2016 US Election FEC Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction to Pandas with US Election Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from csv import reader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Campaign Finance\n",
    "\n",
    "Today we will take a quick look at the 2016 election in the states and compare some campaign finance data on it. We'll use this as a way to get started with [Pandas](http://pandas.pydata.org/), a powerful data analysis library in Python.\n",
    "\n",
    "The data files we will use are in the [data folder in this repository](https://github.com/kjam/random_hackery) or available for download on the [FEC site](http://www.fec.gov/finance/disclosure/ftpdet.shtml#a2015_2016). \n",
    "\n",
    "To begin, we need to extract the headers for the file, as they are not included in the data dumps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cand_header = [r for r in \n",
    "               reader(open('data/cn_header_file.csv', 'r'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['CAND_ID',\n",
       "  'CAND_NAME',\n",
       "  'CAND_PTY_AFFILIATION',\n",
       "  'CAND_ELECTION_YR',\n",
       "  'CAND_OFFICE_ST',\n",
       "  'CAND_OFFICE',\n",
       "  'CAND_OFFICE_DISTRICT',\n",
       "  'CAND_ICI',\n",
       "  'CAND_STATUS',\n",
       "  'CAND_PCC',\n",
       "  'CAND_ST1',\n",
       "  'CAND_ST2',\n",
       "  'CAND_CITY',\n",
       "  'CAND_ST',\n",
       "  'CAND_ZIP']]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_header"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then pass this first list item along with the data to the [read_csv method](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.html). We are using the sep keyword argument to define how our file is separated between fields.\n",
    "\n",
    "This will create a [Pandas Dataframe](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "candidates = pd.read_csv(\n",
    "    '/home/katharine/Downloads/datasets/cn.txt', \n",
    "    names=cand_header[0], sep='|')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th>CAND_PTY_AFFILIATION</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_PCC</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>H0AK00097</td>\n",
       "      <td>COX, JOHN R.</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00525261</td>\n",
       "      <td>P.O. BOX 1092</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHOR POINT</td>\n",
       "      <td>AK</td>\n",
       "      <td>99556.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>H0AL02087</td>\n",
       "      <td>ROBY, MARTHA</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>2.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00462143</td>\n",
       "      <td>PO BOX 195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>AL</td>\n",
       "      <td>36101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>H0AL02095</td>\n",
       "      <td>JOHN, ROBERT E JR</td>\n",
       "      <td>IND</td>\n",
       "      <td>2016</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1465 W OVERBROOK RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MILLBROOK</td>\n",
       "      <td>AL</td>\n",
       "      <td>36054.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>H0AL05049</td>\n",
       "      <td>CRAMER, ROBERT E \"BUD\" JR</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2008</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00239038</td>\n",
       "      <td>PO BOX 2621</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HUNTSVILLE</td>\n",
       "      <td>AL</td>\n",
       "      <td>35804.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>H0AL05163</td>\n",
       "      <td>BROOKS, MO</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>5.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00464149</td>\n",
       "      <td>7610 FOXFIRE DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HUNTSVILLE</td>\n",
       "      <td>AL</td>\n",
       "      <td>35802.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CAND_ID                  CAND_NAME CAND_PTY_AFFILIATION  \\\n",
       "0  H0AK00097               COX, JOHN R.                  REP   \n",
       "1  H0AL02087               ROBY, MARTHA                  REP   \n",
       "2  H0AL02095          JOHN, ROBERT E JR                  IND   \n",
       "3  H0AL05049  CRAMER, ROBERT E \"BUD\" JR                  DEM   \n",
       "4  H0AL05163                 BROOKS, MO                  REP   \n",
       "\n",
       "   CAND_ELECTION_YR CAND_OFFICE_ST CAND_OFFICE  CAND_OFFICE_DISTRICT CAND_ICI  \\\n",
       "0              2014             AK           H                   0.0        C   \n",
       "1              2016             AL           H                   2.0        I   \n",
       "2              2016             AL           H                   2.0        C   \n",
       "3              2008             AL           H                   5.0        C   \n",
       "4              2016             AL           H                   5.0        I   \n",
       "\n",
       "  CAND_STATUS   CAND_PCC             CAND_ST1 CAND_ST2     CAND_CITY CAND_ST  \\\n",
       "0           N  C00525261       P.O. BOX 1092       NaN  ANCHOR POINT      AK   \n",
       "1           C  C00462143           PO BOX 195      NaN    MONTGOMERY      AL   \n",
       "2           N        NaN  1465 W OVERBROOK RD      NaN     MILLBROOK      AL   \n",
       "3           P  C00239038          PO BOX 2621      NaN    HUNTSVILLE      AL   \n",
       "4           C  C00464149   7610 FOXFIRE DRIVE      NaN    HUNTSVILLE      AL   \n",
       "\n",
       "   CAND_ZIP  \n",
       "0   99556.0  \n",
       "1   36101.0  \n",
       "2   36054.0  \n",
       "3   35804.0  \n",
       "4   35802.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To take a look at columns, we can use the dataframe like a dictionary and pass the column name as the key. In return we get what is called a [Pandas Series](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                       COX, JOHN R.\n",
       "1                       ROBY, MARTHA\n",
       "2                  JOHN, ROBERT E JR\n",
       "3          CRAMER, ROBERT E \"BUD\" JR\n",
       "4                         BROOKS, MO\n",
       "5                COOKE, STANLEY KYLE\n",
       "6           SEWELL, TERRYCINA ANDREA\n",
       "7        HILLIARD, EARL FREDERICK JR\n",
       "8                   CHAMBERLAIN, DON\n",
       "9           CRAWFORD, ERIC ALAN RICK\n",
       "10        GREGORY, JAMES CHRISTOPHER\n",
       "11                      CAUSEY, CHAD\n",
       "12                SMITH, PRINCELLA D\n",
       "13             GRIFFIN, JOHN TIMOTHY\n",
       "14                ELLIOTT, JOYCE ANN\n",
       "15      SKOCH, BERNARD KURT 'BERNIE'\n",
       "16           WHITAKER, DAVID JEFFREY\n",
       "17                     WOMACK, STEVE\n",
       "18                 FALEOMAVAEGA, ENI\n",
       "19                   FLAKE, JEFF MR.\n",
       "20               GOSAR, PAUL ANTHONY\n",
       "21                      MEHTA, STEVE\n",
       "22                  TOBIN, ANDY HON.\n",
       "23            GRESSLEY, FORREST DAYL\n",
       "24                    PARKER, VERNON\n",
       "25                       QUAYLE, BEN\n",
       "26                 SCOTT, BRIAN ALAN\n",
       "27                      BAKER, SCOTT\n",
       "28                       HILL, BRIAN\n",
       "29                CONTRERAS, JANET L\n",
       "                    ...             \n",
       "7541            KLEEB, SCOTT MICHAEL\n",
       "7542                   MARVIN, LARRY\n",
       "7543                  SWETT, KATRINA\n",
       "7544                 MARCHAND, STEVE\n",
       "7545              GIRARD, SHAWN PAUL\n",
       "7546                   BELL, JEFFREY\n",
       "7547                  SABRIN, MURRAY\n",
       "7548               ANDREWS, ROBERT E\n",
       "7549                      BOSS, JEFF\n",
       "7550                     HANNAN, JIM\n",
       "7551                      UDALL, TOM\n",
       "7552               LEHRMAN, R LELAND\n",
       "7553              SCHUMER, CHARLES E\n",
       "7554              JONES, DENNIS M MR\n",
       "7555              WALLACE, STEPHEN P\n",
       "7556           MERKLEY, JEFFREY ALAN\n",
       "7557              MURPHY, LARRY GENE\n",
       "7558                 PRESSLER, LARRY\n",
       "7559                 LEWIS, DANIEL T\n",
       "7560     STRIPLING, RANDOLPH B RANDY\n",
       "7561                   WRIGHT, ISHAH\n",
       "7562                  MODICA, JULIEN\n",
       "7563      GILMORE, JAMES S (JIM) III\n",
       "7564              MARSHALL, ROBERT G\n",
       "7565                MCMULLEN, JOHN A\n",
       "7566                  AMUNDSON, THOR\n",
       "7567                   SENN, DEBORAH\n",
       "7568                 CANTWELL, MARIA\n",
       "7569          FEINGOLD, RUSSELL DANA\n",
       "7570                 NEUMANN, MARK W\n",
       "Name: CAND_NAME, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates['CAND_NAME']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use slicing and selecting to review either a Series or a DataFrame. There are a few different methods available. \n",
    "\n",
    "We can use a boolean selector which returns a truth Series or DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1        True\n",
       "2        True\n",
       "3       False\n",
       "4        True\n",
       "5       False\n",
       "6        True\n",
       "7       False\n",
       "8       False\n",
       "9        True\n",
       "10      False\n",
       "11      False\n",
       "12      False\n",
       "13      False\n",
       "14      False\n",
       "15      False\n",
       "16      False\n",
       "17       True\n",
       "18      False\n",
       "19      False\n",
       "20       True\n",
       "21      False\n",
       "22      False\n",
       "23      False\n",
       "24      False\n",
       "25      False\n",
       "26      False\n",
       "27      False\n",
       "28      False\n",
       "29      False\n",
       "        ...  \n",
       "7541    False\n",
       "7542    False\n",
       "7543    False\n",
       "7544    False\n",
       "7545    False\n",
       "7546    False\n",
       "7547    False\n",
       "7548    False\n",
       "7549    False\n",
       "7550    False\n",
       "7551    False\n",
       "7552    False\n",
       "7553     True\n",
       "7554    False\n",
       "7555    False\n",
       "7556    False\n",
       "7557    False\n",
       "7558    False\n",
       "7559    False\n",
       "7560    False\n",
       "7561    False\n",
       "7562    False\n",
       "7563    False\n",
       "7564    False\n",
       "7565    False\n",
       "7566     True\n",
       "7567    False\n",
       "7568    False\n",
       "7569     True\n",
       "7570    False\n",
       "Name: CAND_ELECTION_YR, dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates['CAND_ELECTION_YR'] == 2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th>CAND_PTY_AFFILIATION</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_PCC</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>H0AL02087</td>\n",
       "      <td>ROBY, MARTHA</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>2.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00462143</td>\n",
       "      <td>PO BOX 195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>AL</td>\n",
       "      <td>36101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>H0AL02095</td>\n",
       "      <td>JOHN, ROBERT E JR</td>\n",
       "      <td>IND</td>\n",
       "      <td>2016</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1465 W OVERBROOK RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MILLBROOK</td>\n",
       "      <td>AL</td>\n",
       "      <td>36054.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>H0AL05163</td>\n",
       "      <td>BROOKS, MO</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>5.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00464149</td>\n",
       "      <td>7610 FOXFIRE DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HUNTSVILLE</td>\n",
       "      <td>AL</td>\n",
       "      <td>35802.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>H0AL07086</td>\n",
       "      <td>SEWELL, TERRYCINA ANDREA</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>7.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00458976</td>\n",
       "      <td>PO BOX 1964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BIRMINGHAM</td>\n",
       "      <td>AL</td>\n",
       "      <td>35201.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>H0AR01083</td>\n",
       "      <td>CRAWFORD, ERIC ALAN RICK</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>AR</td>\n",
       "      <td>H</td>\n",
       "      <td>1.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00462374</td>\n",
       "      <td>34 CR 455</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JONESBORO</td>\n",
       "      <td>AR</td>\n",
       "      <td>72404.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>H0AR03055</td>\n",
       "      <td>WOMACK, STEVE</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>AR</td>\n",
       "      <td>H</td>\n",
       "      <td>3.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00477745</td>\n",
       "      <td>134 N PLEASANT RIDGE DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ROGERS</td>\n",
       "      <td>AR</td>\n",
       "      <td>727560701.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>H0AZ01259</td>\n",
       "      <td>GOSAR, PAUL ANTHONY</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>AZ</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00461806</td>\n",
       "      <td>PO BOX 2967</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PRESCOTT</td>\n",
       "      <td>AZ</td>\n",
       "      <td>86302.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>H0CA03078</td>\n",
       "      <td>BERA, AMERISH</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>7.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00461061</td>\n",
       "      <td>PO BOX 582496</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ELK GROVE</td>\n",
       "      <td>CA</td>\n",
       "      <td>95758.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>H0CA10073</td>\n",
       "      <td>DESAULNIER, MARK</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>11.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00554709</td>\n",
       "      <td>POST OFFICE BOX 6066</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONCORD</td>\n",
       "      <td>CA</td>\n",
       "      <td>94524.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>H0CA10149</td>\n",
       "      <td>GARAMENDI, JOHN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>3.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00462697</td>\n",
       "      <td>1050 17TH ST NW STE 590</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20036.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>H0CA11337</td>\n",
       "      <td>AMADOR, ANTONIO C</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>9.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00613083</td>\n",
       "      <td>2062 HENDERSON WAY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LODI</td>\n",
       "      <td>CA</td>\n",
       "      <td>95242.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>H0CA15148</td>\n",
       "      <td>HONDA, MIKE</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>17.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00351379</td>\n",
       "      <td>C/O CONTRIBUTION SOLUTIONS, LLC</td>\n",
       "      <td>123 E. SAN CARLOS STREET, #531</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>CA</td>\n",
       "      <td>95112.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>H0CA19173</td>\n",
       "      <td>DENHAM, JEFF</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>10.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00473272</td>\n",
       "      <td>941 EAST MONTE VISTA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TURLOCK</td>\n",
       "      <td>CA</td>\n",
       "      <td>95381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>H0CA22086</td>\n",
       "      <td>UEBERSAX, JOHN</td>\n",
       "      <td>NPA</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>24.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2901 JUNIPER AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MORRO BAY</td>\n",
       "      <td>CA</td>\n",
       "      <td>93442.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>H0CA27085</td>\n",
       "      <td>SCHIFF, ADAM</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>28.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00343871</td>\n",
       "      <td>777 S. FIGUEROA ST., STE. 4050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LOS ANGELES</td>\n",
       "      <td>CA</td>\n",
       "      <td>90017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>H0CA32101</td>\n",
       "      <td>CHU, JUDY</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>27.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00458125</td>\n",
       "      <td>6380 WILSHIRE BLVD # 1612</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LOS ANGELES</td>\n",
       "      <td>CA</td>\n",
       "      <td>90048.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>H0CA33117</td>\n",
       "      <td>BASS, KAREN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>37.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00476523</td>\n",
       "      <td>777 S. FIGUEROA STREET</td>\n",
       "      <td>SUITE 4050</td>\n",
       "      <td>LOS ANGELES</td>\n",
       "      <td>CA</td>\n",
       "      <td>90017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>H0CA33158</td>\n",
       "      <td>GRIFFIN, MORRIS F</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>44.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309 E HILCREST BOULEVARD #399</td>\n",
       "      <td>NaN</td>\n",
       "      <td>INGLEWOOD</td>\n",
       "      <td>CA</td>\n",
       "      <td>90301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>H0CA48024</td>\n",
       "      <td>ISSA, DARRELL</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>49.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00350520</td>\n",
       "      <td>PO BOX 760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VISTA</td>\n",
       "      <td>CA</td>\n",
       "      <td>92085.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>H0CA49055</td>\n",
       "      <td>DAVIS, SUSAN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>53.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00344671</td>\n",
       "      <td>PO BOX 84049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>921384049.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>H0CT02140</td>\n",
       "      <td>NOVAK, DARIA IRENE</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>CT</td>\n",
       "      <td>H</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00589713</td>\n",
       "      <td>51 HAMMONASSETT MEADOWS ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADISON</td>\n",
       "      <td>CT</td>\n",
       "      <td>6443.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>H0CT03072</td>\n",
       "      <td>DELARUO, ROSA L</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>CT</td>\n",
       "      <td>H</td>\n",
       "      <td>3.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00238865</td>\n",
       "      <td>129 CHURCH ST, STE 818</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW HAVEN</td>\n",
       "      <td>CT</td>\n",
       "      <td>6510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>H0CT05127</td>\n",
       "      <td>PISTONE, JOHN</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>CT</td>\n",
       "      <td>H</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00462663</td>\n",
       "      <td>10 OAKCREST DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BROOKFIELD</td>\n",
       "      <td>CT</td>\n",
       "      <td>6804.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>H0DC00058</td>\n",
       "      <td>NORTON, ELEANOR HOLMES</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>DC</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00244335</td>\n",
       "      <td>10 NINTH STREET, SE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>H0DE00068</td>\n",
       "      <td>MILLER, MICHEAL CARLTON SR</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>DE</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00455006</td>\n",
       "      <td>32107 JIMTOWN ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEWES</td>\n",
       "      <td>DE</td>\n",
       "      <td>19958.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>H0DE01017</td>\n",
       "      <td>CARNEY, JOHN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>DE</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00460899</td>\n",
       "      <td>P.O. BOX 2162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>H0DE01025</td>\n",
       "      <td>IZZO, ROSE</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>DE</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>C00548040</td>\n",
       "      <td>2115 COVENTRY DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>198102851.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>H0FL02086</td>\n",
       "      <td>LAWSON, ALFRED JR</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>FL</td>\n",
       "      <td>H</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00460261</td>\n",
       "      <td>400 NORTH ADAMS STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TALLAHASSEE</td>\n",
       "      <td>FL</td>\n",
       "      <td>32301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>H0FL04033</td>\n",
       "      <td>PUESCHEL, DEBORAH KATZ</td>\n",
       "      <td>W</td>\n",
       "      <td>2016</td>\n",
       "      <td>FL</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00346767</td>\n",
       "      <td>7645 SENTRY OAK CIRCLE EAST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JACKSONVILLE</td>\n",
       "      <td>FL</td>\n",
       "      <td>32256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>H0FL04066</td>\n",
       "      <td>CRENSHAW, ANDER</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>FL</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00352849</td>\n",
       "      <td>7235 BONNEVAL RD</td>\n",
       "      <td>SUITE 228</td>\n",
       "      <td>JACKSONVILLE</td>\n",
       "      <td>FL</td>\n",
       "      <td>322567506.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7480</th>\n",
       "      <td>S6VT00178</td>\n",
       "      <td>TRUDELL, JERRY</td>\n",
       "      <td>IND</td>\n",
       "      <td>2016</td>\n",
       "      <td>VT</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PO BOX 121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHELSEA</td>\n",
       "      <td>VT</td>\n",
       "      <td>5038.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7481</th>\n",
       "      <td>S6WA00321</td>\n",
       "      <td>VANCE, CHRIS</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00586362</td>\n",
       "      <td>909 PIKE ST NW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AUBURN</td>\n",
       "      <td>WA</td>\n",
       "      <td>98001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7482</th>\n",
       "      <td>S6WA00339</td>\n",
       "      <td>TSIMERMAN, ALEX</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00602615</td>\n",
       "      <td>PO BOX 4222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7483</th>\n",
       "      <td>S6WA00347</td>\n",
       "      <td>MOVER, UNCLE</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16925 9TH AVE SE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MILL CREEK</td>\n",
       "      <td>WA</td>\n",
       "      <td>98012.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7484</th>\n",
       "      <td>S6WA00354</td>\n",
       "      <td>CORNELL, PHILIP L</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00609644</td>\n",
       "      <td>PO BOX 13041</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLYMPIA</td>\n",
       "      <td>WA</td>\n",
       "      <td>985083041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7485</th>\n",
       "      <td>S6WA00362</td>\n",
       "      <td>TRAN, MINH</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00614651</td>\n",
       "      <td>2254 HIGH VIEW LN NW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BREMERTON</td>\n",
       "      <td>WA</td>\n",
       "      <td>98312.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7486</th>\n",
       "      <td>S6WA00370</td>\n",
       "      <td>NAZARINO, SCOTT</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00619718</td>\n",
       "      <td>4302 NE 24TH ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RENTON</td>\n",
       "      <td>WA</td>\n",
       "      <td>98059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7487</th>\n",
       "      <td>S6WA00388</td>\n",
       "      <td>MAKUS, ERIC JOHN</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>411 UNIVERSITY STREET #1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7488</th>\n",
       "      <td>S6WA00396</td>\n",
       "      <td>LANDS, DONNA RAE</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3501 HIGHWAY 211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEWPORT</td>\n",
       "      <td>WA</td>\n",
       "      <td>99156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7489</th>\n",
       "      <td>S6WA00404</td>\n",
       "      <td>WRIGHT, SAM</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1522 EVANSTON COURT NE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLYMPIA</td>\n",
       "      <td>WA</td>\n",
       "      <td>98506.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7490</th>\n",
       "      <td>S6WA00412</td>\n",
       "      <td>HALLER, ZACH</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>P.O. BOX 61184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7491</th>\n",
       "      <td>S6WA00420</td>\n",
       "      <td>JACKSON, CHUCK</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004 COMMERCIAL AVENUE #537</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANACORTES</td>\n",
       "      <td>WA</td>\n",
       "      <td>98221.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7492</th>\n",
       "      <td>S6WA00438</td>\n",
       "      <td>CHURCHILL, PANO</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233 SW 186TH STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORMANDY</td>\n",
       "      <td>WA</td>\n",
       "      <td>98166.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7493</th>\n",
       "      <td>S6WA00446</td>\n",
       "      <td>LUKE, MIKE</td>\n",
       "      <td>LIB</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>P.O. BOX 1651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LYNNWOOD</td>\n",
       "      <td>WA</td>\n",
       "      <td>98046.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7494</th>\n",
       "      <td>S6WA00453</td>\n",
       "      <td>TEUTON, JEREMY</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5507 ORINLE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASCO</td>\n",
       "      <td>WA</td>\n",
       "      <td>99301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7496</th>\n",
       "      <td>S6WI00152</td>\n",
       "      <td>ANDERSON, PHILLIP NORMAN</td>\n",
       "      <td>LIB</td>\n",
       "      <td>2016</td>\n",
       "      <td>WI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00591123</td>\n",
       "      <td>2318 WESTCHESTER RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FITCHBURG</td>\n",
       "      <td>WI</td>\n",
       "      <td>53711.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7497</th>\n",
       "      <td>S6WI00160</td>\n",
       "      <td>HARBACH, SCOTT</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>WI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10705 67TH STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KENOSHA</td>\n",
       "      <td>WI</td>\n",
       "      <td>53142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7501</th>\n",
       "      <td>S8AK00082</td>\n",
       "      <td>METCALFE, RAY HOMER</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>AK</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00620898</td>\n",
       "      <td>PO BOX 231007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7504</th>\n",
       "      <td>S8CA00283</td>\n",
       "      <td>LIGHTFOOT, GAIL K</td>\n",
       "      <td>LIB</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00386508</td>\n",
       "      <td>849 MESA DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ARROYO GRANDE</td>\n",
       "      <td>CA</td>\n",
       "      <td>93420.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7505</th>\n",
       "      <td>S8CA00291</td>\n",
       "      <td>UNZ, RON</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>CA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>C00614537</td>\n",
       "      <td>555 BRYANT STREET #371</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PALO ALTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7506</th>\n",
       "      <td>S8CO00099</td>\n",
       "      <td>SWING, GARY WARREN</td>\n",
       "      <td>UNK</td>\n",
       "      <td>2016</td>\n",
       "      <td>CO</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00384396</td>\n",
       "      <td>6000 W YALE AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DENVER</td>\n",
       "      <td>CO</td>\n",
       "      <td>80227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7514</th>\n",
       "      <td>S8ID00027</td>\n",
       "      <td>CRAPO, MICHAEL</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>ID</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00330886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BOISE</td>\n",
       "      <td>ID</td>\n",
       "      <td>83701.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7518</th>\n",
       "      <td>S8ID00191</td>\n",
       "      <td>PRO-LIFE</td>\n",
       "      <td>CON</td>\n",
       "      <td>2016</td>\n",
       "      <td>ID</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00612754</td>\n",
       "      <td>BOX 5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LETHA</td>\n",
       "      <td>ID</td>\n",
       "      <td>83636.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7519</th>\n",
       "      <td>S8IN00049</td>\n",
       "      <td>BAYH, EVAN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>IN</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00306860</td>\n",
       "      <td>850 FORT WAYNE AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>INDIANAPOLIS</td>\n",
       "      <td>IN</td>\n",
       "      <td>46204.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7520</th>\n",
       "      <td>S8KS00227</td>\n",
       "      <td>ORMAN, GREGORY JOHN</td>\n",
       "      <td>IND</td>\n",
       "      <td>2016</td>\n",
       "      <td>KS</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00564294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLATHE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7531</th>\n",
       "      <td>S8MO00038</td>\n",
       "      <td>OSTROWSKI, ANDREW JOSEPH</td>\n",
       "      <td>IND</td>\n",
       "      <td>2016</td>\n",
       "      <td>MO</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00332825</td>\n",
       "      <td>PO BOX 61335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HARRISBURG</td>\n",
       "      <td>PA</td>\n",
       "      <td>171061335.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7538</th>\n",
       "      <td>S8NC00254</td>\n",
       "      <td>BLAKLEY, WILLIAM HOBERT</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>NC</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00578898</td>\n",
       "      <td>2309 PENNYPARK DR APT D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GASTONIA</td>\n",
       "      <td>NC</td>\n",
       "      <td>280526068.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7553</th>\n",
       "      <td>S8NY00082</td>\n",
       "      <td>SCHUMER, CHARLES E</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>NY</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00346312</td>\n",
       "      <td>192 LEXINGTON AVENUE SUITE 1001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10016.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7566</th>\n",
       "      <td>S8WA00137</td>\n",
       "      <td>AMUNDSON, THOR</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00619395</td>\n",
       "      <td>2103 HARRISON AVE NW STE 2614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLYMPIA</td>\n",
       "      <td>WA</td>\n",
       "      <td>98502.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7569</th>\n",
       "      <td>S8WI00026</td>\n",
       "      <td>FEINGOLD, RUSSELL DANA</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>WI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00578013</td>\n",
       "      <td>PO BOX 620061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MIDDLETON</td>\n",
       "      <td>WI</td>\n",
       "      <td>53562.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4866 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        CAND_ID                   CAND_NAME CAND_PTY_AFFILIATION  \\\n",
       "1     H0AL02087                ROBY, MARTHA                  REP   \n",
       "2     H0AL02095           JOHN, ROBERT E JR                  IND   \n",
       "4     H0AL05163                  BROOKS, MO                  REP   \n",
       "6     H0AL07086    SEWELL, TERRYCINA ANDREA                  DEM   \n",
       "9     H0AR01083    CRAWFORD, ERIC ALAN RICK                  REP   \n",
       "17    H0AR03055               WOMACK, STEVE                  REP   \n",
       "20    H0AZ01259         GOSAR, PAUL ANTHONY                  REP   \n",
       "39    H0CA03078               BERA, AMERISH                  DEM   \n",
       "44    H0CA10073            DESAULNIER, MARK                  DEM   \n",
       "47    H0CA10149             GARAMENDI, JOHN                  DEM   \n",
       "51    H0CA11337           AMADOR, ANTONIO C                  REP   \n",
       "55    H0CA15148                 HONDA, MIKE                  DEM   \n",
       "61    H0CA19173                DENHAM, JEFF                  REP   \n",
       "65    H0CA22086              UEBERSAX, JOHN                  NPA   \n",
       "70    H0CA27085                SCHIFF, ADAM                  DEM   \n",
       "79    H0CA32101                   CHU, JUDY                  DEM   \n",
       "85    H0CA33117                 BASS, KAREN                  DEM   \n",
       "87    H0CA33158           GRIFFIN, MORRIS F                  DEM   \n",
       "96    H0CA48024              ISSA, DARRELL                   REP   \n",
       "97    H0CA49055                DAVIS, SUSAN                  DEM   \n",
       "105   H0CT02140          NOVAK, DARIA IRENE                  REP   \n",
       "106   H0CT03072             DELARUO, ROSA L                  DEM   \n",
       "114   H0CT05127               PISTONE, JOHN                  REP   \n",
       "116   H0DC00058      NORTON, ELEANOR HOLMES                  DEM   \n",
       "119   H0DE00068  MILLER, MICHEAL CARLTON SR                  DEM   \n",
       "121   H0DE01017                CARNEY, JOHN                  DEM   \n",
       "122   H0DE01025                  IZZO, ROSE                  REP   \n",
       "125   H0FL02086           LAWSON, ALFRED JR                  DEM   \n",
       "134   H0FL04033      PUESCHEL, DEBORAH KATZ                    W   \n",
       "135   H0FL04066             CRENSHAW, ANDER                  REP   \n",
       "...         ...                         ...                  ...   \n",
       "7480  S6VT00178              TRUDELL, JERRY                  IND   \n",
       "7481  S6WA00321                VANCE, CHRIS                  REP   \n",
       "7482  S6WA00339             TSIMERMAN, ALEX                  OTH   \n",
       "7483  S6WA00347                MOVER, UNCLE                  REP   \n",
       "7484  S6WA00354           CORNELL, PHILIP L                  DEM   \n",
       "7485  S6WA00362                  TRAN, MINH                  OTH   \n",
       "7486  S6WA00370             NAZARINO, SCOTT                  REP   \n",
       "7487  S6WA00388            MAKUS, ERIC JOHN                  REP   \n",
       "7488  S6WA00396            LANDS, DONNA RAE                  OTH   \n",
       "7489  S6WA00404                 WRIGHT, SAM                  OTH   \n",
       "7490  S6WA00412                HALLER, ZACH                  OTH   \n",
       "7491  S6WA00420              JACKSON, CHUCK                  OTH   \n",
       "7492  S6WA00438             CHURCHILL, PANO                  OTH   \n",
       "7493  S6WA00446                  LUKE, MIKE                  LIB   \n",
       "7494  S6WA00453              TEUTON, JEREMY                  OTH   \n",
       "7496  S6WI00152    ANDERSON, PHILLIP NORMAN                  LIB   \n",
       "7497  S6WI00160              HARBACH, SCOTT                  DEM   \n",
       "7501  S8AK00082         METCALFE, RAY HOMER                  DEM   \n",
       "7504  S8CA00283           LIGHTFOOT, GAIL K                  LIB   \n",
       "7505  S8CA00291                    UNZ, RON                  REP   \n",
       "7506  S8CO00099          SWING, GARY WARREN                  UNK   \n",
       "7514  S8ID00027             CRAPO, MICHAEL                   REP   \n",
       "7518  S8ID00191                    PRO-LIFE                  CON   \n",
       "7519  S8IN00049                  BAYH, EVAN                  DEM   \n",
       "7520  S8KS00227         ORMAN, GREGORY JOHN                  IND   \n",
       "7531  S8MO00038    OSTROWSKI, ANDREW JOSEPH                  IND   \n",
       "7538  S8NC00254     BLAKLEY, WILLIAM HOBERT                  REP   \n",
       "7553  S8NY00082          SCHUMER, CHARLES E                  DEM   \n",
       "7566  S8WA00137              AMUNDSON, THOR                  DEM   \n",
       "7569  S8WI00026      FEINGOLD, RUSSELL DANA                  DEM   \n",
       "\n",
       "      CAND_ELECTION_YR CAND_OFFICE_ST CAND_OFFICE  CAND_OFFICE_DISTRICT  \\\n",
       "1                 2016             AL           H                   2.0   \n",
       "2                 2016             AL           H                   2.0   \n",
       "4                 2016             AL           H                   5.0   \n",
       "6                 2016             AL           H                   7.0   \n",
       "9                 2016             AR           H                   1.0   \n",
       "17                2016             AR           H                   3.0   \n",
       "20                2016             AZ           H                   4.0   \n",
       "39                2016             CA           H                   7.0   \n",
       "44                2016             CA           H                  11.0   \n",
       "47                2016             CA           H                   3.0   \n",
       "51                2016             CA           H                   9.0   \n",
       "55                2016             CA           H                  17.0   \n",
       "61                2016             CA           H                  10.0   \n",
       "65                2016             CA           H                  24.0   \n",
       "70                2016             CA           H                  28.0   \n",
       "79                2016             CA           H                  27.0   \n",
       "85                2016             CA           H                  37.0   \n",
       "87                2016             CA           H                  44.0   \n",
       "96                2016             CA           H                  49.0   \n",
       "97                2016             CA           H                  53.0   \n",
       "105               2016             CT           H                   2.0   \n",
       "106               2016             CT           H                   3.0   \n",
       "114               2016             CT           H                   5.0   \n",
       "116               2016             DC           H                   0.0   \n",
       "119               2016             DE           H                   0.0   \n",
       "121               2016             DE           H                   0.0   \n",
       "122               2016             DE           H                   0.0   \n",
       "125               2016             FL           H                   5.0   \n",
       "134               2016             FL           H                   4.0   \n",
       "135               2016             FL           H                   4.0   \n",
       "...                ...            ...         ...                   ...   \n",
       "7480              2016             VT           S                   0.0   \n",
       "7481              2016             WA           S                   0.0   \n",
       "7482              2016             WA           S                   0.0   \n",
       "7483              2016             WA           S                   0.0   \n",
       "7484              2016             WA           S                   0.0   \n",
       "7485              2016             WA           S                   0.0   \n",
       "7486              2016             WA           S                   0.0   \n",
       "7487              2016             WA           S                   0.0   \n",
       "7488              2016             WA           S                   0.0   \n",
       "7489              2016             WA           S                   0.0   \n",
       "7490              2016             WA           S                   0.0   \n",
       "7491              2016             WA           S                   0.0   \n",
       "7492              2016             WA           S                   0.0   \n",
       "7493              2016             WA           S                   0.0   \n",
       "7494              2016             WA           S                   0.0   \n",
       "7496              2016             WI           S                   0.0   \n",
       "7497              2016             WI           S                   0.0   \n",
       "7501              2016             AK           S                   0.0   \n",
       "7504              2016             CA           S                   0.0   \n",
       "7505              2016             CA           S                   0.0   \n",
       "7506              2016             CO           S                   0.0   \n",
       "7514              2016             ID           S                   0.0   \n",
       "7518              2016             ID           S                   0.0   \n",
       "7519              2016             IN           S                   0.0   \n",
       "7520              2016             KS           S                   0.0   \n",
       "7531              2016             MO           S                   0.0   \n",
       "7538              2016             NC           S                   0.0   \n",
       "7553              2016             NY           S                   0.0   \n",
       "7566              2016             WA           S                   0.0   \n",
       "7569              2016             WI           S                   0.0   \n",
       "\n",
       "     CAND_ICI CAND_STATUS   CAND_PCC                         CAND_ST1  \\\n",
       "1           I           C  C00462143                       PO BOX 195   \n",
       "2           C           N        NaN              1465 W OVERBROOK RD   \n",
       "4           I           C  C00464149               7610 FOXFIRE DRIVE   \n",
       "6           I           C  C00458976                      PO BOX 1964   \n",
       "9           I           C  C00462374                        34 CR 455   \n",
       "17          I           C  C00477745       134 N PLEASANT RIDGE DRIVE   \n",
       "20          I           C  C00461806                      PO BOX 2967   \n",
       "39          I           C  C00461061                    PO BOX 582496   \n",
       "44          I           C  C00554709             POST OFFICE BOX 6066   \n",
       "47          I           C  C00462697          1050 17TH ST NW STE 590   \n",
       "51          C           C  C00613083               2062 HENDERSON WAY   \n",
       "55          I           C  C00351379  C/O CONTRIBUTION SOLUTIONS, LLC   \n",
       "61          I           C  C00473272             941 EAST MONTE VISTA   \n",
       "65          O           N        NaN              2901 JUNIPER AVENUE   \n",
       "70          I           C  C00343871   777 S. FIGUEROA ST., STE. 4050   \n",
       "79          I           C  C00458125        6380 WILSHIRE BLVD # 1612   \n",
       "85          I           C  C00476523           777 S. FIGUEROA STREET   \n",
       "87          O           N        NaN    309 E HILCREST BOULEVARD #399   \n",
       "96          I           C  C00350520                       PO BOX 760   \n",
       "97          I           C  C00344671                     PO BOX 84049   \n",
       "105         C           C  C00589713     51 HAMMONASSETT MEADOWS ROAD   \n",
       "106         I           C  C00238865           129 CHURCH ST, STE 818   \n",
       "114         C           N  C00462663                10 OAKCREST DRIVE   \n",
       "116         I           C  C00244335              10 NINTH STREET, SE   \n",
       "119         O           N  C00455006               32107 JIMTOWN ROAD   \n",
       "121         I           C  C00460899                    P.O. BOX 2162   \n",
       "122         O           C  C00548040              2115 COVENTRY DRIVE   \n",
       "125         C           C  C00460261           400 NORTH ADAMS STREET   \n",
       "134         O           N  C00346767      7645 SENTRY OAK CIRCLE EAST   \n",
       "135         I           C  C00352849                 7235 BONNEVAL RD   \n",
       "...       ...         ...        ...                              ...   \n",
       "7480      NaN           N        NaN                       PO BOX 121   \n",
       "7481        C           C  C00586362                   909 PIKE ST NW   \n",
       "7482        C           N  C00602615                     PO BOX 4222    \n",
       "7483        C           N        NaN                 16925 9TH AVE SE   \n",
       "7484        C           C  C00609644                     PO BOX 13041   \n",
       "7485        C           N  C00614651             2254 HIGH VIEW LN NW   \n",
       "7486        C           C  C00619718                  4302 NE 24TH ST   \n",
       "7487        C           N        NaN      411 UNIVERSITY STREET #1200   \n",
       "7488        C           N        NaN                 3501 HIGHWAY 211   \n",
       "7489        C           N        NaN           1522 EVANSTON COURT NE   \n",
       "7490        C           N        NaN                   P.O. BOX 61184   \n",
       "7491        C           N        NaN      1004 COMMERCIAL AVENUE #537   \n",
       "7492        C           N        NaN             233 SW 186TH STREET    \n",
       "7493        C           N        NaN                   P.O. BOX 1651    \n",
       "7494        C           N        NaN                 5507 ORINLE LANE   \n",
       "7496        C           N  C00591123              2318 WESTCHESTER RD   \n",
       "7497        C           N        NaN                10705 67TH STREET   \n",
       "7501        C           N  C00620898                    PO BOX 231007   \n",
       "7504        O           N  C00386508                   849 MESA DRIVE   \n",
       "7505        O           C  C00614537           555 BRYANT STREET #371   \n",
       "7506        C           N  C00384396               6000 W YALE AVENUE   \n",
       "7514        I           C  C00330886                              NaN   \n",
       "7518        C           N  C00612754                            BOX 5   \n",
       "7519        O           N  C00306860               850 FORT WAYNE AVE   \n",
       "7520        C           N  C00564294                              NaN   \n",
       "7531        C           N  C00332825                     PO BOX 61335   \n",
       "7538        C           N  C00578898          2309 PENNYPARK DR APT D   \n",
       "7553        I           C  C00346312  192 LEXINGTON AVENUE SUITE 1001   \n",
       "7566        C           N  C00619395    2103 HARRISON AVE NW STE 2614   \n",
       "7569        C           C  C00578013                    PO BOX 620061   \n",
       "\n",
       "                            CAND_ST2      CAND_CITY CAND_ST     CAND_ZIP  \n",
       "1                                NaN     MONTGOMERY      AL      36101.0  \n",
       "2                                NaN      MILLBROOK      AL      36054.0  \n",
       "4                                NaN     HUNTSVILLE      AL      35802.0  \n",
       "6                                NaN     BIRMINGHAM      AL      35201.0  \n",
       "9                                NaN      JONESBORO      AR      72404.0  \n",
       "17                               NaN         ROGERS      AR  727560701.0  \n",
       "20                               NaN       PRESCOTT      AZ      86302.0  \n",
       "39                               NaN      ELK GROVE      CA      95758.0  \n",
       "44                               NaN        CONCORD      CA      94524.0  \n",
       "47                               NaN     WASHINGTON      DC      20036.0  \n",
       "51                               NaN           LODI      CA      95242.0  \n",
       "55    123 E. SAN CARLOS STREET, #531       SAN JOSE      CA      95112.0  \n",
       "61                               NaN        TURLOCK      CA      95381.0  \n",
       "65                               NaN      MORRO BAY      CA      93442.0  \n",
       "70                               NaN    LOS ANGELES      CA      90017.0  \n",
       "79                               NaN    LOS ANGELES      CA      90048.0  \n",
       "85                        SUITE 4050    LOS ANGELES      CA      90017.0  \n",
       "87                               NaN      INGLEWOOD      CA      90301.0  \n",
       "96                               NaN          VISTA      CA      92085.0  \n",
       "97                               NaN      SAN DIEGO      CA  921384049.0  \n",
       "105                              NaN        MADISON      CT       6443.0  \n",
       "106                              NaN      NEW HAVEN      CT       6510.0  \n",
       "114                              NaN     BROOKFIELD      CT       6804.0  \n",
       "116                              NaN     WASHINGTON      DC      20003.0  \n",
       "119                              NaN          LEWES      DE      19958.0  \n",
       "121                              NaN     WILMINGTON      DE      19899.0  \n",
       "122                              NaN     WILMINGTON      DE  198102851.0  \n",
       "125                              NaN    TALLAHASSEE      FL      32301.0  \n",
       "134                              NaN   JACKSONVILLE      FL      32256.0  \n",
       "135                        SUITE 228   JACKSONVILLE      FL  322567506.0  \n",
       "...                              ...            ...     ...          ...  \n",
       "7480                             NaN        CHELSEA      VT       5038.0  \n",
       "7481                             NaN         AUBURN      WA      98001.0  \n",
       "7482                             NaN        SEATTLE      WA      98104.0  \n",
       "7483                             NaN     MILL CREEK      WA      98012.0  \n",
       "7484                             NaN        OLYMPIA      WA  985083041.0  \n",
       "7485                             NaN      BREMERTON      WA      98312.0  \n",
       "7486                             NaN         RENTON      WA      98059.0  \n",
       "7487                             NaN        SEATTLE      WA      98101.0  \n",
       "7488                             NaN        NEWPORT      WA      99156.0  \n",
       "7489                             NaN        OLYMPIA      WA      98506.0  \n",
       "7490                             NaN        SEATTLE      WA      98141.0  \n",
       "7491                             NaN      ANACORTES      WA      98221.0  \n",
       "7492                             NaN      NORMANDY       WA      98166.0  \n",
       "7493                             NaN      LYNNWOOD       WA      98046.0  \n",
       "7494                             NaN          PASCO      WA      99301.0  \n",
       "7496                             NaN      FITCHBURG      WI      53711.0  \n",
       "7497                             NaN        KENOSHA      WI      53142.0  \n",
       "7501                             NaN      ANCHORAGE      AK          NaN  \n",
       "7504                             NaN  ARROYO GRANDE      CA      93420.0  \n",
       "7505                             NaN      PALO ALTO      CA      94301.0  \n",
       "7506                             NaN         DENVER      CO      80227.0  \n",
       "7514                             NaN          BOISE      ID      83701.0  \n",
       "7518                             NaN          LETHA      ID      83636.0  \n",
       "7519                             NaN   INDIANAPOLIS      IN      46204.0  \n",
       "7520                             NaN         OLATHE     NaN          NaN  \n",
       "7531                             NaN     HARRISBURG      PA  171061335.0  \n",
       "7538                             NaN       GASTONIA      NC  280526068.0  \n",
       "7553                             NaN       NEW YORK      NY      10016.0  \n",
       "7566                             NaN        OLYMPIA      WA      98502.0  \n",
       "7569                             NaN      MIDDLETON      WI      53562.0  \n",
       "\n",
       "[4866 rows x 15 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates[candidates['CAND_ELECTION_YR'] == 2016]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also simply select with indexing or slices.\n",
    "\n",
    "Both [loc](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.loc.html) and [iloc](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.iloc.html) methods can be very useful for selecting rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>H0AL02087</td>\n",
       "      <td>ROBY, MARTHA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>H0AL02095</td>\n",
       "      <td>JOHN, ROBERT E JR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>H0AL05163</td>\n",
       "      <td>BROOKS, MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>H0AL07086</td>\n",
       "      <td>SEWELL, TERRYCINA ANDREA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>H0AR01083</td>\n",
       "      <td>CRAWFORD, ERIC ALAN RICK</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CAND_ID                 CAND_NAME\n",
       "1  H0AL02087              ROBY, MARTHA\n",
       "2  H0AL02095         JOHN, ROBERT E JR\n",
       "4  H0AL05163                BROOKS, MO\n",
       "6  H0AL07086  SEWELL, TERRYCINA ANDREA\n",
       "9  H0AR01083  CRAWFORD, ERIC ALAN RICK"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates[candidates['CAND_ELECTION_YR'] == 2016][\n",
    "    ['CAND_ID', 'CAND_NAME']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7571, 15)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th>CAND_PTY_AFFILIATION</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_PCC</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6940</th>\n",
       "      <td>S4KS00135</td>\n",
       "      <td>TAYLOR, CHADWICK J</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2014</td>\n",
       "      <td>KS</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00551895</td>\n",
       "      <td>6842 NW HUNTER RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TOPEKA</td>\n",
       "      <td>KS</td>\n",
       "      <td>66618.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6941</th>\n",
       "      <td>S4KS00150</td>\n",
       "      <td>SMITH, DELLA JEAN</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>KS</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00565895</td>\n",
       "      <td>1601 EAST PEORIA, PMB #182</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAOLA</td>\n",
       "      <td>KS</td>\n",
       "      <td>66071.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6942</th>\n",
       "      <td>S4KY00083</td>\n",
       "      <td>SCHONBERG, STEVE</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2014</td>\n",
       "      <td>KY</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00541961</td>\n",
       "      <td>PO BOX 633</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BELLEVIEW</td>\n",
       "      <td>FL</td>\n",
       "      <td>34420.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6943</th>\n",
       "      <td>S4KY00091</td>\n",
       "      <td>GRIMES, ALISON  LUNDERGAN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2014</td>\n",
       "      <td>KY</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00547083</td>\n",
       "      <td>628 WEST HIGH STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEXINGTON</td>\n",
       "      <td>KY</td>\n",
       "      <td>40508.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6944</th>\n",
       "      <td>S4KY00109</td>\n",
       "      <td>BEVIN, MATTHEW GRISWOLD</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>KY</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00547547</td>\n",
       "      <td>531 BARBERRY LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LOUISVILLE</td>\n",
       "      <td>KY</td>\n",
       "      <td>40206.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6945</th>\n",
       "      <td>S4KY00158</td>\n",
       "      <td>RECKTENWALD, TOM</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>KY</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PO BOX 16168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LOUISVILLE</td>\n",
       "      <td>KY</td>\n",
       "      <td>40256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6946</th>\n",
       "      <td>S4LA00040</td>\n",
       "      <td>JOHN, CHRIS</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2010</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00394445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CROWLEY</td>\n",
       "      <td>LA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6947</th>\n",
       "      <td>S4LA00057</td>\n",
       "      <td>VITTER, DAVID B</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00394593</td>\n",
       "      <td>238 HELIOS AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>METAIRIE</td>\n",
       "      <td>LA</td>\n",
       "      <td>70005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6948</th>\n",
       "      <td>S4LA00065</td>\n",
       "      <td>KENNEDY, JOHN NEELY</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>C00608398</td>\n",
       "      <td>26 DELOAKS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADISONVILLE</td>\n",
       "      <td>LA</td>\n",
       "      <td>70447.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6949</th>\n",
       "      <td>S4LA00107</td>\n",
       "      <td>CASSIDY, WILLIAM M</td>\n",
       "      <td>REP</td>\n",
       "      <td>2020</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>F</td>\n",
       "      <td>C00543983</td>\n",
       "      <td>PO BOX 80505</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BATON ROUGE</td>\n",
       "      <td>LA</td>\n",
       "      <td>708980505.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6950</th>\n",
       "      <td>S4LA00115</td>\n",
       "      <td>MANESS, ROBERT L COL. RET</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>C00545285</td>\n",
       "      <td>680 WINDERMERE CROSSING WEST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADISONVILLE</td>\n",
       "      <td>LA</td>\n",
       "      <td>70447.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6951</th>\n",
       "      <td>S4LA00123</td>\n",
       "      <td>MCMORRIS, BRANNON L</td>\n",
       "      <td>LIB</td>\n",
       "      <td>2014</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00552877</td>\n",
       "      <td>10390 LONEPINE RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DENHAM SPRINGS</td>\n",
       "      <td>LA</td>\n",
       "      <td>70726.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6952</th>\n",
       "      <td>S4LA00131</td>\n",
       "      <td>HOLLIS, PAUL B</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00553636</td>\n",
       "      <td>108 GRANDE MAISON BLVD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MANDEVILLE</td>\n",
       "      <td>LA</td>\n",
       "      <td>70471.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6953</th>\n",
       "      <td>S4LA00149</td>\n",
       "      <td>CLEMENTS, THOMAS PATRICK</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00559880</td>\n",
       "      <td>416 CHEROKEE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAFAYETTE</td>\n",
       "      <td>LA</td>\n",
       "      <td>705087010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6954</th>\n",
       "      <td>S4LA00156</td>\n",
       "      <td>ABLES, MURIEL WAYNE</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2014</td>\n",
       "      <td>LA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00568790</td>\n",
       "      <td>1026 WALTER DR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BREAUX BRIDGE</td>\n",
       "      <td>LA</td>\n",
       "      <td>70517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6955</th>\n",
       "      <td>S4MA00028</td>\n",
       "      <td>MARKEY, EDWARD JOHN MR</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2020</td>\n",
       "      <td>MA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>F</td>\n",
       "      <td>C00196774</td>\n",
       "      <td>7 TOWNSEND STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MALDEN</td>\n",
       "      <td>MA</td>\n",
       "      <td>2148.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6956</th>\n",
       "      <td>S4MA00069</td>\n",
       "      <td>KERRY, JOHN F</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2014</td>\n",
       "      <td>MA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00408088</td>\n",
       "      <td>19 LOUISBURG SQUARE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BOSTON</td>\n",
       "      <td>MA</td>\n",
       "      <td>2106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6957</th>\n",
       "      <td>S4MA00184</td>\n",
       "      <td>GOMEZ, GABRIEL</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>MA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00541540</td>\n",
       "      <td>59 HIGHLAND AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>COHASSET</td>\n",
       "      <td>MA</td>\n",
       "      <td>2025.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6958</th>\n",
       "      <td>S4MA00218</td>\n",
       "      <td>INMAN, J MARK</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>MA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00543132</td>\n",
       "      <td>16 BOARDMAN ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WEST BOROUGH</td>\n",
       "      <td>MA</td>\n",
       "      <td>1581.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6959</th>\n",
       "      <td>S4MA00234</td>\n",
       "      <td>HERR, BRIAN</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>MA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00556324</td>\n",
       "      <td>138 CONANT STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BEVERLY</td>\n",
       "      <td>MA</td>\n",
       "      <td>1915.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6960</th>\n",
       "      <td>S4MA00242</td>\n",
       "      <td>ADDIVINOLA, FRANK J JR</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>MA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00523332</td>\n",
       "      <td>276 WASHINGTON ST #305</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BOSTON</td>\n",
       "      <td>MA</td>\n",
       "      <td>2108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6961</th>\n",
       "      <td>S4MA00259</td>\n",
       "      <td>SKARIN, BRUCE</td>\n",
       "      <td>IND</td>\n",
       "      <td>2014</td>\n",
       "      <td>MA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00564112</td>\n",
       "      <td>25 HERRICKS LN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MILLBURY</td>\n",
       "      <td>MA</td>\n",
       "      <td>1527.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6962</th>\n",
       "      <td>S4MD00152</td>\n",
       "      <td>PIPKIN, E J</td>\n",
       "      <td>REP</td>\n",
       "      <td>2004</td>\n",
       "      <td>MD</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00391870</td>\n",
       "      <td>125 TWIN COVE DR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>STEVENSVILLE</td>\n",
       "      <td>MD</td>\n",
       "      <td>21666.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6963</th>\n",
       "      <td>S4MD00160</td>\n",
       "      <td>GORDON, EARL STEWART</td>\n",
       "      <td>REP</td>\n",
       "      <td>2006</td>\n",
       "      <td>MD</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00421479</td>\n",
       "      <td>PO BOX 1513</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLNEY</td>\n",
       "      <td>MD</td>\n",
       "      <td>20830.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6964</th>\n",
       "      <td>S4ME00055</td>\n",
       "      <td>SNOWE, OLYMPIA J</td>\n",
       "      <td>REP</td>\n",
       "      <td>2012</td>\n",
       "      <td>ME</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00291955</td>\n",
       "      <td>PO BOX 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>ME</td>\n",
       "      <td>4104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6965</th>\n",
       "      <td>S4ME00071</td>\n",
       "      <td>BELLOWS, SHENNA</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2014</td>\n",
       "      <td>ME</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00550434</td>\n",
       "      <td>33 KERNS HILL ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MANCHESTER</td>\n",
       "      <td>ME</td>\n",
       "      <td>4351.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6966</th>\n",
       "      <td>S4ME00089</td>\n",
       "      <td>BENNETT, ERICK MATTHEW I</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>ME</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00555581</td>\n",
       "      <td>24 DEVONSHIRE ST #2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>ME</td>\n",
       "      <td>4102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6967</th>\n",
       "      <td>S4MI00355</td>\n",
       "      <td>PETERS, GARY</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2020</td>\n",
       "      <td>MI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>F</td>\n",
       "      <td>C00437889</td>\n",
       "      <td>PO BOX 226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BLOOMFIELD HILLS</td>\n",
       "      <td>MI</td>\n",
       "      <td>48303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6968</th>\n",
       "      <td>S4MI00363</td>\n",
       "      <td>LAND, TERRI LYNN</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>MI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>P</td>\n",
       "      <td>C00546770</td>\n",
       "      <td>7955 BYRON STATION CT SW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BRYON CENTER</td>\n",
       "      <td>MI</td>\n",
       "      <td>49315.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6969</th>\n",
       "      <td>S4MI00371</td>\n",
       "      <td>FULNER, ROBERT JAMES</td>\n",
       "      <td>LIB</td>\n",
       "      <td>2014</td>\n",
       "      <td>MI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00549808</td>\n",
       "      <td>3059 CUMBERLAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BERKLEY</td>\n",
       "      <td>MI</td>\n",
       "      <td>480721664.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7541</th>\n",
       "      <td>S8NE00133</td>\n",
       "      <td>KLEEB, SCOTT MICHAEL</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2008</td>\n",
       "      <td>NE</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>P</td>\n",
       "      <td>C00414656</td>\n",
       "      <td>1010 N DENVER AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>NE</td>\n",
       "      <td>68901.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7542</th>\n",
       "      <td>S8NE00141</td>\n",
       "      <td>MARVIN, LARRY</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2014</td>\n",
       "      <td>NE</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00502542</td>\n",
       "      <td>635 NORTH MAIN STREET SUITE 202</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FREMONT</td>\n",
       "      <td>NE</td>\n",
       "      <td>68025.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7543</th>\n",
       "      <td>S8NH00139</td>\n",
       "      <td>SWETT, KATRINA</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2008</td>\n",
       "      <td>NH</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00431502</td>\n",
       "      <td>1 PUTNEY RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BOW</td>\n",
       "      <td>NH</td>\n",
       "      <td>3304.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7544</th>\n",
       "      <td>S8NH00147</td>\n",
       "      <td>MARCHAND, STEVE</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2008</td>\n",
       "      <td>NH</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00432674</td>\n",
       "      <td>117 CASS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PORTSMOUTH</td>\n",
       "      <td>NH</td>\n",
       "      <td>3801.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7545</th>\n",
       "      <td>S8NH00162</td>\n",
       "      <td>GIRARD, SHAWN PAUL</td>\n",
       "      <td>IND</td>\n",
       "      <td>2008</td>\n",
       "      <td>NH</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00437046</td>\n",
       "      <td>141 STANIELS ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LOUDON</td>\n",
       "      <td>NH</td>\n",
       "      <td>3307.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7546</th>\n",
       "      <td>S8NJ00012</td>\n",
       "      <td>BELL, JEFFREY</td>\n",
       "      <td>REP</td>\n",
       "      <td>2018</td>\n",
       "      <td>NJ</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>C00558122</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PALISADES PARK</td>\n",
       "      <td>NJ</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7547</th>\n",
       "      <td>S8NJ00285</td>\n",
       "      <td>SABRIN, MURRAY</td>\n",
       "      <td>REP</td>\n",
       "      <td>2014</td>\n",
       "      <td>NJ</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00557447</td>\n",
       "      <td>1500 PALISADE AVE APT 2F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FORT LEE</td>\n",
       "      <td>NJ</td>\n",
       "      <td>7024.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7548</th>\n",
       "      <td>S8NJ00392</td>\n",
       "      <td>ANDREWS, ROBERT E</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2008</td>\n",
       "      <td>NJ</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00448654</td>\n",
       "      <td>215 FOURTH AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HADDON HEIGHTS</td>\n",
       "      <td>NJ</td>\n",
       "      <td>8035.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7549</th>\n",
       "      <td>S8NJ00418</td>\n",
       "      <td>BOSS, JEFF</td>\n",
       "      <td>IND</td>\n",
       "      <td>2014</td>\n",
       "      <td>NJ</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00567602</td>\n",
       "      <td>7002 BLVD EAST APT 26G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GUTTENBERG</td>\n",
       "      <td>NJ</td>\n",
       "      <td>7093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7550</th>\n",
       "      <td>S8NM00143</td>\n",
       "      <td>HANNAN, JIM</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2008</td>\n",
       "      <td>NM</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00434704</td>\n",
       "      <td>PO BOX 31042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SANTA FE</td>\n",
       "      <td>NM</td>\n",
       "      <td>87594.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7551</th>\n",
       "      <td>S8NM00184</td>\n",
       "      <td>UDALL, TOM</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2020</td>\n",
       "      <td>NM</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C00329896</td>\n",
       "      <td>PO BOX 1881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SANTA FE</td>\n",
       "      <td>NM</td>\n",
       "      <td>87504.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7552</th>\n",
       "      <td>S8NM00192</td>\n",
       "      <td>LEHRMAN, R LELAND</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2008</td>\n",
       "      <td>NM</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00442145</td>\n",
       "      <td>163 OLD LAMY TRAIL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAMY</td>\n",
       "      <td>NM</td>\n",
       "      <td>81540.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7553</th>\n",
       "      <td>S8NY00082</td>\n",
       "      <td>SCHUMER, CHARLES E</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>NY</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>C00346312</td>\n",
       "      <td>192 LEXINGTON AVENUE SUITE 1001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10016.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7554</th>\n",
       "      <td>S8OH00078</td>\n",
       "      <td>JONES, DENNIS M MR</td>\n",
       "      <td>REP</td>\n",
       "      <td>2018</td>\n",
       "      <td>OH</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>C00617100</td>\n",
       "      <td>6914 PIN OAK DR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CINCINNATI</td>\n",
       "      <td>OH</td>\n",
       "      <td>45239.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7555</th>\n",
       "      <td>S8OK00225</td>\n",
       "      <td>WALLACE, STEPHEN P</td>\n",
       "      <td>IND</td>\n",
       "      <td>2010</td>\n",
       "      <td>OK</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00431320</td>\n",
       "      <td>6528 EAST 101ST D-1 #304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TULSA</td>\n",
       "      <td>OK</td>\n",
       "      <td>74133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7556</th>\n",
       "      <td>S8OR00207</td>\n",
       "      <td>MERKLEY, JEFFREY ALAN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2020</td>\n",
       "      <td>OR</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>F</td>\n",
       "      <td>C00437277</td>\n",
       "      <td>1351 SE 114TH AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>97216.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7557</th>\n",
       "      <td>S8PA00130</td>\n",
       "      <td>MURPHY, LARRY GENE</td>\n",
       "      <td>REP</td>\n",
       "      <td>2010</td>\n",
       "      <td>PA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00459602</td>\n",
       "      <td>778 LEXINGTON DR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HERMITAGE</td>\n",
       "      <td>PA</td>\n",
       "      <td>16148.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7558</th>\n",
       "      <td>S8SD00024</td>\n",
       "      <td>PRESSLER, LARRY</td>\n",
       "      <td>IND</td>\n",
       "      <td>2014</td>\n",
       "      <td>SD</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>P</td>\n",
       "      <td>C00554519</td>\n",
       "      <td>5105 SOUTH ROLLING GREEN AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SIOUX FALLS</td>\n",
       "      <td>SD</td>\n",
       "      <td>57108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7559</th>\n",
       "      <td>S8TN00253</td>\n",
       "      <td>LEWIS, DANIEL T</td>\n",
       "      <td>LIB</td>\n",
       "      <td>2008</td>\n",
       "      <td>TN</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00446773</td>\n",
       "      <td>611 BROOKSBORO TERRACE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NASHVILLE</td>\n",
       "      <td>TN</td>\n",
       "      <td>37217.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7560</th>\n",
       "      <td>S8TX00269</td>\n",
       "      <td>STRIPLING, RANDOLPH B RANDY</td>\n",
       "      <td>IND</td>\n",
       "      <td>2008</td>\n",
       "      <td>TX</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00446609</td>\n",
       "      <td>9704 BEAUCHAMP SQUARE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AUSTIN</td>\n",
       "      <td>TX</td>\n",
       "      <td>78729.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7561</th>\n",
       "      <td>S8VA00222</td>\n",
       "      <td>WRIGHT, ISHAH</td>\n",
       "      <td>OTH</td>\n",
       "      <td>2008</td>\n",
       "      <td>VA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00435131</td>\n",
       "      <td>632 THOMAS ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LYNCHBURG</td>\n",
       "      <td>VA</td>\n",
       "      <td>24502.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7562</th>\n",
       "      <td>S8VA00230</td>\n",
       "      <td>MODICA, JULIEN</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2012</td>\n",
       "      <td>VA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>P</td>\n",
       "      <td>C00494187</td>\n",
       "      <td>11951 FREEDOM DRIVE FLOOR 13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RESTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>20190.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7563</th>\n",
       "      <td>S8VA00255</td>\n",
       "      <td>GILMORE, JAMES S (JIM) III</td>\n",
       "      <td>REP</td>\n",
       "      <td>2008</td>\n",
       "      <td>VA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>P</td>\n",
       "      <td>C00441261</td>\n",
       "      <td>631 S WASHINGTON STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7564</th>\n",
       "      <td>S8VA00263</td>\n",
       "      <td>MARSHALL, ROBERT G</td>\n",
       "      <td>REP</td>\n",
       "      <td>2012</td>\n",
       "      <td>VA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>P</td>\n",
       "      <td>C00511956</td>\n",
       "      <td>PO BOX 422</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MANASSAS</td>\n",
       "      <td>VA</td>\n",
       "      <td>20108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7565</th>\n",
       "      <td>S8VT00059</td>\n",
       "      <td>MCMULLEN, JOHN A</td>\n",
       "      <td>REP</td>\n",
       "      <td>2004</td>\n",
       "      <td>VT</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00334029</td>\n",
       "      <td>130 SOUTH WILLARD STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BURLINGTON</td>\n",
       "      <td>VT</td>\n",
       "      <td>5401.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7566</th>\n",
       "      <td>S8WA00137</td>\n",
       "      <td>AMUNDSON, THOR</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>C00619395</td>\n",
       "      <td>2103 HARRISON AVE NW STE 2614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLYMPIA</td>\n",
       "      <td>WA</td>\n",
       "      <td>98502.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7567</th>\n",
       "      <td>S8WA00186</td>\n",
       "      <td>SENN, DEBORAH</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2000</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>C00345025</td>\n",
       "      <td>PO BOX 22034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7568</th>\n",
       "      <td>S8WA00194</td>\n",
       "      <td>CANTWELL, MARIA</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2018</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>F</td>\n",
       "      <td>C00349506</td>\n",
       "      <td>PO BOX 12740</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98111.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7569</th>\n",
       "      <td>S8WI00026</td>\n",
       "      <td>FEINGOLD, RUSSELL DANA</td>\n",
       "      <td>DEM</td>\n",
       "      <td>2016</td>\n",
       "      <td>WI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C00578013</td>\n",
       "      <td>PO BOX 620061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MIDDLETON</td>\n",
       "      <td>WI</td>\n",
       "      <td>53562.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7570</th>\n",
       "      <td>S8WI00158</td>\n",
       "      <td>NEUMANN, MARK W</td>\n",
       "      <td>REP</td>\n",
       "      <td>2012</td>\n",
       "      <td>WI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>P</td>\n",
       "      <td>C00501361</td>\n",
       "      <td>W330N6233 HASSLINGER DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NASHOTAH</td>\n",
       "      <td>WI</td>\n",
       "      <td>53058.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>631 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        CAND_ID                    CAND_NAME CAND_PTY_AFFILIATION  \\\n",
       "6940  S4KS00135           TAYLOR, CHADWICK J                  DEM   \n",
       "6941  S4KS00150            SMITH, DELLA JEAN                  REP   \n",
       "6942  S4KY00083             SCHONBERG, STEVE                  DEM   \n",
       "6943  S4KY00091    GRIMES, ALISON  LUNDERGAN                  DEM   \n",
       "6944  S4KY00109      BEVIN, MATTHEW GRISWOLD                  REP   \n",
       "6945  S4KY00158             RECKTENWALD, TOM                  DEM   \n",
       "6946  S4LA00040                  JOHN, CHRIS                  DEM   \n",
       "6947  S4LA00057              VITTER, DAVID B                  REP   \n",
       "6948  S4LA00065          KENNEDY, JOHN NEELY                  REP   \n",
       "6949  S4LA00107           CASSIDY, WILLIAM M                  REP   \n",
       "6950  S4LA00115    MANESS, ROBERT L COL. RET                  REP   \n",
       "6951  S4LA00123          MCMORRIS, BRANNON L                  LIB   \n",
       "6952  S4LA00131               HOLLIS, PAUL B                  REP   \n",
       "6953  S4LA00149     CLEMENTS, THOMAS PATRICK                  REP   \n",
       "6954  S4LA00156          ABLES, MURIEL WAYNE                  DEM   \n",
       "6955  S4MA00028       MARKEY, EDWARD JOHN MR                  DEM   \n",
       "6956  S4MA00069                KERRY, JOHN F                  DEM   \n",
       "6957  S4MA00184               GOMEZ, GABRIEL                  REP   \n",
       "6958  S4MA00218                INMAN, J MARK                  REP   \n",
       "6959  S4MA00234                  HERR, BRIAN                  REP   \n",
       "6960  S4MA00242       ADDIVINOLA, FRANK J JR                  REP   \n",
       "6961  S4MA00259                SKARIN, BRUCE                  IND   \n",
       "6962  S4MD00152                  PIPKIN, E J                  REP   \n",
       "6963  S4MD00160         GORDON, EARL STEWART                  REP   \n",
       "6964  S4ME00055             SNOWE, OLYMPIA J                  REP   \n",
       "6965  S4ME00071              BELLOWS, SHENNA                  DEM   \n",
       "6966  S4ME00089     BENNETT, ERICK MATTHEW I                  REP   \n",
       "6967  S4MI00355                 PETERS, GARY                  DEM   \n",
       "6968  S4MI00363             LAND, TERRI LYNN                  REP   \n",
       "6969  S4MI00371         FULNER, ROBERT JAMES                  LIB   \n",
       "...         ...                          ...                  ...   \n",
       "7541  S8NE00133         KLEEB, SCOTT MICHAEL                  DEM   \n",
       "7542  S8NE00141                MARVIN, LARRY                  DEM   \n",
       "7543  S8NH00139               SWETT, KATRINA                  DEM   \n",
       "7544  S8NH00147              MARCHAND, STEVE                  DEM   \n",
       "7545  S8NH00162           GIRARD, SHAWN PAUL                  IND   \n",
       "7546  S8NJ00012                BELL, JEFFREY                  REP   \n",
       "7547  S8NJ00285               SABRIN, MURRAY                  REP   \n",
       "7548  S8NJ00392            ANDREWS, ROBERT E                  DEM   \n",
       "7549  S8NJ00418                   BOSS, JEFF                  IND   \n",
       "7550  S8NM00143                  HANNAN, JIM                  DEM   \n",
       "7551  S8NM00184                   UDALL, TOM                  DEM   \n",
       "7552  S8NM00192            LEHRMAN, R LELAND                  DEM   \n",
       "7553  S8NY00082           SCHUMER, CHARLES E                  DEM   \n",
       "7554  S8OH00078           JONES, DENNIS M MR                  REP   \n",
       "7555  S8OK00225           WALLACE, STEPHEN P                  IND   \n",
       "7556  S8OR00207        MERKLEY, JEFFREY ALAN                  DEM   \n",
       "7557  S8PA00130           MURPHY, LARRY GENE                  REP   \n",
       "7558  S8SD00024              PRESSLER, LARRY                  IND   \n",
       "7559  S8TN00253              LEWIS, DANIEL T                  LIB   \n",
       "7560  S8TX00269  STRIPLING, RANDOLPH B RANDY                  IND   \n",
       "7561  S8VA00222                WRIGHT, ISHAH                  OTH   \n",
       "7562  S8VA00230               MODICA, JULIEN                  DEM   \n",
       "7563  S8VA00255   GILMORE, JAMES S (JIM) III                  REP   \n",
       "7564  S8VA00263           MARSHALL, ROBERT G                  REP   \n",
       "7565  S8VT00059             MCMULLEN, JOHN A                  REP   \n",
       "7566  S8WA00137               AMUNDSON, THOR                  DEM   \n",
       "7567  S8WA00186                SENN, DEBORAH                  DEM   \n",
       "7568  S8WA00194              CANTWELL, MARIA                  DEM   \n",
       "7569  S8WI00026       FEINGOLD, RUSSELL DANA                  DEM   \n",
       "7570  S8WI00158              NEUMANN, MARK W                  REP   \n",
       "\n",
       "      CAND_ELECTION_YR CAND_OFFICE_ST CAND_OFFICE  CAND_OFFICE_DISTRICT  \\\n",
       "6940              2014             KS           S                   0.0   \n",
       "6941              2016             KS           S                   0.0   \n",
       "6942              2014             KY           S                   0.0   \n",
       "6943              2014             KY           S                   0.0   \n",
       "6944              2014             KY           S                   0.0   \n",
       "6945              2016             KY           S                   0.0   \n",
       "6946              2010             LA           S                   0.0   \n",
       "6947              2016             LA           S                   0.0   \n",
       "6948              2016             LA           S                   0.0   \n",
       "6949              2020             LA           S                   0.0   \n",
       "6950              2016             LA           S                   0.0   \n",
       "6951              2014             LA           S                   0.0   \n",
       "6952              2014             LA           S                   0.0   \n",
       "6953              2016             LA           S                   0.0   \n",
       "6954              2014             LA           S                   0.0   \n",
       "6955              2020             MA           S                   0.0   \n",
       "6956              2014             MA           S                   0.0   \n",
       "6957              2014             MA           S                   0.0   \n",
       "6958              2014             MA           S                   0.0   \n",
       "6959              2014             MA           S                   0.0   \n",
       "6960              2014             MA           S                   0.0   \n",
       "6961              2014             MA           S                   0.0   \n",
       "6962              2004             MD           S                   0.0   \n",
       "6963              2006             MD           S                   0.0   \n",
       "6964              2012             ME           S                   0.0   \n",
       "6965              2014             ME           S                   0.0   \n",
       "6966              2014             ME           S                   0.0   \n",
       "6967              2020             MI           S                   0.0   \n",
       "6968              2014             MI           S                   0.0   \n",
       "6969              2014             MI           S                   0.0   \n",
       "...                ...            ...         ...                   ...   \n",
       "7541              2008             NE           S                   0.0   \n",
       "7542              2014             NE           S                   0.0   \n",
       "7543              2008             NH           S                   0.0   \n",
       "7544              2008             NH           S                   0.0   \n",
       "7545              2008             NH           S                   0.0   \n",
       "7546              2018             NJ           S                   0.0   \n",
       "7547              2014             NJ           S                   0.0   \n",
       "7548              2008             NJ           S                   0.0   \n",
       "7549              2014             NJ           S                   0.0   \n",
       "7550              2008             NM           S                   0.0   \n",
       "7551              2020             NM           S                   0.0   \n",
       "7552              2008             NM           S                   0.0   \n",
       "7553              2016             NY           S                   0.0   \n",
       "7554              2018             OH           S                   0.0   \n",
       "7555              2010             OK           S                   0.0   \n",
       "7556              2020             OR           S                   0.0   \n",
       "7557              2010             PA           S                   0.0   \n",
       "7558              2014             SD           S                   0.0   \n",
       "7559              2008             TN           S                   0.0   \n",
       "7560              2008             TX           S                   0.0   \n",
       "7561              2008             VA           S                   0.0   \n",
       "7562              2012             VA           S                   0.0   \n",
       "7563              2008             VA           S                   0.0   \n",
       "7564              2012             VA           S                   0.0   \n",
       "7565              2004             VT           S                   0.0   \n",
       "7566              2016             WA           S                   0.0   \n",
       "7567              2000             WA           S                   0.0   \n",
       "7568              2018             WA           S                   0.0   \n",
       "7569              2016             WI           S                   0.0   \n",
       "7570              2012             WI           S                   0.0   \n",
       "\n",
       "     CAND_ICI CAND_STATUS   CAND_PCC                         CAND_ST1  \\\n",
       "6940        C           P  C00551895                6842 NW HUNTER RD   \n",
       "6941        C           N  C00565895       1601 EAST PEORIA, PMB #182   \n",
       "6942        C           N  C00541961                       PO BOX 633   \n",
       "6943        C           P  C00547083             628 WEST HIGH STREET   \n",
       "6944        C           P  C00547547                531 BARBERRY LANE   \n",
       "6945        C           N        NaN                     PO BOX 16168   \n",
       "6946        C           P  C00394445                              NaN   \n",
       "6947        I           C  C00394593                238 HELIOS AVENUE   \n",
       "6948        O           C  C00608398                       26 DELOAKS   \n",
       "6949        I           F  C00543983                     PO BOX 80505   \n",
       "6950        O           C  C00545285     680 WINDERMERE CROSSING WEST   \n",
       "6951        C           P  C00552877                10390 LONEPINE RD   \n",
       "6952        C           P  C00553636           108 GRANDE MAISON BLVD   \n",
       "6953        O           N  C00559880                416 CHEROKEE LANE   \n",
       "6954        C           P  C00568790                   1026 WALTER DR   \n",
       "6955        I           F  C00196774                7 TOWNSEND STREET   \n",
       "6956        C           P  C00408088              19 LOUISBURG SQUARE   \n",
       "6957        C           N  C00541540               59 HIGHLAND AVENUE   \n",
       "6958        C           P  C00543132                   16 BOARDMAN ST   \n",
       "6959        C           P  C00556324                138 CONANT STREET   \n",
       "6960        C           P  C00523332           276 WASHINGTON ST #305   \n",
       "6961        C           P  C00564112                   25 HERRICKS LN   \n",
       "6962        C           P  C00391870                 125 TWIN COVE DR   \n",
       "6963        C           N  C00421479                      PO BOX 1513   \n",
       "6964        C           P  C00291955                      PO BOX 2012   \n",
       "6965        C           P  C00550434               33 KERNS HILL ROAD   \n",
       "6966        C           N  C00555581              24 DEVONSHIRE ST #2   \n",
       "6967        I           F  C00437889                       PO BOX 226   \n",
       "6968        O           P  C00546770         7955 BYRON STATION CT SW   \n",
       "6969        O           N  C00549808                  3059 CUMBERLAND   \n",
       "...       ...         ...        ...                              ...   \n",
       "7541        O           P  C00414656                1010 N DENVER AVE   \n",
       "7542        O           N  C00502542  635 NORTH MAIN STREET SUITE 202   \n",
       "7543        C           P  C00431502                      1 PUTNEY RD   \n",
       "7544        C           P  C00432674                      117 CASS ST   \n",
       "7545        C           N  C00437046                141 STANIELS ROAD   \n",
       "7546      NaN           F  C00558122                              NaN   \n",
       "7547        C           P  C00557447         1500 PALISADE AVE APT 2F   \n",
       "7548        C           P  C00448654                   215 FOURTH AVE   \n",
       "7549        C           N  C00567602           7002 BLVD EAST APT 26G   \n",
       "7550        O           N  C00434704                     PO BOX 31042   \n",
       "7551        I         NaN  C00329896                      PO BOX 1881   \n",
       "7552        O           N  C00442145               163 OLD LAMY TRAIL   \n",
       "7553        I           C  C00346312  192 LEXINGTON AVENUE SUITE 1001   \n",
       "7554      NaN           N  C00617100                  6914 PIN OAK DR   \n",
       "7555        C           N  C00431320         6528 EAST 101ST D-1 #304   \n",
       "7556        I           F  C00437277                1351 SE 114TH AVE   \n",
       "7557        C           N  C00459602                 778 LEXINGTON DR   \n",
       "7558        O           P  C00554519     5105 SOUTH ROLLING GREEN AVE   \n",
       "7559        C           N  C00446773           611 BROOKSBORO TERRACE   \n",
       "7560        C           N  C00446609            9704 BEAUCHAMP SQUARE   \n",
       "7561        O           N  C00435131                  632 THOMAS ROAD   \n",
       "7562        O           P  C00494187     11951 FREEDOM DRIVE FLOOR 13   \n",
       "7563        O           P  C00441261          631 S WASHINGTON STREET   \n",
       "7564        O           P  C00511956                       PO BOX 422   \n",
       "7565        C           P  C00334029         130 SOUTH WILLARD STREET   \n",
       "7566        C           N  C00619395    2103 HARRISON AVE NW STE 2614   \n",
       "7567        C           P  C00345025                     PO BOX 22034   \n",
       "7568        I           F  C00349506                     PO BOX 12740   \n",
       "7569        C           C  C00578013                    PO BOX 620061   \n",
       "7570        O           P  C00501361       W330N6233 HASSLINGER DRIVE   \n",
       "\n",
       "     CAND_ST2         CAND_CITY CAND_ST     CAND_ZIP  \n",
       "6940      NaN            TOPEKA      KS      66618.0  \n",
       "6941      NaN             PAOLA      KS      66071.0  \n",
       "6942      NaN         BELLEVIEW      FL      34420.0  \n",
       "6943      NaN         LEXINGTON      KY      40508.0  \n",
       "6944      NaN        LOUISVILLE      KY      40206.0  \n",
       "6945      NaN        LOUISVILLE      KY      40256.0  \n",
       "6946      NaN           CROWLEY      LA          NaN  \n",
       "6947      NaN          METAIRIE      LA      70005.0  \n",
       "6948      NaN      MADISONVILLE      LA      70447.0  \n",
       "6949      NaN       BATON ROUGE      LA  708980505.0  \n",
       "6950      NaN      MADISONVILLE      LA      70447.0  \n",
       "6951      NaN    DENHAM SPRINGS      LA      70726.0  \n",
       "6952      NaN        MANDEVILLE      LA      70471.0  \n",
       "6953      NaN         LAFAYETTE      LA  705087010.0  \n",
       "6954      NaN     BREAUX BRIDGE      LA      70517.0  \n",
       "6955      NaN            MALDEN      MA       2148.0  \n",
       "6956      NaN            BOSTON      MA       2106.0  \n",
       "6957      NaN          COHASSET      MA       2025.0  \n",
       "6958      NaN      WEST BOROUGH      MA       1581.0  \n",
       "6959      NaN           BEVERLY      MA       1915.0  \n",
       "6960      NaN            BOSTON      MA       2108.0  \n",
       "6961      NaN          MILLBURY      MA       1527.0  \n",
       "6962      NaN      STEVENSVILLE      MD      21666.0  \n",
       "6963      NaN             OLNEY      MD      20830.0  \n",
       "6964      NaN          PORTLAND      ME       4104.0  \n",
       "6965      NaN        MANCHESTER      ME       4351.0  \n",
       "6966      NaN          PORTLAND      ME       4102.0  \n",
       "6967      NaN  BLOOMFIELD HILLS      MI      48303.0  \n",
       "6968      NaN      BRYON CENTER      MI      49315.0  \n",
       "6969      NaN           BERKLEY      MI  480721664.0  \n",
       "...       ...               ...     ...          ...  \n",
       "7541      NaN          HASTINGS      NE      68901.0  \n",
       "7542      NaN           FREMONT      NE      68025.0  \n",
       "7543      NaN               BOW      NH       3304.0  \n",
       "7544      NaN        PORTSMOUTH      NH       3801.0  \n",
       "7545      NaN            LOUDON      NH       3307.0  \n",
       "7546      NaN    PALISADES PARK      NJ          NaN  \n",
       "7547      NaN          FORT LEE      NJ       7024.0  \n",
       "7548      NaN    HADDON HEIGHTS      NJ       8035.0  \n",
       "7549      NaN        GUTTENBERG      NJ       7093.0  \n",
       "7550      NaN          SANTA FE      NM      87594.0  \n",
       "7551      NaN          SANTA FE      NM      87504.0  \n",
       "7552      NaN              LAMY      NM      81540.0  \n",
       "7553      NaN          NEW YORK      NY      10016.0  \n",
       "7554      NaN        CINCINNATI      OH      45239.0  \n",
       "7555      NaN             TULSA      OK      74133.0  \n",
       "7556      NaN          PORTLAND      OR      97216.0  \n",
       "7557      NaN         HERMITAGE      PA      16148.0  \n",
       "7558      NaN       SIOUX FALLS      SD      57108.0  \n",
       "7559      NaN         NASHVILLE      TN      37217.0  \n",
       "7560      NaN            AUSTIN      TX      78729.0  \n",
       "7561      NaN         LYNCHBURG      VA      24502.0  \n",
       "7562      NaN            RESTON      VA      20190.0  \n",
       "7563      NaN        ALEXANDRIA      VA      22314.0  \n",
       "7564      NaN          MANASSAS      VA      20108.0  \n",
       "7565      NaN        BURLINGTON      VT       5401.0  \n",
       "7566      NaN           OLYMPIA      WA      98502.0  \n",
       "7567      NaN           SEATTLE      WA      98122.0  \n",
       "7568      NaN           SEATTLE      WA      98111.0  \n",
       "7569      NaN         MIDDLETON      WI      53562.0  \n",
       "7570      NaN          NASHOTAH      WI      53058.0  \n",
       "\n",
       "[631 rows x 15 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates.loc[6940:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CAND_ID                           H0AL02095\n",
       "CAND_NAME                 JOHN, ROBERT E JR\n",
       "CAND_PTY_AFFILIATION                    IND\n",
       "CAND_ELECTION_YR                       2016\n",
       "CAND_OFFICE_ST                           AL\n",
       "CAND_OFFICE                               H\n",
       "CAND_OFFICE_DISTRICT                      2\n",
       "CAND_ICI                                  C\n",
       "CAND_STATUS                               N\n",
       "CAND_PCC                                NaN\n",
       "CAND_ST1                1465 W OVERBROOK RD\n",
       "CAND_ST2                                NaN\n",
       "CAND_CITY                         MILLBROOK\n",
       "CAND_ST                                  AL\n",
       "CAND_ZIP                              36054\n",
       "Name: 2, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates.iloc[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because Pandas DataFrames are built upon NumPy datatypes, it's always a good idea to test your datatypes and see what they are. I usually do this early on so I can fix any bad imports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CAND_ID                  object\n",
       "CAND_NAME                object\n",
       "CAND_PTY_AFFILIATION     object\n",
       "CAND_ELECTION_YR          int64\n",
       "CAND_OFFICE_ST           object\n",
       "CAND_OFFICE              object\n",
       "CAND_OFFICE_DISTRICT    float64\n",
       "CAND_ICI                 object\n",
       "CAND_STATUS              object\n",
       "CAND_PCC                 object\n",
       "CAND_ST1                 object\n",
       "CAND_ST2                 object\n",
       "CAND_CITY                object\n",
       "CAND_ST                  object\n",
       "CAND_ZIP                float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember: objects should really only represent strings, arrays or dicts. Everything else should be an integer or float or boolean or datetime.\n",
    "\n",
    "These look okay since we actually have a lot of string data in this set.\n",
    "\n",
    "## How might I find Donald Trump's data?\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th>CAND_PTY_AFFILIATION</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_PCC</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [CAND_ID, CAND_NAME, CAND_PTY_AFFILIATION, CAND_ELECTION_YR, CAND_OFFICE_ST, CAND_OFFICE, CAND_OFFICE_DISTRICT, CAND_ICI, CAND_STATUS, CAND_PCC, CAND_ST1, CAND_ST2, CAND_CITY, CAND_ST, CAND_ZIP]\n",
       "Index: []"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates[candidates['CAND_NAME'] == 'TRUMP, DONALD']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are some cool string methods avialable, let's try one of those"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th>CAND_PTY_AFFILIATION</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_PCC</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5342</th>\n",
       "      <td>P60012184</td>\n",
       "      <td>BALLSACK, DONALD TRUMP'S HAIRY KING</td>\n",
       "      <td>UST</td>\n",
       "      <td>2016</td>\n",
       "      <td>US</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>999 E STREET WEST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON, DC</td>\n",
       "      <td>DC</td>\n",
       "      <td>20463.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5449</th>\n",
       "      <td>P60013265</td>\n",
       "      <td>TRUMP, SELAM MRS.</td>\n",
       "      <td>IDP</td>\n",
       "      <td>2016</td>\n",
       "      <td>US</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>C00585158</td>\n",
       "      <td>100 E. HILLCREST AVE APT 12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>INGLEWOOD</td>\n",
       "      <td>CA</td>\n",
       "      <td>90301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6000</th>\n",
       "      <td>P60018835</td>\n",
       "      <td>TRUMP, THE MUSLIM DICTATOR</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>US</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>725 5TH AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6016</th>\n",
       "      <td>P60018991</td>\n",
       "      <td>TRUMP, DON'T VOTE FOR</td>\n",
       "      <td>COM</td>\n",
       "      <td>2016</td>\n",
       "      <td>US</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1090 MAIN ST.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORWALK</td>\n",
       "      <td>IA</td>\n",
       "      <td>50211.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6469</th>\n",
       "      <td>P80001571</td>\n",
       "      <td>TRUMP, DONALD J. / MICHAEL R. PENCE</td>\n",
       "      <td>REP</td>\n",
       "      <td>2016</td>\n",
       "      <td>US</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>C00580100</td>\n",
       "      <td>725 FIFTH AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10022.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        CAND_ID                             CAND_NAME CAND_PTY_AFFILIATION  \\\n",
       "5342  P60012184   BALLSACK, DONALD TRUMP'S HAIRY KING                  UST   \n",
       "5449  P60013265                     TRUMP, SELAM MRS.                  IDP   \n",
       "6000  P60018835            TRUMP, THE MUSLIM DICTATOR                  REP   \n",
       "6016  P60018991                 TRUMP, DON'T VOTE FOR                  COM   \n",
       "6469  P80001571  TRUMP, DONALD J. / MICHAEL R. PENCE                   REP   \n",
       "\n",
       "      CAND_ELECTION_YR CAND_OFFICE_ST CAND_OFFICE  CAND_OFFICE_DISTRICT  \\\n",
       "5342              2016             US           P                   0.0   \n",
       "5449              2016             US           P                   0.0   \n",
       "6000              2016             US           P                   0.0   \n",
       "6016              2016             US           P                   0.0   \n",
       "6469              2016             US           P                   0.0   \n",
       "\n",
       "     CAND_ICI CAND_STATUS   CAND_PCC                     CAND_ST1 CAND_ST2  \\\n",
       "5342        O           N        NaN            999 E STREET WEST      NaN   \n",
       "5449        O           N  C00585158  100 E. HILLCREST AVE APT 12      NaN   \n",
       "6000        O           N        NaN                  725 5TH AVE      NaN   \n",
       "6016        O           N        NaN                1090 MAIN ST.      NaN   \n",
       "6469        O           C  C00580100             725 FIFTH AVENUE      NaN   \n",
       "\n",
       "           CAND_CITY CAND_ST  CAND_ZIP  \n",
       "5342  WASHINGTON, DC      DC   20463.0  \n",
       "5449       INGLEWOOD      CA   90301.0  \n",
       "6000        NEW YORK      NY   10022.0  \n",
       "6016         NORWALK      IA   50211.0  \n",
       "6469        NEW YORK      NY   10022.0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates[candidates['CAND_NAME'].str.contains('TRUMP')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we've found him. As well as some of his critics. \n",
    "\n",
    "Now that we know we can search and slice with Pandas, let's try merging this dataset with some actual campaign finance data. Onward!! :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "donations_header = [r for r in \n",
    "                    reader(open('data/indiv_header_file.csv', \n",
    "                                'r'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CMTE_ID',\n",
       " 'AMNDT_IND',\n",
       " 'RPT_TP',\n",
       " 'TRANSACTION_PGI',\n",
       " 'IMAGE_NUM',\n",
       " 'TRANSACTION_TP',\n",
       " 'ENTITY_TP',\n",
       " 'NAME',\n",
       " 'CITY',\n",
       " 'STATE',\n",
       " 'ZIP_CODE',\n",
       " 'EMPLOYER',\n",
       " 'OCCUPATION',\n",
       " 'TRANSACTION_DT',\n",
       " 'TRANSACTION_AMT',\n",
       " 'OTHER_ID',\n",
       " 'TRAN_ID',\n",
       " 'FILE_NUM',\n",
       " 'MEMO_CD',\n",
       " 'MEMO_TEXT',\n",
       " 'SUB_ID']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations_header[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/katharine/.virtualenv/py3_datawrangling/lib/python3.4/site-packages/IPython/core/interactiveshell.py:2723: DtypeWarning: Columns (10,18) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "donations = pd.read_csv(\n",
    "    '/home/katharine/Downloads/datasets/itcont.txt', \n",
    "    names=donations_header[0], sep='|')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CMTE_ID</th>\n",
       "      <th>AMNDT_IND</th>\n",
       "      <th>RPT_TP</th>\n",
       "      <th>TRANSACTION_PGI</th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_TP</th>\n",
       "      <th>ENTITY_TP</th>\n",
       "      <th>NAME</th>\n",
       "      <th>CITY</th>\n",
       "      <th>STATE</th>\n",
       "      <th>...</th>\n",
       "      <th>EMPLOYER</th>\n",
       "      <th>OCCUPATION</th>\n",
       "      <th>TRANSACTION_DT</th>\n",
       "      <th>TRANSACTION_AMT</th>\n",
       "      <th>OTHER_ID</th>\n",
       "      <th>TRAN_ID</th>\n",
       "      <th>FILE_NUM</th>\n",
       "      <th>MEMO_CD</th>\n",
       "      <th>MEMO_TEXT</th>\n",
       "      <th>SUB_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C00004606</td>\n",
       "      <td>N</td>\n",
       "      <td>M4</td>\n",
       "      <td>P</td>\n",
       "      <td>15951124869</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>ARNOLD, ROBERT</td>\n",
       "      <td>MCPHERSON</td>\n",
       "      <td>KS</td>\n",
       "      <td>...</td>\n",
       "      <td>SELF</td>\n",
       "      <td>OPTOMETRIST</td>\n",
       "      <td>3102015.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA11AI.20747</td>\n",
       "      <td>1002259</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4041320151241796098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C00004606</td>\n",
       "      <td>N</td>\n",
       "      <td>M4</td>\n",
       "      <td>P</td>\n",
       "      <td>15951124869</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BICKLE, DON</td>\n",
       "      <td>HAYS</td>\n",
       "      <td>KS</td>\n",
       "      <td>...</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>3302015.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA11AI.20772</td>\n",
       "      <td>1002259</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4041320151241796099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C00004606</td>\n",
       "      <td>N</td>\n",
       "      <td>M4</td>\n",
       "      <td>P</td>\n",
       "      <td>15951124869</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>ROSSMAN, RICHARD</td>\n",
       "      <td>OLATHE</td>\n",
       "      <td>KS</td>\n",
       "      <td>...</td>\n",
       "      <td>CRAWFORD SALES COMPANY</td>\n",
       "      <td>BUSINESSMAN</td>\n",
       "      <td>3302015.0</td>\n",
       "      <td>250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA11AI.20759</td>\n",
       "      <td>1002259</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4041320151241796100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C00452383</td>\n",
       "      <td>N</td>\n",
       "      <td>M4</td>\n",
       "      <td>P</td>\n",
       "      <td>15951124897</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>LLEWELLYN, CHARLES</td>\n",
       "      <td>FREDERICK</td>\n",
       "      <td>MD</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3112015.0</td>\n",
       "      <td>500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA11AI.25088</td>\n",
       "      <td>1002261</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4041320151241796102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C00452383</td>\n",
       "      <td>N</td>\n",
       "      <td>M4</td>\n",
       "      <td>P</td>\n",
       "      <td>15951124897</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>TYNES, TIMOTHY MR.</td>\n",
       "      <td>VERO BEACH</td>\n",
       "      <td>FL</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3022015.0</td>\n",
       "      <td>250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA11AI.25074</td>\n",
       "      <td>1002261</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4041320151241796103</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     CMTE_ID AMNDT_IND RPT_TP TRANSACTION_PGI    IMAGE_NUM TRANSACTION_TP  \\\n",
       "0  C00004606         N     M4               P  15951124869             15   \n",
       "1  C00004606         N     M4               P  15951124869             15   \n",
       "2  C00004606         N     M4               P  15951124869             15   \n",
       "3  C00452383         N     M4               P  15951124897             15   \n",
       "4  C00452383         N     M4               P  15951124897             15   \n",
       "\n",
       "  ENTITY_TP                NAME        CITY STATE         ...           \\\n",
       "0       IND      ARNOLD, ROBERT   MCPHERSON    KS         ...            \n",
       "1       IND         BICKLE, DON        HAYS    KS         ...            \n",
       "2       IND    ROSSMAN, RICHARD      OLATHE    KS         ...            \n",
       "3       IND  LLEWELLYN, CHARLES   FREDERICK    MD         ...            \n",
       "4       IND  TYNES, TIMOTHY MR.  VERO BEACH    FL         ...            \n",
       "\n",
       "                 EMPLOYER   OCCUPATION TRANSACTION_DT  TRANSACTION_AMT  \\\n",
       "0                    SELF  OPTOMETRIST      3102015.0             1000   \n",
       "1                 RETIRED      RETIRED      3302015.0             1000   \n",
       "2  CRAWFORD SALES COMPANY  BUSINESSMAN      3302015.0              250   \n",
       "3                     NaN          NaN      3112015.0              500   \n",
       "4                     NaN          NaN      3022015.0              250   \n",
       "\n",
       "   OTHER_ID       TRAN_ID FILE_NUM  MEMO_CD MEMO_TEXT               SUB_ID  \n",
       "0       NaN  SA11AI.20747  1002259      NaN       NaN  4041320151241796098  \n",
       "1       NaN  SA11AI.20772  1002259      NaN       NaN  4041320151241796099  \n",
       "2       NaN  SA11AI.20759  1002259      NaN       NaN  4041320151241796100  \n",
       "3       NaN  SA11AI.25088  1002261      NaN       NaN  4041320151241796102  \n",
       "4       NaN  SA11AI.25074  1002261      NaN       NaN  4041320151241796103  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CMTE_ID             object\n",
       "AMNDT_IND           object\n",
       "RPT_TP              object\n",
       "TRANSACTION_PGI     object\n",
       "IMAGE_NUM            int64\n",
       "TRANSACTION_TP      object\n",
       "ENTITY_TP           object\n",
       "NAME                object\n",
       "CITY                object\n",
       "STATE               object\n",
       "ZIP_CODE            object\n",
       "EMPLOYER            object\n",
       "OCCUPATION          object\n",
       "TRANSACTION_DT     float64\n",
       "TRANSACTION_AMT      int64\n",
       "OTHER_ID            object\n",
       "TRAN_ID             object\n",
       "FILE_NUM             int64\n",
       "MEMO_CD             object\n",
       "MEMO_TEXT           object\n",
       "SUB_ID               int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These look about right. We can also use [describe](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.describe.html) to see some statistical representations of our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/katharine/.virtualenv/py3_datawrangling/lib/python3.4/site-packages/numpy/lib/function_base.py:3823: RuntimeWarning: Invalid value encountered in percentile\n",
      "  RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_DT</th>\n",
       "      <th>TRANSACTION_AMT</th>\n",
       "      <th>FILE_NUM</th>\n",
       "      <th>SUB_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.290560e+06</td>\n",
       "      <td>2.289915e+06</td>\n",
       "      <td>2.290560e+06</td>\n",
       "      <td>2.290560e+06</td>\n",
       "      <td>2.290560e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.879193e+17</td>\n",
       "      <td>5.525376e+06</td>\n",
       "      <td>1.044337e+03</td>\n",
       "      <td>1.048116e+06</td>\n",
       "      <td>3.829183e+18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.066159e+16</td>\n",
       "      <td>3.257857e+06</td>\n",
       "      <td>2.924166e+04</td>\n",
       "      <td>7.968087e+04</td>\n",
       "      <td>6.999535e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.402120e+10</td>\n",
       "      <td>4.103100e+04</td>\n",
       "      <td>-2.268000e+05</td>\n",
       "      <td>-9.418228e+06</td>\n",
       "      <td>1.010520e+18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.015102e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000e+01</td>\n",
       "      <td>1.030683e+06</td>\n",
       "      <td>4.022420e+18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.016022e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.500000e+02</td>\n",
       "      <td>1.051660e+06</td>\n",
       "      <td>4.050320e+18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.016042e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000e+02</td>\n",
       "      <td>1.066979e+06</td>\n",
       "      <td>4.060220e+18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.016060e+17</td>\n",
       "      <td>1.231202e+07</td>\n",
       "      <td>2.656953e+07</td>\n",
       "      <td>1.076172e+06</td>\n",
       "      <td>4.123120e+18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          IMAGE_NUM  TRANSACTION_DT  TRANSACTION_AMT      FILE_NUM  \\\n",
       "count  2.290560e+06    2.289915e+06     2.290560e+06  2.290560e+06   \n",
       "mean   1.879193e+17    5.525376e+06     1.044337e+03  1.048116e+06   \n",
       "std    5.066159e+16    3.257857e+06     2.924166e+04  7.968087e+04   \n",
       "min    1.402120e+10    4.103100e+04    -2.268000e+05 -9.418228e+06   \n",
       "25%    2.015102e+17             NaN     5.000000e+01  1.030683e+06   \n",
       "50%    2.016022e+17             NaN     2.500000e+02  1.051660e+06   \n",
       "75%    2.016042e+17             NaN     5.000000e+02  1.066979e+06   \n",
       "max    2.016060e+17    1.231202e+07     2.656953e+07  1.076172e+06   \n",
       "\n",
       "             SUB_ID  \n",
       "count  2.290560e+06  \n",
       "mean   3.829183e+18  \n",
       "std    6.999535e+17  \n",
       "min    1.010520e+18  \n",
       "25%    4.022420e+18  \n",
       "50%    4.050320e+18  \n",
       "75%    4.060220e+18  \n",
       "max    4.123120e+18  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's not a super helpful list of numbers, let's take a look at the transaction amount column more specifically. We can run many different statistical functions just on the Series itself."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1044.3368176341157"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations['TRANSACTION_AMT'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-226800"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations['TRANSACTION_AMT'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26569530"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations['TRANSACTION_AMT'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "250.0"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations['TRANSACTION_AMT'].median()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also load [matplotlib](http://matplotlib.org/) in our session by using IPython magic command %pylab inline\n",
    "\n",
    "Then plotting will be available within our notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  2.29052200e+06,   3.10000000e+01,   2.00000000e+00,\n",
       "          3.00000000e+00,   1.00000000e+00,   0.00000000e+00,\n",
       "          0.00000000e+00,   0.00000000e+00,   0.00000000e+00,\n",
       "          1.00000000e+00]),\n",
       " array([  -226800.,   2452833.,   5132466.,   7812099.,  10491732.,\n",
       "         13171365.,  15850998.,  18530631.,  21210264.,  23889897.,\n",
       "         26569530.]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oSJK6MVQkSd0YKpKkbgwVSVI3hookqZtZhUqSzUm+m+TRJA+1uiVJ1ifZmOTeJIsH7a9N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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a138a1358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(donations['TRANSACTION_AMT'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we likely aren't going to see good distribution until we remove outliers. As we can see from the histogram the *vast* majority of donations are in a small section, but the outliers (both negative and positive) are making our histogram unreadable.\n",
    "\n",
    "Since we might just want to look at one or two candidates and see the distribution there, let's first combine our dataframes and then look for outliers. This helps us tell more of the story as well, if we find that an overwhelming number of outliers for one candidate exist.\n",
    "\n",
    "First, let's see how many of our candidates have a major political committee listed. We can use [shape](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.shape.html) to take a look at how many rows we have in the resulting DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5438, 15)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidates[candidates['CAND_PCC'].notnull()].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not too bad! So let's now merge that in with the individual dataframe, and see what results we get when using a few different joins."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AMNDT_IND</th>\n",
       "      <th>RPT_TP</th>\n",
       "      <th>TRANSACTION_PGI</th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_TP</th>\n",
       "      <th>ENTITY_TP</th>\n",
       "      <th>NAME</th>\n",
       "      <th>CITY</th>\n",
       "      <th>STATE</th>\n",
       "      <th>ZIP_CODE</th>\n",
       "      <th>...</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>P</td>\n",
       "      <td>201601269004607741</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DONALD J. MR.</td>\n",
       "      <td>MISSION HILLS</td>\n",
       "      <td>KS</td>\n",
       "      <td>662081145</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>201602229009616657</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DAVID EARL</td>\n",
       "      <td>KANSAS CITY</td>\n",
       "      <td>KS</td>\n",
       "      <td>64108</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>201602229009616657</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DONALD J. JR.</td>\n",
       "      <td>KANSAS CITY</td>\n",
       "      <td>KS</td>\n",
       "      <td>64108</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M3</td>\n",
       "      <td>P</td>\n",
       "      <td>201603189009789336</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DAVID EARL</td>\n",
       "      <td>KANSAS CITY</td>\n",
       "      <td>KS</td>\n",
       "      <td>64108</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M3</td>\n",
       "      <td>P</td>\n",
       "      <td>201603189009789336</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DONALD J. JR.</td>\n",
       "      <td>KANSAS CITY</td>\n",
       "      <td>KS</td>\n",
       "      <td>64108</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M4</td>\n",
       "      <td>P</td>\n",
       "      <td>201604199012594549</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DAVID EARL</td>\n",
       "      <td>KANSAS CITY</td>\n",
       "      <td>KS</td>\n",
       "      <td>64108</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M4</td>\n",
       "      <td>P</td>\n",
       "      <td>201604199012594550</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DONALD J. JR.</td>\n",
       "      <td>KANSAS CITY</td>\n",
       "      <td>KS</td>\n",
       "      <td>64108</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M5</td>\n",
       "      <td>P</td>\n",
       "      <td>201605209015570704</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DAVID EARL MR.</td>\n",
       "      <td>MISSION HILLS</td>\n",
       "      <td>KS</td>\n",
       "      <td>662081146</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000059</th>\n",
       "      <td>N</td>\n",
       "      <td>M5</td>\n",
       "      <td>P</td>\n",
       "      <td>201605209015570705</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HALL, DONALD JOYCE MR. JR.</td>\n",
       "      <td>MISSION HILLS</td>\n",
       "      <td>KS</td>\n",
       "      <td>662081211</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260203</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HOLLEY, GLEN EDWARD MD</td>\n",
       "      <td>DALLAS</td>\n",
       "      <td>TX</td>\n",
       "      <td>752404908</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260203</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>DEEM, RICHARD A. MR.</td>\n",
       "      <td>ARLINGTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>222012837</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260203</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MIGLIORI, MICHAEL E MD</td>\n",
       "      <td>PROVIDENCE</td>\n",
       "      <td>RI</td>\n",
       "      <td>029052429</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260204</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>ROHACK, J JAMES MD</td>\n",
       "      <td>GALVESTON</td>\n",
       "      <td>TX</td>\n",
       "      <td>775515932</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260204</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FITE, DIANA LYNN MD</td>\n",
       "      <td>TOMBALL</td>\n",
       "      <td>TX</td>\n",
       "      <td>773778762</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260204</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HELM, DOUGLAS ALAN MD</td>\n",
       "      <td>FRESNO</td>\n",
       "      <td>CA</td>\n",
       "      <td>937012184</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260206</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>LOWRY, JONATHAN C MD</td>\n",
       "      <td>MORGANTON</td>\n",
       "      <td>NC</td>\n",
       "      <td>286555112</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260205</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>IRISH, ELIZABETH MRS.</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>972256992</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260205</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KILGORE, SHANNON M MD</td>\n",
       "      <td>PALO ALTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>943041207</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260205</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FRIEDMAN, VIDOR EMMANUEL MD</td>\n",
       "      <td>WINDERMERE</td>\n",
       "      <td>FL</td>\n",
       "      <td>347865818</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260206</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MILAM, JAMES LOWRY MD</td>\n",
       "      <td>VERNON HILLS</td>\n",
       "      <td>IL</td>\n",
       "      <td>600611700</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260206</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>GALLAGHER, JOHN PATRICK MD</td>\n",
       "      <td>SHARON</td>\n",
       "      <td>PA</td>\n",
       "      <td>16146</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260207</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>RESNECK, JACK SELWYN JR MD</td>\n",
       "      <td>SAN RAFAEL</td>\n",
       "      <td>CA</td>\n",
       "      <td>949011729</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260207</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HEXTER, DAVID ANDREW MD</td>\n",
       "      <td>BEL AIR</td>\n",
       "      <td>MD</td>\n",
       "      <td>210155620</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260207</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MINNING, CARL A JR MD</td>\n",
       "      <td>ZANESVILLE</td>\n",
       "      <td>OH</td>\n",
       "      <td>437011487</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
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       "      <td>15970260208</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>NEELY, JOHN GAIL HENRY MD</td>\n",
       "      <td>SAINT LOUIS</td>\n",
       "      <td>MO</td>\n",
       "      <td>631283423</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260208</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MERKITCH, KENNETH WM MD</td>\n",
       "      <td>LA CROSSE</td>\n",
       "      <td>WI</td>\n",
       "      <td>546015467</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260208</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>THORSTENSON, LYLE SHELDON MD</td>\n",
       "      <td>NACOGDOCHES</td>\n",
       "      <td>TX</td>\n",
       "      <td>759632020</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260209</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KIRKLAND, RONALD HAYDEN MD</td>\n",
       "      <td>JACKSON</td>\n",
       "      <td>TN</td>\n",
       "      <td>383053032</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
       "      <td>M2</td>\n",
       "      <td>P</td>\n",
       "      <td>15970260209</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BECK, CARTER EDWARD MD</td>\n",
       "      <td>MISSOULA</td>\n",
       "      <td>MT</td>\n",
       "      <td>598024003</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00000422</th>\n",
       "      <td>N</td>\n",
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       "      <td>15970260209</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BECK, CARTER EDWARD MD</td>\n",
       "      <td>MISSOULA</td>\n",
       "      <td>MT</td>\n",
       "      <td>598024003</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601139004481056</td>\n",
       "      <td>10</td>\n",
       "      <td>IND</td>\n",
       "      <td>SILVERMAN, MARK</td>\n",
       "      <td>WILLSEYVILLE</td>\n",
       "      <td>NY</td>\n",
       "      <td>13864</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601139004481057</td>\n",
       "      <td>10</td>\n",
       "      <td>IND</td>\n",
       "      <td>SVART, MARIA</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10038</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>N</td>\n",
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       "      <td>201601139004481057</td>\n",
       "      <td>10</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601139004481057</td>\n",
       "      <td>10</td>\n",
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       "      <td>10038</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601139004481057</td>\n",
       "      <td>10</td>\n",
       "      <td>IND</td>\n",
       "      <td>SVART, MARIA</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10038</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>A</td>\n",
       "      <td>Q3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601129004474822</td>\n",
       "      <td>10</td>\n",
       "      <td>IND</td>\n",
       "      <td>DUHALDE, DAVID</td>\n",
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       "      <td>10038</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>A</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>201601129004474822</td>\n",
       "      <td>10</td>\n",
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       "      <td>DUHALDE, DAVID</td>\n",
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       "      <td>10038</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015413</th>\n",
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       "      <td>201511199003395634</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>C90015413</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>C90015413</th>\n",
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       "      <td>201511199003395634</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015413</th>\n",
       "      <td>N</td>\n",
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       "      <td>201604119012291491</td>\n",
       "      <td>10</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015512</th>\n",
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       "      <td>201509309002788082</td>\n",
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       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015512</th>\n",
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       "      <td>201509309002788082</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>10</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015512</th>\n",
       "      <td>N</td>\n",
       "      <td>Q3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201509309002788083</td>\n",
       "      <td>10</td>\n",
       "      <td>IND</td>\n",
       "      <td>SHAFER, JEROMEY RAY</td>\n",
       "      <td>SAN LEANDRO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94577</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015512</th>\n",
       "      <td>N</td>\n",
       "      <td>Q3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201509309002788083</td>\n",
       "      <td>10</td>\n",
       "      <td>IND</td>\n",
       "      <td>SHAFER, JEROMEY RAY</td>\n",
       "      <td>SAN LEANDRO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94577</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015603</th>\n",
       "      <td>A</td>\n",
       "      <td>Q3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601150300038800</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GIBSON, PAUL</td>\n",
       "      <td>SANTA FE</td>\n",
       "      <td>NM</td>\n",
       "      <td>87506</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015603</th>\n",
       "      <td>A</td>\n",
       "      <td>Q3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601150300038800</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UN-ITEMIZED CONTRIBUTIONS (NUMEROUS, $100 OR L...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015603</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601150300038943</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UN-ITEMIZED T-SHIRT AND BUMPER STICKER DONATIO...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015603</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201601150300038943</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UN-ITEMIZED CASH DONATIONS (ALL $100 OR LESS)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015611</th>\n",
       "      <td>N</td>\n",
       "      <td>Q3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201510200300029113</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>COLT, DONNELLY</td>\n",
       "      <td>HAMPTON</td>\n",
       "      <td>CT</td>\n",
       "      <td>6247</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015611</th>\n",
       "      <td>N</td>\n",
       "      <td>Q3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201510200300029113</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SPARTAN COPIES INC</td>\n",
       "      <td>ALBANY</td>\n",
       "      <td>NY</td>\n",
       "      <td>12207</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015744</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201602020300045684</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>YURISTA, KATHY S</td>\n",
       "      <td>CORRALITOS</td>\n",
       "      <td>CA</td>\n",
       "      <td>95076</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015959</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201604040300060162</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FRENCH, WILLIAM D</td>\n",
       "      <td>MIDDLEBURG</td>\n",
       "      <td>PA</td>\n",
       "      <td>17842</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C90015967</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201604119012288937</td>\n",
       "      <td>10</td>\n",
       "      <td>IND</td>\n",
       "      <td>TARR, DONNA MURPHY MRS.</td>\n",
       "      <td>ROLLING HILLS ESTATES</td>\n",
       "      <td>CA</td>\n",
       "      <td>90274</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C99002396</th>\n",
       "      <td>N</td>\n",
       "      <td>MY</td>\n",
       "      <td>P</td>\n",
       "      <td>201507069000059882</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HUBNER, WILLIAM</td>\n",
       "      <td>WEST BLOOMFIELD</td>\n",
       "      <td>MI</td>\n",
       "      <td>48322</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C99002396</th>\n",
       "      <td>N</td>\n",
       "      <td>MY</td>\n",
       "      <td>P</td>\n",
       "      <td>201507069000059883</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KASKA, GLEN</td>\n",
       "      <td>MOSINEE</td>\n",
       "      <td>WI</td>\n",
       "      <td>54455</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C99002396</th>\n",
       "      <td>N</td>\n",
       "      <td>YE</td>\n",
       "      <td>P</td>\n",
       "      <td>201601079004441181</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>SOLBERG, JOYCE</td>\n",
       "      <td>TOWER LAKES</td>\n",
       "      <td>IL</td>\n",
       "      <td>60010</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2315496 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          AMNDT_IND RPT_TP TRANSACTION_PGI           IMAGE_NUM TRANSACTION_TP  \\\n",
       "C00000059         N     YE               P  201601269004607741             15   \n",
       "C00000059         N     M2               P  201602229009616657             15   \n",
       "C00000059         N     M2               P  201602229009616657             15   \n",
       "C00000059         N     M3               P  201603189009789336             15   \n",
       "C00000059         N     M3               P  201603189009789336             15   \n",
       "C00000059         N     M4               P  201604199012594549             15   \n",
       "C00000059         N     M4               P  201604199012594550             15   \n",
       "C00000059         N     M5               P  201605209015570704             15   \n",
       "C00000059         N     M5               P  201605209015570705             15   \n",
       "C00000422         N     M2               P         15970260203             15   \n",
       "C00000422         N     M2               P         15970260203             15   \n",
       "C00000422         N     M2               P         15970260203             15   \n",
       "C00000422         N     M2               P         15970260204             15   \n",
       "C00000422         N     M2               P         15970260204             15   \n",
       "C00000422         N     M2               P         15970260204             15   \n",
       "C00000422         N     M2               P         15970260206             15   \n",
       "C00000422         N     M2               P         15970260205             15   \n",
       "C00000422         N     M2               P         15970260205             15   \n",
       "C00000422         N     M2               P         15970260205             15   \n",
       "C00000422         N     M2               P         15970260206             15   \n",
       "C00000422         N     M2               P         15970260206             15   \n",
       "C00000422         N     M2               P         15970260207             15   \n",
       "C00000422         N     M2               P         15970260207             15   \n",
       "C00000422         N     M2               P         15970260207             15   \n",
       "C00000422         N     M2               P         15970260208             15   \n",
       "C00000422         N     M2               P         15970260208             15   \n",
       "C00000422         N     M2               P         15970260208             15   \n",
       "C00000422         N     M2               P         15970260209             15   \n",
       "C00000422         N     M2               P         15970260209             15   \n",
       "C00000422         N     M2               P         15970260209             15   \n",
       "...             ...    ...             ...                 ...            ...   \n",
       "C90015413         N     YE             NaN  201601139004481056             10   \n",
       "C90015413         N     YE             NaN  201601139004481057             10   \n",
       "C90015413         N     YE             NaN  201601139004481057             10   \n",
       "C90015413         N     YE             NaN  201601139004481057             10   \n",
       "C90015413         N     YE             NaN  201601139004481057             10   \n",
       "C90015413         A     Q3             NaN  201601129004474822             10   \n",
       "C90015413         A     Q3             NaN  201601129004474822             10   \n",
       "C90015413         A     Q2             NaN  201511199003395634             10   \n",
       "C90015413         A     Q2             NaN  201511199003395634             10   \n",
       "C90015413         A     Q2             NaN  201511199003395634             10   \n",
       "C90015413         A     Q2             NaN  201511199003395634             10   \n",
       "C90015413         N     Q1             NaN  201604119012291491             10   \n",
       "C90015512         N     Q3             NaN  201509309002788082             10   \n",
       "C90015512         N     Q3             NaN  201509309002788082             10   \n",
       "C90015512         N     Q3             NaN  201509309002788082             10   \n",
       "C90015512         N     Q3             NaN  201509309002788082             10   \n",
       "C90015512         N     Q3             NaN  201509309002788083             10   \n",
       "C90015512         N     Q3             NaN  201509309002788083             10   \n",
       "C90015603         A     Q3             NaN  201601150300038800             10   \n",
       "C90015603         A     Q3             NaN  201601150300038800             10   \n",
       "C90015603         N     YE             NaN  201601150300038943             10   \n",
       "C90015603         N     YE             NaN  201601150300038943             10   \n",
       "C90015611         N     Q3             NaN  201510200300029113             10   \n",
       "C90015611         N     Q3             NaN  201510200300029113             10   \n",
       "C90015744         N     YE             NaN  201602020300045684             10   \n",
       "C90015959         N     Q1             NaN  201604040300060162             10   \n",
       "C90015967         N     Q1             NaN  201604119012288937             10   \n",
       "C99002396         N     MY               P  201507069000059882             15   \n",
       "C99002396         N     MY               P  201507069000059883             15   \n",
       "C99002396         N     YE               P  201601079004441181             15   \n",
       "\n",
       "          ENTITY_TP                                               NAME  \\\n",
       "C00000059       IND                                HALL, DONALD J. MR.   \n",
       "C00000059       IND                                   HALL, DAVID EARL   \n",
       "C00000059       IND                                HALL, DONALD J. JR.   \n",
       "C00000059       IND                                   HALL, DAVID EARL   \n",
       "C00000059       IND                                HALL, DONALD J. JR.   \n",
       "C00000059       IND                                   HALL, DAVID EARL   \n",
       "C00000059       IND                                HALL, DONALD J. JR.   \n",
       "C00000059       IND                               HALL, DAVID EARL MR.   \n",
       "C00000059       IND                         HALL, DONALD JOYCE MR. JR.   \n",
       "C00000422       IND                             HOLLEY, GLEN EDWARD MD   \n",
       "C00000422       IND                               DEEM, RICHARD A. MR.   \n",
       "C00000422       IND                             MIGLIORI, MICHAEL E MD   \n",
       "C00000422       IND                                 ROHACK, J JAMES MD   \n",
       "C00000422       IND                                FITE, DIANA LYNN MD   \n",
       "C00000422       IND                              HELM, DOUGLAS ALAN MD   \n",
       "C00000422       IND                               LOWRY, JONATHAN C MD   \n",
       "C00000422       IND                              IRISH, ELIZABETH MRS.   \n",
       "C00000422       IND                              KILGORE, SHANNON M MD   \n",
       "C00000422       IND                        FRIEDMAN, VIDOR EMMANUEL MD   \n",
       "C00000422       IND                              MILAM, JAMES LOWRY MD   \n",
       "C00000422       IND                         GALLAGHER, JOHN PATRICK MD   \n",
       "C00000422       IND                         RESNECK, JACK SELWYN JR MD   \n",
       "C00000422       IND                            HEXTER, DAVID ANDREW MD   \n",
       "C00000422       IND                              MINNING, CARL A JR MD   \n",
       "C00000422       IND                          NEELY, JOHN GAIL HENRY MD   \n",
       "C00000422       IND                            MERKITCH, KENNETH WM MD   \n",
       "C00000422       IND                       THORSTENSON, LYLE SHELDON MD   \n",
       "C00000422       IND                         KIRKLAND, RONALD HAYDEN MD   \n",
       "C00000422       IND                             BECK, CARTER EDWARD MD   \n",
       "C00000422       IND                             BECK, CARTER EDWARD MD   \n",
       "...             ...                                                ...   \n",
       "C90015413       IND                                    SILVERMAN, MARK   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                     DUHALDE, DAVID   \n",
       "C90015413       IND                                     DUHALDE, DAVID   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015413       IND                                       SVART, MARIA   \n",
       "C90015512       IND                                SHAFER, JEROMEY RAY   \n",
       "C90015512       IND                                SHAFER, JEROMEY RAY   \n",
       "C90015512       IND                                SHAFER, JEROMEY RAY   \n",
       "C90015512       IND                                SHAFER, JEROMEY RAY   \n",
       "C90015512       IND                                SHAFER, JEROMEY RAY   \n",
       "C90015512       IND                                SHAFER, JEROMEY RAY   \n",
       "C90015603       NaN                                       GIBSON, PAUL   \n",
       "C90015603       NaN  UN-ITEMIZED CONTRIBUTIONS (NUMEROUS, $100 OR L...   \n",
       "C90015603       NaN  UN-ITEMIZED T-SHIRT AND BUMPER STICKER DONATIO...   \n",
       "C90015603       NaN      UN-ITEMIZED CASH DONATIONS (ALL $100 OR LESS)   \n",
       "C90015611       NaN                                     COLT, DONNELLY   \n",
       "C90015611       NaN                                 SPARTAN COPIES INC   \n",
       "C90015744       NaN                                   YURISTA, KATHY S   \n",
       "C90015959       NaN                                  FRENCH, WILLIAM D   \n",
       "C90015967       IND                            TARR, DONNA MURPHY MRS.   \n",
       "C99002396       IND                                    HUBNER, WILLIAM   \n",
       "C99002396       IND                                        KASKA, GLEN   \n",
       "C99002396       IND                                     SOLBERG, JOYCE   \n",
       "\n",
       "                            CITY STATE   ZIP_CODE    ...    CAND_OFFICE_ST  \\\n",
       "C00000059          MISSION HILLS    KS  662081145    ...               NaN   \n",
       "C00000059            KANSAS CITY    KS      64108    ...               NaN   \n",
       "C00000059            KANSAS CITY    KS      64108    ...               NaN   \n",
       "C00000059            KANSAS CITY    KS      64108    ...               NaN   \n",
       "C00000059            KANSAS CITY    KS      64108    ...               NaN   \n",
       "C00000059            KANSAS CITY    KS      64108    ...               NaN   \n",
       "C00000059            KANSAS CITY    KS      64108    ...               NaN   \n",
       "C00000059          MISSION HILLS    KS  662081146    ...               NaN   \n",
       "C00000059          MISSION HILLS    KS  662081211    ...               NaN   \n",
       "C00000422                 DALLAS    TX  752404908    ...               NaN   \n",
       "C00000422              ARLINGTON    VA  222012837    ...               NaN   \n",
       "C00000422             PROVIDENCE    RI  029052429    ...               NaN   \n",
       "C00000422              GALVESTON    TX  775515932    ...               NaN   \n",
       "C00000422                TOMBALL    TX  773778762    ...               NaN   \n",
       "C00000422                 FRESNO    CA  937012184    ...               NaN   \n",
       "C00000422              MORGANTON    NC  286555112    ...               NaN   \n",
       "C00000422               PORTLAND    OR  972256992    ...               NaN   \n",
       "C00000422              PALO ALTO    CA  943041207    ...               NaN   \n",
       "C00000422             WINDERMERE    FL  347865818    ...               NaN   \n",
       "C00000422           VERNON HILLS    IL  600611700    ...               NaN   \n",
       "C00000422                 SHARON    PA      16146    ...               NaN   \n",
       "C00000422             SAN RAFAEL    CA  949011729    ...               NaN   \n",
       "C00000422                BEL AIR    MD  210155620    ...               NaN   \n",
       "C00000422             ZANESVILLE    OH  437011487    ...               NaN   \n",
       "C00000422            SAINT LOUIS    MO  631283423    ...               NaN   \n",
       "C00000422              LA CROSSE    WI  546015467    ...               NaN   \n",
       "C00000422            NACOGDOCHES    TX  759632020    ...               NaN   \n",
       "C00000422                JACKSON    TN  383053032    ...               NaN   \n",
       "C00000422               MISSOULA    MT  598024003    ...               NaN   \n",
       "C00000422               MISSOULA    MT  598024003    ...               NaN   \n",
       "...                          ...   ...        ...    ...               ...   \n",
       "C90015413           WILLSEYVILLE    NY      13864    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015413               NEW YORK    NY      10038    ...               NaN   \n",
       "C90015512            SAN LEANDRO    CA      94577    ...               NaN   \n",
       "C90015512            SAN LEANDRO    CA      94577    ...               NaN   \n",
       "C90015512            SAN LEANDRO    CA      94577    ...               NaN   \n",
       "C90015512            SAN LEANDRO    CA      94577    ...               NaN   \n",
       "C90015512            SAN LEANDRO    CA      94577    ...               NaN   \n",
       "C90015512            SAN LEANDRO    CA      94577    ...               NaN   \n",
       "C90015603               SANTA FE    NM      87506    ...               NaN   \n",
       "C90015603                    NaN   NaN        NaN    ...               NaN   \n",
       "C90015603                    NaN   NaN        NaN    ...               NaN   \n",
       "C90015603                    NaN   NaN        NaN    ...               NaN   \n",
       "C90015611                HAMPTON    CT       6247    ...               NaN   \n",
       "C90015611                 ALBANY    NY      12207    ...               NaN   \n",
       "C90015744             CORRALITOS    CA      95076    ...               NaN   \n",
       "C90015959             MIDDLEBURG    PA      17842    ...               NaN   \n",
       "C90015967  ROLLING HILLS ESTATES    CA      90274    ...               NaN   \n",
       "C99002396        WEST BLOOMFIELD    MI      48322    ...               NaN   \n",
       "C99002396                MOSINEE    WI      54455    ...               NaN   \n",
       "C99002396            TOWER LAKES    IL      60010    ...               NaN   \n",
       "\n",
       "          CAND_OFFICE  CAND_OFFICE_DISTRICT  CAND_ICI CAND_STATUS CAND_ST1  \\\n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000059         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "C00000422         NaN                   NaN       NaN         NaN      NaN   \n",
       "...               ...                   ...       ...         ...      ...   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015413         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015512         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015512         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015512         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015512         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015512         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015512         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015603         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015603         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015603         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015603         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015611         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015611         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015744         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015959         NaN                   NaN       NaN         NaN      NaN   \n",
       "C90015967         NaN                   NaN       NaN         NaN      NaN   \n",
       "C99002396         NaN                   NaN       NaN         NaN      NaN   \n",
       "C99002396         NaN                   NaN       NaN         NaN      NaN   \n",
       "C99002396         NaN                   NaN       NaN         NaN      NaN   \n",
       "\n",
       "           CAND_ST2 CAND_CITY CAND_ST  CAND_ZIP  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000059       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "C00000422       NaN       NaN     NaN       NaN  \n",
       "...             ...       ...     ...       ...  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015413       NaN       NaN     NaN       NaN  \n",
       "C90015512       NaN       NaN     NaN       NaN  \n",
       "C90015512       NaN       NaN     NaN       NaN  \n",
       "C90015512       NaN       NaN     NaN       NaN  \n",
       "C90015512       NaN       NaN     NaN       NaN  \n",
       "C90015512       NaN       NaN     NaN       NaN  \n",
       "C90015512       NaN       NaN     NaN       NaN  \n",
       "C90015603       NaN       NaN     NaN       NaN  \n",
       "C90015603       NaN       NaN     NaN       NaN  \n",
       "C90015603       NaN       NaN     NaN       NaN  \n",
       "C90015603       NaN       NaN     NaN       NaN  \n",
       "C90015611       NaN       NaN     NaN       NaN  \n",
       "C90015611       NaN       NaN     NaN       NaN  \n",
       "C90015744       NaN       NaN     NaN       NaN  \n",
       "C90015959       NaN       NaN     NaN       NaN  \n",
       "C90015967       NaN       NaN     NaN       NaN  \n",
       "C99002396       NaN       NaN     NaN       NaN  \n",
       "C99002396       NaN       NaN     NaN       NaN  \n",
       "C99002396       NaN       NaN     NaN       NaN  \n",
       "\n",
       "[2315496 rows x 34 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations.set_index('CMTE_ID').join(\n",
    "    candidates.set_index('CAND_PCC'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, not a great sign. It looks like our committee IDs don't properly match. Let's try joining on the candidates table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AMNDT_IND</th>\n",
       "      <th>RPT_TP</th>\n",
       "      <th>TRANSACTION_PGI</th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_TP</th>\n",
       "      <th>ENTITY_TP</th>\n",
       "      <th>NAME</th>\n",
       "      <th>CITY</th>\n",
       "      <th>STATE</th>\n",
       "      <th>ZIP_CODE</th>\n",
       "      <th>...</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C00002592</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>H</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>W 726 6TH AVENUE #301</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SPOKANE</td>\n",
       "      <td>WA</td>\n",
       "      <td>99204.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00002600</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>MI</td>\n",
       "      <td>H</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>700 13TH STREET, N.W.</td>\n",
       "      <td>SUITE 600</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00005041</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OH</td>\n",
       "      <td>H</td>\n",
       "      <td>16.0</td>\n",
       "      <td>C</td>\n",
       "      <td>P</td>\n",
       "      <td>8787 ERIE AVENUE SW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NAVARRE</td>\n",
       "      <td>OH</td>\n",
       "      <td>44662.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>TRICHE, CLARENCE</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>70345</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>WHITE, III, ROGER</td>\n",
       "      <td>HOUMA</td>\n",
       "      <td>LA</td>\n",
       "      <td>70360</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>ZANE, CURTIS</td>\n",
       "      <td>MC LEAN</td>\n",
       "      <td>VA</td>\n",
       "      <td>2.21012e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>ALCALDE, RICHARD</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>2.00032e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BERTOSON, TODD</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>2.00025e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BORDELON, BENJAMIN</td>\n",
       "      <td>RACELAND</td>\n",
       "      <td>LA</td>\n",
       "      <td>70394</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BROWN, ANN</td>\n",
       "      <td>FAIRBANKS</td>\n",
       "      <td>AK</td>\n",
       "      <td>99709</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BURNETT, WALLACE</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20001</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BUSSELL, CHARLES</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>9.95091e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHAPMAN, COLIN</td>\n",
       "      <td>ARDMORE</td>\n",
       "      <td>OK</td>\n",
       "      <td>73401</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, CAROLYN</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, CASEY</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.03454e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, DAMON</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, DINO</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, GARY</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, ROSS</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>70345</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST AUSTIN, DIONNE</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>70345</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>COMPEAU, CRAIG</td>\n",
       "      <td>FAIRBANKS</td>\n",
       "      <td>AK</td>\n",
       "      <td>99709</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CREEK INDIANS, POARCH BAND</td>\n",
       "      <td>ATMORE</td>\n",
       "      <td>AL</td>\n",
       "      <td>36502</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FEHRENBACH, JOHN</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22302</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FROEHLICH, KALEB</td>\n",
       "      <td>JUNEAU</td>\n",
       "      <td>AK</td>\n",
       "      <td>99801</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KOMPKOFF, GABRIEL</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99516</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>GILMAN, BRADLEY</td>\n",
       "      <td>VIENNA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22180</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>GILMAN, BRADLEY</td>\n",
       "      <td>VIENNA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22180</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HENRY, CYNTHIA</td>\n",
       "      <td>FAIRBANKS</td>\n",
       "      <td>AK</td>\n",
       "      <td>9.97095e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>JONES JR., ROY</td>\n",
       "      <td>SPRINGFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>22152</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>1.595112e+10</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>LUKIN, SARAH</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99516</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</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",
       "      <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>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OH</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>2516 SOUTH MAIN STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FINDLAY</td>\n",
       "      <td>OH</td>\n",
       "      <td>45840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OK</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>P.O. BOX 2344</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORMAN</td>\n",
       "      <td>OK</td>\n",
       "      <td>73070.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OK</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>P.O. BOX 19721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OKLAHOMA CITY</td>\n",
       "      <td>OK</td>\n",
       "      <td>73154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OK</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>5862 S PITTSBURG AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TULSA</td>\n",
       "      <td>OK</td>\n",
       "      <td>74135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OK</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>8324 S BROADWAY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GUTHRIE</td>\n",
       "      <td>OK</td>\n",
       "      <td>73044.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OR</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>406 THORNTON CREEK ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TOLEDO</td>\n",
       "      <td>OR</td>\n",
       "      <td>97391.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OR</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>12715 SE REEDWAY STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PORTLAND</td>\n",
       "      <td>OR</td>\n",
       "      <td>97236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OR</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>640 15TH STREET NE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SALEM</td>\n",
       "      <td>OR</td>\n",
       "      <td>97301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OR</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>2060 MILL CREEK DRIVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PROSPECT</td>\n",
       "      <td>OR</td>\n",
       "      <td>97536.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>OR</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>P.O. BOX 2063</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SANDY</td>\n",
       "      <td>OR</td>\n",
       "      <td>97055.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>PA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>PO BOX 61335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HARRISBURG</td>\n",
       "      <td>PA</td>\n",
       "      <td>171061335.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>PA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>23 HARMIL ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BROOMALL</td>\n",
       "      <td>PA</td>\n",
       "      <td>19008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>SC</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>7 MAPLE COURT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BLUFFTON</td>\n",
       "      <td>SC</td>\n",
       "      <td>29909.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>SC</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>SC</td>\n",
       "      <td>29223.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>SD</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>PO BOX 61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>YANKTON</td>\n",
       "      <td>SD</td>\n",
       "      <td>57078.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>UT</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>P.O. BOX 164</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PROVO</td>\n",
       "      <td>UT</td>\n",
       "      <td>846030164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>UT</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>5526 WEST 13400 SOUTH #30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HERRIMAN</td>\n",
       "      <td>UT</td>\n",
       "      <td>84096.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>UT</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>P.O. BOX 1832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SALT LAKE CITY</td>\n",
       "      <td>UT</td>\n",
       "      <td>84110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>VT</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>PO BOX 215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BRATTLEBORO</td>\n",
       "      <td>VT</td>\n",
       "      <td>5303.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>VT</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>PO BOX 121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHELSEA</td>\n",
       "      <td>VT</td>\n",
       "      <td>5038.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>16925 9TH AVE SE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MILL CREEK</td>\n",
       "      <td>WA</td>\n",
       "      <td>98012.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>411 UNIVERSITY STREET #1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>3501 HIGHWAY 211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEWPORT</td>\n",
       "      <td>WA</td>\n",
       "      <td>99156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>1522 EVANSTON COURT NE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLYMPIA</td>\n",
       "      <td>WA</td>\n",
       "      <td>98506.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>P.O. BOX 61184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>1004 COMMERCIAL AVENUE #537</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANACORTES</td>\n",
       "      <td>WA</td>\n",
       "      <td>98221.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>233 SW 186TH STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORMANDY</td>\n",
       "      <td>WA</td>\n",
       "      <td>98166.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>P.O. BOX 1651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LYNNWOOD</td>\n",
       "      <td>WA</td>\n",
       "      <td>98046.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WA</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>5507 ORINLE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASCO</td>\n",
       "      <td>WA</td>\n",
       "      <td>99301.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>WI</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C</td>\n",
       "      <td>N</td>\n",
       "      <td>10705 67TH STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KENOSHA</td>\n",
       "      <td>WI</td>\n",
       "      <td>53142.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1247150 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          AMNDT_IND RPT_TP TRANSACTION_PGI     IMAGE_NUM TRANSACTION_TP  \\\n",
       "C00002592       NaN    NaN             NaN           NaN            NaN   \n",
       "C00002600       NaN    NaN             NaN           NaN            NaN   \n",
       "C00005041       NaN    NaN             NaN           NaN            NaN   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "C00012229         N     Q1               P  1.595112e+10             15   \n",
       "...             ...    ...             ...           ...            ...   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "NaN             NaN    NaN             NaN           NaN            NaN   \n",
       "\n",
       "          ENTITY_TP                        NAME         CITY STATE  \\\n",
       "C00002592       NaN                         NaN          NaN   NaN   \n",
       "C00002600       NaN                         NaN          NaN   NaN   \n",
       "C00005041       NaN                         NaN          NaN   NaN   \n",
       "C00012229       IND            TRICHE, CLARENCE      CUT OFF    LA   \n",
       "C00012229       IND           WHITE, III, ROGER        HOUMA    LA   \n",
       "C00012229       IND                ZANE, CURTIS      MC LEAN    VA   \n",
       "C00012229       IND            ALCALDE, RICHARD   WASHINGTON    DC   \n",
       "C00012229       IND              BERTOSON, TODD   WASHINGTON    DC   \n",
       "C00012229       IND          BORDELON, BENJAMIN     RACELAND    LA   \n",
       "C00012229       IND                  BROWN, ANN    FAIRBANKS    AK   \n",
       "C00012229       IND            BURNETT, WALLACE   WASHINGTON    DC   \n",
       "C00012229       IND            BUSSELL, CHARLES    ANCHORAGE    AK   \n",
       "C00012229       IND              CHAPMAN, COLIN      ARDMORE    OK   \n",
       "C00012229       IND            CHOUEST, CAROLYN     GALLIANO    LA   \n",
       "C00012229       IND              CHOUEST, CASEY      CUT OFF    LA   \n",
       "C00012229       IND              CHOUEST, DAMON     GALLIANO    LA   \n",
       "C00012229       IND               CHOUEST, DINO     GALLIANO    LA   \n",
       "C00012229       IND               CHOUEST, GARY     GALLIANO    LA   \n",
       "C00012229       IND               CHOUEST, ROSS      CUT OFF    LA   \n",
       "C00012229       IND      CHOUEST AUSTIN, DIONNE      CUT OFF    LA   \n",
       "C00012229       IND              COMPEAU, CRAIG    FAIRBANKS    AK   \n",
       "C00012229       IND  CREEK INDIANS, POARCH BAND       ATMORE    AL   \n",
       "C00012229       IND            FEHRENBACH, JOHN   ALEXANDRIA    VA   \n",
       "C00012229       IND            FROEHLICH, KALEB       JUNEAU    AK   \n",
       "C00012229       IND           KOMPKOFF, GABRIEL    ANCHORAGE    AK   \n",
       "C00012229       IND             GILMAN, BRADLEY       VIENNA    VA   \n",
       "C00012229       IND             GILMAN, BRADLEY       VIENNA    VA   \n",
       "C00012229       IND              HENRY, CYNTHIA    FAIRBANKS    AK   \n",
       "C00012229       IND              JONES JR., ROY  SPRINGFIELD    VA   \n",
       "C00012229       IND                LUKIN, SARAH    ANCHORAGE    AK   \n",
       "...             ...                         ...          ...   ...   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "NaN             NaN                         NaN          NaN   NaN   \n",
       "\n",
       "              ZIP_CODE     ...      CAND_OFFICE_ST CAND_OFFICE  \\\n",
       "C00002592          NaN     ...                  WA           H   \n",
       "C00002600          NaN     ...                  MI           H   \n",
       "C00005041          NaN     ...                  OH           H   \n",
       "C00012229        70345     ...                  AK           H   \n",
       "C00012229        70360     ...                  AK           H   \n",
       "C00012229  2.21012e+08     ...                  AK           H   \n",
       "C00012229  2.00032e+08     ...                  AK           H   \n",
       "C00012229  2.00025e+08     ...                  AK           H   \n",
       "C00012229        70394     ...                  AK           H   \n",
       "C00012229        99709     ...                  AK           H   \n",
       "C00012229        20001     ...                  AK           H   \n",
       "C00012229  9.95091e+08     ...                  AK           H   \n",
       "C00012229        73401     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229  7.03454e+08     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229        70345     ...                  AK           H   \n",
       "C00012229        70345     ...                  AK           H   \n",
       "C00012229        99709     ...                  AK           H   \n",
       "C00012229        36502     ...                  AK           H   \n",
       "C00012229        22302     ...                  AK           H   \n",
       "C00012229        99801     ...                  AK           H   \n",
       "C00012229        99516     ...                  AK           H   \n",
       "C00012229        22180     ...                  AK           H   \n",
       "C00012229        22180     ...                  AK           H   \n",
       "C00012229  9.97095e+08     ...                  AK           H   \n",
       "C00012229        22152     ...                  AK           H   \n",
       "C00012229        99516     ...                  AK           H   \n",
       "...                ...     ...                 ...         ...   \n",
       "NaN                NaN     ...                  OH           S   \n",
       "NaN                NaN     ...                  OK           S   \n",
       "NaN                NaN     ...                  OK           S   \n",
       "NaN                NaN     ...                  OK           S   \n",
       "NaN                NaN     ...                  OK           S   \n",
       "NaN                NaN     ...                  OR           S   \n",
       "NaN                NaN     ...                  OR           S   \n",
       "NaN                NaN     ...                  OR           S   \n",
       "NaN                NaN     ...                  OR           S   \n",
       "NaN                NaN     ...                  OR           S   \n",
       "NaN                NaN     ...                  PA           S   \n",
       "NaN                NaN     ...                  PA           S   \n",
       "NaN                NaN     ...                  SC           S   \n",
       "NaN                NaN     ...                  SC           S   \n",
       "NaN                NaN     ...                  SD           S   \n",
       "NaN                NaN     ...                  UT           S   \n",
       "NaN                NaN     ...                  UT           S   \n",
       "NaN                NaN     ...                  UT           S   \n",
       "NaN                NaN     ...                  VT           S   \n",
       "NaN                NaN     ...                  VT           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WA           S   \n",
       "NaN                NaN     ...                  WI           S   \n",
       "\n",
       "           CAND_OFFICE_DISTRICT  CAND_ICI CAND_STATUS  \\\n",
       "C00002592                   5.0         C           P   \n",
       "C00002600                  12.0         C           P   \n",
       "C00005041                  16.0         C           P   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "C00012229                   0.0         I           C   \n",
       "...                         ...       ...         ...   \n",
       "NaN                         0.0       NaN           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0       NaN           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0       NaN           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "NaN                         0.0         C           N   \n",
       "\n",
       "                              CAND_ST1   CAND_ST2       CAND_CITY CAND_ST  \\\n",
       "C00002592        W 726 6TH AVENUE #301        NaN         SPOKANE      WA   \n",
       "C00002600        700 13TH STREET, N.W.  SUITE 600      WASHINGTON      DC   \n",
       "C00005041          8787 ERIE AVENUE SW        NaN         NAVARRE      OH   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "C00012229           2504 FAIR BANKS ST        NaN       ANCHORAGE      AK   \n",
       "...                                ...        ...             ...     ...   \n",
       "NaN            2516 SOUTH MAIN STREET         NaN         FINDLAY      OH   \n",
       "NaN                      P.O. BOX 2344        NaN          NORMAN      OK   \n",
       "NaN                     P.O. BOX 19721        NaN   OKLAHOMA CITY      OK   \n",
       "NaN            5862 S PITTSBURG AVENUE        NaN          TULSA       OK   \n",
       "NaN                   8324 S BROADWAY         NaN         GUTHRIE      OK   \n",
       "NaN            406 THORNTON CREEK ROAD        NaN          TOLEDO      OR   \n",
       "NaN            12715 SE REEDWAY STREET        NaN        PORTLAND      OR   \n",
       "NaN                 640 15TH STREET NE        NaN           SALEM      OR   \n",
       "NaN              2060 MILL CREEK DRIVE        NaN        PROSPECT      OR   \n",
       "NaN                      P.O. BOX 2063        NaN           SANDY      OR   \n",
       "NaN                       PO BOX 61335        NaN      HARRISBURG      PA   \n",
       "NaN                     23 HARMIL ROAD        NaN        BROOMALL      PA   \n",
       "NaN                     7 MAPLE COURT         NaN       BLUFFTON       SC   \n",
       "NaN                                NaN        NaN        COLUMBIA      SC   \n",
       "NaN                          PO BOX 61        NaN         YANKTON      SD   \n",
       "NaN                      P.O. BOX 164         NaN           PROVO      UT   \n",
       "NaN          5526 WEST 13400 SOUTH #30        NaN        HERRIMAN      UT   \n",
       "NaN                     P.O. BOX 1832         NaN  SALT LAKE CITY      UT   \n",
       "NaN                         PO BOX 215        NaN     BRATTLEBORO      VT   \n",
       "NaN                         PO BOX 121        NaN         CHELSEA      VT   \n",
       "NaN                   16925 9TH AVE SE        NaN      MILL CREEK      WA   \n",
       "NaN        411 UNIVERSITY STREET #1200        NaN         SEATTLE      WA   \n",
       "NaN                   3501 HIGHWAY 211        NaN         NEWPORT      WA   \n",
       "NaN             1522 EVANSTON COURT NE        NaN         OLYMPIA      WA   \n",
       "NaN                     P.O. BOX 61184        NaN         SEATTLE      WA   \n",
       "NaN        1004 COMMERCIAL AVENUE #537        NaN       ANACORTES      WA   \n",
       "NaN               233 SW 186TH STREET         NaN       NORMANDY       WA   \n",
       "NaN                     P.O. BOX 1651         NaN       LYNNWOOD       WA   \n",
       "NaN                   5507 ORINLE LANE        NaN           PASCO      WA   \n",
       "NaN                  10705 67TH STREET        NaN         KENOSHA      WI   \n",
       "\n",
       "              CAND_ZIP  \n",
       "C00002592      99204.0  \n",
       "C00002600      20005.0  \n",
       "C00005041      44662.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "C00012229      99503.0  \n",
       "...                ...  \n",
       "NaN            45840.0  \n",
       "NaN            73070.0  \n",
       "NaN            73154.0  \n",
       "NaN            74135.0  \n",
       "NaN            73044.0  \n",
       "NaN            97391.0  \n",
       "NaN            97236.0  \n",
       "NaN            97301.0  \n",
       "NaN            97536.0  \n",
       "NaN            97055.0  \n",
       "NaN        171061335.0  \n",
       "NaN            19008.0  \n",
       "NaN            29909.0  \n",
       "NaN            29223.0  \n",
       "NaN            57078.0  \n",
       "NaN        846030164.0  \n",
       "NaN            84096.0  \n",
       "NaN            84110.0  \n",
       "NaN             5303.0  \n",
       "NaN             5038.0  \n",
       "NaN            98012.0  \n",
       "NaN            98101.0  \n",
       "NaN            99156.0  \n",
       "NaN            98506.0  \n",
       "NaN            98141.0  \n",
       "NaN            98221.0  \n",
       "NaN            98166.0  \n",
       "NaN            98046.0  \n",
       "NaN            99301.0  \n",
       "NaN            53142.0  \n",
       "\n",
       "[1247150 rows x 34 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations.set_index('CMTE_ID').join(\n",
    "    candidates.set_index('CAND_PCC'), how='right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is better, but now maybe I'm just curious about the candidates with donations, not the other ones without. We can use an inner join to do so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AMNDT_IND</th>\n",
       "      <th>RPT_TP</th>\n",
       "      <th>TRANSACTION_PGI</th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_TP</th>\n",
       "      <th>ENTITY_TP</th>\n",
       "      <th>NAME</th>\n",
       "      <th>CITY</th>\n",
       "      <th>STATE</th>\n",
       "      <th>ZIP_CODE</th>\n",
       "      <th>...</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120698</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>TRICHE, CLARENCE</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>70345</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120698</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>WHITE, III, ROGER</td>\n",
       "      <td>HOUMA</td>\n",
       "      <td>LA</td>\n",
       "      <td>70360</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120698</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>ZANE, CURTIS</td>\n",
       "      <td>MC LEAN</td>\n",
       "      <td>VA</td>\n",
       "      <td>2.21012e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120685</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>ALCALDE, RICHARD</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>2.00032e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120685</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BERTOSON, TODD</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>2.00025e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120685</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BORDELON, BENJAMIN</td>\n",
       "      <td>RACELAND</td>\n",
       "      <td>LA</td>\n",
       "      <td>70394</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120686</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BROWN, ANN</td>\n",
       "      <td>FAIRBANKS</td>\n",
       "      <td>AK</td>\n",
       "      <td>99709</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120686</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BURNETT, WALLACE</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20001</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120686</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BUSSELL, CHARLES</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>9.95091e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
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       "      <td>P</td>\n",
       "      <td>15951120687</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHAPMAN, COLIN</td>\n",
       "      <td>ARDMORE</td>\n",
       "      <td>OK</td>\n",
       "      <td>73401</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120687</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, CAROLYN</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120687</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, CASEY</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.03454e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120688</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, DAMON</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
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       "      <td>15951120688</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, DINO</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120688</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, GARY</td>\n",
       "      <td>GALLIANO</td>\n",
       "      <td>LA</td>\n",
       "      <td>7.0354e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120689</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST, ROSS</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>70345</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120689</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHOUEST AUSTIN, DIONNE</td>\n",
       "      <td>CUT OFF</td>\n",
       "      <td>LA</td>\n",
       "      <td>70345</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120689</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>COMPEAU, CRAIG</td>\n",
       "      <td>FAIRBANKS</td>\n",
       "      <td>AK</td>\n",
       "      <td>99709</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120690</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CREEK INDIANS, POARCH BAND</td>\n",
       "      <td>ATMORE</td>\n",
       "      <td>AL</td>\n",
       "      <td>36502</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120690</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FEHRENBACH, JOHN</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22302</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120690</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FROEHLICH, KALEB</td>\n",
       "      <td>JUNEAU</td>\n",
       "      <td>AK</td>\n",
       "      <td>99801</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120692</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KOMPKOFF, GABRIEL</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99516</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120691</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>GILMAN, BRADLEY</td>\n",
       "      <td>VIENNA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22180</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120691</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>GILMAN, BRADLEY</td>\n",
       "      <td>VIENNA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22180</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120691</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HENRY, CYNTHIA</td>\n",
       "      <td>FAIRBANKS</td>\n",
       "      <td>AK</td>\n",
       "      <td>9.97095e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120692</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>JONES JR., ROY</td>\n",
       "      <td>SPRINGFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>22152</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120692</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>LUKIN, SARAH</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99516</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120693</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MARKS, RICK</td>\n",
       "      <td>RESTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>20191</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120693</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MARRS, CARL</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>9.95084e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00012229</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>15951120693</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MCGUIRE, MARY LEE</td>\n",
       "      <td>HEATHSVILLE</td>\n",
       "      <td>VA</td>\n",
       "      <td>2.24734e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I</td>\n",
       "      <td>C</td>\n",
       "      <td>2504 FAIR BANKS ST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ANCHORAGE</td>\n",
       "      <td>AK</td>\n",
       "      <td>99503.0</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",
       "      <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>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461935</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CORDASCO, HEATHER</td>\n",
       "      <td>WILLIAMSBURG</td>\n",
       "      <td>VA</td>\n",
       "      <td>23185</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461935</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>DISOSWAY, JOHN J. MR. JR.</td>\n",
       "      <td>LOUISA</td>\n",
       "      <td>VA</td>\n",
       "      <td>23093</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461935</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>GALLAGHER, RONALD L. MR.</td>\n",
       "      <td>MECHANICSVILLE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23111</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461936</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HEDLUND, RONALD</td>\n",
       "      <td>RICHMOND</td>\n",
       "      <td>VA</td>\n",
       "      <td>23224</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461936</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>JI, JUN</td>\n",
       "      <td>GLEN ALLEN</td>\n",
       "      <td>VA</td>\n",
       "      <td>23059</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461936</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KEELER, ROBERT S. MR. JR.</td>\n",
       "      <td>BEAVERDAM</td>\n",
       "      <td>VA</td>\n",
       "      <td>23015</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461937</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KEMP, BRUCE</td>\n",
       "      <td>FAIRFAX</td>\n",
       "      <td>VA</td>\n",
       "      <td>22030</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461937</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MCCRAY, MICHAEL</td>\n",
       "      <td>SUTHERLAND</td>\n",
       "      <td>VA</td>\n",
       "      <td>23885</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461937</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MELENDEZ, ITAI</td>\n",
       "      <td>RICHMOND</td>\n",
       "      <td>VA</td>\n",
       "      <td>23230</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461938</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>OOSTDYK, DALE MR.</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23235</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461938</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>REGAN, ROXANN</td>\n",
       "      <td>CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23838</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461939</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>SIAS, MARLON-DAVID</td>\n",
       "      <td>HILL CITY</td>\n",
       "      <td>MN</td>\n",
       "      <td>55748</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461939</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>THOMPSON, DANIEL L. MR.</td>\n",
       "      <td>HENRICO</td>\n",
       "      <td>VA</td>\n",
       "      <td>23238</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615138</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017461939</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>WHITLOCK, JOHN MR.</td>\n",
       "      <td>RICHMOND</td>\n",
       "      <td>VA</td>\n",
       "      <td>23229</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>5912 OMO RD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NORTH CHESTERFIELD</td>\n",
       "      <td>VA</td>\n",
       "      <td>23234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604209014501778</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>CULPEPPER, TIMOTHY S.</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23321</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604209014501778</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>DRAGAS, HELEN ELIZABETH</td>\n",
       "      <td>VIRGINIA BEACH</td>\n",
       "      <td>VA</td>\n",
       "      <td>23451</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604209014501778</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>LUCAS, L. LOUISE</td>\n",
       "      <td>PORTSMOUTH</td>\n",
       "      <td>VA</td>\n",
       "      <td>23701</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604209014501779</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MALONE, MICHAEL LEON</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23321</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604209014501779</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MILLER, THOMAS</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233228619</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604209014501780</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>WRIGHT, CHENELLE E.</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233203367</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>A</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017460334</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FLYNN, GAYLE</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10075</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615187</th>\n",
       "      <td>A</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201606029017460335</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FULLER, DOUGLAS W.</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23322</td>\n",
       "      <td>...</td>\n",
       "      <td>VA</td>\n",
       "      <td>H</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>1517 PINE GROVE LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHESAPEAKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>233211800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155743</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BURROWS, KEN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89121</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155743</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>BUESCHER, MYRON</td>\n",
       "      <td>HENDERSON</td>\n",
       "      <td>NV</td>\n",
       "      <td>89015</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155743</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>WEINER, STEPHEN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89135</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155744</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>TEETER, VANESSA</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89148</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155744</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>KEPLINGER, RANDY</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89110</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155744</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>HENDERSON, RICK</td>\n",
       "      <td>SEDONA</td>\n",
       "      <td>AZ</td>\n",
       "      <td>86336</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155745</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>FOLSOM, BARRIE C</td>\n",
       "      <td>BLUE DIAMOND</td>\n",
       "      <td>NV</td>\n",
       "      <td>89004</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00615419</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604200200155745</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>MCDONOUGH, ANN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89146</td>\n",
       "      <td>...</td>\n",
       "      <td>NV</td>\n",
       "      <td>S</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>PO BOX 231930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LAS VEGAS</td>\n",
       "      <td>NV</td>\n",
       "      <td>89105.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1241295 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          AMNDT_IND RPT_TP TRANSACTION_PGI           IMAGE_NUM TRANSACTION_TP  \\\n",
       "C00012229         N     Q1               P         15951120698             15   \n",
       "C00012229         N     Q1               P         15951120698             15   \n",
       "C00012229         N     Q1               P         15951120698             15   \n",
       "C00012229         N     Q1               P         15951120685             15   \n",
       "C00012229         N     Q1               P         15951120685             15   \n",
       "C00012229         N     Q1               P         15951120685             15   \n",
       "C00012229         N     Q1               P         15951120686             15   \n",
       "C00012229         N     Q1               P         15951120686             15   \n",
       "C00012229         N     Q1               P         15951120686             15   \n",
       "C00012229         N     Q1               P         15951120687             15   \n",
       "C00012229         N     Q1               P         15951120687             15   \n",
       "C00012229         N     Q1               P         15951120687             15   \n",
       "C00012229         N     Q1               P         15951120688             15   \n",
       "C00012229         N     Q1               P         15951120688             15   \n",
       "C00012229         N     Q1               P         15951120688             15   \n",
       "C00012229         N     Q1               P         15951120689             15   \n",
       "C00012229         N     Q1               P         15951120689             15   \n",
       "C00012229         N     Q1               P         15951120689             15   \n",
       "C00012229         N     Q1               P         15951120690             15   \n",
       "C00012229         N     Q1               P         15951120690             15   \n",
       "C00012229         N     Q1               P         15951120690             15   \n",
       "C00012229         N     Q1               P         15951120692             15   \n",
       "C00012229         N     Q1               P         15951120691             15   \n",
       "C00012229         N     Q1               P         15951120691             15   \n",
       "C00012229         N     Q1               P         15951120691             15   \n",
       "C00012229         N     Q1               P         15951120692             15   \n",
       "C00012229         N     Q1               P         15951120692             15   \n",
       "C00012229         N     Q1               P         15951120693             15   \n",
       "C00012229         N     Q1               P         15951120693             15   \n",
       "C00012229         N     Q1               P         15951120693             15   \n",
       "...             ...    ...             ...                 ...            ...   \n",
       "C00615138         N    12P               P  201606029017461935             15   \n",
       "C00615138         N    12P               P  201606029017461935             15   \n",
       "C00615138         N    12P               P  201606029017461935             15   \n",
       "C00615138         N    12P               P  201606029017461936             15   \n",
       "C00615138         N    12P               P  201606029017461936             15   \n",
       "C00615138         N    12P               P  201606029017461936             15   \n",
       "C00615138         N    12P               P  201606029017461937             15   \n",
       "C00615138         N    12P               P  201606029017461937             15   \n",
       "C00615138         N    12P               P  201606029017461937             15   \n",
       "C00615138         N    12P               P  201606029017461938             15   \n",
       "C00615138         N    12P               P  201606029017461938             15   \n",
       "C00615138         N    12P               P  201606029017461939             15   \n",
       "C00615138         N    12P               P  201606029017461939             15   \n",
       "C00615138         N    12P               P  201606029017461939             15   \n",
       "C00615187         N     Q1               P  201604209014501778             15   \n",
       "C00615187         N     Q1               P  201604209014501778             15   \n",
       "C00615187         N     Q1               P  201604209014501778             15   \n",
       "C00615187         N     Q1               P  201604209014501779             15   \n",
       "C00615187         N     Q1               P  201604209014501779             15   \n",
       "C00615187         N     Q1               P  201604209014501780             15   \n",
       "C00615187         A    12P               P  201606029017460334             15   \n",
       "C00615187         A    12P               P  201606029017460335             15   \n",
       "C00615419         N     Q1               P  201604200200155743             15   \n",
       "C00615419         N     Q1               P  201604200200155743             15   \n",
       "C00615419         N     Q1               P  201604200200155743             15   \n",
       "C00615419         N     Q1               P  201604200200155744             15   \n",
       "C00615419         N     Q1               P  201604200200155744             15   \n",
       "C00615419         N     Q1               P  201604200200155744             15   \n",
       "C00615419         N     Q1               P  201604200200155745             15   \n",
       "C00615419         N     Q1               P  201604200200155745             15   \n",
       "\n",
       "          ENTITY_TP                        NAME                CITY STATE  \\\n",
       "C00012229       IND            TRICHE, CLARENCE             CUT OFF    LA   \n",
       "C00012229       IND           WHITE, III, ROGER               HOUMA    LA   \n",
       "C00012229       IND                ZANE, CURTIS             MC LEAN    VA   \n",
       "C00012229       IND            ALCALDE, RICHARD          WASHINGTON    DC   \n",
       "C00012229       IND              BERTOSON, TODD          WASHINGTON    DC   \n",
       "C00012229       IND          BORDELON, BENJAMIN            RACELAND    LA   \n",
       "C00012229       IND                  BROWN, ANN           FAIRBANKS    AK   \n",
       "C00012229       IND            BURNETT, WALLACE          WASHINGTON    DC   \n",
       "C00012229       IND            BUSSELL, CHARLES           ANCHORAGE    AK   \n",
       "C00012229       IND              CHAPMAN, COLIN             ARDMORE    OK   \n",
       "C00012229       IND            CHOUEST, CAROLYN            GALLIANO    LA   \n",
       "C00012229       IND              CHOUEST, CASEY             CUT OFF    LA   \n",
       "C00012229       IND              CHOUEST, DAMON            GALLIANO    LA   \n",
       "C00012229       IND               CHOUEST, DINO            GALLIANO    LA   \n",
       "C00012229       IND               CHOUEST, GARY            GALLIANO    LA   \n",
       "C00012229       IND               CHOUEST, ROSS             CUT OFF    LA   \n",
       "C00012229       IND      CHOUEST AUSTIN, DIONNE             CUT OFF    LA   \n",
       "C00012229       IND              COMPEAU, CRAIG           FAIRBANKS    AK   \n",
       "C00012229       IND  CREEK INDIANS, POARCH BAND              ATMORE    AL   \n",
       "C00012229       IND            FEHRENBACH, JOHN          ALEXANDRIA    VA   \n",
       "C00012229       IND            FROEHLICH, KALEB              JUNEAU    AK   \n",
       "C00012229       IND           KOMPKOFF, GABRIEL           ANCHORAGE    AK   \n",
       "C00012229       IND             GILMAN, BRADLEY              VIENNA    VA   \n",
       "C00012229       IND             GILMAN, BRADLEY              VIENNA    VA   \n",
       "C00012229       IND              HENRY, CYNTHIA           FAIRBANKS    AK   \n",
       "C00012229       IND              JONES JR., ROY         SPRINGFIELD    VA   \n",
       "C00012229       IND                LUKIN, SARAH           ANCHORAGE    AK   \n",
       "C00012229       IND                 MARKS, RICK              RESTON    VA   \n",
       "C00012229       IND                 MARRS, CARL           ANCHORAGE    AK   \n",
       "C00012229       IND           MCGUIRE, MARY LEE         HEATHSVILLE    VA   \n",
       "...             ...                         ...                 ...   ...   \n",
       "C00615138       IND           CORDASCO, HEATHER        WILLIAMSBURG    VA   \n",
       "C00615138       IND   DISOSWAY, JOHN J. MR. JR.              LOUISA    VA   \n",
       "C00615138       IND    GALLAGHER, RONALD L. MR.      MECHANICSVILLE    VA   \n",
       "C00615138       IND             HEDLUND, RONALD            RICHMOND    VA   \n",
       "C00615138       IND                     JI, JUN          GLEN ALLEN    VA   \n",
       "C00615138       IND   KEELER, ROBERT S. MR. JR.           BEAVERDAM    VA   \n",
       "C00615138       IND                 KEMP, BRUCE             FAIRFAX    VA   \n",
       "C00615138       IND             MCCRAY, MICHAEL          SUTHERLAND    VA   \n",
       "C00615138       IND              MELENDEZ, ITAI            RICHMOND    VA   \n",
       "C00615138       IND           OOSTDYK, DALE MR.  NORTH CHESTERFIELD    VA   \n",
       "C00615138       IND               REGAN, ROXANN        CHESTERFIELD    VA   \n",
       "C00615138       IND          SIAS, MARLON-DAVID           HILL CITY    MN   \n",
       "C00615138       IND     THOMPSON, DANIEL L. MR.             HENRICO    VA   \n",
       "C00615138       IND          WHITLOCK, JOHN MR.            RICHMOND    VA   \n",
       "C00615187       IND       CULPEPPER, TIMOTHY S.          CHESAPEAKE    VA   \n",
       "C00615187       IND     DRAGAS, HELEN ELIZABETH      VIRGINIA BEACH    VA   \n",
       "C00615187       IND            LUCAS, L. LOUISE          PORTSMOUTH    VA   \n",
       "C00615187       IND        MALONE, MICHAEL LEON          CHESAPEAKE    VA   \n",
       "C00615187       IND              MILLER, THOMAS          CHESAPEAKE    VA   \n",
       "C00615187       IND         WRIGHT, CHENELLE E.          CHESAPEAKE    VA   \n",
       "C00615187       IND                FLYNN, GAYLE            NEW YORK    NY   \n",
       "C00615187       IND          FULLER, DOUGLAS W.          CHESAPEAKE    VA   \n",
       "C00615419       IND                BURROWS, KEN           LAS VEGAS    NV   \n",
       "C00615419       IND             BUESCHER, MYRON           HENDERSON    NV   \n",
       "C00615419       IND             WEINER, STEPHEN           LAS VEGAS    NV   \n",
       "C00615419       IND             TEETER, VANESSA           LAS VEGAS    NV   \n",
       "C00615419       IND            KEPLINGER, RANDY           LAS VEGAS    NV   \n",
       "C00615419       IND             HENDERSON, RICK              SEDONA    AZ   \n",
       "C00615419       IND            FOLSOM, BARRIE C        BLUE DIAMOND    NV   \n",
       "C00615419       IND              MCDONOUGH, ANN           LAS VEGAS    NV   \n",
       "\n",
       "              ZIP_CODE     ...      CAND_OFFICE_ST CAND_OFFICE  \\\n",
       "C00012229        70345     ...                  AK           H   \n",
       "C00012229        70360     ...                  AK           H   \n",
       "C00012229  2.21012e+08     ...                  AK           H   \n",
       "C00012229  2.00032e+08     ...                  AK           H   \n",
       "C00012229  2.00025e+08     ...                  AK           H   \n",
       "C00012229        70394     ...                  AK           H   \n",
       "C00012229        99709     ...                  AK           H   \n",
       "C00012229        20001     ...                  AK           H   \n",
       "C00012229  9.95091e+08     ...                  AK           H   \n",
       "C00012229        73401     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229  7.03454e+08     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229   7.0354e+08     ...                  AK           H   \n",
       "C00012229        70345     ...                  AK           H   \n",
       "C00012229        70345     ...                  AK           H   \n",
       "C00012229        99709     ...                  AK           H   \n",
       "C00012229        36502     ...                  AK           H   \n",
       "C00012229        22302     ...                  AK           H   \n",
       "C00012229        99801     ...                  AK           H   \n",
       "C00012229        99516     ...                  AK           H   \n",
       "C00012229        22180     ...                  AK           H   \n",
       "C00012229        22180     ...                  AK           H   \n",
       "C00012229  9.97095e+08     ...                  AK           H   \n",
       "C00012229        22152     ...                  AK           H   \n",
       "C00012229        99516     ...                  AK           H   \n",
       "C00012229        20191     ...                  AK           H   \n",
       "C00012229  9.95084e+08     ...                  AK           H   \n",
       "C00012229  2.24734e+08     ...                  AK           H   \n",
       "...                ...     ...                 ...         ...   \n",
       "C00615138        23185     ...                  VA           H   \n",
       "C00615138        23093     ...                  VA           H   \n",
       "C00615138        23111     ...                  VA           H   \n",
       "C00615138        23224     ...                  VA           H   \n",
       "C00615138        23059     ...                  VA           H   \n",
       "C00615138        23015     ...                  VA           H   \n",
       "C00615138        22030     ...                  VA           H   \n",
       "C00615138        23885     ...                  VA           H   \n",
       "C00615138        23230     ...                  VA           H   \n",
       "C00615138        23235     ...                  VA           H   \n",
       "C00615138        23838     ...                  VA           H   \n",
       "C00615138        55748     ...                  VA           H   \n",
       "C00615138        23238     ...                  VA           H   \n",
       "C00615138        23229     ...                  VA           H   \n",
       "C00615187        23321     ...                  VA           H   \n",
       "C00615187        23451     ...                  VA           H   \n",
       "C00615187        23701     ...                  VA           H   \n",
       "C00615187        23321     ...                  VA           H   \n",
       "C00615187    233228619     ...                  VA           H   \n",
       "C00615187    233203367     ...                  VA           H   \n",
       "C00615187        10075     ...                  VA           H   \n",
       "C00615187        23322     ...                  VA           H   \n",
       "C00615419        89121     ...                  NV           S   \n",
       "C00615419        89015     ...                  NV           S   \n",
       "C00615419        89135     ...                  NV           S   \n",
       "C00615419        89148     ...                  NV           S   \n",
       "C00615419        89110     ...                  NV           S   \n",
       "C00615419        86336     ...                  NV           S   \n",
       "C00615419        89004     ...                  NV           S   \n",
       "C00615419        89146     ...                  NV           S   \n",
       "\n",
       "           CAND_OFFICE_DISTRICT  CAND_ICI CAND_STATUS              CAND_ST1  \\\n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "C00012229                   0.0         I           C    2504 FAIR BANKS ST   \n",
       "...                         ...       ...         ...                   ...   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615138                   4.0         C           C           5912 OMO RD   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615187                   4.0         C           C  1517 PINE GROVE LANE   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "C00615419                   0.0         O           C         PO BOX 231930   \n",
       "\n",
       "           CAND_ST2           CAND_CITY CAND_ST     CAND_ZIP  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "C00012229       NaN           ANCHORAGE      AK      99503.0  \n",
       "...             ...                 ...     ...          ...  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615138       NaN  NORTH CHESTERFIELD      VA      23234.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615187       NaN          CHESAPEAKE      VA  233211800.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "C00615419       NaN           LAS VEGAS      NV      89105.0  \n",
       "\n",
       "[1241295 rows x 34 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donations.set_index('CMTE_ID').join(\n",
    "    candidates.set_index('CAND_PCC'), how='inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is looking better, let's save the output to a new combined dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cand_donations = donations.set_index('CMTE_ID').join(\n",
    "    candidates.set_index('CAND_PCC'), how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/katharine/.virtualenv/py3_datawrangling/lib/python3.4/site-packages/numpy/lib/function_base.py:3823: RuntimeWarning: Invalid value encountered in percentile\n",
      "  RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_DT</th>\n",
       "      <th>TRANSACTION_AMT</th>\n",
       "      <th>FILE_NUM</th>\n",
       "      <th>SUB_ID</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.241295e+06</td>\n",
       "      <td>1.241285e+06</td>\n",
       "      <td>1.241295e+06</td>\n",
       "      <td>1.241295e+06</td>\n",
       "      <td>1.241295e+06</td>\n",
       "      <td>1.241295e+06</td>\n",
       "      <td>1.241295e+06</td>\n",
       "      <td>1.107137e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.936876e+17</td>\n",
       "      <td>5.503804e+06</td>\n",
       "      <td>6.896393e+02</td>\n",
       "      <td>1.054001e+06</td>\n",
       "      <td>3.687118e+18</td>\n",
       "      <td>2.015988e+03</td>\n",
       "      <td>2.618055e+00</td>\n",
       "      <td>4.434631e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.910647e+16</td>\n",
       "      <td>3.047476e+06</td>\n",
       "      <td>2.431787e+04</td>\n",
       "      <td>1.058150e+05</td>\n",
       "      <td>8.540655e+17</td>\n",
       "      <td>6.916851e-01</td>\n",
       "      <td>6.840521e+00</td>\n",
       "      <td>1.601111e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.402120e+10</td>\n",
       "      <td>4.103100e+04</td>\n",
       "      <td>-1.080000e+04</td>\n",
       "      <td>-9.418228e+06</td>\n",
       "      <td>1.010520e+18</td>\n",
       "      <td>2.002000e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.030000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.016010e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000e+01</td>\n",
       "      <td>1.038076e+06</td>\n",
       "      <td>4.032120e+18</td>\n",
       "      <td>2.016000e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.016042e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.500000e+02</td>\n",
       "      <td>1.063551e+06</td>\n",
       "      <td>4.051720e+18</td>\n",
       "      <td>2.016000e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.016052e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+03</td>\n",
       "      <td>1.073715e+06</td>\n",
       "      <td>4.060220e+18</td>\n",
       "      <td>2.016000e+03</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.016060e+17</td>\n",
       "      <td>1.231202e+07</td>\n",
       "      <td>2.656953e+07</td>\n",
       "      <td>1.075942e+06</td>\n",
       "      <td>4.122920e+18</td>\n",
       "      <td>2.020000e+03</td>\n",
       "      <td>5.300000e+01</td>\n",
       "      <td>9.894498e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          IMAGE_NUM  TRANSACTION_DT  TRANSACTION_AMT      FILE_NUM  \\\n",
       "count  1.241295e+06    1.241285e+06     1.241295e+06  1.241295e+06   \n",
       "mean   1.936876e+17    5.503804e+06     6.896393e+02  1.054001e+06   \n",
       "std    3.910647e+16    3.047476e+06     2.431787e+04  1.058150e+05   \n",
       "min    1.402120e+10    4.103100e+04    -1.080000e+04 -9.418228e+06   \n",
       "25%    2.016010e+17             NaN     4.000000e+01  1.038076e+06   \n",
       "50%    2.016042e+17             NaN     2.500000e+02  1.063551e+06   \n",
       "75%    2.016052e+17             NaN     1.000000e+03  1.073715e+06   \n",
       "max    2.016060e+17    1.231202e+07     2.656953e+07  1.075942e+06   \n",
       "\n",
       "             SUB_ID  CAND_ELECTION_YR  CAND_OFFICE_DISTRICT      CAND_ZIP  \n",
       "count  1.241295e+06      1.241295e+06          1.241295e+06  1.107137e+06  \n",
       "mean   3.687118e+18      2.015988e+03          2.618055e+00  4.434631e+07  \n",
       "std    8.540655e+17      6.916851e-01          6.840521e+00  1.601111e+08  \n",
       "min    1.010520e+18      2.002000e+03          0.000000e+00  6.030000e+02  \n",
       "25%    4.032120e+18      2.016000e+03          0.000000e+00           NaN  \n",
       "50%    4.051720e+18      2.016000e+03          0.000000e+00           NaN  \n",
       "75%    4.060220e+18      2.016000e+03          1.000000e+00           NaN  \n",
       "max    4.122920e+18      2.020000e+03          5.300000e+01  9.894498e+08  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  1.24129400e+06,   0.00000000e+00,   0.00000000e+00,\n",
       "          0.00000000e+00,   0.00000000e+00,   0.00000000e+00,\n",
       "          0.00000000e+00,   0.00000000e+00,   0.00000000e+00,\n",
       "          1.00000000e+00]),\n",
       " array([ -1.08000000e+04,   2.64723300e+06,   5.30526600e+06,\n",
       "          7.96329900e+06,   1.06213320e+07,   1.32793650e+07,\n",
       "          1.59373980e+07,   1.85954310e+07,   2.12534640e+07,\n",
       "          2.39114970e+07,   2.65695300e+07]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pzTPl01/tFNfzSZa00i8ATwHbgOtbbTVwX2tvA1a2O7rOBy4AHmunyA4mWdYu3K8aN2Z1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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f19f9a98c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(cand_donations['TRANSACTION_AMT'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26569530"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations['TRANSACTION_AMT'].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wow! Let's just check candidates with donations over a million USD.\n",
    "\n",
    "We can utilize [value_counts](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.value_counts.html) to give us a nice stacked chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AMNDT_IND</th>\n",
       "      <th>RPT_TP</th>\n",
       "      <th>TRANSACTION_PGI</th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_TP</th>\n",
       "      <th>ENTITY_TP</th>\n",
       "      <th>NAME</th>\n",
       "      <th>CITY</th>\n",
       "      <th>STATE</th>\n",
       "      <th>ZIP_CODE</th>\n",
       "      <th>...</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ICI</th>\n",
       "      <th>CAND_STATUS</th>\n",
       "      <th>CAND_ST1</th>\n",
       "      <th>CAND_ST2</th>\n",
       "      <th>CAND_CITY</th>\n",
       "      <th>CAND_ST</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C00577130</th>\n",
       "      <td>N</td>\n",
       "      <td>M3</td>\n",
       "      <td>P</td>\n",
       "      <td>201603209011925992</td>\n",
       "      <td>15E</td>\n",
       "      <td>ORG</td>\n",
       "      <td>UNITEMIZED TOTAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DC</td>\n",
       "      <td>00000</td>\n",
       "      <td>...</td>\n",
       "      <td>US</td>\n",
       "      <td>P</td>\n",
       "      <td>0.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>221 VAN PATTEN PKWY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BURLINGTON</td>\n",
       "      <td>VT</td>\n",
       "      <td>5408.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00592659</th>\n",
       "      <td>N</td>\n",
       "      <td>Q1</td>\n",
       "      <td>P</td>\n",
       "      <td>201604159012560980</td>\n",
       "      <td>15C</td>\n",
       "      <td>CAN</td>\n",
       "      <td>GONZALEZ, VICENTE</td>\n",
       "      <td>MCALLEN</td>\n",
       "      <td>TX</td>\n",
       "      <td>785040603</td>\n",
       "      <td>...</td>\n",
       "      <td>TX</td>\n",
       "      <td>H</td>\n",
       "      <td>15.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>P.O. BOX 720603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MCALLEN</td>\n",
       "      <td>TX</td>\n",
       "      <td>785040603.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00607952</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201604149012422390</td>\n",
       "      <td>15C</td>\n",
       "      <td>CAN</td>\n",
       "      <td>TRONE, DAVID</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>2.08542e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>MD</td>\n",
       "      <td>H</td>\n",
       "      <td>8.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>11417 SKIPWITH LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>20854.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00607952</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201604149012422391</td>\n",
       "      <td>15C</td>\n",
       "      <td>CAN</td>\n",
       "      <td>TRONE, DAVID</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>2.08542e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>MD</td>\n",
       "      <td>H</td>\n",
       "      <td>8.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>11417 SKIPWITH LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>20854.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00607952</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201604149012422392</td>\n",
       "      <td>15C</td>\n",
       "      <td>CAN</td>\n",
       "      <td>TRONE, DAVID</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>2.08542e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>MD</td>\n",
       "      <td>H</td>\n",
       "      <td>8.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>11417 SKIPWITH LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>20854.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C00607952</th>\n",
       "      <td>N</td>\n",
       "      <td>12P</td>\n",
       "      <td>P</td>\n",
       "      <td>201604149012422390</td>\n",
       "      <td>15C</td>\n",
       "      <td>CAN</td>\n",
       "      <td>TRONE, DAVID</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>2.08542e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>MD</td>\n",
       "      <td>H</td>\n",
       "      <td>8.0</td>\n",
       "      <td>O</td>\n",
       "      <td>C</td>\n",
       "      <td>11417 SKIPWITH LANE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POTOMAC</td>\n",
       "      <td>MD</td>\n",
       "      <td>20854.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          AMNDT_IND RPT_TP TRANSACTION_PGI           IMAGE_NUM TRANSACTION_TP  \\\n",
       "C00577130         N     M3               P  201603209011925992            15E   \n",
       "C00592659         N     Q1               P  201604159012560980            15C   \n",
       "C00607952         N    12P               P  201604149012422390            15C   \n",
       "C00607952         N    12P               P  201604149012422391            15C   \n",
       "C00607952         N    12P               P  201604149012422392            15C   \n",
       "C00607952         N    12P               P  201604149012422390            15C   \n",
       "\n",
       "          ENTITY_TP               NAME     CITY STATE     ZIP_CODE  \\\n",
       "C00577130       ORG   UNITEMIZED TOTAL      NaN    DC        00000   \n",
       "C00592659       CAN  GONZALEZ, VICENTE  MCALLEN    TX    785040603   \n",
       "C00607952       CAN       TRONE, DAVID  POTOMAC    MD  2.08542e+08   \n",
       "C00607952       CAN       TRONE, DAVID  POTOMAC    MD  2.08542e+08   \n",
       "C00607952       CAN       TRONE, DAVID  POTOMAC    MD  2.08542e+08   \n",
       "C00607952       CAN       TRONE, DAVID  POTOMAC    MD  2.08542e+08   \n",
       "\n",
       "              ...      CAND_OFFICE_ST CAND_OFFICE  CAND_OFFICE_DISTRICT  \\\n",
       "C00577130     ...                  US           P                   0.0   \n",
       "C00592659     ...                  TX           H                  15.0   \n",
       "C00607952     ...                  MD           H                   8.0   \n",
       "C00607952     ...                  MD           H                   8.0   \n",
       "C00607952     ...                  MD           H                   8.0   \n",
       "C00607952     ...                  MD           H                   8.0   \n",
       "\n",
       "           CAND_ICI CAND_STATUS             CAND_ST1  CAND_ST2   CAND_CITY  \\\n",
       "C00577130         O           C  221 VAN PATTEN PKWY       NaN  BURLINGTON   \n",
       "C00592659         O           C      P.O. BOX 720603       NaN     MCALLEN   \n",
       "C00607952         O           C  11417 SKIPWITH LANE       NaN     POTOMAC   \n",
       "C00607952         O           C  11417 SKIPWITH LANE       NaN     POTOMAC   \n",
       "C00607952         O           C  11417 SKIPWITH LANE       NaN     POTOMAC   \n",
       "C00607952         O           C  11417 SKIPWITH LANE       NaN     POTOMAC   \n",
       "\n",
       "          CAND_ST     CAND_ZIP  \n",
       "C00577130      VT       5408.0  \n",
       "C00592659      TX  785040603.0  \n",
       "C00607952      MD      20854.0  \n",
       "C00607952      MD      20854.0  \n",
       "C00607952      MD      20854.0  \n",
       "C00607952      MD      20854.0  \n",
       "\n",
       "[6 rows x 34 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations[cand_donations['TRANSACTION_AMT'] > 1000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TRONE, DAVID             4\n",
       "GONZALEZ, VICENTE MR.    1\n",
       "SANDERS, BERNARD         1\n",
       "Name: CAND_NAME, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations[cand_donations['TRANSACTION_AMT'] > 1000000][\n",
    "    'CAND_NAME'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And what about smaller donations?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SANDERS, BERNARD                                   373739\n",
       "CRUZ, RAFAEL EDWARD \"TED\"                            5563\n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE      4766\n",
       "CARSON, BENJAMIN S SR MD                             1311\n",
       "BROWNLEY, JULIA                                      1132\n",
       "YOUNG, TODD CHRISTOPHER                               986\n",
       "JOHNSON, RONALD HAROLD                                976\n",
       "BLUNT, ROY                                            786\n",
       "PETERS, SCOTT                                         779\n",
       "BUSH, JEB                                             773\n",
       "AGUILAR, PETE                                         688\n",
       "PELOSI, NANCY                                         658\n",
       "RUIZ, RAUL DR.                                        572\n",
       "MCCAIN, JOHN S                                        488\n",
       "FEINGOLD, RUSSELL DANA                                484\n",
       "BERA, AMERISH                                         431\n",
       "BENNET, MICHAEL F                                     415\n",
       "WALKER, SCOTT                                         397\n",
       "HECK, JOE                                             353\n",
       "GRAHAM, LINDSEY O                                     321\n",
       "FLORES, LUCY                                          319\n",
       "LEE, MIKE                                             248\n",
       "CONNOLLY, GERALD EDWARD                               239\n",
       "TARKANIAN, DANNY                                      224\n",
       "CAIN, EMILY                                           222\n",
       "DESANTIS, RONALD D.                                   220\n",
       "PAUL, RAND                                            197\n",
       "STUTZMAN, MARLIN A                                    174\n",
       "JUNEAU, DENISE                                        167\n",
       "BLUMENTHAL, RICHARD                                   164\n",
       "                                                    ...  \n",
       "COBLENZ, MICHAEL                                        1\n",
       "REED, JAMES E                                           1\n",
       "MORGAN, YURIPZY                                         1\n",
       "WEGMAN, GARY                                            1\n",
       "RAMSLAND, RUSSELL JAMES JR.                             1\n",
       "PERSON, FRANCIS J                                       1\n",
       "QUINTANILLA, JOEL                                       1\n",
       "MANELSKI, DEVON MARCUS                                  1\n",
       "CHILDERS, TRAVIS W                                      1\n",
       "MCCALL, BRIAN MATTHEW                                   1\n",
       "STRAUSS, RAYMOND JOHN                                   1\n",
       "FRANCISCO, DALE                                         1\n",
       "ROE, DAVID PHILLIP DR.                                  1\n",
       "DAVIS, SUSAN                                            1\n",
       "DE  LA  FUENTE, ROQUE ROCKY                             1\n",
       "SCHOTT, LYNN                                            1\n",
       "STEWART, CHRIS                                          1\n",
       "FLEISCHMANN, CHARLES J                                  1\n",
       "PRICE, THOMAS EDMUNDS                                   1\n",
       "RENACCI, JAMES B.                                       1\n",
       "MARKEY, EDWARD JOHN                                     1\n",
       "WHITEHOUSE, SHELDON II                                  1\n",
       "DENHAM, JEFF                                            1\n",
       "BALDACCI, JOSEPH M.                                     1\n",
       "ANTHONY, MALCOLM                                        1\n",
       "STURGILL, JERRY                                         1\n",
       "STEELE, VICTORIA L                                      1\n",
       "DAVIS, BILLY                                            1\n",
       "MARTIN, JACK                                            1\n",
       "NICK, ADAM                                              1\n",
       "Name: CAND_NAME, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations[cand_donations['TRANSACTION_AMT'] < 200][\n",
    "    'CAND_NAME'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we have quite a lot of candidate data in here, I want to whittle it down to this year's election, maybe to those who have a significant amount of donors. Let's first just get it down to this year. I can't remember the column name of the year, but I can check with the columns attribute, which will return the Column index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AMNDT_IND', 'RPT_TP', 'TRANSACTION_PGI', 'IMAGE_NUM', 'TRANSACTION_TP',\n",
       "       'ENTITY_TP', 'NAME', 'CITY', 'STATE', 'ZIP_CODE', 'EMPLOYER',\n",
       "       'OCCUPATION', 'TRANSACTION_DT', 'TRANSACTION_AMT', 'OTHER_ID',\n",
       "       'TRAN_ID', 'FILE_NUM', 'MEMO_CD', 'MEMO_TEXT', 'SUB_ID', 'CAND_ID',\n",
       "       'CAND_NAME', 'CAND_PTY_AFFILIATION', 'CAND_ELECTION_YR',\n",
       "       'CAND_OFFICE_ST', 'CAND_OFFICE', 'CAND_OFFICE_DISTRICT', 'CAND_ICI',\n",
       "       'CAND_STATUS', 'CAND_ST1', 'CAND_ST2', 'CAND_CITY', 'CAND_ST',\n",
       "       'CAND_ZIP'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cand_donations = cand_donations[\n",
    "    cand_donations['CAND_ELECTION_YR'] == 2016]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we can start grouping by candidate.\n",
    "\n",
    "A Pandas [groupby object](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.groupby.html) operates differently than DataFrames. You can easily run aggregate groupings on them, of varying complexity. The results are a dataframe with the grouping as the index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "grouped = cand_donations.groupby('CAND_NAME')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_DT</th>\n",
       "      <th>TRANSACTION_AMT</th>\n",
       "      <th>FILE_NUM</th>\n",
       "      <th>SUB_ID</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ABRAHAM, RALPH LEE DR. JR.</th>\n",
       "      <td>1.854615e+19</td>\n",
       "      <td>3.290655e+08</td>\n",
       "      <td>95500.0</td>\n",
       "      <td>9.707604e+07</td>\n",
       "      <td>3.725910e+20</td>\n",
       "      <td>185472.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>6.552058e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACHADJIAN, KHATCHIK</th>\n",
       "      <td>1.713561e+20</td>\n",
       "      <td>5.207203e+09</td>\n",
       "      <td>666509.0</td>\n",
       "      <td>9.020319e+08</td>\n",
       "      <td>3.442164e+21</td>\n",
       "      <td>1713600.0</td>\n",
       "      <td>20400.0</td>\n",
       "      <td>7.940700e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAMS, ALMA SHEALEY</th>\n",
       "      <td>6.188432e+19</td>\n",
       "      <td>1.643391e+09</td>\n",
       "      <td>163919.0</td>\n",
       "      <td>3.301151e+08</td>\n",
       "      <td>1.271502e+21</td>\n",
       "      <td>631008.0</td>\n",
       "      <td>3756.0</td>\n",
       "      <td>8.827226e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAMS, DESMUND DOUGLAS</th>\n",
       "      <td>1.652911e+19</td>\n",
       "      <td>4.616053e+08</td>\n",
       "      <td>53871.0</td>\n",
       "      <td>8.639716e+07</td>\n",
       "      <td>3.332253e+20</td>\n",
       "      <td>165312.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>4.124928e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAMS, SANDY</th>\n",
       "      <td>1.491436e+19</td>\n",
       "      <td>6.431691e+08</td>\n",
       "      <td>53450.0</td>\n",
       "      <td>7.642506e+07</td>\n",
       "      <td>3.006129e+20</td>\n",
       "      <td>149184.0</td>\n",
       "      <td>444.0</td>\n",
       "      <td>2.380580e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADERHOLT, ROBERT BROWN</th>\n",
       "      <td>7.115947e+19</td>\n",
       "      <td>1.937483e+09</td>\n",
       "      <td>375857.0</td>\n",
       "      <td>3.754434e+08</td>\n",
       "      <td>1.450254e+21</td>\n",
       "      <td>723744.0</td>\n",
       "      <td>1436.0</td>\n",
       "      <td>1.276784e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGUILAR, PETE</th>\n",
       "      <td>2.874720e+20</td>\n",
       "      <td>8.423725e+09</td>\n",
       "      <td>736635.0</td>\n",
       "      <td>1.661670e+09</td>\n",
       "      <td>6.372989e+21</td>\n",
       "      <td>3175200.0</td>\n",
       "      <td>48825.0</td>\n",
       "      <td>1.455662e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALARCON, RICHARD ANTHONY MR.</th>\n",
       "      <td>1.391074e+19</td>\n",
       "      <td>2.937691e+08</td>\n",
       "      <td>44240.0</td>\n",
       "      <td>7.394546e+07</td>\n",
       "      <td>2.794298e+20</td>\n",
       "      <td>139104.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>6.302805e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALBARRAN, CHARLENE MCARTHUR</th>\n",
       "      <td>8.668966e+18</td>\n",
       "      <td>1.400667e+08</td>\n",
       "      <td>224607.0</td>\n",
       "      <td>4.550525e+07</td>\n",
       "      <td>1.736893e+20</td>\n",
       "      <td>86688.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>3.614924e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALBERTSON, STEWART</th>\n",
       "      <td>1.612058e+18</td>\n",
       "      <td>1.087964e+08</td>\n",
       "      <td>32450.0</td>\n",
       "      <td>2.829398e+07</td>\n",
       "      <td>5.759936e+19</td>\n",
       "      <td>56448.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.633820e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLAN, SETH</th>\n",
       "      <td>4.838502e+18</td>\n",
       "      <td>1.236184e+08</td>\n",
       "      <td>18136.0</td>\n",
       "      <td>2.551582e+07</td>\n",
       "      <td>9.720738e+19</td>\n",
       "      <td>48384.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2.328312e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLEN, JASON EDWARD</th>\n",
       "      <td>3.044223e+19</td>\n",
       "      <td>3.503544e+08</td>\n",
       "      <td>155608.0</td>\n",
       "      <td>1.607152e+08</td>\n",
       "      <td>6.104809e+20</td>\n",
       "      <td>304416.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>7.502586e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLEN, RICHARD W</th>\n",
       "      <td>8.223763e+19</td>\n",
       "      <td>2.961930e+09</td>\n",
       "      <td>419225.0</td>\n",
       "      <td>5.188851e+08</td>\n",
       "      <td>2.031273e+21</td>\n",
       "      <td>1010016.0</td>\n",
       "      <td>6012.0</td>\n",
       "      <td>1.548290e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLEN-REESE, POGO MOCHELLO</th>\n",
       "      <td>1.813855e+18</td>\n",
       "      <td>7.814418e+07</td>\n",
       "      <td>13533.0</td>\n",
       "      <td>-1.815106e+07</td>\n",
       "      <td>2.171814e+19</td>\n",
       "      <td>24192.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.298440e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLIEGRO, MARK C</th>\n",
       "      <td>1.874919e+19</td>\n",
       "      <td>2.289375e+08</td>\n",
       "      <td>50915.0</td>\n",
       "      <td>9.873010e+07</td>\n",
       "      <td>3.759916e+20</td>\n",
       "      <td>187488.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>2.358480e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLVORD, TERRY</th>\n",
       "      <td>2.016043e+18</td>\n",
       "      <td>2.737016e+07</td>\n",
       "      <td>2861.0</td>\n",
       "      <td>1.063147e+07</td>\n",
       "      <td>4.042640e+19</td>\n",
       "      <td>20160.0</td>\n",
       "      <td>520.0</td>\n",
       "      <td>9.203700e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMADOR, ANTONIO C</th>\n",
       "      <td>3.225682e+18</td>\n",
       "      <td>7.589226e+07</td>\n",
       "      <td>16340.0</td>\n",
       "      <td>1.716930e+07</td>\n",
       "      <td>6.481972e+19</td>\n",
       "      <td>32256.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>1.523872e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMASH, JUSTIN</th>\n",
       "      <td>6.389526e+19</td>\n",
       "      <td>2.282561e+09</td>\n",
       "      <td>451725.0</td>\n",
       "      <td>3.364096e+08</td>\n",
       "      <td>1.311334e+21</td>\n",
       "      <td>651168.0</td>\n",
       "      <td>969.0</td>\n",
       "      <td>1.599044e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMATA, AUMUA</th>\n",
       "      <td>3.225376e+18</td>\n",
       "      <td>4.675225e+07</td>\n",
       "      <td>23575.0</td>\n",
       "      <td>1.685179e+07</td>\n",
       "      <td>6.475432e+19</td>\n",
       "      <td>32256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.548784e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMODEI, MARK EUGENE</th>\n",
       "      <td>8.002084e+19</td>\n",
       "      <td>2.078400e+09</td>\n",
       "      <td>290014.0</td>\n",
       "      <td>4.173140e+08</td>\n",
       "      <td>1.615780e+21</td>\n",
       "      <td>800352.0</td>\n",
       "      <td>794.0</td>\n",
       "      <td>3.561209e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANDERS, SAMUEL</th>\n",
       "      <td>2.016033e+18</td>\n",
       "      <td>2.397016e+07</td>\n",
       "      <td>811.0</td>\n",
       "      <td>1.057748e+07</td>\n",
       "      <td>4.033120e+19</td>\n",
       "      <td>20160.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.026500e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANDERSON, DAVID M</th>\n",
       "      <td>2.318421e+19</td>\n",
       "      <td>1.007702e+09</td>\n",
       "      <td>89256.0</td>\n",
       "      <td>1.205501e+08</td>\n",
       "      <td>4.628453e+20</td>\n",
       "      <td>231840.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>2.398210e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGELLE, SCOTT MR.</th>\n",
       "      <td>3.669196e+19</td>\n",
       "      <td>6.003769e+08</td>\n",
       "      <td>349272.0</td>\n",
       "      <td>1.936702e+08</td>\n",
       "      <td>7.358115e+20</td>\n",
       "      <td>366912.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>1.283409e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGLE, SHARRON E</th>\n",
       "      <td>1.814438e+18</td>\n",
       "      <td>2.404814e+07</td>\n",
       "      <td>37188.0</td>\n",
       "      <td>9.604971e+06</td>\n",
       "      <td>1.846458e+19</td>\n",
       "      <td>18144.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.057070e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANSEL, JEFFREY</th>\n",
       "      <td>6.048061e+17</td>\n",
       "      <td>3.455604e+07</td>\n",
       "      <td>4567.0</td>\n",
       "      <td>3.142359e+06</td>\n",
       "      <td>1.206126e+19</td>\n",
       "      <td>6048.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.373570e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANTHONY, MALCOLM</th>\n",
       "      <td>6.854512e+18</td>\n",
       "      <td>2.826785e+08</td>\n",
       "      <td>17863.0</td>\n",
       "      <td>3.595822e+07</td>\n",
       "      <td>1.371889e+20</td>\n",
       "      <td>68544.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>1.090754e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APPLEGATE, DOUGLAS LOREN</th>\n",
       "      <td>7.860738e+18</td>\n",
       "      <td>3.347086e+08</td>\n",
       "      <td>43530.0</td>\n",
       "      <td>4.059341e+07</td>\n",
       "      <td>1.584821e+20</td>\n",
       "      <td>78624.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>3.591159e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARMSTRONG-STONER, DEREK JAMES</th>\n",
       "      <td>1.612824e+18</td>\n",
       "      <td>4.782612e+07</td>\n",
       "      <td>3365.0</td>\n",
       "      <td>8.419123e+06</td>\n",
       "      <td>3.223906e+19</td>\n",
       "      <td>16128.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>6.824320e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARNESS, MARK KENNETH</th>\n",
       "      <td>2.419238e+18</td>\n",
       "      <td>5.501419e+07</td>\n",
       "      <td>12566.0</td>\n",
       "      <td>1.264395e+07</td>\n",
       "      <td>4.837944e+19</td>\n",
       "      <td>24192.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2.481120e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARRINGTON, JODEY COOK</th>\n",
       "      <td>1.630976e+20</td>\n",
       "      <td>4.641691e+09</td>\n",
       "      <td>727494.0</td>\n",
       "      <td>8.595648e+08</td>\n",
       "      <td>3.270906e+21</td>\n",
       "      <td>1630944.0</td>\n",
       "      <td>15371.0</td>\n",
       "      <td>6.424754e+07</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINFREY, JANICE MARIE</th>\n",
       "      <td>8.464549e+18</td>\n",
       "      <td>3.197846e+08</td>\n",
       "      <td>46065.0</td>\n",
       "      <td>4.357602e+07</td>\n",
       "      <td>1.715284e+20</td>\n",
       "      <td>84672.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>2.025198e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINGE, KEVIN BIRDEEN</th>\n",
       "      <td>4.032083e+18</td>\n",
       "      <td>1.087803e+08</td>\n",
       "      <td>10150.0</td>\n",
       "      <td>2.132549e+07</td>\n",
       "      <td>4.095240e+19</td>\n",
       "      <td>40320.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1.125300e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINSTON, SIMON WOOD</th>\n",
       "      <td>5.241669e+18</td>\n",
       "      <td>1.157524e+08</td>\n",
       "      <td>30300.0</td>\n",
       "      <td>2.740238e+07</td>\n",
       "      <td>1.046852e+20</td>\n",
       "      <td>52416.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.973504e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINTEREGG, J D</th>\n",
       "      <td>1.451548e+19</td>\n",
       "      <td>3.851131e+08</td>\n",
       "      <td>51240.0</td>\n",
       "      <td>7.620534e+07</td>\n",
       "      <td>2.907753e+20</td>\n",
       "      <td>145152.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>3.266856e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WITTMAN, ROBERT J MR.</th>\n",
       "      <td>5.382170e+19</td>\n",
       "      <td>1.924525e+09</td>\n",
       "      <td>270080.0</td>\n",
       "      <td>3.376564e+08</td>\n",
       "      <td>1.314230e+21</td>\n",
       "      <td>655200.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>7.319000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOFFORD, ROSEANN</th>\n",
       "      <td>2.016041e+17</td>\n",
       "      <td>3.292016e+06</td>\n",
       "      <td>250.0</td>\n",
       "      <td>1.059796e+06</td>\n",
       "      <td>4.041220e+18</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.835000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOLF, AUGUST L</th>\n",
       "      <td>1.168898e+20</td>\n",
       "      <td>4.153279e+09</td>\n",
       "      <td>842531.0</td>\n",
       "      <td>6.007345e+08</td>\n",
       "      <td>6.149857e+20</td>\n",
       "      <td>1169280.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.008380e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOMACK, STEVE</th>\n",
       "      <td>3.346197e+19</td>\n",
       "      <td>1.342645e+09</td>\n",
       "      <td>180150.0</td>\n",
       "      <td>2.085044e+08</td>\n",
       "      <td>8.121590e+20</td>\n",
       "      <td>405216.0</td>\n",
       "      <td>603.0</td>\n",
       "      <td>1.462397e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOODALL, ROB REP.</th>\n",
       "      <td>2.237420e+19</td>\n",
       "      <td>6.812184e+08</td>\n",
       "      <td>146500.0</td>\n",
       "      <td>1.583233e+08</td>\n",
       "      <td>6.199053e+20</td>\n",
       "      <td>308448.0</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>4.597067e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WRIGHT, DOUGLAS A.</th>\n",
       "      <td>5.846523e+18</td>\n",
       "      <td>1.363485e+08</td>\n",
       "      <td>33625.0</td>\n",
       "      <td>3.085502e+07</td>\n",
       "      <td>1.172588e+20</td>\n",
       "      <td>58464.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.784058e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WRIGHT, KEITH L T</th>\n",
       "      <td>9.031000e+19</td>\n",
       "      <td>2.895383e+09</td>\n",
       "      <td>479795.0</td>\n",
       "      <td>4.704208e+08</td>\n",
       "      <td>1.814012e+21</td>\n",
       "      <td>903168.0</td>\n",
       "      <td>5824.0</td>\n",
       "      <td>4.491648e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WRIGHT, KENNETH W DR.</th>\n",
       "      <td>8.064192e+18</td>\n",
       "      <td>1.500006e+08</td>\n",
       "      <td>29800.0</td>\n",
       "      <td>4.290704e+07</td>\n",
       "      <td>1.619306e+20</td>\n",
       "      <td>80640.0</td>\n",
       "      <td>1320.0</td>\n",
       "      <td>3.611080e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WYDEN, RONALD L</th>\n",
       "      <td>4.986437e+20</td>\n",
       "      <td>1.786161e+10</td>\n",
       "      <td>4775888.0</td>\n",
       "      <td>3.151087e+09</td>\n",
       "      <td>6.280160e+21</td>\n",
       "      <td>6140736.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.960956e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WYMAN, PHILLIP D</th>\n",
       "      <td>1.209061e+18</td>\n",
       "      <td>3.917209e+07</td>\n",
       "      <td>5950.0</td>\n",
       "      <td>6.195378e+06</td>\n",
       "      <td>1.266792e+19</td>\n",
       "      <td>12096.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.614860e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YANDIK, WILL</th>\n",
       "      <td>5.100585e+19</td>\n",
       "      <td>6.693000e+08</td>\n",
       "      <td>211900.0</td>\n",
       "      <td>2.692110e+08</td>\n",
       "      <td>1.024731e+21</td>\n",
       "      <td>510048.0</td>\n",
       "      <td>4807.0</td>\n",
       "      <td>3.171102e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YARMUTH, JOHN A MR</th>\n",
       "      <td>1.733570e+19</td>\n",
       "      <td>2.615454e+08</td>\n",
       "      <td>109898.0</td>\n",
       "      <td>9.158018e+07</td>\n",
       "      <td>3.531439e+20</td>\n",
       "      <td>175392.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>3.482349e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YODER, KEVIN</th>\n",
       "      <td>7.499677e+19</td>\n",
       "      <td>2.848553e+09</td>\n",
       "      <td>775912.0</td>\n",
       "      <td>4.978398e+08</td>\n",
       "      <td>1.912118e+21</td>\n",
       "      <td>953568.0</td>\n",
       "      <td>1419.0</td>\n",
       "      <td>3.131605e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YODER, SHELLI</th>\n",
       "      <td>7.115487e+19</td>\n",
       "      <td>2.741261e+09</td>\n",
       "      <td>214699.0</td>\n",
       "      <td>3.695931e+08</td>\n",
       "      <td>1.431704e+21</td>\n",
       "      <td>711648.0</td>\n",
       "      <td>3177.0</td>\n",
       "      <td>1.673502e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOHO, THEODORE SCOTT</th>\n",
       "      <td>7.396485e+19</td>\n",
       "      <td>2.758812e+09</td>\n",
       "      <td>406977.0</td>\n",
       "      <td>4.041791e+08</td>\n",
       "      <td>1.597203e+21</td>\n",
       "      <td>792288.0</td>\n",
       "      <td>1179.0</td>\n",
       "      <td>1.281494e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG JR, LARRY DEAN</th>\n",
       "      <td>2.419250e+18</td>\n",
       "      <td>1.004142e+08</td>\n",
       "      <td>16200.0</td>\n",
       "      <td>1.273523e+07</td>\n",
       "      <td>4.849704e+19</td>\n",
       "      <td>24192.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.387320e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, DAVID</th>\n",
       "      <td>8.808327e+19</td>\n",
       "      <td>2.669171e+09</td>\n",
       "      <td>348502.0</td>\n",
       "      <td>4.554894e+08</td>\n",
       "      <td>1.772287e+21</td>\n",
       "      <td>880992.0</td>\n",
       "      <td>1311.0</td>\n",
       "      <td>2.196406e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, DONALD E</th>\n",
       "      <td>6.207793e+19</td>\n",
       "      <td>2.065465e+09</td>\n",
       "      <td>322123.0</td>\n",
       "      <td>3.625818e+08</td>\n",
       "      <td>1.423044e+21</td>\n",
       "      <td>705600.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.482605e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, MICHELE LORI</th>\n",
       "      <td>4.032084e+17</td>\n",
       "      <td>6.344032e+06</td>\n",
       "      <td>67921.0</td>\n",
       "      <td>2.134870e+06</td>\n",
       "      <td>4.104640e+18</td>\n",
       "      <td>4032.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.048600e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, TODD CHRISTOPHER</th>\n",
       "      <td>1.157410e+21</td>\n",
       "      <td>4.628692e+10</td>\n",
       "      <td>7832010.0</td>\n",
       "      <td>6.283276e+09</td>\n",
       "      <td>1.231985e+22</td>\n",
       "      <td>12104064.0</td>\n",
       "      <td>27018.0</td>\n",
       "      <td>2.846022e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YU, EUGENE MR.</th>\n",
       "      <td>6.249741e+18</td>\n",
       "      <td>9.662250e+07</td>\n",
       "      <td>17250.0</td>\n",
       "      <td>3.305918e+07</td>\n",
       "      <td>1.254342e+20</td>\n",
       "      <td>62496.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>9.550790e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZELDIN, LEE M</th>\n",
       "      <td>2.469306e+20</td>\n",
       "      <td>9.015964e+09</td>\n",
       "      <td>1597442.0</td>\n",
       "      <td>1.538413e+09</td>\n",
       "      <td>5.980228e+21</td>\n",
       "      <td>2975616.0</td>\n",
       "      <td>1476.0</td>\n",
       "      <td>1.766329e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZINKE, RYAN K</th>\n",
       "      <td>3.484595e+20</td>\n",
       "      <td>1.126020e+10</td>\n",
       "      <td>1147000.0</td>\n",
       "      <td>1.786344e+09</td>\n",
       "      <td>7.035006e+21</td>\n",
       "      <td>3485664.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.036316e+12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZOELLER, GREGORY FRANCIS MR.</th>\n",
       "      <td>4.918228e+19</td>\n",
       "      <td>2.107132e+09</td>\n",
       "      <td>242185.0</td>\n",
       "      <td>2.559995e+08</td>\n",
       "      <td>9.929018e+20</td>\n",
       "      <td>491904.0</td>\n",
       "      <td>2196.0</td>\n",
       "      <td>1.123181e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZOPP, ANDREA</th>\n",
       "      <td>4.262916e+20</td>\n",
       "      <td>1.403572e+10</td>\n",
       "      <td>1704977.0</td>\n",
       "      <td>2.203611e+09</td>\n",
       "      <td>4.363833e+21</td>\n",
       "      <td>4263840.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.281817e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZUTLER, DANIEL PAUL MR</th>\n",
       "      <td>4.030173e+17</td>\n",
       "      <td>1.326403e+07</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>2.044037e+06</td>\n",
       "      <td>8.173140e+18</td>\n",
       "      <td>4032.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.933600e+04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1394 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  IMAGE_NUM  TRANSACTION_DT  TRANSACTION_AMT  \\\n",
       "CAND_NAME                                                                      \n",
       "ABRAHAM, RALPH LEE DR. JR.     1.854615e+19    3.290655e+08          95500.0   \n",
       "ACHADJIAN, KHATCHIK            1.713561e+20    5.207203e+09         666509.0   \n",
       "ADAMS, ALMA SHEALEY            6.188432e+19    1.643391e+09         163919.0   \n",
       "ADAMS, DESMUND DOUGLAS         1.652911e+19    4.616053e+08          53871.0   \n",
       "ADAMS, SANDY                   1.491436e+19    6.431691e+08          53450.0   \n",
       "ADERHOLT, ROBERT BROWN         7.115947e+19    1.937483e+09         375857.0   \n",
       "AGUILAR, PETE                  2.874720e+20    8.423725e+09         736635.0   \n",
       "ALARCON, RICHARD ANTHONY MR.   1.391074e+19    2.937691e+08          44240.0   \n",
       "ALBARRAN, CHARLENE MCARTHUR    8.668966e+18    1.400667e+08         224607.0   \n",
       "ALBERTSON, STEWART             1.612058e+18    1.087964e+08          32450.0   \n",
       "ALLAN, SETH                    4.838502e+18    1.236184e+08          18136.0   \n",
       "ALLEN, JASON EDWARD            3.044223e+19    3.503544e+08         155608.0   \n",
       "ALLEN, RICHARD W               8.223763e+19    2.961930e+09         419225.0   \n",
       "ALLEN-REESE, POGO MOCHELLO     1.813855e+18    7.814418e+07          13533.0   \n",
       "ALLIEGRO, MARK C               1.874919e+19    2.289375e+08          50915.0   \n",
       "ALLVORD, TERRY                 2.016043e+18    2.737016e+07           2861.0   \n",
       "AMADOR, ANTONIO C              3.225682e+18    7.589226e+07          16340.0   \n",
       "AMASH, JUSTIN                  6.389526e+19    2.282561e+09         451725.0   \n",
       "AMATA, AUMUA                   3.225376e+18    4.675225e+07          23575.0   \n",
       "AMODEI, MARK EUGENE            8.002084e+19    2.078400e+09         290014.0   \n",
       "ANDERS, SAMUEL                 2.016033e+18    2.397016e+07            811.0   \n",
       "ANDERSON, DAVID M              2.318421e+19    1.007702e+09          89256.0   \n",
       "ANGELLE, SCOTT MR.             3.669196e+19    6.003769e+08         349272.0   \n",
       "ANGLE, SHARRON E               1.814438e+18    2.404814e+07          37188.0   \n",
       "ANSEL, JEFFREY                 6.048061e+17    3.455604e+07           4567.0   \n",
       "ANTHONY, MALCOLM               6.854512e+18    2.826785e+08          17863.0   \n",
       "APPLEGATE, DOUGLAS LOREN       7.860738e+18    3.347086e+08          43530.0   \n",
       "ARMSTRONG-STONER, DEREK JAMES  1.612824e+18    4.782612e+07           3365.0   \n",
       "ARNESS, MARK KENNETH           2.419238e+18    5.501419e+07          12566.0   \n",
       "ARRINGTON, JODEY COOK          1.630976e+20    4.641691e+09         727494.0   \n",
       "...                                     ...             ...              ...   \n",
       "WINFREY, JANICE MARIE          8.464549e+18    3.197846e+08          46065.0   \n",
       "WINGE, KEVIN BIRDEEN           4.032083e+18    1.087803e+08          10150.0   \n",
       "WINSTON, SIMON WOOD            5.241669e+18    1.157524e+08          30300.0   \n",
       "WINTEREGG, J D                 1.451548e+19    3.851131e+08          51240.0   \n",
       "WITTMAN, ROBERT J MR.          5.382170e+19    1.924525e+09         270080.0   \n",
       "WOFFORD, ROSEANN               2.016041e+17    3.292016e+06            250.0   \n",
       "WOLF, AUGUST L                 1.168898e+20    4.153279e+09         842531.0   \n",
       "WOMACK, STEVE                  3.346197e+19    1.342645e+09         180150.0   \n",
       "WOODALL, ROB REP.              2.237420e+19    6.812184e+08         146500.0   \n",
       "WRIGHT, DOUGLAS A.             5.846523e+18    1.363485e+08          33625.0   \n",
       "WRIGHT, KEITH L T              9.031000e+19    2.895383e+09         479795.0   \n",
       "WRIGHT, KENNETH W DR.          8.064192e+18    1.500006e+08          29800.0   \n",
       "WYDEN, RONALD L                4.986437e+20    1.786161e+10        4775888.0   \n",
       "WYMAN, PHILLIP D               1.209061e+18    3.917209e+07           5950.0   \n",
       "YANDIK, WILL                   5.100585e+19    6.693000e+08         211900.0   \n",
       "YARMUTH, JOHN A MR             1.733570e+19    2.615454e+08         109898.0   \n",
       "YODER, KEVIN                   7.499677e+19    2.848553e+09         775912.0   \n",
       "YODER, SHELLI                  7.115487e+19    2.741261e+09         214699.0   \n",
       "YOHO, THEODORE SCOTT           7.396485e+19    2.758812e+09         406977.0   \n",
       "YOUNG JR, LARRY DEAN           2.419250e+18    1.004142e+08          16200.0   \n",
       "YOUNG, DAVID                   8.808327e+19    2.669171e+09         348502.0   \n",
       "YOUNG, DONALD E                6.207793e+19    2.065465e+09         322123.0   \n",
       "YOUNG, MICHELE LORI            4.032084e+17    6.344032e+06          67921.0   \n",
       "YOUNG, TODD CHRISTOPHER        1.157410e+21    4.628692e+10        7832010.0   \n",
       "YU, EUGENE MR.                 6.249741e+18    9.662250e+07          17250.0   \n",
       "ZELDIN, LEE M                  2.469306e+20    9.015964e+09        1597442.0   \n",
       "ZINKE, RYAN K                  3.484595e+20    1.126020e+10        1147000.0   \n",
       "ZOELLER, GREGORY FRANCIS MR.   4.918228e+19    2.107132e+09         242185.0   \n",
       "ZOPP, ANDREA                   4.262916e+20    1.403572e+10        1704977.0   \n",
       "ZUTLER, DANIEL PAUL MR         4.030173e+17    1.326403e+07           2500.0   \n",
       "\n",
       "                                   FILE_NUM        SUB_ID  CAND_ELECTION_YR  \\\n",
       "CAND_NAME                                                                     \n",
       "ABRAHAM, RALPH LEE DR. JR.     9.707604e+07  3.725910e+20          185472.0   \n",
       "ACHADJIAN, KHATCHIK            9.020319e+08  3.442164e+21         1713600.0   \n",
       "ADAMS, ALMA SHEALEY            3.301151e+08  1.271502e+21          631008.0   \n",
       "ADAMS, DESMUND DOUGLAS         8.639716e+07  3.332253e+20          165312.0   \n",
       "ADAMS, SANDY                   7.642506e+07  3.006129e+20          149184.0   \n",
       "ADERHOLT, ROBERT BROWN         3.754434e+08  1.450254e+21          723744.0   \n",
       "AGUILAR, PETE                  1.661670e+09  6.372989e+21         3175200.0   \n",
       "ALARCON, RICHARD ANTHONY MR.   7.394546e+07  2.794298e+20          139104.0   \n",
       "ALBARRAN, CHARLENE MCARTHUR    4.550525e+07  1.736893e+20           86688.0   \n",
       "ALBERTSON, STEWART             2.829398e+07  5.759936e+19           56448.0   \n",
       "ALLAN, SETH                    2.551582e+07  9.720738e+19           48384.0   \n",
       "ALLEN, JASON EDWARD            1.607152e+08  6.104809e+20          304416.0   \n",
       "ALLEN, RICHARD W               5.188851e+08  2.031273e+21         1010016.0   \n",
       "ALLEN-REESE, POGO MOCHELLO    -1.815106e+07  2.171814e+19           24192.0   \n",
       "ALLIEGRO, MARK C               9.873010e+07  3.759916e+20          187488.0   \n",
       "ALLVORD, TERRY                 1.063147e+07  4.042640e+19           20160.0   \n",
       "AMADOR, ANTONIO C              1.716930e+07  6.481972e+19           32256.0   \n",
       "AMASH, JUSTIN                  3.364096e+08  1.311334e+21          651168.0   \n",
       "AMATA, AUMUA                   1.685179e+07  6.475432e+19           32256.0   \n",
       "AMODEI, MARK EUGENE            4.173140e+08  1.615780e+21          800352.0   \n",
       "ANDERS, SAMUEL                 1.057748e+07  4.033120e+19           20160.0   \n",
       "ANDERSON, DAVID M              1.205501e+08  4.628453e+20          231840.0   \n",
       "ANGELLE, SCOTT MR.             1.936702e+08  7.358115e+20          366912.0   \n",
       "ANGLE, SHARRON E               9.604971e+06  1.846458e+19           18144.0   \n",
       "ANSEL, JEFFREY                 3.142359e+06  1.206126e+19            6048.0   \n",
       "ANTHONY, MALCOLM               3.595822e+07  1.371889e+20           68544.0   \n",
       "APPLEGATE, DOUGLAS LOREN       4.059341e+07  1.584821e+20           78624.0   \n",
       "ARMSTRONG-STONER, DEREK JAMES  8.419123e+06  3.223906e+19           16128.0   \n",
       "ARNESS, MARK KENNETH           1.264395e+07  4.837944e+19           24192.0   \n",
       "ARRINGTON, JODEY COOK          8.595648e+08  3.270906e+21         1630944.0   \n",
       "...                                     ...           ...               ...   \n",
       "WINFREY, JANICE MARIE          4.357602e+07  1.715284e+20           84672.0   \n",
       "WINGE, KEVIN BIRDEEN           2.132549e+07  4.095240e+19           40320.0   \n",
       "WINSTON, SIMON WOOD            2.740238e+07  1.046852e+20           52416.0   \n",
       "WINTEREGG, J D                 7.620534e+07  2.907753e+20          145152.0   \n",
       "WITTMAN, ROBERT J MR.          3.376564e+08  1.314230e+21          655200.0   \n",
       "WOFFORD, ROSEANN               1.059796e+06  4.041220e+18            2016.0   \n",
       "WOLF, AUGUST L                 6.007345e+08  6.149857e+20         1169280.0   \n",
       "WOMACK, STEVE                  2.085044e+08  8.121590e+20          405216.0   \n",
       "WOODALL, ROB REP.              1.583233e+08  6.199053e+20          308448.0   \n",
       "WRIGHT, DOUGLAS A.             3.085502e+07  1.172588e+20           58464.0   \n",
       "WRIGHT, KEITH L T              4.704208e+08  1.814012e+21          903168.0   \n",
       "WRIGHT, KENNETH W DR.          4.290704e+07  1.619306e+20           80640.0   \n",
       "WYDEN, RONALD L                3.151087e+09  6.280160e+21         6140736.0   \n",
       "WYMAN, PHILLIP D               6.195378e+06  1.266792e+19           12096.0   \n",
       "YANDIK, WILL                   2.692110e+08  1.024731e+21          510048.0   \n",
       "YARMUTH, JOHN A MR             9.158018e+07  3.531439e+20          175392.0   \n",
       "YODER, KEVIN                   4.978398e+08  1.912118e+21          953568.0   \n",
       "YODER, SHELLI                  3.695931e+08  1.431704e+21          711648.0   \n",
       "YOHO, THEODORE SCOTT           4.041791e+08  1.597203e+21          792288.0   \n",
       "YOUNG JR, LARRY DEAN           1.273523e+07  4.849704e+19           24192.0   \n",
       "YOUNG, DAVID                   4.554894e+08  1.772287e+21          880992.0   \n",
       "YOUNG, DONALD E                3.625818e+08  1.423044e+21          705600.0   \n",
       "YOUNG, MICHELE LORI            2.134870e+06  4.104640e+18            4032.0   \n",
       "YOUNG, TODD CHRISTOPHER        6.283276e+09  1.231985e+22        12104064.0   \n",
       "YU, EUGENE MR.                 3.305918e+07  1.254342e+20           62496.0   \n",
       "ZELDIN, LEE M                  1.538413e+09  5.980228e+21         2975616.0   \n",
       "ZINKE, RYAN K                  1.786344e+09  7.035006e+21         3485664.0   \n",
       "ZOELLER, GREGORY FRANCIS MR.   2.559995e+08  9.929018e+20          491904.0   \n",
       "ZOPP, ANDREA                   2.203611e+09  4.363833e+21         4263840.0   \n",
       "ZUTLER, DANIEL PAUL MR         2.044037e+06  8.173140e+18            4032.0   \n",
       "\n",
       "                               CAND_OFFICE_DISTRICT      CAND_ZIP  \n",
       "CAND_NAME                                                          \n",
       "ABRAHAM, RALPH LEE DR. JR.                    460.0  6.552058e+10  \n",
       "ACHADJIAN, KHATCHIK                         20400.0  7.940700e+07  \n",
       "ADAMS, ALMA SHEALEY                          3756.0  8.827226e+06  \n",
       "ADAMS, DESMUND DOUGLAS                        246.0  4.124928e+06  \n",
       "ADAMS, SANDY                                  444.0  2.380580e+06  \n",
       "ADERHOLT, ROBERT BROWN                       1436.0  1.276784e+07  \n",
       "AGUILAR, PETE                               48825.0  1.455662e+08  \n",
       "ALARCON, RICHARD ANTHONY MR.                 2001.0  6.302805e+06  \n",
       "ALBARRAN, CHARLENE MCARTHUR                    86.0  3.614924e+06  \n",
       "ALBERTSON, STEWART                              0.0  2.633820e+06  \n",
       "ALLAN, SETH                                   120.0  2.328312e+06  \n",
       "ALLEN, JASON EDWARD                           151.0  7.502586e+06  \n",
       "ALLEN, RICHARD W                             6012.0  1.548290e+07  \n",
       "ALLEN-REESE, POGO MOCHELLO                      0.0  9.298440e+05  \n",
       "ALLIEGRO, MARK C                              837.0  2.358480e+05  \n",
       "ALLVORD, TERRY                                520.0  9.203700e+05  \n",
       "AMADOR, ANTONIO C                             144.0  1.523872e+06  \n",
       "AMASH, JUSTIN                                 969.0  1.599044e+07  \n",
       "AMATA, AUMUA                                    0.0  1.548784e+06  \n",
       "AMODEI, MARK EUGENE                           794.0  3.561209e+07  \n",
       "ANDERS, SAMUEL                                 30.0  3.026500e+05  \n",
       "ANDERSON, DAVID M                             920.0  2.398210e+06  \n",
       "ANGELLE, SCOTT MR.                            546.0  1.283409e+07  \n",
       "ANGLE, SHARRON E                                0.0  8.057070e+05  \n",
       "ANSEL, JEFFREY                                 39.0  2.373570e+05  \n",
       "ANTHONY, MALCOLM                              204.0  1.090754e+06  \n",
       "APPLEGATE, DOUGLAS LOREN                     1911.0  3.591159e+06  \n",
       "ARMSTRONG-STONER, DEREK JAMES                  64.0  6.824320e+05  \n",
       "ARNESS, MARK KENNETH                           60.0  2.481120e+05  \n",
       "ARRINGTON, JODEY COOK                       15371.0  6.424754e+07  \n",
       "...                                             ...           ...  \n",
       "WINFREY, JANICE MARIE                         546.0  2.025198e+06  \n",
       "WINGE, KEVIN BIRDEEN                          140.0  1.125300e+06  \n",
       "WINSTON, SIMON WOOD                            26.0  1.973504e+06  \n",
       "WINTEREGG, J D                                576.0  3.266856e+06  \n",
       "WITTMAN, ROBERT J MR.                         325.0  7.319000e+06  \n",
       "WOFFORD, ROSEANN                                3.0  1.835000e+03  \n",
       "WOLF, AUGUST L                                  0.0  4.008380e+06  \n",
       "WOMACK, STEVE                                 603.0  1.462397e+11  \n",
       "WOODALL, ROB REP.                            1071.0  4.597067e+10  \n",
       "WRIGHT, DOUGLAS A.                             29.0  2.784058e+06  \n",
       "WRIGHT, KEITH L T                            5824.0  4.491648e+06  \n",
       "WRIGHT, KENNETH W DR.                        1320.0  3.611080e+06  \n",
       "WYDEN, RONALD L                                 0.0  2.960956e+08  \n",
       "WYMAN, PHILLIP D                                0.0  5.614860e+05  \n",
       "YANDIK, WILL                                 4807.0  3.171102e+06  \n",
       "YARMUTH, JOHN A MR                            261.0  3.482349e+06  \n",
       "YODER, KEVIN                                 1419.0  3.131605e+11  \n",
       "YODER, SHELLI                                3177.0  1.673502e+07  \n",
       "YOHO, THEODORE SCOTT                         1179.0  1.281494e+07  \n",
       "YOUNG JR, LARRY DEAN                           12.0  4.387320e+05  \n",
       "YOUNG, DAVID                                 1311.0  2.196406e+07  \n",
       "YOUNG, DONALD E                                 0.0  3.482605e+07  \n",
       "YOUNG, MICHELE LORI                             2.0  9.048600e+04  \n",
       "YOUNG, TODD CHRISTOPHER                     27018.0  2.846022e+12  \n",
       "YU, EUGENE MR.                                372.0  9.550790e+05  \n",
       "ZELDIN, LEE M                                1476.0  1.766329e+07  \n",
       "ZINKE, RYAN K                                   0.0  1.036316e+12  \n",
       "ZOELLER, GREGORY FRANCIS MR.                 2196.0  1.123181e+07  \n",
       "ZOPP, ANDREA                                    0.0  1.281817e+08  \n",
       "ZUTLER, DANIEL PAUL MR                          0.0  6.933600e+04  \n",
       "\n",
       "[1394 rows x 8 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>NAME</th>\n",
       "      <th colspan=\"2\" halign=\"left\">TRANSACTION_AMT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ABRAHAM, RALPH LEE DR. JR.</th>\n",
       "      <td>86</td>\n",
       "      <td>95500</td>\n",
       "      <td>1038.043478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACHADJIAN, KHATCHIK</th>\n",
       "      <td>697</td>\n",
       "      <td>666509</td>\n",
       "      <td>784.128235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAMS, ALMA SHEALEY</th>\n",
       "      <td>224</td>\n",
       "      <td>163919</td>\n",
       "      <td>523.702875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAMS, DESMUND DOUGLAS</th>\n",
       "      <td>70</td>\n",
       "      <td>53871</td>\n",
       "      <td>656.963415</td>\n",
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       "    <tr>\n",
       "      <th>ADAMS, SANDY</th>\n",
       "      <td>67</td>\n",
       "      <td>53450</td>\n",
       "      <td>722.297297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADERHOLT, ROBERT BROWN</th>\n",
       "      <td>291</td>\n",
       "      <td>375857</td>\n",
       "      <td>1046.955432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGUILAR, PETE</th>\n",
       "      <td>783</td>\n",
       "      <td>736635</td>\n",
       "      <td>467.704762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALARCON, RICHARD ANTHONY MR.</th>\n",
       "      <td>51</td>\n",
       "      <td>44240</td>\n",
       "      <td>641.159420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALBARRAN, CHARLENE MCARTHUR</th>\n",
       "      <td>40</td>\n",
       "      <td>224607</td>\n",
       "      <td>5223.418605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALBERTSON, STEWART</th>\n",
       "      <td>21</td>\n",
       "      <td>32450</td>\n",
       "      <td>1158.928571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLAN, SETH</th>\n",
       "      <td>19</td>\n",
       "      <td>18136</td>\n",
       "      <td>755.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLEN, JASON EDWARD</th>\n",
       "      <td>142</td>\n",
       "      <td>155608</td>\n",
       "      <td>1030.516556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLEN, RICHARD W</th>\n",
       "      <td>442</td>\n",
       "      <td>419225</td>\n",
       "      <td>836.776447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLEN-REESE, POGO MOCHELLO</th>\n",
       "      <td>2</td>\n",
       "      <td>13533</td>\n",
       "      <td>1127.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLIEGRO, MARK C</th>\n",
       "      <td>78</td>\n",
       "      <td>50915</td>\n",
       "      <td>547.473118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALLVORD, TERRY</th>\n",
       "      <td>9</td>\n",
       "      <td>2861</td>\n",
       "      <td>286.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMADOR, ANTONIO C</th>\n",
       "      <td>15</td>\n",
       "      <td>16340</td>\n",
       "      <td>1021.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMASH, JUSTIN</th>\n",
       "      <td>233</td>\n",
       "      <td>451725</td>\n",
       "      <td>1398.529412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMATA, AUMUA</th>\n",
       "      <td>15</td>\n",
       "      <td>23575</td>\n",
       "      <td>1473.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMODEI, MARK EUGENE</th>\n",
       "      <td>242</td>\n",
       "      <td>290014</td>\n",
       "      <td>730.513854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANDERS, SAMUEL</th>\n",
       "      <td>2</td>\n",
       "      <td>811</td>\n",
       "      <td>81.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANDERSON, DAVID M</th>\n",
       "      <td>55</td>\n",
       "      <td>89256</td>\n",
       "      <td>776.139130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGELLE, SCOTT MR.</th>\n",
       "      <td>156</td>\n",
       "      <td>349272</td>\n",
       "      <td>1919.076923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGLE, SHARRON E</th>\n",
       "      <td>8</td>\n",
       "      <td>37188</td>\n",
       "      <td>4132.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANSEL, JEFFREY</th>\n",
       "      <td>3</td>\n",
       "      <td>4567</td>\n",
       "      <td>1522.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANTHONY, MALCOLM</th>\n",
       "      <td>25</td>\n",
       "      <td>17863</td>\n",
       "      <td>525.382353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APPLEGATE, DOUGLAS LOREN</th>\n",
       "      <td>34</td>\n",
       "      <td>43530</td>\n",
       "      <td>1116.153846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARMSTRONG-STONER, DEREK JAMES</th>\n",
       "      <td>3</td>\n",
       "      <td>3365</td>\n",
       "      <td>420.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARNESS, MARK KENNETH</th>\n",
       "      <td>4</td>\n",
       "      <td>12566</td>\n",
       "      <td>1047.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARRINGTON, JODEY COOK</th>\n",
       "      <td>624</td>\n",
       "      <td>727494</td>\n",
       "      <td>899.250927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINFREY, JANICE MARIE</th>\n",
       "      <td>38</td>\n",
       "      <td>46065</td>\n",
       "      <td>1096.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINGE, KEVIN BIRDEEN</th>\n",
       "      <td>20</td>\n",
       "      <td>10150</td>\n",
       "      <td>507.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINSTON, SIMON WOOD</th>\n",
       "      <td>26</td>\n",
       "      <td>30300</td>\n",
       "      <td>1165.384615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINTEREGG, J D</th>\n",
       "      <td>53</td>\n",
       "      <td>51240</td>\n",
       "      <td>711.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WITTMAN, ROBERT J MR.</th>\n",
       "      <td>246</td>\n",
       "      <td>270080</td>\n",
       "      <td>831.015385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOFFORD, ROSEANN</th>\n",
       "      <td>1</td>\n",
       "      <td>250</td>\n",
       "      <td>250.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOLF, AUGUST L</th>\n",
       "      <td>274</td>\n",
       "      <td>842531</td>\n",
       "      <td>1452.639655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOMACK, STEVE</th>\n",
       "      <td>163</td>\n",
       "      <td>180150</td>\n",
       "      <td>896.268657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WOODALL, ROB REP.</th>\n",
       "      <td>132</td>\n",
       "      <td>146500</td>\n",
       "      <td>957.516340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WRIGHT, DOUGLAS A.</th>\n",
       "      <td>18</td>\n",
       "      <td>33625</td>\n",
       "      <td>1159.482759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WRIGHT, KEITH L T</th>\n",
       "      <td>382</td>\n",
       "      <td>479795</td>\n",
       "      <td>1070.970982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WRIGHT, KENNETH W DR.</th>\n",
       "      <td>36</td>\n",
       "      <td>29800</td>\n",
       "      <td>745.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WYDEN, RONALD L</th>\n",
       "      <td>2301</td>\n",
       "      <td>4775888</td>\n",
       "      <td>1567.921208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WYMAN, PHILLIP D</th>\n",
       "      <td>6</td>\n",
       "      <td>5950</td>\n",
       "      <td>991.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YANDIK, WILL</th>\n",
       "      <td>222</td>\n",
       "      <td>211900</td>\n",
       "      <td>837.549407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YARMUTH, JOHN A MR</th>\n",
       "      <td>75</td>\n",
       "      <td>109898</td>\n",
       "      <td>1263.195402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YODER, KEVIN</th>\n",
       "      <td>360</td>\n",
       "      <td>775912</td>\n",
       "      <td>1640.405920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YODER, SHELLI</th>\n",
       "      <td>277</td>\n",
       "      <td>214699</td>\n",
       "      <td>608.212465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOHO, THEODORE SCOTT</th>\n",
       "      <td>335</td>\n",
       "      <td>406977</td>\n",
       "      <td>1035.564885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG JR, LARRY DEAN</th>\n",
       "      <td>12</td>\n",
       "      <td>16200</td>\n",
       "      <td>1350.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, DAVID</th>\n",
       "      <td>343</td>\n",
       "      <td>348502</td>\n",
       "      <td>797.487414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, DONALD E</th>\n",
       "      <td>246</td>\n",
       "      <td>322123</td>\n",
       "      <td>920.351429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, MICHELE LORI</th>\n",
       "      <td>2</td>\n",
       "      <td>67921</td>\n",
       "      <td>33960.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YOUNG, TODD CHRISTOPHER</th>\n",
       "      <td>1480</td>\n",
       "      <td>7832010</td>\n",
       "      <td>1304.465356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YU, EUGENE MR.</th>\n",
       "      <td>30</td>\n",
       "      <td>17250</td>\n",
       "      <td>556.451613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZELDIN, LEE M</th>\n",
       "      <td>1114</td>\n",
       "      <td>1597442</td>\n",
       "      <td>1082.277778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZINKE, RYAN K</th>\n",
       "      <td>1152</td>\n",
       "      <td>1147000</td>\n",
       "      <td>663.389242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZOELLER, GREGORY FRANCIS MR.</th>\n",
       "      <td>190</td>\n",
       "      <td>242185</td>\n",
       "      <td>992.561475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZOPP, ANDREA</th>\n",
       "      <td>1632</td>\n",
       "      <td>1704977</td>\n",
       "      <td>806.135697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZUTLER, DANIEL PAUL MR</th>\n",
       "      <td>1</td>\n",
       "      <td>2500</td>\n",
       "      <td>1250.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1394 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  NAME TRANSACTION_AMT              \n",
       "                              <lambda>             sum          mean\n",
       "CAND_NAME                                                           \n",
       "ABRAHAM, RALPH LEE DR. JR.          86           95500   1038.043478\n",
       "ACHADJIAN, KHATCHIK                697          666509    784.128235\n",
       "ADAMS, ALMA SHEALEY                224          163919    523.702875\n",
       "ADAMS, DESMUND DOUGLAS              70           53871    656.963415\n",
       "ADAMS, SANDY                        67           53450    722.297297\n",
       "ADERHOLT, ROBERT BROWN             291          375857   1046.955432\n",
       "AGUILAR, PETE                      783          736635    467.704762\n",
       "ALARCON, RICHARD ANTHONY MR.        51           44240    641.159420\n",
       "ALBARRAN, CHARLENE MCARTHUR         40          224607   5223.418605\n",
       "ALBERTSON, STEWART                  21           32450   1158.928571\n",
       "ALLAN, SETH                         19           18136    755.666667\n",
       "ALLEN, JASON EDWARD                142          155608   1030.516556\n",
       "ALLEN, RICHARD W                   442          419225    836.776447\n",
       "ALLEN-REESE, POGO MOCHELLO           2           13533   1127.750000\n",
       "ALLIEGRO, MARK C                    78           50915    547.473118\n",
       "ALLVORD, TERRY                       9            2861    286.100000\n",
       "AMADOR, ANTONIO C                   15           16340   1021.250000\n",
       "AMASH, JUSTIN                      233          451725   1398.529412\n",
       "AMATA, AUMUA                        15           23575   1473.437500\n",
       "AMODEI, MARK EUGENE                242          290014    730.513854\n",
       "ANDERS, SAMUEL                       2             811     81.100000\n",
       "ANDERSON, DAVID M                   55           89256    776.139130\n",
       "ANGELLE, SCOTT MR.                 156          349272   1919.076923\n",
       "ANGLE, SHARRON E                     8           37188   4132.000000\n",
       "ANSEL, JEFFREY                       3            4567   1522.333333\n",
       "ANTHONY, MALCOLM                    25           17863    525.382353\n",
       "APPLEGATE, DOUGLAS LOREN            34           43530   1116.153846\n",
       "ARMSTRONG-STONER, DEREK JAMES        3            3365    420.625000\n",
       "ARNESS, MARK KENNETH                 4           12566   1047.166667\n",
       "ARRINGTON, JODEY COOK              624          727494    899.250927\n",
       "...                                ...             ...           ...\n",
       "WINFREY, JANICE MARIE               38           46065   1096.785714\n",
       "WINGE, KEVIN BIRDEEN                20           10150    507.500000\n",
       "WINSTON, SIMON WOOD                 26           30300   1165.384615\n",
       "WINTEREGG, J D                      53           51240    711.666667\n",
       "WITTMAN, ROBERT J MR.              246          270080    831.015385\n",
       "WOFFORD, ROSEANN                     1             250    250.000000\n",
       "WOLF, AUGUST L                     274          842531   1452.639655\n",
       "WOMACK, STEVE                      163          180150    896.268657\n",
       "WOODALL, ROB REP.                  132          146500    957.516340\n",
       "WRIGHT, DOUGLAS A.                  18           33625   1159.482759\n",
       "WRIGHT, KEITH L T                  382          479795   1070.970982\n",
       "WRIGHT, KENNETH W DR.               36           29800    745.000000\n",
       "WYDEN, RONALD L                   2301         4775888   1567.921208\n",
       "WYMAN, PHILLIP D                     6            5950    991.666667\n",
       "YANDIK, WILL                       222          211900    837.549407\n",
       "YARMUTH, JOHN A MR                  75          109898   1263.195402\n",
       "YODER, KEVIN                       360          775912   1640.405920\n",
       "YODER, SHELLI                      277          214699    608.212465\n",
       "YOHO, THEODORE SCOTT               335          406977   1035.564885\n",
       "YOUNG JR, LARRY DEAN                12           16200   1350.000000\n",
       "YOUNG, DAVID                       343          348502    797.487414\n",
       "YOUNG, DONALD E                    246          322123    920.351429\n",
       "YOUNG, MICHELE LORI                  2           67921  33960.500000\n",
       "YOUNG, TODD CHRISTOPHER           1480         7832010   1304.465356\n",
       "YU, EUGENE MR.                      30           17250    556.451613\n",
       "ZELDIN, LEE M                     1114         1597442   1082.277778\n",
       "ZINKE, RYAN K                     1152         1147000    663.389242\n",
       "ZOELLER, GREGORY FRANCIS MR.       190          242185    992.561475\n",
       "ZOPP, ANDREA                      1632         1704977    806.135697\n",
       "ZUTLER, DANIEL PAUL MR               1            2500   1250.000000\n",
       "\n",
       "[1394 rows x 3 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped.agg({'TRANSACTION_AMT': [np.sum, np.mean], \n",
    "             'NAME': lambda x: len(set(x))})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also use [transform](http://pandas.pydata.org/pandas-docs/stable/groupby.html#transformation) to modify a dataframe based on a groupby (you can even do this in place!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cand_donations['unique_donors'] = cand_donations.groupby(\n",
    "    'CAND_NAME')['NAME'].transform(lambda x: len(set(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "71379.678226783522"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations['unique_donors'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31390.0"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations['unique_donors'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sign_cand_donations = cand_donations[\n",
    "    cand_donations['unique_donors'] > \n",
    "    cand_donations['unique_donors'].mean()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(567787, 35)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sign_cand_donations.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IMAGE_NUM</th>\n",
       "      <th>TRANSACTION_DT</th>\n",
       "      <th>TRANSACTION_AMT</th>\n",
       "      <th>FILE_NUM</th>\n",
       "      <th>SUB_ID</th>\n",
       "      <th>CAND_ELECTION_YR</th>\n",
       "      <th>CAND_OFFICE_DISTRICT</th>\n",
       "      <th>CAND_ZIP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE</th>\n",
       "      <td>2.412947e+22</td>\n",
       "      <td>6.695439e+11</td>\n",
       "      <td>132751051.0</td>\n",
       "      <td>1.260053e+11</td>\n",
       "      <td>4.862908e+23</td>\n",
       "      <td>241327296.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SANDERS, BERNARD</th>\n",
       "      <td>9.033451e+22</td>\n",
       "      <td>1.915676e+12</td>\n",
       "      <td>69458204.0</td>\n",
       "      <td>4.799108e+11</td>\n",
       "      <td>1.818576e+24</td>\n",
       "      <td>903331296.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.423222e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    IMAGE_NUM  TRANSACTION_DT  \\\n",
       "CAND_NAME                                                                       \n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE  2.412947e+22    6.695439e+11   \n",
       "SANDERS, BERNARD                                 9.033451e+22    1.915676e+12   \n",
       "\n",
       "                                                 TRANSACTION_AMT  \\\n",
       "CAND_NAME                                                          \n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE      132751051.0   \n",
       "SANDERS, BERNARD                                      69458204.0   \n",
       "\n",
       "                                                     FILE_NUM        SUB_ID  \\\n",
       "CAND_NAME                                                                     \n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE  1.260053e+11  4.862908e+23   \n",
       "SANDERS, BERNARD                                 4.799108e+11  1.818576e+24   \n",
       "\n",
       "                                                 CAND_ELECTION_YR  \\\n",
       "CAND_NAME                                                           \n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE       241327296.0   \n",
       "SANDERS, BERNARD                                      903331296.0   \n",
       "\n",
       "                                                 CAND_OFFICE_DISTRICT  \\\n",
       "CAND_NAME                                                               \n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE                   0.0   \n",
       "SANDERS, BERNARD                                                  0.0   \n",
       "\n",
       "                                                     CAND_ZIP  \n",
       "CAND_NAME                                                      \n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE           NaN  \n",
       "SANDERS, BERNARD                                 2.423222e+09  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sign_cand_donations.groupby('CAND_NAME').sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wait! What happened to Trump? Does this mean Trump has less than the mean value for candidates just in terms of numbers of donors? Let's see how he compares. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "C00580100    4633\n",
       "C00580100    4633\n",
       "C00580100    4633\n",
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       "C00580100    4633\n",
       "             ... \n",
       "C00580100    4633\n",
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       "C00580100    4633\n",
       "C00580100    4633\n",
       "C00580100    4633\n",
       "C00580100    4633\n",
       "Name: unique_donors, dtype: object"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations[cand_donations['CAND_NAME'].str.contains('TRUMP')][\n",
    "    'unique_donors']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AMNDT_IND               5706\n",
       "RPT_TP                  5706\n",
       "TRANSACTION_PGI         5706\n",
       "IMAGE_NUM               5706\n",
       "TRANSACTION_TP          5706\n",
       "ENTITY_TP               5706\n",
       "NAME                    5706\n",
       "CITY                    5706\n",
       "STATE                   5704\n",
       "ZIP_CODE                5706\n",
       "EMPLOYER                5418\n",
       "OCCUPATION              5406\n",
       "TRANSACTION_DT          5706\n",
       "TRANSACTION_AMT         5706\n",
       "OTHER_ID                  76\n",
       "TRAN_ID                 5706\n",
       "FILE_NUM                5706\n",
       "MEMO_CD                   77\n",
       "MEMO_TEXT                  0\n",
       "SUB_ID                  5706\n",
       "CAND_ID                 5706\n",
       "CAND_NAME               5706\n",
       "CAND_PTY_AFFILIATION    5706\n",
       "CAND_ELECTION_YR        5706\n",
       "CAND_OFFICE_ST          5706\n",
       "CAND_OFFICE             5706\n",
       "CAND_OFFICE_DISTRICT    5706\n",
       "CAND_ICI                5706\n",
       "CAND_STATUS             5706\n",
       "CAND_ST1                5706\n",
       "CAND_ST2                   0\n",
       "CAND_CITY               5706\n",
       "CAND_ST                 5706\n",
       "CAND_ZIP                5706\n",
       "unique_donors           5706\n",
       "dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cand_donations[\n",
    "    cand_donations['CAND_NAME'].str.contains('TRUMP')].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's add him back in here, since we likely want to compare the main contenders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sign_cand_donations = sign_cand_donations.append(\n",
    "    cand_donations[\n",
    "        cand_donations['CAND_NAME'].str.contains('TRUMP')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CAND_NAME\n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE    132751051.0\n",
       "SANDERS, BERNARD                                    69458204.0\n",
       "TRUMP, DONALD J. / MICHAEL R. PENCE                  3395966.0\n",
       "Name: TRANSACTION_AMT, dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sign_cand_donations.groupby('CAND_NAME').sum()['TRANSACTION_AMT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CAND_NAME\n",
       "TRUMP, DONALD J. / MICHAEL R. PENCE                  4633\n",
       "CLINTON, HILLARY RODHAM / TIMOTHY MICHAEL KAINE     85089\n",
       "SANDERS, BERNARD                                   159977\n",
       "Name: unique_donors, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sign_cand_donations.groupby('CAND_NAME').min()[\n",
    "    'unique_donors'].sort_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we can already see some trends emerging. Bernie Sanders has the most donations, Hillary Clinton has the most money from individual donors and Donald Trump is significantly lacking in both in comparison. In fact, if you use [candidate committe details](http://www.fec.gov/fecviewer/CandidateCommitteeDetail.do) you can see he has loaned himself more than $43M to run his campaign so far."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now it's your turn!\n",
    "\n",
    "\n",
    "Possible Next Tasks:\n",
    "----------------------\n",
    "\n",
    "- Make a histogram of each candidates donations, do you see any trends?\n",
    "- Use [standard deviations](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.std.html) to remove or focus on outliers from the dataset.\n",
    "- Which states have the most donors?\n",
    "- Which occupations or employers are most represented by which campaigns?\n",
    "- Use below committee data to find other committees for the main candidates (i.e. what other committees support Bernie, Trump and Clinton)? or even, how many people donated to which committees this year? (like the NRA or Exxon or AT&T?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bonus: Import the committee data and see if you can join with our original donations file, can you find what other commmittees have large and small donation groupings? Here's the import to get started."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "comm_header = [r for r in reader(open('data/cm_header_file.csv', 'r'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "committees = pd.read_csv('data/cm.txt', names=comm_header[0], sep='|')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "committees.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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