is required   \n",
       "\n",
       "         Action  Count     %  \n",
       "0    Resolution  74950 41.09  \n",
       "1         Other  12426  6.81  \n",
       "2         Other  11562  6.34  \n",
       "3         Other   8615  4.72  \n",
       "4    Resolution   8057  4.42  \n",
       "5    Resolution   7057  3.87  \n",
       "6    Resolution   6899  3.78  \n",
       "7         Other   5524  3.03  \n",
       "8         Other   5215  2.86  \n",
       "9         Other   4726  2.59  \n",
       "10        Other   4540  2.49  \n",
       "11   Resolution   3918  2.15  \n",
       "12        Other   3849  2.11  \n",
       "13        Other   3693  2.02  \n",
       "14        Other   2295  1.26  \n",
       "15  Compilation   2288  1.25  \n",
       "16      Parsing   1591  0.87  \n",
       "17        Other   1405  0.77  \n",
       "18        Other   1181  0.65  \n",
       "19        Other   1083  0.59  \n",
       "20  Compilation   1077  0.59  \n",
       "21        Other    921  0.50  \n",
       "22        Other    917  0.50  \n",
       "23        Other    913  0.50  \n",
       "24        Other    887  0.49  \n",
       "25        Other    885  0.49  \n",
       "26   Resolution    851  0.47  \n",
       "27        Other    714  0.39  \n",
       "28   Resolution    563  0.31  \n",
       "29        Other    426  0.23  \n",
       "30        Other    379  0.21  \n",
       "31      Parsing    376  0.21  \n",
       "32   Resolution    247  0.14  \n",
       "33        Other    243  0.13  \n",
       "34        Other    222  0.12  \n",
       "35        Other    215  0.12  \n",
       "36        Other    189  0.10  \n",
       "37        Other    185  0.10  \n",
       "38        Other    146  0.08  \n",
       "39        Other    137  0.08  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_errors_df = report(summary_df[\"Errors\"].sum())\n",
    "all_errors_df.head(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Resolution</th>\n",
       "      <td>102551</td>\n",
       "      <td>56.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>74437</td>\n",
       "      <td>40.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Compilation</th>\n",
       "      <td>3450</td>\n",
       "      <td>1.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parsing</th>\n",
       "      <td>1967</td>\n",
       "      <td>1.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Count     %\n",
       "Action                   \n",
       "Resolution   102551 56.22\n",
       "Other         74437 40.81\n",
       "Compilation    3450  1.89\n",
       "Parsing        1967  1.08"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_errors_df.groupby('Action').sum().sort_values(by=['Count'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Maven'}, ylabel='Count'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_errors_df.groupby(['BuildSystem']).sum().plot.pie(y='Count',title=\"Maven\",autopct = \"%.2f%%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-9f9daa7cd71b>:7: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  summary_build_systems = df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "piePlotPerBuildSystem(summary_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Projects Summary - Early Snapshots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Project</th>\n",
       "      <th>Total</th>\n",
       "      <th>Success</th>\n",
       "      <th>Fail</th>\n",
       "      <th>MavenSuccess</th>\n",
       "      <th>MavenFail</th>\n",
       "      <th>GradleSuccess</th>\n",
       "      <th>GradleFail</th>\n",
       "      <th>AntSuccess</th>\n",
       "      <th>AntFail</th>\n",
       "      <th>NoBuildSystem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>webmagic</td>\n",
       "      <td>283</td>\n",
       "      <td>268</td>\n",
       "      <td>15</td>\n",
       "      <td>268</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>netty</td>\n",
       "      <td>2500</td>\n",
       "      <td>598</td>\n",
       "      <td>1902</td>\n",
       "      <td>598</td>\n",
       "      <td>1902</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>logback</td>\n",
       "      <td>1022</td>\n",
       "      <td>506</td>\n",
       "      <td>516</td>\n",
       "      <td>506</td>\n",
       "      <td>510</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>resteasy</td>\n",
       "      <td>1209</td>\n",
       "      <td>1</td>\n",
       "      <td>1208</td>\n",
       "      <td>1</td>\n",
       "      <td>724</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>spring-cloud-config</td>\n",
       "      <td>397</td>\n",
       "      <td>0</td>\n",
       "      <td>397</td>\n",
       "      <td>0</td>\n",
       "      <td>397</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>java-client</td>\n",
       "      <td>403</td>\n",
       "      <td>339</td>\n",
       "      <td>64</td>\n",
       "      <td>339</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>java-driver</td>\n",
       "      <td>430</td>\n",
       "      <td>223</td>\n",
       "      <td>207</td>\n",
       "      <td>223</td>\n",
       "      <td>207</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>soot</td>\n",
       "      <td>1696</td>\n",
       "      <td>0</td>\n",
       "      <td>1696</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>756</td>\n",
       "      <td>940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>assertj-core</td>\n",
       "      <td>871</td>\n",
       "      <td>617</td>\n",
       "      <td>254</td>\n",
       "      <td>617</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>jackson-databind</td>\n",
       "      <td>1586</td>\n",
       "      <td>280</td>\n",
       "      <td>1306</td>\n",
       "      <td>280</td>\n",
       "      <td>1306</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Project  Total  Success  Fail  MavenSuccess  MavenFail  \\\n",
       "0              webmagic    283      268    15           268         15   \n",
       "1                 netty   2500      598  1902           598       1902   \n",
       "2               logback   1022      506   516           506        510   \n",
       "3              resteasy   1209        1  1208             1        724   \n",
       "4   spring-cloud-config    397        0   397             0        397   \n",
       "..                  ...    ...      ...   ...           ...        ...   \n",
       "75          java-client    403      339    64           339         20   \n",
       "76          java-driver    430      223   207           223        207   \n",
       "77                 soot   1696        0  1696             0          0   \n",
       "78         assertj-core    871      617   254           617        254   \n",
       "79     jackson-databind   1586      280  1306           280       1306   \n",
       "\n",
       "    GradleSuccess  GradleFail  AntSuccess  AntFail  NoBuildSystem  \n",
       "0               0           0           0        0              0  \n",
       "1               0           0           0        0              0  \n",
       "2               0           0           0        0              6  \n",
       "3               0           0           0        0            484  \n",
       "4               0           0           0        0              0  \n",
       "..            ...         ...         ...      ...            ...  \n",
       "75              0           0           0        0             44  \n",
       "76              0           0           0        0              0  \n",
       "77              0           0           0      756            940  \n",
       "78              0           0           0        0              0  \n",
       "79              0           0           0        0              0  \n",
       "\n",
       "[80 rows x 11 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "early_snapshots_df = pd.DataFrame(early_snapshots)\n",
    "early_snapshots_df[headers]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-17-69adcb90b9b4>:1: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  early_snapshots_df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Total            75041\n",
       "Success          19315\n",
       "Fail             55726\n",
       "MavenSuccess     15471\n",
       "MavenFail        29058\n",
       "GradleSuccess      467\n",
       "GradleFail        5058\n",
       "AntSuccess        3377\n",
       "AntFail           9979\n",
       "NoBuildSystem    11631\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "early_snapshots_df.select_dtypes(pd.np.number).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Count   44,095.00\n",
      "%          121.34\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BuildSystem</th>\n",
       "      <th>Error</th>\n",
       "      <th>Action</th>\n",
       "      <th>Count</th>\n",
       "      <th>%</th>\n",
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       "      <th>0</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ArtifactResolutionException</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>18690</td>\n",
       "      <td>51.43</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Target \"compile\" does not exist in the project</td>\n",
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       "      <td>4379</td>\n",
       "      <td>12.05</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Maven</td>\n",
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       "      <th>3</th>\n",
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       "      <td>3253</td>\n",
       "      <td>8.95</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>IOException: Server returned HTTP response code</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>2821</td>\n",
       "      <td>7.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>2</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Source resource does not exist</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b\"Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   BuildSystem                                              Error      Action  \\\n",
       "0        Maven                        ArtifactResolutionException  Resolution   \n",
       "1          Ant     Target \"compile\" does not exist in the project       Other   \n",
       "2        Maven                               MojoFailureException       Other   \n",
       "3        Maven                                   ConnectException       Other   \n",
       "4       Gradle    IOException: Server returned HTTP response code  Resolution   \n",
       "..         ...                                                ...         ...   \n",
       "60         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...       Other   \n",
       "61         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...       Other   \n",
       "62         Ant                     Source resource does not exist       Other   \n",
       "63         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...       Other   \n",
       "64         Ant  b\"Apache Ant(TM) version 1.10.11 compiled on J...       Other   \n",
       "\n",
       "    Count     %  \n",
       "0   18690 51.43  \n",
       "1    4379 12.05  \n",
       "2    3596  9.90  \n",
       "3    3253  8.95  \n",
       "4    2821  7.76  \n",
       "..    ...   ...  \n",
       "60      2  0.01  \n",
       "61      1  0.00  \n",
       "62      1  0.00  \n",
       "63      1  0.00  \n",
       "64      1  0.00  \n",
       "\n",
       "[65 rows x 5 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "early_errors_df = report(early_snapshots_df[\"Errors\"].sum())\n",
    "early_errors_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <th></th>\n",
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       "      <th>Resolution</th>\n",
       "      <td>23606</td>\n",
       "      <td>64.96</td>\n",
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       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>18945</td>\n",
       "      <td>52.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Compilation</th>\n",
       "      <td>1303</td>\n",
       "      <td>3.59</td>\n",
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       "    <tr>\n",
       "      <th>Parsing</th>\n",
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      "text/plain": [
       "             Count     %\n",
       "Action                  \n",
       "Resolution   23606 64.96\n",
       "Other        18945 52.13\n",
       "Compilation   1303  3.59\n",
       "Parsing        241  0.66"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "early_errors_df.groupby('Action').sum().sort_values(by=['Count'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Maven'}, ylabel='Count'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "early_errors_df.groupby(['BuildSystem']).sum().plot.pie(y='Count',title=\"Maven\",autopct = \"%.2f%%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-9f9daa7cd71b>:7: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  summary_build_systems = df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "image/png": 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6wesQnZK2GDXGcUi/SVuIaqF23Eb+tPoE2e8EXa28C2yL2YdpC1LTSP8ADkpbjBplDrA3ZvelLUhN4zEu56QtRg1zFGZXpS1E2tSG8uLBTHfhaZJB+XgT2AqzL9IWpCaRzsaLdwXlYwawDWYvpi1ITSLti3dODsrHXGAoZvekLUia1IrycjFwYtpi1AnDge/VaxXTsiH9CK9HFJSfj4FNMfsobUFqCmkV4AU8xTooLzOBnTAblbYgaZH9mBevH3Bi2mLUEbsQQXilxfvy/C1tMeqIAcDtSFE3p1RIPfCMmFBcKsMiwD1Ia6QtSFpkW3mRdqADEdiT8IpOawJr4d3tzgCWw0sbDsLLUjblA2D7ZMw6wKVNjl+GV8daBzg12fc03jlvMPBWwfV3wctfZpSzoxFeifDKqDcTBegqzeZ4L6SgNFwCbJi2EHXGksBNST2ouiO7biOpDzAOWL69Qw8DtgF+DDTgTvBLgMXwFrUt8UmybYSXptwYLxm5NjAC+B2e39oD+BxYBtgHOA+YgFd8ugj4JR6cs117Ba8uPgQGYTYxbUEyjXQ3sEfaYtQp84DvYvZY2oJkGukA4Ka0xahjfo/Zr9MWotJk2fLyRzqguEzBU5LyJUsXAvoUObY/jalMvXALTN5pfgXwP7jiAq64AHTHnZMzktdvJ2MyrriA/9tfFy3cO4F0NKG4pEkX4B9JNe6gI7jb4sq0xahzTkXaJm0hKk02lRcv+X1IR4a+g1de+xFu4/wxMD059ifcxXME8HUb80wAXgLyrVffAJ5M3m+H944H+DVwNG7Z+RlwGl5nu0bYDTgpbSEyibQy3mgxSJf+RLxRx/Aq0LfhRusgPbrgD5I90xakkmRPefF293/u6PA5wIvAsbjysSjw++T923i/+P64a6clpuF9yy8BFi+Y92u8+ccFwDA8pmVQsm8ErjgNSPbvj3eL/KyjH6R6OCvat3eIS/HlF6TPUKTvpS1EBjkJWC9tIQIAVsJDN+uG7CkvHloyoKODl0+2vMVkP1yZ6Yf3kO8CHAWMbmH8bFxxOQiPZymcdx9AwKbJPF8WHDfg/4DfAmcm28G47yvj9MRDeYJikXYDdk9bjGA+/phkzATF4K62yDqsLn5RT810s6W8SJsAx3VmimWBFYDxyftH8YDbTwrOuQtYt5mxhsfKrMWCvpK98RbW4C6kBqDQkX4d7mNZAo9/6ZJsMzr2MaqN/ZB2TFuITOA/kJekLUawAKvSerx+MD+n02h4XoDxNGZuDkpOvKTg+IX4g96XLEhrY0/Bs0TXB4bimZtQs1md7aUbcGXddKA2s+xs8LCBdXZ7CWxjsPXA9gL7CuxgsHWTfXuAfZyc+xHY95LXT/r3wNYD2yDZ7kuOzQI7CGwdsA3BHi243nSwIWANyfsnkmttBDa+BJ+nSrYxlmSvxdbqGv7fKvi/iq35bbrBiqmvkWrfYBWDhmL/XeeA9QObkLx/H2xnsO+AfdHOscPBZievT002AxsK9gbYQ2AnJftOAhuZ/ppKYxuW+hqpwJadVGlpMzx8JKheDsbsxrSFqFqkJYH3iADHaubvmP04bSGqGulWvMtxUTyEu8mfTt7vh7vP9wKeZ34LdVtjC7kL70NwIx5DeBregO0Z3PV/Gl5AqQ55CbOa7/GXJfNS9Hypfs5OuiIHzXMCobhUO4cirZC2EFWLP0QWrbiAKxAHJq/vxouBbtCBsU25GshHWdd4Vmd72RBpl7SFKDfZUF48CCkCHKuflfAagEFTpMWA49MWI2iT7jQWyA4W5IL2nNyAKyw/wOP7fkfxZY0Lxzbld3iAR779+iBqPquzvdR80bpsKC+uSAfZoFMB1TXMsXi8dlD9/BipX9pCVB3Sznhx8qJ5AC/s2Q8vRfEubnUZiJfo3gj4tIixhVwH3Iu7i5pWyDRqNquzvWyHtHnaQpST6ldepDXx7OQgGwxC2jRtIaoKzzCKYn7ZYWHi/6s5jmz7lPm5iUa3z3p425QJybY8XqZi2SLG5nkQb7dyN16joSk1ntXZXmra+lL9AbvSNcDhaYsRtItrMDsibSGqBulA4J9pixG0i4nAcpjNSluQqsB7yX1KYweUNpmBl6V4h+ZbTQ+kMWD3Y7za+f1tjF0VmAUslbzfHPhLwZjd8CDf7njF8+PwFjA3AasXK3jtYMB6mL2atiDloLqVF2kR4AuiEmnWmAEMwGxyMSfLTfQX4/eir3F39/lmdldHLi7pDGCamV0o6VrgXjO7vZXzr8W7OuTlvdrMmrU0SzoLeMLMHpE0EjjZzJ5vQ6AH8ZITQbY4ELM6TVhpgnQMjXpCkB2ux6wm4xCr3W30fUJxySI9gUOLOVHe2PFfuEKwspltDBxAk6abkrqVWsgmnGJmg5KtRRe5mZ1uZo8UPas0APhuKQQMKs6P0hagiqjJH8A6YJ9arRxd7crLsLQFCDrMMUWetwPQYGbfPtWZ2XtmdpmkwyXdJuke4CFJi0l6VNKLksZJ2is/RtJpksZLegRYo7kLSdpY0uOSXpA0XFL/loSSdLqk5yS9IulviZKFpGsl7VfkZwOPF6z271nQPDvSyhqpG6TVgC3SFiPoEIsBQ9IWohxU703VXUa7pS1G0GHWSdo5tH2ex+21xBbAYWa2A/ANMNS8ANP2wEVy8taaDfEWU4ObTiKpO3AZsF9i3bkaz7jMc4GkMcm2HvAnMxtsZusCi9DxVP14Ys0uXfFs23qnKCtqULXsmbYA5aB6lRdXXMJllG3a7S6R9GdJYyU9l+x62My+yh8GzpH0MvAIXu+qH56+eZeZzTCzKXgyQlPWwFtWPSxpDF70sNA1Veg2GgdsL+lZSeNw69A67f0sSGvgrbOC7FLfD1BucTwkbTGCTlGTNdLKHUfQGcJllH12BM5t45xXKUiFN7OfyjvW5oNgpxecexCwNLCxmc2WNAFPawXa7L8m4FUza9P8LWlh4HJgEzP7IAkAXrj1Uc3y/Q6MCaqLbZB6Ylan2bZsDayYthBBp/gO0iDMxqQtSCmpTstLuIxqha1wRaA1HgMWlnRswb7mSjiAZ01+nigu29N4U30CGCppEUm9gD2aGTseWFrSFuBuJEktWVPyMn8pr4zbnhiXQnbt4LigeuiBZ6LVKzukLUBQEpq7J2aa6lReYBNa/gELssPCwJatnWCeq783sJ2kdyWNxmtN/aqZ028ENpH0PG6FeT2Z40XgFmAMcAde4qHpdRpwJeQ8SWOTc5uVzcwmAVcC4/BMqOeaO69VvMfT1u0eF1QjO6ctQIrEGq4Nak55qc46L9IJeI+tIPucg1n9tXeQtsEtQgtwKa4ZGd799kTgNuAM4L/AaFx7b46BQC88krQbjb61M5I5l07en4P7rJ7G+xL0wAt1rQpMwqNQH2TB8upBs/wXs/qLXfLyBJOI2MNawPCii5+kLUipqFbLy8ZpCxCUjB3TFiAlmu0r8gquZIwGxuI9Wt7EI4nvBLYtYuIRuNmoaWW8XyT7x9AYbHMRboo6B7gi2Xc28L+E4tIO1sTdkfXGIEJxqRVEG1bwrFGtystGaQsQlIxN6vTGv15zO/+LazU9ccvJdsBdwFq0UJymk3QHZuIlj7vjzfE+or6DODqAaOH/s8aJh8jaYrW0BSglRSsvkraW9KPk9dKSViqLRFJPYM2yzB2kQVfcW5E6FVvDzvrN7VwX9yVNxBWK+4EP2jGp8ACMjYG/NTn2p+SiR+A9FsA7sx2N+2B/hrdnP7sd1wu+ZYO0BchTwXVcNZ85KAk11d6pKOVFUg4PoMx3qewO/KNMMm2A/+AFtUM5lYSiqOga9liBtZo7tFYixHfxVKQNaF+9gqfxin4PAH+mMajmWNyqMgboD/wy2T8I+A/uanoHGIA7v/fHS/9+1o5r1znNKqOVpsL34kFlmjdIh/pTXoCheJW+6QBm9jEeN1gOwlRZe6SuvFDZNbw63sy2WY7EFZAngCVpny13QPJ3GfwDjU7e98M1/i54EPDoJuMM+D/gt8CZyXYw0GITp6Ap1WKFqMw69uJ09egqq2XqUnlpSFJaDUBSOYO46i+qv/apBuWlkmu41fCVz5O/7+NBugcWOel0YGrB64dwNxRAYQrBXQX781yHF05aAndXdUm2eq281gFWSVuAhEqt46XxvjhB7bA0Up+0hSgVxVqsb5X0V6CPpKNwt/qVZZJp2TLNG6RHNSgvlVzD/Vo7uC8e89Idd/0sgSscxwNf4ErGIGA48DHwYzw25jP8sRtgDvBDGqvgnYq7jISnU/+14HozcOXloeT9SYkMC+Hp00FR9EXqitnclOWo1DruU4Y5g/RZnQUNs5mk6Dovkr6LxwoKGG5mD5dHIj0FbFWWuYO0eB2zZmNAKkkF1/DpuGcmqC2WxSz1MKGKrGNpMDXyIxfMxyGYlStGqqIUHSuYfEHKc7Ofn1afWoNMMhBJpFwRsYJreJkKXCOoPP2oghjnCq3jPmWeP0iHanF/dppis432kfSmpMmSpkiaKmlKmWTqU6Z5g/RYGFg8TQEqvIZDAa9NUv9/reA67l2GOYP0qZk4pmItL+cDe5jZf8spTELN/OMG89Fi9k2FqOQaXqoC1wgqz5JpC0Dl1nGfMs8fpEPa9+GSUWy20WcVuelLXWns6BvUFt1Tvn5l1rBTrZWrg86R9hqGyq3jsLzUJjWjvBRreXle0i14h91Z+Z1mdmeJ5amrPhpTFmKq1UmDmYXm0m2RdEWo1BqGJI21HpjRjZmzuzInbTkqgQyl6vt0KrWO+5R4vqplVlcavunW+G9Zy1TJGi4JxSovi+MZl4Wt4Q0vU1FKGko8X9Vy6WY8c+L32CJtOSqIUv5Fr9Qazs9bF3zZk0m7HMK7ry9dW03fWiDtNQyVW8d104/s2N155poN66bd10JVsIZLQlHKi5n9qNyCJBf6BmkW0KMi10uJ9xfnk1/s2nz5+BomVcW0Yms4uVwFr5Uq35lC///+mf73rcbYYT9g4RkLlaW/ZLUwO20BKriOp1XoOqnT0LV+vq9QO1bSYrONlpd0l6TPJX0m6Q5Jy5dJpkllmrcqmAc2+Gg+MdWPWTYhVeWlwmt4XpnmrVp2e5MNJp/Lqqc8zZOyb/tC1hqpW4YruI4/b/uU2qChK3XivAfqTXkBrgHuxlurLAfck+wrB5PKNG9V8LPdeOLzxdgobTlSIO0bfyXX8NS2T6k9uhldz3+YbT4/H7b4gCcw0q5GW2rSXsNQuXVcT8pLPVleaubBoljlZWkzu8bM5iTbtXjvi3IwqUzzps7z/Xnzik3YPG05UuAb0jdDV3INf1mmeTNB35ksMervbPvMVby15AzGtmvwM3jPhD8Dt9Oyo+YjvIbxqwX7LgYuB65g/v4IDyf7C6NCxuLttttH6gXqqNw6rhvlZVbXtCWoKB+nLUCpKFZ5+VLSwZK6JtvBeHuWcjCpTPOmyjddmbXtERiq7XieFnjHculW16Wya7hubvytsflHrDHxfDa4cDijus6br3dk80wBngWOBn6KO99eaea8ebhC0lyt0MOAY4FjkvffAB8Ax+GRSJ/hCtEYYHA7PozzTrtHlJ5KreO6WcOz68tt1Pb3MCMUq7wcAQwDPsU//H7JvnIwqUzzpsoeP+Q/M7vXVkvydvB22gJQ2TVcM083peCXz7DlpHNZfI/xPI61kZI6D1cu5iZ/m8t5eRbvPV9MYQUlc1kyXxfgaWAzoH1P3FMsZ9VgUavUOq4b5aWhvqoy1cy9qdhso/eBPcssS55qMM2WlDvX5KVHVmbbtOVIkdSVlwqv4Q8qdJ3MsNhsFr37JrZ7fSne2/lQPvugN5sucNLiwJa4+6c7bllZtck5U4DXcQvLR02OCbgh+bsxsAmet7gW8BdgZbwE5sfAkHZ/hGqwulRyHX+Jq5I1/9M+u2vtf8YC6kN5kXfHbQkzs7NLLA/Ay2WYMzUmLsKkYcNYFtWVabIpqSkvKa3ht8owZ02w5kRWfP9iVvzH+jx/5J4s1dCNlb49OBNXTE7ElYxb8diUDQomeBDYieZ/Uo/AFaBpuBLTFxgIbJ1sAP8GtgdewFdlPyiywkeqykvF17HZPKSJlC8urGqYXT8xL/Nwi11N0JbGOb2ZDeBI4FdlkunFMs2bClseyWtzu9A/bTlSJs0f8zTW8Bt4tEXQAge/zCZTz2H5I19kJJZkZ70DLIG7g7riFpOmNqyP8UDei4HXgPuAfLH8fOnQxYA1WdAyk/f2L4UrRcNw50hxESNpW17SWMcTyjRvVTG7S91YXt6wnFVDxlxJaNXyYmYX5V9L6gWcAPwIuBm4qKVxneRV3DtdDX1EOsXvt2LUG33rovJoW6RmeUllDZvNRXoFd1wELbDQPLpfdTdDzhjBZ7sewsuvLs6WfIhowL/97+IJwYWcWPD6LmB1XMlpwONaeiSv32ZBi8pjwB40xsCAu5iKKz2XquszpXvxKDoS1pwx5tSL6uL2xpqhzZgXSUsCJwEHAdcBG5lZ+XLFzRqQXgUGle0aFeDtJfjw1zuxTtpyVAFzSfkJruJr2BlDKC9FsfxU+r1yOf2Gr8K43Vem/5y/0pcuQH88duW55MTWfkanAbckr+cB6wGrFRz/L14VJW+dWR5Pn+4HLFuUmKm7AlNYx0/iSlJNU0cxL8+nLUApaSvm5QJgH+BvwHpmVqlaHS+RYeVlrpi36VFMRJSrgmuWGGM5S62seopruH31TQJ2eZv1vnmHeb/dgSd/vzVrm1gKaFlpGVrwekk8Rbol1kq2by/WLtHmAqNbOiipH+7I2hwvAtYAnG9md7XrKo3znQFMM7MLJV0L3IvnRzW7jiVtDlyK2516ALeY2RkduXYTnirBHFXPnPpxG9WU5aWt/7Rf4obb3wAfS5qSbFMlTSmjXJmOe/nxnjzxVc/5wgzrmQdTvn5aa/i5tk8JmtLV6HLOo2wz8Ty6bTuhaqr0vmQ5a3atSBLe4fkJM1vZzDYGDoD5H1wkFdsEtyVaXMd48vfRZjYIWBcPde48Zp8Bb5ZkripmTpe6SKaYR8Z/V5vSqvJiZl3MbBEz62VmixdsvcysnJ21M/uPPGoFXr92UMS5FJCq8pLiGn4e+KqM89c0S3xD78evZdvn/sY7fafzUsriPN7KsR2ABjP7S36Hmb1nZpdJOlzSbZLuAR6StJikRyW9KGmcpL3yYySdJmm8pEdgweaWZtYFz5l6EVcongHWMLNeeAL5J8l5c83stWTOMySdXHCNVyQNTF4fKullSWMl3ZDs65f0TRqbbFvirqOaZq7qwvLyiuVsetunZYdq/U8bTfmqn5aNGd2YucNhdEcslLYsVcJkOlKEvRYwmws8krYYWWeTT1jtiwvY8NL7eabrvNRqVDzWyrF1aP1hawvgMDPbAc9AG2pmG+EJ2xfJyVtrNsRdQws4yiR1By4D9kusO1cDv0sOXwyMTxSPYyQt3NqHkbQOcBqwg5ltQGNcyx+Bx5N9GwGvjq6CGk3lpk7cRvelLUCpqc7/NLM5eEWGTLHrITw3q1uzRcvrlUctZzXTxbQDpO0yqxl+PpotJp9Ln6GvMRKraBr6TGBEsSdL+nNitci7DR82s7wFTsA5kl7GFdvl8JDhbYC7zGyGmU3BGy82ZQ3cJfSwpDG4+2h5ADM7Cw8Ofwj4IW2vux2A2828YnCBfDvgnaHyFpzJp1P7D2Jzu7Sz1nI2ydzvaVtUp/Li3J62AO3hxvV4/snvsE3aclQZ9f7jPTxtAWqJRWfT885bGTL+Mr4Y+DXPVuiyj1nOZrZy/FVo7BJvZj8FdqSxuFuhqf6gZP/GSXzKZ3g5PqDNzsYCXjWzQcm2npntXHDdt83siuTaG0haCpjD/Pf4hQvmKqrX2HCYODn9pqplZW7tFxD9hFYCzrNKNSsvj5CRPkdf9OSrQ4eyQp1X0W2O+lZezD4mw/Fb1crqX7HCu5ey2S238UKPOWUvHteWuf0xYGFJhblOPVs4tzfwuZnNlrQ9sGKy/wlgqKRFkhouezQzdjywtKQtwN1IifsHSbslgcPgCeJz8XvnBBLFStJG8G0140eBYYmCk0/Bzu8/NtnXVdLiwKO3uhJUs9SB5eXeKmiMW3KqV3kxm03z5tOqY7OjeGNeF/qlLUeV8arlLHr8wPVpC1CrDHuVjaecwwo/eY7HMcqROTYbL4XXImZmwN7AdpLelTQar8HSXNXbG4FNJD2PW2FeT+Z4Ea9SMwa4g2aCZM2sAW/CeJ6kscm5+cSAQ/CYlzF4Y4SDzGOu7gCWTPYfi1d+xsxexeNlHk/m+kMyzwnA9pLG4Wm165jZa2PgvNb+DbLOPNW88lJzLiMAWTUrZNLuwD1pi9EaZwzhqTOHfNs5JWjkRMvZpWkLkTpSX7xQfc3HDqTJx4vxxfcPYvzYZdmqhBbQWyxnB5RormzjCs26aYtRDnqexpszu89X0rCRybj6Oo3Ghp+b41FQL9JoY9sRr/ZczFhwR869NDr2dsMjmN5P9ncD9sVbWczEgygOTuZpH18Cy1vOWu/mnkE6W3ug3DyEL4HeaQvSHK8vxftnbpfdYnplZCpwTdpCVAVmX+KpsvumLUotM2AaS4/5K0s/uhKvDj0ATe3B2iWY9k8lmKNWuA64IG0hykGrlpcuwM54hZ1ZwF/x7uTgishWrUzc0thlgIfxzuar4fawh/FmD6OA/XGn3/N4McUn8JDujqnk19Wi4gLV7DYCbxXgZtCqY46Yu/lRTEYslrYsVcg1LRX1qlNCkasQO77LOpPOZa3cSJ7qMo8vOjHVWMtZXVSYLZJrqdFmo60qL71o7K/VAw+3nlrkxK2NFa7QkPztlbzuijsrZ+O/zl/hVXwGFnnNBbmywyOrnOpWXpyL8eqAVcWh+/DU5IVZL205qpB5eD2KoJEHWbA/clAmuoDOGMnWE89joe3f4XGsQwGnfy65YFnG06pvTluMcmDFeiC+xt09yyXvR+P9sf6Fu3baM3ZX3K/wh+TvTsn+rfFAif8Am+Ih1DsUJV1zDLecje/w6Cqn+pUXs3doI2iu0oxckdduWrdVg2E9c7/lLPUmdlWFB0/+oc3zgpLSZxa9H7ue7V78K+8tM61dWV9f48G1wfzU5EOJFVNhdxbedGFXPOF8MB7e/BPcatJaUYSmY8Gbh+yKt9nchcaQ2v7AUcDh+CrshSe134aHX7cvaf2Sdp2dMapfeXGqxtc6rTvTdzmEnqjq44XSIoJ0m+dKMlg1uhbY8FNW+exCNrr8Xp7tNpcPixhyjeVsRtkFyxqeFVVzrrQ2LS9zceVjPfg2kmox/NezC56M/lE7xoK3bc03Cl2nmfGGx7pshzenGAKsD+2obvQKNV5nKhvKi9mzVEnNkB0P48WGbp3wQNY2r1rOoiR+c5hNJ6wvqXLs82w2+VyWGvYKj2MtGvpnE4G6rfG/aQtQakx0b/kgbhXpC/N1rCuMe3kdD8Itdiy4RWVC8vpdSPqnNzIGz15aBF+RSrbZLUralF/XYm2XQqo7VboQaTApVwm8ehCjj9ybTTs90Ww8hHMuHiGyNt7pJM/TePT5KcCiTcZ+iZsQ83ydjN2ilfGlT79riQMtZzXpFy8J0mL4rapv2qLUO+/04aOdD+X9t5ec75sDcKnl7MQ0ZMoM0s14TkxNoBxT0bchs/PzHn6vXobG++SOuF3j0+R9H7ysYL5F5t34fbWlsasnxx7E7//d8FTpfHBvA/BPvHpP1+Tc+5LX+1LM3eMJy9l2bZ6VcbKjvABJyunuaVz600X5Yrlfwrwu35b97jiGL9AeuAJzNe7/XAFPDL8bV1KOZkHlpZB5wEW4j7RPsq+58TcD38XT797CfazD8W4pAzv9afI8ZTmL9ghtIR2PN8ALqoA71+Slg/al1zfdWRX/hqxiOYtu4K0hrYDbG1qqJJwplOMb9G00Si2wheWs5hviZsNt1MiJtB3XXRYGH827JVFcwLXwHsnrucmW18wfxBWNYngHWJJGxaWl8aVPv2uK4f83QdtcjhuFgypgn9fZcMq5DDz+WR7v/Q25UFyKwOwDaqvqbi3FL95RD4oLZE15MXsbOL3Sl/3VTjz5Ye8SuIsKmYf3b70AWAWvrvg6sDiwbJFzvML8NS9bGl/a9LvmuMZy9kJJZ6xVPPPopxTZGC8oP93n0e2PD7DMpN97R+WgKC7AHRrZp3aSLxqowZiklsiW8uJcjNcerAivLM2752/FxiWfuAvebeQkPNL8U7yjyfatDSpgDt6qbZ3kfUMr40ubfteUz/HomqBYzEbhRb+C6uGnST+1oBjMZgInpy1GZ5ndpaaaTp5pOXsjbSEqRfaUF39yPZL2xF13kNldmLPlj5mJyujbXQR334zHFYsrcPVsCl5OuqVqjm/hSkm+vu/XRYzvfPpdc5wQpvYO8SvcgRekz1WYjUhbiMxhdjswMm0xOsPsLuX/HakQz1Jbrrw2yZ7yAmD2MnB+uS+z/w94ukQ9UuZnOo2RO7Px2JVlgVOBXyTb4sAx0EIMPIyD+er79iti/Bg6m37XlPsiu6iDmH2BK+FBuown4rU6w3H4HS2TzO5aE5aXmcBhlrO5aQtSSbKpvDhnA/8t1+TDV2HcXWuWqVv0VLzN2eXA3/BmXWu0cv4U4B8F7xtwhWet5k9vlga8MNLg5P0WePGkR4FN2jFPIx8CP+7QyMAx+xdRhj5NGoAfJjV4go5g9l+8pWAmqRG30Wm13AagJbKVKt0UaUO84mNJ3TpTFmJq31/x9eyufKeU89YQ3wDbWM4qFntUs0g9cJPvBmmLUoecilnVVO/ONNJ5uO03U3yyGF8OODnTdZceBXa2nFVd/79yk2XLC5i9hJcDKqkGtt2PGBuKS6scFYpLiTCbBRxAhk3vGeVB4MK0haghfo23GMwUGY95eQsYVo+KC2RdeQEwuwv/4pSEKzbhP2P6l8ldVBtcZDn7R9unBUVj9jpeT7Mub0IpMA7Yn0ybnasMs3nAgXgF6czQ0DWz37nJwB71nCyRfeUFwOw8vE5tp/iwF5/9dDdWL4FEtcpwPEsmKDWuhJ+Qthh1wCfAbphNSVuQmsPsK2AokJmmlhkN2J2LW1xeT1uQNKkN5cX5CZ1I25sHNvhoPjSxZOlEqineBA6ot4j2imL2J8KVUU6mA7snFWKDcmA2Fq8qlQlmZVN5+YXlLHMuulJTO8qLF5jaF/+RbTcn7sqTn/YqQzG62uAjYHfL2aS0BakDTsW7UQWlpQF3Fb2YtiA1j9k/8YINVe+Wy6Db6HeWs8vSFqIaqB3lBfJmy+2B19oz7KVlefuyzUpc/r92eAvYup4qN6aKx2EcCtyVtig1xDfAUMzuS1uQusHsEryOUVVbahuyZXk5z3L2m6Y7JQ2VZJLWbGsCSSdK6lnw/ghJ4yS9LOkVSXuVWuhyUVvKC4DZR8A2wDPFnD6rKw3bHMHsGusqWipexlOiJ6QtSF3hVsRhwC1pi1IDzAD2xOz+tAWpO8yuwddxQ9qitERDt8xYXs6xnP1PC8cOxEuGHFDEPCeSlBaRtDxwGrC1ma0PbI7f8zNB7SkvkLfA7AQ80NapQw/gmekL0abGWoc8AwyxnH2atiB1idkc4Id4GcOgY0wDvo/Zw2kLUreY3QnsQZWWAmjoUt2WoYRfW85Oa+6ApMWArXAr1wHJviGSRkq6XdLrkm6U83NgADBC0ghgGbxk6jQAM5tmZu8mc4yUtEnyuq+kCcnrrpIuLLDWHJ/sHyxplKSxkkZL6pWce4Gk55Jzj0nO7S/pCUljEmvPNsm51ybvx0n6RVv/KLXSTXNBzGYg7Qlcg9eCWYC7V2fMA6uyTWUFywSPAHtbLiqPpoqnnx6D9DmwgLk4aJVPgL0wey5tQeoes4eQvgvcD/RJWZr5mNWtquNyvgF+Yjm7rpVz9gYeNLM3JH0laaNk/4Z4296PgaeBrczsj5JOArY3sy8ldQU+A96V9Chwp5nd04ZMRwMrARua2RxJS0paCLcS729mz0laHG9ZcCQw2cwGy4txPi3pIWAfYLiZ/S6RoScwCFjOzNYFkNSnrX+c2rS85PGn10OBS5oemtSDyfvuz9Koxv8N2s8deHBuKC7VgtlvcfN75/p/1w8vAoNDcakizJ7BW8J+lrYohTR0rVrLy4fAtm0oLuAuo3yA/83Je4DRZvah+QPQGLz973yYNzneFdgPeAO4WNIZbVxvJ+Av5r+tmHs51gA+seT7ZmZTkuM7A4dKGoNXEV8KWA14DvhRcq31zGwq3vBmZUmXSdoVb4rTKrX/w21mmP0C78Pzbf2BrY7klTldWS49waqOmcDPLGf7Wc5mpS1M0ASz23CfdAROt871wNZJ7FtQTXhD3U3wnvZVwazqjHl5CtjEcq0r35KWAnYArkrcOqcA++Ptdgvv4XNpwctizmgzOxd3O+2bHJpDo35QGA8qFswia25ffv/xZjYo2VYys4fM7AlgWzyL9QZJh5rZ13iLlJHAT4GrWvvsUA/KSx6zv+NfnHF/2IJRry3DVmmLVEWMATa2nEWTwGrG7FVgU+DutEWpQmYAx2J2GGYz2zw7SAezD/Ef3BxVkIk0q/pSpa8AdrCcFWOh2g+43sxWNLOBZrYCXuG4tQrxU4FeAJIGFLiZwF037yWvJ8C3pUP2KzjnIeAnkrolcywJvA4MkDQ42dcrOT4cOFZS92T/6pIWlbQi8LmZXQn8HdhIUl+gi5ndAfwWKJSrWepHeYF8B9RNc0N4kgzUIKgABlwAbGY5K1uH7qCEmE3GbC/c9zw5bXGqhKeADTD7S9qCBEVgNg+zs4AhuLsgNaqozsv7wPcsZ8dZzortt3QgC5ZUuAMP9G+JvwEPJAG73YELk6DeMbjVJl/l+0Jc8RgF8zWuvCqR9WVJY4EfmllDMvayZN/DuLXmKrxsyYuSXgH+iluAhgBjJL2EW3ouBZYDRiZyXEsRLX+y3VW6E+hMbYu3FFglbVlS4kPgUMvZiLQFCTqItBz+pLZH2qKkxEw81fPSJLg5yBrSosA5wM9I4WH6ks155he7skWlr1uA4d/h/7GcTU1RjsxRX5aXAixnTwDrA39gfv9grTMX14jXD8Ul45h9hNme+JPWF2mLU2EeAgZhdnEoLhnGbDpmJ+C1uSreqydly8ubeDmKn4bi0n7qVnkBsJzNsJz9ElgVN6dluT16MdwPDLKcHWU5+zptYYISYXYTbkE8i9rPSBoD7IzZLlhUfa4ZzEYB6+HptW9X6rKzulbqSvPxGe6eWS95iA46QF0rL3ksZx9azo4B1gSuowoCyUrMU8COlrPdLGevpC1MUAbMpmKWA1bGfchVW9W0g7yPlz3YKIrO1ShmczC7Gk+9PYwKZNZVOGD3K+B/gJUtZ3+MrM7OEcpLAZazdyxnh+PFfW4h+0G9I/DI9W0sZ48VHkh6YdxQ8L6bpC8k3Vsp4bLcV6NqMfsCsxOB1YE/UaWVTdvBi/gP2WqY3UC9BunVE2ZzMbseWAs4CChbMkGFitR9hVtFV7acnWc5m9HWgKBt6jZgtxh0ptYGfoTnvy+fsjjF8jlerOgGy9nzLZ0kaRruc93SzGZK+h5wLvChme1ebiGTvhqPAxuZ2eSkzPXS+fLUQYnwSpVHAMfgCk0WmAv8G7gEsyfTFiZIGakLnq57Cl7uomT8fFeeuGxzti3lnAU8D/wZuNly9k2ZrlG3hOWlFSxnr1nOTgFWxLtVXwlUY6zIdOAfwPeA5SxnJ7SmuBTwALBb8vpA4Kb8AUmbJr0qXkr+rpHsf1bSOgXnjZS0cZK/f3XSx+KlvBVF0uGS7pT0oKQ3JZ2fDM10X43MYDYJsz9gtgZeX+NKXMGtRsbiZvWVMNs3FJcAyKdW34rZYNwtejIwihJYxhu6ltzy8jle0X19y9lgy9m1obiUh9rtbVRCLGfz8Mp/I3WmfoaXVD4I/+FfNCWxvgEeA24E/t3Bcv43A6cnrqL18dTxfK+n14Ftk/4VO+HpjPsmY4YBOUn9gQFm9oKkc4DHzOyIpC/FaEmPJHMNwnttzALGS7oM/6HKbF+NTGI2AhiB9BO8kNXQZFsxJYnm4KXC/wX8KwJwgzbxB5yLgIvw+89Q/L60HdDu8NuGzv8CzsPX8AN4QsTzlgt3RiUI5aWdWM4a8Aqnd+tMdQXWxk2Zg5NtfWChEl92LvAq/iUZnfwdZznvL9FRzOxlSQNxq8v9TQ73Bq6TtBr+hNM92X8rXoQohysxtyX7dwb2lHRy8n5h4DvJ60fNbDKApNeAFc3sg6SHxWBgR7yvxsZmdkYrIi/QV0PSejTpq5FcZ2dgfUn56pC9aeyrcXVS9fFfZjZG0rd9NYD78DTc2sVTi59Itl8grYq3Htgi2danAz8ERTAN71b+VLL9Bwv/f9BBzD4BLgcux0vl74ZXZl0bj1sc0NYUHbC8TANexh++ngaGW86+bOccQQkI5aUTWM7mAuOS7RoAnake+M1/MJ691K9gWxK31PTE+z6Ap2d/DUzEA7sKtw/wH9sXyxjkdTdeTXEI3jgrz9nACDMbmig4IwHM7CNJEyWtj1dVPCY5X8C+Zja+cHJJm9FCnw3zgKvRuJXmYfzf8AxK21dj+AIHpG3xG90Nki4ws+slbQDsgvfVGIbHidQHZm8Bb+Gux3zhsHVwK1fhtgKuBC7O/GvYcNfl1ILtk2TONwv+vo83gwuC0mI2Ee9rdf23+9yCmldk8n9XxO/BiwI9m0mVnoTXTCrcPqJRYXknLCvVQSgvJSZJf3su2ZpFZ0okN3/LWdp1Oa7G3SvjJA0p2N8b/9ICHN5kzM3AqUBvMxuX7BsOHC/peDMzSRua2UstXVTSAGBZM3sx2TWIBftqjKb5vhoj824jCvpqJG6jXrjbKN9X4zEzmy1p9eTz9AU+MrMr5T/SG0m6H2gwszskvY2Xp65fzKaTKJWtnuf9S7oDs6JQXFB1mE3CY2NGtXjOMHWh0co4L3kgDTJAKC8pkGjuVZHCat4o7dJmDp2Pu41OwmNrCrk9GXN2wb6z8UC1lyUJV0Bay1rK99UYgMfvfAH8JDl2IXCrpEOaXPsqPGPmZUmzgSvN7E+S8n01FsEVl52ScwfifTWUzL83bmE6JRk/Da8dshxwjTyrAYroqxHgdTncShYEmeS2W20eVE1/o6AdRKp0EARBEASZIlKlgyAIgiDIFKG8BEEQBEGQKUJ5CYIgCIIgU4TyEgRBEARBpgjlJQiCIAiCTBHKSxAEQRAEmSKUlyAIgiAIMkUoL0EQBEEQZIpQXoIgCIIgyBShvARBEARBkClCeQmCIAiCIFOE8hIEQRAEQaYI5SUIgiAIgkwRyksQBEEQBJkilJcgCIIgCDJFKC9BEARBEGSKUF6CIAiCIMgUobwEQRAEQZApQnkJgiAIgiBT/D/kOjdx2+ClTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "piePlotPerBuildSystem(early_snapshots_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Projects Summary - Intemediate Snapshots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Project</th>\n",
       "      <th>Total</th>\n",
       "      <th>Success</th>\n",
       "      <th>Fail</th>\n",
       "      <th>MavenSuccess</th>\n",
       "      <th>MavenFail</th>\n",
       "      <th>GradleSuccess</th>\n",
       "      <th>GradleFail</th>\n",
       "      <th>AntSuccess</th>\n",
       "      <th>AntFail</th>\n",
       "      <th>NoBuildSystem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>webmagic</td>\n",
       "      <td>565</td>\n",
       "      <td>470</td>\n",
       "      <td>95</td>\n",
       "      <td>470</td>\n",
       "      <td>95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>netty</td>\n",
       "      <td>4999</td>\n",
       "      <td>780</td>\n",
       "      <td>4219</td>\n",
       "      <td>780</td>\n",
       "      <td>4219</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>logback</td>\n",
       "      <td>2043</td>\n",
       "      <td>1650</td>\n",
       "      <td>393</td>\n",
       "      <td>1650</td>\n",
       "      <td>393</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>resteasy</td>\n",
       "      <td>2417</td>\n",
       "      <td>0</td>\n",
       "      <td>2417</td>\n",
       "      <td>0</td>\n",
       "      <td>2417</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>spring-cloud-config</td>\n",
       "      <td>793</td>\n",
       "      <td>518</td>\n",
       "      <td>275</td>\n",
       "      <td>518</td>\n",
       "      <td>275</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>java-client</td>\n",
       "      <td>806</td>\n",
       "      <td>84</td>\n",
       "      <td>722</td>\n",
       "      <td>84</td>\n",
       "      <td>295</td>\n",
       "      <td>0</td>\n",
       "      <td>427</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>java-driver</td>\n",
       "      <td>861</td>\n",
       "      <td>542</td>\n",
       "      <td>319</td>\n",
       "      <td>542</td>\n",
       "      <td>319</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>soot</td>\n",
       "      <td>3391</td>\n",
       "      <td>73</td>\n",
       "      <td>3318</td>\n",
       "      <td>73</td>\n",
       "      <td>447</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2743</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>assertj-core</td>\n",
       "      <td>1742</td>\n",
       "      <td>1581</td>\n",
       "      <td>161</td>\n",
       "      <td>1581</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>jackson-databind</td>\n",
       "      <td>3171</td>\n",
       "      <td>1076</td>\n",
       "      <td>2095</td>\n",
       "      <td>1076</td>\n",
       "      <td>2095</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Project  Total  Success  Fail  MavenSuccess  MavenFail  \\\n",
       "0              webmagic    565      470    95           470         95   \n",
       "1                 netty   4999      780  4219           780       4219   \n",
       "2               logback   2043     1650   393          1650        393   \n",
       "3              resteasy   2417        0  2417             0       2417   \n",
       "4   spring-cloud-config    793      518   275           518        275   \n",
       "..                  ...    ...      ...   ...           ...        ...   \n",
       "75          java-client    806       84   722            84        295   \n",
       "76          java-driver    861      542   319           542        319   \n",
       "77                 soot   3391       73  3318            73        447   \n",
       "78         assertj-core   1742     1581   161          1581        161   \n",
       "79     jackson-databind   3171     1076  2095          1076       2095   \n",
       "\n",
       "    GradleSuccess  GradleFail  AntSuccess  AntFail  NoBuildSystem  \n",
       "0               0           0           0        0              0  \n",
       "1               0           0           0        0              0  \n",
       "2               0           0           0        0              0  \n",
       "3               0           0           0        0              0  \n",
       "4               0           0           0        0              0  \n",
       "..            ...         ...         ...      ...            ...  \n",
       "75              0         427           0        0              0  \n",
       "76              0           0           0        0              0  \n",
       "77              0           0           0     2743            128  \n",
       "78              0           0           0        0              0  \n",
       "79              0           0           0        0              0  \n",
       "\n",
       "[80 rows x 11 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intermediate_snapshots_df = pd.DataFrame(intermediate_snapshots)\n",
    "intermediate_snapshots_df[headers]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-23-5b7744bc43e5>:1: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  intermediate_snapshots_df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Total            150058\n",
       "Success           48216\n",
       "Fail             101842\n",
       "MavenSuccess      39674\n",
       "MavenFail         56468\n",
       "GradleSuccess      7635\n",
       "GradleFail        28934\n",
       "AntSuccess          907\n",
       "AntFail            9533\n",
       "NoBuildSystem      6907\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intermediate_snapshots_df.select_dtypes(pd.np.number).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Count   94,935.00\n",
      "%          115.13\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
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       "      <td>2119</td>\n",
       "      <td>2.57</td>\n",
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       "      <td>Ant</td>\n",
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       "      <th>17</th>\n",
       "      <td>Maven</td>\n",
       "      <td>PluginConfigurationException</td>\n",
       "      <td>Other</td>\n",
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       "      <td>Compilation</td>\n",
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       "      <td>AetherClassNotFound</td>\n",
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       "      <th>38</th>\n",
       "      <td>Maven</td>\n",
       "      <td>PluginContainerException</td>\n",
       "      <td>Other</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Maven</td>\n",
       "      <td>InternalErrorException</td>\n",
       "      <td>Other</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Ant</td>\n",
       "      <td>b'Apache Ant(TM) version 1.10.11 compiled on J...</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BuildSystem                                              Error  \\\n",
       "0        Maven                        ArtifactResolutionException   \n",
       "1        Maven                             MojoExecutionException   \n",
       "2        Maven                               MojoFailureException   \n",
       "3       Gradle    IOException: Server returned HTTP response code   \n",
       "4       Gradle                 Could not resolve all dependencies   \n",
       "5          Ant     Target \"compile\" does not exist in the project   \n",
       "6       Gradle                                 Cannot run program   \n",
       "7       Gradle              Task 'test' not found in root project   \n",
       "8          Ant                       Unable to find property file   \n",
       "9       Gradle                                 Other Gradle error   \n",
       "10      Gradle                                  Could not resolve   \n",
       "11         Ant                               UnknownHostException   \n",
       "12      Gradle                          Execution failed for task   \n",
       "13      Gradle                                  Permission denied   \n",
       "14      Gradle                                 Compilation failed   \n",
       "15      Gradle                                     Could not find   \n",
       "16       Maven                                   ConnectException   \n",
       "17       Maven                       PluginConfigurationException   \n",
       "18         Ant                 impossible to resolve dependencies   \n",
       "19       Maven                           PluginExecutionException   \n",
       "20       Maven                                   OutOfMemoryError   \n",
       "21      Gradle                             SDK location not found   \n",
       "22       Maven                   PluginDescriptorParsingException   \n",
       "23      Gradle                          Javadoc generation failed   \n",
       "24      Gradle                        ExceptionInInitializerError   \n",
       "25       Maven                                  Other Maven error   \n",
       "26      Gradle                  Execution failed for task ':test'   \n",
       "27       Maven                           ProjectBuildingException   \n",
       "28         Ant                     Source resource does not exist   \n",
       "29      Gradle                      Unable to retrieve secret key   \n",
       "30       Maven                                            Timeout   \n",
       "31       Maven                                ModelParseException   \n",
       "32      Gradle                                            Timeout   \n",
       "33      Gradle   The ANDROID_HOME environment variable is not set   \n",
       "34      Gradle                                    compile errors:   \n",
       "35         Ant                                     Compile failed   \n",
       "36         Ant                                    Other Ant error   \n",
       "37       Maven                                AetherClassNotFound   \n",
       "38       Maven                           PluginContainerException   \n",
       "39         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...   \n",
       "40       Maven                             InternalErrorException   \n",
       "41         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...   \n",
       "42         Ant  b'Apache Ant(TM) version 1.10.11 compiled on J...   \n",
       "\n",
       "         Action  Count     %  \n",
       "0    Resolution  42453 51.49  \n",
       "1         Other   5157  6.25  \n",
       "2         Other   5128  6.22  \n",
       "3    Resolution   5024  6.09  \n",
       "4    Resolution   4736  5.74  \n",
       "5         Other   4032  4.89  \n",
       "6         Other   3849  4.67  \n",
       "7         Other   3016  3.66  \n",
       "8         Other   2740  3.32  \n",
       "9         Other   2559  3.10  \n",
       "10   Resolution   2119  2.57  \n",
       "11   Resolution   2080  2.52  \n",
       "12        Other   1911  2.32  \n",
       "13        Other   1848  2.24  \n",
       "14  Compilation   1177  1.43  \n",
       "15        Other   1091  1.32  \n",
       "16        Other    954  1.16  \n",
       "17        Other    880  1.07  \n",
       "18   Resolution    507  0.61  \n",
       "19        Other    462  0.56  \n",
       "20        Other    426  0.52  \n",
       "21        Other    397  0.48  \n",
       "22      Parsing    382  0.46  \n",
       "23        Other    381  0.46  \n",
       "24        Other    220  0.27  \n",
       "25        Other    202  0.24  \n",
       "26        Other    189  0.23  \n",
       "27        Other    160  0.19  \n",
       "28        Other    144  0.17  \n",
       "29        Other    133  0.16  \n",
       "30   Resolution    132  0.16  \n",
       "31      Parsing    121  0.15  \n",
       "32   Resolution    113  0.14  \n",
       "33        Other     86  0.10  \n",
       "34  Compilation     85  0.10  \n",
       "35  Compilation     19  0.02  \n",
       "36        Other      6  0.01  \n",
       "37        Other      5  0.01  \n",
       "38        Other      4  0.00  \n",
       "39        Other      3  0.00  \n",
       "40        Other      2  0.00  \n",
       "41        Other      1  0.00  \n",
       "42        Other      1  0.00  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intermediate_errors_df = report(intermediate_snapshots_df[\"Errors\"].sum())\n",
    "intermediate_errors_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Resolution</th>\n",
       "      <td>57164</td>\n",
       "      <td>69.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>35987</td>\n",
       "      <td>43.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Compilation</th>\n",
       "      <td>1281</td>\n",
       "      <td>1.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parsing</th>\n",
       "      <td>503</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Count     %\n",
       "Action                  \n",
       "Resolution   57164 69.33\n",
       "Other        35987 43.64\n",
       "Compilation   1281  1.55\n",
       "Parsing        503  0.61"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intermediate_errors_df.groupby('Action').sum().sort_values(by=['Count'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Maven'}, ylabel='Count'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "intermediate_errors_df.groupby(['BuildSystem']).sum().plot.pie(y='Count',title=\"Maven\",autopct = \"%.2f%%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-9f9daa7cd71b>:7: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  summary_build_systems = df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "piePlotPerBuildSystem(intermediate_snapshots_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Projects Summary - Recent Snapshots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Project</th>\n",
       "      <th>Total</th>\n",
       "      <th>Success</th>\n",
       "      <th>Fail</th>\n",
       "      <th>MavenSuccess</th>\n",
       "      <th>MavenFail</th>\n",
       "      <th>GradleSuccess</th>\n",
       "      <th>GradleFail</th>\n",
       "      <th>AntSuccess</th>\n",
       "      <th>AntFail</th>\n",
       "      <th>NoBuildSystem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>webmagic</td>\n",
       "      <td>282</td>\n",
       "      <td>260</td>\n",
       "      <td>22</td>\n",
       "      <td>260</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>netty</td>\n",
       "      <td>2499</td>\n",
       "      <td>0</td>\n",
       "      <td>2499</td>\n",
       "      <td>0</td>\n",
       "      <td>2499</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>logback</td>\n",
       "      <td>1021</td>\n",
       "      <td>677</td>\n",
       "      <td>344</td>\n",
       "      <td>677</td>\n",
       "      <td>344</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>resteasy</td>\n",
       "      <td>1209</td>\n",
       "      <td>309</td>\n",
       "      <td>900</td>\n",
       "      <td>309</td>\n",
       "      <td>900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>spring-cloud-config</td>\n",
       "      <td>396</td>\n",
       "      <td>323</td>\n",
       "      <td>73</td>\n",
       "      <td>323</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>java-client</td>\n",
       "      <td>403</td>\n",
       "      <td>0</td>\n",
       "      <td>403</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>403</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>java-driver</td>\n",
       "      <td>430</td>\n",
       "      <td>17</td>\n",
       "      <td>413</td>\n",
       "      <td>17</td>\n",
       "      <td>413</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>soot</td>\n",
       "      <td>1696</td>\n",
       "      <td>886</td>\n",
       "      <td>810</td>\n",
       "      <td>886</td>\n",
       "      <td>810</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>assertj-core</td>\n",
       "      <td>871</td>\n",
       "      <td>702</td>\n",
       "      <td>169</td>\n",
       "      <td>702</td>\n",
       "      <td>169</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>jackson-databind</td>\n",
       "      <td>1586</td>\n",
       "      <td>440</td>\n",
       "      <td>1146</td>\n",
       "      <td>440</td>\n",
       "      <td>1146</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Project  Total  Success  Fail  MavenSuccess  MavenFail  \\\n",
       "0              webmagic    282      260    22           260         22   \n",
       "1                 netty   2499        0  2499             0       2499   \n",
       "2               logback   1021      677   344           677        344   \n",
       "3              resteasy   1209      309   900           309        900   \n",
       "4   spring-cloud-config    396      323    73           323         73   \n",
       "..                  ...    ...      ...   ...           ...        ...   \n",
       "75          java-client    403        0   403             0          0   \n",
       "76          java-driver    430       17   413            17        413   \n",
       "77                 soot   1696      886   810           886        810   \n",
       "78         assertj-core    871      702   169           702        169   \n",
       "79     jackson-databind   1586      440  1146           440       1146   \n",
       "\n",
       "    GradleSuccess  GradleFail  AntSuccess  AntFail  NoBuildSystem  \n",
       "0               0           0           0        0              0  \n",
       "1               0           0           0        0              0  \n",
       "2               0           0           0        0              0  \n",
       "3               0           0           0        0              0  \n",
       "4               0           0           0        0              0  \n",
       "..            ...         ...         ...      ...            ...  \n",
       "75              0         403           0        0              0  \n",
       "76              0           0           0        0              0  \n",
       "77              0           0           0        0              0  \n",
       "78              0           0           0        0              0  \n",
       "79              0           0           0        0              0  \n",
       "\n",
       "[80 rows x 11 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_snapshots_df = pd.DataFrame(recent_snapshots)\n",
    "recent_snapshots_df[headers]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-29-946a0b52704f>:1: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  recent_snapshots_df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Total            75020\n",
       "Success          30893\n",
       "Fail             44127\n",
       "MavenSuccess     25113\n",
       "MavenFail        25174\n",
       "GradleSuccess     5626\n",
       "GradleFail       16342\n",
       "AntSuccess         154\n",
       "AntFail           1772\n",
       "NoBuildSystem      839\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_snapshots_df.select_dtypes(pd.np.number).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Count   43,288.00\n",
      "%          174.96\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>BuildSystem</th>\n",
       "      <th>Error</th>\n",
       "      <th>Action</th>\n",
       "      <th>Count</th>\n",
       "      <th>%</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ArtifactResolutionException</td>\n",
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       "      <td>13770</td>\n",
       "      <td>55.66</td>\n",
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       "      <th>1</th>\n",
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       "      <td>4936</td>\n",
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       "      <th>2</th>\n",
       "      <td>Maven</td>\n",
       "      <td>MojoExecutionException</td>\n",
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       "      <td>4401</td>\n",
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       "      <th>3</th>\n",
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       "      <th>4</th>\n",
       "      <td>Gradle</td>\n",
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       "      <td>2727</td>\n",
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       "      <th>5</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Task 'test' not found in root project</td>\n",
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       "      <td>2198</td>\n",
       "      <td>8.88</td>\n",
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       "      <th>6</th>\n",
       "      <td>Ant</td>\n",
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       "      <td>1449</td>\n",
       "      <td>5.86</td>\n",
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       "      <th>7</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ConnectException</td>\n",
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       "      <td>1315</td>\n",
       "      <td>5.32</td>\n",
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       "      <th>8</th>\n",
       "      <td>Gradle</td>\n",
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       "      <td>1275</td>\n",
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       "      <td>Maven</td>\n",
       "      <td>PluginDescriptorParsingException</td>\n",
       "      <td>Parsing</td>\n",
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       "      <th>10</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Could not resolve all dependencies</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>1187</td>\n",
       "      <td>4.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>git-lfs is required to build</td>\n",
       "      <td>Other</td>\n",
       "      <td>1083</td>\n",
       "      <td>4.38</td>\n",
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       "      <th>12</th>\n",
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       "      <td>Compilation failed</td>\n",
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       "      <th>13</th>\n",
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       "      <td>Cannot run program</td>\n",
       "      <td>Other</td>\n",
       "      <td>689</td>\n",
       "      <td>2.78</td>\n",
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       "      <th>14</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>SDK location not found</td>\n",
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       "      <td>487</td>\n",
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       "      <td>Maven</td>\n",
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       "      <td>450</td>\n",
       "      <td>1.82</td>\n",
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       "      <th>16</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ProjectBuildingException</td>\n",
       "      <td>Other</td>\n",
       "      <td>270</td>\n",
       "      <td>1.09</td>\n",
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       "      <th>17</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Unable to retrieve secret key</td>\n",
       "      <td>Other</td>\n",
       "      <td>245</td>\n",
       "      <td>0.99</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>IOException: Server returned HTTP response code</td>\n",
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       "      <td>206</td>\n",
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       "      <td>0.55</td>\n",
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       "      <td>Ant</td>\n",
       "      <td>Unable to find property file</td>\n",
       "      <td>Other</td>\n",
       "      <td>44</td>\n",
       "      <td>0.18</td>\n",
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       "      <th>25</th>\n",
       "      <td>Maven</td>\n",
       "      <td>Other Maven error</td>\n",
       "      <td>Other</td>\n",
       "      <td>33</td>\n",
       "      <td>0.13</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Compile failed</td>\n",
       "      <td>Compilation</td>\n",
       "      <td>20</td>\n",
       "      <td>0.08</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Maven</td>\n",
       "      <td>ModelParseException</td>\n",
       "      <td>Parsing</td>\n",
       "      <td>14</td>\n",
       "      <td>0.06</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>Javadoc generation failed</td>\n",
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       "      <td>11</td>\n",
       "      <td>0.04</td>\n",
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       "      <th>29</th>\n",
       "      <td>Maven</td>\n",
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       "      <td>11</td>\n",
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       "      <th>30</th>\n",
       "      <td>Maven</td>\n",
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       "      <td>4</td>\n",
       "      <td>0.02</td>\n",
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       "      <th>31</th>\n",
       "      <td>Ant</td>\n",
       "      <td>Timeout</td>\n",
       "      <td>Resolution</td>\n",
       "      <td>4</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>ExceptionInInitializerError</td>\n",
       "      <td>Other</td>\n",
       "      <td>2</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BuildSystem                                            Error       Action  \\\n",
       "0        Maven                      ArtifactResolutionException   Resolution   \n",
       "1       Gradle                                Could not resolve   Resolution   \n",
       "2        Maven                           MojoExecutionException        Other   \n",
       "3        Maven                             MojoFailureException        Other   \n",
       "4       Gradle                        Execution failed for task        Other   \n",
       "5       Gradle            Task 'test' not found in root project        Other   \n",
       "6          Ant                             UnknownHostException   Resolution   \n",
       "7        Maven                                 ConnectException        Other   \n",
       "8       Gradle                               Other Gradle error        Other   \n",
       "9        Maven                 PluginDescriptorParsingException      Parsing   \n",
       "10      Gradle               Could not resolve all dependencies   Resolution   \n",
       "11      Gradle                     git-lfs is required to build        Other   \n",
       "12      Gradle                               Compilation failed  Compilation   \n",
       "13      Gradle                               Cannot run program        Other   \n",
       "14      Gradle                           SDK location not found        Other   \n",
       "15       Maven                         PluginExecutionException        Other   \n",
       "16       Maven                         ProjectBuildingException        Other   \n",
       "17      Gradle                    Unable to retrieve secret key        Other   \n",
       "18      Gradle  IOException: Server returned HTTP response code   Resolution   \n",
       "19      Gradle                                   Could not find        Other   \n",
       "20         Ant   Target \"compile\" does not exist in the project        Other   \n",
       "21      Gradle                              Java 11 is required        Other   \n",
       "22      Gradle                                          Timeout   Resolution   \n",
       "23         Ant               impossible to resolve dependencies   Resolution   \n",
       "24         Ant                     Unable to find property file        Other   \n",
       "25       Maven                                Other Maven error        Other   \n",
       "26         Ant                                   Compile failed  Compilation   \n",
       "27       Maven                              ModelParseException      Parsing   \n",
       "28      Gradle                        Javadoc generation failed        Other   \n",
       "29       Maven                                          Timeout   Resolution   \n",
       "30       Maven                         PluginContainerException        Other   \n",
       "31         Ant                                          Timeout   Resolution   \n",
       "32      Gradle                      ExceptionInInitializerError        Other   \n",
       "\n",
       "    Count     %  \n",
       "0   13770 55.66  \n",
       "1    4936 19.95  \n",
       "2    4401 17.79  \n",
       "3    3698 14.95  \n",
       "4    2727 11.02  \n",
       "5    2198  8.88  \n",
       "6    1449  5.86  \n",
       "7    1315  5.32  \n",
       "8    1275  5.15  \n",
       "9    1208  4.88  \n",
       "10   1187  4.80  \n",
       "11   1083  4.38  \n",
       "12    845  3.42  \n",
       "13    689  2.78  \n",
       "14    487  1.97  \n",
       "15    450  1.82  \n",
       "16    270  1.09  \n",
       "17    245  0.99  \n",
       "18    206  0.83  \n",
       "19    204  0.82  \n",
       "20    199  0.80  \n",
       "21    137  0.55  \n",
       "22    110  0.44  \n",
       "23     56  0.23  \n",
       "24     44  0.18  \n",
       "25     33  0.13  \n",
       "26     20  0.08  \n",
       "27     14  0.06  \n",
       "28     11  0.04  \n",
       "29     11  0.04  \n",
       "30      4  0.02  \n",
       "31      4  0.02  \n",
       "32      2  0.01  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_errors_df = report(recent_snapshots_df[\"Errors\"].sum())\n",
    "recent_errors_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Resolution</th>\n",
       "      <td>21729</td>\n",
       "      <td>87.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>19472</td>\n",
       "      <td>78.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parsing</th>\n",
       "      <td>1222</td>\n",
       "      <td>4.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Compilation</th>\n",
       "      <td>865</td>\n",
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      "text/plain": [
       "             Count     %\n",
       "Action                  \n",
       "Resolution   21729 87.83\n",
       "Other        19472 78.70\n",
       "Parsing       1222  4.94\n",
       "Compilation    865  3.50"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_errors_df.groupby('Action').sum().sort_values(by=['Count'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Maven'}, ylabel='Count'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_errors_df.groupby(['BuildSystem']).sum().plot.pie(y='Count',title=\"Maven\",autopct = \"%.2f%%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-9f9daa7cd71b>:7: FutureWarning: The pandas.np module is deprecated and will be removed from pandas in a future version. Import numpy directly instead\n",
      "  summary_build_systems = df.select_dtypes(pd.np.number).sum()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "piePlotPerBuildSystem(recent_snapshots_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Errors per Build System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "maven_errors  = []\n",
    "ant_errors    = []\n",
    "gradle_errors = []\n",
    "\n",
    "maven_errors_complete  = []\n",
    "ant_errors_complete    = []\n",
    "gradle_errors_complete = []\n",
    "\n",
    "for project in all_projects_summary:\n",
    "    for error in project['Errors']:\n",
    "        build_system = error[0]\n",
    "        trace        = error[1]\n",
    "        category     = error[2]\n",
    "        if build_system == 'Maven':\n",
    "            maven_errors.append(category)\n",
    "            maven_errors_complete.append((trace, category))\n",
    "        if build_system == 'Ant':\n",
    "            ant_errors.append(category)\n",
    "            ant_errors_complete.append((trace, category))\n",
    "        if build_system == 'Gradle':\n",
    "            gradle_errors.append(category)\n",
    "            gradle_errors_complete.append((trace, category))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Build System</th>\n",
       "      <th>Resolution Err. (#)</th>\n",
       "      <th>Resolution Err. (%)</th>\n",
       "      <th>Parsing Err. (#)</th>\n",
       "      <th>Parsing Err. (%)</th>\n",
       "      <th>Compilation Err. (#)</th>\n",
       "      <th>Compilation Err. (%)</th>\n",
       "      <th>Other Err. (#)</th>\n",
       "      <th>Other Err. (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maven</td>\n",
       "      <td>75806</td>\n",
       "      <td>68.45</td>\n",
       "      <td>1967</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32980</td>\n",
       "      <td>29.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ant</td>\n",
       "      <td>4485</td>\n",
       "      <td>21.06</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1077</td>\n",
       "      <td>5.06</td>\n",
       "      <td>15732</td>\n",
       "      <td>73.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Gradle</td>\n",
       "      <td>22260</td>\n",
       "      <td>44.20</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2373</td>\n",
       "      <td>4.71</td>\n",
       "      <td>25725</td>\n",
       "      <td>51.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>All</td>\n",
       "      <td>102551</td>\n",
       "      <td>56.22</td>\n",
       "      <td>1967</td>\n",
       "      <td>1.08</td>\n",
       "      <td>3450</td>\n",
       "      <td>1.89</td>\n",
       "      <td>74437</td>\n",
       "      <td>40.81</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Build System  Resolution Err. (#)  Resolution Err. (%)  Parsing Err. (#)  \\\n",
       "0        Maven                75806                68.45              1967   \n",
       "1          Ant                 4485                21.06                 0   \n",
       "2       Gradle                22260                44.20                 0   \n",
       "3          All               102551                56.22              1967   \n",
       "\n",
       "   Parsing Err. (%)  Compilation Err. (#)  Compilation Err. (%)  \\\n",
       "0              1.78                     0                  0.00   \n",
       "1              0.00                  1077                  5.06   \n",
       "2              0.00                  2373                  4.71   \n",
       "3              1.08                  3450                  1.89   \n",
       "\n",
       "   Other Err. (#)  Other Err. (%)  \n",
       "0           32980           29.78  \n",
       "1           15732           73.88  \n",
       "2           25725           51.08  \n",
       "3           74437           40.81  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "\n",
    "all_errors = maven_errors + ant_errors + gradle_errors\n",
    "\n",
    "errors_per_bs = []\n",
    "\n",
    "for build_system, errors in [(\"Maven\",maven_errors), (\"Ant\",ant_errors), (\"Gradle\",gradle_errors), (\"All\", all_errors)]:\n",
    "    counter = Counter(errors)\n",
    "    errors_per_bs.append([\n",
    "        build_system, \n",
    "        int(counter['Resolution']),\n",
    "        int(counter['Resolution'])*100/len(errors),\n",
    "        int(counter['Parsing']),\n",
    "        int(counter['Parsing'])*100/len(errors),\n",
    "        int(counter['Compilation']),\n",
    "        int(counter['Compilation'])*100/len(errors),\n",
    "        int(counter['Other']),\n",
    "        int(counter['Other'])*100/len(errors)\n",
    "    ])\n",
    "errors_per_bs_df = pd.DataFrame(errors_per_bs, columns = [\n",
    "    'Build System', \n",
    "    'Resolution Err. (#)',\n",
    "    'Resolution Err. (%)',\n",
    "    'Parsing Err. (#)',\n",
    "    'Parsing Err. (%)',\n",
    "    'Compilation Err. (#)',\n",
    "    'Compilation Err. (%)',\n",
    "    'Other Err. (#)',\n",
    "    'Other Err. (%)'\n",
    "])\n",
    "\n",
    "errors_per_bs_df "
   ]
  }
 ],
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