notebooks/daily_donors.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import fecfile\n",
    "import pandas as pd\n",
    "import os\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "from dateutil.parser import parse\n",
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time the notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = datetime.datetime.now()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set some viewing options"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_colwidth', 200)\n",
    "pd.set_option('display.max_columns', 40)\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read dataframe of filings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>committee_id</th>\n",
       "      <th>candidate_name</th>\n",
       "      <th>filing_id</th>\n",
       "      <th>cycle</th>\n",
       "      <th>form_type</th>\n",
       "      <th>date_filed</th>\n",
       "      <th>date_coverage_to</th>\n",
       "      <th>date_coverage_from</th>\n",
       "      <th>report_title</th>\n",
       "      <th>report_period</th>\n",
       "      <th>fec_uri</th>\n",
       "      <th>paper</th>\n",
       "      <th>amended</th>\n",
       "      <th>amended_uri</th>\n",
       "      <th>is_amendment</th>\n",
       "      <th>original_filing</th>\n",
       "      <th>original_uri</th>\n",
       "      <th>committee_type</th>\n",
       "      <th>contributions_total</th>\n",
       "      <th>cash_on_hand</th>\n",
       "      <th>disbursements_total</th>\n",
       "      <th>receipts_total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C00695510</td>\n",
       "      <td>Cory Booker</td>\n",
       "      <td>1341109</td>\n",
       "      <td>2020</td>\n",
       "      <td>F3</td>\n",
       "      <td>2019-07-15</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>JUL QUARTERLY</td>\n",
       "      <td>Q2</td>\n",
       "      <td>http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1341109/</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>P</td>\n",
       "      <td>4542477.41</td>\n",
       "      <td>5360505.51</td>\n",
       "      <td>5317915.17</td>\n",
       "      <td>4547410.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C00695510</td>\n",
       "      <td>Cory Booker</td>\n",
       "      <td>1325860</td>\n",
       "      <td>2020</td>\n",
       "      <td>F1</td>\n",
       "      <td>2019-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>STATEMENT OF ORGANIZATION</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1325860/</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510//</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C00695510</td>\n",
       "      <td>Cory Booker</td>\n",
       "      <td>1326465</td>\n",
       "      <td>2020</td>\n",
       "      <td>F3</td>\n",
       "      <td>2019-04-15</td>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>APR QUARTERLY</td>\n",
       "      <td>Q1</td>\n",
       "      <td>http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1326465/</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>P</td>\n",
       "      <td>5103710.09</td>\n",
       "      <td>6131010.43</td>\n",
       "      <td>1792193.85</td>\n",
       "      <td>7923204.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C00695510</td>\n",
       "      <td>Cory Booker</td>\n",
       "      <td>1313332</td>\n",
       "      <td>2020</td>\n",
       "      <td>F1</td>\n",
       "      <td>2019-02-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>STATEMENT OF ORGANIZATION</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1313332/</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510//</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C00694455</td>\n",
       "      <td>Kamala Harris</td>\n",
       "      <td>1341232</td>\n",
       "      <td>2020</td>\n",
       "      <td>F3</td>\n",
       "      <td>2019-07-15</td>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>JUL QUARTERLY</td>\n",
       "      <td>Q2</td>\n",
       "      <td>http://docquery.fec.gov/cgi-bin/dcdev/forms/C00694455/1341232/</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>P</td>\n",
       "      <td>11836329.07</td>\n",
       "      <td>13272360.17</td>\n",
       "      <td>7533161.40</td>\n",
       "      <td>11847396.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  committee_id candidate_name  filing_id  cycle form_type  date_filed  \\\n",
       "0    C00695510    Cory Booker    1341109   2020        F3  2019-07-15   \n",
       "1    C00695510    Cory Booker    1325860   2020        F1  2019-04-15   \n",
       "2    C00695510    Cory Booker    1326465   2020        F3  2019-04-15   \n",
       "3    C00695510    Cory Booker    1313332   2020        F1  2019-02-01   \n",
       "4    C00694455  Kamala Harris    1341232   2020        F3  2019-07-15   \n",
       "\n",
       "  date_coverage_to date_coverage_from               report_title  \\\n",
       "0       2019-06-30         2019-04-01              JUL QUARTERLY   \n",
       "1              NaN                NaN  STATEMENT OF ORGANIZATION   \n",
       "2       2019-03-31         2019-01-01              APR QUARTERLY   \n",
       "3              NaN                NaN  STATEMENT OF ORGANIZATION   \n",
       "4       2019-06-30         2019-04-01              JUL QUARTERLY   \n",
       "\n",
       "  report_period  \\\n",
       "0            Q2   \n",
       "1           NaN   \n",
       "2            Q1   \n",
       "3           NaN   \n",
       "4            Q2   \n",
       "\n",
       "                                                          fec_uri  paper  \\\n",
       "0  http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1341109/  False   \n",
       "1  http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1325860/  False   \n",
       "2  http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1326465/  False   \n",
       "3  http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510/1313332/  False   \n",
       "4  http://docquery.fec.gov/cgi-bin/dcdev/forms/C00694455/1341232/  False   \n",
       "\n",
       "   amended amended_uri is_amendment  original_filing  \\\n",
       "0    False         NaN          NaN              NaN   \n",
       "1    False         NaN         True              NaN   \n",
       "2    False         NaN          NaN              NaN   \n",
       "3    False         NaN         True              NaN   \n",
       "4    False         NaN          NaN              NaN   \n",
       "\n",
       "                                              original_uri committee_type  \\\n",
       "0                                                      NaN              P   \n",
       "1  http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510//              P   \n",
       "2                                                      NaN              P   \n",
       "3  http://docquery.fec.gov/cgi-bin/dcdev/forms/C00695510//              P   \n",
       "4                                                      NaN              P   \n",
       "\n",
       "   contributions_total  cash_on_hand  disbursements_total  receipts_total  \n",
       "0           4542477.41    5360505.51           5317915.17      4547410.25  \n",
       "1                  NaN           NaN                  NaN             NaN  \n",
       "2           5103710.09    6131010.43           1792193.85      7923204.28  \n",
       "3                  NaN           NaN                  NaN             NaN  \n",
       "4          11836329.07   13272360.17           7533161.40     11847396.75  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filings = (\n",
    "    pd.read_csv(\"../data/filings.csv\")\n",
    ")\n",
    "\n",
    "filings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Cory Booker\n",
       "1      Cory Booker\n",
       "2      Cory Booker\n",
       "3      Cory Booker\n",
       "4    Kamala Harris\n",
       "Name: candidate_name, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filings['candidate_name'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get only the quarterlies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "quarterlies = (\n",
    "    filings\n",
    "    # get quarters\n",
    "    .loc[\n",
    "        lambda x: x['report_period'].str.contains(\"Q\", na=False)\n",
    "    ]\n",
    "    # remove filings that have been superceded by subsequent filings\n",
    "    .loc[\n",
    "        lambda x: x['amended'] == False\n",
    "    ]\n",
    "    .sort_values(['candidate_name', 'report_period'])\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parse all the fec files with the filing list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### But first, more convenience functions.."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This function, when given a filing ID, returns only the contributions from individual donors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_contributions(filing_id):\n",
    "    filing = fecfile.from_file(f\"../data/filings/{filing_id}.fec\")\n",
    "    meta = filing['filing']\n",
    "    \n",
    "    # get only schedule A\n",
    "    schedule_a = pd.DataFrame(filing[\"itemizations\"][\"Schedule A\"])\n",
    "    \n",
    "    # remove time zone\n",
    "    schedule_a[\"contribution_date\"] = schedule_a[\"contribution_date\"].dt.tz_localize(None)\n",
    "    \n",
    "    return (\n",
    "        schedule_a\n",
    "        \n",
    "        # Extract only individual contributions\n",
    "        .loc[lambda df: df[\"entity_type\"] == \"IND\"]\n",
    "        \n",
    "        # Remove memo lines\n",
    "        .loc[lambda df: df[\"memo_code\"] == \"\"]\n",
    "        \n",
    "        .assign(\n",
    "            filing_id = int(filing_id),\n",
    "            \n",
    "        )\n",
    "        # filter schedule A\n",
    "        [[\n",
    "            \"entity_type\",\n",
    "            \"filer_committee_id_number\",\n",
    "            \"filing_id\",\n",
    "            \"transaction_id\",\n",
    "            \"contribution_date\",\n",
    "            \"contribution_amount\",\n",
    "            \"contribution_aggregate\",\n",
    "            \"contributor_organization_name\",\n",
    "            \"contributor_first_name\",\n",
    "            \"contributor_last_name\",\n",
    "            \"contributor_zip_code\",\n",
    "            \"contributor_state\"\n",
    "        ]]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a unique ID out of first name, last name and 5-digit ZIP code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_donor_ids(df):\n",
    "    return (\n",
    "        df\n",
    "        .assign(\n",
    "            donor_id = lambda df: (\n",
    "                df\n",
    "                .assign(\n",
    "                    zip5 = lambda df: (\n",
    "                        df[\"contributor_zip_code\"]\n",
    "                        .fillna(\"-----\")\n",
    "                        .str.slice(0, 5)\n",
    "                    )\n",
    "                )\n",
    "                [[\n",
    "                    \"contributor_first_name\",\n",
    "                    \"contributor_last_name\",\n",
    "                    \"zip5\",\n",
    "                ]]\n",
    "                .apply(lambda x: (\n",
    "                    x\n",
    "                    .fillna(\"\")\n",
    "                    .astype(str)\n",
    "                    # Remove periods, commas, extra whitespace\n",
    "                    .str.replace(r\"[\\.,\\s]+\", \" \")\n",
    "                    .str.strip()\n",
    "                    # Convert everything to upper-case\n",
    "                    .str.upper()\n",
    "                ))\n",
    "                .apply(\"|\".join, axis = 1)\n",
    "            )\n",
    "        )\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# takes concatenated contribution dataframe and merges with metadata\n",
    "def get_metadata(contributions):\n",
    "    candidate_filings = (\n",
    "        filings\n",
    "        [[\"filing_id\",\n",
    "        \"candidate_name\",\n",
    "        \"date_filed\",\n",
    "        \"date_coverage_to\",\n",
    "        \"date_coverage_from\",\n",
    "        \"report_title\",\n",
    "        \"report_period\"]]\n",
    "    )\n",
    "    \n",
    "    return (\n",
    "        contributions\n",
    "        .merge(\n",
    "            candidate_filings,\n",
    "            on = \"filing_id\",\n",
    "            how = \"left\"\n",
    "        )\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Concatenate all the filings data into one big DataFrame, and get individual contributions only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_indiv = (\n",
    "    pd\n",
    "    .concat(\n",
    "        [ extract_contributions(e) for  e in quarterlies['filing_id'].tolist() ]\n",
    "    )\n",
    "    .pipe( get_metadata )\n",
    "    .pipe( make_donor_ids )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove the donors who have given $200 or less, or have been refunded to that level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>candidate_name</th>\n",
       "      <th>donor_id</th>\n",
       "      <th>latest_contribution_aggregate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>127069</th>\n",
       "      <td>John Hickenlooper</td>\n",
       "      <td>JOHN|HICKENLOOPER|80202</td>\n",
       "      <td>32800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119800</th>\n",
       "      <td>Joe Biden</td>\n",
       "      <td>LARRY|ROCKEFELLER|10154</td>\n",
       "      <td>16800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138576</th>\n",
       "      <td>Kamala Harris</td>\n",
       "      <td>KAYE|FOSTER|94403</td>\n",
       "      <td>14000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           candidate_name                 donor_id  \\\n",
       "127069  John Hickenlooper  JOHN|HICKENLOOPER|80202   \n",
       "119800          Joe Biden  LARRY|ROCKEFELLER|10154   \n",
       "138576      Kamala Harris        KAYE|FOSTER|94403   \n",
       "\n",
       "        latest_contribution_aggregate  \n",
       "127069                        32800.0  \n",
       "119800                        16800.0  \n",
       "138576                        14000.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# First build a frame of latest contributions\n",
    "latest_contribs = (\n",
    "    all_indiv\n",
    "    .sort_values('contribution_date')\n",
    "    .groupby([ 'candidate_name', 'donor_id'])\n",
    "    .pipe(lambda grp: pd.DataFrame({\n",
    "        \"latest_contribution_aggregate\": grp[\"contribution_aggregate\"].last(),\n",
    "        })\n",
    "    )\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "latest_contribs.sort_values(\n",
    "    'latest_contribution_aggregate',\n",
    "    ascending = False\n",
    ").head(3)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get list of individual contributions from individuals who have given more than $200, the official itemization threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold_indiv = (\n",
    "    all_indiv\n",
    "    .merge(\n",
    "        latest_contribs,\n",
    "        on = ['donor_id', 'candidate_name'],\n",
    "        how= \"left\"\n",
    "    )\n",
    "    .loc[\n",
    "        lambda x: x[\"latest_contribution_aggregate\"] > 200\n",
    "    ]\n",
    "    .loc[\n",
    "        lambda x: x[\"contribution_amount\"] > 0\n",
    "    ]\n",
    "    .sort_values('latest_contribution_aggregate', ascending = False)\n",
    "\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Donation timing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many donations per day did the candidates get over all months?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Bernie Sanders',\n",
       " 'Pete Buttigieg',\n",
       " 'Elizabeth Warren',\n",
       " 'Kamala Harris',\n",
       " 'Joe Biden',\n",
       " 'Donald Trump',\n",
       " \"Beto O'Rourke\",\n",
       " 'Cory Booker',\n",
       " 'Amy Klobuchar',\n",
       " 'Jay Inslee',\n",
       " 'Kirsten Gillibrand',\n",
       " 'Andrew Yang',\n",
       " 'John Hickenlooper',\n",
       " 'Tulsi Gabbard',\n",
       " 'Marianne Williamson',\n",
       " 'Julián Castro',\n",
       " 'Michael Bennet',\n",
       " 'Steve Bullock',\n",
       " 'Seth Moulton',\n",
       " 'John Delaney',\n",
       " 'Eric Swalwell',\n",
       " 'Bill de Blasio',\n",
       " 'Tim Ryan',\n",
       " 'Wayne Messam',\n",
       " 'Mike Gravel']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get list of candidates in descending order by distinct donors\n",
    "candidates = (\n",
    "    threshold_indiv\n",
    "    .groupby('candidate_name')\n",
    "    ['donor_id']\n",
    "    .nunique()\n",
    "    .reset_index()\n",
    "    .sort_values('donor_id', ascending = False)\n",
    "    ['candidate_name']\n",
    "    .tolist()\n",
    ")\n",
    "\n",
    "candidates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique donors per day, 1/1/2019 through 6/30/2019\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x5040 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Number of unique donors per day, 1/1/2019 through 6/30/2019\")\n",
    "\n",
    "# Set up small multiples\n",
    "fig, axes = plt.subplots( \n",
    "    nrows = len(candidates), \n",
    "    ncols = 1, \n",
    "    figsize = (9, 2.8 * len(candidates)),     \n",
    "    sharey = True,\n",
    ")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "# Make sure there is enough veritcal room between plots\n",
    "plt.subplots_adjust(hspace = 0.5)\n",
    "\n",
    "# For each candidate plot their yearly \n",
    "for idx, each in enumerate(candidates):\n",
    "    ax = axes[idx]\n",
    "    \n",
    "    ax = (\n",
    "        threshold_indiv\n",
    "        .loc[\n",
    "            lambda x: threshold_indiv['candidate_name'] == each\n",
    "        ]\n",
    "        .set_index('contribution_date')\n",
    "        .groupby(\n",
    "            pd.Grouper(\n",
    "                freq = 'D'\n",
    "            )\n",
    "        )['donor_id']\n",
    "        .nunique()\n",
    "        .plot(\n",
    "        ax = ax,\n",
    "        title = each\n",
    "        )\n",
    "    )\n",
    "    \n",
    "    tick_spacing = 1000\n",
    "\n",
    "    ax.yaxis.set_major_locator(\n",
    "        ticker.MultipleLocator(tick_spacing)\n",
    "    )\n",
    "    \n",
    "    ax.yaxis.grid(which = \"major\", linestyle = \":\")\n",
    "    \n",
    "    # One year limit\n",
    "    ax.set_xlim(\n",
    "        [datetime.datetime(2019,1,1), datetime.datetime(2019,6,30)])\n",
    "    \n",
    "    # Remove x labels for all but last plot\n",
    "    if idx != (len(candidates) - 1):\n",
    "        ax.set_xlabel(\"\")\n",
    "        \n",
    "fig.savefig(\"../output/donors_per_day.png\", dpi = 180)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View just one candidate's daily donation history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def donor_history(candidate_name = \"Bernie Sanders\"):\n",
    "    res = (\n",
    "        threshold_indiv\n",
    "        .loc[\n",
    "            lambda x: (x[\"contribution_date\"].dt.year == 2019) & (x[\"contribution_date\"].dt.month < 7 ) \n",
    "        ]\n",
    "        .loc[\n",
    "            lambda x: threshold_indiv['candidate_name'] == candidate_name\n",
    "        ]\n",
    "        .set_index('contribution_date')\n",
    "        .groupby(\n",
    "            pd.Grouper(\n",
    "                freq = 'D'\n",
    "            )\n",
    "        )\n",
    "        ['donor_id']\n",
    "        .nunique()\n",
    "        .reset_index()\n",
    "        .rename(columns = {\"donor_id\": \"donors\"})\n",
    "    )\n",
    " \n",
    "    \n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>contribution_date</th>\n",
       "      <th>donors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-02-01</td>\n",
       "      <td>395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-02-02</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-02-03</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-02-04</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-02-05</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019-02-06</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019-02-07</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2019-02-08</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-02-09</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-02-10</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-02-11</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-02-12</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-02-14</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-02-15</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-02-16</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019-02-17</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019-02-19</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019-02-20</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019-02-21</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019-02-22</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019-02-23</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019-02-24</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2019-02-25</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2019-02-27</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2019-03-01</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2019-03-02</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2019-03-03</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2019-03-04</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2019-03-06</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2019-03-07</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2019-03-09</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2019-03-10</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2019-03-11</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2019-03-12</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2019-03-13</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2019-03-14</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2019-03-15</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2019-03-16</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2019-03-17</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2019-03-18</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2019-03-19</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2019-03-20</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2019-03-21</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2019-03-22</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2019-03-23</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2019-03-24</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2019-03-25</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2019-03-26</td>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2019-03-28</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2019-03-29</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2019-03-30</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2019-03-31</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2019-04-02</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2019-04-04</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2019-04-05</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2019-04-06</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2019-04-07</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2019-04-09</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2019-04-11</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2019-04-12</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2019-04-13</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2019-04-14</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2019-04-15</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2019-04-16</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2019-04-17</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2019-04-18</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2019-04-19</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2019-04-20</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2019-04-21</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2019-04-22</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2019-04-23</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2019-04-25</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2019-04-26</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2019-04-27</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2019-04-28</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2019-04-29</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2019-04-30</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2019-05-01</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2019-05-02</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2019-05-03</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2019-05-04</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2019-05-05</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2019-05-06</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2019-05-07</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2019-05-08</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2019-05-09</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2019-05-11</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2019-05-12</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2019-05-13</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2019-05-15</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2019-05-17</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2019-05-18</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2019-05-19</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2019-05-23</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2019-05-25</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2019-05-26</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2019-05-27</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2019-05-28</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2019-05-29</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2019-05-30</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2019-05-31</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2019-06-01</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2019-06-02</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2019-06-03</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>2019-06-04</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>2019-06-05</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>2019-06-06</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>2019-06-07</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2019-06-08</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>2019-06-09</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>2019-06-10</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>2019-06-11</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2019-06-12</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2019-06-13</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>2019-06-14</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>2019-06-15</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2019-06-16</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>2019-06-17</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2019-06-19</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2019-06-20</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2019-06-21</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2019-06-22</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2019-06-23</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2019-06-24</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2019-06-25</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2019-06-26</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2019-06-27</td>\n",
       "      <td>189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2019-06-28</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2019-06-29</td>\n",
       "      <td>177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2019-06-30</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    contribution_date  donors\n",
       "0          2019-02-01     395\n",
       "1          2019-02-02     119\n",
       "2          2019-02-03      45\n",
       "3          2019-02-04      45\n",
       "4          2019-02-05      70\n",
       "5          2019-02-06      34\n",
       "6          2019-02-07      39\n",
       "7          2019-02-08      32\n",
       "8          2019-02-09      35\n",
       "9          2019-02-10      25\n",
       "10         2019-02-11      57\n",
       "11         2019-02-12      55\n",
       "12         2019-02-13      78\n",
       "13         2019-02-14      74\n",
       "14         2019-02-15      67\n",
       "15         2019-02-16      28\n",
       "16         2019-02-17      27\n",
       "17         2019-02-18      65\n",
       "18         2019-02-19     166\n",
       "19         2019-02-20     121\n",
       "20         2019-02-21      41\n",
       "21         2019-02-22      73\n",
       "22         2019-02-23      36\n",
       "23         2019-02-24      39\n",
       "24         2019-02-25      56\n",
       "25         2019-02-26      95\n",
       "26         2019-02-27      46\n",
       "27         2019-02-28     104\n",
       "28         2019-03-01      56\n",
       "29         2019-03-02      14\n",
       "30         2019-03-03      16\n",
       "31         2019-03-04      29\n",
       "32         2019-03-05      45\n",
       "33         2019-03-06      46\n",
       "34         2019-03-07      50\n",
       "35         2019-03-08      43\n",
       "36         2019-03-09      36\n",
       "37         2019-03-10      50\n",
       "38         2019-03-11      51\n",
       "39         2019-03-12      26\n",
       "40         2019-03-13      77\n",
       "41         2019-03-14      79\n",
       "42         2019-03-15      81\n",
       "43         2019-03-16      28\n",
       "44         2019-03-17      30\n",
       "45         2019-03-18      87\n",
       "46         2019-03-19     147\n",
       "47         2019-03-20     115\n",
       "48         2019-03-21      94\n",
       "49         2019-03-22      78\n",
       "50         2019-03-23      45\n",
       "51         2019-03-24      77\n",
       "52         2019-03-25      66\n",
       "53         2019-03-26     187\n",
       "54         2019-03-27     109\n",
       "55         2019-03-28     109\n",
       "56         2019-03-29     133\n",
       "57         2019-03-30      79\n",
       "58         2019-03-31     158\n",
       "59         2019-04-01     104\n",
       "60         2019-04-02      53\n",
       "61         2019-04-03      53\n",
       "62         2019-04-04      70\n",
       "63         2019-04-05      52\n",
       "64         2019-04-06      31\n",
       "65         2019-04-07      35\n",
       "66         2019-04-08      63\n",
       "67         2019-04-09      74\n",
       "68         2019-04-10      41\n",
       "69         2019-04-11      72\n",
       "70         2019-04-12     109\n",
       "71         2019-04-13     112\n",
       "72         2019-04-14      46\n",
       "73         2019-04-15      27\n",
       "74         2019-04-16      38\n",
       "75         2019-04-17      39\n",
       "76         2019-04-18      56\n",
       "77         2019-04-19      42\n",
       "78         2019-04-20      55\n",
       "79         2019-04-21      40\n",
       "80         2019-04-22      46\n",
       "81         2019-04-23     101\n",
       "82         2019-04-24      84\n",
       "83         2019-04-25     112\n",
       "84         2019-04-26     107\n",
       "85         2019-04-27      99\n",
       "86         2019-04-28      52\n",
       "87         2019-04-29      78\n",
       "88         2019-04-30     122\n",
       "89         2019-05-01     125\n",
       "90         2019-05-02     111\n",
       "91         2019-05-03     100\n",
       "92         2019-05-04      47\n",
       "93         2019-05-05      67\n",
       "94         2019-05-06      60\n",
       "95         2019-05-07      60\n",
       "96         2019-05-08      38\n",
       "97         2019-05-09      52\n",
       "98         2019-05-10      44\n",
       "99         2019-05-11      34\n",
       "100        2019-05-12      31\n",
       "101        2019-05-13      66\n",
       "102        2019-05-14      86\n",
       "103        2019-05-15      55\n",
       "104        2019-05-16     106\n",
       "105        2019-05-17      93\n",
       "106        2019-05-18      55\n",
       "107        2019-05-19      34\n",
       "108        2019-05-20      72\n",
       "109        2019-05-21      98\n",
       "110        2019-05-22      84\n",
       "111        2019-05-23     106\n",
       "112        2019-05-24      70\n",
       "113        2019-05-25      58\n",
       "114        2019-05-26      41\n",
       "115        2019-05-27      32\n",
       "116        2019-05-28     151\n",
       "117        2019-05-29     179\n",
       "118        2019-05-30     101\n",
       "119        2019-05-31     164\n",
       "120        2019-06-01     113\n",
       "121        2019-06-02      52\n",
       "122        2019-06-03      81\n",
       "123        2019-06-04     116\n",
       "124        2019-06-05     110\n",
       "125        2019-06-06     115\n",
       "126        2019-06-07      80\n",
       "127        2019-06-08      65\n",
       "128        2019-06-09      60\n",
       "129        2019-06-10      86\n",
       "130        2019-06-11      73\n",
       "131        2019-06-12     100\n",
       "132        2019-06-13     109\n",
       "133        2019-06-14      73\n",
       "134        2019-06-15      48\n",
       "135        2019-06-16      43\n",
       "136        2019-06-17      84\n",
       "137        2019-06-18      87\n",
       "138        2019-06-19     107\n",
       "139        2019-06-20     104\n",
       "140        2019-06-21     102\n",
       "141        2019-06-22      30\n",
       "142        2019-06-23      58\n",
       "143        2019-06-24      86\n",
       "144        2019-06-25      78\n",
       "145        2019-06-26     144\n",
       "146        2019-06-27     189\n",
       "147        2019-06-28     179\n",
       "148        2019-06-29     177\n",
       "149        2019-06-30     252"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "donor_history(\"Cory Booker\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Build DataFrame of all candidates, all dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "donors_per_day = (\n",
    "    threshold_indiv\n",
    "    .loc[\n",
    "        lambda x: (x[\"contribution_date\"].dt.year == 2019) & (x[\"contribution_date\"].dt.month < 7 ) \n",
    "    ]\n",
    "    .groupby(['contribution_date', 'candidate_name'])\n",
    "    ['donor_id']\n",
    "    .nunique()\n",
    "    .reset_index()\n",
    "    .pivot(\n",
    "        index = \"contribution_date\",\n",
    "        columns = \"candidate_name\"\n",
    "    )\n",
    ")\n",
    "\n",
    "# remove the top level of column names\n",
    "donors_per_day.columns = donors_per_day.columns.droplevel(0)\n",
    "\n",
    "# reorder columns and write out\n",
    "donors_per_day[candidates].to_csv(\"../output/donors_per_day.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The notebook ran for 81.5 minutes'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "end = datetime.datetime.now()\n",
    "\n",
    "d = (end - start)\n",
    "\n",
    "f\"The notebook ran for {round(d.total_seconds() / 60, 2) } minutes\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "---"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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   "pygments_lexer": "ipython3",
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