prop-64-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# My First Notebook\n",
    "\n",
    "By Jeremy Leong\n",
    "\n",
    "This is my first NOTEBOOK!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading in the list of propositions and committee from CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "props = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/committees.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>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",
       "    <tr>\n",
       "      <th>5</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>387</td>\n",
       "      <td>1381488</td>\n",
       "      <td>CALIFORNIANS FOR HOSPITAL ACCOUNTABILITY AND Q...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</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>388</td>\n",
       "      <td>1373047</td>\n",
       "      <td>SERVICE EMPLOYEES INTERNATIONAL UNION, UNITED ...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389</td>\n",
       "      <td>1376142</td>\n",
       "      <td>72</td>\n",
       "      <td>PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...</td>\n",
       "      <td>389</td>\n",
       "      <td>1376040</td>\n",
       "      <td>YES ON 53 - STOP BLANK CHECKS</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389</td>\n",
       "      <td>1376142</td>\n",
       "      <td>72</td>\n",
       "      <td>PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...</td>\n",
       "      <td>390</td>\n",
       "      <td>1378875</td>\n",
       "      <td>NO ON PROP 53 - CALIFORNIANS TO PROTECT LOCAL ...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389</td>\n",
       "      <td>1376142</td>\n",
       "      <td>72</td>\n",
       "      <td>PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...</td>\n",
       "      <td>391</td>\n",
       "      <td>761010</td>\n",
       "      <td>CA BUSINESS PAC, SP0NSORED BY CA CHAMBER OF CO...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ocd-contest/9fb6a199-7520-433c-a290-83e016a9d389</td>\n",
       "      <td>1376142</td>\n",
       "      <td>72</td>\n",
       "      <td>PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...</td>\n",
       "      <td>392</td>\n",
       "      <td>1389930</td>\n",
       "      <td>NO ON 53, NEIGHBORS DEFENDING LOCAL CONTROL</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc</td>\n",
       "      <td>1381642</td>\n",
       "      <td>73</td>\n",
       "      <td>PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...</td>\n",
       "      <td>396</td>\n",
       "      <td>1389997</td>\n",
       "      <td>CALIFORNIA COMMON CAUSE -- YES ON 54 AND 59 (N...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc</td>\n",
       "      <td>1381642</td>\n",
       "      <td>73</td>\n",
       "      <td>PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...</td>\n",
       "      <td>393</td>\n",
       "      <td>1381029</td>\n",
       "      <td>YES ON 54 - VOTERS FIRST, NOT SPECIAL INTEREST...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc</td>\n",
       "      <td>1381642</td>\n",
       "      <td>73</td>\n",
       "      <td>PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...</td>\n",
       "      <td>394</td>\n",
       "      <td>1386494</td>\n",
       "      <td>PROTEUS ACTION LEAGUE NON-PROFIT 501 (C)(4) OR...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ocd-contest/e0c5f9f0-63a9-4c15-9a5c-017e20ac15bc</td>\n",
       "      <td>1381642</td>\n",
       "      <td>73</td>\n",
       "      <td>PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...</td>\n",
       "      <td>395</td>\n",
       "      <td>1385928</td>\n",
       "      <td>CALIFORNIANS FOR AN EFFECTIVE LEGISLATURE</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>397</td>\n",
       "      <td>1384591</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55 ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>398</td>\n",
       "      <td>1381382</td>\n",
       "      <td>YES ON 55 - CALIFORNIANS FOR BUDGET STABILITY,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>399</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>18</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>400</td>\n",
       "      <td>1390602</td>\n",
       "      <td>COMMON SENSE KIDS ACTION, INC., YES ON PROPS. ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>401</td>\n",
       "      <td>1385538</td>\n",
       "      <td>CALIFORNIA KIDS CAMPAIGN, YES ON PROPS 55 &amp; 56...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>402</td>\n",
       "      <td>1385886</td>\n",
       "      <td>NO ON PROPOSITION 55, CALIFORNIA'S FUTURE PAC,...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>403</td>\n",
       "      <td>1372760</td>\n",
       "      <td>PICO CALIFORNIA - YES ON 55, 56, AND 57 (NON P...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ocd-contest/446ec3da-7de1-45f0-9f97-228e53c6a9f6</td>\n",
       "      <td>1382647</td>\n",
       "      <td>74</td>\n",
       "      <td>PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...</td>\n",
       "      <td>404</td>\n",
       "      <td>931704</td>\n",
       "      <td>UNITED TEACHERS LOS ANGELES-POLITICAL ACTION C...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9</td>\n",
       "      <td>1381640</td>\n",
       "      <td>75</td>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>405</td>\n",
       "      <td>1388865</td>\n",
       "      <td>PROTECT SMALL BUSINESS AND SMOKE FREE ALTERNAT...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9</td>\n",
       "      <td>1381640</td>\n",
       "      <td>75</td>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>406</td>\n",
       "      <td>1383858</td>\n",
       "      <td>FIGHT CANCER - YES ON 56, SPONSORED BY AMERICA...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9</td>\n",
       "      <td>1381640</td>\n",
       "      <td>75</td>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>407</td>\n",
       "      <td>1386637</td>\n",
       "      <td>NO ON 56 - STOP THE SPECIAL INTEREST TAX GRAB....</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9</td>\n",
       "      <td>1381640</td>\n",
       "      <td>75</td>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>408</td>\n",
       "      <td>1377991</td>\n",
       "      <td>YES ON 56 - SAVES LIVES CALIFORNIA, A COALITIO...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9</td>\n",
       "      <td>1381640</td>\n",
       "      <td>75</td>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>409</td>\n",
       "      <td>1384591</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55 ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9</td>\n",
       "      <td>1381640</td>\n",
       "      <td>75</td>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>410</td>\n",
       "      <td>1385538</td>\n",
       "      <td>CALIFORNIA KIDS CAMPAIGN, YES ON PROPS 55 &amp; 56...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ocd-contest/c2efe0d3-e9f4-4dfd-a0b7-a35757ef4ae9</td>\n",
       "      <td>1381640</td>\n",
       "      <td>75</td>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>411</td>\n",
       "      <td>1372760</td>\n",
       "      <td>PICO CALIFORNIA - YES ON 55, 56, AND 57 (NON P...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>ocd-contest/e02dc48a-2ed3-4a87-859b-26c90f0539e7</td>\n",
       "      <td>1381803</td>\n",
       "      <td>82</td>\n",
       "      <td>PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...</td>\n",
       "      <td>454</td>\n",
       "      <td>1380675</td>\n",
       "      <td>NEWSOM BALLOT MEASURE COMMITTEE; SAFETY FOR AL...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>ocd-contest/e02dc48a-2ed3-4a87-859b-26c90f0539e7</td>\n",
       "      <td>1381803</td>\n",
       "      <td>82</td>\n",
       "      <td>PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...</td>\n",
       "      <td>455</td>\n",
       "      <td>1387279</td>\n",
       "      <td>VETO GUNMAGEDDON, CITIZENS WHO ARE OPPOSED TO ...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>457</td>\n",
       "      <td>1382525</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>458</td>\n",
       "      <td>1376077</td>\n",
       "      <td>CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>459</td>\n",
       "      <td>1382568</td>\n",
       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>460</td>\n",
       "      <td>1371855</td>\n",
       "      <td>MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>462</td>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>463</td>\n",
       "      <td>1387789</td>\n",
       "      <td>SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>464</td>\n",
       "      <td>1385506</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>465</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>466</td>\n",
       "      <td>1390962</td>\n",
       "      <td>MOMS STRONG AGAINST PROP 64</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>ocd-contest/cac74f20-f59f-4857-8750-5f832a3549c9</td>\n",
       "      <td>1381520</td>\n",
       "      <td>84</td>\n",
       "      <td>PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...</td>\n",
       "      <td>467</td>\n",
       "      <td>1372902</td>\n",
       "      <td>AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>468</td>\n",
       "      <td>1346266</td>\n",
       "      <td>CALIFORNIANS TO MEND, NOT END, THE DEATH PENAL...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>469</td>\n",
       "      <td>1302403</td>\n",
       "      <td>CALIFORNIA CORRECTIONAL PEACE OFFICERS ASSOCIA...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>470</td>\n",
       "      <td>1385745</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>471</td>\n",
       "      <td>1386494</td>\n",
       "      <td>PROTEUS ACTION LEAGUE NON-PROFIT 501 (C)(4) OR...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>472</td>\n",
       "      <td>1380590</td>\n",
       "      <td>YES ON 62, NO ON 66. REPLACE THE COSTLY, FAILE...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>473</td>\n",
       "      <td>1391170</td>\n",
       "      <td>MILLION VOTER PROJECT ACTION FUND - YES ON 55,...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>474</td>\n",
       "      <td>1317554</td>\n",
       "      <td>SAN FRANCISCO POLICE OFFICERS ASSOCIATION ISSU...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>475</td>\n",
       "      <td>1336580</td>\n",
       "      <td>LOS ANGELES POLICE PROTECTIVE LEAGUE ISSUES PA...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>ocd-contest/19eca91d-e494-4ee0-a345-8f96eeec8a3e</td>\n",
       "      <td>1381724</td>\n",
       "      <td>85</td>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>476</td>\n",
       "      <td>1383946</td>\n",
       "      <td>NO ON PROP 66, CALIFORNIANS FOR FAIR JUSTICE, ...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95</td>\n",
       "      <td>1372638</td>\n",
       "      <td>86</td>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>477</td>\n",
       "      <td>1372900</td>\n",
       "      <td>YES ON 67 - PROTECT THE PLASTIC BAG BAN, SPONS...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95</td>\n",
       "      <td>1372638</td>\n",
       "      <td>86</td>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>478</td>\n",
       "      <td>1372902</td>\n",
       "      <td>AMERICAN PROGRESSIVE BAG ALLIANCE, A PROJECT O...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95</td>\n",
       "      <td>1372638</td>\n",
       "      <td>86</td>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>479</td>\n",
       "      <td>1329332</td>\n",
       "      <td>SAVE THE BAG BAN, YES ON 67, SPONSORED BY ENVI...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95</td>\n",
       "      <td>1372638</td>\n",
       "      <td>86</td>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>480</td>\n",
       "      <td>1374885</td>\n",
       "      <td>YES ON 67 - CALIFORNIANS AGAINST WASTE - PROTE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95</td>\n",
       "      <td>1372638</td>\n",
       "      <td>86</td>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>481</td>\n",
       "      <td>1346973</td>\n",
       "      <td>CALIFORNIA GROCERS ASSOCIATION ISSUES COMMITTE...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95</td>\n",
       "      <td>1372638</td>\n",
       "      <td>86</td>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>482</td>\n",
       "      <td>1381938</td>\n",
       "      <td>SAVE THE BAY ACTION FUND PAC - YES ON PROP 67</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>ocd-contest/7495cdbe-1aa7-4c26-9a55-aa4130347b95</td>\n",
       "      <td>1372638</td>\n",
       "      <td>86</td>\n",
       "      <td>PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...</td>\n",
       "      <td>483</td>\n",
       "      <td>1389817</td>\n",
       "      <td>SAVE THE BAY ACTION FUND COMMITTEE TO SUPPORT ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 8 columns</p>\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",
       "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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
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       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
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      "text/plain": [
       "                                        ocd_prop_id  calaccess_prop_id  \\\n",
       "0  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "\n",
       "   ccdc_prop_id                                          prop_name  \\\n",
       "0            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "\n",
       "   ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                382                 1374469   \n",
       "\n",
       "                                      committee_name committee_position  \n",
       "0  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...            SUPPORT  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "props.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "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: 6.5+ KB\n"
     ]
    }
   ],
   "source": [
    "props.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read in the list of contributions to ballot measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "contribs = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/contributions.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
       "      <th>calaccess_filing_id</th>\n",
       "      <th>date_received</th>\n",
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       "      <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",
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       "      <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",
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       "      <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",
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       "      <th>3</th>\n",
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       "      <td>2083796</td>\n",
       "      <td>2016-08-10</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>SAN DIEGO</td>\n",
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       "      <td>92116</td>\n",
       "      <td>STEPHANIE WARREN SAMARIPA</td>\n",
       "      <td>ENTREPRENEUR</td>\n",
       "      <td>False</td>\n",
       "      <td>-50.0</td>\n",
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       "    <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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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: 5.2+ MB\n"
     ]
    }
   ],
   "source": [
    "contribs.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>prop_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PROPOSITION 057 - CRIMINAL SENTENCES. JUVENILE...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <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",
       "      <td>PROPOSITION 062- DEATH PENALTY. INITIATIVE STA...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>PROPOSITION 059- SB 254 (CHAPTER 20, STATUTES ...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUT...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>PROPOSITION 061- STATE PRESCRIPTION DRUG PURCH...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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 054 - LEGISLATURE. LEGISLATION AND...          4\n",
       "9   PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...          4\n",
       "10  PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...          4\n",
       "11  PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUT...          4\n",
       "12  PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...          4\n",
       "13  PROPOSITION 061- STATE PRESCRIPTION DRUG PURCH...          3\n",
       "14  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...          3\n",
       "15  PROPOSITION 060- ADULT FILMS. CONDOMS. HEALTH ...          2\n",
       "16  PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...          1"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name.value_counts().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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 054 - LEGISLATURE. LEGISLATION AND PROCEEDINGS. INITIATIVE CONSTITUTIONAL AMENDMENT AND STATUTE.                                                    4\n",
       "PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-12 SCHOOL AND COMMUNITY COLLEGE FACILITIES. INITIATIVE STATUTORY AMENDMENT.                                       4\n",
       "PROPOSITION 063- FIREARMS. AMMUNITION SALES. INTIATIVE STATUTE.                                                                                                 4\n",
       "PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUTES OF 2014), LARA. ENGLISH LANGUAGE EDUCATION                                                                     4\n",
       "PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOTER APPROVAL. INITIATIVE CONSTITUTIONAL AMENDMENT.                                                                 4\n",
       "PROPOSITION 061- STATE PRESCRIPTION DRUG PURCHASES. PRICING STANDARDS. INITIATIVE STATUTE.                                                                      3\n",
       "PROPOSITION 052 - STATE FEES ON HOSPITALS. FEDERAL MEDI-CAL MATCHING FUNDS. INITIATIVE STATUTORY AND CONSTITUTIONAL AMENDMENT.                                  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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "prop = props[props.prop_name == 'PROPOSITION 064- MARIJUANA LEGALIZATION. INITIATIVE STATUTE.']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 11 entries, 74 to 84\n",
      "Data columns (total 8 columns):\n",
      "ocd_prop_id               11 non-null object\n",
      "calaccess_prop_id         11 non-null int64\n",
      "ccdc_prop_id              11 non-null int64\n",
      "prop_name                 11 non-null object\n",
      "ccdc_committee_id         11 non-null int64\n",
      "calaccess_committee_id    11 non-null int64\n",
      "committee_name            11 non-null object\n",
      "committee_position        11 non-null object\n",
      "dtypes: int64(4), object(4)\n",
      "memory usage: 792.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "prop.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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: 5.2+ MB\n"
     ]
    }
   ],
   "source": [
    "contribs.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged = pd.merge(prop, contribs, on=\"calaccess_committee_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2038581</td>\n",
       "      <td>2016-01-05</td>\n",
       "      <td>DRUG POLICY ACTION</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        ocd_prop_id  calaccess_prop_id  \\\n",
       "0  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "1  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "2  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "3  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "4  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "\n",
       "   ccdc_prop_id                                          prop_name  \\\n",
       "0            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "1            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "2            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "3            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "4            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "\n",
       "   ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                456                 1381808   \n",
       "1                456                 1381808   \n",
       "2                456                 1381808   \n",
       "3                456                 1381808   \n",
       "4                456                 1381808   \n",
       "\n",
       "                                    committee_name_x committee_position  \\\n",
       "0  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "1  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "2  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "3  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "4  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "\n",
       "                                    committee_name_y  calaccess_filing_id  \\\n",
       "0  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2038581   \n",
       "1  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2038581   \n",
       "2  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2038581   \n",
       "3  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2038581   \n",
       "4  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2038581   \n",
       "\n",
       "  date_received                               contributor_lastname  \\\n",
       "0    2016-02-04                                     BRADEN QUIGLEY   \n",
       "1    2016-01-05  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...   \n",
       "2    2016-01-29  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...   \n",
       "3    2016-03-28  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...   \n",
       "4    2016-01-05                                 DRUG POLICY ACTION   \n",
       "\n",
       "  contributor_firstname contributor_city contributor_state contributor_zip  \\\n",
       "0                 LAURA       SACRAMENTO                CA           95825   \n",
       "1                   NaN           IRVINE                CA           92618   \n",
       "2                   NaN           IRVINE                CA           92618   \n",
       "3                   NaN           IRVINE                CA           92618   \n",
       "4                   NaN         NEW YORK                NY           10001   \n",
       "\n",
       "  contributor_employer contributor_occupation  contributor_is_self_employed  \\\n",
       "0       LBQ STRATEGIES             CONSULTANT                         False   \n",
       "1                  NaN                    NaN                         False   \n",
       "2                  NaN                    NaN                         False   \n",
       "3                  NaN                    NaN                         False   \n",
       "4                  NaN                    NaN                         False   \n",
       "\n",
       "     amount  \n",
       "0     100.0  \n",
       "1  250000.0  \n",
       "2  250000.0  \n",
       "3  250000.0  \n",
       "4  250000.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.head()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 860 entries, 0 to 859\n",
      "Data columns (total 20 columns):\n",
      "ocd_prop_id                     860 non-null object\n",
      "calaccess_prop_id               860 non-null int64\n",
      "ccdc_prop_id                    860 non-null int64\n",
      "prop_name                       860 non-null object\n",
      "ccdc_committee_id               860 non-null int64\n",
      "calaccess_committee_id          860 non-null int64\n",
      "committee_name_x                860 non-null object\n",
      "committee_position              860 non-null object\n",
      "committee_name_y                860 non-null object\n",
      "calaccess_filing_id             860 non-null int64\n",
      "date_received                   860 non-null object\n",
      "contributor_lastname            860 non-null object\n",
      "contributor_firstname           750 non-null object\n",
      "contributor_city                860 non-null object\n",
      "contributor_state               860 non-null object\n",
      "contributor_zip                 860 non-null object\n",
      "contributor_employer            657 non-null object\n",
      "contributor_occupation          742 non-null object\n",
      "contributor_is_self_employed    860 non-null bool\n",
      "amount                          860 non-null float64\n",
      "dtypes: bool(1), float64(1), int64(5), object(13)\n",
      "memory usage: 135.2+ KB\n"
     ]
    }
   ],
   "source": [
    "merged.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35177017.640000001"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SUPPORT    762\n",
       "OPPOSE      98\n",
       "Name: committee_position, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.committee_position.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "support = merged[merged.committee_position == \"SUPPORT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "oppose= merged[merged.committee_position == \"OPPOSE\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32675806.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "support.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2501211.6400000001"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oppose.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.92889642704798669"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "support.amount.sum() / merged.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4000000.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "support.amount.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000000.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oppose.amount.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
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       "<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_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>142</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-09-15</td>\n",
       "      <td>PARKER AND AFFILIATED ENTITIES</td>\n",
       "      <td>SEAN</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>4000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-09-15</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>2000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>464</td>\n",
       "      <td>1385506</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>2083608</td>\n",
       "      <td>2016-09-15</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1970000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>465</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>852</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>465</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>141</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>PARKER AND AFFILIATED ENTITIES</td>\n",
       "      <td>SEAN</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>1250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-09-16</td>\n",
       "      <td>PARKER AND AFFILIATED ENTITIES</td>\n",
       "      <td>SEAN</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>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>457</td>\n",
       "      <td>1382525</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>2063087</td>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>VAN AMERINGEN</td>\n",
       "      <td>HENRY</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>458</td>\n",
       "      <td>1376077</td>\n",
       "      <td>CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...</td>\n",
       "      <td>1982136</td>\n",
       "      <td>2015-04-16</td>\n",
       "      <td>GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IRVINE</td>\n",
       "      <td>CA</td>\n",
       "      <td>92618</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>465</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>839</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>463</td>\n",
       "      <td>1387789</td>\n",
       "      <td>SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...</td>\n",
       "      <td>2083142</td>\n",
       "      <td>2016-07-20</td>\n",
       "      <td>SCHAUER</td>\n",
       "      <td>JULIE</td>\n",
       "      <td>OAKS</td>\n",
       "      <td>PA</td>\n",
       "      <td>19456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>464</td>\n",
       "      <td>1385506</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>2083608</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>457</td>\n",
       "      <td>1382525</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>2083758</td>\n",
       "      <td>2016-07-27</td>\n",
       "      <td>PARKER</td>\n",
       "      <td>SEAN</td>\n",
       "      <td>PALO ALTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94301</td>\n",
       "      <td>SEAN PARKER FOUNDATION</td>\n",
       "      <td>CHAIRMAN</td>\n",
       "      <td>False</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>750000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>464</td>\n",
       "      <td>1385506</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>2064069</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>550000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2098281</td>\n",
       "      <td>2016-10-11</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>550000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>465</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>853</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>465</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>257</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>457</td>\n",
       "      <td>1382525</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>2098142</td>\n",
       "      <td>2016-10-11</td>\n",
       "      <td>LEWIS</td>\n",
       "      <td>DANIEL</td>\n",
       "      <td>CORAL GABLES</td>\n",
       "      <td>FL</td>\n",
       "      <td>33146</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>457</td>\n",
       "      <td>1382525</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>2038497</td>\n",
       "      <td>2016-03-31</td>\n",
       "      <td>LEWIS</td>\n",
       "      <td>DANIEL</td>\n",
       "      <td>CORAL GABLES</td>\n",
       "      <td>FL</td>\n",
       "      <td>33146</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2064423</td>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>DC</td>\n",
       "      <td>20036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>464</td>\n",
       "      <td>1385506</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>2064069</td>\n",
       "      <td>2016-05-26</td>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>NY</td>\n",
       "      <td>10019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>420000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>465</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>521</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2063970</td>\n",
       "      <td>2016-05-26</td>\n",
       "      <td>DRUG POLICY ACTION - NON-PROFIT 501C4, YES ON ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>420000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-09-15</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>459</td>\n",
       "      <td>1382568</td>\n",
       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
       "      <td>2098048</td>\n",
       "      <td>2016-09-27</td>\n",
       "      <td>SAM ACTION, INC.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2063970</td>\n",
       "      <td>2016-05-03</td>\n",
       "      <td>DRUG POLICY ACTION - NON-PROFIT 501C4, YES ON ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SACRAMENTO</td>\n",
       "      <td>CA</td>\n",
       "      <td>95815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2130956</td>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>THIEL</td>\n",
       "      <td>PETER</td>\n",
       "      <td>SAN FRANCISCO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94129</td>\n",
       "      <td>THIEL CAPITAL, LLC</td>\n",
       "      <td>PRESIDENT</td>\n",
       "      <td>False</td>\n",
       "      <td>300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>457</td>\n",
       "      <td>1382525</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>2098142</td>\n",
       "      <td>2016-10-04</td>\n",
       "      <td>DR BRONNER'S MAGIC SOAPS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VISTA</td>\n",
       "      <td>CA</td>\n",
       "      <td>92085</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>250000.0</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>589</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2083494</td>\n",
       "      <td>2016-09-20</td>\n",
       "      <td>BONNELL</td>\n",
       "      <td>FRASER</td>\n",
       "      <td>BERKELEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>94708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2130956</td>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>PORTER</td>\n",
       "      <td>CHRISTINE A.</td>\n",
       "      <td>SAN JOSE</td>\n",
       "      <td>CA</td>\n",
       "      <td>95124</td>\n",
       "      <td>APPLE, INC.</td>\n",
       "      <td>ENGINEER</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2064423</td>\n",
       "      <td>2016-04-15</td>\n",
       "      <td>VIETS</td>\n",
       "      <td>DAN</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>MO</td>\n",
       "      <td>65201</td>\n",
       "      <td>DAN VIETS ATTORNEY AT LAW</td>\n",
       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2064423</td>\n",
       "      <td>2016-04-08</td>\n",
       "      <td>VIETS</td>\n",
       "      <td>DAN</td>\n",
       "      <td>COLUMBIA</td>\n",
       "      <td>MO</td>\n",
       "      <td>65201</td>\n",
       "      <td>DAN VIETS ATTORNEY AT LAW</td>\n",
       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2064423</td>\n",
       "      <td>2016-05-02</td>\n",
       "      <td>STEIGLEDER</td>\n",
       "      <td>MARC</td>\n",
       "      <td>SANTA MONICA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90404</td>\n",
       "      <td>MARC STEIGLEDER, HANDYMAN</td>\n",
       "      <td>HANDYMAN</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2098546</td>\n",
       "      <td>2016-10-13</td>\n",
       "      <td>QUATTRIN</td>\n",
       "      <td>MONICA</td>\n",
       "      <td>SAN FRANCISCO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NOT EMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-08-18</td>\n",
       "      <td>SCHAIBLE</td>\n",
       "      <td>MICHAEL</td>\n",
       "      <td>MOORPARK</td>\n",
       "      <td>CA</td>\n",
       "      <td>93021</td>\n",
       "      <td>TORTUGA ADVISERS LLC</td>\n",
       "      <td>INVESTMENT ADVISOR</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2063970</td>\n",
       "      <td>2016-06-17</td>\n",
       "      <td>MILLIGAN</td>\n",
       "      <td>BRUCE</td>\n",
       "      <td>BELLEVUE</td>\n",
       "      <td>WA</td>\n",
       "      <td>98005</td>\n",
       "      <td>MOBIUS BEVERAGE CORPORATION</td>\n",
       "      <td>FOUNDER</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2130986</td>\n",
       "      <td>2016-10-28</td>\n",
       "      <td>SANTSCHI</td>\n",
       "      <td>WILLIAM</td>\n",
       "      <td>LOS ANGELES</td>\n",
       "      <td>CA</td>\n",
       "      <td>90077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NOT EMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>KELSOE</td>\n",
       "      <td>JOHN</td>\n",
       "      <td>DEL MAR</td>\n",
       "      <td>CA</td>\n",
       "      <td>92014</td>\n",
       "      <td>UNIVERSITY OF CALIFORNIA, SAN DIEGO</td>\n",
       "      <td>PHYSICIAN</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2130956</td>\n",
       "      <td>2016-11-03</td>\n",
       "      <td>WINN</td>\n",
       "      <td>DYLAN</td>\n",
       "      <td>SAN MARCOS</td>\n",
       "      <td>CA</td>\n",
       "      <td>92069</td>\n",
       "      <td>FIRST DATA</td>\n",
       "      <td>SOFTWARE DEVELOPER</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-07-05</td>\n",
       "      <td>GOLDBERG</td>\n",
       "      <td>RICH</td>\n",
       "      <td>PENNGROVE</td>\n",
       "      <td>CA</td>\n",
       "      <td>94951</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2098281</td>\n",
       "      <td>2016-10-13</td>\n",
       "      <td>COX</td>\n",
       "      <td>KEVIN</td>\n",
       "      <td>ANTIOCH</td>\n",
       "      <td>CA</td>\n",
       "      <td>94509</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2130986</td>\n",
       "      <td>2016-10-28</td>\n",
       "      <td>OKEEFE</td>\n",
       "      <td>GEORGE</td>\n",
       "      <td>APPLE VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>92307</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-09-22</td>\n",
       "      <td>MALMO</td>\n",
       "      <td>JOHN</td>\n",
       "      <td>FRESNO</td>\n",
       "      <td>CA</td>\n",
       "      <td>93737</td>\n",
       "      <td>NETZER &amp; MALMO</td>\n",
       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2130956</td>\n",
       "      <td>2016-11-07</td>\n",
       "      <td>STOVER</td>\n",
       "      <td>MATTHEW</td>\n",
       "      <td>PHILADELPHIA</td>\n",
       "      <td>PA</td>\n",
       "      <td>19103</td>\n",
       "      <td>USA TRUCK</td>\n",
       "      <td>TRUCK DRIVER</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2098281</td>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>FORD</td>\n",
       "      <td>JOHN</td>\n",
       "      <td>LAKEWOOD</td>\n",
       "      <td>CA</td>\n",
       "      <td>90713</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2130986</td>\n",
       "      <td>2016-10-31</td>\n",
       "      <td>DALLAS</td>\n",
       "      <td>JANICE</td>\n",
       "      <td>VENTURA</td>\n",
       "      <td>CA</td>\n",
       "      <td>93004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2064423</td>\n",
       "      <td>2016-06-29</td>\n",
       "      <td>HANNAN</td>\n",
       "      <td>LARRY</td>\n",
       "      <td>REDDING</td>\n",
       "      <td>CA</td>\n",
       "      <td>96003</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2098281</td>\n",
       "      <td>2016-10-14</td>\n",
       "      <td>VOEGTLI</td>\n",
       "      <td>JERRY</td>\n",
       "      <td>SIMI VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>93065</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-08-27</td>\n",
       "      <td>HANNAN</td>\n",
       "      <td>LARRY</td>\n",
       "      <td>REDDING</td>\n",
       "      <td>CA</td>\n",
       "      <td>96003</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-09-06</td>\n",
       "      <td>MITCHELL</td>\n",
       "      <td>BRIAN</td>\n",
       "      <td>REDONDO BEACH</td>\n",
       "      <td>CA</td>\n",
       "      <td>90278</td>\n",
       "      <td>DIRECTV</td>\n",
       "      <td>MANAGER</td>\n",
       "      <td>False</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>MALMO</td>\n",
       "      <td>JOHN</td>\n",
       "      <td>FRESNO</td>\n",
       "      <td>CA</td>\n",
       "      <td>93737</td>\n",
       "      <td>NETZER &amp; MALMO</td>\n",
       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2130956</td>\n",
       "      <td>2016-12-04</td>\n",
       "      <td>BROOKES</td>\n",
       "      <td>ETHAN</td>\n",
       "      <td>PLEASANT HILL</td>\n",
       "      <td>CA</td>\n",
       "      <td>94523</td>\n",
       "      <td>LONZA BIOSCIENCE</td>\n",
       "      <td>SALES CONSULTANT</td>\n",
       "      <td>False</td>\n",
       "      <td>-50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>462</td>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>SUPPORT</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>806</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2130986</td>\n",
       "      <td>2016-10-26</td>\n",
       "      <td>MEDLOCK</td>\n",
       "      <td>MARSTON</td>\n",
       "      <td>ALHAMBRA</td>\n",
       "      <td>CA</td>\n",
       "      <td>91801</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>-100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2083494</td>\n",
       "      <td>2016-07-13</td>\n",
       "      <td>WOOD</td>\n",
       "      <td>DAVID</td>\n",
       "      <td>CALGARY</td>\n",
       "      <td>AB</td>\n",
       "      <td>T2P0R3</td>\n",
       "      <td>BORDEN LADNER GERVAIS</td>\n",
       "      <td>ATTORNEY</td>\n",
       "      <td>False</td>\n",
       "      <td>-100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2083494</td>\n",
       "      <td>2016-07-27</td>\n",
       "      <td>SAMIMI-ARDESTAN</td>\n",
       "      <td>AMIRGHASEM</td>\n",
       "      <td>NORTH VANCOUVER</td>\n",
       "      <td>BC</td>\n",
       "      <td>V7J1V2</td>\n",
       "      <td>MEDIGREEN</td>\n",
       "      <td>CHIEF EXECUTIVE OFFICER</td>\n",
       "      <td>False</td>\n",
       "      <td>-100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>461</td>\n",
       "      <td>1343793</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>2130986</td>\n",
       "      <td>2016-11-02</td>\n",
       "      <td>ROBINETT</td>\n",
       "      <td>PETER</td>\n",
       "      <td>SAN FRANCISCO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94114</td>\n",
       "      <td>APPLE, INC.</td>\n",
       "      <td>PROGRAMMER</td>\n",
       "      <td>False</td>\n",
       "      <td>-900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>458</td>\n",
       "      <td>1376077</td>\n",
       "      <td>CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...</td>\n",
       "      <td>2082735</td>\n",
       "      <td>2016-08-04</td>\n",
       "      <td>GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IRVINE</td>\n",
       "      <td>CA</td>\n",
       "      <td>92618</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>-150000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>860 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          ocd_prop_id  calaccess_prop_id  \\\n",
       "142  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "79   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "846  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "851  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "852  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "141  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "78   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "143  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "253  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "259  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "850  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "839  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "845  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "254  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "134  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "843  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "206  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "848  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "853  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "257  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "251  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "44   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "844  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "849  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "521  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "69   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "312  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "520  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "245  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "255  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "..                                                ...                ...   \n",
       "589  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "242  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "62   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "61   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "55   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "774  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "149  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "397  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "794  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "108  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "249  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "96   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "183  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "807  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "119  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "244  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "185  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "801  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "28   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "220  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "101  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "127  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "118  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "227  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "812  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "806  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "727  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "698  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "793  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "260  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "\n",
       "     ccdc_prop_id                                          prop_name  \\\n",
       "142            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "79             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "846            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "851            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "852            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "141            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "78             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "143            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "253            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "259            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "850            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "839            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "845            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "254            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "134            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "843            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "206            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "848            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "853            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "257            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "251            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "44             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "844            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "849            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "521            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "69             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "312            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "520            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "245            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "255            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "..            ...                                                ...   \n",
       "589            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "242            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "62             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "61             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "55             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "774            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "149            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "397            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "794            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "108            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "249            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "96             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "183            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "807            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "119            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "244            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "185            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "801            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "28             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "220            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "101            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "127            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "118            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "227            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "812            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "806            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "727            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "698            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "793            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "260            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "\n",
       "     ccdc_committee_id  calaccess_committee_id  \\\n",
       "142                456                 1381808   \n",
       "79                 456                 1381808   \n",
       "846                464                 1385506   \n",
       "851                465                 1385745   \n",
       "852                465                 1385745   \n",
       "141                456                 1381808   \n",
       "78                 456                 1381808   \n",
       "143                456                 1381808   \n",
       "253                457                 1382525   \n",
       "259                458                 1376077   \n",
       "850                465                 1385745   \n",
       "839                463                 1387789   \n",
       "845                464                 1385506   \n",
       "254                457                 1382525   \n",
       "134                456                 1381808   \n",
       "843                464                 1385506   \n",
       "206                456                 1381808   \n",
       "848                465                 1385745   \n",
       "853                465                 1385745   \n",
       "257                457                 1382525   \n",
       "251                457                 1382525   \n",
       "44                 456                 1381808   \n",
       "844                464                 1385506   \n",
       "849                465                 1385745   \n",
       "521                461                 1343793   \n",
       "69                 456                 1381808   \n",
       "312                459                 1382568   \n",
       "520                461                 1343793   \n",
       "245                456                 1381808   \n",
       "255                457                 1382525   \n",
       "..                 ...                     ...   \n",
       "589                461                 1343793   \n",
       "242                456                 1381808   \n",
       "62                 456                 1381808   \n",
       "61                 456                 1381808   \n",
       "55                 456                 1381808   \n",
       "774                461                 1343793   \n",
       "149                456                 1381808   \n",
       "397                461                 1343793   \n",
       "794                461                 1343793   \n",
       "108                456                 1381808   \n",
       "249                456                 1381808   \n",
       "96                 456                 1381808   \n",
       "183                456                 1381808   \n",
       "807                461                 1343793   \n",
       "119                456                 1381808   \n",
       "244                456                 1381808   \n",
       "185                456                 1381808   \n",
       "801                461                 1343793   \n",
       "28                 456                 1381808   \n",
       "220                456                 1381808   \n",
       "101                456                 1381808   \n",
       "127                456                 1381808   \n",
       "118                456                 1381808   \n",
       "227                456                 1381808   \n",
       "812                462                 1386560   \n",
       "806                461                 1343793   \n",
       "727                461                 1343793   \n",
       "698                461                 1343793   \n",
       "793                461                 1343793   \n",
       "260                458                 1376077   \n",
       "\n",
       "                                      committee_name_x committee_position  \\\n",
       "142  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "79   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "846  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "851       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "852       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "141  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "78   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "143  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "253                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "259  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...            SUPPORT   \n",
       "850       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "839  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...             OPPOSE   \n",
       "845  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "254                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "134  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "843  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "206  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "848       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "853       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "257                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "251                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "44   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "844  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "849       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "521  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "69   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "312  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...             OPPOSE   \n",
       "520  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "245  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "255                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "..                                                 ...                ...   \n",
       "589  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "242  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "62   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "61   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "55   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "774  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "149  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "397  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "794  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "108  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "249  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "96   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "183  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "807  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "119  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "244  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "185  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "801  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "28   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "220  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "101  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "127  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "118  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "227  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "812         ADULT USE CAMPAIGN FOR PROPOSITION 64; THE            SUPPORT   \n",
       "806  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "727  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "698  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "793  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "260  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...            SUPPORT   \n",
       "\n",
       "                                      committee_name_y  calaccess_filing_id  \\\n",
       "142  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "79   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "846  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2083608   \n",
       "851       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2082414   \n",
       "852       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2096507   \n",
       "141  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "78   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "143  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "253                             NEW APPROACH PAC (MPO)              2063087   \n",
       "259  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...              1982136   \n",
       "850       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2082414   \n",
       "839  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...              2083142   \n",
       "845  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2083608   \n",
       "254                             NEW APPROACH PAC (MPO)              2083758   \n",
       "134  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "843  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2064069   \n",
       "206  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "848       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2057298   \n",
       "853       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2096507   \n",
       "257                             NEW APPROACH PAC (MPO)              2098142   \n",
       "251                             NEW APPROACH PAC (MPO)              2038497   \n",
       "44   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "844  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2064069   \n",
       "849       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2057298   \n",
       "521  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2063970   \n",
       "69   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "312  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...              2098048   \n",
       "520  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2063970   \n",
       "245  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "255                             NEW APPROACH PAC (MPO)              2098142   \n",
       "..                                                 ...                  ...   \n",
       "589  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2083494   \n",
       "242  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "62   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "61   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "55   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "774  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2098546   \n",
       "149  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "397  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2063970   \n",
       "794  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2130986   \n",
       "108  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "249  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "96   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "183  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "807  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2130986   \n",
       "119  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "244  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "185  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "801  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2130986   \n",
       "28   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "220  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "101  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "127  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "118  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "227  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "812         ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "806  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2130986   \n",
       "727  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2083494   \n",
       "698  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2083494   \n",
       "793  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2130986   \n",
       "260  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...              2082735   \n",
       "\n",
       "    date_received                               contributor_lastname  \\\n",
       "142    2016-09-15                     PARKER AND AFFILIATED ENTITIES   \n",
       "79     2016-09-15  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...   \n",
       "846    2016-09-15      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "851    2016-09-15                             FUND FOR POLICY REFORM   \n",
       "852    2016-09-27                             FUND FOR POLICY REFORM   \n",
       "141    2016-07-01                     PARKER AND AFFILIATED ENTITIES   \n",
       "78     2016-07-07  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...   \n",
       "143    2016-09-16                     PARKER AND AFFILIATED ENTITIES   \n",
       "253    2016-06-30                                      VAN AMERINGEN   \n",
       "259    2015-04-16           GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS   \n",
       "850    2016-07-07                             FUND FOR POLICY REFORM   \n",
       "839    2016-07-20                                            SCHAUER   \n",
       "845    2016-07-07      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "254    2016-07-27                                             PARKER   \n",
       "134    2016-07-01                             NEW APPROACH PAC (MPO)   \n",
       "843    2016-05-03      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "206    2016-10-11                             NEW APPROACH PAC (MPO)   \n",
       "848    2016-05-03                             FUND FOR POLICY REFORM   \n",
       "853    2016-10-19                             FUND FOR POLICY REFORM   \n",
       "257    2016-10-11                                              LEWIS   \n",
       "251    2016-03-31                                              LEWIS   \n",
       "44     2016-04-01                             NEW APPROACH PAC (MPO)   \n",
       "844    2016-05-26      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "849    2016-05-26                             FUND FOR POLICY REFORM   \n",
       "521    2016-05-26  DRUG POLICY ACTION - NON-PROFIT 501C4, YES ON ...   \n",
       "69     2016-09-15  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...   \n",
       "312    2016-09-27                                   SAM ACTION, INC.   \n",
       "520    2016-05-03  DRUG POLICY ACTION - NON-PROFIT 501C4, YES ON ...   \n",
       "245    2016-11-01                                              THIEL   \n",
       "255    2016-10-04                           DR BRONNER'S MAGIC SOAPS   \n",
       "..            ...                                                ...   \n",
       "589    2016-09-20                                            BONNELL   \n",
       "242    2016-12-01                                             PORTER   \n",
       "62     2016-04-15                                              VIETS   \n",
       "61     2016-04-08                                              VIETS   \n",
       "55     2016-05-02                                         STEIGLEDER   \n",
       "774    2016-10-13                                           QUATTRIN   \n",
       "149    2016-08-18                                           SCHAIBLE   \n",
       "397    2016-06-17                                           MILLIGAN   \n",
       "794    2016-10-28                                           SANTSCHI   \n",
       "108    2016-07-07                                             KELSOE   \n",
       "249    2016-11-03                                               WINN   \n",
       "96     2016-07-05                                           GOLDBERG   \n",
       "183    2016-10-13                                                COX   \n",
       "807    2016-10-28                                             OKEEFE   \n",
       "119    2016-09-22                                              MALMO   \n",
       "244    2016-11-07                                             STOVER   \n",
       "185    2016-10-06                                               FORD   \n",
       "801    2016-10-31                                             DALLAS   \n",
       "28     2016-06-29                                             HANNAN   \n",
       "220    2016-10-14                                            VOEGTLI   \n",
       "101    2016-08-27                                             HANNAN   \n",
       "127    2016-09-06                                           MITCHELL   \n",
       "118    2016-09-09                                              MALMO   \n",
       "227    2016-12-04                                            BROOKES   \n",
       "812    2016-08-10                                    WARREN-SAMARIPA   \n",
       "806    2016-10-26                                            MEDLOCK   \n",
       "727    2016-07-13                                               WOOD   \n",
       "698    2016-07-27                                    SAMIMI-ARDESTAN   \n",
       "793    2016-11-02                                           ROBINETT   \n",
       "260    2016-08-04           GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS   \n",
       "\n",
       "    contributor_firstname contributor_city contributor_state contributor_zip  \\\n",
       "142                  SEAN        PALO ALTO                CA           94301   \n",
       "79                    NaN       SACRAMENTO                CA           95815   \n",
       "846                   NaN         NEW YORK                NY           10019   \n",
       "851                   NaN       WILMINGTON                DE           19809   \n",
       "852                   NaN       WILMINGTON                DE           19809   \n",
       "141                  SEAN        PALO ALTO                CA           94301   \n",
       "78                    NaN       SACRAMENTO                CA           95815   \n",
       "143                  SEAN        PALO ALTO                CA           94301   \n",
       "253                 HENRY         NEW YORK                NY           10011   \n",
       "259                   NaN           IRVINE                CA           92618   \n",
       "850                   NaN       WILMINGTON                DE           19809   \n",
       "839                 JULIE             OAKS                PA           19456   \n",
       "845                   NaN         NEW YORK                NY           10019   \n",
       "254                  SEAN        PALO ALTO                CA           94301   \n",
       "134                   NaN       WASHINGTON                DC           20036   \n",
       "843                   NaN         NEW YORK                NY           10019   \n",
       "206                   NaN       WASHINGTON                DC           20036   \n",
       "848                   NaN       WILMINGTON                DE           19809   \n",
       "853                   NaN       WILMINGTON                DE           19809   \n",
       "257                DANIEL     CORAL GABLES                FL           33146   \n",
       "251                DANIEL     CORAL GABLES                FL           33146   \n",
       "44                    NaN       WASHINGTON                DC           20036   \n",
       "844                   NaN         NEW YORK                NY           10019   \n",
       "849                   NaN       WILMINGTON                DE           19809   \n",
       "521                   NaN       SACRAMENTO                CA           95815   \n",
       "69                    NaN       SACRAMENTO                CA           95815   \n",
       "312                   NaN       ALEXANDRIA                VA           22314   \n",
       "520                   NaN       SACRAMENTO                CA           95815   \n",
       "245                 PETER    SAN FRANCISCO                CA           94129   \n",
       "255                   NaN            VISTA                CA           92085   \n",
       "..                    ...              ...               ...             ...   \n",
       "589                FRASER         BERKELEY                CA           94708   \n",
       "242          CHRISTINE A.         SAN JOSE                CA           95124   \n",
       "62                    DAN         COLUMBIA                MO           65201   \n",
       "61                    DAN         COLUMBIA                MO           65201   \n",
       "55                   MARC     SANTA MONICA                CA           90404   \n",
       "774                MONICA    SAN FRANCISCO                CA           94123   \n",
       "149               MICHAEL         MOORPARK                CA           93021   \n",
       "397                 BRUCE         BELLEVUE                WA           98005   \n",
       "794               WILLIAM      LOS ANGELES                CA           90077   \n",
       "108                  JOHN          DEL MAR                CA           92014   \n",
       "249                 DYLAN       SAN MARCOS                CA           92069   \n",
       "96                   RICH        PENNGROVE                CA           94951   \n",
       "183                 KEVIN          ANTIOCH                CA           94509   \n",
       "807                GEORGE     APPLE VALLEY                CA           92307   \n",
       "119                  JOHN           FRESNO                CA           93737   \n",
       "244               MATTHEW     PHILADELPHIA                PA           19103   \n",
       "185                  JOHN         LAKEWOOD                CA           90713   \n",
       "801                JANICE          VENTURA                CA           93004   \n",
       "28                  LARRY          REDDING                CA           96003   \n",
       "220                 JERRY      SIMI VALLEY                CA           93065   \n",
       "101                 LARRY          REDDING                CA           96003   \n",
       "127                 BRIAN    REDONDO BEACH                CA           90278   \n",
       "118                  JOHN           FRESNO                CA           93737   \n",
       "227                 ETHAN    PLEASANT HILL                CA           94523   \n",
       "812             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "806               MARSTON         ALHAMBRA                CA           91801   \n",
       "727                 DAVID          CALGARY                AB          T2P0R3   \n",
       "698            AMIRGHASEM  NORTH VANCOUVER                BC          V7J1V2   \n",
       "793                 PETER    SAN FRANCISCO                CA           94114   \n",
       "260                   NaN           IRVINE                CA           92618   \n",
       "\n",
       "                    contributor_employer   contributor_occupation  \\\n",
       "142                                  NaN                      NaN   \n",
       "79                                   NaN                      NaN   \n",
       "846                                  NaN                      NaN   \n",
       "851                                  NaN                      NaN   \n",
       "852                                  NaN                      NaN   \n",
       "141                                  NaN                      NaN   \n",
       "78                                   NaN                      NaN   \n",
       "143                                  NaN                      NaN   \n",
       "253                                  NaN                  RETIRED   \n",
       "259                                  NaN                      NaN   \n",
       "850                                  NaN                      NaN   \n",
       "839                                  NaN                  RETIRED   \n",
       "845                                  NaN                      NaN   \n",
       "254               SEAN PARKER FOUNDATION                 CHAIRMAN   \n",
       "134                                  NaN                      NaN   \n",
       "843                                  NaN                      NaN   \n",
       "206                                  NaN                      NaN   \n",
       "848                                  NaN                      NaN   \n",
       "853                                  NaN                      NaN   \n",
       "257                              RETIRED                      NaN   \n",
       "251                                  NaN                  RETIRED   \n",
       "44                                   NaN                      NaN   \n",
       "844                                  NaN                      NaN   \n",
       "849                                  NaN                      NaN   \n",
       "521                                  NaN                      NaN   \n",
       "69                                   NaN                      NaN   \n",
       "312                                  NaN                      NaN   \n",
       "520                                  NaN                      NaN   \n",
       "245                   THIEL CAPITAL, LLC                PRESIDENT   \n",
       "255                                  NaN                      NaN   \n",
       "..                                   ...                      ...   \n",
       "589                                  NaN                  RETIRED   \n",
       "242                          APPLE, INC.                 ENGINEER   \n",
       "62             DAN VIETS ATTORNEY AT LAW                 ATTORNEY   \n",
       "61             DAN VIETS ATTORNEY AT LAW                 ATTORNEY   \n",
       "55             MARC STEIGLEDER, HANDYMAN                 HANDYMAN   \n",
       "774                                  NaN             NOT EMPLOYED   \n",
       "149                 TORTUGA ADVISERS LLC       INVESTMENT ADVISOR   \n",
       "397          MOBIUS BEVERAGE CORPORATION                  FOUNDER   \n",
       "794                                  NaN             NOT EMPLOYED   \n",
       "108  UNIVERSITY OF CALIFORNIA, SAN DIEGO                PHYSICIAN   \n",
       "249                           FIRST DATA       SOFTWARE DEVELOPER   \n",
       "96                                  NONE               UNEMPLOYED   \n",
       "183                                 NONE               UNEMPLOYED   \n",
       "807                                  NaN                  RETIRED   \n",
       "119                       NETZER & MALMO                 ATTORNEY   \n",
       "244                            USA TRUCK             TRUCK DRIVER   \n",
       "185                                 NONE               UNEMPLOYED   \n",
       "801                                  NaN                  RETIRED   \n",
       "28                                  NONE               UNEMPLOYED   \n",
       "220                                 NONE               UNEMPLOYED   \n",
       "101                                 NONE               UNEMPLOYED   \n",
       "127                              DIRECTV                  MANAGER   \n",
       "118                       NETZER & MALMO                 ATTORNEY   \n",
       "227                     LONZA BIOSCIENCE         SALES CONSULTANT   \n",
       "812            STEPHANIE WARREN SAMARIPA             ENTREPRENEUR   \n",
       "806                                  NaN                  RETIRED   \n",
       "727                BORDEN LADNER GERVAIS                 ATTORNEY   \n",
       "698                            MEDIGREEN  CHIEF EXECUTIVE OFFICER   \n",
       "793                          APPLE, INC.               PROGRAMMER   \n",
       "260                                  NaN                      NaN   \n",
       "\n",
       "     contributor_is_self_employed     amount  \n",
       "142                         False  4000000.0  \n",
       "79                          False  2000000.0  \n",
       "846                         False  1970000.0  \n",
       "851                         False  1970000.0  \n",
       "852                         False  1403000.0  \n",
       "141                         False  1250000.0  \n",
       "78                          False  1000000.0  \n",
       "143                         False  1000000.0  \n",
       "253                         False  1000000.0  \n",
       "259                         False  1000000.0  \n",
       "850                         False  1000000.0  \n",
       "839                         False  1000000.0  \n",
       "845                         False  1000000.0  \n",
       "254                         False  1000000.0  \n",
       "134                         False   750000.0  \n",
       "843                         False   550000.0  \n",
       "206                         False   550000.0  \n",
       "848                         False   550000.0  \n",
       "853                         False   500000.0  \n",
       "257                         False   500000.0  \n",
       "251                         False   500000.0  \n",
       "44                          False   500000.0  \n",
       "844                         False   420000.0  \n",
       "849                         False   420000.0  \n",
       "521                         False   420000.0  \n",
       "69                          False   400000.0  \n",
       "312                         False   400000.0  \n",
       "520                         False   300000.0  \n",
       "245                         False   300000.0  \n",
       "255                         False   250000.0  \n",
       "..                            ...        ...  \n",
       "589                         False       25.0  \n",
       "242                         False       25.0  \n",
       "62                          False       25.0  \n",
       "61                          False       25.0  \n",
       "55                          False       25.0  \n",
       "774                         False       25.0  \n",
       "149                         False       25.0  \n",
       "397                         False       25.0  \n",
       "794                         False       25.0  \n",
       "108                         False       25.0  \n",
       "249                         False       25.0  \n",
       "96                          False       25.0  \n",
       "183                         False       25.0  \n",
       "807                         False       25.0  \n",
       "119                         False       25.0  \n",
       "244                         False       25.0  \n",
       "185                         False       25.0  \n",
       "801                         False       25.0  \n",
       "28                          False       20.0  \n",
       "220                         False       10.0  \n",
       "101                         False       10.0  \n",
       "127                         False       10.0  \n",
       "118                         False       10.0  \n",
       "227                         False      -50.0  \n",
       "812                         False      -50.0  \n",
       "806                         False     -100.0  \n",
       "727                         False     -100.0  \n",
       "698                         False     -100.0  \n",
       "793                         False     -900.0  \n",
       "260                         False  -150000.0  \n",
       "\n",
       "[860 rows x 20 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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",
       "      <th>ccdc_committee_id</th>\n",
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       "      <th>contributor_lastname</th>\n",
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       "      <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",
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       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
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       "      <td>1387789</td>\n",
       "      <td>SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...</td>\n",
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       "      <td>SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...</td>\n",
       "      <td>2083142</td>\n",
       "      <td>2016-07-20</td>\n",
       "      <td>SCHAUER</td>\n",
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       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
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       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
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       "      <td>2098048</td>\n",
       "      <td>2016-09-27</td>\n",
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       "      <td>PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...</td>\n",
       "      <td>459</td>\n",
       "      <td>1382568</td>\n",
       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
       "      <td>2083071</td>\n",
       "      <td>2016-09-15</td>\n",
       "      <td>SAM ACTION, INC.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>225000.0</td>\n",
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       "      <th>308</th>\n",
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       "      <td>1381868</td>\n",
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       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
       "      <td>2083071</td>\n",
       "      <td>2016-09-12</td>\n",
       "      <td>SAM ACTION, INC.</td>\n",
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       "      <td>ALEXANDRIA</td>\n",
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       "      <td>22314</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>200000.0</td>\n",
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       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
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       "      <td>463</td>\n",
       "      <td>1387789</td>\n",
       "      <td>SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...</td>\n",
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       "      <td>RETIRED</td>\n",
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       "      <td>150000.0</td>\n",
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      ],
      "text/plain": [
       "                                          ocd_prop_id  calaccess_prop_id  \\\n",
       "839  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "312  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "310  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "308  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "840  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "\n",
       "     ccdc_prop_id                                          prop_name  \\\n",
       "839            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "312            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "310            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "308            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "840            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "\n",
       "     ccdc_committee_id  calaccess_committee_id  \\\n",
       "839                463                 1387789   \n",
       "312                459                 1382568   \n",
       "310                459                 1382568   \n",
       "308                459                 1382568   \n",
       "840                463                 1387789   \n",
       "\n",
       "                                      committee_name_x committee_position  \\\n",
       "839  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...             OPPOSE   \n",
       "312  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...             OPPOSE   \n",
       "310  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...             OPPOSE   \n",
       "308  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...             OPPOSE   \n",
       "840  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...             OPPOSE   \n",
       "\n",
       "                                      committee_name_y  calaccess_filing_id  \\\n",
       "839  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...              2083142   \n",
       "312  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...              2098048   \n",
       "310  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...              2083071   \n",
       "308  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...              2083071   \n",
       "840  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...              2083142   \n",
       "\n",
       "    date_received contributor_lastname contributor_firstname contributor_city  \\\n",
       "839    2016-07-20              SCHAUER                 JULIE             OAKS   \n",
       "312    2016-09-27     SAM ACTION, INC.                   NaN       ALEXANDRIA   \n",
       "310    2016-09-15     SAM ACTION, INC.                   NaN       ALEXANDRIA   \n",
       "308    2016-09-12     SAM ACTION, INC.                   NaN       ALEXANDRIA   \n",
       "840    2016-07-25              SCHAUER                 JULIE             OAKS   \n",
       "\n",
       "    contributor_state contributor_zip contributor_employer  \\\n",
       "839                PA           19456                  NaN   \n",
       "312                VA           22314                  NaN   \n",
       "310                VA           22314                  NaN   \n",
       "308                VA           22314                  NaN   \n",
       "840                CA           19456                  NaN   \n",
       "\n",
       "    contributor_occupation  contributor_is_self_employed     amount  \n",
       "839                RETIRED                         False  1000000.0  \n",
       "312                    NaN                         False   400000.0  \n",
       "310                    NaN                         False   225000.0  \n",
       "308                    NaN                         False   200000.0  \n",
       "840                RETIRED                         False   150000.0  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oppose.sort_values(\"amount\", ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>committee_name_x</th>\n",
       "      <th>amount</th>\n",
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       "  <tbody>\n",
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       "      <th>10</th>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>15734047.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
       "      <td>6140000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
       "      <td>4470000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>3865000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...</td>\n",
       "      <td>1364000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...</td>\n",
       "      <td>1130930.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
       "      <td>860470.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...</td>\n",
       "      <td>850000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64</td>\n",
       "      <td>739200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>17089.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MOMS STRONG AGAINST PROP 64</td>\n",
       "      <td>6281.64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     committee_name_x       amount\n",
       "10  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...  15734047.00\n",
       "4        FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))   6140000.00\n",
       "3   DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...   4470000.00\n",
       "7                              NEW APPROACH PAC (MPO)   3865000.00\n",
       "9   SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...   1364000.00\n",
       "8   PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...   1130930.00\n",
       "1   CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...    860470.00\n",
       "2   CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...    850000.00\n",
       "5   MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64    739200.00\n",
       "0          ADULT USE CAMPAIGN FOR PROPOSITION 64; THE     17089.00\n",
       "6                         MOMS STRONG AGAINST PROP 64      6281.64"
      ]
     },
     "execution_count": 29,
     "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": 30,
   "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>483</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER AND AFFILIATED ENTITIES</td>\n",
       "      <td>7250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>JULIE</td>\n",
       "      <td>SCHAUER</td>\n",
       "      <td>1364000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>DANIEL</td>\n",
       "      <td>LEWIS</td>\n",
       "      <td>1250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>HENRY</td>\n",
       "      <td>VAN AMERINGEN</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PRITZKER</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>PETER</td>\n",
       "      <td>THIEL</td>\n",
       "      <td>300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>ROGER</td>\n",
       "      <td>JENKINS</td>\n",
       "      <td>75000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ANGELA</td>\n",
       "      <td>HOWARD</td>\n",
       "      <td>65000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>LAWRENCE</td>\n",
       "      <td>HESS</td>\n",
       "      <td>30000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>JASON</td>\n",
       "      <td>POST</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>ROGER B.</td>\n",
       "      <td>MCNAMEE</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>ZACHARY PYM</td>\n",
       "      <td>WILLIAMS</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>JEREMY</td>\n",
       "      <td>ZACHARY</td>\n",
       "      <td>7500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>ROBERT</td>\n",
       "      <td>ADAMS</td>\n",
       "      <td>6500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>LAURIE</td>\n",
       "      <td>BENENSON</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>CAMILLA</td>\n",
       "      <td>FIELD</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>MICHAEL</td>\n",
       "      <td>DEAN</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>MARY QUINN</td>\n",
       "      <td>DELANEY</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>SHARON K.</td>\n",
       "      <td>CHRISTIE</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>TERRY</td>\n",
       "      <td>TURNER</td>\n",
       "      <td>3664.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>KHURSHID</td>\n",
       "      <td>KHOJA</td>\n",
       "      <td>3300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>JULI</td>\n",
       "      <td>CROCKETT</td>\n",
       "      <td>3000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>DOUG</td>\n",
       "      <td>LANPHERE</td>\n",
       "      <td>2920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>CHARLES</td>\n",
       "      <td>ROVEN</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>EMILY</td>\n",
       "      <td>PAXHIA</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>PATRICK</td>\n",
       "      <td>MCMANAMON</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>STEVEN</td>\n",
       "      <td>PERSKY</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>MICHAEL</td>\n",
       "      <td>STEINMETZ</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>MICHAEL</td>\n",
       "      <td>KLEIN</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>CHARLES</td>\n",
       "      <td>LOVE</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>GRETCHEN</td>\n",
       "      <td>BERGMAN</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>MICHELLE</td>\n",
       "      <td>WOLFF</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>MICHELLE</td>\n",
       "      <td>SEXTON</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>GREG</td>\n",
       "      <td>SMITH</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>MIKE</td>\n",
       "      <td>BARNETT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>WENDY</td>\n",
       "      <td>COLTON</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>ETHAN</td>\n",
       "      <td>BROOKES</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>CHRISTINE A.</td>\n",
       "      <td>PORTER</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>ROGER</td>\n",
       "      <td>TOWER</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>SKIP</td>\n",
       "      <td>ROACHE</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>LJUBOMIR</td>\n",
       "      <td>BUTUROVIC</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>PETER</td>\n",
       "      <td>KIRSCH</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>LEONARD</td>\n",
       "      <td>KAUFMANN</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>DANA</td>\n",
       "      <td>HIRSCH</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>DANIEL</td>\n",
       "      <td>DODSON</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>DAVID</td>\n",
       "      <td>MURRAY</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>JOSH</td>\n",
       "      <td>KLEYMEYER</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>BRIAN</td>\n",
       "      <td>MITCHELL</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>WAYNE</td>\n",
       "      <td>SCHERER</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>ROBERT</td>\n",
       "      <td>LOCKART</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>GEORGE</td>\n",
       "      <td>OKEEFE</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>SUE ANN</td>\n",
       "      <td>LORIG</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>MARK</td>\n",
       "      <td>SLABAUGH</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>WILLIAM</td>\n",
       "      <td>SANTSCHI</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>RICH</td>\n",
       "      <td>GOLDBERG</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>MARSTON</td>\n",
       "      <td>MEDLOCK</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>AMIRGHASEM</td>\n",
       "      <td>SAMIMI-ARDESTAN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>DAVID</td>\n",
       "      <td>WOOD</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>549 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    contributor_firstname            contributor_lastname     amount\n",
       "483                  SEAN  PARKER AND AFFILIATED ENTITIES  7250000.0\n",
       "482                  SEAN                          PARKER  1500000.0\n",
       "281                 JULIE                         SCHAUER  1364000.0\n",
       "108                DANIEL                           LEWIS  1250000.0\n",
       "194                 HENRY                   VAN AMERINGEN  1000000.0\n",
       "405              NICHOLAS                        PRITZKER   900000.0\n",
       "421                 PETER                           THIEL   300000.0\n",
       "456                 ROGER                         JENKINS    75000.0\n",
       "23                 ANGELA                          HOWARD    65000.0\n",
       "322              LAWRENCE                            HESS    30000.0\n",
       "221                 JASON                            POST    10000.0\n",
       "460              ROGER B.                         MCNAMEE    10000.0\n",
       "548           ZACHARY PYM                        WILLIAMS    10000.0\n",
       "239                JEREMY                         ZACHARY     7500.0\n",
       "440                ROBERT                           ADAMS     6500.0\n",
       "320                LAURIE                        BENENSON     5000.0\n",
       "63                CAMILLA                           FIELD     5000.0\n",
       "375               MICHAEL                            DEAN     5000.0\n",
       "361            MARY QUINN                         DELANEY     5000.0\n",
       "488             SHARON K.                        CHRISTIE     5000.0\n",
       "515                 TERRY                          TURNER     3664.0\n",
       "301              KHURSHID                           KHOJA     3300.0\n",
       "277                  JULI                        CROCKETT     3000.0\n",
       "149                  DOUG                        LANPHERE     2920.0\n",
       "76                CHARLES                           ROVEN     2500.0\n",
       "158                 EMILY                          PAXHIA     2500.0\n",
       "414               PATRICK                       MCMANAMON     2500.0\n",
       "507                STEVEN                          PERSKY     2500.0\n",
       "382               MICHAEL                       STEINMETZ     2500.0\n",
       "377               MICHAEL                           KLEIN     2500.0\n",
       "..                    ...                             ...        ...\n",
       "75                CHARLES                            LOVE      100.0\n",
       "191              GRETCHEN                         BERGMAN       84.0\n",
       "387              MICHELLE                           WOLFF       84.0\n",
       "385              MICHELLE                          SEXTON       84.0\n",
       "189                  GREG                           SMITH       75.0\n",
       "389                  MIKE                         BARNETT       50.0\n",
       "534                 WENDY                          COLTON       50.0\n",
       "168                 ETHAN                         BROOKES       50.0\n",
       "85           CHRISTINE A.                          PORTER       50.0\n",
       "459                 ROGER                           TOWER       50.0\n",
       "492                  SKIP                          ROACHE       50.0\n",
       "335              LJUBOMIR                       BUTUROVIC       50.0\n",
       "418                 PETER                          KIRSCH       50.0\n",
       "326               LEONARD                        KAUFMANN       50.0\n",
       "104                  DANA                          HIRSCH       50.0\n",
       "105                DANIEL                          DODSON       50.0\n",
       "125                 DAVID                          MURRAY       50.0\n",
       "272                  JOSH                       KLEYMEYER       42.0\n",
       "51                  BRIAN                        MITCHELL       35.0\n",
       "533                 WAYNE                         SCHERER       30.0\n",
       "448                ROBERT                         LOCKART       25.0\n",
       "185                GEORGE                          OKEEFE       25.0\n",
       "510               SUE ANN                           LORIG       25.0\n",
       "355                  MARK                        SLABAUGH       25.0\n",
       "540               WILLIAM                        SANTSCHI       25.0\n",
       "430                  RICH                        GOLDBERG       25.0\n",
       "358               MARSTON                         MEDLOCK        0.0\n",
       "497             STEPHANIE                 WARREN-SAMARIPA        0.0\n",
       "16             AMIRGHASEM                 SAMIMI-ARDESTAN        0.0\n",
       "136                 DAVID                            WOOD        0.0\n",
       "\n",
       "[549 rows x 3 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby([\"contributor_firstname\", \"contributor_lastname\"]).amount.sum().reset_index().sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_supporters = support.groupby(\n",
    "    [\"contributor_firstname\", \"contributor_lastname\"]\n",
    ").amount.sum().reset_index().sort_values(\"amount\", ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\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>444</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER AND AFFILIATED ENTITIES</td>\n",
       "      <td>7250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>DANIEL</td>\n",
       "      <td>LEWIS</td>\n",
       "      <td>1250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>HENRY</td>\n",
       "      <td>VAN AMERINGEN</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PRITZKER</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>PETER</td>\n",
       "      <td>THIEL</td>\n",
       "      <td>300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>ROGER</td>\n",
       "      <td>JENKINS</td>\n",
       "      <td>75000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ANGELA</td>\n",
       "      <td>HOWARD</td>\n",
       "      <td>65000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>LAWRENCE</td>\n",
       "      <td>HESS</td>\n",
       "      <td>30000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>ROGER B.</td>\n",
       "      <td>MCNAMEE</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    contributor_firstname            contributor_lastname     amount\n",
       "444                  SEAN  PARKER AND AFFILIATED ENTITIES  7250000.0\n",
       "443                  SEAN                          PARKER  1500000.0\n",
       "102                DANIEL                           LEWIS  1250000.0\n",
       "180                 HENRY                   VAN AMERINGEN  1000000.0\n",
       "374              NICHOLAS                        PRITZKER   900000.0\n",
       "390                 PETER                           THIEL   300000.0\n",
       "421                 ROGER                         JENKINS    75000.0\n",
       "22                 ANGELA                          HOWARD    65000.0\n",
       "297              LAWRENCE                            HESS    30000.0\n",
       "425              ROGER B.                         MCNAMEE    10000.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10bb99f60>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fDszsePiMUttXfcYw9YmM8Ty2r7I9x/acvr6+sfxRIyJiAsYym0vA1cB9tj/ZsWodMDgj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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bb564e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.amount.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10a3f0828>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Lkno274g+yRnA9qra2NX2L4DfAP5krm2q6k+r6l8B7wX+YDd9NlTV6qpavejAJQMVL0ma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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b5c50f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.amount.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Wb89HxAKAcr+1TT3v1r5okvZe9vGWiNiZJuT/OTNvfi/UDJCZL9K8kHw0sHdEzJ6k/1tj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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1040b5748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart = top_supporters.head(5).amount.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x109b3ce10>,\n",
       " <matplotlib.text.Text at 0x109b11b38>,\n",
       " <matplotlib.text.Text at 0x10a26f630>,\n",
       " <matplotlib.text.Text at 0x10a275048>,\n",
       " <matplotlib.text.Text at 0x10a267f98>]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bb56a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart = top_supporters.head(5).amount.plot.barh()\n",
    "chart.set_yticklabels(top_supporters.contributor_lastname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_supporters['contributor_fullname'] = top_supporters.contributor_firstname + \" \" + top_supporters.contributor_lastname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>444</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER AND AFFILIATED ENTITIES</td>\n",
       "      <td>7250000.0</td>\n",
       "      <td>SEAN PARKER AND AFFILIATED ENTITIES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>SEAN PARKER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>DANIEL</td>\n",
       "      <td>LEWIS</td>\n",
       "      <td>1250000.0</td>\n",
       "      <td>DANIEL LEWIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>HENRY</td>\n",
       "      <td>VAN AMERINGEN</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>HENRY VAN AMERINGEN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PRITZKER</td>\n",
       "      <td>900000.0</td>\n",
       "      <td>NICHOLAS PRITZKER</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    contributor_firstname            contributor_lastname     amount  \\\n",
       "444                  SEAN  PARKER AND AFFILIATED ENTITIES  7250000.0   \n",
       "443                  SEAN                          PARKER  1500000.0   \n",
       "102                DANIEL                           LEWIS  1250000.0   \n",
       "180                 HENRY                   VAN AMERINGEN  1000000.0   \n",
       "374              NICHOLAS                        PRITZKER   900000.0   \n",
       "\n",
       "                    contributor_fullname  \n",
       "444  SEAN PARKER AND AFFILIATED ENTITIES  \n",
       "443                          SEAN PARKER  \n",
       "102                         DANIEL LEWIS  \n",
       "180                  HENRY VAN AMERINGEN  \n",
       "374                    NICHOLAS PRITZKER  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x109b1ac88>,\n",
       " <matplotlib.text.Text at 0x10418e780>,\n",
       " <matplotlib.text.Text at 0x109b4d320>,\n",
       " <matplotlib.text.Text at 0x10a27b128>,\n",
       " <matplotlib.text.Text at 0x10b3c5b70>]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fAA5p7e8H/qLd/0vg/e3+IcDp7f6u7fe/ANi+vS42nuw1MtM5hl4TrwU+Dpwz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109adb240>"
      ]
     },
     "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": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_supporters.head(5).to_csv(\"top_supporters.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_names(row):\n",
    "    if row.contributor_fullname.startswith('SEAN PARKER'):\n",
    "        return 'SEAN PARKER'\n",
    "    return row.contributor_fullname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_supporters['contributor_cleanname'] = top_supporters.apply(combine_names, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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_cleanname</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SEAN PARKER</td>\n",
       "      <td>8750000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DANIEL LEWIS</td>\n",
       "      <td>1250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HENRY VAN AMERINGEN</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NICHOLAS PRITZKER</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>PETER THIEL</td>\n",
       "      <td>300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ROGER JENKINS</td>\n",
       "      <td>75000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ANGELA HOWARD</td>\n",
       "      <td>65000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LAWRENCE HESS</td>\n",
       "      <td>30000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ROGER B. MCNAMEE</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  contributor_cleanname     amount\n",
       "8           SEAN PARKER  8750000.0\n",
       "1          DANIEL LEWIS  1250000.0\n",
       "2   HENRY VAN AMERINGEN  1000000.0\n",
       "4     NICHOLAS PRITZKER   900000.0\n",
       "5           PETER THIEL   300000.0\n",
       "7         ROGER JENKINS    75000.0\n",
       "0         ANGELA HOWARD    65000.0\n",
       "3         LAWRENCE HESS    30000.0\n",
       "6      ROGER B. MCNAMEE    10000.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.groupby(\"contributor_cleanname\").amount.sum().reset_index().sort_values(\"amount\", ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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