First_Python_Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 1: Hello pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_list = [2, 4, 6, 8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_series = pd.Series(my_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_series.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_series.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_series.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_series.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_series.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.581988897471611"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_series.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    4.000000\n",
       "mean     5.000000\n",
       "std      2.581989\n",
       "min      2.000000\n",
       "25%      3.500000\n",
       "50%      5.000000\n",
       "75%      6.500000\n",
       "max      8.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_series.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 2: Hello data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "data frame props"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "props = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/committees.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "head and info:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ocd_prop_id</th>\n",
       "      <th>calaccess_prop_id</th>\n",
       "      <th>ccdc_prop_id</th>\n",
       "      <th>prop_name</th>\n",
       "      <th>ccdc_committee_id</th>\n",
       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
       "      <th>committee_position</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>382</td>\n",
       "      <td>1374469</td>\n",
       "      <td>YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>383</td>\n",
       "      <td>1220380</td>\n",
       "      <td>COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>384</td>\n",
       "      <td>1282321</td>\n",
       "      <td>TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6</td>\n",
       "      <td>1376258</td>\n",
       "      <td>70</td>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>385</td>\n",
       "      <td>1382843</td>\n",
       "      <td>CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...</td>\n",
       "      <td>OPPOSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82</td>\n",
       "      <td>1362198</td>\n",
       "      <td>71</td>\n",
       "      <td>PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...</td>\n",
       "      <td>386</td>\n",
       "      <td>1362973</td>\n",
       "      <td>YES ON PROPOSITION 52 - A COALITION OF CALIFOR...</td>\n",
       "      <td>SUPPORT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        ocd_prop_id  calaccess_prop_id  \\\n",
       "0  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "1  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "2  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "3  ocd-contest/b51dc64d-3562-4913-a190-69f5088c22a6            1376258   \n",
       "4  ocd-contest/85990193-9d6f-4600-b8e7-bf1317841d82            1362198   \n",
       "\n",
       "   ccdc_prop_id                                          prop_name  \\\n",
       "0            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "1            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "2            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "3            70  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...   \n",
       "4            71  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...   \n",
       "\n",
       "   ccdc_committee_id  calaccess_committee_id  \\\n",
       "0                382                 1374469   \n",
       "1                383                 1220380   \n",
       "2                384                 1282321   \n",
       "3                385                 1382843   \n",
       "4                386                 1362973   \n",
       "\n",
       "                                      committee_name committee_position  \n",
       "0  YES ON PROPOSITION 51 - CALIFORNIANS FOR QUALI...            SUPPORT  \n",
       "1  COMMUNITY COLLEGE FACILITY COALITION ISSUES CO...            SUPPORT  \n",
       "2  TORLAKSON'S INVEST IN CALIFORNIA A BALLOT MEAS...            SUPPORT  \n",
       "3  CALIFORNIA TAXPAYERS AND EDUCATORS OPPOSED TO ...             OPPOSE  \n",
       "4  YES ON PROPOSITION 52 - A COALITION OF CALIFOR...            SUPPORT  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 102 entries, 0 to 101\n",
      "Data columns (total 8 columns):\n",
      "ocd_prop_id               102 non-null object\n",
      "calaccess_prop_id         102 non-null int64\n",
      "ccdc_prop_id              102 non-null int64\n",
      "prop_name                 102 non-null object\n",
      "ccdc_committee_id         102 non-null int64\n",
      "calaccess_committee_id    102 non-null int64\n",
      "committee_name            102 non-null object\n",
      "committee_position        102 non-null object\n",
      "dtypes: int64(4), object(4)\n",
      "memory usage: 6.4+ KB\n"
     ]
    }
   ],
   "source": [
    "props.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "contribs = pd.read_csv(\"http://www.firstpythonnotebook.org/_static/contributions.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
       "      <th>calaccess_filing_id</th>\n",
       "      <th>date_received</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_city</th>\n",
       "      <th>contributor_state</th>\n",
       "      <th>contributor_zip</th>\n",
       "      <th>contributor_employer</th>\n",
       "      <th>contributor_occupation</th>\n",
       "      <th>contributor_is_self_employed</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>BERGMAN</td>\n",
       "      <td>GRETCHEN</td>\n",
       "      <td>SPRING VALLEY</td>\n",
       "      <td>CA</td>\n",
       "      <td>91978</td>\n",
       "      <td>A NEW PATH</td>\n",
       "      <td>EXECUTIVE DIRECTOR</td>\n",
       "      <td>False</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>KAHLE</td>\n",
       "      <td>MYRNA</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92109</td>\n",
       "      <td>NATIONAL SCHOOL DISTRICT</td>\n",
       "      <td>TEACHER</td>\n",
       "      <td>False</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-07-15</td>\n",
       "      <td>MCDEVITT</td>\n",
       "      <td>LEO</td>\n",
       "      <td>ESCONDIDO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92025</td>\n",
       "      <td>LIFE IONIZERS</td>\n",
       "      <td>SEO/CONTENT MANAGER</td>\n",
       "      <td>False</td>\n",
       "      <td>198.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-08-10</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92116</td>\n",
       "      <td>STEPHANIE WARREN SAMARIPA</td>\n",
       "      <td>ENTREPRENEUR</td>\n",
       "      <td>False</td>\n",
       "      <td>-50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1386560</td>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
       "      <td>2083796</td>\n",
       "      <td>2016-07-26</td>\n",
       "      <td>WARREN-SAMARIPA</td>\n",
       "      <td>STEPHANIE</td>\n",
       "      <td>SAN DIEGO</td>\n",
       "      <td>CA</td>\n",
       "      <td>92116</td>\n",
       "      <td>STEPHANIE WARREN SAMARIPA</td>\n",
       "      <td>ENTREPRENEUR</td>\n",
       "      <td>True</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   calaccess_committee_id                              committee_name  \\\n",
       "0                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "1                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "2                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "3                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "4                 1386560  ADULT USE CAMPAIGN FOR PROPOSITION 64; THE   \n",
       "\n",
       "   calaccess_filing_id date_received contributor_lastname  \\\n",
       "0              2083796    2016-09-18              BERGMAN   \n",
       "1              2083796    2016-09-18                KAHLE   \n",
       "2              2083796    2016-07-15             MCDEVITT   \n",
       "3              2083796    2016-08-10      WARREN-SAMARIPA   \n",
       "4              2083796    2016-07-26      WARREN-SAMARIPA   \n",
       "\n",
       "  contributor_firstname contributor_city contributor_state contributor_zip  \\\n",
       "0              GRETCHEN    SPRING VALLEY                CA           91978   \n",
       "1                 MYRNA        SAN DIEGO                CA           92109   \n",
       "2                   LEO        ESCONDIDO                CA           92025   \n",
       "3             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "4             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "\n",
       "        contributor_employer contributor_occupation  \\\n",
       "0                 A NEW PATH     EXECUTIVE DIRECTOR   \n",
       "1   NATIONAL SCHOOL DISTRICT                TEACHER   \n",
       "2              LIFE IONIZERS    SEO/CONTENT MANAGER   \n",
       "3  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "4  STEPHANIE WARREN SAMARIPA           ENTREPRENEUR   \n",
       "\n",
       "   contributor_is_self_employed  amount  \n",
       "0                         False    84.0  \n",
       "1                         False    35.0  \n",
       "2                         False   198.0  \n",
       "3                         False   -50.0  \n",
       "4                          True    50.0  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contribs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 3: Hello columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "1      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "2      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "3      PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...\n",
       "4      PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...\n",
       "5      PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...\n",
       "6      PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...\n",
       "7      PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "8      PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "9      PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "10     PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOT...\n",
       "11     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "12     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "13     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "14     PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...\n",
       "15     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "16     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "17     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "18     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "19     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "20     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "21     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "22     PROPOSITION 055 - TAX EXTENSION TO FUND EDUCAT...\n",
       "23     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "24     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "25     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "26     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "27     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "28     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "29     PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTH...\n",
       "                             ...                        \n",
       "72     PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...\n",
       "73     PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...\n",
       "74     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "75     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "76     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "77     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "78     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "79     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "80     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "81     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "82     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "83     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "84     PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...\n",
       "85     PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...\n",
       "86     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "87     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "88     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "89     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "90     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "91     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "92     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "93     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "94     PROPOSITION 066- DEATH PENALTY. PROCEDURES. IN...\n",
       "95     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "96     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "97     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "98     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "99     PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "100    PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "101    PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON...\n",
       "Name: prop_name, Length: 102, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**value_counts():** Pandas function that will total up the frequency of values in a column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PROPOSITION 057 - CRIMINAL SENTENCES. JUVENILE CRIMINAL PROCEEDINGS AND SENTENCING. INITIATIVE CONSTITUTIONAL AMENDMENT AND STATUTE.                           13\n",
       "PROPOSITION 056 - CIGARETTE TAX TO FUND HEALTHCARE, TOBACCO USE PREVENTION, RESEARCH, AND LAW ENFORCEMENT. INITIATIVE CONSTITUTIONAL AMENDMENT AND STATUTE.    12\n",
       "PROPOSITION 064- MARIJUANA LEGALIZATION. INITIATIVE STATUTE.                                                                                                   11\n",
       "PROPOSITION 066- DEATH PENALTY. PROCEDURES. INITIATIVE STATUTE.                                                                                                 9\n",
       "PROPOSITION 055 - TAX EXTENSION TO FUND EDUCATION AND HEALTHCARE. INITIATIVE CONSTITUTIONAL AMENDMENT.                                                          8\n",
       "PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON SINGLE-USE PLASTIC BAGS.                                                                                         7\n",
       "PROPOSITION 062- DEATH PENALTY. INITIATIVE STATUTE.                                                                                                             7\n",
       "PROPOSITION 059- SB 254 (CHAPTER 20, STATUTES OF 2016), ALLEN. CAMPAIGN FINANCE: VOTER INSTRUCTION                                                              6\n",
       "PROPOSITION 053 - REVENUE BONDS. STATEWIDE VOTER APPROVAL. INITIATIVE CONSTITUTIONAL AMENDMENT.                                                                 4\n",
       "PROPOSITION 054 - LEGISLATURE. LEGISLATION AND PROCEEDINGS. INITIATIVE CONSTITUTIONAL AMENDMENT AND STATUTE.                                                    4\n",
       "PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUTES OF 2014), LARA. ENGLISH LANGUAGE EDUCATION                                                                     4\n",
       "PROPOSITION 063- FIREARMS. AMMUNITION SALES. INTIATIVE STATUTE.                                                                                                 4\n",
       "PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-12 SCHOOL AND COMMUNITY COLLEGE FACILITIES. INITIATIVE STATUTORY AMENDMENT.                                       4\n",
       "PROPOSITION 052 - STATE FEES ON HOSPITALS. FEDERAL MEDI-CAL MATCHING FUNDS. INITIATIVE STATUTORY AND CONSTITUTIONAL AMENDMENT.                                  3\n",
       "PROPOSITION 061- STATE PRESCRIPTION DRUG PURCHASES. PRICING STANDARDS. INITIATIVE STATUTE.                                                                      3\n",
       "PROPOSITION 060- ADULT FILMS. CONDOMS. HEALTH REQUIREMENTS. INITIATIVE STATUTE.                                                                                 2\n",
       "PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INITIATIVE STATUTE.                                                                                                   1\n",
       "Name: prop_name, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-12 SCHOOL AND COMMUNITY COLLEGE FACILITIES. INITIATIVE STATUTORY AMENDMENT.'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'PROPOSITION 067- REFERENDUM TO OVERTURN BAN ON SINGLE-USE PLASTIC BAGS.'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name[101]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**reset_index():** If you have an ugly Series generated by a method like value_counts and you want to convert it into a pretty DataFrame you can do so by tacking on the reset_index method onto the tail end."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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 053 - REVENUE BONDS. STATEWIDE VOT...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUT...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PROPOSITION 061- STATE PRESCRIPTION DRUG PURCH...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PROPOSITION 060- ADULT FILMS. CONDOMS. HEALTH ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </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 053 - REVENUE BONDS. STATEWIDE VOT...          4\n",
       "9   PROPOSITION 054 - LEGISLATURE. LEGISLATION AND...          4\n",
       "10  PROPOSITION 058 - SB 1174 (CHAPTER 753, STATUT...          4\n",
       "11  PROPOSITION 063- FIREARMS. AMMUNITION SALES. I...          4\n",
       "12  PROPOSITION 051 - SCHOOL BONDS. FUNDING FOR K-...          4\n",
       "13  PROPOSITION 052 - STATE FEES ON HOSPITALS. FED...          3\n",
       "14  PROPOSITION 061- STATE PRESCRIPTION DRUG PURCH...          3\n",
       "15  PROPOSITION 060- ADULT FILMS. CONDOMS. HEALTH ...          2\n",
       "16  PROPOSITION 065- CARRY-OUT BAGS. CHARGES. INIT...          1"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name.value_counts().reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chapter 4: Hello filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "5      False\n",
       "6      False\n",
       "7      False\n",
       "8      False\n",
       "9      False\n",
       "10     False\n",
       "11     False\n",
       "12     False\n",
       "13     False\n",
       "14     False\n",
       "15     False\n",
       "16     False\n",
       "17     False\n",
       "18     False\n",
       "19     False\n",
       "20     False\n",
       "21     False\n",
       "22     False\n",
       "23     False\n",
       "24     False\n",
       "25     False\n",
       "26     False\n",
       "27     False\n",
       "28     False\n",
       "29     False\n",
       "       ...  \n",
       "72     False\n",
       "73     False\n",
       "74      True\n",
       "75      True\n",
       "76      True\n",
       "77      True\n",
       "78      True\n",
       "79      True\n",
       "80      True\n",
       "81      True\n",
       "82      True\n",
       "83      True\n",
       "84      True\n",
       "85     False\n",
       "86     False\n",
       "87     False\n",
       "88     False\n",
       "89     False\n",
       "90     False\n",
       "91     False\n",
       "92     False\n",
       "93     False\n",
       "94     False\n",
       "95     False\n",
       "96     False\n",
       "97     False\n",
       "98     False\n",
       "99     False\n",
       "100    False\n",
       "101    False\n",
       "Name: prop_name, Length: 102, dtype: bool"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props.prop_name == 'PROPOSITION 064- MARIJUANA LEGALIZATION. INITIATIVE STATUTE.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
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       "      <td>1382525</td>\n",
       "      <td>NEW APPROACH PAC (MPO)</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>1376077</td>\n",
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       "      <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",
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       "      <td>1371855</td>\n",
       "      <td>MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64</td>\n",
       "      <td>SUPPORT</td>\n",
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       "      <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",
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       "      <th>81</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
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       "      <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",
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       "    <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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         ocd_prop_id  calaccess_prop_id  \\\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",
       "\n",
       "    ccdc_prop_id                                          prop_name  \\\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",
       "\n",
       "    ccdc_committee_id  calaccess_committee_id  \\\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",
       "\n",
       "                                       committee_name committee_position  \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  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "props[props.prop_name == 'PROPOSITION 064- MARIJUANA LEGALIZATION. INITIATIVE STATUTE.']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "prop = props[props.prop_name == 'PROPOSITION 064- MARIJUANA LEGALIZATION. INITIATIVE STATUTE.']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspecting prop -> inspecting filtered data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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",
       "      <th>calaccess_committee_id</th>\n",
       "      <th>committee_name</th>\n",
       "      <th>committee_position</th>\n",
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       "      <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",
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       "      <td>1381808</td>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>SUPPORT</td>\n",
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       "      <th>75</th>\n",
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       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>SUPPORT</td>\n",
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       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
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       "      <td>SUPPORT</td>\n",
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       "    <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",
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       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
       "      <td>1381868</td>\n",
       "      <td>83</td>\n",
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       "      <td>460</td>\n",
       "      <td>1371855</td>\n",
       "      <td>MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64</td>\n",
       "      <td>SUPPORT</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                                         ocd_prop_id  calaccess_prop_id  \\\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",
       "\n",
       "    ccdc_prop_id                                          prop_name  \\\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",
       "\n",
       "    ccdc_committee_id  calaccess_committee_id  \\\n",
       "74                456                 1381808   \n",
       "75                457                 1382525   \n",
       "76                458                 1376077   \n",
       "77                459                 1382568   \n",
       "78                460                 1371855   \n",
       "\n",
       "                                       committee_name committee_position  \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  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prop.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 4: Hello merge"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**merge(data_a, data_b, key):** By default the merge method in pandas will return only those rows where a common identifier found in both tables, which is known as an “inner” join, in databases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged = pd.merge(prop, contribs, on=\"calaccess_committee_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>calaccess_committee_id</th>\n",
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       "      <th>date_received</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>contributor_firstname</th>\n",
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       "      <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>1381868</td>\n",
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       "      <td>92618</td>\n",
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       "      <td>False</td>\n",
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       "      <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>2038581</td>\n",
       "      <td>2016-01-29</td>\n",
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       "      <td>IRVINE</td>\n",
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       "      <td>92618</td>\n",
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       "      <td>1381868</td>\n",
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       "      <td>456</td>\n",
       "      <td>1381808</td>\n",
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       "      <td>SUPPORT</td>\n",
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       "      <td>92618</td>\n",
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      "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": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 6: Hello totals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          100.00\n",
       "1       250000.00\n",
       "2       250000.00\n",
       "3       250000.00\n",
       "4       250000.00\n",
       "5       250000.00\n",
       "6          100.00\n",
       "7          100.00\n",
       "8          100.00\n",
       "9       250000.00\n",
       "10      250000.00\n",
       "11      250000.00\n",
       "12      250000.00\n",
       "13      250000.00\n",
       "14        1000.00\n",
       "15         100.00\n",
       "16         100.00\n",
       "17         100.00\n",
       "18          25.00\n",
       "19         100.00\n",
       "20         100.00\n",
       "21         100.00\n",
       "22         100.00\n",
       "23         100.00\n",
       "24      250000.00\n",
       "25         100.00\n",
       "26         100.00\n",
       "27         100.00\n",
       "28          20.00\n",
       "29        1000.00\n",
       "          ...    \n",
       "830       1000.00\n",
       "831        250.00\n",
       "832        250.00\n",
       "833        800.00\n",
       "834        400.00\n",
       "835      14000.00\n",
       "836      35000.00\n",
       "837     120000.00\n",
       "838      45000.00\n",
       "839    1000000.00\n",
       "840     150000.00\n",
       "841     250000.00\n",
       "842     250000.00\n",
       "843     550000.00\n",
       "844     420000.00\n",
       "845    1000000.00\n",
       "846    1970000.00\n",
       "847      30000.00\n",
       "848     550000.00\n",
       "849     420000.00\n",
       "850    1000000.00\n",
       "851    1970000.00\n",
       "852    1403000.00\n",
       "853     500000.00\n",
       "854     200000.00\n",
       "855      97000.00\n",
       "856       4185.00\n",
       "857        817.00\n",
       "858        408.64\n",
       "859        871.00\n",
       "Name: amount, Length: 860, dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.amount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35177017.64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.amount.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Who raised more money? Those who supported the proposition or the other ones?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SUPPORT    762\n",
       "OPPOSE      98\n",
       "Name: committee_position, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.committee_position.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "support = merged[merged.committee_position == 'SUPPORT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "oppose = merged[merged.committee_position == 'OPPOSE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32675806.0"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "support.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2501211.64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oppose.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "raised_sup = support.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "raised_opo = oppose.amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.063990858446507"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raised_sup/raised_opo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So the supporters raised 13x more money than the opositors."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 7: Hello sorting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**sort_values():** Note that returns the DataFrame resorted in ascending order from lowest to highest. That is pandas default way of sorting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>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",
       "    <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>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>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>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>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>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>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>625</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>2016-08-01</td>\n",
       "      <td>FILKINS</td>\n",
       "      <td>MICAIAH</td>\n",
       "      <td>SAN FRANCISCO</td>\n",
       "      <td>CA</td>\n",
       "      <td>94133</td>\n",
       "      <td>APPFRONTIER</td>\n",
       "      <td>OWNER</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>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",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>2083528</td>\n",
       "      <td>2016-08-30</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>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>677</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>2016-07-31</td>\n",
       "      <td>NATHAN</td>\n",
       "      <td>STEPHEN</td>\n",
       "      <td>SANTA MONICA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90402</td>\n",
       "      <td>SQUARECHICKEN MEDIA</td>\n",
       "      <td>PRODUCER</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>130</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>MOLLER</td>\n",
       "      <td>GEOFFREY</td>\n",
       "      <td>ALAMEDA</td>\n",
       "      <td>CA</td>\n",
       "      <td>94501</td>\n",
       "      <td>MICROSOFT</td>\n",
       "      <td>ENGINEER</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</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>2016-08-25</td>\n",
       "      <td>OLS</td>\n",
       "      <td>CATHERINE</td>\n",
       "      <td>LA VERNE</td>\n",
       "      <td>CA</td>\n",
       "      <td>91750</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</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>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>219</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>2016-10-05</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>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</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>2016-08-23</td>\n",
       "      <td>WEISS</td>\n",
       "      <td>RICHARD</td>\n",
       "      <td>OAKLAND</td>\n",
       "      <td>CA</td>\n",
       "      <td>94610</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</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>212</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>2016-10-18</td>\n",
       "      <td>STEIGLEDER</td>\n",
       "      <td>MARC</td>\n",
       "      <td>SANTA MONICA</td>\n",
       "      <td>CA</td>\n",
       "      <td>90404</td>\n",
       "      <td>NONE</td>\n",
       "      <td>HANDYMAN</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</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>SLABAUGH</td>\n",
       "      <td>MARK</td>\n",
       "      <td>FELTON</td>\n",
       "      <td>CA</td>\n",
       "      <td>95018</td>\n",
       "      <td>ORBIT TOOL WORKS</td>\n",
       "      <td>OWNER</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</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>2016-11-08</td>\n",
       "      <td>CHAHINE</td>\n",
       "      <td>MAROUN</td>\n",
       "      <td>IRVINE</td>\n",
       "      <td>CA</td>\n",
       "      <td>92620</td>\n",
       "      <td>NONE</td>\n",
       "      <td>UNEMPLOYED</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</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>2016-11-04</td>\n",
       "      <td>DODSON</td>\n",
       "      <td>DANIEL</td>\n",
       "      <td>WEST HOLLYWOOD</td>\n",
       "      <td>CA</td>\n",
       "      <td>90069</td>\n",
       "      <td>DANIEL DODSON, INTERNET CONSULTANT</td>\n",
       "      <td>INTERNET CONSULTANT</td>\n",
       "      <td>False</td>\n",
       "      <td>25.0</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>250</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>2016-01-28</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>250000.0</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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "<p>860 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          ocd_prop_id  calaccess_prop_id  \\\n",
       "260  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "793  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",
       "227  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "812  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",
       "220  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "101  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "28   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "108  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "625  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "96   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "74   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "119  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "677  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "62   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "130  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "139  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "61   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "149  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "219  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "168  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "397  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "212  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "211  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "228  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "232  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "..                                                ...                ...   \n",
       "250  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "245  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "520  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "312  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "69   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "849  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "844  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "521  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "257  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "44   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "251  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "853  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",
       "843  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "134  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "845  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "78   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",
       "143  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "839  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "254  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "253  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "141  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "852  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",
       "79   ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "142  ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e            1381868   \n",
       "\n",
       "     ccdc_prop_id                                          prop_name  \\\n",
       "260            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "793            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",
       "227            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "812            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "127            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "118            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "220            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "101            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "28             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "108            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "625            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "96             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "74             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "119            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "677            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "62             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "130            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "139            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "61             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "149            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "219            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "168            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "397            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "212            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "211            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "228            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "232            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "..            ...                                                ...   \n",
       "250            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "245            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "520            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "312            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "69             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "849            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "844            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "521            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "257            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "44             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "251            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "853            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "206            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "848            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "843            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "134            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "845            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "78             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "259            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "850            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "143            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "839            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "254            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "253            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "141            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "852            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "846            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "851            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "79             83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "142            83  PROPOSITION 064- MARIJUANA LEGALIZATION. INITI...   \n",
       "\n",
       "     ccdc_committee_id  calaccess_committee_id  \\\n",
       "260                458                 1376077   \n",
       "793                461                 1343793   \n",
       "806                461                 1343793   \n",
       "727                461                 1343793   \n",
       "698                461                 1343793   \n",
       "227                456                 1381808   \n",
       "812                462                 1386560   \n",
       "127                456                 1381808   \n",
       "118                456                 1381808   \n",
       "220                456                 1381808   \n",
       "101                456                 1381808   \n",
       "28                 456                 1381808   \n",
       "108                456                 1381808   \n",
       "625                461                 1343793   \n",
       "96                 456                 1381808   \n",
       "74                 456                 1381808   \n",
       "119                456                 1381808   \n",
       "677                461                 1343793   \n",
       "62                 456                 1381808   \n",
       "130                456                 1381808   \n",
       "139                456                 1381808   \n",
       "61                 456                 1381808   \n",
       "149                456                 1381808   \n",
       "219                456                 1381808   \n",
       "168                456                 1381808   \n",
       "397                461                 1343793   \n",
       "212                456                 1381808   \n",
       "211                456                 1381808   \n",
       "228                456                 1381808   \n",
       "232                456                 1381808   \n",
       "..                 ...                     ...   \n",
       "250                457                 1382525   \n",
       "245                456                 1381808   \n",
       "520                461                 1343793   \n",
       "312                459                 1382568   \n",
       "69                 456                 1381808   \n",
       "849                465                 1385745   \n",
       "844                464                 1385506   \n",
       "521                461                 1343793   \n",
       "257                457                 1382525   \n",
       "44                 456                 1381808   \n",
       "251                457                 1382525   \n",
       "853                465                 1385745   \n",
       "206                456                 1381808   \n",
       "848                465                 1385745   \n",
       "843                464                 1385506   \n",
       "134                456                 1381808   \n",
       "845                464                 1385506   \n",
       "78                 456                 1381808   \n",
       "259                458                 1376077   \n",
       "850                465                 1385745   \n",
       "143                456                 1381808   \n",
       "839                463                 1387789   \n",
       "254                457                 1382525   \n",
       "253                457                 1382525   \n",
       "141                456                 1381808   \n",
       "852                465                 1385745   \n",
       "846                464                 1385506   \n",
       "851                465                 1385745   \n",
       "79                 456                 1381808   \n",
       "142                456                 1381808   \n",
       "\n",
       "                                      committee_name_x committee_position  \\\n",
       "260  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...            SUPPORT   \n",
       "793  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            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",
       "227  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "812         ADULT USE CAMPAIGN FOR PROPOSITION 64; THE            SUPPORT   \n",
       "127  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "118  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",
       "28   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "108  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "625  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "96   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "74   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "119  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "677  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "62   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "130  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "139  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "61   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "149  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "219  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "168  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "397  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "212  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "211  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "228  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "232  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "..                                                 ...                ...   \n",
       "250                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "245  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "520  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "312  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...             OPPOSE   \n",
       "69   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "849       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "844  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "521  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...            SUPPORT   \n",
       "257                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "44   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "251                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "853       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "206  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "848       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "843  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "134  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "845  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "78   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "259  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...            SUPPORT   \n",
       "850       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "143  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "839  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...             OPPOSE   \n",
       "254                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "253                             NEW APPROACH PAC (MPO)            SUPPORT   \n",
       "141  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "852       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "846  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...            SUPPORT   \n",
       "851       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))            SUPPORT   \n",
       "79   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "142  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...            SUPPORT   \n",
       "\n",
       "                                      committee_name_y  calaccess_filing_id  \\\n",
       "260  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...              2082735   \n",
       "793  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2130986   \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",
       "227  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "812         ADULT USE CAMPAIGN FOR PROPOSITION 64; THE              2083796   \n",
       "127  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "118  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "220  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "101  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "28   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "108  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "625  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2083494   \n",
       "96   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "74   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "119  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "677  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2083494   \n",
       "62   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "130  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "139  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "61   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "149  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "219  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "168  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "397  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2063970   \n",
       "212  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "211  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "228  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "232  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "..                                                 ...                  ...   \n",
       "250                             NEW APPROACH PAC (MPO)              2038497   \n",
       "245  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2130956   \n",
       "520  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2063970   \n",
       "312  PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...              2098048   \n",
       "69   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "849       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2057298   \n",
       "844  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2064069   \n",
       "521  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...              2063970   \n",
       "257                             NEW APPROACH PAC (MPO)              2098142   \n",
       "44   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2064423   \n",
       "251                             NEW APPROACH PAC (MPO)              2038497   \n",
       "853       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2096507   \n",
       "206  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2098281   \n",
       "848       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2057298   \n",
       "843  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2064069   \n",
       "134  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "845  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2083608   \n",
       "78   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "259  CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...              1982136   \n",
       "850       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2082414   \n",
       "143  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "839  SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...              2083142   \n",
       "254                             NEW APPROACH PAC (MPO)              2083758   \n",
       "253                             NEW APPROACH PAC (MPO)              2063087   \n",
       "141  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "852       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2096507   \n",
       "846  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...              2083608   \n",
       "851       FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))              2082414   \n",
       "79   YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "142  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...              2083528   \n",
       "\n",
       "    date_received                               contributor_lastname  \\\n",
       "260    2016-08-04           GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS   \n",
       "793    2016-11-02                                           ROBINETT   \n",
       "806    2016-10-26                                            MEDLOCK   \n",
       "727    2016-07-13                                               WOOD   \n",
       "698    2016-07-27                                    SAMIMI-ARDESTAN   \n",
       "227    2016-12-04                                            BROOKES   \n",
       "812    2016-08-10                                    WARREN-SAMARIPA   \n",
       "127    2016-09-06                                           MITCHELL   \n",
       "118    2016-09-09                                              MALMO   \n",
       "220    2016-10-14                                            VOEGTLI   \n",
       "101    2016-08-27                                             HANNAN   \n",
       "28     2016-06-29                                             HANNAN   \n",
       "108    2016-07-07                                             KELSOE   \n",
       "625    2016-08-01                                            FILKINS   \n",
       "96     2016-07-05                                           GOLDBERG   \n",
       "74     2016-08-30                                                COX   \n",
       "119    2016-09-22                                              MALMO   \n",
       "677    2016-07-31                                             NATHAN   \n",
       "62     2016-04-15                                              VIETS   \n",
       "130    2016-09-22                                             MOLLER   \n",
       "139    2016-08-25                                                OLS   \n",
       "61     2016-04-08                                              VIETS   \n",
       "149    2016-08-18                                           SCHAIBLE   \n",
       "219    2016-10-05                                            VOEGTLI   \n",
       "168    2016-08-23                                              WEISS   \n",
       "397    2016-06-17                                           MILLIGAN   \n",
       "212    2016-10-18                                         STEIGLEDER   \n",
       "211    2016-10-13                                           SLABAUGH   \n",
       "228    2016-11-08                                            CHAHINE   \n",
       "232    2016-11-04                                             DODSON   \n",
       "..            ...                                                ...   \n",
       "250    2016-01-28                                             PARKER   \n",
       "245    2016-11-01                                              THIEL   \n",
       "520    2016-05-03  DRUG POLICY ACTION - NON-PROFIT 501C4, YES ON ...   \n",
       "312    2016-09-27                                   SAM ACTION, INC.   \n",
       "69     2016-09-15  CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...   \n",
       "849    2016-05-26                             FUND FOR POLICY REFORM   \n",
       "844    2016-05-26      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "521    2016-05-26  DRUG POLICY ACTION - NON-PROFIT 501C4, YES ON ...   \n",
       "257    2016-10-11                                              LEWIS   \n",
       "44     2016-04-01                             NEW APPROACH PAC (MPO)   \n",
       "251    2016-03-31                                              LEWIS   \n",
       "853    2016-10-19                             FUND FOR POLICY REFORM   \n",
       "206    2016-10-11                             NEW APPROACH PAC (MPO)   \n",
       "848    2016-05-03                             FUND FOR POLICY REFORM   \n",
       "843    2016-05-03      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "134    2016-07-01                             NEW APPROACH PAC (MPO)   \n",
       "845    2016-07-07      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "78     2016-07-07  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...   \n",
       "259    2015-04-16           GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS   \n",
       "850    2016-07-07                             FUND FOR POLICY REFORM   \n",
       "143    2016-09-16                     PARKER AND AFFILIATED ENTITIES   \n",
       "839    2016-07-20                                            SCHAUER   \n",
       "254    2016-07-27                                             PARKER   \n",
       "253    2016-06-30                                      VAN AMERINGEN   \n",
       "141    2016-07-01                     PARKER AND AFFILIATED ENTITIES   \n",
       "852    2016-09-27                             FUND FOR POLICY REFORM   \n",
       "846    2016-09-15      FUND FOR POLICY REFORM (NONPROFIT 501 (C)(4))   \n",
       "851    2016-09-15                             FUND FOR POLICY REFORM   \n",
       "79     2016-09-15  DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...   \n",
       "142    2016-09-15                     PARKER AND AFFILIATED ENTITIES   \n",
       "\n",
       "    contributor_firstname contributor_city contributor_state contributor_zip  \\\n",
       "260                   NaN           IRVINE                CA           92618   \n",
       "793                 PETER    SAN FRANCISCO                CA           94114   \n",
       "806               MARSTON         ALHAMBRA                CA           91801   \n",
       "727                 DAVID          CALGARY                AB          T2P0R3   \n",
       "698            AMIRGHASEM  NORTH VANCOUVER                BC          V7J1V2   \n",
       "227                 ETHAN    PLEASANT HILL                CA           94523   \n",
       "812             STEPHANIE        SAN DIEGO                CA           92116   \n",
       "127                 BRIAN    REDONDO BEACH                CA           90278   \n",
       "118                  JOHN           FRESNO                CA           93737   \n",
       "220                 JERRY      SIMI VALLEY                CA           93065   \n",
       "101                 LARRY          REDDING                CA           96003   \n",
       "28                  LARRY          REDDING                CA           96003   \n",
       "108                  JOHN          DEL MAR                CA           92014   \n",
       "625               MICAIAH    SAN FRANCISCO                CA           94133   \n",
       "96                   RICH        PENNGROVE                CA           94951   \n",
       "74                  KEVIN          ANTIOCH                CA           94509   \n",
       "119                  JOHN           FRESNO                CA           93737   \n",
       "677               STEPHEN     SANTA MONICA                CA           90402   \n",
       "62                    DAN         COLUMBIA                MO           65201   \n",
       "130              GEOFFREY          ALAMEDA                CA           94501   \n",
       "139             CATHERINE         LA VERNE                CA           91750   \n",
       "61                    DAN         COLUMBIA                MO           65201   \n",
       "149               MICHAEL         MOORPARK                CA           93021   \n",
       "219                 JERRY      SIMI VALLEY                CA           93065   \n",
       "168               RICHARD          OAKLAND                CA           94610   \n",
       "397                 BRUCE         BELLEVUE                WA           98005   \n",
       "212                  MARC     SANTA MONICA                CA           90404   \n",
       "211                  MARK           FELTON                CA           95018   \n",
       "228                MAROUN           IRVINE                CA           92620   \n",
       "232                DANIEL   WEST HOLLYWOOD                CA           90069   \n",
       "..                    ...              ...               ...             ...   \n",
       "250                  SEAN        PALO ALTO                CA           94301   \n",
       "245                 PETER    SAN FRANCISCO                CA           94129   \n",
       "520                   NaN       SACRAMENTO                CA           95815   \n",
       "312                   NaN       ALEXANDRIA                VA           22314   \n",
       "69                    NaN       SACRAMENTO                CA           95815   \n",
       "849                   NaN       WILMINGTON                DE           19809   \n",
       "844                   NaN         NEW YORK                NY           10019   \n",
       "521                   NaN       SACRAMENTO                CA           95815   \n",
       "257                DANIEL     CORAL GABLES                FL           33146   \n",
       "44                    NaN       WASHINGTON                DC           20036   \n",
       "251                DANIEL     CORAL GABLES                FL           33146   \n",
       "853                   NaN       WILMINGTON                DE           19809   \n",
       "206                   NaN       WASHINGTON                DC           20036   \n",
       "848                   NaN       WILMINGTON                DE           19809   \n",
       "843                   NaN         NEW YORK                NY           10019   \n",
       "134                   NaN       WASHINGTON                DC           20036   \n",
       "845                   NaN         NEW YORK                NY           10019   \n",
       "78                    NaN       SACRAMENTO                CA           95815   \n",
       "259                   NaN           IRVINE                CA           92618   \n",
       "850                   NaN       WILMINGTON                DE           19809   \n",
       "143                  SEAN        PALO ALTO                CA           94301   \n",
       "839                 JULIE             OAKS                PA           19456   \n",
       "254                  SEAN        PALO ALTO                CA           94301   \n",
       "253                 HENRY         NEW YORK                NY           10011   \n",
       "141                  SEAN        PALO ALTO                CA           94301   \n",
       "852                   NaN       WILMINGTON                DE           19809   \n",
       "846                   NaN         NEW YORK                NY           10019   \n",
       "851                   NaN       WILMINGTON                DE           19809   \n",
       "79                    NaN       SACRAMENTO                CA           95815   \n",
       "142                  SEAN        PALO ALTO                CA           94301   \n",
       "\n",
       "                    contributor_employer   contributor_occupation  \\\n",
       "260                                  NaN                      NaN   \n",
       "793                          APPLE, INC.               PROGRAMMER   \n",
       "806                                  NaN                  RETIRED   \n",
       "727                BORDEN LADNER GERVAIS                 ATTORNEY   \n",
       "698                            MEDIGREEN  CHIEF EXECUTIVE OFFICER   \n",
       "227                     LONZA BIOSCIENCE         SALES CONSULTANT   \n",
       "812            STEPHANIE WARREN SAMARIPA             ENTREPRENEUR   \n",
       "127                              DIRECTV                  MANAGER   \n",
       "118                       NETZER & MALMO                 ATTORNEY   \n",
       "220                                 NONE               UNEMPLOYED   \n",
       "101                                 NONE               UNEMPLOYED   \n",
       "28                                  NONE               UNEMPLOYED   \n",
       "108  UNIVERSITY OF CALIFORNIA, SAN DIEGO                PHYSICIAN   \n",
       "625                          APPFRONTIER                    OWNER   \n",
       "96                                  NONE               UNEMPLOYED   \n",
       "74                                  NONE               UNEMPLOYED   \n",
       "119                       NETZER & MALMO                 ATTORNEY   \n",
       "677                  SQUARECHICKEN MEDIA                 PRODUCER   \n",
       "62             DAN VIETS ATTORNEY AT LAW                 ATTORNEY   \n",
       "130                            MICROSOFT                 ENGINEER   \n",
       "139                                 NONE               UNEMPLOYED   \n",
       "61             DAN VIETS ATTORNEY AT LAW                 ATTORNEY   \n",
       "149                 TORTUGA ADVISERS LLC       INVESTMENT ADVISOR   \n",
       "219                                 NONE               UNEMPLOYED   \n",
       "168                                 NONE               UNEMPLOYED   \n",
       "397          MOBIUS BEVERAGE CORPORATION                  FOUNDER   \n",
       "212                                 NONE                 HANDYMAN   \n",
       "211                     ORBIT TOOL WORKS                    OWNER   \n",
       "228                                 NONE               UNEMPLOYED   \n",
       "232   DANIEL DODSON, INTERNET CONSULTANT      INTERNET CONSULTANT   \n",
       "..                                   ...                      ...   \n",
       "250               SEAN PARKER FOUNDATION                 CHAIRMAN   \n",
       "245                   THIEL CAPITAL, LLC                PRESIDENT   \n",
       "520                                  NaN                      NaN   \n",
       "312                                  NaN                      NaN   \n",
       "69                                   NaN                      NaN   \n",
       "849                                  NaN                      NaN   \n",
       "844                                  NaN                      NaN   \n",
       "521                                  NaN                      NaN   \n",
       "257                              RETIRED                      NaN   \n",
       "44                                   NaN                      NaN   \n",
       "251                                  NaN                  RETIRED   \n",
       "853                                  NaN                      NaN   \n",
       "206                                  NaN                      NaN   \n",
       "848                                  NaN                      NaN   \n",
       "843                                  NaN                      NaN   \n",
       "134                                  NaN                      NaN   \n",
       "845                                  NaN                      NaN   \n",
       "78                                   NaN                      NaN   \n",
       "259                                  NaN                      NaN   \n",
       "850                                  NaN                      NaN   \n",
       "143                                  NaN                      NaN   \n",
       "839                                  NaN                  RETIRED   \n",
       "254               SEAN PARKER FOUNDATION                 CHAIRMAN   \n",
       "253                                  NaN                  RETIRED   \n",
       "141                                  NaN                      NaN   \n",
       "852                                  NaN                      NaN   \n",
       "846                                  NaN                      NaN   \n",
       "851                                  NaN                      NaN   \n",
       "79                                   NaN                      NaN   \n",
       "142                                  NaN                      NaN   \n",
       "\n",
       "     contributor_is_self_employed     amount  \n",
       "260                         False  -150000.0  \n",
       "793                         False     -900.0  \n",
       "806                         False     -100.0  \n",
       "727                         False     -100.0  \n",
       "698                         False     -100.0  \n",
       "227                         False      -50.0  \n",
       "812                         False      -50.0  \n",
       "127                         False       10.0  \n",
       "118                         False       10.0  \n",
       "220                         False       10.0  \n",
       "101                         False       10.0  \n",
       "28                          False       20.0  \n",
       "108                         False       25.0  \n",
       "625                         False       25.0  \n",
       "96                          False       25.0  \n",
       "74                          False       25.0  \n",
       "119                         False       25.0  \n",
       "677                         False       25.0  \n",
       "62                          False       25.0  \n",
       "130                         False       25.0  \n",
       "139                         False       25.0  \n",
       "61                          False       25.0  \n",
       "149                         False       25.0  \n",
       "219                         False       25.0  \n",
       "168                         False       25.0  \n",
       "397                         False       25.0  \n",
       "212                         False       25.0  \n",
       "211                         False       25.0  \n",
       "228                         False       25.0  \n",
       "232                         False       25.0  \n",
       "..                            ...        ...  \n",
       "250                         False   250000.0  \n",
       "245                         False   300000.0  \n",
       "520                         False   300000.0  \n",
       "312                         False   400000.0  \n",
       "69                          False   400000.0  \n",
       "849                         False   420000.0  \n",
       "844                         False   420000.0  \n",
       "521                         False   420000.0  \n",
       "257                         False   500000.0  \n",
       "44                          False   500000.0  \n",
       "251                         False   500000.0  \n",
       "853                         False   500000.0  \n",
       "206                         False   550000.0  \n",
       "848                         False   550000.0  \n",
       "843                         False   550000.0  \n",
       "134                         False   750000.0  \n",
       "845                         False  1000000.0  \n",
       "78                          False  1000000.0  \n",
       "259                         False  1000000.0  \n",
       "850                         False  1000000.0  \n",
       "143                         False  1000000.0  \n",
       "839                         False  1000000.0  \n",
       "254                         False  1000000.0  \n",
       "253                         False  1000000.0  \n",
       "141                         False  1250000.0  \n",
       "852                         False  1403000.0  \n",
       "846                         False  1970000.0  \n",
       "851                         False  1970000.0  \n",
       "79                          False  2000000.0  \n",
       "142                         False  4000000.0  \n",
       "\n",
       "[860 rows x 20 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.sort_values(\"amount\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By putting ascending to false, we are returning it in the descending order, plus head that prints only the first 5 rows, we are seeing the 5 max contributions!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ocd_prop_id</th>\n",
       "      <th>calaccess_prop_id</th>\n",
       "      <th>ccdc_prop_id</th>\n",
       "      <th>prop_name</th>\n",
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       "      <th>contributor_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",
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       "      <th>142</th>\n",
       "      <td>ocd-contest/232cb72c-1b11-4293-b4e2-a181e80d172e</td>\n",
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       "      <td>4000000.0</td>\n",
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       "      <th>79</th>\n",
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       "      <td>DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...</td>\n",
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       "      <td>SACRAMENTO</td>\n",
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       "      <td>95815</td>\n",
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       "      <td>2000000.0</td>\n",
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       "      <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",
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       "      <td>FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))</td>\n",
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       "      <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",
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      "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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\n",
       "    contributor_employer contributor_occupation  contributor_is_self_employed  \\\n",
       "142                  NaN                    NaN                         False   \n",
       "79                   NaN                    NaN                         False   \n",
       "846                  NaN                    NaN                         False   \n",
       "851                  NaN                    NaN                         False   \n",
       "852                  NaN                    NaN                         False   \n",
       "\n",
       "        amount  \n",
       "142  4000000.0  \n",
       "79   2000000.0  \n",
       "846  1970000.0  \n",
       "851  1970000.0  \n",
       "852  1403000.0  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.sort_values(\"amount\", ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>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>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>310</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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</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>2083071</td>\n",
       "      <td>2016-09-12</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>200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</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>2016-07-25</td>\n",
       "      <td>SCHAUER</td>\n",
       "      <td>JULIE</td>\n",
       "      <td>OAKS</td>\n",
       "      <td>CA</td>\n",
       "      <td>19456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RETIRED</td>\n",
       "      <td>False</td>\n",
       "      <td>150000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oppose.sort_values(\"amount\", ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 8: Hello groupby"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Grouping by one field"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you scroll back up and look carefully as the info command we ran after merging out data, you will noticed it includes a column named **committee_name_x** and **commitee_name_y**.\n",
    "\n",
    "That is because the field was present on both our committee list and our contributions list prior to joining them together. Rather than drop one of them, pandas is trained to keep them both and to append suffixes to the end."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That’s the field we want to group with here. Since the two columns are identical, it doesn’t matter which one we pick. Let’s go with x."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "committee_name_x\n",
       "ADULT USE CAMPAIGN FOR PROPOSITION 64; THE                                                                                                                                                              17089.00\n",
       "CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM, SPONSORED BY DRUG POLICY ACTION, YES ON PROP. 64                                                                                                        860470.00\n",
       "CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY GHOST MANAGEMENT GROUP, LLC DBA WEEDMAPS                                                                                                                850000.00\n",
       "DRUG POLICY ACTION - NON PROFIT 501C4, YES ON PROP. 64                                                                                                                                                4470000.00\n",
       "FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))                                                                                                                                                          6140000.00\n",
       "MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64                                                                                                                                                      739200.00\n",
       "MOMS STRONG AGAINST PROP 64                                                                                                                                                                              6281.64\n",
       "NEW APPROACH PAC (MPO)                                                                                                                                                                                3865000.00\n",
       "PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64, SPONSORED AND MAJOR FUNDING BY SAM ACTION, INC. AND CALIFORNIA PUBLIC SAFETY INSTITUTE                                                                 1130930.00\n",
       "SAM ACTION, INC., A COMMITTEE AGAINST PROPOSITION 64 WITH HELP FROM CITIZENS (NONPROFIT 501 (C)(4))                                                                                                   1364000.00\n",
       "YES ON 64, CALIFORNIANS TO CONTROL, REGULATE AND TAX ADULT USE OF MARIJUANA WHILE PROTECTING CHILDREN, SPONSORED BY BUSINESS, PHYSICIANS, ENVIRONMENTAL AND SOCIAL-JUSTICE ADVOCATE ORGANIZATIONS    15734047.00\n",
       "Name: amount, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby(\"committee_name_x\").amount.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>committee_name_x</th>\n",
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       "      <th>0</th>\n",
       "      <td>ADULT USE CAMPAIGN FOR PROPOSITION 64; THE</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
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       "      <th>6</th>\n",
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       "      <th>7</th>\n",
       "      <td>NEW APPROACH PAC (MPO)</td>\n",
       "      <td>3865000.00</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",
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       "    <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>10</th>\n",
       "      <td>YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...</td>\n",
       "      <td>15734047.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     committee_name_x       amount\n",
       "0          ADULT USE CAMPAIGN FOR PROPOSITION 64; THE     17089.00\n",
       "1   CALIFORNIANS FOR RESPONSIBLE MARIJUANA REFORM,...    860470.00\n",
       "2   CALIFORNIANS FOR SENSIBLE REFORM, SPONSORED BY...    850000.00\n",
       "3   DRUG POLICY ACTION - NON PROFIT 501C4, YES ON ...   4470000.00\n",
       "4        FUND FOR POLICY REFORM (NONPROFIT 501(C)(4))   6140000.00\n",
       "5   MARIJUANA POLICY PROJECT OF CALIFORNIA, YES ON 64    739200.00\n",
       "6                         MOMS STRONG AGAINST PROP 64      6281.64\n",
       "7                              NEW APPROACH PAC (MPO)   3865000.00\n",
       "8   PUBLIC AND MENTAL HEALTH ADVOCATES AGAINST 64,...   1130930.00\n",
       "9   SAM ACTION, INC., A COMMITTEE AGAINST PROPOSIT...   1364000.00\n",
       "10  YES ON 64, CALIFORNIANS TO CONTROL, REGULATE A...  15734047.00"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby(\"committee_name_x\").amount.sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                                     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": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby(\"committee_name_x\").amount.sum().reset_index().sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Grouping by multiple fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby([\"contributor_firstname\", \"contributor_lastname\"]).amount.sum().reset_index().sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**NOTE:** You should be noticing that several of the top contributors appear to be the same person with their name entered in slightly different ways. This is another important lesson of campaign contributions data. Virtually none of the data is standardized by the campaigns or the government. The onus is on the analyst to show caution and responsibly combine records where the name fields refer to the same person."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To find out if each contributor supported or opposed the measure, you simple add that field to our groupby method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contributor_firstname</th>\n",
       "      <th>contributor_lastname</th>\n",
       "      <th>committee_position</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER AND AFFILIATED ENTITIES</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>7250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>SEAN</td>\n",
       "      <td>PARKER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>JULIE</td>\n",
       "      <td>SCHAUER</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>1364000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>DANIEL</td>\n",
       "      <td>LEWIS</td>\n",
       "      <td>SUPPORT</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>SUPPORT</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>NICHOLAS</td>\n",
       "      <td>PRITZKER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>PETER</td>\n",
       "      <td>THIEL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>ROGER</td>\n",
       "      <td>JENKINS</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>75000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ANGELA</td>\n",
       "      <td>HOWARD</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>65000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>LAWRENCE</td>\n",
       "      <td>HESS</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>30000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>JASON</td>\n",
       "      <td>POST</td>\n",
       "      <td>SUPPORT</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>SUPPORT</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>SUPPORT</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>JEREMY</td>\n",
       "      <td>ZACHARY</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>7500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>ROBERT</td>\n",
       "      <td>ADAMS</td>\n",
       "      <td>OPPOSE</td>\n",
       "      <td>6500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>LAURIE</td>\n",
       "      <td>BENENSON</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>CAMILLA</td>\n",
       "      <td>FIELD</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>MICHAEL</td>\n",
       "      <td>DEAN</td>\n",
       "      <td>OPPOSE</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>SUPPORT</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>SUPPORT</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>TERRY</td>\n",
       "      <td>TURNER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>3664.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>KHURSHID</td>\n",
       "      <td>KHOJA</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>3300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>JULI</td>\n",
       "      <td>CROCKETT</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>3000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>DOUG</td>\n",
       "      <td>LANPHERE</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>2920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>CHARLES</td>\n",
       "      <td>ROVEN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>EMILY</td>\n",
       "      <td>PAXHIA</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>PATRICK</td>\n",
       "      <td>MCMANAMON</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>STEVEN</td>\n",
       "      <td>PERSKY</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>MICHAEL</td>\n",
       "      <td>STEINMETZ</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>MICHAEL</td>\n",
       "      <td>KLEIN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>2500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>CHARLES</td>\n",
       "      <td>LOVE</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>GRETCHEN</td>\n",
       "      <td>BERGMAN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>MICHELLE</td>\n",
       "      <td>WOLFF</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>MICHELLE</td>\n",
       "      <td>SEXTON</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>GREG</td>\n",
       "      <td>SMITH</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>MIKE</td>\n",
       "      <td>BARNETT</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>WENDY</td>\n",
       "      <td>COLTON</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>ETHAN</td>\n",
       "      <td>BROOKES</td>\n",
       "      <td>SUPPORT</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>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>ROGER</td>\n",
       "      <td>TOWER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>SKIP</td>\n",
       "      <td>ROACHE</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>LJUBOMIR</td>\n",
       "      <td>BUTUROVIC</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>PETER</td>\n",
       "      <td>KIRSCH</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>LEONARD</td>\n",
       "      <td>KAUFMANN</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>DANA</td>\n",
       "      <td>HIRSCH</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>DANIEL</td>\n",
       "      <td>DODSON</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>DAVID</td>\n",
       "      <td>MURRAY</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>JOSH</td>\n",
       "      <td>KLEYMEYER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>BRIAN</td>\n",
       "      <td>MITCHELL</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>WAYNE</td>\n",
       "      <td>SCHERER</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>ROBERT</td>\n",
       "      <td>LOCKART</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>GEORGE</td>\n",
       "      <td>OKEEFE</td>\n",
       "      <td>SUPPORT</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>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>MARK</td>\n",
       "      <td>SLABAUGH</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>WILLIAM</td>\n",
       "      <td>SANTSCHI</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>RICH</td>\n",
       "      <td>GOLDBERG</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>MARSTON</td>\n",
       "      <td>MEDLOCK</td>\n",
       "      <td>SUPPORT</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>SUPPORT</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>SUPPORT</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>DAVID</td>\n",
       "      <td>WOOD</td>\n",
       "      <td>SUPPORT</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>549 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    contributor_firstname            contributor_lastname committee_position  \\\n",
       "483                  SEAN  PARKER AND AFFILIATED ENTITIES            SUPPORT   \n",
       "482                  SEAN                          PARKER            SUPPORT   \n",
       "281                 JULIE                         SCHAUER             OPPOSE   \n",
       "108                DANIEL                           LEWIS            SUPPORT   \n",
       "194                 HENRY                   VAN AMERINGEN            SUPPORT   \n",
       "405              NICHOLAS                        PRITZKER            SUPPORT   \n",
       "421                 PETER                           THIEL            SUPPORT   \n",
       "456                 ROGER                         JENKINS            SUPPORT   \n",
       "23                 ANGELA                          HOWARD            SUPPORT   \n",
       "322              LAWRENCE                            HESS            SUPPORT   \n",
       "221                 JASON                            POST            SUPPORT   \n",
       "460              ROGER B.                         MCNAMEE            SUPPORT   \n",
       "548           ZACHARY PYM                        WILLIAMS            SUPPORT   \n",
       "239                JEREMY                         ZACHARY            SUPPORT   \n",
       "440                ROBERT                           ADAMS             OPPOSE   \n",
       "320                LAURIE                        BENENSON            SUPPORT   \n",
       "63                CAMILLA                           FIELD            SUPPORT   \n",
       "375               MICHAEL                            DEAN             OPPOSE   \n",
       "361            MARY QUINN                         DELANEY            SUPPORT   \n",
       "488             SHARON K.                        CHRISTIE            SUPPORT   \n",
       "515                 TERRY                          TURNER            SUPPORT   \n",
       "301              KHURSHID                           KHOJA            SUPPORT   \n",
       "277                  JULI                        CROCKETT            SUPPORT   \n",
       "149                  DOUG                        LANPHERE            SUPPORT   \n",
       "76                CHARLES                           ROVEN            SUPPORT   \n",
       "158                 EMILY                          PAXHIA            SUPPORT   \n",
       "414               PATRICK                       MCMANAMON            SUPPORT   \n",
       "507                STEVEN                          PERSKY            SUPPORT   \n",
       "382               MICHAEL                       STEINMETZ            SUPPORT   \n",
       "377               MICHAEL                           KLEIN            SUPPORT   \n",
       "..                    ...                             ...                ...   \n",
       "75                CHARLES                            LOVE            SUPPORT   \n",
       "191              GRETCHEN                         BERGMAN            SUPPORT   \n",
       "387              MICHELLE                           WOLFF            SUPPORT   \n",
       "385              MICHELLE                          SEXTON            SUPPORT   \n",
       "189                  GREG                           SMITH            SUPPORT   \n",
       "389                  MIKE                         BARNETT            SUPPORT   \n",
       "534                 WENDY                          COLTON            SUPPORT   \n",
       "168                 ETHAN                         BROOKES            SUPPORT   \n",
       "85           CHRISTINE A.                          PORTER            SUPPORT   \n",
       "459                 ROGER                           TOWER            SUPPORT   \n",
       "492                  SKIP                          ROACHE            SUPPORT   \n",
       "335              LJUBOMIR                       BUTUROVIC            SUPPORT   \n",
       "418                 PETER                          KIRSCH            SUPPORT   \n",
       "326               LEONARD                        KAUFMANN            SUPPORT   \n",
       "104                  DANA                          HIRSCH            SUPPORT   \n",
       "105                DANIEL                          DODSON            SUPPORT   \n",
       "125                 DAVID                          MURRAY            SUPPORT   \n",
       "272                  JOSH                       KLEYMEYER            SUPPORT   \n",
       "51                  BRIAN                        MITCHELL            SUPPORT   \n",
       "533                 WAYNE                         SCHERER            SUPPORT   \n",
       "448                ROBERT                         LOCKART            SUPPORT   \n",
       "185                GEORGE                          OKEEFE            SUPPORT   \n",
       "510               SUE ANN                           LORIG            SUPPORT   \n",
       "355                  MARK                        SLABAUGH            SUPPORT   \n",
       "540               WILLIAM                        SANTSCHI            SUPPORT   \n",
       "430                  RICH                        GOLDBERG            SUPPORT   \n",
       "358               MARSTON                         MEDLOCK            SUPPORT   \n",
       "497             STEPHANIE                 WARREN-SAMARIPA            SUPPORT   \n",
       "16             AMIRGHASEM                 SAMIMI-ARDESTAN            SUPPORT   \n",
       "136                 DAVID                            WOOD            SUPPORT   \n",
       "\n",
       "        amount  \n",
       "483  7250000.0  \n",
       "482  1500000.0  \n",
       "281  1364000.0  \n",
       "108  1250000.0  \n",
       "194  1000000.0  \n",
       "405   900000.0  \n",
       "421   300000.0  \n",
       "456    75000.0  \n",
       "23     65000.0  \n",
       "322    30000.0  \n",
       "221    10000.0  \n",
       "460    10000.0  \n",
       "548    10000.0  \n",
       "239     7500.0  \n",
       "440     6500.0  \n",
       "320     5000.0  \n",
       "63      5000.0  \n",
       "375     5000.0  \n",
       "361     5000.0  \n",
       "488     5000.0  \n",
       "515     3664.0  \n",
       "301     3300.0  \n",
       "277     3000.0  \n",
       "149     2920.0  \n",
       "76      2500.0  \n",
       "158     2500.0  \n",
       "414     2500.0  \n",
       "507     2500.0  \n",
       "382     2500.0  \n",
       "377     2500.0  \n",
       "..         ...  \n",
       "75       100.0  \n",
       "191       84.0  \n",
       "387       84.0  \n",
       "385       84.0  \n",
       "189       75.0  \n",
       "389       50.0  \n",
       "534       50.0  \n",
       "168       50.0  \n",
       "85        50.0  \n",
       "459       50.0  \n",
       "492       50.0  \n",
       "335       50.0  \n",
       "418       50.0  \n",
       "326       50.0  \n",
       "104       50.0  \n",
       "105       50.0  \n",
       "125       50.0  \n",
       "272       42.0  \n",
       "51        35.0  \n",
       "533       30.0  \n",
       "448       25.0  \n",
       "185       25.0  \n",
       "510       25.0  \n",
       "355       25.0  \n",
       "540       25.0  \n",
       "430       25.0  \n",
       "358        0.0  \n",
       "497        0.0  \n",
       "16         0.0  \n",
       "136        0.0  \n",
       "\n",
       "[549 rows x 4 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby([\"contributor_firstname\", \"contributor_lastname\", \"committee_position\"]).amount.sum().reset_index().sort_values(\"amount\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 9: Hello git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "My first commit on git\n"
     ]
    }
   ],
   "source": [
    "print(\"My first commit on git\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dont forget the sequence:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### git status\n",
    "#### git add First_Python_Notebook.ipynb\n",
    "#### git status\n",
    "#### git commit -m \"Adder Chapter 9: Hello git\"\n",
    "#### git status"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 10: Hello Github"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "My first commit on Github\n"
     ]
    }
   ],
   "source": [
    "print(\"My first commit on Github\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dont forget the sequence:\n",
    "\n",
    "#### create a new repository on github and get the link to access it\n",
    "#### git remote add origin https://github.com/cesarpgouveia/first-python-notebook.git\n",
    "#### git push origin master"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Credits to: http://www.firstpythonnotebook.org/index.html\n"
     ]
    }
   ],
   "source": [
    "print(\"Credits to: http://www.firstpythonnotebook.org/index.html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 11: Hello charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "prop = props[props.prop_name == 'PROPOSITION 064- MARIJUANA LEGALIZATION. INITIATIVE STATUTE.']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Jupyter/IPython Notebooks: Shortcut for “run all”?**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the latest jupyter notebook, (version 5) you can go to the 'help' tab in the top of the notebook and then select the option 'edit keyboard shortcuts' and add in your own customized shortcut for the 'run all' function.\n",
    "\n",
    "https://stackoverflow.com/questions/33143753/jupyter-ipython-notebooks-shortcut-for-run-all\n",
    "\n",
    "run all -> Ctrl-A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xc1532b0>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.amount.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbe960b8>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.amount.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xc5fa240>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_supporters.head(5).amount.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'PARKER AND AFFILIATED ENTITIES'),\n",
       " Text(0,0,'PARKER'),\n",
       " Text(0,0,'LEWIS'),\n",
       " Text(0,0,'VAN AMERINGEN'),\n",
       " Text(0,0,'PRITZKER')]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart = top_supporters.head(5).amount.plot.barh()\n",
    "chart.set_yticklabels(top_supporters.contributor_lastname)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "what if I want to combine the first and last name? We have the data we need in two separate columns, which we can put together simply by inventing a new field on our data frame and, just like a variable, setting it equal to a combination of the other fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_supporters['contributor_fullname'] = top_supporters.contributor_firstname + \" \" + top_supporters.contributor_lastname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'SEAN PARKER AND AFFILIATED ENTITIES'),\n",
       " Text(0,0,'SEAN PARKER'),\n",
       " Text(0,0,'DANIEL LEWIS'),\n",
       " Text(0,0,'HENRY VAN AMERINGEN'),\n",
       " Text(0,0,'NICHOLAS PRITZKER')]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chart = top_supporters.head(5).amount.plot.barh()\n",
    "chart.set_yticklabels(top_supporters.contributor_fullname)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That’s all well and good, but this chart is still pretty ugly. If you wanted to hand this data off to your graphics department, or try your hand at a simple chart yourself using something like Chartbuilder, you’d need to export this data into a spreadsheet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_supporters.head(5).to_csv(\"top_supporters.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 12: Hello cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You’ve probably noticed that top two supporters are the same person, Sean Parker. However, due to variations in how the contributor_lastname and contributor_firstname fields were filled out on the disclosure forms his contributions were not combined during our earlier grouping.\n",
    "\n",
    "A common approach to correcting this issue is to create a new column where the cleaned up version of names are stored alongside the raw values from the public data. If two rows with different raw names are given an identical name in the clean column, that field can then be used to group the data and aggregate their contributions together.\n",
    "\n",
    "In this introductory lesson we’re going to take a simplified approach that will also teach you a valuable skill: How to use panda’s apply method to generate a new column.\n",
    "\n",
    "If that row’s name field starts with the phrase SEAN PARKER we’re going to return a common clean name that all Sean Parker rows can share. If it doesn’t, we’re just going to return the raw name value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "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": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "444            SEAN PARKER\n",
       "443            SEAN PARKER\n",
       "102           DANIEL LEWIS\n",
       "180    HENRY VAN AMERINGEN\n",
       "374      NICHOLAS PRITZKER\n",
       "390            PETER THIEL\n",
       "421          ROGER JENKINS\n",
       "22           ANGELA HOWARD\n",
       "297          LAWRENCE HESS\n",
       "425       ROGER B. MCNAMEE\n",
       "dtype: object"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.apply(combine_names, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_supporters['contributor_cleanname'] = top_supporters.apply(combine_names, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_supporters.groupby(\n",
    "    \"contributor_cleanname\"\n",
    ").amount.sum().reset_index().sort_values(\"amount\", ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Here you can check about the author of this class, the class itself and the data used:\n",
    "\n",
    "http://www.firstpythonnotebook.org/about/index.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 13: Hello tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "hello = tf.constant('Hello, TensorFlow!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess = tf.Session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello, TensorFlow!\n"
     ]
    }
   ],
   "source": [
    "print(sess.run(hello))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Install tensorflow with native pip, so that you can import tensorflow directly in your jupyter notebook. If you install with anaconda you will have to reinstall jupyter notebook in the tensorflow environment.\n",
    "\n",
    "More on: https://stackoverflow.com/questions/37061089/trouble-with-tensorflow-in-jupyter-notebook"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
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 },
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