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{
 "cells": [
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1><center>US Presidential Election Results: A Topological Perspective</center></h1>\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "<p style=\"text-align: center;\">Image from: https://www.wattpad.com/721277709-the-magical-girl-book-sailor-moon-pfp-icons%F0%9F%92%AB%E2%98%81%EF%B8%8F</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Discuss purpose of notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Preparation  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
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    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn import preprocessing\n",
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    "\n",
    "from ripser import ripser\n",
    "from ripser import Rips\n",
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    "from persim import plot_diagrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
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   "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>county_state</th>\n",
       "      <th>year</th>\n",
       "      <th>vote_dem</th>\n",
       "      <th>vote_rep</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2004</td>\n",
       "      <td>4389</td>\n",
       "      <td>5436</td>\n",
       "      <td>34.249604</td>\n",
       "      <td>-82.483646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2008</td>\n",
       "      <td>4593</td>\n",
       "      <td>6264</td>\n",
       "      <td>34.249604</td>\n",
       "      <td>-82.483646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2012</td>\n",
       "      <td>4543</td>\n",
       "      <td>5981</td>\n",
       "      <td>34.249604</td>\n",
       "      <td>-82.483646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2016</td>\n",
       "      <td>3712</td>\n",
       "      <td>6742</td>\n",
       "      <td>34.249604</td>\n",
       "      <td>-82.483646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2004</td>\n",
       "      <td>8937</td>\n",
       "      <td>16083</td>\n",
       "      <td>30.259017</td>\n",
       "      <td>-92.422835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2008</td>\n",
       "      <td>7028</td>\n",
       "      <td>19229</td>\n",
       "      <td>30.259017</td>\n",
       "      <td>-92.422835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2012</td>\n",
       "      <td>6560</td>\n",
       "      <td>19931</td>\n",
       "      <td>30.259017</td>\n",
       "      <td>-92.422835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2016</td>\n",
       "      <td>5638</td>\n",
       "      <td>21159</td>\n",
       "      <td>30.259017</td>\n",
       "      <td>-92.422835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Accomack,VA</td>\n",
       "      <td>2004</td>\n",
       "      <td>5518</td>\n",
       "      <td>7726</td>\n",
       "      <td>37.767140</td>\n",
       "      <td>-75.666820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Accomack,VA</td>\n",
       "      <td>2008</td>\n",
       "      <td>7607</td>\n",
       "      <td>7833</td>\n",
       "      <td>37.767140</td>\n",
       "      <td>-75.666820</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   county_state  year  vote_dem  vote_rep        lat        lng\n",
       "0  Abbeville,SC  2004      4389      5436  34.249604 -82.483646\n",
       "1  Abbeville,SC  2008      4593      6264  34.249604 -82.483646\n",
       "2  Abbeville,SC  2012      4543      5981  34.249604 -82.483646\n",
       "3  Abbeville,SC  2016      3712      6742  34.249604 -82.483646\n",
       "4     Acadia,LA  2004      8937     16083  30.259017 -92.422835\n",
       "5     Acadia,LA  2008      7028     19229  30.259017 -92.422835\n",
       "6     Acadia,LA  2012      6560     19931  30.259017 -92.422835\n",
       "7     Acadia,LA  2016      5638     21159  30.259017 -92.422835\n",
       "8   Accomack,VA  2004      5518      7726  37.767140 -75.666820\n",
       "9   Accomack,VA  2008      7607      7833  37.767140 -75.666820"
      ]
     },
     "execution_count": 36,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# import dataframe\n",
    "df = pd.read_csv('~/Desktop/topological_machine_learning/Data/election_data.csv')\n",
    "\n",
    "# print first 10 rows\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>county_state</th>\n",
       "      <th>year</th>\n",
       "      <th>vote_dem</th>\n",
       "      <th>vote_rep</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2004</td>\n",
       "      <td>4389</td>\n",
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       "      <td>-0.821996</td>\n",
       "      <td>0.790159</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2008</td>\n",
       "      <td>4593</td>\n",
       "      <td>6264</td>\n",
       "      <td>-0.821996</td>\n",
       "      <td>0.790159</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2012</td>\n",
       "      <td>4543</td>\n",
       "      <td>5981</td>\n",
       "      <td>-0.821996</td>\n",
       "      <td>0.790159</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2016</td>\n",
       "      <td>3712</td>\n",
       "      <td>6742</td>\n",
       "      <td>-0.821996</td>\n",
       "      <td>0.790159</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2004</td>\n",
       "      <td>8937</td>\n",
       "      <td>16083</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2008</td>\n",
       "      <td>7028</td>\n",
       "      <td>19229</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2012</td>\n",
       "      <td>6560</td>\n",
       "      <td>19931</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2016</td>\n",
       "      <td>5638</td>\n",
       "      <td>21159</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Accomack,VA</td>\n",
       "      <td>2004</td>\n",
       "      <td>5518</td>\n",
       "      <td>7726</td>\n",
       "      <td>-0.099749</td>\n",
       "      <td>1.371666</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Accomack,VA</td>\n",
       "      <td>2008</td>\n",
       "      <td>7607</td>\n",
       "      <td>7833</td>\n",
       "      <td>-0.099749</td>\n",
       "      <td>1.371666</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   county_state  year  vote_dem  vote_rep       lat       lng\n",
       "0  Abbeville,SC  2004      4389      5436 -0.821996  0.790159\n",
       "1  Abbeville,SC  2008      4593      6264 -0.821996  0.790159\n",
       "2  Abbeville,SC  2012      4543      5981 -0.821996  0.790159\n",
       "3  Abbeville,SC  2016      3712      6742 -0.821996  0.790159\n",
       "4     Acadia,LA  2004      8937     16083 -1.641374 -0.057700\n",
       "5     Acadia,LA  2008      7028     19229 -1.641374 -0.057700\n",
       "6     Acadia,LA  2012      6560     19931 -1.641374 -0.057700\n",
       "7     Acadia,LA  2016      5638     21159 -1.641374 -0.057700\n",
       "8   Accomack,VA  2004      5518      7726 -0.099749  1.371666\n",
       "9   Accomack,VA  2008      7607      7833 -0.099749  1.371666"
     "execution_count": 37,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# normalize data\n",
    "scaler = preprocessing.StandardScaler()\n",
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    "\n",
    "df[['lat','lng']] = scaler.fit_transform(df[['lat','lng']])\n",
    "\n",
    "# print first ten rows\n",
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    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>county_state</th>\n",
       "      <th>year</th>\n",
       "      <th>vote_dem</th>\n",
       "      <th>vote_rep</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>dem_rep</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2004</td>\n",
       "      <td>4389</td>\n",
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       "      <td>-0.821996</td>\n",
       "      <td>0.790159</td>\n",
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       "      <td>0.807395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2008</td>\n",
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       "      <td>0.733238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2012</td>\n",
       "      <td>4543</td>\n",
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       "      <td>-0.821996</td>\n",
       "      <td>0.790159</td>\n",
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       "      <td>0.759572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abbeville,SC</td>\n",
       "      <td>2016</td>\n",
       "      <td>3712</td>\n",
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       "      <td>0.790159</td>\n",
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       "      <td>0.550578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2004</td>\n",
       "      <td>8937</td>\n",
       "      <td>16083</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "      <td>0.555680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2008</td>\n",
       "      <td>7028</td>\n",
       "      <td>19229</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "      <td>0.365490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2012</td>\n",
       "      <td>6560</td>\n",
       "      <td>19931</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "      <td>0.329136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Acadia,LA</td>\n",
       "      <td>2016</td>\n",
       "      <td>5638</td>\n",
       "      <td>21159</td>\n",
       "      <td>-1.641374</td>\n",
       "      <td>-0.057700</td>\n",
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       "      <td>0.266459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Accomack,VA</td>\n",
       "      <td>2004</td>\n",
       "      <td>5518</td>\n",
       "      <td>7726</td>\n",
       "      <td>-0.099749</td>\n",
       "      <td>1.371666</td>\n",
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       "      <td>0.714212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Accomack,VA</td>\n",
       "      <td>2008</td>\n",
       "      <td>7607</td>\n",
       "      <td>7833</td>\n",
       "      <td>-0.099749</td>\n",
       "      <td>1.371666</td>\n",
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       "      <td>0.971148</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   county_state  year  vote_dem  vote_rep       lat       lng   dem_rep\n",
       "0  Abbeville,SC  2004      4389      5436 -0.821996  0.790159  0.807395\n",
       "1  Abbeville,SC  2008      4593      6264 -0.821996  0.790159  0.733238\n",
       "2  Abbeville,SC  2012      4543      5981 -0.821996  0.790159  0.759572\n",
       "3  Abbeville,SC  2016      3712      6742 -0.821996  0.790159  0.550578\n",
       "4     Acadia,LA  2004      8937     16083 -1.641374 -0.057700  0.555680\n",
       "5     Acadia,LA  2008      7028     19229 -1.641374 -0.057700  0.365490\n",
       "6     Acadia,LA  2012      6560     19931 -1.641374 -0.057700  0.329136\n",
       "7     Acadia,LA  2016      5638     21159 -1.641374 -0.057700  0.266459\n",
       "8   Accomack,VA  2004      5518      7726 -0.099749  1.371666  0.714212\n",
       "9   Accomack,VA  2008      7607      7833 -0.099749  1.371666  0.971148"
     "execution_count": 38,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create new vote_dem:vote_rep ratio column\n",
    "df['dem_rep'] = df.apply(lambda row: row.vote_dem / row.vote_rep, axis = 1) \n",
    "\n",
    "# print first 10 rows\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df04 shape: (3112, 7)\n",
      "df08 shape: (3112, 7)\n",
      "df12 shape: (3112, 7)\n",
      "df16 shape: (3112, 7)\n"
     ]
    }
   ],
   "source": [
    "# subset data based on year\n",
    "df04 = df[df.year == 2004]\n",
    "\n",
    "df08 = df[df.year == 2008]\n",
    "\n",
    "df12 = df[df.year == 2012]\n",
    "\n",
    "df16 = df[df.year == 2016]\n",
    "\n",
    "print('df04 shape:', df04.shape)\n",
    "print('df08 shape:', df08.shape)\n",
    "print('df12 shape:', df12.shape)\n",
    "print('df16 shape:', df16.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07724679696998037\n",
      "9.548833270605947\n"
     ]
    }
   ],
   "source": [
    "print(df04.loc[df04['dem_rep'] == df04['dem_rep'].min(), 'dem_rep'].iloc[0])\n",
    "print(df04.loc[df04['dem_rep'] == df04['dem_rep'].max(), 'dem_rep'].iloc[0])"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2004 Presidential Election"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
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   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-23-e970c5936800>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;31m#plot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lng'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lat'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'.'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     15\u001b[0m \u001b[0mcbar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    },
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    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#figure\n",
    "fig, ax1 = plt.subplots()\n",
    "fig.set_size_inches(20, 10)\n",
    "\n",
    "#labels\n",
    "ax1.set_xlabel('Longitude')\n",
    "ax1.set_ylabel('Latitude')\n",
    "ax1.set_title('2004 Presidential Election Results')\n",
    "\n",
    "#c sequence\n",
    "c = ['red', 'blue']\n",
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    "\n",
    "#plot\n",
    "plt.scatter(df04['lng'], df04['lat'] , marker = '.', cmap = , start=1)\n",
    "cbar = plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "RGBA values should be within 0-1 range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-46-62e9b8052939>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lng'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf04\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lat'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'.'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcolorFader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mc2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     18\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-46-62e9b8052939>\u001b[0m in \u001b[0;36mcolorFader\u001b[0;34m(c1, c2, mix)\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mc1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_rgb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mc2\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_rgb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mmpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_hex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mc1\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mmix\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mc2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0mc1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'blue'\u001b[0m \u001b[0;31m# blue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/matplotlib/colors.py\u001b[0m in \u001b[0;36mto_hex\u001b[0;34m(c, keep_alpha)\u001b[0m\n\u001b[1;32m    299\u001b[0m     \u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m#rrggbbaa`` otherwise.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    300\u001b[0m     \"\"\"\n\u001b[0;32m--> 301\u001b[0;31m     \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mto_rgba\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    302\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mkeep_alpha\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    303\u001b[0m         \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/matplotlib/colors.py\u001b[0m in \u001b[0;36mto_rgba\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m    175\u001b[0m         \u001b[0mrgba\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    176\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mrgba\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# Suppress exception chaining of cache lookup failure.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 177\u001b[0;31m         \u001b[0mrgba\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_to_rgba_no_colorcycle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    178\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    179\u001b[0m             \u001b[0m_colors_full_map\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrgba\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/matplotlib/colors.py\u001b[0m in \u001b[0;36m_to_rgba_no_colorcycle\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m    246\u001b[0m         \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    247\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0melem\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0melem\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0melem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 248\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"RGBA values should be within 0-1 range\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    249\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    250\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: RGBA values should be within 0-1 range"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def colorFader(c1,c2,mix=0): \n",
    "    c1=np.array(mpl.colors.to_rgb(c1))\n",
    "    c2=np.array(mpl.colors.to_rgb(c2))\n",
    "    return mpl.colors.to_hex((1-mix)*c1 + mix*c2)\n",
    "\n",
    "c1 = 'blue' # blue\n",
    "c2 = 'red' # red\n",
    "n = 500\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "\n",
    "for x in range(len(df04)):\n",
    "    plt.scatter(df04['lng'], df04['lat'] , marker = '.', cmap = colorFader(c1,c2,x)) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_04 = df04[['lat','lng','dem_rep']].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.82199605  0.79015875  0.80739514]\n",
      " [-1.64137378 -0.0577002   0.55567991]\n",
      " [-0.09974873  1.37166562  0.71421175]\n",
      " [ 1.0926624  -2.09190614  0.61836836]\n",
      " [ 0.63483692 -0.23351273  0.76769359]\n",
      " [-0.23466476  0.54927756  0.31343284]\n",
      " [ 0.39077972 -0.06656442  0.77556149]\n",
      " [-0.47703733 -0.25329004  0.51538926]\n",
      " [ 0.33020307 -1.1216377   1.0487013 ]\n",
      " [ 0.57311262 -0.25383743  0.74183751]]\n"
     ]
    }
   ],
   "source": [
    "arr = df_04.to_numpy()\n",
    "print(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rips(maxdim=1, thresh=inf, coeff=2, do_cocycles=False, n_perm = None, verbose=True)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rips = Rips()\n",
    "diagrams = rips.fit_transform(arr)\n",
    "rips.plot(diagrams)"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}