Prop-62-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prop 62 analysis\n",
    "\n",
    "By Tara Carman\n",
    "\n",
    "This is a sample notebook prepared as part of the Python for Data Journalists MOOC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading in the list of propositions and committees from CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "props = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/committees.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ocd_prop_id</th>\n",
       "      <th>calaccess_prop_id</th>\n",
       "      <th>ccdc_prop_id</th>\n",
       "      <th>prop_name</th>\n",
       "      <th>ccdc_committee_id</th>\n",
       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
       "      <th>committee_position</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>382</td>\n",
       "      <td>1374469</td>\n",
       "      <td>YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>383</td>\n",
       "      <td>1220380</td>\n",
       "      <td>COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>384</td>\n",
       "      <td>1282321</td>\n",
       "      <td>TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>385</td>\n",
       "      <td>1382843</td>\n",
       "      <td>CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82</td>\n",
       "      <td>1362198</td>\n",
       "      <td>71</td>\n",
       "      <td>PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...</td>\n",
       "      <td>386</td>\n",
       "      <td>1362973</td>\n",
       "      <td>YES ON PROPOSITION 52 - A COALITION OF CALIFOR...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        ocd_prop_id  calaccess_prop_id  \\\n",
       "0  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "1  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "2  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "3  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "4  ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "\n",
       "   ccdc_prop_id                                          prop_name  \\\n",
       "0            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "1            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "2            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "3            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "4            71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "\n",
       "   ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                382                 1374469   \n",
       "1                383                 1220380   \n",
       "2                384                 1282321   \n",
       "3                385                 1382843   \n",
       "4                386                 1362973   \n",
       "\n",
       "                                      committee_name committee_position  \n",
       "0  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...            SUPPORT  \n",
       "1  COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...            SUPPORT  \n",
       "2  TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...            SUPPORT  \n",
       "3  CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...             OPPOSE  \n",
       "4  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...            SUPPORT  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 102 entries, 0 to 101\n",
      "Data columns (total 8 columns):\n",
      "ocd_prop_id               102 non-null object\n",
      "calaccess_prop_id         102 non-null int64\n",
      "ccdc_prop_id              102 non-null int64\n",
      "prop_name                 102 non-null object\n",
      "ccdc_committee_id         102 non-null int64\n",
      "calaccess_committee_id    102 non-null int64\n",
      "committee_name            102 non-null object\n",
      "committee_position        102 non-null object\n",
      "dtypes: int64(4), object(4)\n",
      "memory usage: 4.8+ KB\n"
     ]
    }
   ],
   "source": [
    "props.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "contribs = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/contributions.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
       "      <th>calaccess_filing_id</th>\n",
       "      <th>date_received</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_city</th>\n",
       "      <th>contributor_state</th>\n",
       "      <th>contributor_zip</th>\n",
       "      <th>contributor_employer</th>\n",
       "      <th>contributor_occupation</th>\n",
       "      <th>contributor_is_self_employed</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>BERGMAN</td>\n",
       "      <td>GRETCHEN</td>\n",
       "      <td>SPRING VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>91978</td>\n",
       "      <td>A NEW PATH</td>\n",
       "      <td>EXECUTIVE DIRECTOR</td>\n",
       "      <td>False</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>KAHLE</td>\n",
       "      <td>MYRNA</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92109</td>\n",
       "      <td>NATIONAL SCHOOL DISTRICT</td>\n",
       "      <td>TEACHER</td>\n",
       "      <td>False</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-07-15</td>\n",
       "      <td>MCDEVITT</td>\n",
       "      <td>LEO</td>\n",
       "      <td>ESCONDIDO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92025</td>\n",
       "      <td>LIFE IONIZERS</td>\n",
       "      <td>SEO/CONTENT MANAGER</td>\n",
       "      <td>False</td>\n",
       "      <td>198.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-08-10</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92116</td>\n",
       "      <td>STEPHANIE WARREN SAMARIPA</td>\n",
       "      <td>ENTREPRENEUR</td>\n",
       "      <td>False</td>\n",
       "      <td>-50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-07-26</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92116</td>\n",
       "      <td>STEPHANIE WARREN SAMARIPA</td>\n",
       "      <td>ENTREPRENEUR</td>\n",
       "      <td>True</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   calaccess_committee_id                              committee_name  \\\n",
       "0                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "1                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "2                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "3                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "4                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "\n",
       "   calaccess_filing_id date_received contributor_lastname  \\\n",
       "0              2083796    2016-09-18              BERGMAN   \n",
       "1              2083796    2016-09-18                KAHLE   \n",
       "2              2083796    2016-07-15             MCDEVITT   \n",
       "3              2083796    2016-08-10      WARREN-SAMARIPA   \n",
       "4              2083796    2016-07-26      WARREN-SAMARIPA   \n",
       "\n",
       "  contributor_firstname contributor_city contributor_state contributor_zip  \\\n",
       "0              GRETCHEN    SPRING VALLEY                CA           91978   \n",
       "1                 MYRNA        SAN DIEGO                CA           92109   \n",
       "2                   LEO        ESCONDIDO                CA           92025   \n",
       "3             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "4             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "\n",
       "        contributor_employer contributor_occupation  \\\n",
       "0                 A NEW PATH     EXECUTIVE DIRECTOR   \n",
       "1   NATIONAL SCHOOL DISTRICT                TEACHER   \n",
       "2              LIFE IONIZERS    SEO/CONTENT MANAGER   \n",
       "3  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "4  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "\n",
       "   contributor_is_self_employed  amount  \n",
       "0                         False    84.0  \n",
       "1                         False    35.0  \n",
       "2                         False   198.0  \n",
       "3                         False   -50.0  \n",
       "4                          True    50.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 56379 entries, 0 to 56378\n",
      "Data columns (total 13 columns):\n",
      "calaccess_committee_id          56379 non-null int64\n",
      "committee_name                  56379 non-null object\n",
      "calaccess_filing_id             56379 non-null int64\n",
      "date_received                   56379 non-null object\n",
      "contributor_lastname            56375 non-null object\n",
      "contributor_firstname           53411 non-null object\n",
      "contributor_city                56369 non-null object\n",
      "contributor_state               56363 non-null object\n",
      "contributor_zip                 56366 non-null object\n",
      "contributor_employer            48572 non-null object\n",
      "contributor_occupation          53273 non-null object\n",
      "contributor_is_self_employed    56379 non-null bool\n",
      "amount                          56379 non-null float64\n",
      "dtypes: bool(1), float64(1), int64(2), object(9)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "contribs.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "1      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "2      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "3      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "4      PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...\n",
       "5      PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...\n",
       "6      PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...\n",
       "7      PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "8      PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "9      PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "10     PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "11     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "12     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "13     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "14     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "15     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "16     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "17     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "18     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "19     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "20     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "21     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "22     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "23     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "24     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "25     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "26     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "27     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "28     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "29     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "                             ...                        \n",
       "72     PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...\n",
       "73     PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...\n",
       "74     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "75     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "76     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "77     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "78     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "79     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "80     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "81     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "82     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "83     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "84     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "85     PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...\n",
       "86     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "87     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "88     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "89     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "90     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "91     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "92     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "93     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "94     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "95     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "96     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "97     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "98     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "99     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "100    PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "101    PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "Name: prop_name, Length: 102, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "props = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/committees.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'propname'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0mTraceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-e4a4d3942b69>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mprops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpropname\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mc:\\users\\carmant\\code\\first-python-notebook\\lib\\site-packages\\pandas\\core\\generic.pyc\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   3079\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3080\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3081\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3082\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3083\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'propname'"
     ]
    }
   ],
   "source": [
    "props.propname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "props = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/committees.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'propname'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0mTraceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-e4a4d3942b69>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mprops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpropname\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mc:\\users\\carmant\\code\\first-python-notebook\\lib\\site-packages\\pandas\\core\\generic.pyc\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   3079\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3080\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3081\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3082\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3083\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'propname'"
     ]
    }
   ],
   "source": [
    "props.propname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.head of        calaccess_committee_id  \\\n",
       "0                     1386560   \n",
       "1                     1386560   \n",
       "2                     1386560   \n",
       "3                     1386560   \n",
       "4                     1386560   \n",
       "5                     1386560   \n",
       "6                     1386560   \n",
       "7                     1386560   \n",
       "8                     1386560   \n",
       "9                     1386560   \n",
       "10                    1386560   \n",
       "11                    1386560   \n",
       "12                    1386560   \n",
       "13                    1386560   \n",
       "14                    1386560   \n",
       "15                    1386560   \n",
       "16                    1386560   \n",
       "17                    1386560   \n",
       "18                    1386560   \n",
       "19                    1386560   \n",
       "20                    1386560   \n",
       "21                    1386560   \n",
       "22                    1386560   \n",
       "23                    1386560   \n",
       "24                    1386560   \n",
       "25                    1386560   \n",
       "26                    1372902   \n",
       "27                    1372902   \n",
       "28                    1372902   \n",
       "29                    1372902   \n",
       "...                       ...   \n",
       "56349                 1374469   \n",
       "56350                 1374469   \n",
       "56351                 1374469   \n",
       "56352                 1374469   \n",
       "56353                 1374469   \n",
       "56354                 1374469   \n",
       "56355                 1374469   \n",
       "56356                 1374469   \n",
       "56357                 1374469   \n",
       "56358                 1374469   \n",
       "56359                 1374469   \n",
       "56360                 1374469   \n",
       "56361                 1374469   \n",
       "56362                 1374469   \n",
       "56363                 1374469   \n",
       "56364                 1374469   \n",
       "56365                 1374469   \n",
       "56366                 1374469   \n",
       "56367                 1362973   \n",
       "56368                 1362973   \n",
       "56369                 1362973   \n",
       "56370                 1362973   \n",
       "56371                 1362973   \n",
       "56372                 1362973   \n",
       "56373                 1362973   \n",
       "56374                 1362973   \n",
       "56375                 1362973   \n",
       "56376                 1362973   \n",
       "56377                 1362973   \n",
       "56378                 1362973   \n",
       "\n",
       "                                          committee_name  calaccess_filing_id  \\\n",
       "0             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "1             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "2             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "3             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "4             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "5             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "6             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "7             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "8             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "9             ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "10            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "11            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "12            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "13            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "14            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "15            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "16            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "17            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2098758   \n",
       "18            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2098758   \n",
       "19            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2098758   \n",
       "20            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2131665   \n",
       "21            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2131665   \n",
       "22            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2131665   \n",
       "23            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2131665   \n",
       "24            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2131665   \n",
       "25            ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2131665   \n",
       "26     AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...              1966084   \n",
       "27     AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...              1966084   \n",
       "28     AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...              1966084   \n",
       "29     AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...              1982896   \n",
       "...                                                  ...                  ...   \n",
       "56349  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56350  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56351  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56352  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56353  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56354  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56355  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56356  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56357  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56358  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56359  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56360  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56361  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56362  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56363  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56364  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130385   \n",
       "56365  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130387   \n",
       "56366  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...              2130387   \n",
       "56367  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              1962988   \n",
       "56368  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              1962988   \n",
       "56369  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              1962988   \n",
       "56370  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              1962988   \n",
       "56371  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              1962988   \n",
       "56372  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              1962988   \n",
       "56373  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              1980342   \n",
       "56374  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              2009922   \n",
       "56375  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              2009922   \n",
       "56376  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              2033916   \n",
       "56377  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              2082752   \n",
       "56378  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...              2082752   \n",
       "\n",
       "      date_received                               contributor_lastname  \\\n",
       "0        2016-09-18                                            BERGMAN   \n",
       "1        2016-09-18                                              KAHLE   \n",
       "2        2016-07-15                                           MCDEVITT   \n",
       "3        2016-08-10                                    WARREN-SAMARIPA   \n",
       "4        2016-07-26                                    WARREN-SAMARIPA   \n",
       "5        2016-07-26                                            VENTURO   \n",
       "6        2016-07-29                                             HANNON   \n",
       "7        2016-08-06                                            SCHERER   \n",
       "8        2016-08-19                                             SEXTON   \n",
       "9        2016-09-15                                              WOLFF   \n",
       "10       2016-09-16                                          KLEYMEYER   \n",
       "11       2016-09-19                                          MCELFRESH   \n",
       "12       2016-08-04                         CANNABIS EDUCATION PROJECT   \n",
       "13       2016-08-16                            NATUREWELL INCORPORATED   \n",
       "14       2016-09-06                           DR. BRONNERS MAGIC SOAPS   \n",
       "15       2016-08-20                                              KAHLE   \n",
       "16       2016-07-28                                              TOWER   \n",
       "17       2016-10-02                                          MCELFRESH   \n",
       "18       2016-10-16                                            GELFAND   \n",
       "19       2016-10-20                                    SCHMACTENBERGER   \n",
       "20       2017-11-04                           NATUREWELL, INCORPORATED   \n",
       "21       2016-11-03                                               RIEL   \n",
       "22       2016-11-03                                             WICKER   \n",
       "23       2016-11-01                                          MCELFRESH   \n",
       "24       2016-11-19                         CANNABIS EDUCATION PROJECT   \n",
       "25       2016-12-12                     COMMUNITY ENGAGEMENT RESOURCES   \n",
       "26       2015-03-11                              ADVANCE POLYBAG, INC.   \n",
       "27       2015-03-16                                 HILEX POLY CO. LLC   \n",
       "28       2015-03-17                                     SUPERBAG CORP.   \n",
       "29       2015-04-15                FORMOSA PLASTICS CORPORATION U.S.A.   \n",
       "...             ...                                                ...   \n",
       "56349    2016-11-07                             EASY LIFT DOOR COMPANY   \n",
       "56350    2016-11-07                        EVERGREEN LANDSCAPE COMPANY   \n",
       "56351    2016-11-07                         GLOBE FIRE SPRINKLER CORP.   \n",
       "56352    2016-11-07                GOUVIS ENGINEERING CONSULTING GROUP   \n",
       "56353    2016-11-07                            HOUSING CAPITAL COMPANY   \n",
       "56354    2016-11-07                                    INMAN LAW GROUP   \n",
       "56355    2016-11-07                            JEAN BATES & ASSOCIATES   \n",
       "56356    2016-11-07                                   KPS ALARMS, INC.   \n",
       "56357    2016-11-07      LAND HOME FINANCIAL SERVICES BUILDER DIVISION   \n",
       "56358    2016-11-07  LENNAR HOMES OF CALIFORNIA INC., AND AFFILIATE...   \n",
       "56359    2016-11-07                                    LEONARD ROOFING   \n",
       "56360    2016-11-07  LEWIS PACIFIC PARTNERS, INCLUDING CONTRIBUTION...   \n",
       "56361    2016-11-07                                          LG HAUSYS   \n",
       "56362    2016-11-07                              MARINA LANDSCAPE INC.   \n",
       "56363    2016-11-07                             MERIDIAN PACIFIC, INC.   \n",
       "56364    2016-11-07                            SAMSUNG HOME APPLIANCES   \n",
       "56365    2017-01-23  CALIFORNIA BUILDING INDUSTRY ASSOCIATION ISSUE...   \n",
       "56366    2017-01-23  COALITION FOR ADEQUATE SCHOOL HOUSING ISSUES C...   \n",
       "56367    2015-01-20                               AHMC HEALTHCARE, INC   \n",
       "56368    2015-01-20                               AHMC HEALTHCARE, INC   \n",
       "56369    2015-01-20                               AHMC HEALTHCARE, INC   \n",
       "56370    2015-02-04                               AHMC HEALTHCARE, INC   \n",
       "56371    2015-02-04                               AHMC HEALTHCARE, INC   \n",
       "56372    2015-03-31                   TRI-CITY REGIONAL MEDICAL CENTER   \n",
       "56373    2015-06-30                                   ORCHARD HOSPITAL   \n",
       "56374    2015-12-22             CALIFORNIA HEALTH FOUNDATION AND TRUST   \n",
       "56375    2015-12-22        CFHS HOLDINGS, INC./MARINA DEL REY HOSPITAL   \n",
       "56376    2016-01-20                                     DIGNITY HEALTH   \n",
       "56377    2016-08-01  MEMBERS' VOICE OF THE STATE BUILDING AND CONST...   \n",
       "56378    2016-08-16  CALIFORNIA HOSPITALS COMMITTEE ON ISSUES, (CHC...   \n",
       "\n",
       "      contributor_firstname  contributor_city contributor_state  \\\n",
       "0                  GRETCHEN     SPRING VALLEY                CA   \n",
       "1                     MYRNA         SAN DIEGO                CA   \n",
       "2                       LEO         ESCONDIDO                CA   \n",
       "3                 STEPHANIE         SAN DIEGO                CA   \n",
       "4                 STEPHANIE         SAN DIEGO                CA   \n",
       "5                      JOHN         SAN DIEGO                CA   \n",
       "6                     SUSAN          CARLSBAD                CA   \n",
       "7                     WAYNE         SAN DIEGO                CA   \n",
       "8                  MICHELLE         SAN DIEGO                CA   \n",
       "9                  MICHELLE         SAN DIEGO                CA   \n",
       "10                     JOSH         SAN DIEGO                CA   \n",
       "11                  JESSICA   RANCHO SANTA FE                CA   \n",
       "12                      NaN         SAN DIEGO                CA   \n",
       "13                      NaN         SAN DIEGO                CA   \n",
       "14                      NaN             VISTA                CA   \n",
       "15                    MYRNA         SAN DIEGO                CA   \n",
       "16                    ROGER         SAN DIEGO                CA   \n",
       "17                  JESSICA   RANCHO SANTA FE                CA   \n",
       "18                  MICHAEL   RANCHO SANTA FE                CA   \n",
       "19                    JAMES         ENCINITAS                CA   \n",
       "20                      NaN         SAN DIEGO                CA   \n",
       "21                     RICH         SAN DIEGO                CA   \n",
       "22                   EDWARD         ESCONDIDO                CA   \n",
       "23                  JESSICA   RANCHO SANTA FE                CA   \n",
       "24                      NaN           ANAHEIM                CA   \n",
       "25                      NaN                CA                CA   \n",
       "26                      NaN        SUGAR LAND                TX   \n",
       "27                      NaN        HARTSVILLE                SC   \n",
       "28                      NaN           HOUSTON                TX   \n",
       "29                      NaN        LIVINGSTON                NJ   \n",
       "...                     ...               ...               ...   \n",
       "56349                   NaN        SACRAMENTO                CA   \n",
       "56350                   NaN              LODI                CA   \n",
       "56351                   NaN           ANAHEIM                CA   \n",
       "56352                   NaN     NEWPORT BEACH                CA   \n",
       "56353                   NaN         SAN MATEO                CA   \n",
       "56354                   NaN        SACRAMENTO                CA   \n",
       "56355                   NaN          DANVILLE                CA   \n",
       "56356                   NaN           ONTARIO                CA   \n",
       "56357                   NaN           CONCORD                CA   \n",
       "56358                   NaN        SAN RAFAEL                CA   \n",
       "56359                   NaN         ELK GROVE                CA   \n",
       "56360                   NaN            UPLAND                CA   \n",
       "56361                   NaN         LIVERMORE                CA   \n",
       "56362                   NaN         LIVERMORE                CA   \n",
       "56363                   NaN        SACRAMENTO                CA   \n",
       "56364                   NaN   RIDGEFIELD PARK                NJ   \n",
       "56365                   NaN        SACRAMENTO                CA   \n",
       "56366                   NaN        SAN RAFAEL                CA   \n",
       "56367                   NaN          ALHAMBRA                CA   \n",
       "56368                   NaN          ALHAMBRA                CA   \n",
       "56369                   NaN          ALHAMBRA                CA   \n",
       "56370                   NaN          ALHAMBRA                CA   \n",
       "56371                   NaN          ALHAMBRA                CA   \n",
       "56372                   NaN  HAWAIIAN GARDENS                CA   \n",
       "56373                   NaN           GRIDLEY                CA   \n",
       "56374                   NaN        SACRAMENTO                CA   \n",
       "56375                   NaN    MARINA DEL REY                CA   \n",
       "56376                   NaN     SAN FRANCISCO                CA   \n",
       "56377                   NaN        SACRAMENTO                CA   \n",
       "56378                   NaN        SACRAMENTO                CA   \n",
       "\n",
       "      contributor_zip                               contributor_employer  \\\n",
       "0               91978                                         A NEW PATH   \n",
       "1               92109                           NATIONAL SCHOOL DISTRICT   \n",
       "2               92025                                      LIFE IONIZERS   \n",
       "3               92116                          STEPHANIE WARREN SAMARIPA   \n",
       "4               92116                          STEPHANIE WARREN SAMARIPA   \n",
       "5               92110                                                SMI   \n",
       "6               92008                                       SUSAN HANNON   \n",
       "7               92117                                      WAYNE SCHERER   \n",
       "8               92109  CENTER FOR THE STUDY OF CANNABIS AND SOCIAL PO...   \n",
       "9               92107                                     MICHELLE WOLFF   \n",
       "10              92116                                     JOSH KLEYMEYER   \n",
       "11              92091                                      MCELFRESH LAW   \n",
       "12              92107                                                NaN   \n",
       "13              92101                                                NaN   \n",
       "14              92085                                                NaN   \n",
       "15              92109                           NATIONAL SCHOOL DISTRICT   \n",
       "16              92105                                     RIVERINE, INC.   \n",
       "17              92091                                      MCELFRESH LAW   \n",
       "18              92067                             TERRA VISTA MANAGEMENT   \n",
       "19              92024                                       MANKIND COOP   \n",
       "20              92101                                                NaN   \n",
       "21              92123                                             DR. DJ   \n",
       "22              92025                      EDWARD WICKER ATTORNEY AT LAW   \n",
       "23              92091                                      MCELFRESH LAW   \n",
       "24              92801                                                NaN   \n",
       "25              92107                                                NaN   \n",
       "26              77077                                                NaN   \n",
       "27              29550                                                NaN   \n",
       "28              77041                                                NaN   \n",
       "29               7039                                                NaN   \n",
       "...               ...                                                ...   \n",
       "56349           95821                                                NaN   \n",
       "56350           95241                                                NaN   \n",
       "56351           92807                                                NaN   \n",
       "56352           92660                                                NaN   \n",
       "56353           94402                                                NaN   \n",
       "56354           95814                                                NaN   \n",
       "56355           94526                                                NaN   \n",
       "56356           91761                                                NaN   \n",
       "56357           94520                                                NaN   \n",
       "56358           94901                                                NaN   \n",
       "56359           95624                                                NaN   \n",
       "56360           91786                                                NaN   \n",
       "56361           94551                                                NaN   \n",
       "56362           94551                                                NaN   \n",
       "56363           95825                                                NaN   \n",
       "56364            7660                                                NaN   \n",
       "56365           95814                                                NaN   \n",
       "56366           94901                                                NaN   \n",
       "56367           91801                                                NaN   \n",
       "56368           91801                                                NaN   \n",
       "56369           91801                                                NaN   \n",
       "56370           91801                                                NaN   \n",
       "56371           91801                                                NaN   \n",
       "56372           90716                                                NaN   \n",
       "56373           95948                                                NaN   \n",
       "56374           95814                                                NaN   \n",
       "56375           90292                                                NaN   \n",
       "56376           91107                                                NaN   \n",
       "56377           95814                                                NaN   \n",
       "56378           95814                                                NaN   \n",
       "\n",
       "             contributor_occupation  contributor_is_self_employed      amount  \n",
       "0                EXECUTIVE DIRECTOR                         False       84.00  \n",
       "1                           TEACHER                         False       35.00  \n",
       "2               SEO/CONTENT MANAGER                         False      198.00  \n",
       "3                      ENTREPRENEUR                         False      -50.00  \n",
       "4                      ENTREPRENEUR                          True       50.00  \n",
       "5                          ENGINEER                         False      198.00  \n",
       "6                             SALES                          True      100.00  \n",
       "7                             OWNER                          True       30.00  \n",
       "8                        RESEARCHER                         False       84.00  \n",
       "9                          COMEDIAN                          True       84.00  \n",
       "10                       CONSULTANT                          True       42.00  \n",
       "11                         ATTORNEY                          True      150.00  \n",
       "12                              NaN                         False      400.00  \n",
       "13                              NaN                         False     5000.00  \n",
       "14                              NaN                         False     5000.00  \n",
       "15                          TEACHER                         False       84.00  \n",
       "16     DIGITAL MARKETING CONSULTANT                         False       50.00  \n",
       "17                         ATTORNEY                         False      300.00  \n",
       "18                      REAL ESTATE                         False      250.00  \n",
       "19                         DIRECTOR                         False      300.00  \n",
       "20                              NaN                         False     2000.00  \n",
       "21                               DJ                         False     1000.00  \n",
       "22                         ATTORNEY                         False      250.00  \n",
       "23                           LAWYER                         False      250.00  \n",
       "24                              NaN                         False      800.00  \n",
       "25                              NaN                         False      400.00  \n",
       "26                              NaN                         False    12000.00  \n",
       "27                              NaN                         False    42000.00  \n",
       "28                              NaN                         False    12000.00  \n",
       "29                              NaN                         False    14000.00  \n",
       "...                             ...                           ...         ...  \n",
       "56349                           NaN                         False      100.00  \n",
       "56350                           NaN                         False      100.00  \n",
       "56351                           NaN                         False      100.00  \n",
       "56352                           NaN                         False      100.00  \n",
       "56353                           NaN                         False      100.00  \n",
       "56354                           NaN                         False      100.00  \n",
       "56355                           NaN                         False      100.00  \n",
       "56356                           NaN                         False      100.00  \n",
       "56357                           NaN                         False      100.00  \n",
       "56358                           NaN                         False      100.00  \n",
       "56359                           NaN                         False      100.00  \n",
       "56360                           NaN                         False      100.00  \n",
       "56361                           NaN                         False      100.00  \n",
       "56362                           NaN                         False      100.00  \n",
       "56363                           NaN                         False      100.00  \n",
       "56364                           NaN                         False      100.00  \n",
       "56365                           NaN                         False   -27000.00  \n",
       "56366                           NaN                         False    -9000.00  \n",
       "56367                           NaN                         False   231403.67  \n",
       "56368                           NaN                         False   231403.67  \n",
       "56369                           NaN                         False   231403.67  \n",
       "56370                           NaN                         False   231403.67  \n",
       "56371                           NaN                         False   231403.67  \n",
       "56372                           NaN                         False     7050.49  \n",
       "56373                           NaN                         False     9429.50  \n",
       "56374                           NaN                         False  2000000.00  \n",
       "56375                           NaN                         False     4629.00  \n",
       "56376                           NaN                         False  8478390.00  \n",
       "56377                           NaN                         False   100000.00  \n",
       "56378                           NaN                         False  1000000.00  \n",
       "\n",
       "[56379 rows x 13 columns]>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.head of                                           ocd_prop_id  calaccess_prop_id  \\\n",
       "0    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "1    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "2    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "3    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "4    ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "5    ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "6    ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "7    ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "8    ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "9    ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "10   ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "11   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "12   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "13   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "14   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "15   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "16   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "17   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "18   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "19   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "20   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "21   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "22   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "23   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "24   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "25   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "26   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "27   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "28   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "29   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "..                                                ...                ...   \n",
       "72   ocd-contest/e02dc48a-2ed3-4a87-859b-26c90f0539e7            1381803   \n",
       "73   ocd-contest/e02dc48a-2ed3-4a87-859b-26c90f0539e7            1381803   \n",
       "74   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "75   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "76   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "77   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "78   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "79   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "80   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "81   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "82   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "83   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "84   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "85   ocd-contest/cac74f20-f59f-4857-8750-5f832a3549c9            1381520   \n",
       "86   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "87   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "88   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "89   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "90   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "91   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "92   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "93   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "94   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "95   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "96   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "97   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "98   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "99   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "100  ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "101  ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "\n",
       "     ccdc_prop_id                                          prop_name  \\\n",
       "0              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "1              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "2              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "3              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "4              71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "5              71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "6              71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "7              72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "8              72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "9              72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "10             72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "11             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "12             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "13             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "14             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "15             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "16             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "17             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "18             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "19             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "20             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "21             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "22             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "23             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "24             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "25             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "26             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "27             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "28             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "29             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "..            ...                                                ...   \n",
       "72             82  PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...   \n",
       "73             82  PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...   \n",
       "74             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "75             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "76             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "77             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "78             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "79             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "80             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "81             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "82             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "83             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "84             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "85             84  PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...   \n",
       "86             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "87             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "88             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "89             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "90             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "91             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "92             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "93             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "94             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "95             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "96             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "97             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "98             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "99             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "100            86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "101            86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "\n",
       "     ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                  382                 1374469   \n",
       "1                  383                 1220380   \n",
       "2                  384                 1282321   \n",
       "3                  385                 1382843   \n",
       "4                  386                 1362973   \n",
       "5                  387                 1381488   \n",
       "6                  388                 1373047   \n",
       "7                  389                 1376040   \n",
       "8                  390                 1378875   \n",
       "9                  391                  761010   \n",
       "10                 392                 1389930   \n",
       "11                 396                 1389997   \n",
       "12                 393                 1381029   \n",
       "13                 394                 1386494   \n",
       "14                 395                 1385928   \n",
       "15                 397                 1384591   \n",
       "16                 398                 1381382   \n",
       "17                 399                 1391170   \n",
       "18                 400                 1390602   \n",
       "19                 401                 1385538   \n",
       "20                 402                 1385886   \n",
       "21                 403                 1372760   \n",
       "22                 404                  931704   \n",
       "23                 405                 1388865   \n",
       "24                 406                 1383858   \n",
       "25                 407                 1386637   \n",
       "26                 408                 1377991   \n",
       "27                 409                 1384591   \n",
       "28                 410                 1385538   \n",
       "29                 411                 1372760   \n",
       "..                 ...                     ...   \n",
       "72                 454                 1380675   \n",
       "73                 455                 1387279   \n",
       "74                 456                 1381808   \n",
       "75                 457                 1382525   \n",
       "76                 458                 1376077   \n",
       "77                 459                 1382568   \n",
       "78                 460                 1371855   \n",
       "79                 461                 1343793   \n",
       "80                 462                 1386560   \n",
       "81                 463                 1387789   \n",
       "82                 464                 1385506   \n",
       "83                 465                 1385745   \n",
       "84                 466                 1390962   \n",
       "85                 467                 1372902   \n",
       "86                 468                 1346266   \n",
       "87                 469                 1302403   \n",
       "88                 470                 1385745   \n",
       "89                 471                 1386494   \n",
       "90                 472                 1380590   \n",
       "91                 473                 1391170   \n",
       "92                 474                 1317554   \n",
       "93                 475                 1336580   \n",
       "94                 476                 1383946   \n",
       "95                 477                 1372900   \n",
       "96                 478                 1372902   \n",
       "97                 479                 1329332   \n",
       "98                 480                 1374885   \n",
       "99                 481                 1346973   \n",
       "100                482                 1381938   \n",
       "101                483                 1389817   \n",
       "\n",
       "                                        committee_name committee_position  \n",
       "0    YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...            SUPPORT  \n",
       "1    COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...            SUPPORT  \n",
       "2    TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...            SUPPORT  \n",
       "3    CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...             OPPOSE  \n",
       "4    YES ON PROPOSITION 52 - A COALITION OF CALIFOR...            SUPPORT  \n",
       "5    CALIFORNIANS FOR HOSPITAL ACCOUNTABILITY AND Q...             OPPOSE  \n",
       "6    SERVICE EMPLOYEES INTERNATIONAL UNION, UNITED ...             OPPOSE  \n",
       "7                        YES ON 53 - STOP BLANK CHECKS            SUPPORT  \n",
       "8    NO ON PROP 53 - CALIFORNIANS TO PROTECT LOCAL ...             OPPOSE  \n",
       "9    CA BUSINESS PAC, SP0NSORED BY CA CHAMBER OF CO...             OPPOSE  \n",
       "10         NO ON 53, NEIGHBORS DEFENDING LOCAL CONTROL             OPPOSE  \n",
       "11   CALIFORNIA COMMON CAUSE -- YES ON 54 AND 59 (N...            SUPPORT  \n",
       "12   YES ON 54 - VOTERS FIRST, NOT SPECIAL INTEREST...            SUPPORT  \n",
       "13   PROTEUS ACTION LEAGUE NON-PROFIT 501 (C)(4) OR...            SUPPORT  \n",
       "14           CALIFORNIANS FOR AN EFFECTIVE LEGISLATURE             OPPOSE  \n",
       "15   MILLION VOTER PROJECT ACTION FUND - YES ON 55 ...            SUPPORT  \n",
       "16   YES ON 55 - CALIFORNIANS FOR BUDGET STABILITY,...            SUPPORT  \n",
       "17   MILLION VOTER PROJECT ACTION FUND - YES ON 55,...            SUPPORT  \n",
       "18   COMMON SENSE KIDS ACTION, INC., YES ON PROPS. ...            SUPPORT  \n",
       "19   CALIFORNIA KIDS CAMPAIGN, YES ON PROPS 55 & 56...            SUPPORT  \n",
       "20   NO ON PROPOSITION 55, CALIFORNIA'S FUTURE PAC,...             OPPOSE  \n",
       "21   PICO CALIFORNIA - YES ON 55, 56, AND 57 (NON P...            SUPPORT  \n",
       "22   UNITED TEACHERS LOS ANGELES-POLITICAL ACTION C...            SUPPORT  \n",
       "23   PROTECT SMALL BUSINESS AND SMOKE FREE ALTERNAT...             OPPOSE  \n",
       "24   FIGHT CANCER - YES ON 56, SPONSORED BY AMERICA...            SUPPORT  \n",
       "25   NO ON 56 - STOP THE SPECIAL INTEREST TAX GRAB....             OPPOSE  \n",
       "26   YES ON 56 - SAVES LIVES CALIFORNIA, A COALITIO...            SUPPORT  \n",
       "27   MILLION VOTER PROJECT ACTION FUND - YES ON 55 ...            SUPPORT  \n",
       "28   CALIFORNIA KIDS CAMPAIGN, YES ON PROPS 55 & 56...            SUPPORT  \n",
       "29   PICO CALIFORNIA - YES ON 55, 56, AND 57 (NON P...            SUPPORT  \n",
       "..                                                 ...                ...  \n",
       "72   NEWSOM BALLOT MEASURE COMMITTEE; SAFETY FOR AL...            SUPPORT  \n",
       "73   VETO GUNMAGEDDON, CITIZENS WHO ARE OPPOSED TO ...             OPPOSE  \n",
       "74   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT  \n",
       "75                              NEW APPROACH PAC (MPO)            SUPPORT  \n",
       "76   CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...            SUPPORT  \n",
       "77   PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...             OPPOSE  \n",
       "78   MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64            SUPPORT  \n",
       "79   CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT  \n",
       "80          ADULT USE CAMPAIGN FOR PROPOSITION 64; THE            SUPPORT  \n",
       "81   SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...             OPPOSE  \n",
       "82   DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT  \n",
       "83        FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT  \n",
       "84                         MOMS STRONG AGAINST PROP 64             OPPOSE  \n",
       "85   AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...            SUPPORT  \n",
       "86   CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...            SUPPORT  \n",
       "87   CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...            SUPPORT  \n",
       "88        FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))             OPPOSE  \n",
       "89   PROTEUS ACTION LEAGUE NON-PROFIT 501 (C)(4) OR...             OPPOSE  \n",
       "90   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...             OPPOSE  \n",
       "91   MILLION VOTER PROJECT ACTION FUND - YES ON 55,...             OPPOSE  \n",
       "92   SAN FRANCISCO POLICE OFFICERS ASSOCIATION ISSU...            SUPPORT  \n",
       "93   LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PA...            SUPPORT  \n",
       "94   NO ON PROP 66, CALIFORNIANS FOR FAIR JUSTICE, ...             OPPOSE  \n",
       "95   YES ON 67 - PROTECT THE PLASTIC BAG BAN, SPONS...            SUPPORT  \n",
       "96   AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...             OPPOSE  \n",
       "97   SAVE THE BAG BAN, YES ON 67, SPONSORED BY ENVI...            SUPPORT  \n",
       "98   YES ON 67 - CALIFORNIANS AGAINST WASTE - PROTE...            SUPPORT  \n",
       "99   CALIFORNIA GROCERS ASSOCIATION ISSUES COMMITTE...            SUPPORT  \n",
       "100      SAVE THE BAY ACTION FUND PAC - YES ON PROP 67            SUPPORT  \n",
       "101  SAVE THE BAY ACTION FUND COMMITTEE TO SUPPORT ...            SUPPORT  \n",
       "\n",
       "[102 rows x 8 columns]>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.head of                                           ocd_prop_id  calaccess_prop_id  \\\n",
       "0    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "1    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "2    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "3    ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "4    ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "5    ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "6    ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "7    ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "8    ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "9    ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "10   ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389            1376142   \n",
       "11   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "12   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "13   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "14   ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc            1381642   \n",
       "15   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "16   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "17   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "18   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "19   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "20   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "21   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "22   ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6            1382647   \n",
       "23   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "24   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "25   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "26   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "27   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "28   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "29   ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9            1381640   \n",
       "..                                                ...                ...   \n",
       "72   ocd-contest/e02dc48a-2ed3-4a87-859b-26c90f0539e7            1381803   \n",
       "73   ocd-contest/e02dc48a-2ed3-4a87-859b-26c90f0539e7            1381803   \n",
       "74   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "75   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "76   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "77   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "78   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "79   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "80   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "81   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "82   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "83   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "84   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "85   ocd-contest/cac74f20-f59f-4857-8750-5f832a3549c9            1381520   \n",
       "86   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "87   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "88   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "89   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "90   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "91   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "92   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "93   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "94   ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e            1381724   \n",
       "95   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "96   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "97   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "98   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "99   ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "100  ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "101  ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95            1372638   \n",
       "\n",
       "     ccdc_prop_id                                          prop_name  \\\n",
       "0              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "1              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "2              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "3              70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "4              71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "5              71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "6              71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "7              72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "8              72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "9              72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "10             72  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...   \n",
       "11             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "12             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "13             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "14             73  PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...   \n",
       "15             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "16             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "17             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "18             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "19             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "20             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "21             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "22             74  PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...   \n",
       "23             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "24             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "25             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "26             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "27             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "28             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "29             75  PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...   \n",
       "..            ...                                                ...   \n",
       "72             82  PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...   \n",
       "73             82  PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...   \n",
       "74             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "75             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "76             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "77             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "78             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "79             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "80             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "81             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "82             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "83             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "84             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "85             84  PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...   \n",
       "86             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "87             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "88             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "89             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "90             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "91             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "92             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "93             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "94             85  PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...   \n",
       "95             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "96             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "97             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "98             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "99             86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "100            86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "101            86  PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...   \n",
       "\n",
       "     ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                  382                 1374469   \n",
       "1                  383                 1220380   \n",
       "2                  384                 1282321   \n",
       "3                  385                 1382843   \n",
       "4                  386                 1362973   \n",
       "5                  387                 1381488   \n",
       "6                  388                 1373047   \n",
       "7                  389                 1376040   \n",
       "8                  390                 1378875   \n",
       "9                  391                  761010   \n",
       "10                 392                 1389930   \n",
       "11                 396                 1389997   \n",
       "12                 393                 1381029   \n",
       "13                 394                 1386494   \n",
       "14                 395                 1385928   \n",
       "15                 397                 1384591   \n",
       "16                 398                 1381382   \n",
       "17                 399                 1391170   \n",
       "18                 400                 1390602   \n",
       "19                 401                 1385538   \n",
       "20                 402                 1385886   \n",
       "21                 403                 1372760   \n",
       "22                 404                  931704   \n",
       "23                 405                 1388865   \n",
       "24                 406                 1383858   \n",
       "25                 407                 1386637   \n",
       "26                 408                 1377991   \n",
       "27                 409                 1384591   \n",
       "28                 410                 1385538   \n",
       "29                 411                 1372760   \n",
       "..                 ...                     ...   \n",
       "72                 454                 1380675   \n",
       "73                 455                 1387279   \n",
       "74                 456                 1381808   \n",
       "75                 457                 1382525   \n",
       "76                 458                 1376077   \n",
       "77                 459                 1382568   \n",
       "78                 460                 1371855   \n",
       "79                 461                 1343793   \n",
       "80                 462                 1386560   \n",
       "81                 463                 1387789   \n",
       "82                 464                 1385506   \n",
       "83                 465                 1385745   \n",
       "84                 466                 1390962   \n",
       "85                 467                 1372902   \n",
       "86                 468                 1346266   \n",
       "87                 469                 1302403   \n",
       "88                 470                 1385745   \n",
       "89                 471                 1386494   \n",
       "90                 472                 1380590   \n",
       "91                 473                 1391170   \n",
       "92                 474                 1317554   \n",
       "93                 475                 1336580   \n",
       "94                 476                 1383946   \n",
       "95                 477                 1372900   \n",
       "96                 478                 1372902   \n",
       "97                 479                 1329332   \n",
       "98                 480                 1374885   \n",
       "99                 481                 1346973   \n",
       "100                482                 1381938   \n",
       "101                483                 1389817   \n",
       "\n",
       "                                        committee_name committee_position  \n",
       "0    YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...            SUPPORT  \n",
       "1    COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...            SUPPORT  \n",
       "2    TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...            SUPPORT  \n",
       "3    CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...             OPPOSE  \n",
       "4    YES ON PROPOSITION 52 - A COALITION OF CALIFOR...            SUPPORT  \n",
       "5    CALIFORNIANS FOR HOSPITAL ACCOUNTABILITY AND Q...             OPPOSE  \n",
       "6    SERVICE EMPLOYEES INTERNATIONAL UNION, UNITED ...             OPPOSE  \n",
       "7                        YES ON 53 - STOP BLANK CHECKS            SUPPORT  \n",
       "8    NO ON PROP 53 - CALIFORNIANS TO PROTECT LOCAL ...             OPPOSE  \n",
       "9    CA BUSINESS PAC, SP0NSORED BY CA CHAMBER OF CO...             OPPOSE  \n",
       "10         NO ON 53, NEIGHBORS DEFENDING LOCAL CONTROL             OPPOSE  \n",
       "11   CALIFORNIA COMMON CAUSE -- YES ON 54 AND 59 (N...            SUPPORT  \n",
       "12   YES ON 54 - VOTERS FIRST, NOT SPECIAL INTEREST...            SUPPORT  \n",
       "13   PROTEUS ACTION LEAGUE NON-PROFIT 501 (C)(4) OR...            SUPPORT  \n",
       "14           CALIFORNIANS FOR AN EFFECTIVE LEGISLATURE             OPPOSE  \n",
       "15   MILLION VOTER PROJECT ACTION FUND - YES ON 55 ...            SUPPORT  \n",
       "16   YES ON 55 - CALIFORNIANS FOR BUDGET STABILITY,...            SUPPORT  \n",
       "17   MILLION VOTER PROJECT ACTION FUND - YES ON 55,...            SUPPORT  \n",
       "18   COMMON SENSE KIDS ACTION, INC., YES ON PROPS. ...            SUPPORT  \n",
       "19   CALIFORNIA KIDS CAMPAIGN, YES ON PROPS 55 & 56...            SUPPORT  \n",
       "20   NO ON PROPOSITION 55, CALIFORNIA'S FUTURE PAC,...             OPPOSE  \n",
       "21   PICO CALIFORNIA - YES ON 55, 56, AND 57 (NON P...            SUPPORT  \n",
       "22   UNITED TEACHERS LOS ANGELES-POLITICAL ACTION C...            SUPPORT  \n",
       "23   PROTECT SMALL BUSINESS AND SMOKE FREE ALTERNAT...             OPPOSE  \n",
       "24   FIGHT CANCER - YES ON 56, SPONSORED BY AMERICA...            SUPPORT  \n",
       "25   NO ON 56 - STOP THE SPECIAL INTEREST TAX GRAB....             OPPOSE  \n",
       "26   YES ON 56 - SAVES LIVES CALIFORNIA, A COALITIO...            SUPPORT  \n",
       "27   MILLION VOTER PROJECT ACTION FUND - YES ON 55 ...            SUPPORT  \n",
       "28   CALIFORNIA KIDS CAMPAIGN, YES ON PROPS 55 & 56...            SUPPORT  \n",
       "29   PICO CALIFORNIA - YES ON 55, 56, AND 57 (NON P...            SUPPORT  \n",
       "..                                                 ...                ...  \n",
       "72   NEWSOM BALLOT MEASURE COMMITTEE; SAFETY FOR AL...            SUPPORT  \n",
       "73   VETO GUNMAGEDDON, CITIZENS WHO ARE OPPOSED TO ...             OPPOSE  \n",
       "74   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT  \n",
       "75                              NEW APPROACH PAC (MPO)            SUPPORT  \n",
       "76   CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...            SUPPORT  \n",
       "77   PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...             OPPOSE  \n",
       "78   MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64            SUPPORT  \n",
       "79   CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT  \n",
       "80          ADULT USE CAMPAIGN FOR PROPOSITION 64; THE            SUPPORT  \n",
       "81   SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...             OPPOSE  \n",
       "82   DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT  \n",
       "83        FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT  \n",
       "84                         MOMS STRONG AGAINST PROP 64             OPPOSE  \n",
       "85   AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...            SUPPORT  \n",
       "86   CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...            SUPPORT  \n",
       "87   CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...            SUPPORT  \n",
       "88        FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))             OPPOSE  \n",
       "89   PROTEUS ACTION LEAGUE NON-PROFIT 501 (C)(4) OR...             OPPOSE  \n",
       "90   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...             OPPOSE  \n",
       "91   MILLION VOTER PROJECT ACTION FUND - YES ON 55,...             OPPOSE  \n",
       "92   SAN FRANCISCO POLICE OFFICERS ASSOCIATION ISSU...            SUPPORT  \n",
       "93   LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PA...            SUPPORT  \n",
       "94   NO ON PROP 66, CALIFORNIANS FOR FAIR JUSTICE, ...             OPPOSE  \n",
       "95   YES ON 67 - PROTECT THE PLASTIC BAG BAN, SPONS...            SUPPORT  \n",
       "96   AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...             OPPOSE  \n",
       "97   SAVE THE BAG BAN, YES ON 67, SPONSORED BY ENVI...            SUPPORT  \n",
       "98   YES ON 67 - CALIFORNIANS AGAINST WASTE - PROTE...            SUPPORT  \n",
       "99   CALIFORNIA GROCERS ASSOCIATION ISSUES COMMITTE...            SUPPORT  \n",
       "100      SAVE THE BAY ACTION FUND PAC - YES ON PROP 67            SUPPORT  \n",
       "101  SAVE THE BAY ACTION FUND COMMITTEE TO SUPPORT ...            SUPPORT  \n",
       "\n",
       "[102 rows x 8 columns]>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
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       "                                        ocd_prop_id  calaccess_prop_id  \\\n",
       "0  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "1  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "2  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "3  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "4  ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "\n",
       "   ccdc_prop_id                                          prop_name  \\\n",
       "0            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "1            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "2            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "3            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "4            71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "\n",
       "   ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                382                 1374469   \n",
       "1                383                 1220380   \n",
       "2                384                 1282321   \n",
       "3                385                 1382843   \n",
       "4                386                 1362973   \n",
       "\n",
       "                                      committee_name committee_position  \n",
       "0  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...            SUPPORT  \n",
       "1  COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...            SUPPORT  \n",
       "2  TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...            SUPPORT  \n",
       "3  CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...             OPPOSE  \n",
       "4  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...            SUPPORT  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
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       "      <th>index</th>\n",
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       "      <th>0</th>\n",
       "      <td>PROPOSITION 057 - CRIMINAL SENTENCES. JUVENILE...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
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       "      <td>12</td>\n",
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       "      <th>2</th>\n",
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       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>9</td>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
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       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
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       "      <td>6</td>\n",
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       "      <th>8</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
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       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUT...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
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       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
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       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PROPOSITION 061- STATE PRESCRIPTION DRUG PURCH...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PROPOSITION 060- ADULT FILMS. CONDOMS. HEALTH ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "                                                index  prop_name\n",
       "0   PROPOSITION 057 - CRIMINAL SENTENCES. JUVENILE...         13\n",
       "1   PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...         12\n",
       "2   PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...         11\n",
       "3   PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...          9\n",
       "4   PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...          8\n",
       "5   PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...          7\n",
       "6   PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...          7\n",
       "7   PROPOSITION 059- SB 254 (CHAPTER 20, STATUTES ...          6\n",
       "8   PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...          4\n",
       "9   PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...          4\n",
       "10  PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUT...          4\n",
       "11  PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...          4\n",
       "12  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...          4\n",
       "13  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...          3\n",
       "14  PROPOSITION 061- STATE PRESCRIPTION DRUG PURCH...          3\n",
       "15  PROPOSITION 060- ADULT FILMS. CONDOMS. HEALTH ...          2\n",
       "16  PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...          1"
      ]
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     "execution_count": 19,
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    }
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   "source": [
    "props.prop_name.value_counts().reset_index()"
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  {
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   "execution_count": 20,
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   "outputs": [
    {
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       "   calaccess_committee_id                              committee_name  \\\n",
       "0                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "1                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "2                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "3                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "4                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "\n",
       "   calaccess_filing_id date_received contributor_lastname  \\\n",
       "0              2083796    2016-09-18              BERGMAN   \n",
       "1              2083796    2016-09-18                KAHLE   \n",
       "2              2083796    2016-07-15             MCDEVITT   \n",
       "3              2083796    2016-08-10      WARREN-SAMARIPA   \n",
       "4              2083796    2016-07-26      WARREN-SAMARIPA   \n",
       "\n",
       "  contributor_firstname contributor_city contributor_state contributor_zip  \\\n",
       "0              GRETCHEN    SPRING VALLEY                CA           91978   \n",
       "1                 MYRNA        SAN DIEGO                CA           92109   \n",
       "2                   LEO        ESCONDIDO                CA           92025   \n",
       "3             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "4             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "\n",
       "        contributor_employer contributor_occupation  \\\n",
       "0                 A NEW PATH     EXECUTIVE DIRECTOR   \n",
       "1   NATIONAL SCHOOL DISTRICT                TEACHER   \n",
       "2              LIFE IONIZERS    SEO/CONTENT MANAGER   \n",
       "3  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "4  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "\n",
       "   contributor_is_self_employed  amount  \n",
       "0                         False    84.0  \n",
       "1                         False    35.0  \n",
       "2                         False   198.0  \n",
       "3                         False   -50.0  \n",
       "4                          True    50.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "contribs  = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/contributions.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
       "      <th>calaccess_filing_id</th>\n",
       "      <th>date_received</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_city</th>\n",
       "      <th>contributor_state</th>\n",
       "      <th>contributor_zip</th>\n",
       "      <th>contributor_employer</th>\n",
       "      <th>contributor_occupation</th>\n",
       "      <th>contributor_is_self_employed</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>BERGMAN</td>\n",
       "      <td>GRETCHEN</td>\n",
       "      <td>SPRING VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>91978</td>\n",
       "      <td>A NEW PATH</td>\n",
       "      <td>EXECUTIVE DIRECTOR</td>\n",
       "      <td>False</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>KAHLE</td>\n",
       "      <td>MYRNA</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92109</td>\n",
       "      <td>NATIONAL SCHOOL DISTRICT</td>\n",
       "      <td>TEACHER</td>\n",
       "      <td>False</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-07-15</td>\n",
       "      <td>MCDEVITT</td>\n",
       "      <td>LEO</td>\n",
       "      <td>ESCONDIDO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92025</td>\n",
       "      <td>LIFE IONIZERS</td>\n",
       "      <td>SEO/CONTENT MANAGER</td>\n",
       "      <td>False</td>\n",
       "      <td>198.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-08-10</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92116</td>\n",
       "      <td>STEPHANIE WARREN SAMARIPA</td>\n",
       "      <td>ENTREPRENEUR</td>\n",
       "      <td>False</td>\n",
       "      <td>-50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-07-26</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92116</td>\n",
       "      <td>STEPHANIE WARREN SAMARIPA</td>\n",
       "      <td>ENTREPRENEUR</td>\n",
       "      <td>True</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   calaccess_committee_id                              committee_name  \\\n",
       "0                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "1                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "2                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "3                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "4                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "\n",
       "   calaccess_filing_id date_received contributor_lastname  \\\n",
       "0              2083796    2016-09-18              BERGMAN   \n",
       "1              2083796    2016-09-18                KAHLE   \n",
       "2              2083796    2016-07-15             MCDEVITT   \n",
       "3              2083796    2016-08-10      WARREN-SAMARIPA   \n",
       "4              2083796    2016-07-26      WARREN-SAMARIPA   \n",
       "\n",
       "  contributor_firstname contributor_city contributor_state contributor_zip  \\\n",
       "0              GRETCHEN    SPRING VALLEY                CA           91978   \n",
       "1                 MYRNA        SAN DIEGO                CA           92109   \n",
       "2                   LEO        ESCONDIDO                CA           92025   \n",
       "3             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "4             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "\n",
       "        contributor_employer contributor_occupation  \\\n",
       "0                 A NEW PATH     EXECUTIVE DIRECTOR   \n",
       "1   NATIONAL SCHOOL DISTRICT                TEACHER   \n",
       "2              LIFE IONIZERS    SEO/CONTENT MANAGER   \n",
       "3  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "4  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "\n",
       "   contributor_is_self_employed  amount  \n",
       "0                         False    84.0  \n",
       "1                         False    35.0  \n",
       "2                         False   198.0  \n",
       "3                         False   -50.0  \n",
       "4                          True    50.0  "
      ]
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     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIATION TRUTH IN AMERICAN GOVERNMENT FUND; NO ON PROPOSITION 62, YES ON PROPOSITION 66 (NON-PROFIT 501 (C) 5)                                                    28617\n",
       "NEWSOM BALLOT MEASURE COMMITTEE; SAFETY FOR ALL, YES ON PROP. 63,                                                                                                                                            5457\n",
       "YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILED DEATH PENALTY SYSTEM. SPONSORED BY TAXPAYERS FOR SENTENCING REFORM                                                                                           4105\n",
       "COMMITTEE TO DEFEAT PROP 23, SPONSORED BY ENVIRONMENT CALIFORNIA                                                                                                                                             3027\n",
       "SAVE THE BAG BAN, YES ON 67, SPONSORED BY ENVIRONMENT CALIFORNIA                                                                                                                                             3027\n",
       "STOP PROP 63, A GRASSROOTS, COMMON-SENSE EFFORT FOR RATIONAL POLICY SPONSORED BY FIREARMS POLICY COALITION                                                                                                   2662\n",
       "COALITION FOR CIVIL LIBERTIES - NO ON 63, A PROJECT OF CALIFORNIA RIFLE & PISTOL ASSOCIATION                                                                                                                 2631\n",
       "YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALITY SCHOOLS, SPONSORED AND FUNDED BY COALITION FOR ADEQUATE SCHOOL HOUSING ISSUES COMMITTEE AND CALIFORNIA BUILDING INDUSTRY ASSOCIATION ISSUES COMMITTEE        866\n",
       "YES ON PROP 61, CALIFORNIANS FOR LOWER DRUG PRICES, WITH MAJOR FUNDING BY AIDS HEALTHCARE FOUNDATION AND CALIFORNIA NURSES ASSOCIATION PAC                                                                    692\n",
       "VOLUNTEERS FOR YES ON 62                                                                                                                                                                                      690\n",
       "CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO ON PROPOSITION 34                                                                                                                                              507\n",
       "CALIFORNIANS TO MEND, NOT END, THE DEATH PENALTY. NO ON PROP 62, YES ON PROP 66. SUPPORTED BY PROSECUTORS, LAW ENFORCEMENT, AND FAMILIES OF VICTIMS.                                                          507\n",
       "CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM, SPONSORED BY DRUG POLICY ACTION, YES ON PROP. 64                                                                                                               420\n",
       "OVERTURN CITIZENS UNITED, YES ON 59                                                                                                                                                                           318\n",
       "VETO GUNMAGEDDON, CITIZENS WHO ARE OPPOSED TO PROPOSITION 63, ASSEMBLY BILLS 1135, 1511, 1695, 857 AND SENATE BILLS 880, 1235 AND 1446                                                                        275\n",
       "YES ON 64, CALIFORNIANS TO CONTROL, REGULATE AND TAX ADULT USE OF MARIJUANA WHILE PROTECTING CHILDREN, SPONSORED BY BUSINESS, PHYSICIANS, ENVIRONMENTAL AND SOCIAL-JUSTICE ADVOCATE ORGANIZATIONS             250\n",
       "YES ON 59, CALIFORNIA CLEAN MONEY ACTION FUND TO OVERTURN CITIZENS UNITED (NON PROFIT 501(C)4)                                                                                                                204\n",
       "NO ON PROP 53 - CALIFORNIANS TO PROTECT LOCAL CONTROL, A COALITION OF PUBLIC SAFETY, LOCAL GOVERNMENT, BUSINESS AND LABOR ORGANIZATIONS, GOVERNOR BROWN AND TAXPAYERS                                         184\n",
       "COMMUNITY COLLEGE FACILITY COALITION ISSUES COMMITTEE                                                                                                                                                         164\n",
       "COMMUNITY COLLEGE FACILITY COALITION ISSUES COMMITTEE, YES ON 55                                                                                                                                              164\n",
       "COMMUNITY COLLEGE FACILITY COALITION ISSUES COMMITTEE, YES ON 51                                                                                                                                              164\n",
       "COMMUNITY COLLEGE FACILITY COALITION ISSUES COMMITTEE/YES ON 1D                                                                                                                                               164\n",
       "NO ON 57 - STOP EARLY RELEASE OF VIOLENT CRIMINALS (SERVC)                                                                                                                                                    146\n",
       "YES ON 67 - PROTECT THE PLASTIC BAG BAN, SPONSORED BY ENVIRONMENTAL AND OCEAN PROTECTION ORGANIZATIONS, BUSINESSES INCLUDING GROCERS AND REUSABLE BAG MAKERS, AND OTHER NONPROFIT ORGANIZATIONS               128\n",
       "NO ON PROP 61 - CALIFORNIANS AGAINST THE DECEPTIVE RX PROPOSITION, A COALITION OF VETERANS DOCTORS PATIENT ADVOCATES SENIORS TAXPAYERS AND MEMBERS OF PHARMACEUTICAL RESEARCH AND MANUFACTURERS OF AMER.      111\n",
       "NO ON PROPOSITION 60, CALIFORNIANS AGAINST WORKER HARASSMENT, SPONSORED BY THE FREE SPEECH COALITION                                                                                                           94\n",
       "PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64, SPONSORED AND MAJOR FUNDING BY SAM ACTION, INC. AND CALIFORNIA PUBLIC SAFETY INSTITUTE                                                                          88\n",
       "YES ON 56 - SAVES LIVES CALIFORNIA, A COALITION OF DOCTORS, DENTISTS, HEALTH PLANS, LABOR, HOSPITALS, LAW ENFORCEMENT, AND NON-PROFIT HEALTH ADVOCATE ORGANIZATIONS                                            81\n",
       "NO ON PROP 66, CALIFORNIANS FOR FAIR JUSTICE, SPONSORED BY SOCIAL JUSTICE ORGANIZATIONS                                                                                                                        69\n",
       "YES ON 55 - CALIFORNIANS FOR BUDGET STABILITY, SPONSORED BY TEACHERS, HEALTH CARE PROVIDERS, DOCTORS AND LABOR ORGANIZATIONS                                                                                   48\n",
       "                                                                                                                                                                                                            ...  \n",
       "NEW APPROACH PAC (MPO)                                                                                                                                                                                          9\n",
       "PROTECT SMALL BUSINESS AND SMOKE FREE ALTERNATIVES, NO ON 56; SPONSORED BY SMOKE-FREE ALTERNATIVES TRADE ASSOCIATION                                                                                            8\n",
       "FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))                                                                                                                                                                    8\n",
       "CALIFORNIA CALLS ACTION FUND (NONPROFIT 501(C)(4))                                                                                                                                                              8\n",
       "MAKE THEM LISTEN - YES ON 59                                                                                                                                                                                    8\n",
       "YES ON 53 - STOP BLANK CHECKS                                                                                                                                                                                   7\n",
       "PROTEUS ACTION LEAGUE NON-PROFIT 501 (C)(4) ORGANIZATION, OPPOSING MEASURE 66 AND SUPPORTING MEASURES 54 AND 59                                                                                                 7\n",
       "CIVIC PARTICIPATION ACTION FUND - YES ON 57 (NONPROFIT 501(C)(4))                                                                                                                                               7\n",
       "DRUG POLICY ACTION - NON PROFIT 501C4, YES ON PROP. 64                                                                                                                                                          7\n",
       "MILLION VOTER PROJECT ACTION FUND - YES ON 55, 56, 57, 58, 62, AND NO ON 66, SPONSORED BY SOCIAL JUSTICE ADVOCATES AND ORGANIZATIONS                                                                            6\n",
       "SAM ACTION, INC., A COMMITTEE AGAINST PROPOSITION 64 WITH HELP FROM CITIZENS (NONPROFIT 501 (C)(4))                                                                                                             6\n",
       "CALIFORNIA STATEWIDE LAW ENFORCEMENT ASSOCIATION ISSUES COMMITTEE, YES ON PROPOSITIONS 30 AND 35, NO ON PROPOSITION 32                                                                                          5\n",
       "CALIFORNIA STATEWIDE LAW ENFORCEMENT ASSOCIATION ISSUES COMMITTEE (NON-PROFIT 501 (C) 5): YES ON PROPOSITION 57                                                                                                 5\n",
       "MOMS STRONG AGAINST PROP 64                                                                                                                                                                                     4\n",
       "CONSUMER WATCHDOG CAMPAIGN - YES ON 61, MAJOR FUNDING BY YES ON PROP 61, CALIFORNIANS FOR LOWER DRUG PRICES, WITH MAJOR FUNDING BY AIDS HEALTHCARE FOUNDATION AND CALIFORNIA NURSES ASSOCIATION PAC             3\n",
       "CALIFORNIANS FOR HOSPITAL ACCOUNTABILITY AND QUALITY CARE - NO ON 52, SPONSORED BY SERVICE EMPLOYEES INTERNATIONAL UNION - UNITED HEALTHCARE WORKERS WEST                                                       3\n",
       "CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS                                                                                                                         2\n",
       "CALIFORNIA KIDS CAMPAIGN, YES ON PROPS 55 & 56, SPONSORED AND MAJOR FUNDING BY COMMON SENSE KIDS ACTION, INC.                                                                                                   2\n",
       "SAN FRANCISCO POLICE OFFICERS ASSOCIATION ISSUES PAC - YES ON 66, NO ON 62                                                                                                                                      2\n",
       "COMMON SENSE KIDS ACTION, INC., YES ON PROPS. 55 AND 56 (NONPROFIT 501 (C) (4))                                                                                                                                 2\n",
       "CALIFORNIA GROCERS ASSOCIATION ISSUES COMMITTEE, YES ON PROPOSITION 30, NO ON PROPOSITION 37                                                                                                                    1\n",
       "PICO CALIFORNIA - YES ON 55, 56, AND 57 (NON PROFIT 501 (C) (3))                                                                                                                                                1\n",
       "YES ON 56 STOP CANCER - PLANNED PARENTHOOD ADVOCATES MAR MONTE (NON PROFIT 501 (C)(4))                                                                                                                          1\n",
       "NO ON 53, NEIGHBORS DEFENDING LOCAL CONTROL                                                                                                                                                                     1\n",
       "YES ON 56 STOP CANCER - PLANNED PARENTHOOD OF ORANGE AND SAN BERNARDINO COUNTIES' COMMUNITY ACTION FUND (NON PROFIT 501(C)(4))                                                                                  1\n",
       "FWD.US (NONPROFIT 501(C)(4)) IN SUPPORT OF PROPOSITION 57 WITH HELP FROM CITIZENS FOR PUBLIC SAFETY AND OPPORTUNITY                                                                                             1\n",
       "PICO CALIFORNIA - YES ON 47 (NON PROFIT 501 (C) (3))                                                                                                                                                            1\n",
       "OPEN PHILANTHROPY ACTION FUND YES ON 57 (NONPROFIT 501(C)(4))                                                                                                                                                   1\n",
       "CALIFORNIA GROCERS ASSOCIATION ISSUES COMMITTEE (NON-PROFIT 501(C) 6): YES ON PROPOSITION 67                                                                                                                    1\n",
       "YES ON 54 - VOTERS FIRST, NOT SPECIAL INTERESTS - SPONSORED BY HOLD POLITICIANS ACCOUNTABLE                                                                                                                     1\n",
       "Name: committee_name, Length: 76, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.committee_name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>contributor_employer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>STATE OF CALIFORNIA</td>\n",
       "      <td>28787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NONE</td>\n",
       "      <td>3011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RETIRED</td>\n",
       "      <td>994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SELF - EMPLOYED - NO BUSINESS NAME</td>\n",
       "      <td>284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NOT EMPLOYED</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>STANFORD UNIVERSITY</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>KAISER PERMANENTE</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SELF</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SELF-EMPLOYED/SAME NAME</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GOOGLE</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>LOS ANGELES COUNTY</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CALIFORNIA APPELLATE PROJECT</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>L.A.U.S.D.</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>APPLE, INC.</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>UNIVERSITY OF SOUTHERN CALIFORNIA</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SUTTER HEALTH</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>APPLE</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>UNIVERSITY OF CALIFORNIA</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>UNIVERSITY OF CALIFORNIA, BERKELEY</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SELF EMPLOYED - MICHAEL GREGORY</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>HABEAS CORPUS RESOURCE CENTER</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>UNIVERSITY OF CALIFORNIA, DAVIS</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SANTA CLARA COUNTY</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>UC DAVIS</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SELF EMPLOYED - NANCY SWEATT</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NORTHROP GRUMMAN</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>AT&amp;T</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>HUMBOLDT STATE UNIVERSITY</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ALAMEDA COUNTY</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5568</th>\n",
       "      <td>JULES STEIN EYE INSTITUTE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5569</th>\n",
       "      <td>INNOCEAN WORLDWIDE AMERICAS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5570</th>\n",
       "      <td>ALPINE MOTORSPORTS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5571</th>\n",
       "      <td>KLEINFELDER, INC.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5572</th>\n",
       "      <td>PROPELLER HEALTH</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5573</th>\n",
       "      <td>MOTONATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5574</th>\n",
       "      <td>GREAT WESTERN PACKAGING</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5575</th>\n",
       "      <td>DON</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5576</th>\n",
       "      <td>CLAREMONT MCKENNA COLLEGE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5577</th>\n",
       "      <td>JOEL R. MOGY INVESTMENT COUNSEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5578</th>\n",
       "      <td>DELTA TECH SERVICE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5579</th>\n",
       "      <td>ASCENSION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5580</th>\n",
       "      <td>BERMAN CONSTRUCTION GROUP, INC.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5581</th>\n",
       "      <td>RMS ASSOCIATES</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5582</th>\n",
       "      <td>LISA BRUNO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5583</th>\n",
       "      <td>CHARTER COMMUNICATIONS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5584</th>\n",
       "      <td>HCT GROUP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5585</th>\n",
       "      <td>AGI AVANT</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5586</th>\n",
       "      <td>SIBBY'S CUPCAKERY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5587</th>\n",
       "      <td>IN OTHER WORDS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5588</th>\n",
       "      <td>WOODBRIDGE PSYCHOLOGICAL ASSOCIATES</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5589</th>\n",
       "      <td>MILLER STARR REGALIA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5590</th>\n",
       "      <td>GUNFIGHTER TACTICAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5591</th>\n",
       "      <td>JOHN CAMPOS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5592</th>\n",
       "      <td>CANNABIS COUNSEL PLC</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5593</th>\n",
       "      <td>SYNERGY SURGICALISTS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5594</th>\n",
       "      <td>SIESEL MAIBACH, ART CONSULTANT</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5595</th>\n",
       "      <td>UNIVERSITY OF CALIFORNIA, LOS ANGELES HEALTH</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5596</th>\n",
       "      <td>SACRAMENTO COUNTY DISTRICT ATTORNEY'S OFFICE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5597</th>\n",
       "      <td>INNOVATIVE ENERGY SOLUTIONS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5598 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             index  contributor_employer\n",
       "0                              STATE OF CALIFORNIA                 28787\n",
       "1                                             NONE                  3011\n",
       "2                                          RETIRED                   994\n",
       "3                                       UNEMPLOYED                   875\n",
       "4               SELF - EMPLOYED - NO BUSINESS NAME                   284\n",
       "5                                     NOT EMPLOYED                   109\n",
       "6                              STANFORD UNIVERSITY                    93\n",
       "7                                KAISER PERMANENTE                    74\n",
       "8                                             SELF                    71\n",
       "9                          SELF-EMPLOYED/SAME NAME                    69\n",
       "10                                          GOOGLE                    62\n",
       "11                              LOS ANGELES COUNTY                    61\n",
       "12                    CALIFORNIA APPELLATE PROJECT                    41\n",
       "13                                      L.A.U.S.D.                    39\n",
       "14                                     APPLE, INC.                    38\n",
       "15               UNIVERSITY OF SOUTHERN CALIFORNIA                    36\n",
       "16                                   SUTTER HEALTH                    32\n",
       "17                                           APPLE                    31\n",
       "18                        UNIVERSITY OF CALIFORNIA                    31\n",
       "19              UNIVERSITY OF CALIFORNIA, BERKELEY                    31\n",
       "20                 SELF EMPLOYED - MICHAEL GREGORY                    30\n",
       "21                   HABEAS CORPUS RESOURCE CENTER                    30\n",
       "22                 UNIVERSITY OF CALIFORNIA, DAVIS                    28\n",
       "23                              SANTA CLARA COUNTY                    27\n",
       "24                                        UC DAVIS                    26\n",
       "25                    SELF EMPLOYED - NANCY SWEATT                    26\n",
       "26                                NORTHROP GRUMMAN                    26\n",
       "27                                            AT&T                    24\n",
       "28                       HUMBOLDT STATE UNIVERSITY                    24\n",
       "29                                  ALAMEDA COUNTY                    23\n",
       "...                                            ...                   ...\n",
       "5568                     JULES STEIN EYE INSTITUTE                     1\n",
       "5569                   INNOCEAN WORLDWIDE AMERICAS                     1\n",
       "5570                            ALPINE MOTORSPORTS                     1\n",
       "5571                             KLEINFELDER, INC.                     1\n",
       "5572                              PROPELLER HEALTH                     1\n",
       "5573                                    MOTONATION                     1\n",
       "5574                       GREAT WESTERN PACKAGING                     1\n",
       "5575                                           DON                     1\n",
       "5576                     CLAREMONT MCKENNA COLLEGE                     1\n",
       "5577               JOEL R. MOGY INVESTMENT COUNSEL                     1\n",
       "5578                            DELTA TECH SERVICE                     1\n",
       "5579                                     ASCENSION                     1\n",
       "5580               BERMAN CONSTRUCTION GROUP, INC.                     1\n",
       "5581                                RMS ASSOCIATES                     1\n",
       "5582                                    LISA BRUNO                     1\n",
       "5583                        CHARTER COMMUNICATIONS                     1\n",
       "5584                                     HCT GROUP                     1\n",
       "5585                                     AGI AVANT                     1\n",
       "5586                             SIBBY'S CUPCAKERY                     1\n",
       "5587                                IN OTHER WORDS                     1\n",
       "5588           WOODBRIDGE PSYCHOLOGICAL ASSOCIATES                     1\n",
       "5589                          MILLER STARR REGALIA                     1\n",
       "5590                           GUNFIGHTER TACTICAL                     1\n",
       "5591                                   JOHN CAMPOS                     1\n",
       "5592                          CANNABIS COUNSEL PLC                     1\n",
       "5593                          SYNERGY SURGICALISTS                     1\n",
       "5594                SIESEL MAIBACH, ART CONSULTANT                     1\n",
       "5595  UNIVERSITY OF CALIFORNIA, LOS ANGELES HEALTH                     1\n",
       "5596  SACRAMENTO COUNTY DISTRICT ATTORNEY'S OFFICE                     1\n",
       "5597                   INNOVATIVE ENERGY SOLUTIONS                     1\n",
       "\n",
       "[5598 rows x 2 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.contributor_employer.value_counts().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                                        ocd_prop_id  calaccess_prop_id  \\\n",
       "0  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "1  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "2  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "3  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "4  ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "\n",
       "   ccdc_prop_id                                          prop_name  \\\n",
       "0            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "1            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "2            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "3            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "4            71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "\n",
       "   ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                382                 1374469   \n",
       "1                383                 1220380   \n",
       "2                384                 1282321   \n",
       "3                385                 1382843   \n",
       "4                386                 1362973   \n",
       "\n",
       "                                      committee_name committee_position  \n",
       "0  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...            SUPPORT  \n",
       "1  COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...            SUPPORT  \n",
       "2  TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...            SUPPORT  \n",
       "3  CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...             OPPOSE  \n",
       "4  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...            SUPPORT  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PROPOSITION 057 - CRIMINAL SENTENCES. JUVENILE CRIMINAL PROCEEDINGS AND SENTENCING. INITIATIVE CONSTITUTIONAL AMENDMENT AND STATUTE.                           13\n",
       "PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTHCARE, TOBACCO USE PREVENTION, RESEARCH, AND LAW ENFORCEMENT. INITIATIVE CONSTITUTIONAL AMENDMENT AND STATUTE.    12\n",
       "PROPOSITION 064- MARIJUANA LEGALIZATION. INITIATIVE STATUTE.                                                                                                   11\n",
       "PROPOSITION 066- DEATH PENALTY. PROCEDURES. INITIATIVE STATUTE.                                                                                                 9\n",
       "PROPOSITION 055 - TAX EXTENSION TO FUND EDUCATION AND HEALTHCARE. INITIATIVE CONSTITUTIONAL AMENDMENT.                                                          8\n",
       "PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON SINGLE-USE PLASTIC BAGS.                                                                                         7\n",
       "PROPOSITION 062- DEATH PENALTY. INITIATIVE STATUTE.                                                                                                             7\n",
       "PROPOSITION 059- SB 254 (CHAPTER 20, STATUTES OF 2016), ALLEN. CAMPAIGN FINANCE: VOTER INSTRUCTION                                                              6\n",
       "PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOTER APPROVAL. INITIATIVE CONSTITUTIONAL AMENDMENT.                                                                 4\n",
       "PROPOSITION 054 - LEGISLATURE. LEGISLATION AND PROCEEDINGS. INITIATIVE CONSTITUTIONAL AMENDMENT AND STATUTE.                                                    4\n",
       "PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUTES OF 2014), LARA. ENGLISH LANGUAGE EDUCATION                                                                     4\n",
       "PROPOSITION 063- FIREARMS. AMMUNITION SALES. INTIATIVE STATUTE.                                                                                                 4\n",
       "PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-12 SCHOOL AND COMMUNITY COLLEGE FACILITIES. INITIATIVE STATUTORY AMENDMENT.                                       4\n",
       "PROPOSITION 052 - STATE FEES ON HOSPITALS. FEDERAL MEDI-CAL MATCHING FUNDS. INITIATIVE STATUTORY AND CONSTITUTIONAL AMENDMENT.                                  3\n",
       "PROPOSITION 061- STATE PRESCRIPTION DRUG PURCHASES. PRICING STANDARDS. INITIATIVE STATUTE.                                                                      3\n",
       "PROPOSITION 060- ADULT FILMS. CONDOMS. HEALTH REQUIREMENTS. INITIATIVE STATUTE.                                                                                 2\n",
       "PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INITIATIVE STATUTE.                                                                                                   1\n",
       "Name: prop_name, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "prop = props[props.prop_name == \"PROPOSITION 062- DEATH PENALTY. INITIATIVE STATUTE.\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>63</th>\n",
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       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
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       "      <th>64</th>\n",
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       "      <td>CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...</td>\n",
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       "      <th>65</th>\n",
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       "      <th>66</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>448</td>\n",
       "      <td>1391170</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         ocd_prop_id  calaccess_prop_id  \\\n",
       "63  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "64  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "65  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "66  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "67  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "\n",
       "    ccdc_prop_id                                          prop_name  \\\n",
       "63            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "64            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "65            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "66            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "67            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "\n",
       "    ccdc_committee_id  calaccess_committee_id  \\\n",
       "63                445                 1380590   \n",
       "64                446                 1302403   \n",
       "65                447                 1346266   \n",
       "66                448                 1391170   \n",
       "67                449                 1385745   \n",
       "\n",
       "                                       committee_name committee_position  \n",
       "63  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT  \n",
       "64  CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...             OPPOSE  \n",
       "65  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE  \n",
       "66  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...            SUPPORT  \n",
       "67       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prop.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 7 entries, 63 to 69\n",
      "Data columns (total 8 columns):\n",
      "ocd_prop_id               7 non-null object\n",
      "calaccess_prop_id         7 non-null int64\n",
      "ccdc_prop_id              7 non-null int64\n",
      "prop_name                 7 non-null object\n",
      "ccdc_committee_id         7 non-null int64\n",
      "calaccess_committee_id    7 non-null int64\n",
      "committee_name            7 non-null object\n",
      "committee_position        7 non-null object\n",
      "dtypes: int64(4), object(4)\n",
      "memory usage: 392.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "prop.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 56379 entries, 0 to 56378\n",
      "Data columns (total 13 columns):\n",
      "calaccess_committee_id          56379 non-null int64\n",
      "committee_name                  56379 non-null object\n",
      "calaccess_filing_id             56379 non-null int64\n",
      "date_received                   56379 non-null object\n",
      "contributor_lastname            56375 non-null object\n",
      "contributor_firstname           53411 non-null object\n",
      "contributor_city                56369 non-null object\n",
      "contributor_state               56363 non-null object\n",
      "contributor_zip                 56366 non-null object\n",
      "contributor_employer            48572 non-null object\n",
      "contributor_occupation          53273 non-null object\n",
      "contributor_is_self_employed    56379 non-null bool\n",
      "amount                          56379 non-null float64\n",
      "dtypes: bool(1), float64(1), int64(2), object(9)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "contribs.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merged = pd.merge(prop, contribs, on=\"calaccess_committee_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ocd_prop_id</th>\n",
       "      <th>calaccess_prop_id</th>\n",
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       "      <td>100.0</td>\n",
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       "    <tr>\n",
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       "      <td>1381268</td>\n",
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       "      <td>2012950</td>\n",
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       "      <td>SANTA MONICA</td>\n",
       "      <td>CA</td>\n",
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       "      <td>LAW OFFICE OF GARLAND ALLEN</td>\n",
       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
       "      <td>1500.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
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       "      <td>2012950</td>\n",
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       "      <td>EL CERRITO</td>\n",
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       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
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       "      <td>1381268</td>\n",
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       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2012950</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>BACON</td>\n",
       "      <td>ROBERT</td>\n",
       "      <td>OAKLAND</td>\n",
       "      <td>CA</td>\n",
       "      <td>94610</td>\n",
       "      <td>ROBERT D. BACON, ATTORNEY AT LAW</td>\n",
       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
       "      <td>750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>1381268</td>\n",
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       "      <td>2012950</td>\n",
       "      <td>2015-12-14</td>\n",
       "      <td>BAYLESS</td>\n",
       "      <td>RICHARD</td>\n",
       "      <td>FREMONT</td>\n",
       "      <td>CA</td>\n",
       "      <td>94539</td>\n",
       "      <td>NONE</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "                                        ocd_prop_id  calaccess_prop_id  \\\n",
       "0  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "4  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "\n",
       "   ccdc_prop_id                                          prop_name  \\\n",
       "0            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "4            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "\n",
       "   ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                445                 1380590   \n",
       "1                445                 1380590   \n",
       "2                445                 1380590   \n",
       "3                445                 1380590   \n",
       "4                445                 1380590   \n",
       "\n",
       "                                    committee_name_x committee_position  \\\n",
       "0  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "1  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "4  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "\n",
       "                                    committee_name_y  calaccess_filing_id  \\\n",
       "0  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2012950   \n",
       "1  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2012950   \n",
       "2  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2012950   \n",
       "3  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2012950   \n",
       "4  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2012950   \n",
       "\n",
       "  date_received contributor_lastname contributor_firstname contributor_city  \\\n",
       "0    2015-12-15            ALEXANDER                  SUZI    SAN FRANCISCO   \n",
       "1    2015-12-08                ALLEN               GARLAND     SANTA MONICA   \n",
       "2    2015-12-14              ANDREWS               KATHRYN       EL CERRITO   \n",
       "3    2015-12-15                BACON                ROBERT          OAKLAND   \n",
       "4    2015-12-14              BAYLESS               RICHARD          FREMONT   \n",
       "\n",
       "  contributor_state contributor_zip               contributor_employer  \\\n",
       "0                CA           94107  ROBBINS GELLER RUDMAN & DOWD, LLP   \n",
       "1                CA           90403        LAW OFFICE OF GARLAND ALLEN   \n",
       "2                CA           94530   KATHRYN ANDREWS, ATTORNEY AT LAW   \n",
       "3                CA           94610   ROBERT D. BACON, ATTORNEY AT LAW   \n",
       "4                CA           94539                               NONE   \n",
       "\n",
       "  contributor_occupation  contributor_is_self_employed  amount  \n",
       "0               ATTORNEY                         False   100.0  \n",
       "1               ATTORNEY                         False  1500.0  \n",
       "2               ATTORNEY                         False   100.0  \n",
       "3               ATTORNEY                         False   750.0  \n",
       "4                RETIRED                         False   100.0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 34442 entries, 0 to 34441\n",
      "Data columns (total 20 columns):\n",
      "ocd_prop_id                     34442 non-null object\n",
      "calaccess_prop_id               34442 non-null int64\n",
      "ccdc_prop_id                    34442 non-null int64\n",
      "prop_name                       34442 non-null object\n",
      "ccdc_committee_id               34442 non-null int64\n",
      "calaccess_committee_id          34442 non-null int64\n",
      "committee_name_x                34442 non-null object\n",
      "committee_position              34442 non-null object\n",
      "committee_name_y                34442 non-null object\n",
      "calaccess_filing_id             34442 non-null int64\n",
      "date_received                   34442 non-null object\n",
      "contributor_lastname            34438 non-null object\n",
      "contributor_firstname           33920 non-null object\n",
      "contributor_city                34434 non-null object\n",
      "contributor_state               34432 non-null object\n",
      "contributor_zip                 34432 non-null object\n",
      "contributor_employer            33559 non-null object\n",
      "contributor_occupation          33915 non-null object\n",
      "contributor_is_self_employed    34442 non-null bool\n",
      "amount                          34442 non-null float64\n",
      "dtypes: bool(1), float64(1), int64(5), object(13)\n",
      "memory usage: 3.6+ MB\n"
     ]
    }
   ],
   "source": [
    "merged.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32836678.18"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OPPOSE     29633\n",
       "SUPPORT     4809\n",
       "Name: committee_position, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.committee_position.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "support = merged[merged.committee_position == \"SUPPORT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "oppose = merged[merged.committee_position == \"OPPOSE\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16000608.370000001"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "support.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16836069.809999999"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oppose.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.48727853293472212"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "support.amount.sum() / merged.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
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       "      <th>ocd_prop_id</th>\n",
       "      <th>calaccess_prop_id</th>\n",
       "      <th>ccdc_prop_id</th>\n",
       "      <th>prop_name</th>\n",
       "      <th>ccdc_committee_id</th>\n",
       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name_x</th>\n",
       "      <th>committee_position</th>\n",
       "      <th>committee_name_y</th>\n",
       "      <th>calaccess_filing_id</th>\n",
       "      <th>date_received</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_city</th>\n",
       "      <th>contributor_state</th>\n",
       "      <th>contributor_zip</th>\n",
       "      <th>contributor_employer</th>\n",
       "      <th>contributor_occupation</th>\n",
       "      <th>contributor_is_self_employed</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>33745</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>2082414</td>\n",
       "      <td>2016-09-15</td>\n",
       "      <td>FUND FOR POLICY REFORM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1970000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33737</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>448</td>\n",
       "      <td>1391170</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>2098635</td>\n",
       "      <td>2016-10-13</td>\n",
       "      <td>STEYER</td>\n",
       "      <td>THOMAS</td>\n",
       "      <td>SAN FRANCISCO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94104-4919</td>\n",
       "      <td>FARALLON CAPITAL</td>\n",
       "      <td>FOUNDER</td>\n",
       "      <td>False</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33746</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>2096507</td>\n",
       "      <td>2016-09-27</td>\n",
       "      <td>FUND FOR POLICY REFORM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1403000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33744</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>2082414</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>FUND FOR POLICY REFORM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33742</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>2057298</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>FUND FOR POLICY REFORM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>550000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1153</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-04-13</td>\n",
       "      <td>LAURENE POWELL JOBS, INCLUDING EMERSON COLLECT...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PALO ALTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94301</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2913</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2098423</td>\n",
       "      <td>2016-10-10</td>\n",
       "      <td>DOERR</td>\n",
       "      <td>L. JOHN</td>\n",
       "      <td>SAN CARLOS</td>\n",
       "      <td>CA</td>\n",
       "      <td>94070</td>\n",
       "      <td>KLEINER PERKINS CAUFIELD &amp; BYERS</td>\n",
       "      <td>VENTURE CAPITALIST</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-03-07</td>\n",
       "      <td>GRAHAM</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>MOUNTAIN VEW</td>\n",
       "      <td>CA</td>\n",
       "      <td>94041</td>\n",
       "      <td>Y COMBINATOR</td>\n",
       "      <td>CHIEF EXECUTIVE OFFICER</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33747</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>2096507</td>\n",
       "      <td>2016-10-19</td>\n",
       "      <td>FUND FOR POLICY REFORM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3195</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2098423</td>\n",
       "      <td>2016-09-29</td>\n",
       "      <td>OPEN SOCIETY POLICY CENTER INC.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2098423</td>\n",
       "      <td>2016-10-03</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PORTOLA VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94028</td>\n",
       "      <td>STANFORD UNIVERSITY</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33743</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>2057298</td>\n",
       "      <td>2016-05-26</td>\n",
       "      <td>FUND FOR POLICY REFORM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>420000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33740</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>448</td>\n",
       "      <td>1391170</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>2117213</td>\n",
       "      <td>2016-10-25</td>\n",
       "      <td>STEYER</td>\n",
       "      <td>THOMAS</td>\n",
       "      <td>SAN FRANCISCO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94104-4919</td>\n",
       "      <td>FARALLON CAPITAL</td>\n",
       "      <td>FOUNDER</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33736</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>448</td>\n",
       "      <td>1391170</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>2098635</td>\n",
       "      <td>2016-09-29</td>\n",
       "      <td>NEXTGEN CALIFORNIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SAN FRANCISCO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94104-4527</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-04-05</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PORTOLA VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94028</td>\n",
       "      <td>STANFORD UNIVERSITY</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PORTOLA VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94028</td>\n",
       "      <td>STANFORD UNIVERSITY</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-04-04</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>REED</td>\n",
       "      <td>SANTA CRUZ</td>\n",
       "      <td>CA</td>\n",
       "      <td>95060</td>\n",
       "      <td>NETFLIX</td>\n",
       "      <td>CHIEF EXECUTIVE OFFICER</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-03-07</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>REED</td>\n",
       "      <td>SANTA CRUZ</td>\n",
       "      <td>CA</td>\n",
       "      <td>95060</td>\n",
       "      <td>NETFLIX</td>\n",
       "      <td>CHIEF EXECUTIVE OFFICER</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-01-22</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PORTOLA VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94028</td>\n",
       "      <td>STANFORD UNIVERSITY</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-01-15</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>REED</td>\n",
       "      <td>SANTA CRUZ</td>\n",
       "      <td>CA</td>\n",
       "      <td>95060</td>\n",
       "      <td>NETFLIX</td>\n",
       "      <td>CHIEF EXECUTIVE OFFICER</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33748</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>449</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>2096507</td>\n",
       "      <td>2016-10-07</td>\n",
       "      <td>FUND FOR POLICY REFORM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILMINGTON</td>\n",
       "      <td>DE</td>\n",
       "      <td>19809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33246</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-05-05</td>\n",
       "      <td>NICHOLAS III</td>\n",
       "      <td>HENRY T.</td>\n",
       "      <td>ALISO VIEJO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92656</td>\n",
       "      <td>HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...</td>\n",
       "      <td>PHILANTHROPIST / BUSINESS EXECUTIVE</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33014</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-05-05</td>\n",
       "      <td>NICHOLAS III</td>\n",
       "      <td>HENRY T.</td>\n",
       "      <td>ALISO VIEJO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92656</td>\n",
       "      <td>HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...</td>\n",
       "      <td>PHILANTHROPIST / BUSINESS EXECUTIVE</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-03-30</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>REED</td>\n",
       "      <td>SANTA CRUZ</td>\n",
       "      <td>CA</td>\n",
       "      <td>95060</td>\n",
       "      <td>NETFLIX</td>\n",
       "      <td>CHIEF EXECUTIVE OFFICER</td>\n",
       "      <td>False</td>\n",
       "      <td>150000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2012950</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PORTOLA VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94028</td>\n",
       "      <td>STANFORD UNIVERSITY</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>150000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-03-30</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PORTOLA VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94028</td>\n",
       "      <td>STANFORD UNIVERSITY</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>150000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2012950</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>REED</td>\n",
       "      <td>SANTA CRUZ</td>\n",
       "      <td>CA</td>\n",
       "      <td>95060</td>\n",
       "      <td>NETFLIX</td>\n",
       "      <td>CHIEF EXECUTIVE OFFICER</td>\n",
       "      <td>False</td>\n",
       "      <td>150000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33734</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2130372</td>\n",
       "      <td>2016-12-08</td>\n",
       "      <td>CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>125000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32764</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2012262</td>\n",
       "      <td>2015-11-05</td>\n",
       "      <td>LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>125000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32739</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...</td>\n",
       "      <td>2012262</td>\n",
       "      <td>2015-11-05</td>\n",
       "      <td>LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>125000.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-04-18</td>\n",
       "      <td>GILMAN</td>\n",
       "      <td>PRISCILLA</td>\n",
       "      <td>EVANS</td>\n",
       "      <td>GA</td>\n",
       "      <td>30809</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2512</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2083707</td>\n",
       "      <td>2016-07-05</td>\n",
       "      <td>KAHN</td>\n",
       "      <td>MORLEY</td>\n",
       "      <td>GREENWICH</td>\n",
       "      <td>CT</td>\n",
       "      <td>6831</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3789</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-11-06</td>\n",
       "      <td>VLIET</td>\n",
       "      <td>RODNEY</td>\n",
       "      <td>LA MIRADA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90638</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1769</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2083707</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>VLIET</td>\n",
       "      <td>RODNEY</td>\n",
       "      <td>LA MIRADA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90638</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-04-07</td>\n",
       "      <td>TRAWICK</td>\n",
       "      <td>MARGARET</td>\n",
       "      <td>CONCORD</td>\n",
       "      <td>CA</td>\n",
       "      <td>94520</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>BARLOW</td>\n",
       "      <td>SIBYLLE</td>\n",
       "      <td>CONCORD</td>\n",
       "      <td>MA</td>\n",
       "      <td>1742</td>\n",
       "      <td>NONE</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2307</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2083707</td>\n",
       "      <td>2016-08-18</td>\n",
       "      <td>GILMAN</td>\n",
       "      <td>PRISCILLA</td>\n",
       "      <td>EVANS</td>\n",
       "      <td>GA</td>\n",
       "      <td>30809</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2083707</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>GILMAN</td>\n",
       "      <td>PRISCILLA</td>\n",
       "      <td>EVANS</td>\n",
       "      <td>GA</td>\n",
       "      <td>30809</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-01-23</td>\n",
       "      <td>DUPONT</td>\n",
       "      <td>ALDEN</td>\n",
       "      <td>MILLSBORO</td>\n",
       "      <td>DE</td>\n",
       "      <td>19966</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-01-25</td>\n",
       "      <td>BARLOW</td>\n",
       "      <td>SIBYLLE</td>\n",
       "      <td>CONCORD</td>\n",
       "      <td>MA</td>\n",
       "      <td>1742</td>\n",
       "      <td>NONE</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>DUPONT</td>\n",
       "      <td>ALDEN</td>\n",
       "      <td>MILLSBORO</td>\n",
       "      <td>DE</td>\n",
       "      <td>19966</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2038035</td>\n",
       "      <td>2016-03-23</td>\n",
       "      <td>DUPONT</td>\n",
       "      <td>ALDEN</td>\n",
       "      <td>MILLSBORO</td>\n",
       "      <td>DE</td>\n",
       "      <td>19966</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1610</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2083707</td>\n",
       "      <td>2016-07-24</td>\n",
       "      <td>BRANDON</td>\n",
       "      <td>CARL</td>\n",
       "      <td>RANDOLPH CENTER</td>\n",
       "      <td>VT</td>\n",
       "      <td>5061</td>\n",
       "      <td>VERMONT TECHNICAL COLLEGE</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3474</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-11-24</td>\n",
       "      <td>BRANDON</td>\n",
       "      <td>CARL</td>\n",
       "      <td>RANDOLPH CENTER</td>\n",
       "      <td>VT</td>\n",
       "      <td>5061</td>\n",
       "      <td>VERMONT TECHNICAL COLLEGE</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2782</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2098423</td>\n",
       "      <td>2016-10-18</td>\n",
       "      <td>VLIET</td>\n",
       "      <td>RODNEY</td>\n",
       "      <td>LA MIRADA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90638</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3473</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-11-23</td>\n",
       "      <td>BRANDON</td>\n",
       "      <td>CARL</td>\n",
       "      <td>RANDOLPH CENTER</td>\n",
       "      <td>VT</td>\n",
       "      <td>5061</td>\n",
       "      <td>VERMONT TECHNICAL COLLEGE</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-04-23</td>\n",
       "      <td>DUPONT</td>\n",
       "      <td>ALDEN</td>\n",
       "      <td>MILLSBORO</td>\n",
       "      <td>DE</td>\n",
       "      <td>19966</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2064020</td>\n",
       "      <td>2016-05-23</td>\n",
       "      <td>DUPONT</td>\n",
       "      <td>ALDEN</td>\n",
       "      <td>MILLSBORO</td>\n",
       "      <td>DE</td>\n",
       "      <td>19966</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2778</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2098423</td>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>VLIET</td>\n",
       "      <td>RODNEY</td>\n",
       "      <td>LA MIRADA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90638</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3470</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-10-24</td>\n",
       "      <td>BRANDON</td>\n",
       "      <td>CARL</td>\n",
       "      <td>RANDOLPH CENTER</td>\n",
       "      <td>VT</td>\n",
       "      <td>5061</td>\n",
       "      <td>VERMONT TECHNICAL COLLEGE</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3469</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>BRANDON</td>\n",
       "      <td>CARL</td>\n",
       "      <td>RANDOLPH CENTER</td>\n",
       "      <td>VT</td>\n",
       "      <td>5061</td>\n",
       "      <td>VERMONT TECHNICAL COLLEGE</td>\n",
       "      <td>PROFESSOR</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3783</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-11-06</td>\n",
       "      <td>VANDEPUTTE</td>\n",
       "      <td>SOFIE</td>\n",
       "      <td>PORTOLA VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94028</td>\n",
       "      <td>NONE</td>\n",
       "      <td>TECHNICAL WRITER</td>\n",
       "      <td>False</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3786</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>VLIET</td>\n",
       "      <td>RODNEY</td>\n",
       "      <td>LA MIRADA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90638</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1767</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2083707</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>VLIET</td>\n",
       "      <td>RODNEY</td>\n",
       "      <td>LA MIRADA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90638</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2777</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2098423</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>VLIET</td>\n",
       "      <td>RODNEY</td>\n",
       "      <td>LA MIRADA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90638</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1787</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2083707</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>WALSH</td>\n",
       "      <td>JAY</td>\n",
       "      <td>PETALUMA</td>\n",
       "      <td>CA</td>\n",
       "      <td>94952</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3402</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>BABBITT</td>\n",
       "      <td>WILLIAM</td>\n",
       "      <td>ELK GROVE</td>\n",
       "      <td>CA</td>\n",
       "      <td>95758</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>-100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3500</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>445</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>2130864</td>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>SAMPSON</td>\n",
       "      <td>MICKEY</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95818</td>\n",
       "      <td>SACRAMENTO COUNTY</td>\n",
       "      <td>PUBLIC DEFENDER</td>\n",
       "      <td>False</td>\n",
       "      <td>-250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33056</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-05-18</td>\n",
       "      <td>BOOTH</td>\n",
       "      <td>LYNN A.</td>\n",
       "      <td>LOS ANGELES</td>\n",
       "      <td>CA</td>\n",
       "      <td>90077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HOMEMAKER</td>\n",
       "      <td>False</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33288</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-05-18</td>\n",
       "      <td>BOOTH</td>\n",
       "      <td>LYNN A.</td>\n",
       "      <td>LOS ANGELES</td>\n",
       "      <td>CA</td>\n",
       "      <td>90077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HOMEMAKER</td>\n",
       "      <td>False</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34442 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            ocd_prop_id  calaccess_prop_id  \\\n",
       "33745  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33737  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33746  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33744  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33742  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1153   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2913   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "288    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33747  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3195   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3128   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33743  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33740  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33736  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1197   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "365    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1051   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "295    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "364    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "294    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33748  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33246  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33014  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "296    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "29     ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "366    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "20     ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33734  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "32764  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "32739  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "...                                                 ...                ...   \n",
       "1011   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2512   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3789   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1769   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "796    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "593    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2307   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2313   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "239    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "140    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "242    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "245    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1610   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3474   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2782   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3473   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "914    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "917    ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2778   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3470   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3469   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3783   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3786   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1767   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "2777   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "1787   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3402   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "3500   ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33056  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33288  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "\n",
       "       ccdc_prop_id                                          prop_name  \\\n",
       "33745            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33737            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33746            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33744            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33742            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1153             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2913             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "288              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33747            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3195             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3128             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33743            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33740            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33736            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1197             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "365              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1051             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "295              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "364              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "294              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33748            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33246            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33014            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "296              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "29               81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "366              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "20               81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33734            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "32764            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "32739            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "...             ...                                                ...   \n",
       "1011             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2512             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3789             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1769             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "796              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "593              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2307             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2313             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "239              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "140              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "242              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "245              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1610             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3474             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2782             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3473             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "914              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "917              81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2778             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3470             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3469             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3783             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3786             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1767             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "2777             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "1787             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3402             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "3500             81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33056            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33288            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "\n",
       "       ccdc_committee_id  calaccess_committee_id  \\\n",
       "33745                449                 1385745   \n",
       "33737                448                 1391170   \n",
       "33746                449                 1385745   \n",
       "33744                449                 1385745   \n",
       "33742                449                 1385745   \n",
       "1153                 445                 1380590   \n",
       "2913                 445                 1380590   \n",
       "288                  445                 1380590   \n",
       "33747                449                 1385745   \n",
       "3195                 445                 1380590   \n",
       "3128                 445                 1380590   \n",
       "33743                449                 1385745   \n",
       "33740                448                 1391170   \n",
       "33736                448                 1391170   \n",
       "1197                 445                 1380590   \n",
       "365                  445                 1380590   \n",
       "1051                 445                 1380590   \n",
       "295                  445                 1380590   \n",
       "364                  445                 1380590   \n",
       "294                  445                 1380590   \n",
       "33748                449                 1385745   \n",
       "33246                447                 1346266   \n",
       "33014                447                 1346266   \n",
       "296                  445                 1380590   \n",
       "29                   445                 1380590   \n",
       "366                  445                 1380590   \n",
       "20                   445                 1380590   \n",
       "33734                447                 1346266   \n",
       "32764                447                 1346266   \n",
       "32739                447                 1346266   \n",
       "...                  ...                     ...   \n",
       "1011                 445                 1380590   \n",
       "2512                 445                 1380590   \n",
       "3789                 445                 1380590   \n",
       "1769                 445                 1380590   \n",
       "796                  445                 1380590   \n",
       "593                  445                 1380590   \n",
       "2307                 445                 1380590   \n",
       "2313                 445                 1380590   \n",
       "239                  445                 1380590   \n",
       "140                  445                 1380590   \n",
       "242                  445                 1380590   \n",
       "245                  445                 1380590   \n",
       "1610                 445                 1380590   \n",
       "3474                 445                 1380590   \n",
       "2782                 445                 1380590   \n",
       "3473                 445                 1380590   \n",
       "914                  445                 1380590   \n",
       "917                  445                 1380590   \n",
       "2778                 445                 1380590   \n",
       "3470                 445                 1380590   \n",
       "3469                 445                 1380590   \n",
       "3783                 445                 1380590   \n",
       "3786                 445                 1380590   \n",
       "1767                 445                 1380590   \n",
       "2777                 445                 1380590   \n",
       "1787                 445                 1380590   \n",
       "3402                 445                 1380590   \n",
       "3500                 445                 1380590   \n",
       "33056                447                 1346266   \n",
       "33288                447                 1346266   \n",
       "\n",
       "                                        committee_name_x committee_position  \\\n",
       "33745       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "33737  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...            SUPPORT   \n",
       "33746       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "33744       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "33742       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "1153   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2913   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "288    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "33747       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "3195   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3128   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "33743       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "33740  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...            SUPPORT   \n",
       "33736  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...            SUPPORT   \n",
       "1197   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "365    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "1051   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "295    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "364    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "294    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "33748       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "33246  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "33014  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "296    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "29     YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "366    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "20     YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "33734  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "32764  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "32739  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "...                                                  ...                ...   \n",
       "1011   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2512   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3789   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "1769   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "796    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "593    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2307   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2313   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "239    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "140    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "242    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "245    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "1610   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3474   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2782   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3473   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "914    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "917    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2778   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3470   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3469   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3783   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3786   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "1767   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "2777   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "1787   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3402   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "3500   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...            SUPPORT   \n",
       "33056  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "33288  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "\n",
       "                                        committee_name_y  calaccess_filing_id  \\\n",
       "33745       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2082414   \n",
       "33737  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...              2098635   \n",
       "33746       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2096507   \n",
       "33744       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2082414   \n",
       "33742       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2057298   \n",
       "1153   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "2913   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2098423   \n",
       "288    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "33747       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2096507   \n",
       "3195   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2098423   \n",
       "3128   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2098423   \n",
       "33743       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2057298   \n",
       "33740  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...              2117213   \n",
       "33736  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...              2098635   \n",
       "1197   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "365    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "1051   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "295    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "364    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "294    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "33748       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2096507   \n",
       "33246  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2064651   \n",
       "33014  CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...              2064651   \n",
       "296    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "29     YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2012950   \n",
       "366    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "20     YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2012950   \n",
       "33734  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2130372   \n",
       "32764  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2012262   \n",
       "32739  CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...              2012262   \n",
       "...                                                  ...                  ...   \n",
       "1011   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "2512   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2083707   \n",
       "3789   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "1769   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2083707   \n",
       "796    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "593    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "2307   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2083707   \n",
       "2313   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2083707   \n",
       "239    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "140    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "242    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "245    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2038035   \n",
       "1610   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2083707   \n",
       "3474   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "2782   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2098423   \n",
       "3473   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "914    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "917    YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2064020   \n",
       "2778   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2098423   \n",
       "3470   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "3469   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "3783   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "3786   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "1767   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2083707   \n",
       "2777   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2098423   \n",
       "1787   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2083707   \n",
       "3402   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "3500   YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...              2130864   \n",
       "33056  CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...              2064651   \n",
       "33288  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2064651   \n",
       "\n",
       "      date_received                               contributor_lastname  \\\n",
       "33745    2016-09-15                             FUND FOR POLICY REFORM   \n",
       "33737    2016-10-13                                             STEYER   \n",
       "33746    2016-09-27                             FUND FOR POLICY REFORM   \n",
       "33744    2016-07-07                             FUND FOR POLICY REFORM   \n",
       "33742    2016-05-03                             FUND FOR POLICY REFORM   \n",
       "1153     2016-04-13  LAURENE POWELL JOBS, INCLUDING EMERSON COLLECT...   \n",
       "2913     2016-10-10                                              DOERR   \n",
       "288      2016-03-07                                             GRAHAM   \n",
       "33747    2016-10-19                             FUND FOR POLICY REFORM   \n",
       "3195     2016-09-29                    OPEN SOCIETY POLICY CENTER INC.   \n",
       "3128     2016-10-03                                            MCKEOWN   \n",
       "33743    2016-05-26                             FUND FOR POLICY REFORM   \n",
       "33740    2016-10-25                                             STEYER   \n",
       "33736    2016-09-29                                 NEXTGEN CALIFORNIA   \n",
       "1197     2016-04-05                                            MCKEOWN   \n",
       "365      2016-02-22                                            MCKEOWN   \n",
       "1051     2016-04-04                                           HASTINGS   \n",
       "295      2016-03-07                                           HASTINGS   \n",
       "364      2016-01-22                                            MCKEOWN   \n",
       "294      2016-01-15                                           HASTINGS   \n",
       "33748    2016-10-07                             FUND FOR POLICY REFORM   \n",
       "33246    2016-05-05                                       NICHOLAS III   \n",
       "33014    2016-05-05                                       NICHOLAS III   \n",
       "296      2016-03-30                                           HASTINGS   \n",
       "29       2015-10-13                                            MCKEOWN   \n",
       "366      2016-03-30                                            MCKEOWN   \n",
       "20       2015-10-13                                           HASTINGS   \n",
       "33734    2016-12-08  CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...   \n",
       "32764    2015-11-05    LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PAC   \n",
       "32739    2015-11-05    LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PAC   \n",
       "...             ...                                                ...   \n",
       "1011     2016-04-18                                             GILMAN   \n",
       "2512     2016-07-05                                               KAHN   \n",
       "3789     2016-11-06                                              VLIET   \n",
       "1769     2016-09-18                                              VLIET   \n",
       "796      2016-04-07                                            TRAWICK   \n",
       "593      2016-06-02                                             BARLOW   \n",
       "2307     2016-08-18                                             GILMAN   \n",
       "2313     2016-09-18                                             GILMAN   \n",
       "239      2016-01-23                                             DUPONT   \n",
       "140      2016-01-25                                             BARLOW   \n",
       "242      2016-02-23                                             DUPONT   \n",
       "245      2016-03-23                                             DUPONT   \n",
       "1610     2016-07-24                                            BRANDON   \n",
       "3474     2016-11-24                                            BRANDON   \n",
       "2782     2016-10-18                                              VLIET   \n",
       "3473     2016-11-23                                            BRANDON   \n",
       "914      2016-04-23                                             DUPONT   \n",
       "917      2016-05-23                                             DUPONT   \n",
       "2778     2016-10-06                                              VLIET   \n",
       "3470     2016-10-24                                            BRANDON   \n",
       "3469     2016-10-23                                            BRANDON   \n",
       "3783     2016-11-06                                         VANDEPUTTE   \n",
       "3786     2016-11-01                                              VLIET   \n",
       "1767     2016-09-01                                              VLIET   \n",
       "2777     2016-10-01                                              VLIET   \n",
       "1787     2016-09-01                                              WALSH   \n",
       "3402     2016-10-23                                            BABBITT   \n",
       "3500     2016-10-23                                            SAMPSON   \n",
       "33056    2016-05-18                                              BOOTH   \n",
       "33288    2016-05-18                                              BOOTH   \n",
       "\n",
       "      contributor_firstname contributor_city contributor_state  \\\n",
       "33745                   NaN       WILMINGTON                DE   \n",
       "33737                THOMAS    SAN FRANCISCO                CA   \n",
       "33746                   NaN       WILMINGTON                DE   \n",
       "33744                   NaN       WILMINGTON                DE   \n",
       "33742                   NaN       WILMINGTON                DE   \n",
       "1153                    NaN        PALO ALTO                CA   \n",
       "2913                L. JOHN       SAN CARLOS                CA   \n",
       "288                    PAUL     MOUNTAIN VEW                CA   \n",
       "33747                   NaN       WILMINGTON                DE   \n",
       "3195                    NaN       WASHINGTON                DC   \n",
       "3128               NICHOLAS   PORTOLA VALLEY                CA   \n",
       "33743                   NaN       WILMINGTON                DE   \n",
       "33740                THOMAS    SAN FRANCISCO                CA   \n",
       "33736                   NaN    SAN FRANCISCO                CA   \n",
       "1197               NICHOLAS   PORTOLA VALLEY                CA   \n",
       "365                NICHOLAS   PORTOLA VALLEY                CA   \n",
       "1051                   REED       SANTA CRUZ                CA   \n",
       "295                    REED       SANTA CRUZ                CA   \n",
       "364                NICHOLAS   PORTOLA VALLEY                CA   \n",
       "294                    REED       SANTA CRUZ                CA   \n",
       "33748                   NaN       WILMINGTON                DE   \n",
       "33246              HENRY T.      ALISO VIEJO                CA   \n",
       "33014              HENRY T.      ALISO VIEJO                CA   \n",
       "296                    REED       SANTA CRUZ                CA   \n",
       "29                 NICHOLAS   PORTOLA VALLEY                CA   \n",
       "366                NICHOLAS   PORTOLA VALLEY                CA   \n",
       "20                     REED       SANTA CRUZ                CA   \n",
       "33734                   NaN       SACRAMENTO                CA   \n",
       "32764                   NaN       SACRAMENTO                CA   \n",
       "32739                   NaN       SACRAMENTO                CA   \n",
       "...                     ...              ...               ...   \n",
       "1011              PRISCILLA            EVANS                GA   \n",
       "2512                 MORLEY        GREENWICH                CT   \n",
       "3789                 RODNEY        LA MIRADA                CA   \n",
       "1769                 RODNEY        LA MIRADA                CA   \n",
       "796                MARGARET          CONCORD                CA   \n",
       "593                 SIBYLLE          CONCORD                MA   \n",
       "2307              PRISCILLA            EVANS                GA   \n",
       "2313              PRISCILLA            EVANS                GA   \n",
       "239                   ALDEN        MILLSBORO                DE   \n",
       "140                 SIBYLLE          CONCORD                MA   \n",
       "242                   ALDEN        MILLSBORO                DE   \n",
       "245                   ALDEN        MILLSBORO                DE   \n",
       "1610                   CARL  RANDOLPH CENTER                VT   \n",
       "3474                   CARL  RANDOLPH CENTER                VT   \n",
       "2782                 RODNEY        LA MIRADA                CA   \n",
       "3473                   CARL  RANDOLPH CENTER                VT   \n",
       "914                   ALDEN        MILLSBORO                DE   \n",
       "917                   ALDEN        MILLSBORO                DE   \n",
       "2778                 RODNEY        LA MIRADA                CA   \n",
       "3470                   CARL  RANDOLPH CENTER                VT   \n",
       "3469                   CARL  RANDOLPH CENTER                VT   \n",
       "3783                  SOFIE   PORTOLA VALLEY                CA   \n",
       "3786                 RODNEY        LA MIRADA                CA   \n",
       "1767                 RODNEY        LA MIRADA                CA   \n",
       "2777                 RODNEY        LA MIRADA                CA   \n",
       "1787                    JAY         PETALUMA                CA   \n",
       "3402                WILLIAM        ELK GROVE                CA   \n",
       "3500                 MICKEY       SACRAMENTO                CA   \n",
       "33056               LYNN A.      LOS ANGELES                CA   \n",
       "33288               LYNN A.      LOS ANGELES                CA   \n",
       "\n",
       "      contributor_zip                               contributor_employer  \\\n",
       "33745           19809                                                NaN   \n",
       "33737      94104-4919                                   FARALLON CAPITAL   \n",
       "33746           19809                                                NaN   \n",
       "33744           19809                                                NaN   \n",
       "33742           19809                                                NaN   \n",
       "1153            94301                                                NaN   \n",
       "2913            94070                   KLEINER PERKINS CAUFIELD & BYERS   \n",
       "288             94041                                       Y COMBINATOR   \n",
       "33747           19809                                                NaN   \n",
       "3195            20003                                                NaN   \n",
       "3128            94028                                STANFORD UNIVERSITY   \n",
       "33743           19809                                                NaN   \n",
       "33740      94104-4919                                   FARALLON CAPITAL   \n",
       "33736      94104-4527                                                NaN   \n",
       "1197            94028                                STANFORD UNIVERSITY   \n",
       "365             94028                                STANFORD UNIVERSITY   \n",
       "1051            95060                                            NETFLIX   \n",
       "295             95060                                            NETFLIX   \n",
       "364             94028                                STANFORD UNIVERSITY   \n",
       "294             95060                                            NETFLIX   \n",
       "33748           19809                                                NaN   \n",
       "33246           92656  HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...   \n",
       "33014           92656  HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...   \n",
       "296             95060                                            NETFLIX   \n",
       "29              94028                                STANFORD UNIVERSITY   \n",
       "366             94028                                STANFORD UNIVERSITY   \n",
       "20              95060                                            NETFLIX   \n",
       "33734           95814                                                NaN   \n",
       "32764           95814                                                NaN   \n",
       "32739           95814                                                NaN   \n",
       "...               ...                                                ...   \n",
       "1011            30809                                               NONE   \n",
       "2512             6831                                               NONE   \n",
       "3789            90638                                               NONE   \n",
       "1769            90638                                               NONE   \n",
       "796             94520                                               NONE   \n",
       "593              1742                                               NONE   \n",
       "2307            30809                                               NONE   \n",
       "2313            30809                                               NONE   \n",
       "239             19966                                               NONE   \n",
       "140              1742                                               NONE   \n",
       "242             19966                                               NONE   \n",
       "245             19966                                               NONE   \n",
       "1610             5061                          VERMONT TECHNICAL COLLEGE   \n",
       "3474             5061                          VERMONT TECHNICAL COLLEGE   \n",
       "2782            90638                                               NONE   \n",
       "3473             5061                          VERMONT TECHNICAL COLLEGE   \n",
       "914             19966                                               NONE   \n",
       "917             19966                                               NONE   \n",
       "2778            90638                                               NONE   \n",
       "3470             5061                          VERMONT TECHNICAL COLLEGE   \n",
       "3469             5061                          VERMONT TECHNICAL COLLEGE   \n",
       "3783            94028                                               NONE   \n",
       "3786            90638                                               NONE   \n",
       "1767            90638                                               NONE   \n",
       "2777            90638                                               NONE   \n",
       "1787            94952                                               NONE   \n",
       "3402            95758                                               NONE   \n",
       "3500            95818                                  SACRAMENTO COUNTY   \n",
       "33056           90077                                                NaN   \n",
       "33288           90077                                                NaN   \n",
       "\n",
       "                    contributor_occupation  contributor_is_self_employed  \\\n",
       "33745                                  NaN                         False   \n",
       "33737                              FOUNDER                         False   \n",
       "33746                                  NaN                         False   \n",
       "33744                                  NaN                         False   \n",
       "33742                                  NaN                         False   \n",
       "1153                                   NaN                         False   \n",
       "2913                    VENTURE CAPITALIST                         False   \n",
       "288                CHIEF EXECUTIVE OFFICER                         False   \n",
       "33747                                  NaN                         False   \n",
       "3195                                   NaN                         False   \n",
       "3128                             PROFESSOR                         False   \n",
       "33743                                  NaN                         False   \n",
       "33740                              FOUNDER                         False   \n",
       "33736                                  NaN                         False   \n",
       "1197                             PROFESSOR                         False   \n",
       "365                              PROFESSOR                         False   \n",
       "1051               CHIEF EXECUTIVE OFFICER                         False   \n",
       "295                CHIEF EXECUTIVE OFFICER                         False   \n",
       "364                              PROFESSOR                         False   \n",
       "294                CHIEF EXECUTIVE OFFICER                         False   \n",
       "33748                                  NaN                         False   \n",
       "33246  PHILANTHROPIST / BUSINESS EXECUTIVE                         False   \n",
       "33014  PHILANTHROPIST / BUSINESS EXECUTIVE                         False   \n",
       "296                CHIEF EXECUTIVE OFFICER                         False   \n",
       "29                               PROFESSOR                         False   \n",
       "366                              PROFESSOR                         False   \n",
       "20                 CHIEF EXECUTIVE OFFICER                         False   \n",
       "33734                                  NaN                         False   \n",
       "32764                                  NaN                         False   \n",
       "32739                                  NaN                         False   \n",
       "...                                    ...                           ...   \n",
       "1011                            UNEMPLOYED                         False   \n",
       "2512                            UNEMPLOYED                         False   \n",
       "3789                            UNEMPLOYED                         False   \n",
       "1769                            UNEMPLOYED                         False   \n",
       "796                             UNEMPLOYED                         False   \n",
       "593                                RETIRED                         False   \n",
       "2307                            UNEMPLOYED                         False   \n",
       "2313                            UNEMPLOYED                         False   \n",
       "239                             UNEMPLOYED                         False   \n",
       "140                                RETIRED                         False   \n",
       "242                             UNEMPLOYED                         False   \n",
       "245                             UNEMPLOYED                         False   \n",
       "1610                             PROFESSOR                         False   \n",
       "3474                             PROFESSOR                         False   \n",
       "2782                            UNEMPLOYED                         False   \n",
       "3473                             PROFESSOR                         False   \n",
       "914                             UNEMPLOYED                         False   \n",
       "917                             UNEMPLOYED                         False   \n",
       "2778                            UNEMPLOYED                         False   \n",
       "3470                             PROFESSOR                         False   \n",
       "3469                             PROFESSOR                         False   \n",
       "3783                      TECHNICAL WRITER                         False   \n",
       "3786                            UNEMPLOYED                         False   \n",
       "1767                            UNEMPLOYED                         False   \n",
       "2777                            UNEMPLOYED                         False   \n",
       "1787                            UNEMPLOYED                         False   \n",
       "3402                            UNEMPLOYED                         False   \n",
       "3500                       PUBLIC DEFENDER                         False   \n",
       "33056                            HOMEMAKER                         False   \n",
       "33288                            HOMEMAKER                         False   \n",
       "\n",
       "          amount  \n",
       "33745  1970000.0  \n",
       "33737  1500000.0  \n",
       "33746  1403000.0  \n",
       "33744  1000000.0  \n",
       "33742   550000.0  \n",
       "1153    500000.0  \n",
       "2913    500000.0  \n",
       "288     500000.0  \n",
       "33747   500000.0  \n",
       "3195    500000.0  \n",
       "3128    500000.0  \n",
       "33743   420000.0  \n",
       "33740   250000.0  \n",
       "33736   250000.0  \n",
       "1197    250000.0  \n",
       "365     250000.0  \n",
       "1051    250000.0  \n",
       "295     250000.0  \n",
       "364     200000.0  \n",
       "294     200000.0  \n",
       "33748   200000.0  \n",
       "33246   200000.0  \n",
       "33014   200000.0  \n",
       "296     150000.0  \n",
       "29      150000.0  \n",
       "366     150000.0  \n",
       "20      150000.0  \n",
       "33734   125000.0  \n",
       "32764   125000.0  \n",
       "32739   125000.0  \n",
       "...          ...  \n",
       "1011         3.0  \n",
       "2512         3.0  \n",
       "3789         3.0  \n",
       "1769         3.0  \n",
       "796          3.0  \n",
       "593          3.0  \n",
       "2307         3.0  \n",
       "2313         3.0  \n",
       "239          3.0  \n",
       "140          3.0  \n",
       "242          3.0  \n",
       "245          3.0  \n",
       "1610         3.0  \n",
       "3474         3.0  \n",
       "2782         3.0  \n",
       "3473         3.0  \n",
       "914          3.0  \n",
       "917          3.0  \n",
       "2778         3.0  \n",
       "3470         3.0  \n",
       "3469         3.0  \n",
       "3783         3.0  \n",
       "3786         1.5  \n",
       "1767         1.5  \n",
       "2777         1.5  \n",
       "1787         1.5  \n",
       "3402      -100.0  \n",
       "3500      -250.0  \n",
       "33056    -1000.0  \n",
       "33288    -1000.0  \n",
       "\n",
       "[34442 rows x 20 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ocd_prop_id</th>\n",
       "      <th>calaccess_prop_id</th>\n",
       "      <th>ccdc_prop_id</th>\n",
       "      <th>prop_name</th>\n",
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       "      <th>contributor_employer</th>\n",
       "      <th>contributor_occupation</th>\n",
       "      <th>contributor_is_self_employed</th>\n",
       "      <th>amount</th>\n",
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       "  </thead>\n",
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       "      <th>33246</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
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       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-05-05</td>\n",
       "      <td>NICHOLAS III</td>\n",
       "      <td>HENRY T.</td>\n",
       "      <td>ALISO VIEJO</td>\n",
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       "      <td>92656</td>\n",
       "      <td>HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...</td>\n",
       "      <td>PHILANTHROPIST / BUSINESS EXECUTIVE</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
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       "    <tr>\n",
       "      <th>33014</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
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       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-05-05</td>\n",
       "      <td>NICHOLAS III</td>\n",
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       "      <td>ALISO VIEJO</td>\n",
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       "      <td>92656</td>\n",
       "      <td>HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...</td>\n",
       "      <td>PHILANTHROPIST / BUSINESS EXECUTIVE</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
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       "    <tr>\n",
       "      <th>33734</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2130372</td>\n",
       "      <td>2016-12-08</td>\n",
       "      <td>CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>125000.0</td>\n",
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       "      <th>33696</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...</td>\n",
       "      <td>2130372</td>\n",
       "      <td>2016-12-08</td>\n",
       "      <td>CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>125000.0</td>\n",
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       "      <th>32739</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
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       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...</td>\n",
       "      <td>2012262</td>\n",
       "      <td>2015-11-05</td>\n",
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       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>125000.0</td>\n",
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       "      <td>1381268</td>\n",
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       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2012262</td>\n",
       "      <td>2015-11-05</td>\n",
       "      <td>LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>125000.0</td>\n",
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       "    <tr>\n",
       "      <th>32757</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2012262</td>\n",
       "      <td>2015-10-12</td>\n",
       "      <td>CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>95814</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>False</td>\n",
       "      <td>100000.0</td>\n",
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       "    <tr>\n",
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       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2012262</td>\n",
       "      <td>2015-10-05</td>\n",
       "      <td>ASSOCIATION FOR LOS ANGELES DEPUTY SHERIFFS ST...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MONTEREY PARK</td>\n",
       "      <td>CA</td>\n",
       "      <td>91755</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>100000.0</td>\n",
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       "    <tr>\n",
       "      <th>33163</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-04-15</td>\n",
       "      <td>THE CALIFORNIA ASSOCIATION OF HIGHWAY PATROLMEN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95818</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33069</th>\n",
       "      <td>ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3</td>\n",
       "      <td>1381268</td>\n",
       "      <td>81</td>\n",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>447</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...</td>\n",
       "      <td>2064651</td>\n",
       "      <td>2016-06-20</td>\n",
       "      <td>PEACE OFFICERS RESEARCH ASSOCIATION OF CALIFOR...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95834</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            ocd_prop_id  calaccess_prop_id  \\\n",
       "33246  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33014  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33734  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33696  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "32739  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "32764  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "32757  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "32755  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33163  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "33069  ocd-contest/cad98dde-416b-4cb3-8565-c1e8079511b3            1381268   \n",
       "\n",
       "       ccdc_prop_id                                          prop_name  \\\n",
       "33246            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33014            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33734            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33696            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "32739            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "32764            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "32757            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "32755            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33163            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "33069            81  PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...   \n",
       "\n",
       "       ccdc_committee_id  calaccess_committee_id  \\\n",
       "33246                447                 1346266   \n",
       "33014                447                 1346266   \n",
       "33734                447                 1346266   \n",
       "33696                447                 1346266   \n",
       "32739                447                 1346266   \n",
       "32764                447                 1346266   \n",
       "32757                447                 1346266   \n",
       "32755                447                 1346266   \n",
       "33163                447                 1346266   \n",
       "33069                447                 1346266   \n",
       "\n",
       "                                        committee_name_x committee_position  \\\n",
       "33246  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "33014  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "33734  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "33696  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "32739  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "32764  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "32757  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "32755  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "33163  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "33069  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...             OPPOSE   \n",
       "\n",
       "                                        committee_name_y  calaccess_filing_id  \\\n",
       "33246  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2064651   \n",
       "33014  CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...              2064651   \n",
       "33734  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2130372   \n",
       "33696  CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...              2130372   \n",
       "32739  CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...              2012262   \n",
       "32764  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2012262   \n",
       "32757  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2012262   \n",
       "32755  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2012262   \n",
       "33163  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...              2064651   \n",
       "33069  CALIFORNIANS FOR JUSTICE AND PUBLIC SAFETY, NO...              2064651   \n",
       "\n",
       "      date_received                               contributor_lastname  \\\n",
       "33246    2016-05-05                                       NICHOLAS III   \n",
       "33014    2016-05-05                                       NICHOLAS III   \n",
       "33734    2016-12-08  CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...   \n",
       "33696    2016-12-08  CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...   \n",
       "32739    2015-11-05    LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PAC   \n",
       "32764    2015-11-05    LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PAC   \n",
       "32757    2015-10-12  CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...   \n",
       "32755    2015-10-05  ASSOCIATION FOR LOS ANGELES DEPUTY SHERIFFS ST...   \n",
       "33163    2016-04-15    THE CALIFORNIA ASSOCIATION OF HIGHWAY PATROLMEN   \n",
       "33069    2016-06-20  PEACE OFFICERS RESEARCH ASSOCIATION OF CALIFOR...   \n",
       "\n",
       "      contributor_firstname contributor_city contributor_state  \\\n",
       "33246              HENRY T.      ALISO VIEJO                CA   \n",
       "33014              HENRY T.      ALISO VIEJO                CA   \n",
       "33734                   NaN       SACRAMENTO                CA   \n",
       "33696                   NaN       SACRAMENTO                CA   \n",
       "32739                   NaN       SACRAMENTO                CA   \n",
       "32764                   NaN       SACRAMENTO                CA   \n",
       "32757                   NaN       SACRAMENTO                CA   \n",
       "32755                   NaN    MONTEREY PARK                CA   \n",
       "33163                   NaN       SACRAMENTO                CA   \n",
       "33069                   NaN       SACRAMENTO                CA   \n",
       "\n",
       "      contributor_zip                               contributor_employer  \\\n",
       "33246           92656  HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...   \n",
       "33014           92656  HENRY T. NICHOLAS, III FOUNDATION / NICHOLAS E...   \n",
       "33734           95814                                                NaN   \n",
       "33696           95814                                                NaN   \n",
       "32739           95814                                                NaN   \n",
       "32764           95814                                                NaN   \n",
       "32757           95814                                                NaN   \n",
       "32755           91755                                                NaN   \n",
       "33163           95818                                                NaN   \n",
       "33069           95834                                                NaN   \n",
       "\n",
       "                    contributor_occupation  contributor_is_self_employed  \\\n",
       "33246  PHILANTHROPIST / BUSINESS EXECUTIVE                         False   \n",
       "33014  PHILANTHROPIST / BUSINESS EXECUTIVE                         False   \n",
       "33734                                  NaN                         False   \n",
       "33696                                  NaN                         False   \n",
       "32739                                  NaN                         False   \n",
       "32764                                  NaN                         False   \n",
       "32757                                  NaN                         False   \n",
       "32755                                  NaN                         False   \n",
       "33163                                  NaN                         False   \n",
       "33069                                  NaN                         False   \n",
       "\n",
       "         amount  \n",
       "33246  200000.0  \n",
       "33014  200000.0  \n",
       "33734  125000.0  \n",
       "33696  125000.0  \n",
       "32739  125000.0  \n",
       "32764  125000.0  \n",
       "32757  100000.0  \n",
       "32755  100000.0  \n",
       "33163  100000.0  \n",
       "33069  100000.0  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oppose.sort_values(\"amount\", ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>committee_name_x</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>8.387852e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...</td>\n",
       "      <td>8.343218e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>7.621678e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>6.140000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>2.110000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>VOLUNTEERS FOR YES ON 62</td>\n",
       "      <td>1.289300e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SAN FRANCISCO POLICE OFFICERS ASSOCIATION ISSU...</td>\n",
       "      <td>1.050000e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    committee_name_x        amount\n",
       "1  CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...  8.387852e+06\n",
       "0  CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...  8.343218e+06\n",
       "6  YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...  7.621678e+06\n",
       "2       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))  6.140000e+06\n",
       "3  MILLION VOTER PROJECT ACTION FUND - YES ON 55,...  2.110000e+06\n",
       "5                           VOLUNTEERS FOR YES ON 62  1.289300e+05\n",
       "4  SAN FRANCISCO POLICE OFFICERS ASSOCIATION ISSU...  1.050000e+05"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby(\"committee_name_x\").amount.sum().reset_index().sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>committee_position</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28396</th>\n",
       "      <td>THOMAS</td>\n",
       "      <td>STEYER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>1750000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21812</th>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23740</th>\n",
       "      <td>REED</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22511</th>\n",
       "      <td>PAUL</td>\n",
       "      <td>GRAHAM</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17405</th>\n",
       "      <td>L. JOHN</td>\n",
       "      <td>DOERR</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11192</th>\n",
       "      <td>HENRY T.</td>\n",
       "      <td>NICHOLAS III</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16162</th>\n",
       "      <td>JULIE</td>\n",
       "      <td>MOTAMEDI</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>350000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24680</th>\n",
       "      <td>ROBERT ALAN</td>\n",
       "      <td>EUSTACE</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>175000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27966</th>\n",
       "      <td>SUSAN</td>\n",
       "      <td>GROFF</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>160000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24276</th>\n",
       "      <td>RICHARD J.</td>\n",
       "      <td>RIORDAN</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18793</th>\n",
       "      <td>MARC</td>\n",
       "      <td>BENIOFF</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10933</th>\n",
       "      <td>H. F.</td>\n",
       "      <td>BOECKMANN, II</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22304</th>\n",
       "      <td>PAMELA</td>\n",
       "      <td>GROFF</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A. JERROLD</td>\n",
       "      <td>PERENCHIO</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28451</th>\n",
       "      <td>THOMAS F.</td>\n",
       "      <td>STEYER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7043</th>\n",
       "      <td>DEBRA JANE</td>\n",
       "      <td>STEINHARDT</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18588</th>\n",
       "      <td>M. QUINN</td>\n",
       "      <td>DELANEY</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9612</th>\n",
       "      <td>FRANK</td>\n",
       "      <td>QUATTRONE</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14168</th>\n",
       "      <td>JOHN</td>\n",
       "      <td>O'FARRELL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18340</th>\n",
       "      <td>LUCKY</td>\n",
       "      <td>LIPPA</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>90000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7124</th>\n",
       "      <td>DENISE</td>\n",
       "      <td>FODERARO</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>75000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27830</th>\n",
       "      <td>STEVEN L.</td>\n",
       "      <td>CRAIG</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>70000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8441</th>\n",
       "      <td>ELLIE</td>\n",
       "      <td>KANNER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>60000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29981</th>\n",
       "      <td>WILLIAM</td>\n",
       "      <td>LYON</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>60000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3646</th>\n",
       "      <td>CARLA</td>\n",
       "      <td>EMIL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6364</th>\n",
       "      <td>DAVID</td>\n",
       "      <td>SPENCER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10128</th>\n",
       "      <td>GEESKE</td>\n",
       "      <td>JOEL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23779</th>\n",
       "      <td>REID</td>\n",
       "      <td>HOFFMAN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24242</th>\n",
       "      <td>RICHARD G.</td>\n",
       "      <td>WOLLACK</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24678</th>\n",
       "      <td>ROBERT A.</td>\n",
       "      <td>DAY</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19257</th>\n",
       "      <td>MARIPOSA</td>\n",
       "      <td>DE LOS ANGELES</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22780</th>\n",
       "      <td>PEGGY</td>\n",
       "      <td>SHARYON</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17662</th>\n",
       "      <td>LAURELEI</td>\n",
       "      <td>BAILEY</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28612</th>\n",
       "      <td>TIMOTHY</td>\n",
       "      <td>HARROW</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5268</th>\n",
       "      <td>CRAIG</td>\n",
       "      <td>REISS</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15831</th>\n",
       "      <td>JOYCE L</td>\n",
       "      <td>COCHRAN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18958</th>\n",
       "      <td>MARGARET</td>\n",
       "      <td>COHEN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23592</th>\n",
       "      <td>RAYMOND</td>\n",
       "      <td>BUCHER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29428</th>\n",
       "      <td>VELIA</td>\n",
       "      <td>HERNANDEZ</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29888</th>\n",
       "      <td>WENDY</td>\n",
       "      <td>ALLEN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24575</th>\n",
       "      <td>ROBERT</td>\n",
       "      <td>MCCONNELL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>ADRIAN</td>\n",
       "      <td>FRANA</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22879</th>\n",
       "      <td>PETER J.</td>\n",
       "      <td>FERRARA</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4637</th>\n",
       "      <td>CHRISTOPHER</td>\n",
       "      <td>SENN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8392</th>\n",
       "      <td>ELIZABETH</td>\n",
       "      <td>FRIEL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19106</th>\n",
       "      <td>MARIANNE</td>\n",
       "      <td>RATHMAN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26483</th>\n",
       "      <td>SAYURI</td>\n",
       "      <td>HANNA</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14601</th>\n",
       "      <td>JOHNNIE</td>\n",
       "      <td>MARLOW</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27412</th>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>MACINTOSH</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>ALEXANDER</td>\n",
       "      <td>POST</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23094</th>\n",
       "      <td>R. RICHARD</td>\n",
       "      <td>ROE</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3865</th>\n",
       "      <td>CAROL</td>\n",
       "      <td>NELSON</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27271</th>\n",
       "      <td>SOFIE</td>\n",
       "      <td>VANDEPUTTE</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13812</th>\n",
       "      <td>JIM</td>\n",
       "      <td>PATRICOLA</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7173</th>\n",
       "      <td>DENNIS</td>\n",
       "      <td>MCLAUGHLIN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8102</th>\n",
       "      <td>EDWARD</td>\n",
       "      <td>DEERING</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21525</th>\n",
       "      <td>MORLEY</td>\n",
       "      <td>KAHN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27666</th>\n",
       "      <td>STEVEN</td>\n",
       "      <td>HODEL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6986</th>\n",
       "      <td>DEBBIE</td>\n",
       "      <td>MYTELS</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29966</th>\n",
       "      <td>WILLIAM</td>\n",
       "      <td>BABBITT</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30440 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      contributor_firstname contributor_lastname committee_position     amount\n",
       "28396                THOMAS               STEYER            SUPPORT  1750000.0\n",
       "21812              NICHOLAS              MCKEOWN            SUPPORT  1500000.0\n",
       "23740                  REED             HASTINGS            SUPPORT  1000000.0\n",
       "22511                  PAUL               GRAHAM            SUPPORT   500000.0\n",
       "17405               L. JOHN                DOERR            SUPPORT   500000.0\n",
       "11192              HENRY T.         NICHOLAS III             OPPOSE   400000.0\n",
       "16162                 JULIE             MOTAMEDI             OPPOSE   350000.0\n",
       "24680           ROBERT ALAN              EUSTACE            SUPPORT   175000.0\n",
       "27966                 SUSAN                GROFF             OPPOSE   160000.0\n",
       "24276            RICHARD J.              RIORDAN             OPPOSE   100000.0\n",
       "18793                  MARC              BENIOFF            SUPPORT   100000.0\n",
       "10933                 H. F.        BOECKMANN, II             OPPOSE   100000.0\n",
       "22304                PAMELA                GROFF             OPPOSE   100000.0\n",
       "4                A. JERROLD            PERENCHIO             OPPOSE   100000.0\n",
       "28451             THOMAS F.               STEYER            SUPPORT   100000.0\n",
       "7043             DEBRA JANE           STEINHARDT             OPPOSE   100000.0\n",
       "18588              M. QUINN              DELANEY            SUPPORT   100000.0\n",
       "9612                  FRANK            QUATTRONE            SUPPORT   100000.0\n",
       "14168                  JOHN            O'FARRELL            SUPPORT   100000.0\n",
       "18340                 LUCKY                LIPPA             OPPOSE    90000.0\n",
       "7124                 DENISE             FODERARO            SUPPORT    75000.0\n",
       "27830             STEVEN L.                CRAIG             OPPOSE    70000.0\n",
       "8441                  ELLIE               KANNER            SUPPORT    60000.0\n",
       "29981               WILLIAM                 LYON             OPPOSE    60000.0\n",
       "3646                  CARLA                 EMIL            SUPPORT    50000.0\n",
       "6364                  DAVID              SPENCER            SUPPORT    50000.0\n",
       "10128                GEESKE                 JOEL            SUPPORT    50000.0\n",
       "23779                  REID              HOFFMAN            SUPPORT    50000.0\n",
       "24242            RICHARD G.              WOLLACK            SUPPORT    50000.0\n",
       "24678             ROBERT A.                  DAY             OPPOSE    50000.0\n",
       "...                     ...                  ...                ...        ...\n",
       "19257              MARIPOSA       DE LOS ANGELES            SUPPORT       25.0\n",
       "22780                 PEGGY              SHARYON            SUPPORT       25.0\n",
       "17662              LAURELEI               BAILEY            SUPPORT       25.0\n",
       "28612               TIMOTHY               HARROW            SUPPORT       25.0\n",
       "5268                  CRAIG                REISS            SUPPORT       25.0\n",
       "15831               JOYCE L              COCHRAN            SUPPORT       25.0\n",
       "18958              MARGARET                COHEN            SUPPORT       25.0\n",
       "23592               RAYMOND               BUCHER            SUPPORT       25.0\n",
       "29428                 VELIA            HERNANDEZ            SUPPORT       20.0\n",
       "29888                 WENDY                ALLEN            SUPPORT       20.0\n",
       "24575                ROBERT            MCCONNELL            SUPPORT       20.0\n",
       "295                  ADRIAN                FRANA            SUPPORT       20.0\n",
       "22879              PETER J.              FERRARA            SUPPORT       20.0\n",
       "4637            CHRISTOPHER                 SENN            SUPPORT       20.0\n",
       "8392              ELIZABETH                FRIEL            SUPPORT       20.0\n",
       "19106              MARIANNE              RATHMAN            SUPPORT       20.0\n",
       "26483                SAYURI                HANNA            SUPPORT       15.0\n",
       "14601               JOHNNIE               MARLOW            SUPPORT       15.0\n",
       "27412             STEPHANIE            MACINTOSH            SUPPORT       15.0\n",
       "737               ALEXANDER                 POST            SUPPORT       15.0\n",
       "23094            R. RICHARD                  ROE            SUPPORT       15.0\n",
       "3865                  CAROL               NELSON            SUPPORT       15.0\n",
       "27271                 SOFIE           VANDEPUTTE            SUPPORT       11.0\n",
       "13812                   JIM            PATRICOLA            SUPPORT       10.0\n",
       "7173                 DENNIS           MCLAUGHLIN            SUPPORT       10.0\n",
       "8102                 EDWARD              DEERING            SUPPORT       10.0\n",
       "21525                MORLEY                 KAHN            SUPPORT        9.0\n",
       "27666                STEVEN                HODEL            SUPPORT        5.0\n",
       "6986                 DEBBIE               MYTELS            SUPPORT        5.0\n",
       "29966               WILLIAM              BABBITT            SUPPORT        0.0\n",
       "\n",
       "[30440 rows x 4 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby([\"contributor_firstname\", \"contributor_lastname\", \"committee_position\"]).amount.sum().reset_index().sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top_supporters = support.groupby([\"contributor_firstname\", \"contributor_lastname\"]).amount.sum().reset_index().sort_values(\"amount\", ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1815</th>\n",
       "      <td>THOMAS</td>\n",
       "      <td>STEYER</td>\n",
       "      <td>1750000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1516</th>\n",
       "      <td>REED</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>L. JOHN</td>\n",
       "      <td>DOERR</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>PAUL</td>\n",
       "      <td>GRAHAM</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1587</th>\n",
       "      <td>ROBERT ALAN</td>\n",
       "      <td>EUSTACE</td>\n",
       "      <td>175000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>JOHN</td>\n",
       "      <td>O'FARRELL</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>THOMAS F.</td>\n",
       "      <td>STEYER</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>FRANK</td>\n",
       "      <td>QUATTRONE</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>MARC</td>\n",
       "      <td>BENIOFF</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     contributor_firstname contributor_lastname     amount\n",
       "1815                THOMAS               STEYER  1750000.0\n",
       "1385              NICHOLAS              MCKEOWN  1500000.0\n",
       "1516                  REED             HASTINGS  1000000.0\n",
       "1058               L. JOHN                DOERR   500000.0\n",
       "1439                  PAUL               GRAHAM   500000.0\n",
       "1587           ROBERT ALAN              EUSTACE   175000.0\n",
       "881                   JOHN            O'FARRELL   100000.0\n",
       "1819             THOMAS F.               STEYER   100000.0\n",
       "571                  FRANK            QUATTRONE   100000.0\n",
       "1162                  MARC              BENIOFF   100000.0"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbd1b350>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4U+CfOtwXd41n3gTn8A6acxO/3ord29U+GKa/SWlrLXAf8EfAdcDHaIazn9fh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\niGopJhERUe3/A1q41nRChsEfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbc7a410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.amount.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbdcc510>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xbde18d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.amount.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbd1bf50>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xbfc11f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.head(5).amount.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2m2iMac7zscB/tO15Oddjv4EHObcTjdFL3WP2vQG4ZLJ+s1nfRHPQw1wP7JyYaIzpzHU7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\nJBkGkiQMA0kShoEkCcNAkoRhIEkC/h+bORDVhFR2HwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbaf0910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart = top_supporters.head(5).amount.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0xc1df390>,\n",
       " <matplotlib.text.Text at 0xc1dfcd0>,\n",
       " <matplotlib.text.Text at 0xc2c1050>,\n",
       " <matplotlib.text.Text at 0xc2c1290>,\n",
       " <matplotlib.text.Text at 0xc2c1610>]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart.set_yticklabels(top_supporters.contributor_lastname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top_supporters['contributor_fullname'] = top_supporters.contributor_firstname + \" \" + top_supporters.contributor_lastname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>amount</th>\n",
       "      <th>contributor_fullname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1815</th>\n",
       "      <td>THOMAS</td>\n",
       "      <td>STEYER</td>\n",
       "      <td>1750000.0</td>\n",
       "      <td>THOMAS STEYER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>MCKEOWN</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>NICHOLAS MCKEOWN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1516</th>\n",
       "      <td>REED</td>\n",
       "      <td>HASTINGS</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>REED HASTINGS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>L. JOHN</td>\n",
       "      <td>DOERR</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>L. JOHN DOERR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>PAUL</td>\n",
       "      <td>GRAHAM</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>PAUL GRAHAM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     contributor_firstname contributor_lastname     amount  \\\n",
       "1815                THOMAS               STEYER  1750000.0   \n",
       "1385              NICHOLAS              MCKEOWN  1500000.0   \n",
       "1516                  REED             HASTINGS  1000000.0   \n",
       "1058               L. JOHN                DOERR   500000.0   \n",
       "1439                  PAUL               GRAHAM   500000.0   \n",
       "\n",
       "     contributor_fullname  \n",
       "1815        THOMAS STEYER  \n",
       "1385     NICHOLAS MCKEOWN  \n",
       "1516        REED HASTINGS  \n",
       "1058        L. JOHN DOERR  \n",
       "1439          PAUL GRAHAM  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0xc2e1690>,\n",
       " <matplotlib.text.Text at 0xc204a70>,\n",
       " <matplotlib.text.Text at 0xc3e3790>,\n",
       " <matplotlib.text.Text at 0xc3e3b10>,\n",
       " <matplotlib.text.Text at 0xc3e3e90>]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9ByyjzjHBup/O4Gxg007bjDvWDEL/LuAXDO5NvX06j+14c0yg7tsZ3Gsb+f4e\neeL1je17ZylwDfDatVHfWMdgFTVP6/fEWHOsqu7WfhrwjqG+M+JYD7/8H5UkSeqJl38lSeqJoSpJ\nUk8MVUmSemKoSpLUE0NVkqSeGKqSJPXEUJUkqSeGqiRJPfn/QowTk3bAnpAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbfb5090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart = top_supporters.head(5).amount.plot.barh()\n",
    "chart.set_yticklabels(top_supporters.contributor_fullname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}