demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install pac-hunter and its dependencies\n",
    "%pip install pac-hunter==0.1.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Core modules\n",
    "\n",
    "# Non-core modules\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Local modules\n",
    "from pac_hunter.hunter import fetch_committee_distributions, clean_candidate_df\n",
    "from pac_hunter.states import us_state_to_abbrev, abbrev_to_us_state\n",
    "try:\n",
    "    from pac_hunter.constants import OPENFEC_API_KEY\n",
    "except ImportError:\n",
    "    OPENFEC_API_KEY = \"DEMO_KEY\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define PAC name to search\n",
    "committee_of_interest = \"Raytheon Technologies\"\n",
    "\n",
    "# Set your own api key here\n",
    "# OPENFEC_API_KEY = \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load relevant data on election deniers, from congressional roll call on Jan 6 2021 and fivethirtyeight's data on 2022 candidates\n",
    "jan6_senate = pd.read_csv(\"jan6-senate-deniers.csv\")\n",
    "url = \"https://raw.githubusercontent.com/fivethirtyeight/data/master/election-deniers/fivethirtyeight_election_deniers.csv\"\n",
    "ballot_deniers = pd.read_csv(url)\n",
    "# The 538 data does not have a party column and includes republican candidates from the 2022 election\n",
    "# It includes congressional, governor, secratary of state, and stat attorney general candidates\n",
    "# Since only federal candidates register with the FEC, unfortunately this tool cannot track state gov candidates\n",
    "ballot_deniers = ballot_deniers.assign(party=\"r\")\n",
    "ballot_deniers = ballot_deniers.query(\"Stance == 'Fully denied'\") # Consider only candidates that fully denied election results\n",
    "# Optionally use a lighter filter and consider candidates that avoid full denial\n",
    "# ballot_deniers = ballot_deniers.query(\"Stance != 'Fully accepted'\") # Remove candidates that fully accepted election results\n",
    "# ballot_deniers = ballot_deniers.query(\"Stance != 'No comment'\") # Remove candidates 538 has not recorded a position for\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clean the dataframes for consistent columns\n",
    "jan6_congress_clean = clean_candidate_df(jan6_senate)\n",
    "ballot_deniers_clean = clean_candidate_df(ballot_deniers)\n",
    "jan6_deniers = jan6_congress_clean.query(\"vote=='yea'\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>candidate</th>\n",
       "      <th>incumbent</th>\n",
       "      <th>state</th>\n",
       "      <th>office</th>\n",
       "      <th>district</th>\n",
       "      <th>stance</th>\n",
       "      <th>source</th>\n",
       "      <th>url</th>\n",
       "      <th>note</th>\n",
       "      <th>party</th>\n",
       "      <th>name</th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "      <th>state_code</th>\n",
       "      <th>vote</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>katie britt</td>\n",
       "      <td>no</td>\n",
       "      <td>alabama</td>\n",
       "      <td>senator</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>nbc news</td>\n",
       "      <td>https://twitter.com/vaughnhillyard/status/1528...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>katie britt</td>\n",
       "      <td>katie</td>\n",
       "      <td>britt</td>\n",
       "      <td>al</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>jerry carl</td>\n",
       "      <td>yes</td>\n",
       "      <td>alabama</td>\n",
       "      <td>representative</td>\n",
       "      <td>1</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>congressional roll call, alabama political rep...</td>\n",
       "      <td>https://clerk.house.gov/votes/202111?date=01%2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>jerry carl</td>\n",
       "      <td>jerry</td>\n",
       "      <td>carl</td>\n",
       "      <td>al</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>barry moore</td>\n",
       "      <td>yes</td>\n",
       "      <td>alabama</td>\n",
       "      <td>representative</td>\n",
       "      <td>2</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>congressional roll call</td>\n",
       "      <td>https://clerk.house.gov/votes/202111?date=01%2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>barry moore</td>\n",
       "      <td>barry</td>\n",
       "      <td>moore</td>\n",
       "      <td>al</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>mike rogers</td>\n",
       "      <td>yes</td>\n",
       "      <td>alabama</td>\n",
       "      <td>representative</td>\n",
       "      <td>3</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>congressional roll call</td>\n",
       "      <td>https://clerk.house.gov/votes/202111?date=01%2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>mike rogers</td>\n",
       "      <td>mike</td>\n",
       "      <td>rogers</td>\n",
       "      <td>al</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>robert aderholt</td>\n",
       "      <td>yes</td>\n",
       "      <td>alabama</td>\n",
       "      <td>representative</td>\n",
       "      <td>4</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>congressional roll call</td>\n",
       "      <td>https://clerk.house.gov/votes/202111?date=01%2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>robert aderholt</td>\n",
       "      <td>robert</td>\n",
       "      <td>aderholt</td>\n",
       "      <td>al</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ms</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>hyde-smith</td>\n",
       "      <td></td>\n",
       "      <td>hyde-smith</td>\n",
       "      <td>ms</td>\n",
       "      <td>yea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>wy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>lummis</td>\n",
       "      <td></td>\n",
       "      <td>lummis</td>\n",
       "      <td>wy</td>\n",
       "      <td>yea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ks</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>marshall</td>\n",
       "      <td></td>\n",
       "      <td>marshall</td>\n",
       "      <td>ks</td>\n",
       "      <td>yea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>rick scott</td>\n",
       "      <td>rick</td>\n",
       "      <td>scott</td>\n",
       "      <td>fl</td>\n",
       "      <td>yea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>al</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fully denied</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>r</td>\n",
       "      <td>tuberville</td>\n",
       "      <td></td>\n",
       "      <td>tuberville</td>\n",
       "      <td>al</td>\n",
       "      <td>yea</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>206 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           candidate incumbent    state          office district  \\\n",
       "0        katie britt        no  alabama         senator      NaN   \n",
       "1         jerry carl       yes  alabama  representative        1   \n",
       "2        barry moore       yes  alabama  representative        2   \n",
       "3        mike rogers       yes  alabama  representative        3   \n",
       "4    robert aderholt       yes  alabama  representative        4   \n",
       "..               ...       ...      ...             ...      ...   \n",
       "201              NaN       NaN       ms             NaN      NaN   \n",
       "202              NaN       NaN       wy             NaN      NaN   \n",
       "203              NaN       NaN       ks             NaN      NaN   \n",
       "204              NaN       NaN       fl             NaN      NaN   \n",
       "205              NaN       NaN       al             NaN      NaN   \n",
       "\n",
       "           stance                                             source  \\\n",
       "0    fully denied                                           nbc news   \n",
       "1    fully denied  congressional roll call, alabama political rep...   \n",
       "2    fully denied                            congressional roll call   \n",
       "3    fully denied                            congressional roll call   \n",
       "4    fully denied                            congressional roll call   \n",
       "..            ...                                                ...   \n",
       "201  fully denied                                                NaN   \n",
       "202  fully denied                                                NaN   \n",
       "203  fully denied                                                NaN   \n",
       "204  fully denied                                                NaN   \n",
       "205  fully denied                                                NaN   \n",
       "\n",
       "                                                   url  note party  \\\n",
       "0    https://twitter.com/vaughnhillyard/status/1528...   NaN     r   \n",
       "1    https://clerk.house.gov/votes/202111?date=01%2...   NaN     r   \n",
       "2    https://clerk.house.gov/votes/202111?date=01%2...   NaN     r   \n",
       "3    https://clerk.house.gov/votes/202111?date=01%2...   NaN     r   \n",
       "4    https://clerk.house.gov/votes/202111?date=01%2...   NaN     r   \n",
       "..                                                 ...   ...   ...   \n",
       "201                                                NaN   NaN     r   \n",
       "202                                                NaN   NaN     r   \n",
       "203                                                NaN   NaN     r   \n",
       "204                                                NaN   NaN     r   \n",
       "205                                                NaN   NaN     r   \n",
       "\n",
       "                name first_name   last_name state_code vote  \n",
       "0        katie britt      katie       britt         al  NaN  \n",
       "1         jerry carl      jerry        carl         al  NaN  \n",
       "2        barry moore      barry       moore         al  NaN  \n",
       "3        mike rogers       mike      rogers         al  NaN  \n",
       "4    robert aderholt     robert    aderholt         al  NaN  \n",
       "..               ...        ...         ...        ...  ...  \n",
       "201       hyde-smith             hyde-smith         ms  yea  \n",
       "202           lummis                 lummis         wy  yea  \n",
       "203         marshall               marshall         ks  yea  \n",
       "204       rick scott       rick       scott         fl  yea  \n",
       "205       tuberville             tuberville         al  yea  \n",
       "\n",
       "[206 rows x 15 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Combine the fivethirtyeight.com data with congressional roll call from Jan 6 2021\n",
    "# Not all senators are 2022 candidates and were not tracked by fivethirtyeight\n",
    "# Notably: Lummis, Hawley, Tuberville, Hyde-Smith, Marshall, Scott\n",
    "jan6_deniers = jan6_deniers.assign(stance=\"fully denied\")\n",
    "deniers = pd.concat([ballot_deniers_clean, jan6_deniers], ignore_index=True)\n",
    "deniers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multiple results for committee raytheon technologies, taking the first entry\n"
     ]
    }
   ],
   "source": [
    "# Leverage OpenFEC API to collect distributions from a given PAC to election deniers\n",
    "# This may take a few seconds, as the OpenFEC API is rate limited\n",
    "denier_donations = await fetch_committee_distributions(\n",
    "    api_key=OPENFEC_API_KEY,\n",
    "    committee_name=committee_of_interest,\n",
    "    recipient_names=deniers[\"name\"].to_list(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
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       "      <td>2</td>\n",
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       "      <td>10</td>\n",
       "      <td>EMPLOYEES OF RAYTHEON TECHNOLOGIES CORPORATION...</td>\n",
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       "      <td>H2CA37023</td>\n",
       "      <td>CALVERT, KEN</td>\n",
       "      <td>H</td>\n",
       "      <td>H2CA37023</td>\n",
       "      <td>2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>H</td>\n",
       "      <td>P</td>\n",
       "      <td>234915</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       recipient_name  count  \\\n",
       "0            KEN CALVERT FOR CONGRESS      2   \n",
       "1            KEN CALVERT FOR CONGRESS      2   \n",
       "2            KEN CALVERT FOR CONGRESS      3   \n",
       "3  KEN CALVERT FOR CONGRESS COMMITTEE     10   \n",
       "4  KEN CALVERT FOR CONGRESS COMMITTEE      6   \n",
       "\n",
       "                                      committee_name  cycle committee_id  \\\n",
       "0  EMPLOYEES OF RAYTHEON TECHNOLOGIES CORPORATION...   1998    C00097568   \n",
       "1  EMPLOYEES OF RAYTHEON TECHNOLOGIES CORPORATION...   2000    C00097568   \n",
       "2  EMPLOYEES OF RAYTHEON TECHNOLOGIES CORPORATION...   2004    C00097568   \n",
       "3  EMPLOYEES OF RAYTHEON TECHNOLOGIES CORPORATION...   2012    C00097568   \n",
       "4  EMPLOYEES OF RAYTHEON TECHNOLOGIES CORPORATION...   2014    C00097568   \n",
       "\n",
       "   memo_total    total  memo_count recipient_id         id          name  \\\n",
       "0         0.0   1000.0           0    C00257337  H2CA37023  CALVERT, KEN   \n",
       "1         0.0   1000.0           0    C00257337  H2CA37023  CALVERT, KEN   \n",
       "2         0.0   3000.0           0    C00257337  H2CA37023  CALVERT, KEN   \n",
       "3         0.0  10000.0           0    C00257337  H2CA37023  CALVERT, KEN   \n",
       "4         0.0  10000.0           0    C00257337  H2CA37023  CALVERT, KEN   \n",
       "\n",
       "  office_sought candidate_id CAND_ELECTION_YR FEC_ELECTION_YR CMTE_TP  \\\n",
       "0             H    H2CA37023             2022            2022       H   \n",
       "1             H    H2CA37023             2022            2022       H   \n",
       "2             H    H2CA37023             2022            2022       H   \n",
       "3             H    H2CA37023             2022            2022       H   \n",
       "4             H    H2CA37023             2022            2022       H   \n",
       "\n",
       "  CMTE_DSGN LINKAGE_ID  \n",
       "0         P     234915  \n",
       "1         P     234915  \n",
       "2         P     234915  \n",
       "3         P     234915  \n",
       "4         P     234915  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The resulting dataframe showing PAC distributions to election deniers\n",
    "denier_donations.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>name</th>\n",
       "      <th>office_sought</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADERHOLT, ROBERT B. REP.</td>\n",
       "      <td>H</td>\n",
       "      <td>92000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ARRINGTON, JODEY COOK</td>\n",
       "      <td>H</td>\n",
       "      <td>12500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BABIN, BRIAN</td>\n",
       "      <td>H</td>\n",
       "      <td>20500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BRITT, KATIE BOYD</td>\n",
       "      <td>S</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BURGESS, MICHAEL C. DR.</td>\n",
       "      <td>H</td>\n",
       "      <td>40000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       name office_sought    total\n",
       "0  ADERHOLT, ROBERT B. REP.             H  92000.0\n",
       "1     ARRINGTON, JODEY COOK             H  12500.0\n",
       "2              BABIN, BRIAN             H  20500.0\n",
       "3         BRITT, KATIE BOYD             S   5000.0\n",
       "4   BURGESS, MICHAEL C. DR.             H  40000.0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compact the distribution data by cycle and candidate\n",
    "denier_donations_by_cycle = denier_donations.groupby([\"name\", \"office_sought\", \"cycle\"]).sum(numeric_only=True).reset_index()\n",
    "denier_donations_cumulative = denier_donations.groupby([\"name\", \"office_sought\"]).sum(numeric_only=True)[\"total\"].reset_index()\n",
    "denier_donations_cumulative.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Raytheon Technologies historical donations')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a stacked barchart showing total donations per candidate\n",
    "df = denier_donations_by_cycle.pivot(index=\"name\", columns=\"cycle\", values=\"total\")\n",
    "sns.set_color_codes(\"muted\")\n",
    "ax = df.plot(kind=\"barh\", stacked=True, figsize=(6, 15), colormap=\"Reds\")\n",
    "ax.set_title(f\"{committee_of_interest} historical donations\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Raytheon Technologies historical donations')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a heatmap showing donation history of each candidate\n",
    "f, ax = plt.subplots(figsize=(15, 20))\n",
    "sns.heatmap(df, ax=ax, yticklabels=\"auto\", cmap=\"Reds\", linewidths=0.5, linecolor=\"grey\", vmin=0)\n",
    "ax.set_title(f\"{committee_of_interest} historical donations\", fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.13 ('.venv': poetry)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "8bcd8a2b56d43cb0dd655e2cc0b7f3784b83aecd17370df36270797f76a7dd25"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}