Chicago_Wards_Precincts_Benfords_Data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "# Data downloaded as excel from https://chicagoelections.gov/en/election-results-specifics.asp\n",
    "# and saved as csv to dataexport.csv\n",
    "\n",
    "data = pd.read_csv('dataexport.csv', skiprows=10)\n",
    "data = data.dropna()\n",
    "data = data[~(data['Precinct'].isin(['Total', 'Precinct']))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Precinct</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Joseph R. Biden &amp; Kamala D. Harris</th>\n",
       "      <th>%</th>\n",
       "      <th>Donald J. Trump &amp; Michael R. Pence</th>\n",
       "      <th>%.1</th>\n",
       "      <th>Howie Hawkins &amp; Angela Walker</th>\n",
       "      <th>%.2</th>\n",
       "      <th>Gloria La Riva &amp; Leonard Peltier</th>\n",
       "      <th>%.3</th>\n",
       "      <th>Brian Carroll &amp; Amar Patel</th>\n",
       "      <th>%.4</th>\n",
       "      <th>Jo Jorgensen &amp; Jeremy ''Spike'' Cohen</th>\n",
       "      <th>%.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>645</td>\n",
       "      <td>553</td>\n",
       "      <td>85.74%</td>\n",
       "      <td>73</td>\n",
       "      <td>11.32%</td>\n",
       "      <td>7</td>\n",
       "      <td>1.09%</td>\n",
       "      <td>6</td>\n",
       "      <td>0.93%</td>\n",
       "      <td>1</td>\n",
       "      <td>0.16%</td>\n",
       "      <td>5</td>\n",
       "      <td>0.78%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>519</td>\n",
       "      <td>459</td>\n",
       "      <td>88.44%</td>\n",
       "      <td>47</td>\n",
       "      <td>9.06%</td>\n",
       "      <td>5</td>\n",
       "      <td>0.96%</td>\n",
       "      <td>3</td>\n",
       "      <td>0.58%</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>5</td>\n",
       "      <td>0.96%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>664</td>\n",
       "      <td>591</td>\n",
       "      <td>89.01%</td>\n",
       "      <td>64</td>\n",
       "      <td>9.64%</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>7</td>\n",
       "      <td>1.05%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>659</td>\n",
       "      <td>561</td>\n",
       "      <td>85.13%</td>\n",
       "      <td>86</td>\n",
       "      <td>13.05%</td>\n",
       "      <td>3</td>\n",
       "      <td>0.46%</td>\n",
       "      <td>2</td>\n",
       "      <td>0.30%</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>7</td>\n",
       "      <td>1.06%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>625</td>\n",
       "      <td>548</td>\n",
       "      <td>87.68%</td>\n",
       "      <td>64</td>\n",
       "      <td>10.24%</td>\n",
       "      <td>3</td>\n",
       "      <td>0.48%</td>\n",
       "      <td>2</td>\n",
       "      <td>0.32%</td>\n",
       "      <td>0</td>\n",
       "      <td>0%</td>\n",
       "      <td>8</td>\n",
       "      <td>1.28%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Precinct Votes Joseph R. Biden & Kamala D. Harris        %  \\\n",
       "0        1   645                                 553  85.74%   \n",
       "1        2   519                                 459  88.44%   \n",
       "2        3   664                                 591  89.01%   \n",
       "3        4   659                                 561  85.13%   \n",
       "4        5   625                                 548  87.68%   \n",
       "\n",
       "  Donald J. Trump & Michael R. Pence      %.1 Howie Hawkins & Angela Walker   \\\n",
       "0                                  73  11.32%                              7   \n",
       "1                                  47   9.06%                              5   \n",
       "2                                  64   9.64%                              1   \n",
       "3                                  86  13.05%                              3   \n",
       "4                                  64  10.24%                              3   \n",
       "\n",
       "     %.2 Gloria La Riva & Leonard Peltier     %.3 Brian Carroll & Amar Patel   \\\n",
       "0  1.09%                                 6  0.93%                           1   \n",
       "1  0.96%                                 3  0.58%                           0   \n",
       "2  0.15%                                 0     0%                           1   \n",
       "3  0.46%                                 2  0.30%                           0   \n",
       "4  0.48%                                 2  0.32%                           0   \n",
       "\n",
       "     %.4 Jo Jorgensen & Jeremy ''Spike'' Cohen     %.5  \n",
       "0  0.16%                                      5  0.78%  \n",
       "1     0%                                      5  0.96%  \n",
       "2  0.15%                                      7  1.05%  \n",
       "3     0%                                      7  1.06%  \n",
       "4     0%                                      8  1.28%  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>Joseph R. Biden &amp; Kamala D. Harris</th>\n",
       "      <th>Donald J. Trump &amp; Michael R. Pence</th>\n",
       "      <th>Howie Hawkins &amp; Angela Walker</th>\n",
       "      <th>Gloria La Riva &amp; Leonard Peltier</th>\n",
       "      <th>Brian Carroll &amp; Amar Patel</th>\n",
       "      <th>Jo Jorgensen &amp; Jeremy ''Spike'' Cohen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>553</td>\n",
       "      <td>73</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>459</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>591</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>561</td>\n",
       "      <td>86</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>548</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "  Joseph R. Biden & Kamala D. Harris  Donald J. Trump & Michael R. Pence   \\\n",
       "0                                 553                                  73   \n",
       "1                                 459                                  47   \n",
       "2                                 591                                  64   \n",
       "3                                 561                                  86   \n",
       "4                                 548                                  64   \n",
       "\n",
       "  Howie Hawkins & Angela Walker  Gloria La Riva & Leonard Peltier   \\\n",
       "0                              7                                 6   \n",
       "1                              5                                 3   \n",
       "2                              1                                 0   \n",
       "3                              3                                 2   \n",
       "4                              3                                 2   \n",
       "\n",
       "  Brian Carroll & Amar Patel  Jo Jorgensen & Jeremy ''Spike'' Cohen   \n",
       "0                           1                                      5  \n",
       "1                           0                                      5  \n",
       "2                           1                                      7  \n",
       "3                           0                                      7  \n",
       "4                           0                                      8  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data[['Joseph R. Biden & Kamala D. Harris ',\n",
    "       'Donald J. Trump & Michael R. Pence ', \n",
    "       'Howie Hawkins & Angela Walker ', \n",
    "       'Gloria La Riva & Leonard Peltier ', \n",
    "       'Brian Carroll & Amar Patel ', \n",
    "       \"Jo Jorgensen & Jeremy ''Spike'' Cohen \"]]\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "unstacked_data = data.unstack().reset_index().rename(\n",
    "    columns={0: 'count', 'level_0': 'candidate'})\n",
    "unstacked_data = unstacked_data[['candidate', 'count']]\n",
    "unstacked_data['count'] = unstacked_data['count'].astype(int)\n",
    "unstacked_data = unstacked_data.reset_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>candidate</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Joseph R. Biden &amp; Kamala D. Harris</td>\n",
       "      <td>553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Joseph R. Biden &amp; Kamala D. Harris</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Joseph R. Biden &amp; Kamala D. Harris</td>\n",
       "      <td>591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Joseph R. Biden &amp; Kamala D. Harris</td>\n",
       "      <td>561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Joseph R. Biden &amp; Kamala D. Harris</td>\n",
       "      <td>548</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   index                            candidate  count\n",
       "0      0  Joseph R. Biden & Kamala D. Harris     553\n",
       "1      1  Joseph R. Biden & Kamala D. Harris     459\n",
       "2      2  Joseph R. Biden & Kamala D. Harris     591\n",
       "3      3  Joseph R. Biden & Kamala D. Harris     561\n",
       "4      4  Joseph R. Biden & Kamala D. Harris     548"
      ]
     },
     "execution_count": 72,
     "metadata": {},
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    }
   ],
   "source": [
    "unstacked_data.head()"
   ]
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Chicago')"
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     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 668,
       "width": 715
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, axs = plt.subplots(2, 3, figsize=(12, 10))\n",
    "fig.tight_layout(rect=[0.1, 0.1, 0.9, 0.9])\n",
    "plt.subplots_adjust(hspace=0.5, wspace=0.25)\n",
    "\n",
    "axs = np.array(axs).flatten()\n",
    "candidates = unstacked_data.candidate.unique()\n",
    "\n",
    "# benford's law\n",
    "digit = np.arange(1, 10)\n",
    "\n",
    "for i in range(len(axs)):\n",
    "\n",
    "    ax = axs[i]\n",
    "    candidate = candidates[i]\n",
    "\n",
    "    N = len(data[data[candidate].astype(int) > 0])\n",
    "    expected = np.log10(1 + 1/digit)*N\n",
    "    \n",
    "    cur_data = unstacked_data\n",
    "    cur_data = cur_data.groupby(['candidate', 'index']).sum()\n",
    "    digits = cur_data.loc[candidate]['count'].astype(str).str[0].astype(int)\n",
    "    digits = digits[digits > 0]\n",
    "    \n",
    "    v = digits.value_counts()\n",
    "    ax.bar(v.index, v.values)\n",
    "    ax.set_xticks(range(1, 10))\n",
    "\n",
    "    ax.plot(digit, expected, marker='D', color='red', label='Expected (Benford\\'s law)')\n",
    "    \n",
    "    ax.set_title(\"%s\\nN=%d\" % (candidate, N))\n",
    "    ax.set_xlabel(\"Leading Digit\")\n",
    "    ax.set_ylabel(\"Frequency\")\n",
    "\n",
    "plt.legend(loc=3, bbox_to_anchor=(0.0, -0.25))\n",
    "plt.suptitle(\"Chicago\", fontsize=18)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
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