{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lab 5: Visualization\n",
    "\n",
    "In this lab we will introduce two popular visualization tools commonly used in python. We will use data from the US Federal Election Commission. The lab will contain live QA and coding that will give you a few minutes to complete.\n",
    "\n",
    "One of the most popular plotting libraries today is [Matplotlib](https://matplotlib.org/). According to the documentation, \"Matplotlib tries to make easy things easy and hard things possible.\" For the most basic plots, line graphs, single bar plot's etc., matplotlib has functions for just these things.\n",
    "\n",
    "As plots get more complex, many data scientists use [Seaborn](https://seaborn.pydata.org/), a wrapper around matplotlib that improves on its theme, and has convenience functions for more complex plots that tend to be common. You can see a ton of examples in Seaborn's [example gallery](https://seaborn.pydata.org/examples/index.html).\n",
    "\n",
    "With Matplotlib and Seaborn you often have to manually move labels, adjust axes, add data labels, etc. An alternative is declarative visualization. Akin to the difference between imperative approaches like Pandas vs declarative approaches like SQL for manipulating tabular data, declarative visualizations allow users to specify what visualization they want over their data by describing the connection between data and visual encodings.\n",
    "\n",
    "In this lab we will use a python declarative visualization library, [Altair](https://altair-viz.github.io/), itself built atop the popular declarative visualization tool [Vega](https://vega.github.io/vega/), to demonstrate how to get some effective visualizations in relatively few lines of code. \n",
    "\n",
    "While it is difficult to be comprehensive in a short lecture, the idea behind this excercize is to give an introduction to the flavor of some of these tools so that you can try out things on your own later. As usual, useful resource include the documentation and StackOverflow."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Overview\n",
    "Let's briefly describe the data before starting our visualizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "cands = pd.read_csv(\"data/cand_summary.txt\", delimiter=\"|\")\n",
    "cands[\"CAND_OFFICE\"] = cands.CAND_ID.str[:1]\n",
    "pacs = pd.read_csv(\"data/pac_summary.txt\", delimiter=\"|\")\n",
    "dist_pop = pd.read_csv(\"data/dist_pop.txt\", delimiter=\"|\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ``cands`` table contains information about candidates in each election year. We are primarily interested in visualization election funding information, so let us remove unneeded information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>ELECTION_CYCLE_YR</th>\n",
       "      <th>PTY_AFFILIATION</th>\n",
       "      <th>TTL_RECEIPTS</th>\n",
       "      <th>TTL_INDIV_CONTRIB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>H0AK00055</td>\n",
       "      <td>GREENE, CLIFFORD MARK</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>2000</td>\n",
       "      <td>DEM</td>\n",
       "      <td>464.0</td>\n",
       "      <td>255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>H4AK00057</td>\n",
       "      <td>VONDERSAAR, FRANK J</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>2000</td>\n",
       "      <td>DEM</td>\n",
       "      <td>885.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>H6AK01019</td>\n",
       "      <td>LINCOLN, GEORGIANNA</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>2000</td>\n",
       "      <td>DEM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>H8AK00074</td>\n",
       "      <td>DUNCAN, JIM (JAMES W DUNCAN)</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>2000</td>\n",
       "      <td>DEM</td>\n",
       "      <td>37591.0</td>\n",
       "      <td>20122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>H8AK00082</td>\n",
       "      <td>PECHEK, STU</td>\n",
       "      <td>AK</td>\n",
       "      <td>H</td>\n",
       "      <td>2000</td>\n",
       "      <td>DEM</td>\n",
       "      <td>12274.0</td>\n",
       "      <td>0.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56525</th>\n",
       "      <td>S6WY00068</td>\n",
       "      <td>BARRASSO, JOHN A</td>\n",
       "      <td>WY</td>\n",
       "      <td>S</td>\n",
       "      <td>1998</td>\n",
       "      <td>REP</td>\n",
       "      <td>66334.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56526</th>\n",
       "      <td>S6WY00076</td>\n",
       "      <td>MEIER, CURTIS E</td>\n",
       "      <td>WY</td>\n",
       "      <td>S</td>\n",
       "      <td>1998</td>\n",
       "      <td>REP</td>\n",
       "      <td>30989.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56527</th>\n",
       "      <td>S6WY00126</td>\n",
       "      <td>ENZI, MICHAEL BRADLEY</td>\n",
       "      <td>WY</td>\n",
       "      <td>S</td>\n",
       "      <td>1998</td>\n",
       "      <td>REP</td>\n",
       "      <td>81831.0</td>\n",
       "      <td>11401.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56528</th>\n",
       "      <td>S6WY00134</td>\n",
       "      <td>MCCONIGLEY, NIMI</td>\n",
       "      <td>WY</td>\n",
       "      <td>S</td>\n",
       "      <td>1998</td>\n",
       "      <td>REP</td>\n",
       "      <td>10360.0</td>\n",
       "      <td>1049.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56529</th>\n",
       "      <td>S8WY00023</td>\n",
       "      <td>SIMPSON, ALAN K</td>\n",
       "      <td>WY</td>\n",
       "      <td>S</td>\n",
       "      <td>1998</td>\n",
       "      <td>REP</td>\n",
       "      <td>2951.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>56161 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CAND_ID                     CAND_NAME CAND_OFFICE_ST CAND_OFFICE  \\\n",
       "0      H0AK00055         GREENE, CLIFFORD MARK             AK           H   \n",
       "1      H4AK00057           VONDERSAAR, FRANK J             AK           H   \n",
       "2      H6AK01019           LINCOLN, GEORGIANNA             AK           H   \n",
       "3      H8AK00074  DUNCAN, JIM (JAMES W DUNCAN)             AK           H   \n",
       "4      H8AK00082                   PECHEK, STU             AK           H   \n",
       "...          ...                           ...            ...         ...   \n",
       "56525  S6WY00068              BARRASSO, JOHN A             WY           S   \n",
       "56526  S6WY00076               MEIER, CURTIS E             WY           S   \n",
       "56527  S6WY00126         ENZI, MICHAEL BRADLEY             WY           S   \n",
       "56528  S6WY00134              MCCONIGLEY, NIMI             WY           S   \n",
       "56529  S8WY00023               SIMPSON, ALAN K             WY           S   \n",
       "\n",
       "       ELECTION_CYCLE_YR PTY_AFFILIATION  TTL_RECEIPTS  TTL_INDIV_CONTRIB  \n",
       "0                   2000             DEM         464.0              255.0  \n",
       "1                   2000             DEM         885.0                0.0  \n",
       "2                   2000             DEM           0.0                0.0  \n",
       "3                   2000             DEM       37591.0            20122.0  \n",
       "4                   2000             DEM       12274.0                0.0  \n",
       "...                  ...             ...           ...                ...  \n",
       "56525               1998             REP       66334.0                0.0  \n",
       "56526               1998             REP       30989.0                0.0  \n",
       "56527               1998             REP       81831.0            11401.0  \n",
       "56528               1998             REP       10360.0             1049.0  \n",
       "56529               1998             REP        2951.0                0.0  \n",
       "\n",
       "[56161 rows x 8 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Removing US territories\n",
    "cands = cands[~cands.CAND_OFFICE_ST.isin([\"AS\", \"GU\", \"MP\", \"US\", \"DC\", \"MH\", \"PR\", \"VI\"])]\n",
    "\n",
    "# Add a column for CAND_OFFICE ('P', 'H' or 'S', for President, House, and Senate respectively)\n",
    "cands[\"CAND_OFFICE\"] = cands.CAND_ID.str[:1]\n",
    "\n",
    "# We keep candidate id, name, state, office, year, party, total funding, funding from individual contributions.\n",
    "cands = cands[['CAND_ID', 'CAND_NAME', 'CAND_OFFICE_ST', 'CAND_OFFICE', 'ELECTION_CYCLE_YR', 'PTY_AFFILIATION', 'TTL_RECEIPTS', 'TTL_INDIV_CONTRIB']]\n",
    "cands"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `pacs` table contains information about Political Action Committee which are defined as:\n",
    "> (in the US) an organization that raises money privately to influence elections or legislation, especially at the federal level.\n",
    "\n",
    "Let's again remove unneeded information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We keep PAC id, name, type, election year, and total funding.\n",
    "pacs = pacs[[\"CMTE_ID\", \"CMTE_NM\", \"CMTE_TP\", \"ELECTION_CYCLE_YR\", \"TTL_RECEIPTS\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 89998 entries, 0 to 89997\n",
      "Data columns (total 5 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   CMTE_ID            89998 non-null  object \n",
      " 1   CMTE_NM            89997 non-null  object \n",
      " 2   CMTE_TP            89998 non-null  object \n",
      " 3   ELECTION_CYCLE_YR  89998 non-null  int64  \n",
      " 4   TTL_RECEIPTS       71912 non-null  float64\n",
      "dtypes: float64(1), int64(1), object(3)\n",
      "memory usage: 3.4+ MB\n"
     ]
    }
   ],
   "source": [
    "pacs.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally the `dist_pop` table contains the population US districts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>state</th>\n",
       "      <th>district_id</th>\n",
       "      <th>district name</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AK</td>\n",
       "      <td>0</td>\n",
       "      <td>Congressional District (at Large) (115th Congr...</td>\n",
       "      <td>739795.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>1</td>\n",
       "      <td>Congressional District 1 (115th Congress), Ala...</td>\n",
       "      <td>713410.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AL</td>\n",
       "      <td>2</td>\n",
       "      <td>Congressional District 2 (115th Congress), Ala...</td>\n",
       "      <td>673776.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AL</td>\n",
       "      <td>3</td>\n",
       "      <td>Congressional District 3 (115th Congress), Ala...</td>\n",
       "      <td>710488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AL</td>\n",
       "      <td>4</td>\n",
       "      <td>Congressional District 4 (115th Congress), Ala...</td>\n",
       "      <td>685553.0</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>430</th>\n",
       "      <td>WI</td>\n",
       "      <td>8</td>\n",
       "      <td>Congressional District 8 (115th Congress), Wis...</td>\n",
       "      <td>732402.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>WV</td>\n",
       "      <td>1</td>\n",
       "      <td>Congressional District 1 (115th Congress), Wes...</td>\n",
       "      <td>611376.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>WV</td>\n",
       "      <td>2</td>\n",
       "      <td>Congressional District 2 (115th Congress), Wes...</td>\n",
       "      <td>621635.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>WV</td>\n",
       "      <td>3</td>\n",
       "      <td>Congressional District 3 (115th Congress), Wes...</td>\n",
       "      <td>582846.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>WY</td>\n",
       "      <td>0</td>\n",
       "      <td>Congressional District (at Large) (115th Congr...</td>\n",
       "      <td>579315.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>435 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  district_id                                      district name  \\\n",
       "0      AK            0  Congressional District (at Large) (115th Congr...   \n",
       "1      AL            1  Congressional District 1 (115th Congress), Ala...   \n",
       "2      AL            2  Congressional District 2 (115th Congress), Ala...   \n",
       "3      AL            3  Congressional District 3 (115th Congress), Ala...   \n",
       "4      AL            4  Congressional District 4 (115th Congress), Ala...   \n",
       "..    ...          ...                                                ...   \n",
       "430    WI            8  Congressional District 8 (115th Congress), Wis...   \n",
       "431    WV            1  Congressional District 1 (115th Congress), Wes...   \n",
       "432    WV            2  Congressional District 2 (115th Congress), Wes...   \n",
       "433    WV            3  Congressional District 3 (115th Congress), Wes...   \n",
       "434    WY            0  Congressional District (at Large) (115th Congr...   \n",
       "\n",
       "     population  \n",
       "0      739795.0  \n",
       "1      713410.0  \n",
       "2      673776.0  \n",
       "3      710488.0  \n",
       "4      685553.0  \n",
       "..          ...  \n",
       "430    732402.0  \n",
       "431    611376.0  \n",
       "432    621635.0  \n",
       "433    582846.0  \n",
       "434    579315.0  \n",
       "\n",
       "[435 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist_pop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 435 entries, 0 to 434\n",
      "Data columns (total 4 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   state          435 non-null    object \n",
      " 1   district_id    435 non-null    int64  \n",
      " 2   district name  435 non-null    object \n",
      " 3   population     435 non-null    float64\n",
      "dtypes: float64(1), int64(1), object(2)\n",
      "memory usage: 13.7+ KB\n"
     ]
    }
   ],
   "source": [
    "dist_pop.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib + Seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Viz: Funding of House Canditates in 2018.\n",
    "In this first visualization task, we want to compare individual contributions and total funding for house canditates in 2018. We will walk you through this task, but the later ones will be more open-ended.\n",
    "We can get the 2018 house candidates as follows, sorted by toal fundraising receipts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>CAND_ID</th>\n",
       "      <th>CAND_NAME</th>\n",
       "      <th>CAND_OFFICE_ST</th>\n",
       "      <th>CAND_OFFICE</th>\n",
       "      <th>ELECTION_CYCLE_YR</th>\n",
       "      <th>PTY_AFFILIATION</th>\n",
       "      <th>TTL_RECEIPTS</th>\n",
       "      <th>TTL_INDIV_CONTRIB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27489</th>\n",
       "      <td>H2TX16185</td>\n",
       "      <td>O'ROURKE, ROBERT BETO</td>\n",
       "      <td>TX</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>80344836.34</td>\n",
       "      <td>80089488.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25666</th>\n",
       "      <td>H8GA06195</td>\n",
       "      <td>OSSOFF, T. JONATHAN</td>\n",
       "      <td>GA</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>31605071.08</td>\n",
       "      <td>29536942.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26705</th>\n",
       "      <td>H6NV03139</td>\n",
       "      <td>ROSEN, JACKY</td>\n",
       "      <td>NV</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>26242994.01</td>\n",
       "      <td>22910453.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25006</th>\n",
       "      <td>H2AZ09019</td>\n",
       "      <td>SINEMA, KYRSTEN</td>\n",
       "      <td>AZ</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>22643275.25</td>\n",
       "      <td>18692195.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26192</th>\n",
       "      <td>H6MD08549</td>\n",
       "      <td>TRONE, DAVID</td>\n",
       "      <td>MD</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>18468367.89</td>\n",
       "      <td>553273.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25858</th>\n",
       "      <td>H4IL11229</td>\n",
       "      <td>ROBBINS, CRAIG</td>\n",
       "      <td>IL</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>REP</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26000</th>\n",
       "      <td>H4KS03113</td>\n",
       "      <td>LIGHTNER, PATRICIA</td>\n",
       "      <td>KS</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>REP</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25019</th>\n",
       "      <td>H6CA01194</td>\n",
       "      <td>REED, JAMES E</td>\n",
       "      <td>CA</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>-112.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24895</th>\n",
       "      <td>H6AL05038</td>\n",
       "      <td>FLIPPO, RONNIE GENE</td>\n",
       "      <td>AL</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>-7933.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27344</th>\n",
       "      <td>H4TN04015</td>\n",
       "      <td>GORDON, BART</td>\n",
       "      <td>TN</td>\n",
       "      <td>H</td>\n",
       "      <td>2018</td>\n",
       "      <td>DEM</td>\n",
       "      <td>-36441.47</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2798 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CAND_ID              CAND_NAME CAND_OFFICE_ST CAND_OFFICE  \\\n",
       "27489  H2TX16185  O'ROURKE, ROBERT BETO             TX           H   \n",
       "25666  H8GA06195    OSSOFF, T. JONATHAN             GA           H   \n",
       "26705  H6NV03139           ROSEN, JACKY             NV           H   \n",
       "25006  H2AZ09019        SINEMA, KYRSTEN             AZ           H   \n",
       "26192  H6MD08549           TRONE, DAVID             MD           H   \n",
       "...          ...                    ...            ...         ...   \n",
       "25858  H4IL11229         ROBBINS, CRAIG             IL           H   \n",
       "26000  H4KS03113     LIGHTNER, PATRICIA             KS           H   \n",
       "25019  H6CA01194          REED, JAMES E             CA           H   \n",
       "24895  H6AL05038    FLIPPO, RONNIE GENE             AL           H   \n",
       "27344  H4TN04015           GORDON, BART             TN           H   \n",
       "\n",
       "       ELECTION_CYCLE_YR PTY_AFFILIATION  TTL_RECEIPTS  TTL_INDIV_CONTRIB  \n",
       "27489               2018             DEM   80344836.34        80089488.23  \n",
       "25666               2018             DEM   31605071.08        29536942.08  \n",
       "26705               2018             DEM   26242994.01        22910453.82  \n",
       "25006               2018             DEM   22643275.25        18692195.36  \n",
       "26192               2018             DEM   18468367.89          553273.79  \n",
       "...                  ...             ...           ...                ...  \n",
       "25858               2018             REP          0.00               0.00  \n",
       "26000               2018             REP          0.00               0.00  \n",
       "25019               2018             DEM       -112.00               0.00  \n",
       "24895               2018             DEM      -7933.00               0.00  \n",
       "27344               2018             DEM     -36441.47               0.00  \n",
       "\n",
       "[2798 rows x 8 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_2018 = cands[(cands.ELECTION_CYCLE_YR == 2018) &\n",
    "                   (cands.CAND_OFFICE == \"H\") &\n",
    "                   (cands.PTY_AFFILIATION.isin([\"REP\", \"DEM\"]))] \\\n",
    "            .sort_values(\"TTL_RECEIPTS\", ascending=False)\n",
    "house_2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's start making some plots. We'll start by looking at the ratio of individual contributions to total receipts for all 2018 House candidates using a scatterplot. Here is first attempt:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(house_2018.TTL_RECEIPTS, house_2018.TTL_INDIV_CONTRIB)\n",
    "\n",
    "# Increase the size of the figure for visibility\n",
    "plt.gcf().set_size_inches(10,6) # gcf() means get current figure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's worth thinking about what is going on here. Matplotlib has a default **figure** that starts with one **axes** object. When using the ``plt.`` functions we edit the default axis or the default figure (depending on what property we are manipulating). Alternatively we can fetch the axis or figure object and operate on that directly. This is useful if you want to create multiple plots in the same figure. An example of multiple plots on the same figure is [here](https://matplotlib.org/devdocs/gallery/subplots_axes_and_figures/subplots_demo.html).\n",
    "\n",
    "There are a couple of issues with the figure above: It has no title, no axis labels, and our area of interest is pretty hard to see. Let's fix that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the current axes object\n",
    "ax = plt.gca()\n",
    "\n",
    "# Create Scatterplot\n",
    "ax.scatter(house_2018.TTL_RECEIPTS, house_2018.TTL_INDIV_CONTRIB)\n",
    "\n",
    "# Set the title\n",
    "ax.set_title(\"2018 House Individual Contributions vs Total Fundraising\")\n",
    "\n",
    "# Set the axis labels\n",
    "ax.set_xlabel(\"TTL_RECEIPTS ($)\")\n",
    "ax.set_ylabel(\"TTL_INDIV_CONTRIB ($)\")\n",
    "\n",
    "# Adjust the axis limits \n",
    "ax.set_xlim((0, 20000000))\n",
    "ax.set_ylim((0, 20000000))\n",
    "\n",
    "# Increase figure size on the current figure\n",
    "plt.gcf().set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is looking better, but who are these outliers who receive tons of money but almost none by individuals? \n",
    "\n",
    "The first thing we can do is add multiple series on the same axis to see which party these house candidates belong to. We'll split our data into two sets, one for Republicans and one for Democrats. We will then add both scatterplots to the same axes object and plot them over each other.\n",
    "\n",
    "We will also add a line y=x to better see how much the individual contributions differ from the total funding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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by/bEhaCFLVqrKuFxIxP+xo5ZT9jC/Tsz+6+ZbQTKwlV9G9mtzlqCf9SxNPzd1MU2JOJxw2vVLc45G/tgE22bprweGtOX4INGw9da1Ofi7hXhj93Cuw9nEbTWLTezv4XvhWj+AhxiZoMIWpdrCT7UAfwEMOB9C7qXxG0xjjAYWOfuke/ThvHXY2bHm9m7YbeB9QTvlUReF3UOiHjffj/Bfda6e3XE47rXRD929KePjL+heq8PM/tR2JVhQ/gcehL9OTwKvAI8bkF3oj+EH9ajifp7Zsc1rojYNpHXq0i7lJHJqru/QTD4Zjsz283MXg77Er0Z4w/4OQStcdJGwhadPxO0Cp0e3oKsM4cdLYWEtzh3Y0c3gcbsA8xz91fC/rBzCW4THx9nv8YsI0gu6xSyo79sOZAfEevAyB3d/QN3P4XgFvRzBC17EPyDmdggSc4PWwZbYjkwJOKWYV28sTwFHGFmQwlaWGMlq8sJkulYx6x3HQhutdb5DsGt8q8T/CMvDpdHxhjLv4BvhR9somn4u6mLbWkCx/YmLo/U8FpEfT1Q/zrEO/YadrRsRh47kedC+Jo/hiC5/wy4L8Z2XxK0YJ5F8Lt5vO7DjbuvcPdL3X0wQReVuyzxKhTLgD513UqixF/vuYddXv4C/BEYEH5IfInEXheNqaDx30Esq4FqGn+dQ8TzCPun/oTgzkPv8DlsIMpzCFty/8fdRxJ00ziRRlqdY1hOcI0jn98usTYWae8yMlmNYRJwlbuPIeirdlfkSgtKIg0j7EsobeZuYC/gpCi3Wp8luJ15etj363rgo7puAmFLXWeCVpCscOBCXQvFh8DuFpSvMjPbjeCfwkctiHUKcJ2Z9bNgcM71QN2AhlnA3ma2XxjTDXU7mVmeBTU6e4bJ+EaCViwIEonLzeyguj6HZvbNBv/om+Mdgn+437dgwMxpBH1sowq7NbwOPAgsdPdPY2z6ZHjMoWH/vp81WD8TODs8Z8M+rd0JujisJUgiftOE53MzQav6w+F7FTMbYmY3WzAg7SVgDzP7jgWDmM4i6Ev4YgLHXk3w+2hOjdMfm1nv8Nb31eyoVjET+KqZFYbdHH7eYL+Vsc4X3vJ9EphoZt3D5/sDdrzWYjKzAWZ2SvjBbivB3Ymo/XxDjxEkSmcQ8QHFzL4dfnAB+JIgMWvsOJHxLwHeBn4bvif3JegTWhf/SqA44oNHHsEt89VAtQWDiFqjRNhM4Dvh34njCPr+JhJ/DcEdthvMLN/MRhL0M21Md4L322ogx8yuZ+e7QgCY2ZFmNirsbrCR4INJQtc2IsZFBNVRbgj/vhxC/S4vIhmlQySrZtaN4BPsU2Y2k2AQS8NbimcTDC6oaePwOqzwn/BlBH0HV9iOOoklsD2BOp1gcMuXBIMNzo44xHkEAxPuJujftoWwFcnd/0swKOI2gn8I/yFovYlbmLsRvyb4B/ER8DFBP89fh+ebB9xI0AL4OTsP5DoPKAtvf19O0P8Vd59GMGjpjvA5zgcubEGMhMfdRlBN4UKCuwxnEb+Ly2MErZ6xWlUhuL6vECTnM6Ic85cErd9fEvTpjTzWIwS3U5cCnwDR+sRGFfaPPZTgH/t7ZrYJ+DdB69V8d19L8GHkhwTJ8E+AE919TQLHriB4jb0VdsVItL8wwPPAdILE6G8Edwlw938SJK4fhesbJs23AmdYMMo7Wh/LqwhaZxcQvJYeIxiIF08WQWK7jOD3/jVgQiPbv0Aw4G2Fu8+KWP4Vguu8Odzmam9aDdhzCFrOlxF86PyVu/8rXPdU+H2tmc0Iuwt8nyBB/5Kglbc1+l9eTZDArSd4vz3XhH2vJLjdvoKgW9mDcbZ/BXgZmEfwGq8k9m35gcDTBH+XPiX42/RoE2KrUwIcQvB6/zXB621rM44jkvasfpe2zGFBrc4X3X0fM+sBzHX3mH3ezOxD4Hvu/nZbxSgiItIaLCgv9pm7/yrVsYi0tg7RshqOtFxoZt+GoJ+kRRSHD/uv9ia4dSoiIpLWzOwr4ViMrLCbwyk0rfVYpN1IarJqZrtYMEXmJxaMKL06yjZmZrdZUDj6I4uorWdmF5jZ5+FXwvMlm9kUgsRzTwsKP19McMvkYguKUM8heGPXOZuIwQUiIiJpbiBBP/PNBN2dJrj7hymNSCRJktoNwIKSKIPcfUY4YGQ6cKq7fxKxzQkE/bNOIOiTeKu7H2RBke9pBAW3Pdx3TDiCVUREREQ6gKS2rIYFqWeEP28i6EzesNbeKcAjYTHod4FeYZJ7LPDPsOjyl8A/SbB2qoiIiIhkhjbrsxoOeNofeK/BqiHUHzX5Rbgs1nIRERER6SBy2uIkYemovwD/r5Fp5Zp77PEEU1bStWvXMSNGxJqsRURERCT13MEMpk+fvsbd+6U6nnSX9GQ1LNL+F6DU3aPVeVxK/Zk3hobLlgJHNFj+esOd3X0SQcF/xo4d69OmTWuVuEVERERaU2VVDb98bjYrN23lwQu/Qk52VsJTVndkya4GUDeV5qfufnOMzV4Azg+rAhwMbHD35QRFlr8Rzg7Tm2BGk1eSGa+IiIhIMixeW8Hpd7/NU9O/YL+hPVMdTruS7JbVwwhm7vk4nDkK4BeE8yy7+z0E0ySeQDBzTwVwUbhunZn9L/BBuN+N4Sw2IiIiIu3Ga5+t4urHg8piD1w4lqNGDEhxRO1LUpNVd58KWJxtHPhejHUPkNgUgyIiIiJpp7Kqhmuf/ZghvfO599wxFBbkpzqkdqdNBliJiIiIdCQbKqro2imbzrnZPHLxQQzp1YUuedmpDqtd6hDTrYqIiIi0ldlLN/DN29/kpn/MBWB4/25KVFtAyaqIiIhIK3nygyWcdvfb1NQ6x+09MNXhZAR1AxARERFpocqqGm54YQ6Pf7CEccP7cuvZ+1HQrVOqw8oISlZFREREWqhsbTnPzVzK947cjR8csyfZWY2OL5cmULIqIiIi0kzzV21ieP/ujBjYg9d/dCQDe3ZOdUgZR31WRURERJqotta57d+fc8wtb/Dy7BUASlSTRC2rIiIiIk2woaKKa56cyaufreJb+w/hq3v0TXVIGU3JqoiIiEiC5izbwITJM1i+YQs3nrI35x1cRDC7vCSLklURERGRBC1YXc626loeH38IY4p6pzqcDkHJqoiIiEgjtlbXMGvJBg4c1oeTRg/m6L36k5+nFKqtaICViIiISAzL1m/hzHvf5dw/v8eKDZUASlTbmK62iIiISBRTP1/D9x//kG3Vtdx29v4a7Z8iSlZFREREGrjr9fn88ZW5DO/fjXvOHcOu/bqlOqQOS8mqiIiISAObKqs5cd/B/Pa0UXTtpHQplXT1RURERIDPVmykfGsNY4p68+Nv7IkZKkuVBjTASkRERDq85z5cyql3vsWvXpiNu5OVZUpU04RaVkVERKTD2lZdy8S/fcLD7yziwGF9uOM7+ytJTTNKVkVERKRD2rCliosefJ8Zi9dz6eHD+MlxI8jN1k3ndKNkVURERDqk7p1yGNo7n4vH7co39x2U6nAkBiWrIiIi0mG4Ow++Vcax+wxkSK8u3HbO/qkOSeJQsioiIiIdwqbKKn781Ee8PGcF6yu28YNv7JnqkCQBSlZFREQk481buYnLH53OonUVXPfNvbh43LBUhyQJUrIqIiIiGe2DsnVc8MD75OflUHrJQRy8a0GqQ5ImULIqIiIiGW2vQT04fp9B/OS4PRnQo3Oqw5EmUn0GERERyTirNlby82c+Ysu2Grp1yuH/zhytRLWdUrIqIiIiGeW9BWs54bapPPfhMj5ZviHV4UgLqRuAiIiIZAR3589TF/Lbv39GUZ98Hrv0IPYY0D3VYUkLKVkVERGRjPB//5jHHa/N59i9B/DHb4+me+fcVIckrUDJqoiIiGSEb48dSs8uuVxy+DDMLNXhSCtRn1URERFpt176eDk/fmoW7k5RQVcu/equSlQzjFpWRUREpN2prqnl9y9/xn1vLmT/wl5s3lqt2/4ZSsmqiIiItCurNlVy1WMf8t7CdZx/SBHXfXMkeTm6WZyplKyKiIhIu1Fb65z/5/cpW1vOLWeN5lv7D011SJJkSlZFREQk7bk77pCVZdxw8t707JLLXoN6pDosaQNKVkVERCStlW+t5mfPfMzu/bvx/aN35+BdC1IdkrQhdfAQERGRtLVg9Wa+dddb/O2jZeRka5R/R6SWVREREUlLL89ewY+emkVeThaPfPcgxu3eN9UhSQooWRUREZG088WXFVz52Az2HtyDu84dw5BeXVIdkqSIklURERFJG5VVNXTOzWZo73we/u6BjC3uTaec7FSHJSmkPqsiIiKSFmYs/pKj/vg6/5izAoDDhvdVoipKVkVERCS13J1H3ynjrHvfITvbGNJbt/xlB3UDEBERkZTZsq2GXzz7Mc9+uJSjRvTnljP3o2e+pk2VHZSsioiISMr889OVPDdzKT84Zg+uPHI4WVkqTyX1KVkVERGRNrd601b6de/ESfsOYvf+3TQblcSkPqsiIiLSZmpqnT++MpcjbnqN+as2Y2ZKVKVRSW1ZNbMHgBOBVe6+T5T1PwZKImLZC+jn7uvMrAzYBNQA1e4+NpmxioiISHKtK9/G1Y9/yJufr+GcA3dhqAZSSQKS3Q3gIeAO4JFoK939JuAmADM7CbjG3ddFbHKku69JcowiIiKSZDOXrOeKydNZU76N358+irO+UpjqkKSdSGqy6u5vmFlxgpufA0xJYjgiIiKSIs99uBQz4y+XH8qooT1THY60I+buyT1BkKy+GK0bQMQ2+cAXwPC6llUzWwh8CThwr7tPirHveGA8QGFh4ZhFixa17hMQERGRZqmsqmHFhkqK+3ZlW3UtFduq6ZWfl+qw0oaZTVc3x/jSZYDVScBbDboAjHP3A4Djge+Z2Vej7ejuk9x9rLuP7devX1vEKiIiInEsXlvBaXe9zfkPvM/W6hrycrKUqEqzpEuyejYNugC4+9Lw+yrgWeDAFMQlIiIiTfTaZ6s48fY3+eLLCm44eaSmTJUWSXmyamY9ga8Bz0cs62pm3et+Br4BzE5NhCIiIpKImlrn5n/O46KHPmBo73xevOpwjhoxINVhSTuX7NJVU4AjgL5m9gXwKyAXwN3vCTf7FvAPdy+P2HUA8KyZ1cX4mLu/nMxYRUREpGXcnfcWrOWMMUP59an70DlXLarSckkfYNWWxo4d69OmTUt1GCIiIh3K7KUbGNizM327dWLLtho652YRNjhJIzTAKjEp7wYgIiIi7dcTHyzmtLvf5tcvfgJAl7xsJarSqpI9KYCIiIhkoMqqGn71/ByemLaEccP7cv1Je6c6JMlQSlZFRESkSZat38Jlj07n46UbuPLI4VxzzB5kZ6k1VZJDyaqIiIg0SZfcbKprnfvOH8sxIzXaX5JLfVZFREQkrtpa54kPFrOtupbeXfP421XjlKhKm1DLqoiIiDRqQ0UV1zw5k1c/W0VOVhanjxlKlm77SxtRsioiIiIxzV66gQml01mxoZIbT9mb0w4YkuqQpINRsioiIiJRvTx7OVc/PpPe+Xk8cdkhHFDYO9UhSQekZFVERESiGta3G+OG9+X3Z+xL326dUh2OdFAaYCUiIiLbLV2/hXv+818A9hzYnT9f+BUlqpJSalkVERERAKZ+voarpsygqsY5cd9BDO2dn+qQRNSyKiIi0tHV1jp3vjaf8x94j37dO/HClYcpUZW0oZZVERGRDu5HT83imQ+XcvLowfzu9FHk5yk9kPShV6OIiEgHd+w+Axk1tCcXHlqMmeqnSnpRsioiItIBPfvhF5RvreHcg4s4du+BqQ5HJCb1WRUREelAtlXX8svnZnPNE7N4efYKams91SGJNEotqyIiIh3E8g1buKJ0Bh8uXs/4r+7KT47dU9OmStpTsioiItIBbKys4qTb32LLtmruKjmAE0YNSnVIIglRsioiItIB9OicyzXH7M5BwwoY3r9bqsMRSZj6rIqIiGSoTZVVfK90Bm/NXwNAyUFFSlSl3VGyKiIikoHmrdzEKXe8xctzVlC2tjzV4Yg0m7oBiIiIZJjnZy7lZ3/5mG6dc3jskoM4aNeCVIck0mxKVkVERDLI2/PXcPXjM/lKcW/u/M4B9O/ROdUhibSIklUREZEMUFvrZGUZh+xWwB/O2Jdv7T+E3Gz19pP2T69iERGRdu7dBWs55pb/sHhtBWbGmWN3UaIqGUOvZBERkXbK3bnvjQWU3P8e7rCtpjbVIYm0OnUDEBERaYc2b63mJ0/P4qWPV3Dc3gO56dv70r1zbqrDEml1SlZFRETaoTtfm8/Ls1fw8+NHMP6ru2KmaVMlMylZFRERaUcqtlWTn5fD94/anaNH9GdscZ9UhySSVOqzKiIi0g5U1dTy6xc/4ZQ73qJ8azVd8rKVqEqHoJZVERGRNLdqUyVXPvYh7y9cx4WHFmukv3QoSlZFRETS2LSydVxROoONlVX86az9OHX/IakOSaRNKVkVERFJU+7Ob//+Gfl52Txy8YGMGNgj1SGJtDklqyIiImmmfGs1Ne706JzLnd85gPxO2fRQWSrpoNTpRUREJI38d/VmTr3zLX705CwABvbsrERVOjQlqyIiImni5dnLOeWOt1hbvo0LDi1OdTgiaUHdAERERFKsuqaWm/4xl3v/s4DRu/Ti7pIDGNyrS6rDEkkLSlZFRERS7MuKKv4yfSnnHlzIL08cSaec7FSHJJI2lKyKiIikyKfLN7LHgO70696JV/7f4RR065TqkETSjvqsioiItDF35+G3yzj5jqnc/+YCACWqIjGoZVVERKQNVWyr5hfPfMxzM5dx1Ij+nP2VwlSHJJLWlKyKiIi0kbI15Vw+eTpzV27ih8fswfeOHE5WlqU6LJG0pmRVRESkjXxZsY115dt46KID+doe/VIdjki7oD6rIiIiSVRT67z22SoA9i/szRs/OVKJqkgTKFkVERFJkrWbt3LBA+9z0UMfMGvJegA656oslUhTJDVZNbMHzGyVmc2Osf4IM9tgZjPDr+sj1h1nZnPNbL6Z/SyZcYqIiLS2mUvWc9LtU3m/bB1/OH1fRu/SK9UhibRLye6z+hBwB/BII9u86e4nRi4ws2zgTuAY4AvgAzN7wd0/SVagIiIireWJDxbzy+fm0L9HJ56ZcCj7DOmZ6pBE2q2ktqy6+xvAumbseiAw390XuPs24HHglFYNTkREJElysrI4ZLcC/nrlOCWqIi2UDn1WDzGzWWb2dzPbO1w2BFgSsc0X4TIREZG0tGhtOf+YswKA08cM5aGLvkLvrnkpjkqk/Ut16aoZQJG7bzazE4DngN2bcgAzGw+MBygsVGFlERFpe//+dCX/74mZ5Odl89U9+tE5Nxsz1U8VaQ0pbVl1943uvjn8+SUg18z6AkuBXSI2HRoui3aMSe4+1t3H9uunUiAiItJ2amqdm/8xl4sfnkZhn3yevvxQjfYXaWUpbVk1s4HASnd3MzuQIHleC6wHdjezYQRJ6tnAd1IWqIiISANVNbVc/PA03pi3mjPGDOXXp+6jRFUkCZKarJrZFOAIoK+ZfQH8CsgFcPd7gDOACWZWDWwBznZ3B6rN7ErgFSAbeMDd5yQzVhERkabIzc5i78E9OG7vgZxz4C667S+SJBbkhplh7NixPm3atFSHISIiGeyJDxazx4Du7F/YO9WhSDtnZtPdfWyq40h36VANQEREJO1VVtXwk6dn8dO/fEzpe4tTHY5Ih5HqagAiIiJpb8m6CiaUTmf20o1cddRw/t/X90h1SCIdhpJVERGRRvx39WZOv/ttamqd+88fy9dHDkh1SCIdipJVERGRRhQXdOXU/YZw4aHFFPftmupwRDoc9VkVERFpYENFFT98chYrNlSSnWXccPLeSlRFUkTJqoiISITZSzdw4h1v8sKspcxcsj7V4Yh0eOoGICIiEnpy2hJ++dxs+nTN48nLDlF5KpE0oGRVREQEKH1vEdc+O5tDdyvgtnP2p2+3TqkOSURQsioiIgLAifsOZlNlNZeMG0ZOtnrJiaQLvRtFRKTDevPz1VzwwPtUVtXQs0sul39tNyWqImlG70gREelwamudO179nPMfeJ8VGyr5smJbqkMSkRjUDUBERDqUDVuq+OGTM/nXp6s4Zb/B/Pa0UeTn6d+hSLrSu1NERDqUHz45i9fnruaGk0ZywaHFmFmqQxKRRihZFRGRDqGm1snOMn5+wggmHLErY4r6pDokEUmAklUREcloW6tr+N8XP2FzZTW3nLUfu/XrluqQRKQJNMBKREQy1vINWzjr3neZ/O5i+vfoTK2nOiIRaSq1rIqISEZ6e/4arpryIZVVNdxVcgAnjBqU6pBEpBmUrIqISMYp31rNlVM+pE/XPO45dwzD++vWv0h7pWRVREQyRvnWavLzsunaKYcHL/wKw/t3o2sn/asTac/UZ1VERDLC3BWbOPH2qUx6YwEAo3fppURVJAMoWRURkXbv+ZlLOfXOt9i8tZr9C3unOhwRaUX6yCkiIu3WtupafvPSpzz0dhlfKe7Nnd85gP49Oqc6LBFpRUpWRUSk3ZqzbAOPvruIi8cN42fHjyA3WzcMRTKNklUREWl3lq3fwuBeXdi/sDf/vOar7KpC/yIZSx9BRUSk3XB37ntjAV+76TWmfr4GQImqSIZTy6qIiLQLm7dW85OnZ/HSxys4bu+BjN6lZ6pDEpE2oGRVRETS3ucrN3HZ5OmUrSnnFyeM4NLDd8XMUh2WiLQBJasiIpL23l2wlo1bqii95GAO2a0g1eGISBtSsioiImmpqqaWeSs3sffgnpx7cBEn7juY3l3zUh2WiLQxDbASEZG0s2pjJSX3vcdZ977L2s1bMTMlqiIdlFpWRUQkrXxQto4rSmewubKa350+ioJunVIdkoikkJJVERFJC+7OA2+V8duXPmWXPvlMvvgg9hzYPdVhiUiKKVkVEZG0YGZ8vnITR47oz/+dOZoenXNTHZKIpAElqyIiklLzV22m1p09BnTnxlP2ISfLyMpSWSoRCWiAlYiIpMzfP17OKXdM5efPfIy7k5eTpURVROpRy6qIiLS56ppa/vDKXCa9sYD9dunF7efsryL/IhKVklUREWlT6yu2cfnk6by7YB3nHVzEdSfuRaec7FSHJSJpSsmqiIi0qfy8HHKysrj5zNGcdsDQVIcjImlOyaqIiCSdu/PktCUcM3Igfbrm8ejFB+q2v4gkRMmqiIgkVcW2an7+zMc8P3MZKzdu5ftH765EVUQSpmRVRESSZsHqzUyYPIN5qzbxo2/swRVHDE91SCLSzihZFRGRpHhvwVoueXgaOdnGwxcdyFf36JfqkESkHVKyKiIiSbFb/24cslsB1580kqG981Mdjoi0U5oUQEREWs3azVv57d8/paqmlr7dOjHp/LFKVEWkRZSsiohIq5i5ZD0n3j6VB98qY/bSDakOR0QyRFKTVTN7wMxWmdnsGOtLzOwjM/vYzN42s9ER68rC5TPNbFoy4xQRkeZzdya/u4hv3/M22VnGMxMOZf/C3qkOS0QyREJ9Vs1sLHA4MBjYAswG/unuX8bZ9SHgDuCRGOsXAl9z9y/N7HhgEnBQxPoj3X1NIjGKiEhq3PTKXO56/b8csWc//nTWfvTKz0t1SCKSQRpNVs3sIuAqgqRyOjAX6AyMA34atpj+0t0XR9vf3d8ws+JYx3f3tyMevgtoKhMRkXbmhFGD6JybzZVHDicrS/VTRaR1xWtZzQcOc/ct0Vaa2X7A7kDUZLWJLgb+HvHYgX+YmQP3uvukVjiHiIi0gn9/upIPyr7kZ8ePYJ8hPdlnSM9UhyQiGarRZNXd74yzfmZrBGFmRxIkq+MiFo9z96Vm1h/4p5l95u5vRNl3PDAeoLCwsDXCERGRGGpqnT/9ax63vzqffYb0oGLbcPLzVAVRRJIn7gArM+tvZl3Dn7uY2bVm9jszG9QaAZjZvsD9wCnuvrZuubsvDb+vAp4FDoy2v7tPcvex7j62Xz8VnBYRSZYvy7dx4YPvc/ur8zlz7FCevvxQJaoiknSJVAN4HCgIf/4fYDjwJfBYS09uZoXAM8B57j4vYnlXM+te9zPwDYJBXSIikgI1tc5Zk97hvYXr+N1po/jDGaPpnJud6rBEpAOIN8DqAmA34AgzM+As4A/AZqDIzM4HZrr7RzH2nwIcAfQ1sy+AXwG5AO5+D3A9QSJ8V3B4qt19LDAAeDZclgM85u4vt+ypiohIU7k7ANlZxo+PHcGAHp3Yd2iv1AYlIh1KvPs3rwPlwEcESeVK4K+AAd8L18es/Ozu5zR2cHe/BLgkyvIFwOid9xARkbZSWVXD9c/PZvQuvSg5qIhjRg5IdUgi0gHFG2C1yMxuB14BaoFL3X1xePt+baySVSIi0r4tWVfB5ZOnM2fZRk2XKiIpFbdnvLvfbWaPArXuXhEuXgs02moqIiLt02tzV/H/Hp9JrTt/vmAsR++lFlURSZ14fVa7uftmd98cudzdyxtuk6wARUSk7SxcU87FD33AngN7cM+5B1BU0DXVIYlIBxevZfV5M5sJPA9Mr0tSzWxX4EjgTOA+4OlkBikiIslVXVNLTnYWw/p25c7vHMARe/anS55G+4tI6jVausrdjwb+DVwGzDGzDWa2FpgMDAQucHclqiIi7djspRs45pY3eG9BUOr6+FGDlKiKSNpIpM/qS8BLbRCLiIi0sSenLeG652ZT0DWPTqqbKiJpSFOPiIh0QJVVNfzPX+cw5f0lHDa8gNvO3p+Cbp1SHZaIyE6UrIqIdEDPfriUKe8v4YojduOH39iT7CxLdUgiIlEpWRUR6UA2VlbRo3MuZ43dhd37d2NscZ9UhyQi0qhGB1g1ZGb5ZjbWzPolKyAREWl9tbXO7f/+nKP++DpL128hK8uUqIpIu9BosmpmJ5tZmZnNMLMTgDnAHcDHZnZBm0QoIiItsmFLFZc+Mo3/++c8xg3vS+/83FSHJCKSsHjdAP4X+AbQE3gN2NfdF5hZf4KSVg8nOT4REWmBT5Zt5PLJ01m2fgs3nrI35x1chJn6p4pI+xEvWa1193kAZrbQ3RcAuPsqM6tOenQiItIi909dwNbqGp647GDGFOm2v4i0P/GS1Swz603QXaA2/LnuI3mT+ruKiEjb2Fpdw/qKKgb06MyNp+zDlm019OuuslQi0j7FS1Z7AtPZkaDOiFjnSYlIRESabdn6LUwoncHWqhpevGoc3Trl0K2TCr+ISPvV6F8wdy9uozhERKSF3pq/hqumfMi26lpuOmNfcrJ1A0xE2r9Gk1UzO6Cx9e4+o7H1IiKSfO7O3f/5L398ZS679evGPeeNYbd+3VIdlohIq4h3b+j/GlnnwFGtGIuIiDTD1upaXpy1nBNGDeL3p+9LV932F5EMEq8bwJFtFYiIiDTNvJWbGNSzM9075zLl0oPp0SVHZalEJOM0q0OTmR1jZv9s7WBERCQxz89cyil3vMVv//4ZAD3zc5WoikhGijeD1VFmNs/MNpvZZDMbZWbTgN8Bd7dNiCIiUmdbdS03vDCHqx+fyaihPfl/X9891SGJiCRVIn1WxwPvAMeH33/m7nckOzAREalv5cZKJkyezozF67lk3DB+evwIcjXiX0QyXLy/cu7ur7v7Vnd/DliqRFVEJDVqap3Vm7dyx3f257oTR6ZfolpaCsXFkJUVfC8tTXVEIpIB4rWs9jKz0yK3j3zs7s8kJywREYGgLNVLH6/g+H0GMrhXF1794RHpl6RCkJiOHw8VFcHjRYuCxwAlJamLS0TaPXOPPRGVmT3YyL7u7t9t/ZCab+zYsT5t2rRUhyEi0io2VVbxk6c/4u+zV3DHd/bnxH0Hpzqk2IqLgwS1oaIiKCtr62hE2gUzm+7uY1MdR7qL17L6V7Weioi0vc9XbuKyydNZtLaC6765F98cNSjVITVu8eKmLRcRSVC8e0nXtUkUIiKy3StzVnDKnW+xcUsVpZccxCWH75r+ZakKC5u2XEQkQWnY8UlEpGPr0zWPfYf25G/fP5yDdy1IdTiJmTgR8vPrL8vPD5aLiLRAvG4AI8zsoyjLjaDP6r5JiElEpMNZtbGS1+au4qyvFPKV4j5MufTg9G9NjVQ3iOraa4Nb/4WFQaKqwVUi0kLxktWFwEltEYiISEf1/sJ1fO+xGZRvrebIPfvTv0fn9pWo1ikpUXIqIq0uXrK6zd2jDO8UEZGWcnf+PHUhv/37ZxT2yWfyxQfRv0fnVIclIpJW4iWrb7VJFCIiHdAPn5rFMzOWcuzeA7jp26Pp0Tk31SGJiKSdeMnqB2Z2fqyV7v5IK8cjItJhHDSsD3sM6M5lX20Ho/1FRFIkXrIaq1DtycAQQMmqiEgT/P3j5dQ6fHPfQZz1FZV1EhGJp9Fk1d2vqvvZgo/9JcBPgXcB1SMREUlQdU0tf3hlLpPeWMBhwws4YdRAtaaKiCQgXssqZpYDXAj8iCBJPcPd5yY5LhGRjLFqUyVXPfYh7y1cx3kHF3HdiXspURURSVCjyaqZfQ+4Gvg3cJy7l7VFUCIimeLL8m2ceNtUNlZWcfOZozntgKGpDklEpF2J17J6O7AKGAccFtESoEkBREQS0LtrHhccWsyRe/Zn5OAeqQ5HRKTdiZesDmuTKEREMkjFtmquf34OFxxSzKihPfnekcNTHZKISLsVb4DVIgAzGwbsHS7+xN0XJDswEZH2aMHqzUyYPIN5qzYxepdejBraM9UhiYi0a/H6rPYA7icoYTUzXLyfmU0HLnb3jckNT0Sk/Xh59gp+/NQscrKNR757IIfv3i/VIYmItHvxugHcBnwCnO3utbC9hNUvgTuAmBMGiIh0JK/NXcXlk6czemhP7jp3DEN6dUl1SCIiGSFesnqYu18YucDdHbjRzD5PWlQiIu2Eu2NmHD68L9d9cy/OO6SITjnZqQ5LRCRjZLVgXxUJFJEO7cPFX/Ktu95m9aat5GRnccnhuypRFRFpZfGS1bfN7HprUL3azH4JvJO8sERE0pe78+g7ZZx57zusLd/KlxXbUh2SiEjGitcN4Crgz8B8M5sZLtsP+BC4JHlhiYikpy3barj22Y955sOlHLlnP/501v70zM9NdVgiIhkrXumqjcC3zWw3YGS4+BN3/28iBzezB4ATgVXuvk+U9QbcCpwAVAAXuvuMcN0FwHXhpr9294cTOaeISDL9/uXPeHbmUq75+h5cddRwsrLUI0pEJJnila46Fuju7k8D/41Yfgawwd3/Gef4DxFUDXgkxvrjgd3Dr4OAu4GDzKwP8CuCklkOTDezF9z9y7jPSEQkCapqasnNzuL/fX13jt6rv8pSiYi0kXh9Vq8H/hNl+evAjfEO7u5vAOsa2eQU4BEPvAv0MrNBwLHAP919XZig/hM4Lt75RERaW02t88dX5nL2pHfZVl1Lr/w8JaoiIm0oXrLayd1XN1zo7muArq1w/iHAkojHX4TLYi3fiZmNN7NpZjZt9eqdQhURabZ15du48MH3ueO1+Qzv141a91SHJCLS4cRLVnuY2U5dBcwsF0iLitfuPsndx7r72H791NohIq1j1pL1nHT7VN5buI7fnTaK35+xL51zVZYqpUpLobgYsrKC76WlqY5IRNpAvGT1GeA+M9veimpm3YB7wnUttRTYJeLx0HBZrOUiIklXW+v89C8fAfCXyw/l7AMLUxyRUFoK48fDokXgHnwfP14Jq0gHEC9ZvQ5YCSwys+lmNh1YCKxmx0j9lngBON8CBxMM2loOvAJ8w8x6m1lv4BvhMhGRpKmsqqGyqoasLOPuc8fw4lXjGDW0Z6rDEoBrr4WKivrLKiqC5cmmFl2RlIpXuqoa+JmZ/Q8wPFw83923RG5nZsdEqwxgZlOAI4C+ZvYFwQj/3PDY9wAvEZStmk9QuuqicN06M/tf4IPwUDe6e2MDtUREWmTx2gounzydUUN68vsz9mVY39boli+tZvHipi1vLXUtunWJcl2LLkBJSXLPLSIAmLfCgAEzm+HuB7RCPC0yduxYnzZtWqrDEJF25rXPVnH14x8C8Kez9+OoEQNSHJHspLg4SBQbKiqCsrLMO690CGY23d3HpjqOdBevG0CiVBVbRNqdmlrn5n/O46KHPmBo73xevOpwJarpauJEyM+vvyw/P1ieTKlq0RWR7VorWVU9FxFpd1ZsrOTBqQs5Y8xQnrniUAoL8uPvJKlRUgKTJgUtmmbB90mTkn8rvjDG4LpYy0Wk1TXaZ1VEJBMtWltOYZ98hvTqwktXH87Q3l0IZn+WtFZS0vb9RCdOrN9nFdqmRVdEtmu0ZTWsp5qIspaHIiKSfE98sJhjbnmDx94PbuPu0idfiarElqoWXRHZLl7L6lIzewGYArzqMUZjuftprR6ZiEgrqqyq4YYX5vD4B0sYN7wvx+8zKNUhSXuRihZdEdkuXp/VvQjKR10HLDGzW8N6qCIi7caSdRV8+553ePyDJXzvyN14+LsH0qdrXqrDEhGRBDSarLr7Wne/192PBA4EFgC3mNl/zUwddkSkXVi4ppzF6yq47/yx/PjYEWRn6ba/iEh70aQ6q+FUq6cBPwAGuXta1XhRnVURqVNb68xY/CVji/sAsKmyiu6dE+2GLyKSfKqzmpi4pavMrLOZfdvMniGYaeoo4GfA4GQHJyLSHBsqqrjkkWmcee87fLp8I4ASVRGRdqrRAVZm9hjwdeA/QCnwHXevbIvARESaY86yDUyYPIPlG7Zww8l7M2Jg91SHJCIiLRCvGsDLwGXuvqktghERaYlnZnzBz5/5mN75eTxx2SEcUNg71SGJiEgLxUtW+wGXxqpB6O43t3pEIiLNtHbzNg4o7M3t39mfvt06pTocERFpBfGS1W5tEoWISDMtXb+FJesqOHjXAi45fBgXHVZMTnZrzSQtIiKp1miy6u7/01aBiIg01dTP1/D9xz+kS242r/3oCPJyssjJVlkqEZFMkkg1gCPN7C9mNif8etrMjkh+aCIi0dXWOne+Np/zH3iPvt3yePTiA3nqiSyKiyErC4qLobQ01VGKiEhriFcN4JvAHcCN4ZcBBwAPmNmV7v5S8kMUEdlha3UNVz72If/8ZCUnjx7Mb08bxXNP5zB+PFRUBNssWgTjxwc/a5ZMEZH2rdFJAczsdeBqd5/VYPm+wO3u/rXkhtc0mhRAJPO5Oz/7y8eMGNSdCw8txswoLg4S1IaKiqCsrK0jFBFJjCYFSEy8AVYDGyaqAO7+kZml1exVIpLZnp+5lL0H92B4/+787vRRRFYpWbw4+j6xlouISPsRr89qeTPXiYi0im3VtVz//Gyufnwm972xEICG5fQKC6PvG2u5iIi0H/FaVnczsxeiLDdg1yTEIyKy3fINW7iidAYfLl7PpYcP4yfHjYi63cSJ1OuzCpCfHywXEZH2LV6yekoj6/7YmoGIiESat3IT37nvXbZsq+HO7xzAN/cdFHPbukFU114b3PovLAwSVQ2uEhFp/+LVWf1PWwUiIhKpqCCfccP7cuVRwxnev3vc7UtKlJyKiGSieKWrXgNilQtwdz+69UMSkY5qU2UVf3xlLj84Zk965ufyp7P3T3VIIiKSYvG6AfwoyrKDgZ8Aq1o/HBHpqOat3MTlj05n0boKDhvel2/sPTDVIYmISBqI1w1get3PZvY14JdAZ+Byd/97kmMTkQ7ihVnL+OnTH9G1Uw6PXXIQB+1akOqQREQkTcRrWcXMjgWuA7YCE939taRHJSIdxqPvLuKXz81mbFFv7iw5gAE9Oqc6JBERSSPx+qx+APQDbgLeCZcdULfe3WckNToRyXjHjhzAyg2VXP313cnNjlf6WUREOpp4LavlwGbgjPArkgNHJSMoEcls7y1Yy2PvL+bmM/ejf4/O/OjYPVMdkoiIpKl4fVaPaKM4RKQDcHf+PHUhv/37ZxT1yWf1pq0M7Knb/iIiElu8bgCnNbbe3Z9p3XBEJFNt3lrNT5/+iL99vJxj9x7AH789mu6dc1MdloiIpLl43QBOamSdA0pWRSQhV5TOYOrnq/n58SMY/9VdMbNUhyQiIu1AvG4AFyVyEDO7wN0fbp2QRCSTuDtmxg+P2YPLv7orhw7v22rHLi3VFKsiIpmutYbeXt1KxxGRDFFVU8uvX/yEX//tUwBG79Kr1RPV8eNh0SJwD76fdx6YQXFxsF5ERNq/1kpWdT9PRLZbtamSkvvf4/6pC6muqcU91qzNgdLSIMHMyko80bz2WqioqL+s7jSLFgWJrBJWEZH2r7WS1cb/E4lIhzGtbB0n3jaVj75Yzy1njeZ/Ttknav/UugTVLGgRjWwhTSTRXLy48fUVFUFCKyIi7ZtaVkWk1WzYUsVFD35Afl42z15xGN/af2jU7SJv4cOOFtE6iSSahYXx44mX0IqISPprdrJqZqdHPHyrFWIRkXZqa3UNAD275HLveWN4/spx7DWoR8zto93CbyheojlxIuTnN75NIgmtiIikt5a0rN5S94O7X9kKsYhIO7Rg9WZOun0qT05bAsChw/vSs0vj9VMTafGMl2iWlMCkSVBUFDxu2NMgPz9IaEVEpH1rSbKqW/8iHdzLs1dw8h1vsWbzNgb37JLwfvES0UQTzZISKCsLuhE8+miQuJoF3ydNUhkrEZFM0JJkVYOqRDqo6ppafvv3T7l88nR269+NF68ax7jdEy9LFe0Wfl3LaHMTzbrEtbY2+K5EVUQkM8SbbvVjoielBgxISkQikvbeW7iOe/+zgJKDCrn+pJF0yslu0v51iaQK+ouISDzWWP1DMytqbGd3X9TqEbXA2LFjfdq0aakOQyRjfVm+jd5d8wD46Iv17Du0V2oDEhFpx8xsuruPTXUc6S5eN4D73H1RrK82iVBEUs7deeSdMg77/avMXLIeQImqiIi0iUa7AQD92iQKEUlbW7bV8ItnP+bZD5dy5J79GFbQNdUhiYhIBxIvWe1pZqfFWunuz7RyPCKSRsrWlHP55OnMXbmJHxyzB1ceOZysrNYvBFJaqv6rIiISXdxkFTiR6GWqHIibrJrZccCtQDZwv7v/rsH6W4Ajw4f5QH937xWuqwE+DtctdveT451PRFrPX2ctY8XGSh666EC+tkdybrTUzWZVN0lA3XSroIRVRETiD7Ca4+57N/vgZtnAPOAY4AvgA+Acd/8kxvZXAfu7+3fDx5vdvVui59MAK5GWq6l1lqyroLhvV2pqndWbtjKwZ+ekna+4eMe0q5GKioISVCIimUoDrBITb4DV1hYe/0BgvrsvcPdtwOPAKY1sfw4wpYXnFJFmWle+jQseeJ8z7nmbDRVVZGdZUhNViD2bVSKzXImISOaLl6yOauHxhwBLIh5/ES7bSVgmaxjwasTizmY2zczeNbNTWxiLiDRi5pL1nHjbm7xfto4ffWNPeuY3PmVqc5WWBq2pWVnB9z59om8Xb5YrERHpGOL1WV1pZj+ItdLdb27FWM4Gnnb3mohlRe6+1Mx2BV41s4/d/b+RO5nZeGA8QKH+u4k0mbvz2PuL+Z8XPqFf90785fJDGTW0Z1LOFa1/al4e5OZCVdWO7RKdblVERDJfvJbVbKAb0D3GVzxLgV0iHg8Nl0VzNg26ALj70vD7AuB1YP+GO7n7JHcf6+5j+/VTpS2R5vjP3NUcslsBL141LmmJKgQj/usS1TrbtkGPHkEfVbPmT7cqIiKZKV7L6nJ3v7EFx/8A2N3MhhEkqWcD32m4kZmNAHoD70Qs6w1UuPtWM+sLHAb8oQWxiEiExWsryMqCob3z+dPZ+9EpJ5vsJJSlqnfOGP1Q162DNWuSemoREWmn4rWstug/l7tXA1cCrwCfAk+6+xwzu9HMIstQnQ087vVLE+wFTDOzWcBrwO9iVREQkaZ59bOVnHj7m/zsL0FluPy8nKQnqhC7H6p68IiISCzxWlaPbukJ3P0l4KUGy65v8PiGKPu9TcsHeIlIhJpa59Z/f85t//6ckYN68Jtvte1bbOLE+n1WQf1TRUSkcY0mq+6+rq0CEZHk2lBRxVWPf8gb81Zzxpih/PrUfeicm92mMdT1Q9VsVSIikqh4LasikiFyc4x15Vv5zbdGcc6Bu2CW/Nv+0ZSUKDkVEZHExeuzKiLt3F9nLaNiWzX5eTk8/71xfOegwqQmqg3rqJaWJu1UIiLSAShZFclQlVU1/PTpj7hqyoc8/HYwn2myB1HV1VFdtAjcg+/jxzeesCq5FRGRxihZFclAS9ZVcMY9b/PEtCVceeRwxn911zY5b7Q6qhUVwfJompPciohIx6JkVSTDvLdgLSfdMZVFayu4//yx/OjYPdukLBXErqMaa3nM5PbqzWpuFRERQAOsRDLO4F5d2GtgD3572iiK+3Zt03MXFgato9GWRxMzuV2bD2vDA9U1t4JGZomIdEBqWRXJABsqqrjr9fm4O7v0yWfK+IPbPFGFoAxVfn79ZY3VUY05SQANstjG+hKIiEhGU7Iq0s7NXrqBE+94k1v+OY85yzamNJaSEpg0CYqKwCz4PmlS7AbRqMkt5UzkFztvHKsZVkREMpq6AYi0Y09NW8J1z82md34eT1x2CPsM6ZnqkJpURzXqJAGbf07J2ik7b6w5WUVEOiQlqyLt1B9e/oy7Xv8vh+5WwG3n7E/fbp1SHVKzNExYr+3zG8jdREnVQzs20pysIiIdlroBiLQzdXVJf3VZP/hkN47rcmC7TVQhSvmqtd0Yb/dRWnBVYn0JREQko5m7pzqGVjN27FifNm1aqsMQSZr/uWc1t0/exNq3dtRNzc9v37lccXH0CgJFRVBW1tbRiIi0HTOb7u5jUx1HulPLqkg7UFvr3PnafB5c+D55e3wB2TXb17X3gfJNrc0qIiIdi5JVkTS3YUsV4x+dxk2vzKX808GsmHwo1GTX26Y9J3Yxy1elYjyV5n4VEUk7SlZF0lhVTS2n3/02r89dzQ0njaTrR/vhVTuPi2zPA+WbWps1aTT3q4hIWlKyKpLGcrOzuPxru/H4+IO58LBhTJxo6ZHYtaKm1mZNmphzv7bjPhYiIhlAA6xE0sy26lr+98VPOHS3Ao4fNWin9aWlDeqSTmy/g6vSSlZW0KLakBnU1rZ9PCKS8TTAKjGqsyqSRpZv2MIVpTP4cPF6enfNi5qsNqXovjRBYWH0sgTtuY+FiEgGUDcAkTTx9vw1nHjbVOat2MRdJQfwg2P2SNq5NI4oirTpPCsiIpGUrIqkgbkrNnHun9+jd9c8nr9yHCdEaVFtLTHHEV0xtWNnsGnTeVZERCKpz6pICrk7ZgbAEx8s5sR9B9O1U3J758Qswm+LKfOiHQva+2wDIiJpTn1WE6OWVZEUmbtiE9+8bSqfLt8IwFlfKUx6ogqNFOH3ofUXaCS8iIikASWrIinw/MylnHrnW6zevJWKbdVteu6YRfiJksW259kGREQkIyhZFWlD26prueGFOVz9+Ez2GdKDv101jjFFfdo0hqjjiKyCifxi5401El5ERFJMyapIG3r03UU89HYZF48bxmOXHkz/Hp3bPIao44gun0FJ/vP1N9RIeBERSQNKVkXaQGVVDQDnHVzEw989kF+eOJLc7NS9/UpKoKwsqHVfVgYld41Lq5HwKq0lIiJ1VA1AJIncnfvfXMij7y7iue8dRp+ueakOKe3VldaKnPlUhQlEJBOpGkBi1LIqkiSbt1bzvcdmMPGlTxk5qAe52ZbqkNqFa6+tn6iCChOIiHRkmm5VJAnmr9rEZY9OZ+Gacn5+/AjGf3XX7fVUpXExS2upMIGISIekZFUkCX7/8lw2bKmi9JKDOWS3glSH064UFkaftECFCUREOiYlqyKtpKqmlvKt1fTKz+N3p42iqsYZ2LPtR/u3dxMnRu+zqsIEIiIdk/qsirSCVZsqKbnvPcY/Op3aWqegW6d2laim0+j7qKW1NLhKRKTDUrIq0kIflK3jxNum8vHSDZQcVEhWVvy+qclKDptz3LrR94sWgXvwffz41Ces9UprKVEVEemwVLpKpJncnQffKuM3L33K0N5duOe8MYwY2CPufskqzdTc4xYXR+8jWlQUJIoiIpIcKl2VGCWrIs1UvrWa4299kz0Hduf/zhxNj865Ce2XrOSwucfNygpaVBsyC1o2RUQkOZSsJkYDrESaqGxNOYN6daZrpxyevvwQ+nbrlNCt/zrJKs3U3ONq9L2IiKQz9VkVaYK/f7ycE2+fyv/9Yx4A/Xt0blKiCrGTwJYmh8097sSJQXeBSBp9LyIi6ULJqkgCqmtq+e1LnzKhdAa79e/GhYcWN/tYyUoOm3tcjb4XEZF0pm4AInGs3rSVq6bM4N0F6zj34EJ+eeJIOuVkN/t4dUngtdcGt+gLC4OEsqXJYUuOW1Ki5FRERNKTklWRODZs2cbnKzfzx2+P5owxQ1vlmA0Ty7p571sjYVXSKSIimUTJqkgU7s6bn6/h8N37Mrx/d9786ZHk57Xe26Vhmam62qagZFNERCSS+qyKNFCxrZprnpjJ+Q+8z78/XQXQqokqBC2pkfVQIXh87bVwxRWQkxP0H83JCR6LiIh0VEpWRSIsXFPOt+58m+dnLeOHx+zBUSP6J+U8scpJLVoEd98NNTXB45qa4HFTEtZ0mjpVRESkpZSsioT+/elKTr59Kis3VfLwRQdy1dG7N7ksVaKaWqZq0qTEtkvHqVNFRERaIunJqpkdZ2ZzzWy+mf0syvoLzWy1mc0Mvy6JWHeBmX0efl2Q7FilY3OHXft15cWrxvHVPfo1ef+mtGhGKzPVmLqW1nga614gIiLSHiV1ulUzywbmAccAXwAfAOe4+ycR21wIjHX3Kxvs2weYBowFHJgOjHH3L2OdT9OtSlOt3byV9xeu4/hRgwCorfVmtaY2HDAFQTLaWL3S0lK44ILEEtHsbKiujr+dpk4VEWk/NN1qYpLdsnogMN/dF7j7NuBx4JQE9z0W+Ke7rwsT1H8CxyUpTumAZi5Zz4m3T+WHT81iXfk2gGbf9r/66qa3aJaUJN5iWlcpIJ5kzY4lIiKSKslOVocASyIefxEua+h0M/vIzJ42s12auK9Ik7g7k99dxJn3vEN2lvHkZYfQp2tes49XWgpr10Zft2hR7K4BpaVBi2djsrNhwgS4667EYtHUqSIikmnSYYDVX4Fid9+XoPX04absbGbjzWyamU1bvXp1UgKUzOHu/PQvH3Hdc7M5ZLcCXrxqHPsM6dmiYzbWemoWe7DTtdfGvmU/eXKwrrq6fqIar1+spk4VEZFMk+w+q4cAN7j7seHjnwO4+29jbJ8NrHP3nmZ2DnCEu18WrrsXeN3dp8Q6n/qsSiLuen0+W6tqubqVRvvH6icaS1ERlJU1vl+05c3pFysiIulLfVYTk+yW1Q+A3c1smJnlAWcDL0RuYGaDIh6eDHwa/vwK8A0z621mvYFvhMtEmuzfn65k6udrALjiiOFcc8werVaWqqn9QRctChLPWPsVFUVfrpH+IiLSESU1WXX3auBKgiTzU+BJd59jZjea2cnhZt83szlmNgv4PnBhuO864H8JEt4PgBvDZSIJq6l1bv7HXC5+eBr3vvHfpJwjVj/RgoLY+3z3u7Bmzc7LG+tfGmsigVjLRUREMkFSuwG0NXUDkEhflm/j+49/yJufr+HMsUO58ZR96JybnZRzlZYGLZyLFwctpnUJZ8Pb9o0pKIBbb419S7+4OGiVbaiuW4GIiLQv6gaQmHQYYCXS6lZtquTE26fy3oJ1/O60UfzhjNFRE9XWmpq0pCRIGGtrg+8lJTsGOyWqW7fG+55qpL+IiHRESlYlI/Xr1onj9hnIU5cfwtkHRu8c2hZTk5aUxO6D2lC82/ka6S8iIh2RklXJGJVVNdzwwhwWrinHzPjliSMZvUuvmNsnbcBSg+baicMfIN/i9wVIZKBWtBZcERGRTJaT6gBEWsOSdRVMKJ3O7KUbGd6/G8P6do27T1IGLDWsL7VoESWLLgb+xbX8hsUU0od1bMzuTVXNjm4Jup0vIiISnVpWpd17be4qTrx9KovWVvDnC8Zy7sGJ3XdPytSk0ZprgRKmUMYwaslmDf14sNc1up0vIiKSACWr0q7985OVfPehDxjcqwsvXjWOo/cakPC+SRmwlGCzbMm6O3Q7X0REJAFKVqVdO3z3vlx11O48M+FQigri3/qPlJQBS4k2y7q3rPyAiIhIB6FkVdqd2Us3cMED77OpsorOudn84Jg96JLXSP3URupTtfqApWjNtbEko/yAiIhIhlGyKu3Kk9OWcPrdbzNv5SaWb6gE4tRKbWZ9qmbXX43WXDthQuz6VZovVUREpFGawUrahcqqGv7nr58w5f3FHLpbAbefsz8F3TrtNPgegobN7bfzmzjtU2kpXH01rF1bf3m9YzZXVlaQMDdkFjTtiohIh6IZrBKjllVpF258MUhUJxyxG49890AKunUCEqiV2oT6VHWJb8NEdadjRtkvoVbYpJQfEBERyWxKViWt1dYGLZFXHTWc+84fy0+PG0FO9o6XbdxctAkJYoyqU42eq0m9DDRfqoiISJMpWZW0VFvr3PHq51z6yDRqa51BPbtwzMidy1LFzUWbkCDGqzoV7VxNmgVL86WKiIg0mZJVSTsbtlQx/tFp/PEf8+jaKYdtNbH7c0bLRc3ghBPCB01IEBu7Gx+rAbTJs2BpvlQREZEmUbIqaeWTZRs5+Y6pvD53NTecNJJbz96Pzrmxy1KVlMAFFwR5aB13ePjhHbfiSymhmDLMa8n5ogw7tyRq39JYVacKCmI3gKobqoiISHIpWZW0UV1TyxWl06msquGJyw7mwsOGYZFZaAwvvbTzIPu6W/GRfUoBamqC79H6lkZrhJ08Gdasid0A2prdUJtdLktERCSDqXSVpNy26lqyDHKys5i9dAMDenSmX/dOCe/fWEWowsLolavqxKhg1SSlpUFivHhxcL6JE5t+dz9qCS7KmVTwc0puPUjdBUREMpBKVyVGLauSUsvWb+HMe9/hj/+YB8A+Q3rSr3unJrUyNnYrvrFEFeIPqkpEa3RDjTpQi65cu/YHmuVKREQ6NCWrkjJvzV/DibdP5fOVmxg9tOf2BNUMzjsv8UmnYt2KP+GE+n1Zo0mXvqUxB2pRqFmuRESkQ1OyKm3O3bn79f9y3p/fo0/XPJ6/chzrPhpUr29prD6o0UT2NQXIzg62nzQpeveAOulU4jRm6zBhFtvUJmB1gBURkQyhZFXa3MI15dzyr3mcMGoQz3/vMIb37xa3ID80nq+VlOxoYa0bRFX3PZo2L3EaJ3mM2jpMORP5RfCgKU3ATZqpQEREJL0pWZU2s2pTJQC79uvGX68cx+3n7E/XTjlAYg2H8fK1RBJe2DGoqiWJapMaLhNIHre3DhdsxqiliDImcSklTGl6E3CTZioQERFJb0pWpU08P3MpX/vD67z40TIA9hzYvV5ZqniJaLx8rbQ0/mCqRI6TiCY3XCaYPJaUQNmabtROnkJZ0RGU2OPNawJu8kwFIiIi6UvJqiTVtupabnhhDlc/PpNRQ3pyYHGfqNvFmokK4udrdcljLNnZrTu7aZMbLpuaPLa0vIBmKhARkQyiZFWSZsWGSs6e9A4PvV3GxeOGUXrpQfTv0TnqttEK8j/6aNByGS9fa+z2f35+MJtVa85u2uSGy7ZOHltzpgIREZEUU7IqSfNB2To+W7GJO76zP788cSS52Y2/3OoaFB99NHh83nmJDWRv7O72BRe0/iCqJueebZ08Rsv823Q0mYiISOtRsiqtyt35bMVGAE4aPZj//PhITtx38Pb18QYmNWcge2MNlC+9FHtdc6s7NTn3TEXy2BozFYiIiKQBTbcqrWbz1mp+/NQs/v3ZKl6++nB27det3vqoU4rmB62fL70UtJBmZUUvOdXYtKilpXDuudHXmQX5WrR9osWSaA7ZGlOsiohIx6bpVhOjZFVaxecrN3HZ5OksWlvBT4/bk0sP37XeaH8IWi+jjdg3a7x4f8ApKihn4q3ddkoKS0uDLgPRjlFQAGvW7Lw8ViyNJcUiIiKtSclqYnJSHYC0f3+dtYyf/uUj8vOyKb3kIA7etSDqdrH6lib2eclYtLYb479bDeRsT1jrWkib+plL1Z1ERETaB/VZlRabs2wjew3qwYtXHR4zUYXWGfxesS1ne4mo0tKgC0FjEwGsW9e0WFTdSUREJL0oWZVmWbWxktlLNwDwo2/swZRLD2Zgz+hlqepEG5gUSzbVQPTm0sWLd7SoNjalKsROPlXdSUREpH1QsipN9v7CdXzz9qlc+dgMqmtqycnOIi8n/kupblB8QezGVyCsjVrwAwqI0tmUIAFNZGrVxpJPVXcSERFpH5SsSsLcnfvfXMA5971L17xs7jlvDDkNaqfGKwdVUgLd6hcJqKcuaeTMM9lEj53W52bXMHFi/L6lBQXxk09VdxIREUl/qgYgCamsquGHT83ibx8t5xsjB/DHM0fTo3NuvW0SLQeVlRV9QFRkmalYo/XrRvfHWp+dHcxYpcRTRETSnaoBJEYtq5KQvOwstlbV8NPjRnDveWP4619yd2pBjXZrvqKC7QOi6iQyuClWy+natcE5N2+G3Pq5MmZBH9Zrr028wL+IiIikNyWr0qiXZ69g+YYtZGUZX8sey+8v3I2sLOO883aeZSpaSyfsnHjGGmi1aNGOxLdPn9gxuQdJa1XVzsvrjvPd7yphFRERyQTqBiBRVdfU8odX5jLpjQWce3Ahe5WP2ukWf6KiFdq/4gq4557o3QHy84NW0vLyZoW+XawJAURERNKBugEkRpMCyE5Wb9rKVVNm8O6CdZx3cBHXnbgXew5vXqIaa0T+Sy/FLuTfnPNEs3Zt6xxHREREUkfJqtQzd8Umzn/gPTZsqeLmM0dz2gFDgabN7JSdHQyUKiwMEtVog500U5SIiIgkQn1WpZ7BvTozclAPnplw2PZEFZo2s1NtjcctBxXveAUFiU8g0Ngx4opVayteDa7mHFNERESaTMmqULGtmv/7x1wqq2ro3jmXBy86kJGD69c4bcrMToXZS+Nu09hsVvn5cOutQcmr7OxYR2jYh6D+49zc4BiNqqu11XCk2BVXRF+eSNIZ65hKWEVERJpFyWoHVdf4l1dQzsjvv80dr87nrfmxRyOVlEDXrvGPm085E2t+Gne7yBmkYEdSGjmTVElJUDM12rSoE7iLIsowaimijAncueNxETz4YAK1VmPV2po0KbEaXE05ZiL7ioiIyE6UrHZAdY1/q/JWMPD8qdTkVfLlcweyYsaARvfr3Dn6cqNme9I4iUspKXoroTjqZpByh+qHS/GiYsoWZ1FybfH2lshY06LeVXQTZQyjlmzKGMZdXBU8Lto18dmoYnWcralp2vaJbKNOuiIiIs2iZLUDuvZayNqzjP6nTadqXVeWP3Q4G+b2i9v4t25drDW2PWksyX++aX0GIO6t86jTokbrRxCr9ECs0/a5kmIWkkUNxSyklHOCFbH6HiTScTdWgdimdPoVERGR7ZSsdkCLF0NlWT82fjCMFaWHULOpy/bljY0NijnzVPay+s2eTZ3rtDm3zmM1uSZ47tJSGL/pZhZRjJPFIooZz32U5l4YJMrNSYRLS2HTpp2X5+Y2PYEXERERoA0mBTCz44BbgWzgfnf/XYP1PwAuAaqB1cB33X1RuK4G+DjcdLG7n9zYuTQpQOM+XPwlL8xaxoNXjWTRIttpfUEBbNlSP2/Mz9+RA9Y1gDZcf8EFQd3UxYsbL1cVU1ZW9KKrZkFzahIUF0efcauoYDNla7rtmD+2KU8q1kE1O4GIiEShSQESk9Rk1cyygXnAMcAXwAfAOe7+ScQ2RwLvuXuFmU0AjnD3s8J1m929W6LnU7Ianbsz+b3F3PjXOQzo0ZnzBhzGD77Xaaeks0uX2IX0i4p2NA5G5nAnnBAMgoqV4CYkZuYYZeqrVpKU/DgFSbeIiLRfSlYTk+xuAAcC8919gbtvAx4HToncwN1fc/e6VOddYCjSYnW387Pzahh29ix++dxsxg3vy4tXjeOyCztFvYMeu0/qjm6kUL//6EsvtcLg92j9T82CkyapTmnMLg0t6VqalIOKiIh0bMlOVocASyIefxEui+Vi4O8Rjzub2TQze9fMTk1CfBlpx3glp+9pH+DFSyl/dw+Oyv0KvfLzgOiDluLlVNGS0FYZ/N6wjpXZjhbKJNUpbYXxWW10UBERkY4tbQZYmdm5wFjgpojFRWHz+HeAP5nZblH2Gx8mtNNWr17dRtGmtx3jlYyN7w5n1VNfYc1/dueX1+3opxptINXE4Q+QT3mjx45MQktLg/2jaXJjYl32XFS08630JNQpbeH4rDY8qIiISMeW7D6rhwA3uPux4eOfA7j7bxts93XgduBr7r4qxrEeAl5096djnU99VqGm1ul7xDxqq7LZ+O7weuvquk5ecQXcc0/9nNBwHKeAoNPqWvoCOw/CqutGGm2wVZ0m91mNHMwU6/Wofp8iIpJh1Gc1McluWf0A2N3MhplZHnA28ELkBma2P3AvcHJkompmvc2sU/hzX+Aw4BMkpnXl27jwwffpeeh8cnpV0HAK0qysIOe7++6dc0LHgCzW0o8t5DOBO3dqZY28ox2t2hQEJUobTVQbNuk2nNo0FvX7FBER6ZCSmqy6ezVwJfAK8CnwpLvPMbMbzayuDNVNQDfgKTObaWZ1yexewDQzmwW8BvwusoqA1PfRF+s56fapvLdgHacOGUXlG/vSsGU01sRMDVXQlZc4kUlcGkxhGuWOdrTB+xA0fjaaqDYo/l969waKK+bsXJg/Uqx+n40VhRWRFtNbTETSQdLrrLaljtoNYF35Nsb9/lXyPI/1Lx7A4lm96NMHKiuhvNyJdjs/HqOWWrKDptLq6nrrSkvhvPOiN4Q2WlK0QYmqUs5hPPdRQdfty/IpD6ZsZUrQDByrxmmsoq/qIyrSKvQWE0k+dQNIjJLVdqym1snOChLRX9y1nNt+WUD5urzt64N+qE1PVAGKKKOMYTBhAtx1V711scqiQjBZ04MPxvhn1qAOaTELWURx9HMXHdF4jdUU1GYV6Uj0FhNJPiWriUmbagCSuNJSKN67gqHffYsBB6ykb1/47fcG1UtUgSYkqvU/sORTzkS7Do4+Gl56iVIroTjnC7LMG01UAaqqGhm436Df6WKi90NdTGH8ck+tUjNLRGLRW0xE0oWS1XamtBSunLiKmq9PJadXORs3WMxZpxKVTTUFrMaopYgyLpjQlWv73EPWv/9B30UfcBF/ZlHNUBxj0aLg7nxjYv4za1CHtJDoGxYWVMS/zxhrwFVWljrYibQCzXEhIulCyWo7UlvrXPvYPHqc9AE1G7uw4uFxVC7o3+Lj1pAbHJ9sJvILHn4YFq3thofVAaroXG9798YT1pj/zBrUIZ1YcDP5efX7w+bnw8RbE5hhN1oBfghGkYWDt5IxmYBIR6E5LkQkXShZbUde/WwVjPqc8tlDWDH5UKrXd42/U4LW0pdSzuFafhO1JFVD7sFgqobi/jOLmDqrZM1tTHogp3k19BsW4M/O3nmbpkwmEG3Ys4ZCS0cR5bWuOS5EJF1ogFU7UL61mq6dcnB3hh28lkXvF9CcEf7xFFHGYgrxBD7DmMGjjwY/19Xz32ngfmSx/1ij+ltLg8Fb9QKNN5lAtGHPeXnB8aqqdizTUGjJRBr2L5IyGmCVGCWrae6a25fwzPzPWF56MFVruyf1XEYthSyOOkI/mkZHBbf1P8CWDF2ON2qsqccTaU807F8kZZSsJkbdANLUQ4/WMPCkj3h26UdUruxBTUVe/J1C8QZAxdKHtUzkFzvNXNWwWkCdRkcFR5viqim35eskeis+kQ52sY7VlOHNGgotmUbD/kUkzeWkOgDZ2R0PVvCbN2bQee8NbHh7N9ZP3RM88Qy0pY3lXaiggnzAwn6p0SsONDoquDX+ATZsna0bNAU7t87WPY7V7aCxYxUWJt6yqqHQkmlivf71WheRNKGW1TRQ1+BnBjk58MtHy8jpVc6qv4xh/ZsjmpSotsRa+jKe+1hLP+r6xG7ZAmeeGX3g/ebNjYw5ao26N01tnY0YvEVZWf2EtrFjnXBC9ONlNXh7aCi0ZCIN+xeRNKdkNcXqGvwWLXKyu1VSUwPr39iT5Q8ezpb5A5txxOjNqtEGy0cTOfUpBPncSy8FXU0bjv5fu7aR6lCt8Q+wNW9PNnasl16Kvq53bw2FlsynYf8ikuY0wCrFiothyYoqCk6cSW7fTSx/8Kv4tub3zjBq6cKWeklnfj4cUryUf38ymOZUEagbUN/kcRgtrQbQmgM/GjvW4sXNryQgIiLSTBpglRi1rKZI3a3/ZRUbGXjBVLoMW83G93fFtzXWBOoEk6jWEKsF1YFJXEoRZcGMVEVwwSGf8c4nvWhuuau6O/eNNnRGG7zU2G35RLTm7cnGjqWpekRERNKWktUUqLv1v6bbFww87y0sp4YVjx3C5g+LiZVQZlHDZEpwsqglhyJiDQgyzmUyXzB0ezr75Kv9drq9H4tRvyUxn3ImLiqB4mIKu0af17Wwz+a6vgytO3tUa96ebOxY0RJZs+B5aDIA6Wg0GYaIpBl1A0iB4I60M+Ccd8Fh9QsHUFvRKeb2+ZQziUspYcr2ZaWcw3lMTqiAf9DemkirqjOBO3mJE1lMIYUsZiK/2H7eUs5hPPfV72KQV82k7j+gZO3tOx+uoADWrEngvGmgrsvCokVBohr5vlCBdOkoNEGASJtSN4DEKFltI6WlcPnlsMUq8Oosard0JqtTFbXbssFjJZzB76Yrm7iXy+slq0DYHaD1GscLWMMa+jW6Td2UrNuT2YKboyeqdSZPbl//5FQgXToyvf5F2pSS1cSoG0AbuOIKOPdcqC5Yw6AL36Lg2NkA1G7NbSRRhaA11CinBxfxAKWcU29tES0p2l3/Q0o+5dzK9+PuVcIUyhhGLdmUMYySdXc0XmqgqZMAJFMitzdVIF06Mr3+RSQNKVlNstJSuOcep8dB8+l/5nvUlOfx5X9GNPk4VXTmAh7BqCGHKowaNtOVXCqbeCSniDImcOeOQViU7dTNIGGFhVBTE3t9Kv/JRSanffvCRRfF71erwVbSken1LyJpSMlqklxxRVDg/7zvVtH31On0PmIuFZ8NZsWjh1H9ZbdmHbOGHIKhVsH3tfTDyQYSL69kOGUM4y6uqt9C2pxEFeL3SU3VP7kdBWyD5HTtWqiqqr9NtAkG2qBAusavSNrSBAEikoaUrCbBFVfA3XcHDY6W7eT228S6f41kzV/3w6tad4bbanJpyq+xsLldBwoKYMKEnWcGKC+PvU9ubtP/ybVWJhdtxqpoGrb8JrlAesMcurUKJ4i0ig4wQYA+LIq0Q+6eMV9jxozxVJs82R3cO++60smqcXAnuzr4nuKvfDb7ZM7ZvmAy53gRC92o8SIW1lu38875wZMrKkr8hJMnN/3i5edHP29TmSUWY1FR04/dArEuXxuHIdIhteafGJHWAEzzNMif0v1L1QBaSekVU7n63pGspSe9j/qUHmMWse5fI9k0fVicPRMtK9Uy2VTzMOc3XoYqSomsZmvtWaZa61iRUlCSJytLk2WJpIqKHUi6UTWAxKgbQCu44uufcd7dh7I+P58B33mXHmMWsfH9YWz6sCiBvZOfqOZTXi9RBbiW3+w0UUAFXbmW37TCCZvWx237bblFCyhmIVdwO8UsJIsaillI6aLDmh5DtL53eXlBN4YU3t7U+BWR1FGxA5H2SclqC11xBdz97z3JG7KeQRe+SV6/Tax+fn++fG0k1Kb+8mZTHbW1dDHRs6NYyxMWmQQm0DmsXh9OslhEMXfzPRZRvP3xeLuv6f3KovW9e+CBYEBYc6d/bQUavyKSOvqwKNI+pT6baqdKS4PxQ3ffDWDUbsuhelNnVjxyGBWfDU51eNvVkkWJPb7T8lgDrZo9ACs/P5gAoC4JTHAkUfRxUPVbmys8P/FyrZEJ8rXXBllgCpPThjrA+BWRtKUPiyLtk/qsNkNpaVDk3/Kq6LrXcjbPqvtY3hr9T+t+H63TPaCIRZRRvNPyFvdZLSiAbt2C+2eFhcFf+8iMK8HOYbH6cDaUUJ9OTRUpInHUzawc60+XSFtSn9XEtG4dpQ6gtBTOPx9y+26i36nTyeldwdalvala053WSTCbewwniypqydu+JJ9yJvLzqFvXJaRXcytr6QtAFxIo9QRBAnjrrY3/hU+wc1hhYfxxUHXbxRWtmbaulqr+G4kIwZ8C/TkQaV/UDSBBV1wRtO6dey503mMZA897i6xO1ax8/KAwUU01ozcbmjwr1RbyqZvWdS39GM99O03rCgRTqjblvnWs7DIrq14f1mi35RpK+DadRk+IiIhkHCWrcdTvmwq9Dp9Lv1M+ZNuqHix/eBxblxQ0foA2tI6CJs1KlXBFgNxcePjhhPt+lpZC8ebZO0bzRya/NTX1+rCWULpTH86jjw5yYwi+X3BBgi0hGj0hIiKScZSsNqK0FM47D6qrdyzbtrIHG6cVs3LKwdRs7py64KJo6uCohCoCdO0KDz6Y8H2z7eOq1nbbMZqf+yi1KPuHt+hLSoIcuLY2aEF9550gp4Xg+8MPJzjLTGuMntD0NiIiImlFA6wakZMTJEudhq4jp1c55bN3abVjN038gVtGLY9y7o7W1Jyc+ll2FMUsZFGUwVfgFLGYiROWUHLXuCZFGnNcFWWUEWWChAYjp1pctLsloyc0QEtERNqQBlglRslqFFd8/TPu/veegNN9bBm9j/yMqrVdWf7Q4SmsnRovYa3Fyd7xcPJkeOutHf0XoigtuIrxa3+7U1eAOs3J02LO0EQttZHx1UmwOkCbzPCk6W1ERKQNKVlNjLoBNLB37y+4+997Ynk19D15Jn2O/pQtn/dnxeRDU17kv4DV7ChtVV9RZBeAoqIgw7zrriDLi6Hk1oOYVPBziiiLety6gfRNEbPbaEFFQrfoU9rtVAO0RERE0o6S1VDpFVPpbpv4ZP0QyK5l4Llvkb/ncr58bQSrnxuDb8tNdYgAHM0/MOo3MQYlqn6xY8GiRdC3b/AVq+W8oABKSii59SDK8vfGYiTBTc3TYnYbvbVbQtXwU1q0WwO0mkf9fEVEJJncPWO+xowZ480x+eg/O9R4kNkFX92/8l/vXLi63rL0+Kqt99io8Qnc3rSD5Oe7T54ccQEme1H2kqibFhU143pODvYzC75Hnqot9m+2yZODa9PYtZL6dM1EJI2k7P9HMwHTPA3yp3T/SnkArfnV1GR1wgQPk79ax2q81xGfeKe0TFAb/ypioU/mHC9ioRs12x/HzD6jvHuVc4Ta21+6VCsqiv06ExFpQ+3x/5iS1cS+OuwAq975lazf0gkwsrpW0u/kD+lcuI71bw9nw5t7JjfQuJymzWRVSz5b4k+dGmeUkqYhlCZL6Yg4EZEd2uMYWQ2wSkyH7LOan71le6Laacg6Bl0wlbxB61nz19FpkKhCNzbt1C+1MdnUJlbcP07fy+31Th8tpYxiSs5TH0SJQ/18RSRNaIxs5upQyWppKZg5W2o7A0begA0MOOddvDqbFY8eRvknQ1MdIgCb6R5juBPQYE0+5dTE+DXWK+6f6Cil7VX9FwUtZuFMU0pYJaoYI+JKT5isMVci0qb02TlzdZhktXTv33DuuXW314Nb7NtW9mD9G3uy/OFxVK3ukdL46tsRY0Pd2EQRZRi1FGV/wSQurV+2KkJh1tJGR95Hde219YviQ/NqWEnHUFKyU5WH0gteYfzD4/R5R0TaVEqryUhSdYhktbet5dxPfg4YOb03M+Ccd8jpWQEYG9/fDd/almWpEu0jbFG2dTqxlYn8gtqiXSl7+D+U5D/PRH5BPuX1tszPh4mP7BL0GywrS7zzaYz7JaWLDlNLmUQXOV9uWRnXvjROn3dEpM1F+eysCQgzREYnq1cMeQ4zZz19AKPL7isYdMFb5PbdRHa3yhRF1ZSBU0YWNexIWo219GM891F6wuTt78ySoreZxHiKsr/A8Ja9QaPcLynlHMbbfWopk4So35iIpEqDz85KVDNExlYDyLOtVJEHGFgtvb46j54H/5ety3qy+rkx1GzqktpgExa9MkBRwWbK1nRr/dPV9VmNaBortkUs8p2T2HQeYSmp0x5H5IqIpIKqASQmI1tWzWp3JKpAjwMX0PPg/7Lpw0JWPHZIGyeqyfkwsHhtfvyNmiPKfZTFvkv0GBZlzgcdaT3qNyYiIq0po5LVj2ZUYRYxiMqC8k+bZhSz+rkDWPePUVCTndIYmyI/HwpYE3VdYYxBVa2iwX2UwqLoXRcKbYn6AshO1G9MRERaU9KTVTM7zszmmtl8M/tZlPWdzOyJcP17ZlYcse7n4fK5ZnZsvHNVeS51rand9i9j4PlvYbnVeFUOFXMHteKzSlwBa3Ya/BSrtTWPrRSwOhjpX7CZSZPg1oL/3XnwFOVMLLg5SRHvbOJEyLf6I2byKWei/0yjZlqitJRMHbWmfmMiItJakpqsmlk2cCdwPDASOMfMRjbY7GLgS3cfDtwC/D7cdyRwNrA3cBxwV3i8xs+ZU0PBN2dR8I051JR3gqzU3ao2armVq4PyUrY4SEIpYwJ3UkQZUEs21RCWoXqA77Km6CvUTp5C2ZpulJRAya0HMSn3yh3lqihjUu6VlNx6UNs8idJSSq4tZpJfUj+GutmxNGqmeVTPVkREJCFJHWBlZocAN7j7seHjnwO4+28jtnkl3OYdM8sBVgD9gJ9Fbhu5Xczz5Rzgg87/E7n9NrFh6h5seHs4TRt931Sxp0U1armcu7iLq+IfJt7Ik1TNgxplsNVONGqmeTQKSUSkw9MAq8TkJPn4Q4AlEY+/ABo2CW7fxt2rzWwDUBAuf7fBvkMaO1lOjy1kd69k1VNfoXJh/5bG3ggPv6I3TGdTzcOcH7Q8JiJe62RJSWruo0abICCSRs00n+o7iYiIJCTZyWrSmdl4YHzwqBNf3PaLpJ4vm2oKWcJChsXcZjALq29hXc4tCR6zyn3bR2Yft06EUfWFGCO1GjEGxsRaVwXbllVULF1z7rnrOPfcFgWXQs26Lq1hXxiVC3kNl7fBayERKbsuaUzXJDpdl+h0XaLTddnZnqkOoD1IdrK6FIisezQ0XBZtmy/CbgA9gbUJ7ou7TwImAZjZNPdpak5vILguus3QkK5LdLouO9M1iU7XJTpdl+h0XXZmZtNSHUN7kOxqAB8Au5vZMDPLIxgw9UKDbV4ALgh/PgN41YOOtC8AZ4fVAoYBuwPvJzleEREREUkjSW1ZDfugXgm8AmQDD7j7HDO7EZjm7i8AfwYeNbP5wDqChJZwuyeBT4Bq4HvuXpPMeEVEREQkvSS9z6q7vwS81GDZ9RE/VwLfjrHvRKApI3gmNSfGDkDXJTpdl+h0XXamaxKdrkt0ui7R6brsTNckAUktXSUiIiIi0hIZNd2qiIiIiGSWdpOstuW0re1JAtflB2b2iZl9ZGb/NrOiiHU1ZjYz/Go48K1dS+C6XGhmqyOe/yUR6y4ws8/Drwsa7tteJXBNbom4HvPMbH3Eukx+rTxgZqvMbHaM9WZmt4XX7SMzOyBiXaa+VuJdk5LwWnxsZm+b2eiIdWXh8pmZNtI5getyhJltiHivXB+xrtH3X3uWwHX5ccQ1mR3+PekTrsvI14uZ7WJmr4X/f+eY2dVRtulwf1uazd3T/otgcNZ/gV0JalPOAkY22OYK4J7w57OBJ8KfR4bbdwKGhcfJTvVzasPrciSQH/48oe66hI83p/o5pPC6XAjcEWXfPsCC8Hvv8OfeqX5ObXFNGmx/FcGAyIx+rYTP7avAAcDsGOtPAP5OMF3dwcB7mfxaSfCaHFr3XAmm034vYl0Z0DfVzyFF1+UI4MUoy5v0/mtvX/GuS4NtTyKo+pPRrxdgEHBA+HN3YF6U/0Md7m9Lc7/aS8vqgcB8d1/g7tuAx4FTGmxzCvBw+PPTwNFmZuHyx919q7svBOaHx8sEca+Lu7/m7nXTUL1LUK820yXyeonlWOCf7r7O3b8E/gkcl6Q421JTr8k5kOgUbO2bu79BUIkkllOARzzwLtDLzAaRua+VuNfE3d8OnzN0nL8ribxWYmnJ36S018Tr0iH+trj7cnefEf68CfiUnWfh7HB/W5qrvSSr0aZtbfhLrzdtKxA5bWu8fdurpj63iwk+xdXpbGbTzOxdMzs1CfGlSqLX5fTw1svTZlY3AUWmvl4Sfl5hV5FhwKsRizP1tZKIWNcuU18rTdXw74oD/zCz6RbMMNjRHGJms8zs72a2d7hMrxXAzPIJkq6/RCzO+NeLBd0S9wfea7BKf1sS1O6nW5XEmNm5wFjgaxGLi9x9qZntCrxqZh+7+39TE2Gb+yswxd23mtllBK3yR6U4pnRxNvC0169r3JFfKxKDmR1JkKyOi1g8Lnyt9Af+aWafhS1vHcEMgvfKZjM7AXiOYEIbCZwEvOXuka2wGf16MbNuBMn5/3P3jamOp71qLy2rTZm2FWvGtK3tVELPzcy+DlwLnOzuW+uWu/vS8PsC4HWCT36ZIO51cfe1EdfifmBMovu2U015XmfT4DZdBr9WEhHr2mXqayUhZrYvwXvnFHdfW7c84rWyCniWzOl2FZe7b3T3zeHPLwG5ZtaXDv5aidDY35aMe72YWS5Bolrq7s9E2UR/WxLUXpJVTdsaXdzrYmb7A/cSJKqrIpb3NrNO4c99gcMIZgvLBIlcl0ERD08m6E8EwWxr3wivT2/gG+Gy9i6R9xBmNoKgQ/87Ecsy+bWSiBeA88ORuwcDG9x9OZn7WonLzAqBZ4Dz3H1exPKuZta97meCaxJ1hHgmMrOB4VgJzOxAgv+xa0nw/ZfJzKwnwZ295yOWZezrJXwd/Bn41N1vjrGZ/rYkqF10A3BN2xpVgtflJqAb8FT4N3Sxu58M7AXca2a1BH9Qf+fuGZGAJHhdvm9mJxO8JtYRVAfA3deZ2f8S/HMBuLHBLat2KcFrAsH75vHwg16djH2tAJjZFIJR3H3N7AvgV0AugLvfQzAD3wkEgzMrgIvCdRn5WoGErsn1BGMC7gr/rlS7+1hgAPBsuCwHeMzdX27zJ5AkCVyXM4AJZlYNbAHODt9LUd9/KXgKSZHAdQH4FvAPdy+P2DWTXy+HAecBH5vZzHDZL4BC6Lh/W5pLM1iJiIiISNpqL90ARERERKQDUrIqIiIiImlLyaqIiIiIpC0lqyIiIiKStpSsioiIiDSRmT1gZqvMLG65LTO7xcxmhl/zzGx9G4SYMVQNQERERKSJzOyrwGbgEXffpwn7XQXs7+7fTVpwGUYtqyKSEmZWENHSsMLMlppZTfj4EzNbZ2YLw8f/MrPiRFowwmM/FLHvLDM7OmLd62Y2N+LcT0esO9/MZpvZx2b2oZn9KMrxZprZ2+HyC83sjvDnG8LnMDM8xslmdm3EPjURP3/fzPYMY5lpZp+a2aQYz2WQmb3YYNmFFsw3HrnscTPT1J4ibSScFrZe/VMz283MXjaz6Wb2pgUTrTR0Dg1m8pLGtYtJAUQk84RTdO4HQaIHbHb3P9atN7OHgBfd/enwcXETT/Fjd3/agvnrJ1F/jvYSd58WubGZHQ/8P+Ab7r7Mglm7zm94vDjnvMXd/2hmewFvAv3dfWJ4/M3uvl/E+V4Jt38+fDwqxjF/ANwXbpMN3EVQSLzczKa5+7nhdncDPwEujROjiCTPJOByd//czA4ieL8eVbfSzIqAYcCrKYqvXVKyKiKZ7h1gSALb/Rz4kbsvA3D3rYRJYlO5+6fhLEZ9gVUxNhsEfBGxz8cxtjsduC78+VhgN+AG4N9A94jt3gQeMrMcd69uTtwi0nxm1g04lB0zRgJ0arDZ2cDTmTKTZltRNwARyXTHAc81WFYacUv+pnDZPsD0Ro5zU8Q+pY2dMGxRqQVWN7LZLcCrZvZ3M7vGzHpFOc4w4MswcQbYBnQhmEK5XoLr7rUE0zaObiw2EUmaLGC9u+8X8bVXg23ORl0AmkzJqohkqpvMbB7wGPD7ButKIv6Z/DjB4/04Yp+SGNtcE84D/kfgLG9kBKu7PwjsBTxFMK/6u2HXg0iDiEh43f1fwF+Ba4DnzWxCg+1XAYMTfD4i0orcfSOw0My+DWCB7R8ew/6rvQnu9kgTKFkVkUz1Y3ffA/gp8EAC288BxrTwnLeEyezh7v5mvI3dfZm7P+DupwDVBK27kbYAnRvs8zuCbgBXAZeZ2eERqzuH+4hIkpnZFILEc08z+8LMLgZKgIvNbBbB35RTInY5G3i8sQ+xEp36rIpIprsD+K6ZHevurzSy3W8JWmO/6e4rzCwPON/d709GUGZ2HPBvd68ys4FAAbC0wWbzgOKIfYqAteHDJcAy6vdb3QNIqGKCiLSMu58TY9VxMba/IXnRZDYlqyLSnuxpZl9EPL7G3Z9qbAd3dzP7NcFI+bpktdTM6log17j71939JTMbAPzLgtERTv0W2ZvM7LqIxwe27KnwDeBWM6sMH//Y3Vc0iL3czP5rZsPdfT5Bt4DJQH/gZ8C7dc8pjH1Lw2OIiLR3mhRARCSNmdm3gDHufl3EsguB1929LGLZNcBGd/9zmwcpIpJEalkVEUlj7v6smRU0WDwTWN9g2Xrg0TYISUSkTallVUTaLTO7EzisweJbw5H2IiKSAZSsioiIiEjaUukqEREREUlbSlZFREREJG0pWRURERGRtKVkVURERETSlpJVEREREUlb/x9tlpegsE8DzAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the current figure and axes\n",
    "ax = plt.gca()\n",
    "\n",
    "# Split rep and dem.\n",
    "rep_2018 = house_2018[house_2018.PTY_AFFILIATION ==\"REP\"]\n",
    "dem_2018 = house_2018[house_2018.PTY_AFFILIATION ==\"DEM\"]\n",
    "\n",
    "# TODO: Make scatter plot colored red for republicans.\n",
    "ax.scatter(rep_2018.TTL_RECEIPTS, rep_2018.TTL_INDIV_CONTRIB, label=\"REP\", color=\"red\")\n",
    "# TODO: Make scatter plot colored blue for democrats.\n",
    "ax.scatter(dem_2018.TTL_RECEIPTS, dem_2018.TTL_INDIV_CONTRIB, label=\"DEM\", color=\"blue\")\n",
    "# TODO: Add Add line y=x.\n",
    "ax.plot([0, 20000000], [0, 20000000], \"--\")\n",
    "\n",
    "\n",
    "\n",
    "# Set the title\n",
    "ax.set_title(\"2018 House Individual Contributions vs Total Fundraising\")\n",
    "\n",
    "# Set the axis labels\n",
    "ax.set_xlabel(\"TTL_RECEIPTS ($)\")\n",
    "ax.set_ylabel(\"TTL_INDIV_CONTRIB ($)\")\n",
    "\n",
    "#Add a legend\n",
    "plt.gcf().legend()\n",
    "\n",
    "#Adjust the axis limits \n",
    "ax.set_xlim((0, 20000000))\n",
    "ax.set_ylim((0, 20000000))\n",
    "\n",
    "#Increase figure size\n",
    "plt.gcf().set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can see that there are a number of politicians raising a ton of money with almost none of it coming from indivudal contributers. But who exactly are those outliers? One thing we could do is to add data labels for some of these points (See the example [here](https://matplotlib.org/3.1.1/tutorials/text/annotations.html)). We'll come back to this later.\n",
    "\n",
    "Even with these simple plots this is starting to get pretty verbose. Matplotlib tends to be a manual process in this way. However, One advantage is the ability to do nearly anything you want. \n",
    "\n",
    "Seaborn is a wrapper around matplotlib that tends to be a bit easier to use and more easily produces cleaner plots without much manipulation. In the next few steps we'll look at how to show how the total amount of money raised changes each election cycle. Fortunately this data goes back to 1980!\n",
    "\n",
    "But first we'll revisit the same plot, to see how we would do the same thing in Seaborn.\n",
    "\n",
    "Note that we can just pass the data to Seaborn and select which columns we want, rather than selecting out columns or datasets ahead of time. The axis labels are taken care of automatically.\n",
    "\n",
    "One nice thing about Seaborn is that it's a wrapper around Matplotlib so once you produce a plot, you can still manipulate it with the same standard set of Matplotlib functions. Below we adjust the axis limits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the Seaborn default theme on Matmplotlib\n",
    "sns.set()\n",
    "\n",
    "# TODO: Use sns.relplot to automatically splits the data into separate series and colors them accordingly.\n",
    "# The hue option determines the coloring.\n",
    "p = sns.relplot(x=\"TTL_RECEIPTS\", y=\"TTL_INDIV_CONTRIB\", hue=\"PTY_AFFILIATION\", kind='scatter',\n",
    "            data=house_2018)\n",
    "\n",
    "# Adjust the axis limits using Matplotlib\n",
    "plt.xlim((0, 20000000))\n",
    "plt.ylim((0, 20000000))\n",
    "\n",
    "# Increase figure size\n",
    "plt.gcf().set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of plotting Democrats and Republicans atop one another, we can also use a \"Facet Grid\" to split out different categories into different plots. Take a look at [sns.FacetGrid](https://seaborn.pydata.org/generated/seaborn.FacetGrid.html) and split the two plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NmDBBERER2rRpkyZOnKiVK1eqbt26pq+bm5un4mLDHyVXSnx8HR07djbYZZRjxbqoyTwr1kVN5vn7HxyrtYOSNT8LajLPinVRk3lWrMuX7aAlZ11YsmSJBg0a5LQtPj5eERERkqSOHTsqISFBBw4cCEZ5AAAAqAYsF3Szs7O1bds2JScnO23PyclxfL1nzx4dPnxYTZs2DXR5AAAAqCYCNnRh9uzZWr16tY4fP66xY8cqNjZWK1as0Pjx4zVp0iS1atVKkrRs2TJ16dJFV1xxhdP5L774onbt2iW73a6IiAjNmTNH8fHxgSofAAAA1UzAgu706dM1ffr0ctsXLlzo9PrBBx90eX5qaqpf6gIAAEBostzQBQAAAMAXCLoAAAAISQRdAAAAhCSCLgAAAEISQRcAAAAhiaALAACAkETQBQAAQEgi6AIAACAkEXQBAAAQkgi6AAAACEkEXQAAAIQkgi4AAABCEkEXAAAAIYmgCwAAgJBE0AUAAEBIIugCAAAgJBF0AQAAEJIIugAAAAhJBF0AAACEJIIuAAAAQhJBFwAAACGJoAsAAICQRNAFAABASCLoAgAAICQRdAEAABCSCLoAAAAISQRdAAAAhCSCLgAAAEISQRcAAAAhiaALAACAkETQBQAAQEgi6AIAACAkEXQBAAAQkgi6AAAACEkEXQAAAIQkgi4AAABCEkEXAAAAISlgQTc1NVVdu3ZVYmKi9u/f7/KYefPmqX379urfv7/69++vp556yrHv/PnzeuSRR9SjRw/17t1ba9euDVTpAAAAqIbCA/VG3bp10+jRozVixAiPxw0YMEDTpk0rt/2NN95QdHS01qxZo0OHDmnEiBFavXq1Lr/8cn+VDAAAgGosYD267dq1U0JCQqXPX7VqlYYOHSpJatKkiW644QatX7/eV+UBAAAgxASsR9esFStWaOPGjYqPj9fDDz+sNm3aSJKOHDmiK6+80nFcQkKCsrOzK3TtuLhon9bqC/HxdYJdgktWrIuazLNiXdRkDVZsByVrfhbUZJ4V66Im86xaly9YKugOGzZMEyZMUEREhDZt2qSJEydq5cqVqlu3rk+un5ubp+JiwyfX8oX4+Do6duxssMsox4p1UZN5VqyLmszz9z84VmsHJWt+FtRknhXroibzrFiXL9tBS826EB8fr4iICElSx44dlZCQoAMHDkiSGjVqpMOHDzuOzcrKUsOGDYNSJwAAAKzPUkE3JyfH8fWePXt0+PBhNW3aVJLUu3dvffjhh5KkQ4cOaefOnerUqVNQ6gQAAID1BWzowuzZs7V69WodP35cY8eOVWxsrFasWKHx48dr0qRJatWqlV588UXt2rVLdrtdERERmjNnjuLj4yVJ999/v1JSUtSjRw/Z7XbNmjVL0dHWHGsGAACA4LMZhmGtwVp+ZLWxaVYcFyNZsy5qMs+KdVGTeYzRtQZqMs+KdVGTeVasK2TH6AIAAAC+QtAFAABASCLoAgAAICQRdAEAABCSCLoAAAAISQRdAAAAhCSCLgAAAEISQRcAAAAhiaALAACAkETQBQAAQEgi6AIAACAkEXQBAAAQkgi6AAAACEkEXQAAAIQkgi4AAABCEkEXAAAAIYmgCwAAgJBE0AUAAEBIIugCAAAgJBF0AQAAEJIIugAAAAhJBF0AAACEJIIuAAAAQhJBFwAAACGJoAsAAICQRNAFAABASCLoAgAAICQRdAEAABCSws0cZBiGjh8/rt/85jey2WzasGGD1q1bp+bNm2vo0KH+rhEAAACoMK89ulu3btXtt9+uTp06qWfPnsrIyND/+3//T8eOHdO8efP00ksvBaBMAAAAoGK89ug+99xz+u///m8lJydr2bJleuKJJ7RkyRJde+21OnjwoMaPH69HHnkkAKUCAAAA5nnt0T106JAGDx6sWrVqaciQIZKka6+9VpLUrFkznTx50r8VAgAAAJXgNegahuH4OiwsTFFRUU77bTab76sCAAAAqsjr0IWCggK9/PLLjtcXLlxwen3x4kX/VAYAAABUgdegm5ycrOzsbMfru+66y+l13759/VMZAAAAUAVeg+6zzz4biDoAAAAAn/IadIuLi71exG5n3QkAAABYi9ege/3117t94MwwDNlsNu3Zs8frG6WmpurTTz/V4cOHtXz5crVo0aLcMfPnz9fKlStlt9sVERGhyZMnq1OnTpKklJQUbd68WXXr1pUk9e7dWw8++KDX9wUAAEDN5DXo/utf//LJG3Xr1k2jR4/WiBEj3B7TunVr3Xfffapdu7b27t2rkSNHauPGjapVq5Yk6YEHHtDIkSN9Ug8AAABCm9ege+WVV3rcv3//flNv1K5dO6/HlPTeSlJiYqIMw9CpU6fUsGFDU+8BAAAAlPAadCUpLy9Phw4dUqNGjVSvXj1J0t69e/XKK69o/fr12rFjh88LS0tL09VXX+0Uct966y19+OGHaty4saZMmaJmzZpV6JpxcdG+LrPK4uPrBLsEl6xYFzWZZ8W6qMkarNgOStb8LKjJPCvWRU3mWbUuX/AadD/77DNNnjxZ58+fV0REhJ5//nl99dVXSk9P1+DBg7VmzRqfF/Xll1/q5Zdf1ptvvunYNnnyZMXHx8tutystLU3jxo1TZmamwsLCTF83NzdPxcWG9wMDJD6+jo4dOxvsMsqxYl3UZJ4V66Im8/z9D47V2kHJmp8FNZlnxbqoyTwr1uXLdtDrdAkvvfSSUlJS9M033yglJUUpKSk6ceKEMjMzNXXqVDVo0MBnxUjS9u3b9dhjj2n+/Pn67W9/69jeoEEDx+wOAwYM0C+//OI0ny8AAABQmteg+/PPP2vo0KGqVauWhg0bpsLCQv3lL3/RFVdc4fNiduzYocmTJ2vu3Llq2bKl076cnBzH1xs2bJDdbvd5yAYAAEDoqNA8umFhYbrssstUu3btCr/R7NmztXr1ah0/flxjx45VbGysVqxYofHjx2vSpElq1aqVnnrqKV24cEFPPvmk47w5c+YoMTFR06ZNU25urmw2m6Kjo/Xqq68qPNzUEGMAAADUQF6T4oULF5ymBDt37ly5KcLef/99r280ffp0TZ8+vdz2hQsXOr5esmSJ2/Pffvttr+8BAAAAlPAadP/yl784vb7nnnv8VgwAAADgK16D7rFjx/TAAw8EohYAAADAZ7w+jPbaa68Fog4AAADAp7wGXcOw1nyLAAAAgBlehy4UFRVpyZIlHgMv43YBAABgNV6DbmFhodLS0tzut9lsBF0AAABYjtegW6tWLb333nuBqAUAAADwGa9jdAEAAIDqyGvQbdSoUSDqAAAAAHzKa9DNyMgIRB0AAACAT3kdo3vdddfJZrO53W+z2bR7926fFgUAAABUldegu3r1arfbFy5cqPr16/u8KAAAAKCqvAbdq6++2un1hg0b9PLLL+vs2bOaPn26+vbt67fiAAAAgMryGnRLfPXVV3rxxReVlZWliRMnauDAgQoLC/NnbQAAAECleQ26O3fu1EsvvaR9+/ZpwoQJGjJkiCIjIwNRGwAAAFBpXoPu4MGDFRsbq7vvvlu5ubl69dVXyx3zpz/9yS/FAQAAAJXlNegOGDBANptNp06dCkA5AAAAVVdwYLMKti6RkZcrW3ScIm8ZpMjmHYJdFgLMa9B97rnnAlEHAACAT5z9br3yN7wtFRZIkoy83EuvJcJuDWP6YbQvvvhCmzdv1smTJ1W3bl21b99et99+uz9rAwAAqLCTa993hFyHwgIVbF1C0K1hvK6MVlBQoIkTJ2rcuHH6+uuvlZeXp6+//lrjx4/XhAkTVFBQ4O0SAAAAAVN4JtfldiPP9XaELq89uq+88oqOHTumNWvWqGHDho7tWVlZmjRpkubNm6cpU6b4tUgAAACzwmPiVHjmeLnttui4IFSDYPLao5uRkaHnnnvOKeRKUkJCgp555hllZGT4rTgAAICKqttlhBReZirU8EhF3jIoOAUhaLz26J44cUJNmzZ1ua9Zs2Y6efKkz4sCAACorDo33KEzZ84z6wK8B90GDRrou+++U+vWrcvt27lzp+rXr++XwgAAACorsnkHgi28D10YPHiwHnvsMX333XdO23fu3KmpU6dqyJAhfisOAAAAqCyvPbrjxo1TVlaWhgwZooYNG6p+/fo6evSosrOzNXToUI0bNy4QdQIAAAAVYmoe3T//+c8aPXq0tmzZ4phH9/bbb1eTJk38XB4AAABQOV6D7oULF/Tjjz+qRYsWuuaaa5z27d+/X9dcc42ioqL8ViAAAABQGV7H6P7973/Xxx9/7HLf0qVL9fe//93nRQEAAABV5TXorly5Uvfff7/LfWPHjtWKFSt8XhQAAABQVV6Dbk5Ojho0aOByX4MGDZSTk+PzogAAAICq8hp0a9euraysLJf7jhw5otq1a/u8KAAAAKCqvAbdzp0768UXX3S57+WXX1bnzp19XhQAAABQVV5nXXjkkUc0dOhQ9evXTz179lR8fLyOHTumNWvWKC8vT//4xz8CUScAAABQIV6Dbnx8vJYtW6Y333xTGzZs0KlTpxQbG6suXbpo7NixuuKKKwJRJwAAAFAhphaMuOKKKzR58mSvx82cOVMzZ86sak0AAABAlXkdo1sR//znP315OQAAAKDSfBp0DcNwuT01NVVdu3ZVYmKi9u/f7/KYoqIiPfXUU+revbt69OihxYsXm9oHAAAAuGJq6IJZNpvN5fZu3bpp9OjRGjFihNtzly9frh9//FGrV6/WqVOnNGDAALVv315XXXWVx30AAACAKz7t0XWnXbt2SkhI8HjMypUrNXjwYNntdtWrV0/du3fXJ5984nUfAAAA4IpPe3TdDV0wIysrS40aNXK8TkhIUHZ2ttd9FREXF13p+vwlPr5OsEtwyYp1UZN5VqyLmqzBiu2gZM3PgprMs2Jdlanp7HfrdXLt+yo8k6vwmDjV7TJCdW64I6g1BYJV6/IFr0H33//+t6699lpTF+vXr1+VC/Kn3Nw8FRdXPoz7Wnx8HR07djbYZZRjxbqoyTwr1kVN5vn7HxyrtYOSNT8LajLPinVVpqaCA5uVv+FtqbBAklR45riOrXhVZ86cV2TzDqavUbB1iYy8XNmi4xR5yyDHuVb8OUnWrMuX7aDXoQsDBgzQoEGD9L//+786efKkx2OfeuqpSheSkJCgI0eOOF5nZWWpYcOGXvcBAABUVcHWJY6Q61BYcGm7mfP/E5SNvFxJkpGXq/wNb6vgwGZfl4oK8Bp0N2zYoLvvvlvp6em644479NBDDykzM1OFhYU+LaR3795avHixiouLdeLECWVmZqpXr15e9wEAAFRVSUA1u72sqgZl+IfXoFu3bl2NHDlSixcvVnp6uq699lo988wz+t3vfqenn35aO3bs8Poms2fP1h133KHs7GyNHTtWd911lyRp/Pjx2rlzpySpf//+uuqqq9SzZ08NGTJEDz30kBo3bux1HwAAQFXZouMqtL2sqgZl+IfNqOQTZJs2bdKf//xnZWVlac+ePb6uyy+sNjbNiuNiJGvWRU3mWbEuajKPMbrWQE3mWbEuX4zRlSSFRyqq072mxujmLZriMtTaouMUPfyvlvw5Sdb9/HylwrMufPPNN0pLS9OqVatUp04dPfTQQz4rBgAAIBhKwqy7h8m8nn/LIJdBOfKWQX6oFmaZCrqHDx9Wenq60tPTlZubq169emn+/Plq166dv+sDAAAIiMjmHUwHW1fnSpUPyvAPr0F35MiR+uabb3Tbbbfpj3/8o3r06KFatWoFojYAAIBqoypBGf7hNejecccd+utf/6oGDRoEoh4AAADAJ7wG3XHjxkmSiouL3R5jtwdkJWEAAADANK9B9/rrr5fNZnO5zzAM2Wy2ajPrAgAAAGoOr0H3X//6VyDqAAAAAHzKa9C98sorA1EHAAAA4FOmphf797//rXnz5mnbtm06deqUYmNj1bZtWz388MO69tpr/V0jAAAAUGFenyI7dOiQhgwZovz8fE2ePFmvvvqqHnnkEeXn52vIkCH6v//7v0DUCQAAAFSI1x7dv/3tb+rfv79mzJjhtP2ee+7R008/rYULF+rZZ5/1W4FAIGzZla2l6w4q90y+4mKiNLBzM7Vv2TDYZQEAgCrw2qO7detW3XfffS73jR07Vl988YXPiwICacuubL2zaq9yz+RLknLP5OudVXu1ZVd2kCsDAABV4TXonjhxQldddZXLfY0aNdLJkyd9XhQQSEvXHVRBofM80QWFxVq67mCQKgIAAL5gaqUHd/Po2u12t/uA6qKkJ9fsdgAAUD14HaN74cIFjRgxwuU+wzCUn08YQPUWFxPlMtTGxUQFoRoAAOArXoPuX/7yF4/7Bw8e7LNigGAY2LmZ3lm112n4QmS4XQM7NwtiVQAAoKq8Bt277747EHUAQVMyuwKzLgAAEFq8Bt20tDSvFxkwYIAPSgGCp33LhgRbAABCjNeg+9FHH7ncbrPZdPDgQZ0+fZqgCwAAAMvxGnQXLVpUbtvevXv18ssvS5KmTJni+6oAAACAKvIadEs7dOiQ5s6dq40bN2r06NF6/vnnFR0d7a/aAAAAgEozFXSPHDmiefPmafXq1Ro2bJhWr16t2NhYP5cGAAAAVJ7XoDtr1iylp6fr7rvv1urVqxUXFxeIugAAAIAqMTVGt3bt2lqzZo0yMzNdHvPZZ5/5ui4AAACgSrwG3XfffTcQdQBBsWVXNvPnAgAQorwG3VtvvTUQdQABt2VXttOKaLln8rVw+W4tWrNPw3skEngBAKjmvAbdjz/+2OtF7rnnHp8UA/iDu17bpesOOi37W+LchSK9s2qvJBF2AQCoxrwG3fT0dI/7bTYbQReWtGVXtj7I3K+884WObbln8h0hNvdMvttzCwqLtXTdQYIuAADVmNeg+95775m+2LZt29S2bdsqFQT4QtlhCaWVhNi4mCiPYdfTPgAAYH12X15s/PjxvrwcUGnuhiWUyD2Tr4Gdmyky3P3/AnExUf4oDQAABEiFVkbzxjAMX14OqDRvvbFxMVGOYQllhzdIUmS4XQM7N/NbfQAAwP98GnRtNpsvLwdUmqdhCaVDbPuWDdW+ZUOmGQMAIAT5NOgCVjGwczOXY3QvrxXmcuqwksALAABCB0EXIakktNJLCwBAzVXloFtcXCy7/dIDPYzRhZXQSwsAQM1WpaBbUFCgG2+8UXv27JEkbd++3SdFAb7E+FsAAGqmKvfomu3F/f7775WSkqJTp04pNjZWqampatKkidMxU6dO1b59+xyv9+3bp/nz56tbt26aN2+eFi1apPr160uSbr75Zs2YMaOq5SPEuVrml1XPAACoGaocdM3OtDBjxgwNHz5c/fv3V3p6up588km9++67TsfMmTPH8fXevXs1ZswYderUybFtwIABmjZtWlVLRg3iaj5dVj0DAKBm8OmCEe7k5uZq9+7d6tu3rySpb9++2r17t06cOOH2nI8//ljJycmKjIwMRIkIMVt2ZeuxBZvcTjHGqmcAAIQ+rz26w4cPd9trW1zsfuWp0rKystSgQQOFhYVJksLCwlS/fn1lZWWpXr165Y4vKCjQ8uXL9fbbbzttX7FihTZu3Kj4+Hg9/PDDatOmjan3R83iafnfEqx6BgBA6PMadAcPHuxx/5AhQ3xWTInMzEw1atRISUlJjm3Dhg3ThAkTFBERoU2bNmnixIlauXKl6tata/q6cXHRPq+1quLj6wS7BJesWJfZmtI2bvEYcqMiwnRv35Y++R6t+HOSrFkXNVmDFdtByZqfBTWZZ8W6qMk8q9blC16D7rFjx/TAAw9U6U0SEhKUk5OjoqIihYWFqaioSEePHlVCQoLL45csWaJBgwY5bYuPj3d83bFjRyUkJOjAgQO69dZbTdeRm5un4mLrTIEWH19Hx46dDXYZ5VixrorUdOzkebf7SmZdaHl1bJW/Ryv+nCRr1kVN5vn7HxyrtYOSNT8LajLPinVRk3lWrMuX7aDXMbqvvfZald8kLi5OSUlJysjIkCRlZGQoKSnJ5bCF7Oxsbdu2TcnJyU7bc3JyHF/v2bNHhw8fVtOmTatcG0KPu2EJcTFRen5iRx5CAwCghvDao+urRSBmzpyplJQULViwQDExMUpNTZUkjR8/XpMmTVKrVq0kScuWLVOXLl10xRVXOJ3/4osvateuXbLb7YqIiNCcOXOcenmBEq6W/40Mt2tg52ZBrAoAAASa16BbVFSkJUuWeAy899xzj9c3atasmRYvXlxu+8KFC51eP/jggy7PLwnGgDcs/wsAACQTQbewsFBpaWlu99tsNlNBFwgklv8FAABeg26tWrX03nvvBaIWoNLcLfPL8r8AANRcARujC/iLu2V+//3zKW3amc3yvwAA1FBeg25cXFwg6gAqzd0yv+u+OaKysyix/C+AmqzgwGYVbF0iIy9Xtug4Rd4ySJHNOwS7LMBvvAZdT8v0Albgbjlfd1OFsvwvgJqo4MBm5W94WyoskCQZebmXXkuEXYQsr/PoAlbnbt5cu+uVq1n+F0CNVLB1iSPkOhQWXNoOhChT04t9/vnnHsfqtm/f3qdFARXhbt7cjq0aOo3RLdnOfLoAaiIjL7dC24FQ4DXoFhQU6IknnnAbdG02m/71r3/5vDDALE/z5l57Vaw+yNyvvPOFkqSIcDfdvAAQ4mzRcS5DrS2aZ3EQurwG3dq1axNk4TP+mu7L07y5BRd/7dE9d6GImRcA1EiRtwxyGqMrSQqPVOQtg4JWE+BvjNFFwJRMA1byMFjJdF9bdmX77T3dzciwdN1Bv70nAFhRZPMOiup0r6MH1xYdp6hO9/IgGkIa8+giYDyFTn/1rrqbYYGZFwDURJHNOxBsUaN4Dbrbt28PRB2oAYIROuNiolxen5kXAKDiXM3Dq/hewS4LcIuhCwgYd+HSn6FzYOdmigx3vs2ZeQEAKq5kHt6SB9pK5uE9+936IFcGuEfQRcAEI3S2b9lQY/pc5wjTcTFRGtPnOh5EA4AKcjcP78m17wenIMAEr0MXAF/xNA2Yv9+XYAsAVeNuvt3CM8zDC+si6CKgzIbOstOQ3du3pVpeHev/AgHAYkrGxZ7NOyFbdD1F3jIoKA+UuZuHNzyGeXhhXQxdgOW4mobslcXf+nUaMgCwIudxsYZjXGzBgc0BryXylkFSeKTzxvBI1e0yIuC1AGYRdGE5rqYhy79YxNy3AGocd+NiC7YuCXgt7ubhrXPDHQGvBTCLoQuwHOa+BYBL3I2Ldbfd35iHF9UNPbqwnGBMQwYAVlTSe2p2OwBn9OjCcgZ2bqZ3Vu11Gr4QFRFW5WnIyj7gFogZHwCgKiJvGaT8DW87D18Ij7w0XhaAVwRdWI6raciqOutCyQNuJeE590y+3lm11+n9AMBqSoYJXFqNLLizLgDVEUEXllR2GrL4+Do6duxspa/n6gG3gsJiLV13kKALwNJKxsVWtR0EaiLG6KJG4AE3AABqHoIuagQecAMAoOYh6KJGGNi5mSLDnW/3yHB7lR9wAwAA1sUYXfiUr2c2KLneiTP5qleF67l6wI1ZFwAACG0EXfhMZWY28BSMfT1TQtkH3AAAQGhj6AJ8xtPMBq6UBNmSB8JKguyWXdmVuh4AAEBpBF34TEVnNvAWZJkpAQAAVAVBFz5T0ZkNvAVZZkoAAABVQdCFz1R0ZgNvQZaZEgAAQFUQdOEz7Vs21Jg+1ym69q/POEaE29we7y3IllwvLiZKNl0KwGP6XMcDZQAAwBRmXYDPFVz8ddztuQtFbmdKMDPlV8lMCSx9CQAAKoqgC59y94DZwuW79UbGbnW+qZFG9brOsY8pvwAAgL8QdOFTnmZEKDaktduPSJJT2PX1IhMAAAASQReV5C6cxsVEeZ3+a903RxxB19eLQgAAAJQI2MNo33//vYYOHapevXpp6NChOnToULlj5s2bp/bt26t///7q37+/nnrqKce+8+fP65FHHlGPHj3Uu3dvrV27NlClowxPCz2YmRGh2Pj1axaFAAAA/hKwoDtjxgwNHz5cn376qYYPH64nn3zS5XEDBgxQenq60tPTNWPGDMf2N954Q9HR0VqzZo1ee+01TZ8+XefOnQtU+SjFUzg10wtrLzURA4tCAAAAfwlI0M3NzdXu3bvVt29fSVLfvn21e/dunThxwvQ1Vq1apaFDh0qSmjRpohtuuEHr16/3S73wzFM4fWzBJkV6mFJMkjrf1MjxNYtCAAAAfwnIGN2srCw1aNBAYWFhkqSwsDDVr19fWVlZqlevntOxK1as0MaNGxUfH6+HH35Ybdq0kSQdOXJEV155peO4hIQEZWdnB6J8lGG3OQ8/KM1bT2zSNbHacTBX9z33/ykuJkqtm8Vp085spx5iFoUAAAC+YKmH0YYNG6YJEyYoIiJCmzZt0sSJE7Vy5UrVrVvXJ9ePi4v2yXV8KT6+TrBLcMlTXe5Crhn/d+Ss8i8WSboUijd/l6PutzTW1r1Hdfzkef2mbm2N7pOkO9s2rlBNwWLFmiRr1kVN1mDFdlCy5mdBTeZZsS5qMs+qdflCQIJuQkKCcnJyVFRUpLCwMBUVFeno0aNKSEhwOi4+Pt7xdceOHZWQkKADBw7o1ltvVaNGjXT48GFHD3BWVpZuu+22CtWRm5un4qqkNB+z6iII3uoyM7OCK3abHCG3RP7FIn2xK1vPT+zotL3s+1vxZ2XFmiRr1kVN5vn7HxyrtYOSNT8LajLPinVRk3lWrMuX7WBAxujGxcUpKSlJGRkZkqSMjAwlJSWVG7aQk5Pj+HrPnj06fPiwmjZtKknq3bu3PvzwQ0nSoUOHtHPnTnXq1CkQ5aMMV0v3ehMZbq/0cAcAAIDKCNjQhZkzZyolJUULFixQTEyMUlNTJUnjx4/XpEmT1KpVK7344ovatWuX7Ha7IiIiNGfOHEcv7/3336+UlBT16NFDdrtds2bNUnS0Nf8EV919tu0nvZ2xy+OyvNKvS/ea0bFVQ+04mOvyeB48AwAA/hCwoNusWTMtXry43PaFCxc6vi4Jv65cdtllmjt3rl9qw6+27MrWu5/scxpH62oBh9JL927Zla2Fy3d7vO6Og7ka2LmZ0+IQEg+eAQAA/7HUw2gIvqXrDpYbR+ttjtz2LRt67d3NPZNfrieY5X4BhIKCA5tVsHWJjLxcyWaXjGLZouMUecsgRTbvEOzygBqNoAsnlV3AwVVvbWklwxNK9wQDQHVXcGCz8je8LRUWXNpgXGoDjbzcS9slwi4QRAFbGQ3VQ2UXcGjfsqHG9LlO0bXL/+7E8AQAoapg65JfQ25ZhQWX9gMIGoIunAzs3ExREWFO28wG1fYtG2run+7Q+OTrHcE4LiZKY/pcRy8ugJBk5OVWaT8A/2LoApy0b9lQMXVqeZx1wcw1CLYAqpPS42xt0XGq1W2k1KCN1/Ns0XGew6zNroIDmxm+AAQJQbeG2bIr2+vDYHe2bayWV8c6jl24fLeWrjvIg2MAQlLZcbZGXq6Or3hNkZ3GeA2okbcMch6jW5ZRzFhdIIgIujXIll3ZTg+MuZs6TJLe+3Sv1m4/4nhd+liJmRMAhA5X42yNwnwVbF3iPej+Z79j1gVX/jNWl6ALBB5BtwZZuu5guVkRXE0d9tm2n5xCbuljP8jcr4KLxabCMgBUB+4CqtnxtZHNOzhC7NnX763StQD4Fg+j1SBmpw57d9Uet9fIO1/oNiwDQHVki46r0PZAXQtA1RF0axB3U4SVnRLs+MnzFb622aWAAcBqIm8ZJIVHOm2zhUdd2u6Dayk8slLXAlB1DF2oQQZ2bqa3Vu5RYZHhtP3chUI9+Ne1yr9ouDnzV5fXCtO5C0XltnubZxcArKrsOFtbdJx+022kLpiYdcHMtVghDQgegm4N0r5lQy1as0+FRc5B1TBkKuR2adNI114VW24FNHfz7JqZ4QEArKD0OFtJqhNfRxeOnfXJtQAED0E3RLkLma56Y92x26RiQy5DqrcAW5EZHgAglJWdo5ceXiBwCLohyFPIjIuJMj2ettiQ3kzpWm67mQUhzM7wAAChzNUcvcyrCwQOD6OFoEVr9rkNmQM7N1NkuLmPvSrjbs3O8AAAoczVHL0l8+qWO/bAZuUtmqKzr9+rvEVTVHBgc4CqBEIXPbohZsuubLfDE3LP5Kt9y4b698+nXM6TW1qYTS7H3ZrlrueYh9YAhCpXQxTMztFLzy/gHwTdEONpPtuSkLnjoOeJy2026b6+17scYmD2AbOBnZuZfmgNAKo7t0E16nIp/1y548vOq+up55egC1QeQTfEeBoaUBIyPR0TGW7Xw0NuUsurY8vtq8gDZiWvmXUBQE3gLqgqLPLSvLql97mYV7eqq7MBcI2gG2LcDRmIrh2u9i0basuubLfn2m3SmD7X6c62jXXMxbQ6FX3AzMxDawAQCtwG0vw8RXV5wOusC7boOJfXYEU1oGoIuiHG1ZABSbrluvqSpA8y97s99343wxVK8IAZALjmKaiamVc38pZBTkMfJLGiGuADBN0QUHbcbLMrY7Tnh1NOx2zama1rr4pV3vlCt9cp6fFN27hFx06eLzfcgAfMAMC1qgZVVlQD/IOgW825GjfrKowWFBbrjYzdFb5W6TG4PGAGAK75IqiyohrgewTdas7VuFl3ir2s8utp/t3S4215wAxAdRHIVckIqoD1EHSrOV+Oj/U0/24JHjADUF0wNy0AVkar5gIxPpYxuACqo4qsSgYgNBF0q7mBnZspPMzmk2tF1w4vtzwwY3ABVFfMTQuAoQvVUNlZFuw+yLmR4Xb9V/cWkqS0jd+7nHUBAKoT5qYFQNCtJkqH29J8MUb38lphGt4j0RFo+93Z3OWCEQBQnTA3LQCCrsVt2ZWtDzL3e5z/tioiw21OIRcAQgVz0wIg6FpY2Xlt/aGg0NBbK/dIEmEXQMhhyi+gZuNhNAuryBy5VRmmW1hkeFwaGAAAoDqiR9fCzI6/jQy3V7nX119DIwDAl6q6AEQgF5AAEHwEXQuLi4nyGnbtNmlMn+tcPqgGAKGkqgtAmD2/4MBm/fiPpSo8c1y26DjZG7dW8U873IZjwjNgXQRdCyg7XVjJlF4DOzfTwuW7PZ5bbPw6ttbbsZ5cXius0ucCQCB4WgDCVNA1cb6rMFy0Z63j8LLhmNXXAGsj6AZZ2QfOcs/k651VeyVdCrDvfrJH+RcNt+eXrFrWvmVD/fvnU1q7/UiFawizScN7JFaiegAInIosAOGql9XM+S7DcFmlwnFVwzcA/+JhtCBz9cBZQWGxlq47KEkKD3P/EZVdtWxUr+s0Pvl6R/iNi4lSlzaNnF6PT76+3DH39b2eGRcAWJ67hR7Kbi/pZS0JsI5e1qjLvZ5vdtW00tf2tB9AcNGjG2TuxtXmnsnXYws26dyFIrfnjulzXbmA2r5lQ1Oh1d0xW3ZlK23jFlZGA2A5ZheAcNfLqrBIKTzS4/nuVlMryxGOoy6X8s+53w8gqAIWdL///nulpKTo1KlTio2NVWpqqpo0aeJ0zPz587Vy5UrZ7XZFRERo8uTJ6tSpkyQpJSVFmzdvVt26dSVJvXv31oMPPhio8v3G0wNnnh4u88Wyv2V5G0YBAMFkdgEIt0E1P09RXR7weL7LMF3Wf8JxwYHN0kUX7bQtjNXXAIsIWNCdMWOGhg8frv79+ys9PV1PPvmk3n33XadjWrdurfvuu0+1a9fW3r17NXLkSG3cuFG1atWSJD3wwAMaOXJkoEoOiIGdm1VqUYhiQz4PoZ6GURB0AViBmQUg3PXK2qLjvJ5fsq9om/dZF/IWTZGKXUzNGFmb8bmARQQk6Obm5mr37t166623JEl9+/bV008/rRMnTqhevXqO40p6byUpMTFRhmHo1KlTatgwtEJWySwLJ87kq15MlDq2aqgdB3MrPD2Yr0NoZXqWAcBq3PXK2hu3Nnd+8w6K79BLx46d9Xicp55jANYQkKCblZWlBg0aKCzs0hRWYWFhql+/vrKyspyCbmlpaWm6+uqrnULuW2+9pQ8//FCNGzfWlClT1KxZM5fnuhMXF135b8JHPtv2k979ZJ/yL14ae5t7Jl8bdmSpdlTlPooTZ/IVH1/HJ7XF162tYyfPu9zuq/eoCivUUJYVa5KsWRc1WYMV2kFXSn8WZ79br5Nr31fhmVyFx8SpbpcRqnPDHRW4WC8dO/2Dzn79qdPm4gObVatFa9PX8nZ/nI/5jQrPHC+3PTzmN367t6x6z1qxLmoyz6p1+YIlH0b78ssv9fLLL+vNN990bJs8ebLi4+Nlt9uVlpamcePGKTMz0xGezcjNzVNxsfupugLh7YxdjpBborDI0NlfLlbqevViorz2Opg14HdNyw2jiAy3a8DvmvrsPSorPr5O0Gsoy4o1Sdasi5rM8/c/OFZoB8sq/VkUHNis/M/ekIxL7WThmeM69s9XdObM+QoNB8jb/1W5bUZhvo7/6391oUGbCtXkTljbgSp08XBcWNuBfrm3rHzPWq0uajLPinX5sh0MSNBNSEhQTk6OioqKFBYWpqKiIh09elQJCQnljt2+fbsee+wxLViwQL/97W8d2xs0aOD4esCAAXr22WeVnZ2tK6+8MhDfgs/4chhAmE1O04tVVckQiLSN3zPrAoCgyN/8viPkOhhFyt/8vsegW3reXEVFux0+4Mtpv8w+HAcgeAISdOPi4pSUlKSMjAz1799fGRkZSkpKKjdsYceOHZo8ebLmzp2rli1bOu3LyclxhN0NGzbIbrc7hd/qwsyyvmbVrhXuFELdrbBWEe1bNlS/O5tb7rc7lOeLzxuwHBdTdXncrvKrmXkaI2uLjvPpkr1mHo4DEDwBG7owc+ZMpaSkaMGCBYqJiVFqaqokafz48Zo0aZJatWqlp556ShcuXNCTTz7pOG/OnDlKTEzUtGnTlJubK5vNpujoaL366qsKD7fkyAu3tuzKLjdsoSryzv/6tC9Tg9Usnj7vfneG7lgrhJaSwHk274Rs0fWkmPqVu46Z1cwkKTxS9satWbIXqEEClhSbNWumxYsXl9u+cOFCx9dLlixxe/7bb7/tj7IC5r1P91ZqeV677dJUYq7YSs2ly9RgNYunz7vfnc2DVBVgXtleWCMvV/I4rMCmggObXYZRs8MRojrdy5K9QA3DEsB+tmVXth7867pKhVzJfciVJKPUPqYGq1n4vFHdme6FdTCUv+HtS4s0lGFmFbKSOXQ9Ldnr6toAqjeCrh9t2ZWtt1bu8elwBXfiYqIqtB3VG583qrtKPRT2n57XsiJvGXRpaV93Si3z6ykUuwvSAKqv6jXItZpZuu6gCov8N43P5bV+nVrN1QprkeF2n87KAOvg80Z15271Mm9cnVN29gNFRUsypPxz5R4287jEb5khDOVmcnBzTQSWLx8mROgj6PpB6afh/SXMJg3vkeh4XTIOl6fwawY+b1R3HgOnB2V7ZMuGnqguD5ha4jd/7esu95cE6bPfrXc7kwMPsAWPq7HdfBbwhKDrY1t2ZevNjN3yY0eu21DTvmVDgk4NwueN6sJTD9yl7ZdmXTDOnSo/h25ppYYglFzXTOhx9f7uepRLgvTJte97DuE8wBYUPEyIiiLo+tg7q/b4NeRK0vMTO/r3DQDAR1yG0bWvqzD7gC7rNEaRzTs4VmY6+/q9bq/j6k/UZkKPuzAc1ryjig5scj7fHi7j4gWPdZTmy8UnYI6nhwkBV3gYzYfe+3SvCgr9m3Kja/O7CYDqI3+z657Roj1ryz345e5BMVt0nKKH/7Vcj52Z0OMuDBf/tENRne799T2joi9NZeNhYQpXdSGwPN0jgCukJh/YsitbH2Tud1rAwV/OXyjUll3Z/MkagKUVHNis/M2LPAbH/M/+fumL+F4qOLBZxkXXzzXYG7d2ud3b8APJcxguvapZ3qIpMjysqFZOmWEUCAyXY7v5LOABPbpVVLJCVSBCriQVGZceQAIAqyo4sFn5n73hcSleSZJRrPx1b+r/5gy/9HCYm+OLDmxyOe2Xy2nFyoQesz2AFfnTty06TlGd7mVMaBBENu/g1BPPZwFv6NGtokVr9pVbocrfWBQAgBU5TcdlVnHhpf88KSxQ/trXlb/2ddmi42Rv3FrFP+34ddqvsAi3036Z7QE0M91ZyRAKBFdJT3zJ/Za/9vVL47KZZgwuEHSrYMuubJ274P/FIMpiUQAAVlP2oS9/MfJyVbRn7a8b/tMLHJbURZd1GlPu+LJz7Lqbd9XMdGfGxQtulyFGYDHNGMwi6FbS8x98rT0/nPLre0TXDtf5C4VOsziwKAAAK6r4kr6+VbRnrQoaNncZckqPxXWnbCC2166j4oICqajUX9DyzxGmLIJpxmAWY3QrYfrCLX4PuXExUZr7pzt0X9/rHT24cTFRGtPnOh5EA2AZBQc2X3qQywLTO7laHriy7BFRUriLviA3yxAjsJhmDGbRo1tBW3Zl60jueb++R+leWxYFAGBVv2x4x3kYQZBVNuT8OkPErw/DFZ457vP3ge+YmXEDkAi6FfbOqj1+vX51X8q19PLH1f17AeBewYHNlgq5knPI8bQaW2mVGVtMmAo+phmDWQTdCvD3ghBvpnT127UDoWSqtZJZKHLP5OudVXslibAbIvhFBiXyNy8KdgnObGGOkFORB5UqPLaYMGUJZh8yBAi6FbB2+xG/XTu6drgeW7CpWgeIpesOlptqraCwWEvXHax23wvK4xcZVGr6sACJuvN+p/Bj9kElr99LVLRsEVGEKQsy85AhQNA14b1P9/o15EqXVjwrWXSiKgGidI+b3SYVG4EbDuFufl/m/Q0N/CJTswVq+rDKsEXHOQWeijyo5HH+3PBIRXUYTpgCqjFmXfDi+Q++9nvIjQy3OU0hJv0aICqipMetJFgW/+eaJcF5y65sX5Trlrv5fZn3NzTwi0zNFuzpwzwxLl7Q2dfvVd6iKSo4sNn0amiSm9XVJNlqRbPiFhACCLoevPfp3oDMletu3G9FA4SrHrcSlQnOFTWwczNFhjvfUsz7Gzr4RaZms+JwBYf8c5J+HYtrb9za69LA0q9DMVRYINkutV226DhFdXlATae8Q8gFQgBB140tu7L93pMrSXnnC30WILwFY3/3vLVv2VBj+lzHvL8hil9kaq6CA5uDXYJ5hQUq/mmHojrd6+jBtUXHleudLRmK4QjwRrEjDBNwgdDBGF0XtuzK1sLluwPyXnExUWrdLM5lqG7drGJT2MTFRHkMs4HoeWPe39BV8rky60LNY8UFEjyNrS3ZHj38r27PZ2UtoGYg6JYRyJAbFRGmgZ2buR1SsOOg60bc3RRPAzs3c3oqvrQwm+h5Q5Xxi0zNZJlhCza7ou4c5wiinlZk87ZULytrATUDQbeMQIVcu0364+Ab1fLqWLfv6ap31swUTx9k7nfM4FDCZrf5snwAIc7VamHBZXMKuZKbRQNKeOmdNbuyltmFJwBYE2N0S3nv070Be6/7+16vO9s2luR+SEF07fK/h3ia4km6FHajIsLKnVdYZPj9YTQAoaHgwGblr11onZBrC1NUl/HlAmZk8w6K6nSv29M89c66nG2hzANrZcfxljzsVq3GLAM1HEH3PwL18FmJ0n/+Hdi5mcLDyve4nr9QWG5KMDNTPDENFIDKystIVf7a1yX5bxXIirJdHuu2FzWyeYcKTSdW+jyvD6x5GMcLoHpg6IICOy5XKt+D275lQy1as0+FRUVO24sMlZuM390DZ6WvaeYYACjr7HuPSOdPBbuMcryNm3U5hMHEUr3eVtaqLuN4GV4BuEfQVeDG5UruHwo7d6HIxdHle2FdPXBWdoonM8cAqDh3D4KGAquGXMlzz6wkp6V/fRn2zI7jDaayK9aVDK+Q3D+IB9QkNTroBmJp37KKjUvBeum6g7q3b0u1vDpWkvleWDNTPDENFOB7Zh4Era7yMlItG3LN9MxK3ntnK6OyPcWBxDRpgGc1NugGI+RKv456yz2Tr1cWf6vRvRPdTg3mrhfWzBRPTAMF+JanB0Gr8/9rv2x4R8aRPcEuwyEsqYuKf9phiT/D+6un2Jeqy/AKIFhqbNANRsgtK/9ikeMfSXphAWsLxYc88zJSLRVybdFxuqzTGEm/jjvNX/v6pd7JIAVMf/QU+1J1GF4BBFONDLr3Pff/BbsEh9L/SNILW3mhPHYS1hBqD3larSe39JAAxp2aVx2GVwDBVOOCrpVCruT5H0nCmzmhPHYS1hFKD3kWHNisoj1rg12Gg61WtCLbD3caKsC4U3Oqw/AKIJhqVNCd+mrwJvm22S5NWlxUamrKkiWAXSG8mReqYydhLaE0vOjSPLnWEJbURdcM/KOOHTvr2Ma404qx+vAKIJhqVNANJsOQatcOV1REmOMfydKzLpRFeDMvFMdOwppCYXjRuQ/+O9glSJLHnkfGnQLwFYJuAOWdL9TcP93heB0fX8epF6M0wpt5oTZ2EghpNrvqjH/T4yEux53qUo9u3qIp/GkegGksARxAFQle7o4lvJU3sHMzRYY738rVdewkEPKMYq+HlF2e1+n0/zyYVnAgeEPRAFQfAQu633//vYYOHapevXpp6NChOnToULljioqK9NRTT6l79+7q0aOHFi9ebGpfdVDR4EV4M699y4Ya0+c6xy8BcTFRGtPnumr/J2YgFJkdfhDZvIOih/9Virq8/M7/PJhmZQUHNitv0RSdff1e5S2aQjAHgiRgQxdmzJih4cOHq3///kpPT9eTTz6pd9991+mY5cuX68cff9Tq1at16tQpDRgwQO3bt9dVV13lcZ+VRIbbNabPdZKq9tBKKD34EgihMHYSCClhUVJxoWSUWt68gtNeFRzYLOWfc7nPyg+mMT0aYB0BCbq5ubnavXu33nrrLUlS37599fTTT+vEiROqV6+e47iVK1dq8ODBstvtqlevnrp3765PPvlE48aN87jPrLgravn0+xrWvbkk6dPPf9TJvHzVjY5Sr9uv1s3N4yVJHVsleL2G3W5zu69jqwRT1/AHT3UFCzWZZ8W6qMkawur4/4Eu22V1dVn/J3Tx0DZd/PYTGb+clO2yuoq4sbcimrR1eY6rz6J472cKvyLe7Xv4+/Or7PWL936m8MuvcLndntgxKDX5mxXroibzrFqXLwQk6GZlZalBgwYKCwuTJIWFhal+/frKyspyCrpZWVlq1KiR43VCQoKys7O97jNrzsN3eD+oEnrc3rTS58bFRfuwEt+xYl3UZJ4V66Ima7hyzF8C92ZxnaW2nc0d6uKziLvvWV9XVCGVvT/8WbdV71kr1kVN5lm1Ll/gYTQAAACEpIAE3YSEBOXk5Kio6NJYraKiIh09elQJCQnljjty5IjjdVZWlho2bOh1HwAAAFBWQIJuXFyckpKSlJGRIUnKyMhQUlKS07AFSerdu7cWL16s4uJinThxQpmZmerVq5fXfQAAAEBZNsMwDO+HVd3BgweVkpKiM2fOKCYmRqmpqfrtb3+r8ePHa9KkSWrVqpWKioo0a9Ysbdq0SZI0fvx4DR06VJI87gMAAADKCljQBQAAAAKJh9EAAAAQkgi6AAAACEkEXQAAAIQkgi4AAABCEkEXAAAAISkgSwD70/fff6+UlBSdOnVKsbGxSk1NVZMmTZyOKSoq0uzZs7VhwwbZbDY98MADGjx4sNd9/qxp/vz5Wrlypex2uyIiIjR58mR16tRJkpSSkqLNmzerbt26ki7NIfzggw/6vaZ58+Zp0aJFql+/viTp5ptv1owZMyRJ58+f1+OPP65du3YpLCxM06ZNU5cuXapUk9m6pk6dqn379jle79u3T/Pnz1e3bt081lwZqamp+vTTT3X48GEtX75cLVq0KHdMoO8ns3UF+p4yU1Mw7ikzdQXynpKkkydPaurUqfrxxx8VGRmpa665RrNmzSo3l7inn4mnfbSDvq0r0Pet1dpByZptIe2gb+sKtXbQLaOaGzVqlJGWlmYYhmGkpaUZo0aNKnfMsmXLjPvuu88oKioycnNzjU6dOhk//fST133+rGn9+vXGL7/8YhiGYezZs8do27atcf78ecMwDGPatGnGe++9V6UaKlPT3Llzjeeee87l+fPmzTOeeOIJwzAM4/vvvzc6dOhg5OXlBaSu0vbs2WPceuutRn5+vteaK2Pr1q3GkSNHjC5duhj79u1zeUyg7yezdQX6njJTUzDuKTN1lebve8owDOPkyZPG559/7nj93HPPGY8//ni54zz9TDztox30bV2Bvm+t1g4ahjXbQtpB39ZVWii0g+5U66ELubm52r17t/r27StJ6tu3r3bv3q0TJ044Hbdy5UoNHjxYdrtd9erVU/fu3fXJJ5943efPmjp16qTatWtLkhITE2UYhk6dOlXp9/VFTZ6sWrXKsUBHkyZNdMMNN2j9+vUBr+vjjz9WcnKyIiMjq/Te7rRr167c0tRlBfJ+qkhdgbynzNbkiT/uqcrU5e97SpJiY2N12223OV7fdNNNTkual/D0M3G3j3bQ93V54uv71ortoGTNtpB20H91Vfd20JNqHXSzsrLUoEEDhYWFSZLCwsJUv359ZWVllTuuUaNGjtcJCQnKzs72us+fNZWWlpamq6++Wg0bNnRse+utt5ScnKyJEyfq4MGDla6nojWtWLFCycnJuu+++7R9+3bH9iNHjujKK690vK7qz6midUlSQUGBli9frkGDBpmq2V8CeT9Vlr/vqYoI5D1VUcG4p4qLi/XBBx+oa9eu5fZ5+pm420c76J+6AnXfVtd2ULJ+W0g7aE4otIOeVPsxutXdl19+qZdffllvvvmmY9vkyZMVHx8vu92utLQ0jRs3TpmZmY6G0F+GDRumCRMmKCIiQps2bdLEiRO1cuVKx3imYMvMzFSjRo2UlJTk2Gb1moOBe8q8YNxTTz/9tC677DKNHDnSJ9cLBVa6ZyVr37e0g+ZY6Z6y+ucT6u1gte7RTUhIUE5OjoqKiiRdGvx+9OjRct31CQkJTt3jWVlZjt/wPO3zZ02StH37dj322GOaP3++fvvb3zq2N2jQQHb7pY9mwIAB+uWXX6r0G57ZmuLj4xURESFJ6tixoxISEnTgwAFJUqNGjXT48GHHsVX9OVWkrhJLliwp9xunp5r9JZD3U0UF6p4yK9D3VEUF+p5KTU3VDz/8oJdeesnxeZTm6Wfibh/toO/rCuR9W13bQcm6bSHtYMWEQjvoSbUOunFxcUpKSlJGRoYkKSMjQ0lJSeWe4Ovdu7cWL16s4uJinThxQpmZmerVq5fXff6saceOHZo8ebLmzp2rli1bOu3LyclxfL1hwwbZ7XY1aNDA7zWVft89e/bo8OHDatq0qaRLP6cPP/xQknTo0CHt3LnT8SSrv+uSpOzsbG3btk3Jycmma/aXQN5PFRHIe8qsQN9TFRHoe+rFF1/Ud999p/nz57sdB+fpZ+JuH+2g7+sK5H1bXdtByZptIe1gxYRKO+iRL56kC6Z///vfxj333GP07NnTuOeee4yDBw8ahmEY48aNM3bs2GEYhmEUFhYaTz75pNGtWzejW7duxj/+8Q/H+Z72+bOmgQMHGrfddpvRr18/x3979+41DMMwxowZY/Tt29dITk42/uu//svYvn17QGqaOnWqcddddxnJycnGwIEDjc8++8xx/rlz54yHH37Y6N69u9GzZ09jzZo1Va7JbF2GYRgLFiwwHnnkkXLne6q5Mp5++mmjU6dORlJSktGhQwfj97//fbl6An0/ma0r0PeUmZqCcU+ZqcswAndPGYZh7N+/32jRooXRs2dPx2czceJEwzAMo1+/fkZ2drZhGJ5/Jp720Q76tq5A37dWawcNw5ptIe2gb+syjNBqB92xGYZhVDmiAwAAABZTrYcuAAAAAO4QdAEAABCSCLoAAAAISQRdAAAAhCQWjACAKkhNTdWnn36qw4cPa/ny5WrRooXH47/++ms99dRTjte5ubmKj4/XsmXL/F0qAPiFldtBgi4AVEG3bt00evRojRgxwtTxN998s9LT0x2vJ06cqLZt2/qrPADwOyu3gwxdAIAqaNeunctVrL799luNGjVKAwcO1MCBA/XZZ5+VOyY3N1ebNm1S//79A1ApAPiHldtBenRhOW3atHF8ff78eUVGRjrWIq9bt65OnjwpSbpw4YLCw8MVHn7pNv7DH/6g+vXra/Hixfrggw9Mv9+oUaP0zTffKDw8XJGRkbrlllv05JNPqn79+pKkefPm6bXXXnNaxSUsLExfffWVJMkwDL333nv66KOP9PPPPysmJkY33XSTHnroISUmJiolJUUZGRmO5RQlqXHjxvrnP/+pn3/+Wd26ddOuXbsUHh7udGxERIRatmyp6dOn65133tHy5cslSRcvXpRhGI562rZtq7///e9avHix3njjDeXk5Kh27dpq2bKl/ud//kfR0dEV/gxQNWfOnNGMGTP0+uuvq379+jp69KjuueceZWRkKCYmxnFcWlqaOnbsqN/85jdBrBZWRVtIW1idWaYdrPJSF4AfdenSxdi0aZPLfSNHjjQ++ugjp21Lliwxhg0bVqH3KH2d06dPG2PHjjUeffRRx/65c+caU6ZMcXv+008/bXTr1s3YvHmzkZ+fb/zyyy9Genq68be//c0wDMOYNm2a8eKLL7o896effjJatGhhXLx4sdyxv/zyi/Hoo48agwcPdjrHVT1ffPGF0b59e2PXrl2GYRjGyZMnjaVLlxpnz56tyI8CVdClSxdj3759hmEYxmeffWa0bdvWaXWmO+64w2lFIsMwjN///vdGZmZmMMpFNUNbSFtYHVixHaRHFyglJiZG3bp106JFi0wdf+jQIb3//vv68MMP1bp1a8f2fv36VbmW2rVrKzk5WZMnT/Z67M6dO3XTTTfp+uuvlyTFxsbq7rvvrnINqBzDMJSYmKj333/f7THffPONTp8+rc6dOwewMsAc2kJUlVXaQcboAqWcPHlSa9as0dVXX23q+C1btqhhw4ZODbuvnDt3TsuXL1dSUpLXY2+88UZt3LhRc+fO1bZt21RQUODzemBemzZt9MMPP+jzzz93bNuxY4eMUiuuL1myRP369XP8uRmwEtpCVJVV2kGCLiBp9uzZatu2rW6//XadPHlSf/7zn532f/LJJ2rXrp3jv1GjRkmSTp06pfj4eK/Xf/PNN53OnzZtmtdje/bsqXPnzum5557zev127dpp3rx52r17t/7whz/otttu07PPPquioiKv56JqZs+erTvuuEPZ2dkaO3as7rrrLl1xxRVasGCB5s+fr379+qlPnz565ZVXHA38hQsXtHLlSg0aNCjI1QPOaAtRGVZuB+lKACRNnz5dgwcP1r59+zRhwgRlZ2erUaNGjv29e/fWCy+8UO682NhYHTt2zOv177vvPlN/dqvosaV17txZnTt3VnFxsb744gv96U9/UtOmTTVs2LAKXwvmTZ8+XdOnTy+3vXXr1nrvvfdcnlOrVi1t27bN36UBFUZbiMqwcjtIjy5QSmJioh588EHNmjXL6c8r7rRv317Z2dnauXNnAKozx263q3379rr99tt14MCBYJcDoBqiLUSoIOgi5BiGofz8fKf/KmLAgAE6fvy4/vWvf3k9tkmTJho+fLimTJmiL774QgUFBcrPz9eKFSv0+uuvV/ZbqLDMzEytWLFCp0+flmEY2rFjh7788kvdeOONAasBgLXQFtIWgqELCEHbt28v90BEydyMZkRGRmr06NFasGCBunfvLklatWpVucY+MzNTcXFxmj59ut59913NmjXLMXdk27Zt9dBDDzmOfeONN/Tuu+86vccXX3xR2W+xnCuuuEKvvPKKZs2apYKCAtWvX1/333+/T554BlA90RbSFkKyGWb+JgEAAABUMwxdAAAAQEhi6AJqhNJLaZa2cOFCtWvXLsDVAEBw0BaipmHoAgAAAEISQxcAAAAQkgi6AAAACEkEXQAAAIQkgi4AAABC0v8PhHA2fVQmQDYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: Create facet grid object. You'll only need the 'col' and 'hue' option.\n",
    "fgrid = sns.FacetGrid(house_2018, col=\"PTY_AFFILIATION\", hue=\"PTY_AFFILIATION\")\n",
    "\n",
    "# TODO: Use map to draw each figure.\n",
    "fgrid = fgrid.map(plt.scatter, \"TTL_RECEIPTS\", \"TTL_INDIV_CONTRIB\")\n",
    "\n",
    "#Adjust the axis limits \n",
    "plt.xlim((0, 20000000))\n",
    "plt.ylim((0, 20000000))\n",
    "\n",
    "#Increase figure size\n",
    "plt.gcf().set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Viz: Spending Over Time."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this task, we will look at how campaign contributions change over time using Seaborn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get house candidates before 2020 (years with complete data).\n",
    "house_cands = cands[(cands.CAND_OFFICE == 'H') & (cands.ELECTION_CYCLE_YR < 2020) & (cands.PTY_AFFILIATION.isin([\"REP\", \"DEM\"]))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at the documentation for [sns.barplot](https://seaborn.pydata.org/generated/seaborn.barplot.html). Use it to show the evolution of campaign spending over time for both parties combined. \n",
    "\n",
    "Readability guidelines:\n",
    "* Set the figure size to (10, 8).\n",
    "* Rotate the x labels by 45 degree using [plt.xticks](https://matplotlib.org/3.5.0/api/_as_gen/matplotlib.pyplot.xticks.html) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contrib_sum = house_cands.groupby(\"ELECTION_CYCLE_YR\").sum().reset_index()\n",
    "contrib_sum\n",
    "# TODO: evolution of election spending.\n",
    "sns.barplot(x=\"ELECTION_CYCLE_YR\", y=\"TTL_RECEIPTS\", data=contrib_sum)\n",
    "plt.gcf().set_size_inches(10,8)\n",
    "xt = plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the rapid increase in spending on elections over the past 40 years. Although the US population has increased by 50% and the inflation rate is about 3x since 1980, the spending on elections far outpaces this.\n",
    "\n",
    "Next, create a grouped bar plot using Seaborn that compares Democrat and Republican spending on **House** Campaigns since 1980. Use [seaborn's grouped barplot example](https://seaborn.pydata.org/examples/grouped_barplot.html) for inspiration. Use the same readability guidelines as above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contrib_sum = house_cands.groupby([\"ELECTION_CYCLE_YR\", \"PTY_AFFILIATION\"]).sum().reset_index()\n",
    "\n",
    "# TODO: Grouped bar plot\n",
    "sns.barplot(x=\"ELECTION_CYCLE_YR\", y=\"TTL_RECEIPTS\", hue=\"PTY_AFFILIATION\", data=contrib_sum)\n",
    "plt.gcf().set_size_inches(10,8)\n",
    "\n",
    "#Rotate the labels on the x axis for readability\n",
    "xt = plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Q: Since we are tracking data over time, what might be a different plot that could be a useful way to view this data?**\n",
    "\n",
    "Now change the above plot to instead be of the type we just decided. Feel free to use Google or Duckduckgo to find documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: Create your plot here\n",
    "sns.relplot(x=\"ELECTION_CYCLE_YR\", y=\"TTL_RECEIPTS\", hue=\"PTY_AFFILIATION\", data=contrib_sum, kind='line')\n",
    "plt.gcf().set_size_inches(10,8)\n",
    "\n",
    "#Rotate the labels on the x axis for readability\n",
    "xt = plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Viz: Sources of Funding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Election funding can come from the candidate's own campaign or from PACs. we \n",
    "\n",
    "Let's take a look at how we would accomplish this. The first thing we have to do is manipulate our data so that it contains what we want. Remember that we want to separate out spending on house, presidential, and Senate elections, as well as different spending on political action committees (PACs) per year. \n",
    "\n",
    "You've already done enough pandas manipulation so we'll just give you the code to gather the data in one dataframe. You don't need to read the details of the code, just read the output. In the next section of this tutorial, we'll see how to avoid most of this manipulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>SPENDING_TYPE</th>\n",
       "      <th>House</th>\n",
       "      <th>Party PAC</th>\n",
       "      <th>President</th>\n",
       "      <th>Senate</th>\n",
       "      <th>Standard PAC</th>\n",
       "      <th>Super PAC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELECTION_CYCLE_YR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>6.329188e+08</td>\n",
       "      <td>1.563440e+09</td>\n",
       "      <td>6.298377e+08</td>\n",
       "      <td>5.085947e+08</td>\n",
       "      <td>6.260621e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>6.757139e+08</td>\n",
       "      <td>1.449376e+09</td>\n",
       "      <td>1.844536e+07</td>\n",
       "      <td>4.129323e+08</td>\n",
       "      <td>6.874426e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>7.277151e+08</td>\n",
       "      <td>1.742972e+09</td>\n",
       "      <td>9.156600e+08</td>\n",
       "      <td>5.966474e+08</td>\n",
       "      <td>1.001459e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>8.895968e+08</td>\n",
       "      <td>1.319390e+09</td>\n",
       "      <td>2.055786e+07</td>\n",
       "      <td>6.671722e+08</td>\n",
       "      <td>1.033533e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>1.010226e+09</td>\n",
       "      <td>1.860543e+09</td>\n",
       "      <td>1.843051e+09</td>\n",
       "      <td>5.395763e+08</td>\n",
       "      <td>1.121512e+09</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>1.174819e+09</td>\n",
       "      <td>1.363565e+09</td>\n",
       "      <td>3.144536e+07</td>\n",
       "      <td>8.544345e+08</td>\n",
       "      <td>1.162978e+09</td>\n",
       "      <td>9.283441e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>1.218643e+09</td>\n",
       "      <td>1.934751e+09</td>\n",
       "      <td>1.396956e+09</td>\n",
       "      <td>8.339979e+08</td>\n",
       "      <td>1.199187e+09</td>\n",
       "      <td>8.269436e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>1.117549e+09</td>\n",
       "      <td>1.454382e+09</td>\n",
       "      <td>2.387893e+07</td>\n",
       "      <td>7.462057e+08</td>\n",
       "      <td>1.304386e+09</td>\n",
       "      <td>6.966415e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>1.125535e+09</td>\n",
       "      <td>2.095860e+09</td>\n",
       "      <td>1.545679e+09</td>\n",
       "      <td>6.930030e+08</td>\n",
       "      <td>1.381881e+09</td>\n",
       "      <td>1.809507e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>1.976880e+09</td>\n",
       "      <td>1.832249e+09</td>\n",
       "      <td>8.696419e+07</td>\n",
       "      <td>1.156368e+09</td>\n",
       "      <td>1.539494e+09</td>\n",
       "      <td>1.566861e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "SPENDING_TYPE             House     Party PAC     President        Senate  \\\n",
       "ELECTION_CYCLE_YR                                                           \n",
       "2000               6.329188e+08  1.563440e+09  6.298377e+08  5.085947e+08   \n",
       "2002               6.757139e+08  1.449376e+09  1.844536e+07  4.129323e+08   \n",
       "2004               7.277151e+08  1.742972e+09  9.156600e+08  5.966474e+08   \n",
       "2006               8.895968e+08  1.319390e+09  2.055786e+07  6.671722e+08   \n",
       "2008               1.010226e+09  1.860543e+09  1.843051e+09  5.395763e+08   \n",
       "2010               1.174819e+09  1.363565e+09  3.144536e+07  8.544345e+08   \n",
       "2012               1.218643e+09  1.934751e+09  1.396956e+09  8.339979e+08   \n",
       "2014               1.117549e+09  1.454382e+09  2.387893e+07  7.462057e+08   \n",
       "2016               1.125535e+09  2.095860e+09  1.545679e+09  6.930030e+08   \n",
       "2018               1.976880e+09  1.832249e+09  8.696419e+07  1.156368e+09   \n",
       "\n",
       "SPENDING_TYPE      Standard PAC     Super PAC  \n",
       "ELECTION_CYCLE_YR                              \n",
       "2000               6.260621e+08           NaN  \n",
       "2002               6.874426e+08           NaN  \n",
       "2004               1.001459e+09           NaN  \n",
       "2006               1.033533e+09           NaN  \n",
       "2008               1.121512e+09  0.000000e+00  \n",
       "2010               1.162978e+09  9.283441e+07  \n",
       "2012               1.199187e+09  8.269436e+08  \n",
       "2014               1.304386e+09  6.966415e+08  \n",
       "2016               1.381881e+09  1.809507e+09  \n",
       "2018               1.539494e+09  1.566861e+09  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sum up and get only the fields we are interested in\n",
    "election_spending = cands[(cands.ELECTION_CYCLE_YR >= 2000) & (cands.ELECTION_CYCLE_YR < 2020)]. \\\n",
    "                    groupby([\"ELECTION_CYCLE_YR\", \"CAND_OFFICE\"])\\\n",
    "                    .sum().reset_index()\n",
    "\n",
    "# We will change the column name to match with the pacs table.\n",
    "election_spending = election_spending[[\"ELECTION_CYCLE_YR\", \"CAND_OFFICE\", \"TTL_RECEIPTS\"]].rename({\"CAND_OFFICE\":\"SPENDING_TYPE\"}, axis=\"columns\")\n",
    "\n",
    "\n",
    "pac_spending = pacs[pacs.ELECTION_CYCLE_YR < 2020].groupby([\"ELECTION_CYCLE_YR\", \"CMTE_TP\"]).sum().reset_index()\n",
    "\n",
    "#Get the top 3 Pacs\n",
    "top_pacs = pac_spending.groupby(\"CMTE_TP\").sum().sort_values(\"TTL_RECEIPTS\", ascending=False).index[:3]\n",
    "pac_spending = pac_spending[pac_spending.CMTE_TP.isin(top_pacs)]\n",
    "pac_spending = pac_spending[[\"ELECTION_CYCLE_YR\", \"CMTE_TP\", \"TTL_RECEIPTS\"]].rename({\"CMTE_TP\":\"SPENDING_TYPE\"}, axis=\"columns\")\n",
    "\n",
    "total_spending = pd.concat([election_spending, pac_spending])\n",
    "\n",
    "\n",
    "#Rename to meaningful spending types\n",
    "spending_type_map = {\"H\":\"House\", \"S\":\"Senate\", \"P\":\"President\", \"Q\":\"Standard PAC\", \"O\":\"Super PAC\", \"Y\":\"Party PAC\"}\n",
    "total_spending.SPENDING_TYPE = total_spending.SPENDING_TYPE.apply(lambda x: spending_type_map[x])\n",
    "\n",
    "# This will create rows for election cycle years, and columns for each distinct spending type.\n",
    "total_spending = total_spending.pivot(index=\"ELECTION_CYCLE_YR\", columns=\"SPENDING_TYPE\", values=\"TTL_RECEIPTS\")\n",
    "\n",
    "total_spending"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once your data is in the above format (x-axis represented by index and each stack element as a column), the builtin pandas plot function allows to make stacked bar plots as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd87832a1c0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_spending.plot.bar(stacked=True)\n",
    "plt.gcf().set_size_inches(15,10)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One interesting thing to see here is that Super PAC did not contribute to elections before 2010. [According to Wikipedia](https://en.wikipedia.org/wiki/Political_action_committee#Super_PACs), they came into existence in 2010 after a court decision."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: Declarative Visualizations (Altair & Vega-Lite)\n",
    "\n",
    "In the first part of the reversed lecture we looked at some of the most popular plotting libraries in python. You will often find plots made with these libraries in academic papers and online.\n",
    "\n",
    "In the preceding section, you may have felt that a lot of this is hardcoded. In each case we had to massage our data into a form that was close to what we wanted to plot in pandas, before passing it to the plotting library. We had to manually adjust axes, and aggregate ahead of time. We also had to manually make the plots readable.\n",
    "\n",
    "An alternative to this approach is the idea of **Declarative visualization**. The difference in style is expressed in the Altair [documentation](https://altair-viz.github.io/getting_started/overview.html). \n",
    "\n",
    "    The key idea is that you are declaring links between data columns and visual encoding channels, such as the x-axis, y-axis, color, etc. The rest of the plot details are handled automatically. Building on this declarative plotting idea, a surprising range of simple to sophisticated plots and visualizations can be created using a relatively concise grammar.\"\n",
    "    \n",
    "We do this by giving input data, then declaring a set of transformations.\n",
    "\n",
    "Altair is a python wrapper around Vega-lite, A declarative visualization grammar. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data\n",
    "from altair import datum\n",
    "alt.renderers.enable('mimetype')\n",
    "alt.data_transformers.disable_max_rows()\n",
    "\n",
    "house_2018 = cands[(cands.ELECTION_CYCLE_YR == 2018) &\n",
    "                   (cands.CAND_OFFICE == \"H\") & (cands.TTL_RECEIPTS < 20000000)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll start by revisiting the initial scatterplot. We'll start with the full code then walk through it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 670374.33,
          "TTL_RECEIPTS": 1234680.31
         },
         {
          "CAND_ID": "H8AK00116",
          "CAND_NAME": "LEDOUX, GABRIELLE R",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK01031",
          "CAND_NAME": "NELSON, THOMAS JOHN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 7100.05,
          "TTL_RECEIPTS": 9288.48
         },
         {
          "CAND_ID": "H8AK00140",
          "CAND_NAME": "GALVIN, ALYSE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "IND",
          "TTL_INDIV_CONTRIB": 1809591.38,
          "TTL_RECEIPTS": 1949643.68
         },
         {
          "CAND_ID": "H6AK00235",
          "CAND_NAME": "LINDBECK, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
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         },
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         },
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          "CAND_ID": "H4WV02106",
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          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WV02073",
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         },
         {
          "CAND_ID": "H8WV02107",
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         {
          "CAND_ID": "H8WV02115",
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         },
         {
          "CAND_ID": "H4WV02080",
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         {
          "CAND_ID": "H4WV02122",
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          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WV02123",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_RECEIPTS": 2230
         },
         {
          "CAND_ID": "H8WV03048",
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          "TTL_RECEIPTS": 2851527.56
         },
         {
          "CAND_ID": "H8WV03063",
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          "TTL_RECEIPTS": 9240.73
         },
         {
          "CAND_ID": "H8WV03089",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 106892.27,
          "TTL_RECEIPTS": 106892.27
         },
         {
          "CAND_ID": "H8WV03121",
          "CAND_NAME": "LOVE, SHIRLEY",
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          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 4000,
          "TTL_RECEIPTS": 64000
         },
         {
          "CAND_ID": "H4WV03070",
          "CAND_NAME": "JENKINS, EVAN H",
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          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
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          "TTL_RECEIPTS": 1573189.05
         },
         {
          "CAND_ID": "H8WV03055",
          "CAND_NAME": "PHILLIPS, RUPERT WILSON JR.",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 264056,
          "TTL_RECEIPTS": 284462.45
         },
         {
          "CAND_ID": "H8WV03071",
          "CAND_NAME": "AMJAD, AYNE",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 3650,
          "TTL_RECEIPTS": 18650
         },
         {
          "CAND_ID": "H8WV03097",
          "CAND_NAME": "MILLER, CAROL DEVINE",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_RECEIPTS": 1943497.82
         },
         {
          "CAND_ID": "H8WV03105",
          "CAND_NAME": "LUCAS, CONRAD G. MR. II",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 145788,
          "TTL_RECEIPTS": 407288
         },
         {
          "CAND_ID": "H8WV03113",
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         },
         {
          "CAND_ID": "H6WV03117",
          "CAND_NAME": "LAWHORN, ZANE RENEE",
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          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "LIB",
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          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WY01074",
          "CAND_NAME": "GREENE, RYAN",
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          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01062",
          "CAND_NAME": "HUNTER, GREG",
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          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 8154.78,
          "TTL_RECEIPTS": 47449.69
         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 332730.22,
          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
          "CAND_NAME": "SMITH, DARIN DALE",
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          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
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          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "PTY_AFFILIATION",
         "type": "nominal"
        },
        "x": {
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        },
        "y": {
         "field": "TTL_INDIV_CONTRIB",
         "type": "quantitative"
        }
       },
       "mark": "point",
       "title": {
        "text": "Individual Contrib vs Total Receipts"
       },
       "transform": [
        {
         "filter": "((datum.PTY_AFFILIATION === 'REP') || (datum.PTY_AFFILIATION === 'DEM'))"
        }
       ]
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(house_2018).mark_point().encode(\n",
    "    x=\"TTL_RECEIPTS:Q\",\n",
    "    y=\"TTL_INDIV_CONTRIB:Q\",\n",
    "    color=\"PTY_AFFILIATION:N\",\n",
    ").transform_filter(\n",
    "    (datum.PTY_AFFILIATION == \"REP\") | (datum.PTY_AFFILIATION == \"DEM\")\n",
    ").properties(\n",
    "    title={\n",
    "        \"text\": \"Individual Contrib vs Total Receipts\"\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a bunch going on here so let's break it down a step at a time.\n",
    "\n",
    "The code starts with `alt.Chart(data)` which specifies that you want to draw a figure using the provided data. Underneath, the `Chart` object compiles to `JSON` then get used by the underlying library.\n",
    "\n",
    "Then you specify a `mark` to indicate what the data should look like. Because we are doing a scatter plot, we want individual points, so we use `mark_point()`. We'll see other marks later in the tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 670374.33,
          "TTL_RECEIPTS": 1234680.31
         },
         {
          "CAND_ID": "H8AK00116",
          "CAND_NAME": "LEDOUX, GABRIELLE R",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK01031",
          "CAND_NAME": "NELSON, THOMAS JOHN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 7100.05,
          "TTL_RECEIPTS": 9288.48
         },
         {
          "CAND_ID": "H8AK00140",
          "CAND_NAME": "GALVIN, ALYSE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "IND",
          "TTL_INDIV_CONTRIB": 1809591.38,
          "TTL_RECEIPTS": 1949643.68
         },
         {
          "CAND_ID": "H6AK00235",
          "CAND_NAME": "LINDBECK, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 33277.59
         },
         {
          "CAND_ID": "H8AL01066",
          "CAND_NAME": "KENNEDY, ROBERT JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 39095.21,
          "TTL_RECEIPTS": 166845.21
         },
         {
          "CAND_ID": "H8AL01082",
          "CAND_NAME": "MCCONNELL, LIZZETTA HILL",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 5127,
          "TTL_RECEIPTS": 5127
         },
         {
          "CAND_ID": "H4AL01123",
          "CAND_NAME": "BYRNE, BRADLEY ROBERTS",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 343761.59,
          "TTL_RECEIPTS": 1463187.12
         },
         {
          "CAND_ID": "H4AL01149",
          "CAND_NAME": "FINCHER, CHAD",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6AL02167",
          "CAND_NAME": "MATHIS, NATHAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL02163",
          "CAND_NAME": "WILLIAMS, AUDRI SCOTT 1955",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 33165.02,
          "TTL_RECEIPTS": 35365.02
         },
         {
          "CAND_ID": "H8AL02197",
          "CAND_NAME": "ISNER, TABITHA KAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 501490.57,
          "TTL_RECEIPTS": 524941.35
         },
         {
          "CAND_ID": "H0AL02087",
          "CAND_NAME": "ROBY, MARTHA",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 799289.56,
          "TTL_RECEIPTS": 2573681.12
         },
         {
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          "CAND_NAME": "SCHEINBERG, AARON",
          "CAND_OFFICE": "H",
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          "ELECTION_CYCLE_YR": 2018,
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         },
         {
          "CAND_ID": "H8WV02115",
          "CAND_NAME": "SERGENT, TALLEY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
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          "TTL_RECEIPTS": 705197.45
         },
         {
          "CAND_ID": "H4WV02080",
          "CAND_NAME": "MOONEY, ALEXANDER XAVIER",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1057980.1,
          "TTL_RECEIPTS": 1837746.56
         },
         {
          "CAND_ID": "H4WV02122",
          "CAND_NAME": "REED, KENNETH RAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WV02123",
          "CAND_NAME": "LUTZ JR, DANIEL P \"DANNY\"",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "MTP",
          "TTL_INDIV_CONTRIB": 50,
          "TTL_RECEIPTS": 2230
         },
         {
          "CAND_ID": "H8WV03048",
          "CAND_NAME": "OJEDA, RICHARD NEECE SENATOR II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 2299376.93,
          "TTL_RECEIPTS": 2851527.56
         },
         {
          "CAND_ID": "H8WV03063",
          "CAND_NAME": "DAVIS, PAUL E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 6610.93,
          "TTL_RECEIPTS": 9240.73
         },
         {
          "CAND_ID": "H8WV03089",
          "CAND_NAME": "WILLIAMS, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
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         },
         {
          "CAND_ID": "H8WV03121",
          "CAND_NAME": "LOVE, SHIRLEY",
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         },
         {
          "CAND_ID": "H4WV03070",
          "CAND_NAME": "JENKINS, EVAN H",
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         },
         {
          "CAND_ID": "H8WV03055",
          "CAND_NAME": "PHILLIPS, RUPERT WILSON JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
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         },
         {
          "CAND_ID": "H8WV03071",
          "CAND_NAME": "AMJAD, AYNE",
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         },
         {
          "CAND_ID": "H8WV03097",
          "CAND_NAME": "MILLER, CAROL DEVINE",
          "CAND_OFFICE": "H",
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          "ELECTION_CYCLE_YR": 2018,
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         {
          "CAND_ID": "H8WV03105",
          "CAND_NAME": "LUCAS, CONRAD G. MR. II",
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         {
          "CAND_ID": "H8WV03113",
          "CAND_NAME": "GEARHEART, MARTY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
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         },
         {
          "CAND_ID": "H6WV03117",
          "CAND_NAME": "LAWHORN, ZANE RENEE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "LIB",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WY01074",
          "CAND_NAME": "GREENE, RYAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
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         },
         {
          "CAND_ID": "H8WY01062",
          "CAND_NAME": "HUNTER, GREG",
          "CAND_OFFICE": "H",
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          "ELECTION_CYCLE_YR": 2018,
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         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
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          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
          "CAND_NAME": "SMITH, DARIN DALE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "mark": "tick"
      },
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAB4AAAAeCAYAAAA7MK6iAAAAfklEQVRIS+2VwQmAMAxFk/U6geAgOkIXUZyg68UaevKUn0NF+KHHTx88fohaH/lglOBZ1qkaNN0XwlSkP3SSqk3Kdjqw1RVlej4JFin75R+0uhAcMkDVIU1PiOUKqxpBlitsjOUKq/pxuY5xnSafRVTtO5/eY4JRA1SNGkvnb5DfqqcjNVoHAAAAAElFTkSuQmCC",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart = alt.Chart(house_2018).mark_point()\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is not very useful as it stacks all points in one. We need to specify a layout using the `encode` function.\n",
    "\n",
    "Let's start by specifying an x-axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
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          "CAND_NAME": "YOUNG, DONALD E",
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         },
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         },
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         },
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         },
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          "TTL_INDIV_CONTRIB": 8154.78,
          "TTL_RECEIPTS": 47449.69
         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 332730.22,
          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
          "CAND_NAME": "SMITH, DARIN DALE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "encoding": {
        "x": {
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        }
       },
       "mark": "point"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Q indicates that the variable is quantitative.\n",
    "chart = chart.encode(x=\"TTL_RECEIPTS:Q\")\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is now spread through the x-axis. Let's add a y-axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 670374.33,
          "TTL_RECEIPTS": 1234680.31
         },
         {
          "CAND_ID": "H8AK00116",
          "CAND_NAME": "LEDOUX, GABRIELLE R",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK01031",
          "CAND_NAME": "NELSON, THOMAS JOHN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 7100.05,
          "TTL_RECEIPTS": 9288.48
         },
         {
          "CAND_ID": "H8AK00140",
          "CAND_NAME": "GALVIN, ALYSE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "IND",
          "TTL_INDIV_CONTRIB": 1809591.38,
          "TTL_RECEIPTS": 1949643.68
         },
         {
          "CAND_ID": "H6AK00235",
          "CAND_NAME": "LINDBECK, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 33277.59
         },
         {
          "CAND_ID": "H8AL01066",
          "CAND_NAME": "KENNEDY, ROBERT JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 39095.21,
          "TTL_RECEIPTS": 166845.21
         },
         {
          "CAND_ID": "H8AL01082",
          "CAND_NAME": "MCCONNELL, LIZZETTA HILL",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 5127,
          "TTL_RECEIPTS": 5127
         },
         {
          "CAND_ID": "H4AL01123",
          "CAND_NAME": "BYRNE, BRADLEY ROBERTS",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 343761.59,
          "TTL_RECEIPTS": 1463187.12
         },
         {
          "CAND_ID": "H4AL01149",
          "CAND_NAME": "FINCHER, CHAD",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6AL02167",
          "CAND_NAME": "MATHIS, NATHAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL02163",
          "CAND_NAME": "WILLIAMS, AUDRI SCOTT 1955",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 33165.02,
          "TTL_RECEIPTS": 35365.02
         },
         {
          "CAND_ID": "H8AL02197",
          "CAND_NAME": "ISNER, TABITHA KAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 501490.57,
          "TTL_RECEIPTS": 524941.35
         },
         {
          "CAND_ID": "H0AL02087",
          "CAND_NAME": "ROBY, MARTHA",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
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          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 106.46
         },
         {
          "CAND_ID": "H8WV02107",
          "CAND_NAME": "SCHEINBERG, AARON",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 425730.25,
          "TTL_RECEIPTS": 588749.56
         },
         {
          "CAND_ID": "H8WV02115",
          "CAND_NAME": "SERGENT, TALLEY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 587066.78,
          "TTL_RECEIPTS": 705197.45
         },
         {
          "CAND_ID": "H4WV02080",
          "CAND_NAME": "MOONEY, ALEXANDER XAVIER",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1057980.1,
          "TTL_RECEIPTS": 1837746.56
         },
         {
          "CAND_ID": "H4WV02122",
          "CAND_NAME": "REED, KENNETH RAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WV02123",
          "CAND_NAME": "LUTZ JR, DANIEL P \"DANNY\"",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "MTP",
          "TTL_INDIV_CONTRIB": 50,
          "TTL_RECEIPTS": 2230
         },
         {
          "CAND_ID": "H8WV03048",
          "CAND_NAME": "OJEDA, RICHARD NEECE SENATOR II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 2299376.93,
          "TTL_RECEIPTS": 2851527.56
         },
         {
          "CAND_ID": "H8WV03063",
          "CAND_NAME": "DAVIS, PAUL E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 6610.93,
          "TTL_RECEIPTS": 9240.73
         },
         {
          "CAND_ID": "H8WV03089",
          "CAND_NAME": "WILLIAMS, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 106892.27,
          "TTL_RECEIPTS": 106892.27
         },
         {
          "CAND_ID": "H8WV03121",
          "CAND_NAME": "LOVE, SHIRLEY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 4000,
          "TTL_RECEIPTS": 64000
         },
         {
          "CAND_ID": "H4WV03070",
          "CAND_NAME": "JENKINS, EVAN H",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1189347.96,
          "TTL_RECEIPTS": 1573189.05
         },
         {
          "CAND_ID": "H8WV03055",
          "CAND_NAME": "PHILLIPS, RUPERT WILSON JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 264056,
          "TTL_RECEIPTS": 284462.45
         },
         {
          "CAND_ID": "H8WV03071",
          "CAND_NAME": "AMJAD, AYNE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 3650,
          "TTL_RECEIPTS": 18650
         },
         {
          "CAND_ID": "H8WV03097",
          "CAND_NAME": "MILLER, CAROL DEVINE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 976288.52,
          "TTL_RECEIPTS": 1943497.82
         },
         {
          "CAND_ID": "H8WV03105",
          "CAND_NAME": "LUCAS, CONRAD G. MR. II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 145788,
          "TTL_RECEIPTS": 407288
         },
         {
          "CAND_ID": "H8WV03113",
          "CAND_NAME": "GEARHEART, MARTY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 53513.17,
          "TTL_RECEIPTS": 117313.17
         },
         {
          "CAND_ID": "H6WV03117",
          "CAND_NAME": "LAWHORN, ZANE RENEE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "LIB",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WY01074",
          "CAND_NAME": "GREENE, RYAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01062",
          "CAND_NAME": "HUNTER, GREG",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 8154.78,
          "TTL_RECEIPTS": 47449.69
         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 332730.22,
          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
          "CAND_NAME": "SMITH, DARIN DALE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "encoding": {
        "x": {
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        },
        "y": {
         "field": "TTL_INDIV_CONTRIB",
         "type": "quantitative"
        }
       },
       "mark": "point"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart = chart.encode(y=\"TTL_INDIV_CONTRIB:Q\")\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now want to color points by party affiliation. We once again use the `encode()` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 670374.33,
          "TTL_RECEIPTS": 1234680.31
         },
         {
          "CAND_ID": "H8AK00116",
          "CAND_NAME": "LEDOUX, GABRIELLE R",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK01031",
          "CAND_NAME": "NELSON, THOMAS JOHN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 7100.05,
          "TTL_RECEIPTS": 9288.48
         },
         {
          "CAND_ID": "H8AK00140",
          "CAND_NAME": "GALVIN, ALYSE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "IND",
          "TTL_INDIV_CONTRIB": 1809591.38,
          "TTL_RECEIPTS": 1949643.68
         },
         {
          "CAND_ID": "H6AK00235",
          "CAND_NAME": "LINDBECK, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 33277.59
         },
         {
          "CAND_ID": "H8AL01066",
          "CAND_NAME": "KENNEDY, ROBERT JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 39095.21,
          "TTL_RECEIPTS": 166845.21
         },
         {
          "CAND_ID": "H8AL01082",
          "CAND_NAME": "MCCONNELL, LIZZETTA HILL",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 5127,
          "TTL_RECEIPTS": 5127
         },
         {
          "CAND_ID": "H4AL01123",
          "CAND_NAME": "BYRNE, BRADLEY ROBERTS",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 343761.59,
          "TTL_RECEIPTS": 1463187.12
         },
         {
          "CAND_ID": "H4AL01149",
          "CAND_NAME": "FINCHER, CHAD",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6AL02167",
          "CAND_NAME": "MATHIS, NATHAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL02163",
          "CAND_NAME": "WILLIAMS, AUDRI SCOTT 1955",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 33165.02,
          "TTL_RECEIPTS": 35365.02
         },
         {
          "CAND_ID": "H8AL02197",
          "CAND_NAME": "ISNER, TABITHA KAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 501490.57,
          "TTL_RECEIPTS": 524941.35
         },
         {
          "CAND_ID": "H0AL02087",
          "CAND_NAME": "ROBY, MARTHA",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 799289.56,
          "TTL_RECEIPTS": 2573681.12
         },
         {
          "CAND_ID": "H8AL02080",
          "CAND_NAME": "LOVE, JAY K",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL02171",
          "CAND_NAME": "MOORE, FELIX BARRY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 78382,
          "TTL_RECEIPTS": 154582.44
         },
         {
          "CAND_ID": "H8AL02189",
          "CAND_NAME": "AMASON, THOMAS MARRION III",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 8366.4,
          "TTL_RECEIPTS": 15380.59
         },
         {
          "CAND_ID": "H8AL02205",
          "CAND_NAME": "HOBSON, RICH",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 75807.05,
          "TTL_RECEIPTS": 76307.05
         },
         {
          "CAND_ID": "H8AL02213",
          "CAND_NAME": "BRIGHT, BOBBY NEAL SR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 110208.08,
          "TTL_RECEIPTS": 420688.08
         },
         {
          "CAND_ID": "H8AL03039",
          "CAND_NAME": "TURNHAM, JOSEPH R",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL03054",
          "CAND_NAME": "HAGAN, MALLORY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 409309.26,
          "TTL_RECEIPTS": 467514.71
         },
         {
          "CAND_ID": "H8AL03062",
          "CAND_NAME": "WINFREY, ADIA MCCLELLAN DR",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 9614,
          "TTL_RECEIPTS": 14535.25
         },
         {
          "CAND_ID": "H2AL03032",
          "CAND_NAME": "ROGERS, MICHAEL",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 530372,
          "TTL_RECEIPTS": 1350417.37
         },
         {
          "CAND_ID": "H8AL04086",
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          "TTL_RECEIPTS": 1573189.05
         },
         {
          "CAND_ID": "H8WV03055",
          "CAND_NAME": "PHILLIPS, RUPERT WILSON JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 264056,
          "TTL_RECEIPTS": 284462.45
         },
         {
          "CAND_ID": "H8WV03071",
          "CAND_NAME": "AMJAD, AYNE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 3650,
          "TTL_RECEIPTS": 18650
         },
         {
          "CAND_ID": "H8WV03097",
          "CAND_NAME": "MILLER, CAROL DEVINE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 976288.52,
          "TTL_RECEIPTS": 1943497.82
         },
         {
          "CAND_ID": "H8WV03105",
          "CAND_NAME": "LUCAS, CONRAD G. MR. II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 145788,
          "TTL_RECEIPTS": 407288
         },
         {
          "CAND_ID": "H8WV03113",
          "CAND_NAME": "GEARHEART, MARTY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 53513.17,
          "TTL_RECEIPTS": 117313.17
         },
         {
          "CAND_ID": "H6WV03117",
          "CAND_NAME": "LAWHORN, ZANE RENEE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "LIB",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WY01074",
          "CAND_NAME": "GREENE, RYAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01062",
          "CAND_NAME": "HUNTER, GREG",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 8154.78,
          "TTL_RECEIPTS": 47449.69
         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 332730.22,
          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
          "CAND_NAME": "SMITH, DARIN DALE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "PTY_AFFILIATION",
         "type": "nominal"
        },
        "x": {
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        },
        "y": {
         "field": "TTL_INDIV_CONTRIB",
         "type": "quantitative"
        }
       },
       "mark": "point"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# N means nominal: unordered categorical variable.\n",
    "chart = chart.encode(color=\"PTY_AFFILIATION:N\")\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's a lot of parties; we only want republicans and democrats. Instead of using pandas to filter the dataframe, we can filter individual points using `transform_filter`. In practice, you should just use pandas for trivial filters like this one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 670374.33,
          "TTL_RECEIPTS": 1234680.31
         },
         {
          "CAND_ID": "H8AK00116",
          "CAND_NAME": "LEDOUX, GABRIELLE R",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK01031",
          "CAND_NAME": "NELSON, THOMAS JOHN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 7100.05,
          "TTL_RECEIPTS": 9288.48
         },
         {
          "CAND_ID": "H8AK00140",
          "CAND_NAME": "GALVIN, ALYSE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "IND",
          "TTL_INDIV_CONTRIB": 1809591.38,
          "TTL_RECEIPTS": 1949643.68
         },
         {
          "CAND_ID": "H6AK00235",
          "CAND_NAME": "LINDBECK, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 33277.59
         },
         {
          "CAND_ID": "H8AL01066",
          "CAND_NAME": "KENNEDY, ROBERT JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 39095.21,
          "TTL_RECEIPTS": 166845.21
         },
         {
          "CAND_ID": "H8AL01082",
          "CAND_NAME": "MCCONNELL, LIZZETTA HILL",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 5127,
          "TTL_RECEIPTS": 5127
         },
         {
          "CAND_ID": "H4AL01123",
          "CAND_NAME": "BYRNE, BRADLEY ROBERTS",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 343761.59,
          "TTL_RECEIPTS": 1463187.12
         },
         {
          "CAND_ID": "H4AL01149",
          "CAND_NAME": "FINCHER, CHAD",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6AL02167",
          "CAND_NAME": "MATHIS, NATHAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL02163",
          "CAND_NAME": "WILLIAMS, AUDRI SCOTT 1955",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 33165.02,
          "TTL_RECEIPTS": 35365.02
         },
         {
          "CAND_ID": "H8AL02197",
          "CAND_NAME": "ISNER, TABITHA KAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 501490.57,
          "TTL_RECEIPTS": 524941.35
         },
         {
          "CAND_ID": "H0AL02087",
          "CAND_NAME": "ROBY, MARTHA",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 799289.56,
          "TTL_RECEIPTS": 2573681.12
         },
         {
          "CAND_ID": "H8AL02080",
          "CAND_NAME": "LOVE, JAY K",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
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          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 587066.78,
          "TTL_RECEIPTS": 705197.45
         },
         {
          "CAND_ID": "H4WV02080",
          "CAND_NAME": "MOONEY, ALEXANDER XAVIER",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1057980.1,
          "TTL_RECEIPTS": 1837746.56
         },
         {
          "CAND_ID": "H4WV02122",
          "CAND_NAME": "REED, KENNETH RAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WV02123",
          "CAND_NAME": "LUTZ JR, DANIEL P \"DANNY\"",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "MTP",
          "TTL_INDIV_CONTRIB": 50,
          "TTL_RECEIPTS": 2230
         },
         {
          "CAND_ID": "H8WV03048",
          "CAND_NAME": "OJEDA, RICHARD NEECE SENATOR II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 2299376.93,
          "TTL_RECEIPTS": 2851527.56
         },
         {
          "CAND_ID": "H8WV03063",
          "CAND_NAME": "DAVIS, PAUL E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 6610.93,
          "TTL_RECEIPTS": 9240.73
         },
         {
          "CAND_ID": "H8WV03089",
          "CAND_NAME": "WILLIAMS, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 106892.27,
          "TTL_RECEIPTS": 106892.27
         },
         {
          "CAND_ID": "H8WV03121",
          "CAND_NAME": "LOVE, SHIRLEY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 4000,
          "TTL_RECEIPTS": 64000
         },
         {
          "CAND_ID": "H4WV03070",
          "CAND_NAME": "JENKINS, EVAN H",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1189347.96,
          "TTL_RECEIPTS": 1573189.05
         },
         {
          "CAND_ID": "H8WV03055",
          "CAND_NAME": "PHILLIPS, RUPERT WILSON JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 264056,
          "TTL_RECEIPTS": 284462.45
         },
         {
          "CAND_ID": "H8WV03071",
          "CAND_NAME": "AMJAD, AYNE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 3650,
          "TTL_RECEIPTS": 18650
         },
         {
          "CAND_ID": "H8WV03097",
          "CAND_NAME": "MILLER, CAROL DEVINE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 976288.52,
          "TTL_RECEIPTS": 1943497.82
         },
         {
          "CAND_ID": "H8WV03105",
          "CAND_NAME": "LUCAS, CONRAD G. MR. II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 145788,
          "TTL_RECEIPTS": 407288
         },
         {
          "CAND_ID": "H8WV03113",
          "CAND_NAME": "GEARHEART, MARTY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 53513.17,
          "TTL_RECEIPTS": 117313.17
         },
         {
          "CAND_ID": "H6WV03117",
          "CAND_NAME": "LAWHORN, ZANE RENEE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "LIB",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WY01074",
          "CAND_NAME": "GREENE, RYAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01062",
          "CAND_NAME": "HUNTER, GREG",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 8154.78,
          "TTL_RECEIPTS": 47449.69
         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 332730.22,
          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
          "CAND_NAME": "SMITH, DARIN DALE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "PTY_AFFILIATION",
         "type": "nominal"
        },
        "x": {
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        },
        "y": {
         "field": "TTL_INDIV_CONTRIB",
         "type": "quantitative"
        }
       },
       "mark": "point",
       "transform": [
        {
         "filter": "((datum.PTY_AFFILIATION === 'REP') || (datum.PTY_AFFILIATION === 'DEM'))"
        }
       ]
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart = chart.transform_filter((datum.PTY_AFFILIATION == \"REP\") | (datum.PTY_AFFILIATION == \"DEM\"))\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For best practice, let's add a title. We do so by using the `properties` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
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         {
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         {
          "CAND_ID": "H8WV03048",
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         {
          "CAND_ID": "H8WV03121",
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         },
         {
          "CAND_ID": "H4WV03070",
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         {
          "CAND_ID": "H8WV03055",
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         {
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         {
          "CAND_ID": "H8WY01062",
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         },
         {
          "CAND_ID": "H8WY00148",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
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          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
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         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
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        ]
       },
       "encoding": {
        "color": {
         "field": "PTY_AFFILIATION",
         "type": "nominal"
        },
        "x": {
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        },
        "y": {
         "field": "TTL_INDIV_CONTRIB",
         "type": "quantitative"
        }
       },
       "mark": "point",
       "title": {
        "text": "Individual Contrib vs Total Receipts"
       },
       "transform": [
        {
         "filter": "((datum.PTY_AFFILIATION === 'REP') || (datum.PTY_AFFILIATION === 'DEM'))"
        }
       ]
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart = chart.properties(\n",
    "    title={\n",
    "        \"text\": \"Individual Contrib vs Total Receipts\"\n",
    "    }\n",
    ")\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Support we wanted to add an y=x line to the plot above. Let's first draw it in isolation. Use [this example from the documentation](https://altair-viz.github.io/gallery/simple_line_chart.html) to draw a single y=x line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-7f7d1ce13190db96291fc563e6257b76"
       },
       "datasets": {
        "data-7f7d1ce13190db96291fc563e6257b76": [
         {
          "X": 0,
          "Y": 0
         },
         {
          "X": 20000000,
          "Y": 20000000
         }
        ]
       },
       "encoding": {
        "x": {
         "field": "X",
         "type": "quantitative"
        },
        "y": {
         "field": "Y",
         "type": "quantitative"
        }
       },
       "mark": "line"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({\n",
    "    'X': [0, 20000000],\n",
    "    'Y': [0, 20000000],\n",
    "})\n",
    "\n",
    "line = None\n",
    "# TODO: Draw line. Store the resulting chart in the 'line' variable.\n",
    "line = alt.Chart(df).mark_line().encode(\n",
    "    x='X:Q',\n",
    "    y='Y:Q'\n",
    ")\n",
    "line"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Altair allow to place multiple plots in the same figure using the `+` operation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
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        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_chart = chart + line\n",
    "full_chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Likewise, you may want to split party the figure by party affiliation. You do that by using facets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
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         },
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         },
         {
          "CAND_ID": "H8WV02073",
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         {
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         },
         {
          "CAND_ID": "H4WV02080",
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         },
         {
          "CAND_ID": "H8WV02123",
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         },
         {
          "CAND_ID": "H8WV03048",
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         },
         {
          "CAND_ID": "H8WV03063",
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         },
         {
          "CAND_ID": "H8WV03089",
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         },
         {
          "CAND_ID": "H8WV03121",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 4000,
          "TTL_RECEIPTS": 64000
         },
         {
          "CAND_ID": "H4WV03070",
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          "TTL_RECEIPTS": 1573189.05
         },
         {
          "CAND_ID": "H8WV03055",
          "CAND_NAME": "PHILLIPS, RUPERT WILSON JR.",
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         },
         {
          "CAND_ID": "H8WV03071",
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          "ELECTION_CYCLE_YR": 2018,
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         },
         {
          "CAND_ID": "H8WV03097",
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          "TTL_RECEIPTS": 1943497.82
         },
         {
          "CAND_ID": "H8WV03105",
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          "ELECTION_CYCLE_YR": 2018,
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         {
          "CAND_ID": "H8WV03113",
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         {
          "CAND_ID": "H6WV03117",
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          "ELECTION_CYCLE_YR": 2018,
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         },
         {
          "CAND_ID": "H6WY01074",
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          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01062",
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          "CAND_OFFICE": "H",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 8154.78,
          "TTL_RECEIPTS": 47449.69
         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
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          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
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          "ELECTION_CYCLE_YR": 2018,
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          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "facet": {
        "field": "PTY_AFFILIATION",
        "type": "nominal"
       },
       "spec": {
        "encoding": {
         "color": {
          "field": "PTY_AFFILIATION",
          "type": "nominal"
         },
         "x": {
          "field": "TTL_RECEIPTS",
          "type": "quantitative"
         },
         "y": {
          "field": "TTL_INDIV_CONTRIB",
          "type": "quantitative"
         }
        },
        "mark": "point",
        "title": {
         "text": "Individual Contrib vs Total Receipts"
        },
        "transform": [
         {
          "filter": "((datum.PTY_AFFILIATION === 'REP') || (datum.PTY_AFFILIATION === 'DEM'))"
         }
        ]
       }
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "multi_chart = chart.facet(\"PTY_AFFILIATION\")\n",
    "multi_chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, suppose we wanted to interactively identify outliers by hovering over the points with our mouse. Adding interactivity is trivial by adding a `tooltip` to the encoding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-0c25f3cdfd3fa68d93da5c380a59ee91"
       },
       "datasets": {
        "data-0c25f3cdfd3fa68d93da5c380a59ee91": [
         {
          "CAND_ID": "H8AK00132",
          "CAND_NAME": "SHEIN, DIMITRI",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 58188.98,
          "TTL_RECEIPTS": 209916.04
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 670374.33,
          "TTL_RECEIPTS": 1234680.31
         },
         {
          "CAND_ID": "H8AK00116",
          "CAND_NAME": "LEDOUX, GABRIELLE R",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK01031",
          "CAND_NAME": "NELSON, THOMAS JOHN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 7100.05,
          "TTL_RECEIPTS": 9288.48
         },
         {
          "CAND_ID": "H8AK00140",
          "CAND_NAME": "GALVIN, ALYSE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "IND",
          "TTL_INDIV_CONTRIB": 1809591.38,
          "TTL_RECEIPTS": 1949643.68
         },
         {
          "CAND_ID": "H6AK00235",
          "CAND_NAME": "LINDBECK, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 33277.59
         },
         {
          "CAND_ID": "H8AL01066",
          "CAND_NAME": "KENNEDY, ROBERT JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 39095.21,
          "TTL_RECEIPTS": 166845.21
         },
         {
          "CAND_ID": "H8AL01082",
          "CAND_NAME": "MCCONNELL, LIZZETTA HILL",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 5127,
          "TTL_RECEIPTS": 5127
         },
         {
          "CAND_ID": "H4AL01123",
          "CAND_NAME": "BYRNE, BRADLEY ROBERTS",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 343761.59,
          "TTL_RECEIPTS": 1463187.12
         },
         {
          "CAND_ID": "H4AL01149",
          "CAND_NAME": "FINCHER, CHAD",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6AL02167",
          "CAND_NAME": "MATHIS, NATHAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL02163",
          "CAND_NAME": "WILLIAMS, AUDRI SCOTT 1955",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 33165.02,
          "TTL_RECEIPTS": 35365.02
         },
         {
          "CAND_ID": "H8AL02197",
          "CAND_NAME": "ISNER, TABITHA KAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 501490.57,
          "TTL_RECEIPTS": 524941.35
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          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WV02073",
          "CAND_NAME": "UNGER, JOHN R II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 106.46
         },
         {
          "CAND_ID": "H8WV02107",
          "CAND_NAME": "SCHEINBERG, AARON",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 425730.25,
          "TTL_RECEIPTS": 588749.56
         },
         {
          "CAND_ID": "H8WV02115",
          "CAND_NAME": "SERGENT, TALLEY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 587066.78,
          "TTL_RECEIPTS": 705197.45
         },
         {
          "CAND_ID": "H4WV02080",
          "CAND_NAME": "MOONEY, ALEXANDER XAVIER",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1057980.1,
          "TTL_RECEIPTS": 1837746.56
         },
         {
          "CAND_ID": "H4WV02122",
          "CAND_NAME": "REED, KENNETH RAY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WV02123",
          "CAND_NAME": "LUTZ JR, DANIEL P \"DANNY\"",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "MTP",
          "TTL_INDIV_CONTRIB": 50,
          "TTL_RECEIPTS": 2230
         },
         {
          "CAND_ID": "H8WV03048",
          "CAND_NAME": "OJEDA, RICHARD NEECE SENATOR II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 2299376.93,
          "TTL_RECEIPTS": 2851527.56
         },
         {
          "CAND_ID": "H8WV03063",
          "CAND_NAME": "DAVIS, PAUL E",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 6610.93,
          "TTL_RECEIPTS": 9240.73
         },
         {
          "CAND_ID": "H8WV03089",
          "CAND_NAME": "WILLIAMS, STEVE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 106892.27,
          "TTL_RECEIPTS": 106892.27
         },
         {
          "CAND_ID": "H8WV03121",
          "CAND_NAME": "LOVE, SHIRLEY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 4000,
          "TTL_RECEIPTS": 64000
         },
         {
          "CAND_ID": "H4WV03070",
          "CAND_NAME": "JENKINS, EVAN H",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1189347.96,
          "TTL_RECEIPTS": 1573189.05
         },
         {
          "CAND_ID": "H8WV03055",
          "CAND_NAME": "PHILLIPS, RUPERT WILSON JR.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 264056,
          "TTL_RECEIPTS": 284462.45
         },
         {
          "CAND_ID": "H8WV03071",
          "CAND_NAME": "AMJAD, AYNE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 3650,
          "TTL_RECEIPTS": 18650
         },
         {
          "CAND_ID": "H8WV03097",
          "CAND_NAME": "MILLER, CAROL DEVINE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 976288.52,
          "TTL_RECEIPTS": 1943497.82
         },
         {
          "CAND_ID": "H8WV03105",
          "CAND_NAME": "LUCAS, CONRAD G. MR. II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 145788,
          "TTL_RECEIPTS": 407288
         },
         {
          "CAND_ID": "H8WV03113",
          "CAND_NAME": "GEARHEART, MARTY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 53513.17,
          "TTL_RECEIPTS": 117313.17
         },
         {
          "CAND_ID": "H6WV03117",
          "CAND_NAME": "LAWHORN, ZANE RENEE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "LIB",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WY01074",
          "CAND_NAME": "GREENE, RYAN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01062",
          "CAND_NAME": "HUNTER, GREG",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 8154.78,
          "TTL_RECEIPTS": 47449.69
         },
         {
          "CAND_ID": "H6WY00159",
          "CAND_NAME": "CHENEY, ELIZABETH MRS.",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 332730.22,
          "TTL_RECEIPTS": 867840.34
         },
         {
          "CAND_ID": "H6WY01082",
          "CAND_NAME": "SMITH, DARIN DALE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00148",
          "CAND_NAME": "LUMMIS, CYNTHIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY01070",
          "CAND_NAME": "STANLEY, BLAKE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 1570,
          "TTL_RECEIPTS": 5820
         },
         {
          "CAND_ID": "H2WY00133",
          "CAND_NAME": "CUMMINGS, DANIEL CLYDE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 2018,
          "PTY_AFFILIATION": "CON",
          "TTL_INDIV_CONTRIB": 100,
          "TTL_RECEIPTS": 300
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "PTY_AFFILIATION",
         "type": "nominal"
        },
        "tooltip": [
         {
          "field": "CAND_NAME",
          "type": "nominal"
         },
         {
          "field": "CAND_OFFICE_ST",
          "type": "nominal"
         }
        ],
        "x": {
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        },
        "y": {
         "field": "TTL_INDIV_CONTRIB",
         "type": "quantitative"
        }
       },
       "mark": "point",
       "title": {
        "text": "Individual Contrib vs Total Receipts"
       },
       "transform": [
        {
         "filter": "((datum.PTY_AFFILIATION === 'REP') || (datum.PTY_AFFILIATION === 'DEM'))"
        }
       ]
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart = chart.encode(\n",
    "    tooltip=[\"CAND_NAME\", \"CAND_OFFICE_ST\"] # Specify the columns you want to see.\n",
    ")\n",
    "\n",
    "chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We've now explored a small subset of the things you can do with Altair. So here's a chance for you to play around.\n",
    "\n",
    "Try recreating the histogram showing spending over time by each party. Make it interactive by showing the exact value for a bar when you hover over it. It doesn't have to be exactly the same as the histogram above, but it should be close. For inspiration, start from [this example in the documentation](https://altair-viz.github.io/gallery/grouped_bar_chart.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-b74de1626f908f5aa8539c06a10f12e0"
       },
       "datasets": {
        "data-b74de1626f908f5aa8539c06a10f12e0": [
         {
          "CAND_ID": "H0AK00055",
          "CAND_NAME": "GREENE, CLIFFORD MARK",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 255,
          "TTL_RECEIPTS": 464
         },
         {
          "CAND_ID": "H4AK00057",
          "CAND_NAME": "VONDERSAAR, FRANK J",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 885
         },
         {
          "CAND_ID": "H6AK01019",
          "CAND_NAME": "LINCOLN, GEORGIANNA",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK00074",
          "CAND_NAME": "DUNCAN, JIM (JAMES W DUNCAN)",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 20122,
          "TTL_RECEIPTS": 37591
         },
         {
          "CAND_ID": "H8AK00082",
          "CAND_NAME": "PECHEK, STU",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 12274
         },
         {
          "CAND_ID": "H2AK00069",
          "CAND_NAME": "COLLINS, VIRGINIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 40
         },
         {
          "CAND_ID": "H6AK00045",
          "CAND_NAME": "YOUNG, DONALD",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 620441,
          "TTL_RECEIPTS": 1297578
         },
         {
          "CAND_ID": "H4AL01032",
          "CAND_NAME": "CALLAHAN, HERBERT L",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 131750,
          "TTL_RECEIPTS": 335839
         },
         {
          "CAND_ID": "H2AL02042",
          "CAND_NAME": "WALLACE, GEORGE C JR",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL02072",
          "CAND_NAME": "FONDREN, GERALD JOSEPH",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 6220,
          "TTL_RECEIPTS": 6474
         },
         {
          "CAND_ID": "H2AL02067",
          "CAND_NAME": "EVERETT, TERRY",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 272540,
          "TTL_RECEIPTS": 1242951
         },
         {
          "CAND_ID": "H6AL02050",
          "CAND_NAME": "DICKINSON, WILLIAM LOUIS",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 6488
         },
         {
          "CAND_ID": "H0AL03036",
          "CAND_NAME": "BROWDER, JOHN GLEN",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6AL03074",
          "CAND_NAME": "LITTLE, T D (TED)",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AL03039",
          "CAND_NAME": "TURNHAM, JOE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AL",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 140,
          "TTL_RECEIPTS": 111763
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         {
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         },
         {
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          "TTL_INDIV_CONTRIB": 203587,
          "TTL_RECEIPTS": 434438
         },
         {
          "CAND_ID": "H8WV02032",
          "CAND_NAME": "TAYLOR, BETH ELAINE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 2550,
          "TTL_RECEIPTS": 6105
         },
         {
          "CAND_ID": "H8WV02040",
          "CAND_NAME": "TURNER, WENDEL BLAIR",
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          "PTY_AFFILIATION": "DEM",
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         {
          "CAND_ID": "H2WV02100",
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          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WV02051",
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          "CAND_OFFICE": "H",
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          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WV04057",
          "CAND_NAME": "RAHALL, NICK J II",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 149543,
          "TTL_RECEIPTS": 534405
         },
         {
          "CAND_ID": "H8WV00010",
          "CAND_NAME": "MACCALLUM, JAMES J.",
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          "CAND_OFFICE_ST": "WV",
          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "DEM",
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          "TTL_RECEIPTS": 212268
         },
         {
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          "CAND_NAME": "MAXFIELD, PETE",
          "CAND_OFFICE": "H",
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          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H6WY01017",
          "CAND_NAME": "CHRISTIE, V WORTH",
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          "ELECTION_CYCLE_YR": 1998,
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          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8WY00122",
          "CAND_NAME": "FARRIS, SCOTT CLARK",
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          "CAND_OFFICE_ST": "WY",
          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 86618,
          "TTL_RECEIPTS": 134427
         },
         {
          "CAND_ID": "H4WY00055",
          "CAND_NAME": "CUBIN, BARBARA L",
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          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 259845,
          "TTL_RECEIPTS": 578298
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         {
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          "CAND_NAME": "WALLACE, GEORGE ROBERT",
          "CAND_OFFICE": "H",
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          "ELECTION_CYCLE_YR": 1998,
          "PTY_AFFILIATION": "REP",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "PTY_AFFILIATION",
         "type": "nominal"
        },
        "column": {
         "field": "ELECTION_CYCLE_YR",
         "type": "ordinal"
        },
        "tooltip": [
         {
          "aggregate": "sum",
          "field": "TTL_RECEIPTS",
          "type": "quantitative"
         }
        ],
        "x": {
         "axis": null,
         "field": "PTY_AFFILIATION",
         "type": "nominal"
        },
        "y": {
         "aggregate": "sum",
         "field": "TTL_RECEIPTS",
         "type": "quantitative"
        }
       },
       "mark": "bar"
      },
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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use pandas for simple filtering.\n",
    "house_cands = cands[(cands.CAND_OFFICE == 'H') & (cands.ELECTION_CYCLE_YR < 2020) & (cands.PTY_AFFILIATION.isin([\"REP\", \"DEM\"]))]\n",
    "\n",
    "# TODO: Recreate the plot showing spending by party over time without using pandas aggregation.\n",
    "alt.Chart(house_cands).mark_bar().encode(\n",
    "    x=alt.X(\"PTY_AFFILIATION:N\", axis=None),\n",
    "    y=\"sum(TTL_RECEIPTS)\",\n",
    "    color=\"PTY_AFFILIATION:N\",\n",
    "    column=\"ELECTION_CYCLE_YR:O\",\n",
    "    tooltip=[\"sum(TTL_RECEIPTS)\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a stacked bar chart showing the proportion of the funding that comes from presidential, senate or house campaigns. You do not need to show PAC data here. Start from [this example in the documentation](https://altair-viz.github.io/gallery/stacked_bar_chart.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "name": "data-fe826bccb485fbf0f9c64bb39555b12d"
       },
       "datasets": {
        "data-fe826bccb485fbf0f9c64bb39555b12d": [
         {
          "CAND_ID": "H0AK00055",
          "CAND_NAME": "GREENE, CLIFFORD MARK",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 255,
          "TTL_RECEIPTS": 464
         },
         {
          "CAND_ID": "H4AK00057",
          "CAND_NAME": "VONDERSAAR, FRANK J",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 885
         },
         {
          "CAND_ID": "H6AK01019",
          "CAND_NAME": "LINCOLN, GEORGIANNA",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 0
         },
         {
          "CAND_ID": "H8AK00074",
          "CAND_NAME": "DUNCAN, JIM (JAMES W DUNCAN)",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 20122,
          "TTL_RECEIPTS": 37591
         },
         {
          "CAND_ID": "H8AK00082",
          "CAND_NAME": "PECHEK, STU",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
          "PTY_AFFILIATION": "DEM",
          "TTL_INDIV_CONTRIB": 0,
          "TTL_RECEIPTS": 12274
         },
         {
          "CAND_ID": "H2AK00069",
          "CAND_NAME": "COLLINS, VIRGINIA MARIE",
          "CAND_OFFICE": "H",
          "CAND_OFFICE_ST": "AK",
          "ELECTION_CYCLE_YR": 2000,
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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_cands = cands\n",
    "\n",
    "# TODO: Create stacked bar plot showing the funding of all three campaign types.\n",
    "alt.Chart(all_cands).mark_bar().encode(\n",
    "    x=\"ELECTION_CYCLE_YR:O\",\n",
    "    y=\"sum(TTL_RECEIPTS)\",\n",
    "    color=\"CAND_OFFICE:N\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Map Visualization\n",
    "There are many more things we can do with Altair. Take a look at [Altair's example gallery](https://altair-viz.github.io/gallery/index.html)\n",
    "\n",
    "Let's say we want to see which states in the last election cycles had Senate races that raised a disproportionate amount of money per capita. Senate elections are every 6 years so looking at data from 2012 to 2018 data ensures that all Senate seats have had an election.\n",
    "\n",
    "We'll create Choropleth map. That is, a map that is shaded relative to some statistic.\n",
    "\n",
    "Let's first compute the per capita receipts in each state. You only need to look at the output; don't worry about the manipulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>CAND_OFFICE_ST</th>\n",
       "      <th>TTL_RECEIPTS</th>\n",
       "      <th>state</th>\n",
       "      <th>population</th>\n",
       "      <th>PER_CAPITA_RECEIPTS</th>\n",
       "      <th>STATE_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AK</td>\n",
       "      <td>2.851565e+07</td>\n",
       "      <td>AK</td>\n",
       "      <td>739795.0</td>\n",
       "      <td>38.545336</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>8.038069e+06</td>\n",
       "      <td>AL</td>\n",
       "      <td>4874747.0</td>\n",
       "      <td>1.648920</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AR</td>\n",
       "      <td>3.475510e+07</td>\n",
       "      <td>AR</td>\n",
       "      <td>3004279.0</td>\n",
       "      <td>11.568534</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AZ</td>\n",
       "      <td>5.464188e+07</td>\n",
       "      <td>AZ</td>\n",
       "      <td>7016270.0</td>\n",
       "      <td>7.787882</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CA</td>\n",
       "      <td>4.324920e+07</td>\n",
       "      <td>CA</td>\n",
       "      <td>39536653.0</td>\n",
       "      <td>1.093901</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CO</td>\n",
       "      <td>6.355545e+07</td>\n",
       "      <td>CO</td>\n",
       "      <td>5607154.0</td>\n",
       "      <td>11.334707</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CT</td>\n",
       "      <td>8.122641e+07</td>\n",
       "      <td>CT</td>\n",
       "      <td>3588184.0</td>\n",
       "      <td>22.637193</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DE</td>\n",
       "      <td>1.188205e+07</td>\n",
       "      <td>DE</td>\n",
       "      <td>961939.0</td>\n",
       "      <td>12.352191</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>FL</td>\n",
       "      <td>9.830322e+07</td>\n",
       "      <td>FL</td>\n",
       "      <td>20984400.0</td>\n",
       "      <td>4.684586</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GA</td>\n",
       "      <td>6.273801e+07</td>\n",
       "      <td>GA</td>\n",
       "      <td>10429379.0</td>\n",
       "      <td>6.015507</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>HI</td>\n",
       "      <td>2.874707e+07</td>\n",
       "      <td>HI</td>\n",
       "      <td>1427538.0</td>\n",
       "      <td>20.137514</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IA</td>\n",
       "      <td>4.962163e+07</td>\n",
       "      <td>IA</td>\n",
       "      <td>3145711.0</td>\n",
       "      <td>15.774377</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ID</td>\n",
       "      <td>9.769014e+06</td>\n",
       "      <td>ID</td>\n",
       "      <td>1716943.0</td>\n",
       "      <td>5.689772</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IL</td>\n",
       "      <td>4.610754e+07</td>\n",
       "      <td>IL</td>\n",
       "      <td>12802023.0</td>\n",
       "      <td>3.601582</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IN</td>\n",
       "      <td>4.237245e+07</td>\n",
       "      <td>IN</td>\n",
       "      <td>6666818.0</td>\n",
       "      <td>6.355723</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>KS</td>\n",
       "      <td>2.259594e+07</td>\n",
       "      <td>KS</td>\n",
       "      <td>2913123.0</td>\n",
       "      <td>7.756603</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>KY</td>\n",
       "      <td>7.227484e+07</td>\n",
       "      <td>KY</td>\n",
       "      <td>4454189.0</td>\n",
       "      <td>16.226262</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>LA</td>\n",
       "      <td>6.971543e+07</td>\n",
       "      <td>LA</td>\n",
       "      <td>4684333.0</td>\n",
       "      <td>14.882681</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MA</td>\n",
       "      <td>1.062413e+08</td>\n",
       "      <td>MA</td>\n",
       "      <td>6859819.0</td>\n",
       "      <td>15.487483</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>MD</td>\n",
       "      <td>3.593865e+07</td>\n",
       "      <td>MD</td>\n",
       "      <td>6052177.0</td>\n",
       "      <td>5.938136</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ME</td>\n",
       "      <td>2.068527e+07</td>\n",
       "      <td>ME</td>\n",
       "      <td>1335907.0</td>\n",
       "      <td>15.484065</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>MI</td>\n",
       "      <td>4.767121e+07</td>\n",
       "      <td>MI</td>\n",
       "      <td>9962311.0</td>\n",
       "      <td>4.785156</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>MN</td>\n",
       "      <td>4.778880e+07</td>\n",
       "      <td>MN</td>\n",
       "      <td>5576606.0</td>\n",
       "      <td>8.569514</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>MO</td>\n",
       "      <td>6.727232e+07</td>\n",
       "      <td>MO</td>\n",
       "      <td>6113532.0</td>\n",
       "      <td>11.003838</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>MS</td>\n",
       "      <td>1.674688e+07</td>\n",
       "      <td>MS</td>\n",
       "      <td>2984100.0</td>\n",
       "      <td>5.612037</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MT</td>\n",
       "      <td>4.366831e+07</td>\n",
       "      <td>MT</td>\n",
       "      <td>1050493.0</td>\n",
       "      <td>41.569351</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NC</td>\n",
       "      <td>6.697205e+07</td>\n",
       "      <td>NC</td>\n",
       "      <td>10273419.0</td>\n",
       "      <td>6.518964</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ND</td>\n",
       "      <td>1.904328e+07</td>\n",
       "      <td>ND</td>\n",
       "      <td>755393.0</td>\n",
       "      <td>25.209762</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NE</td>\n",
       "      <td>3.586629e+07</td>\n",
       "      <td>NE</td>\n",
       "      <td>1920076.0</td>\n",
       "      <td>18.679621</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NH</td>\n",
       "      <td>6.255984e+07</td>\n",
       "      <td>NH</td>\n",
       "      <td>1342795.0</td>\n",
       "      <td>46.589272</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NJ</td>\n",
       "      <td>5.164918e+07</td>\n",
       "      <td>NJ</td>\n",
       "      <td>9005644.0</td>\n",
       "      <td>5.735201</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>NM</td>\n",
       "      <td>3.157418e+07</td>\n",
       "      <td>NM</td>\n",
       "      <td>2088070.0</td>\n",
       "      <td>15.121225</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>NV</td>\n",
       "      <td>6.525179e+07</td>\n",
       "      <td>NV</td>\n",
       "      <td>2998039.0</td>\n",
       "      <td>21.764825</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>NY</td>\n",
       "      <td>4.955004e+07</td>\n",
       "      <td>NY</td>\n",
       "      <td>19849399.0</td>\n",
       "      <td>2.496299</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>OH</td>\n",
       "      <td>8.652556e+07</td>\n",
       "      <td>OH</td>\n",
       "      <td>11658609.0</td>\n",
       "      <td>7.421602</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>OK</td>\n",
       "      <td>1.522422e+07</td>\n",
       "      <td>OK</td>\n",
       "      <td>3930864.0</td>\n",
       "      <td>3.872995</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>OR</td>\n",
       "      <td>3.082671e+07</td>\n",
       "      <td>OR</td>\n",
       "      <td>4142776.0</td>\n",
       "      <td>7.441076</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>PA</td>\n",
       "      <td>1.107579e+08</td>\n",
       "      <td>PA</td>\n",
       "      <td>12805537.0</td>\n",
       "      <td>8.649217</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>RI</td>\n",
       "      <td>1.072377e+07</td>\n",
       "      <td>RI</td>\n",
       "      <td>1059639.0</td>\n",
       "      <td>10.120213</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>SC</td>\n",
       "      <td>2.961581e+07</td>\n",
       "      <td>SC</td>\n",
       "      <td>5024369.0</td>\n",
       "      <td>5.894435</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>SD</td>\n",
       "      <td>2.340524e+07</td>\n",
       "      <td>SD</td>\n",
       "      <td>869666.0</td>\n",
       "      <td>26.912906</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>TN</td>\n",
       "      <td>2.504613e+07</td>\n",
       "      <td>TN</td>\n",
       "      <td>6715984.0</td>\n",
       "      <td>3.729332</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>TX</td>\n",
       "      <td>9.964899e+07</td>\n",
       "      <td>TX</td>\n",
       "      <td>28304596.0</td>\n",
       "      <td>3.520594</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>UT</td>\n",
       "      <td>1.942493e+07</td>\n",
       "      <td>UT</td>\n",
       "      <td>3101833.0</td>\n",
       "      <td>6.262404</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>VA</td>\n",
       "      <td>6.528795e+07</td>\n",
       "      <td>VA</td>\n",
       "      <td>8470020.0</td>\n",
       "      <td>7.708122</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>VT</td>\n",
       "      <td>1.375091e+07</td>\n",
       "      <td>VT</td>\n",
       "      <td>623657.0</td>\n",
       "      <td>22.048828</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>WA</td>\n",
       "      <td>2.751161e+07</td>\n",
       "      <td>WA</td>\n",
       "      <td>7405743.0</td>\n",
       "      <td>3.714902</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>WI</td>\n",
       "      <td>8.559015e+07</td>\n",
       "      <td>WI</td>\n",
       "      <td>5795483.0</td>\n",
       "      <td>14.768424</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>WV</td>\n",
       "      <td>2.181279e+07</td>\n",
       "      <td>WV</td>\n",
       "      <td>1815857.0</td>\n",
       "      <td>12.012395</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>WY</td>\n",
       "      <td>1.146568e+07</td>\n",
       "      <td>WY</td>\n",
       "      <td>579315.0</td>\n",
       "      <td>19.791793</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CAND_OFFICE_ST  TTL_RECEIPTS state  population  PER_CAPITA_RECEIPTS  \\\n",
       "0              AK  2.851565e+07    AK    739795.0            38.545336   \n",
       "1              AL  8.038069e+06    AL   4874747.0             1.648920   \n",
       "2              AR  3.475510e+07    AR   3004279.0            11.568534   \n",
       "3              AZ  5.464188e+07    AZ   7016270.0             7.787882   \n",
       "4              CA  4.324920e+07    CA  39536653.0             1.093901   \n",
       "5              CO  6.355545e+07    CO   5607154.0            11.334707   \n",
       "6              CT  8.122641e+07    CT   3588184.0            22.637193   \n",
       "7              DE  1.188205e+07    DE    961939.0            12.352191   \n",
       "8              FL  9.830322e+07    FL  20984400.0             4.684586   \n",
       "9              GA  6.273801e+07    GA  10429379.0             6.015507   \n",
       "10             HI  2.874707e+07    HI   1427538.0            20.137514   \n",
       "11             IA  4.962163e+07    IA   3145711.0            15.774377   \n",
       "12             ID  9.769014e+06    ID   1716943.0             5.689772   \n",
       "13             IL  4.610754e+07    IL  12802023.0             3.601582   \n",
       "14             IN  4.237245e+07    IN   6666818.0             6.355723   \n",
       "15             KS  2.259594e+07    KS   2913123.0             7.756603   \n",
       "16             KY  7.227484e+07    KY   4454189.0            16.226262   \n",
       "17             LA  6.971543e+07    LA   4684333.0            14.882681   \n",
       "18             MA  1.062413e+08    MA   6859819.0            15.487483   \n",
       "19             MD  3.593865e+07    MD   6052177.0             5.938136   \n",
       "20             ME  2.068527e+07    ME   1335907.0            15.484065   \n",
       "21             MI  4.767121e+07    MI   9962311.0             4.785156   \n",
       "22             MN  4.778880e+07    MN   5576606.0             8.569514   \n",
       "23             MO  6.727232e+07    MO   6113532.0            11.003838   \n",
       "24             MS  1.674688e+07    MS   2984100.0             5.612037   \n",
       "25             MT  4.366831e+07    MT   1050493.0            41.569351   \n",
       "26             NC  6.697205e+07    NC  10273419.0             6.518964   \n",
       "27             ND  1.904328e+07    ND    755393.0            25.209762   \n",
       "28             NE  3.586629e+07    NE   1920076.0            18.679621   \n",
       "29             NH  6.255984e+07    NH   1342795.0            46.589272   \n",
       "30             NJ  5.164918e+07    NJ   9005644.0             5.735201   \n",
       "31             NM  3.157418e+07    NM   2088070.0            15.121225   \n",
       "32             NV  6.525179e+07    NV   2998039.0            21.764825   \n",
       "33             NY  4.955004e+07    NY  19849399.0             2.496299   \n",
       "34             OH  8.652556e+07    OH  11658609.0             7.421602   \n",
       "35             OK  1.522422e+07    OK   3930864.0             3.872995   \n",
       "36             OR  3.082671e+07    OR   4142776.0             7.441076   \n",
       "37             PA  1.107579e+08    PA  12805537.0             8.649217   \n",
       "38             RI  1.072377e+07    RI   1059639.0            10.120213   \n",
       "39             SC  2.961581e+07    SC   5024369.0             5.894435   \n",
       "40             SD  2.340524e+07    SD    869666.0            26.912906   \n",
       "41             TN  2.504613e+07    TN   6715984.0             3.729332   \n",
       "42             TX  9.964899e+07    TX  28304596.0             3.520594   \n",
       "43             UT  1.942493e+07    UT   3101833.0             6.262404   \n",
       "44             VA  6.528795e+07    VA   8470020.0             7.708122   \n",
       "45             VT  1.375091e+07    VT    623657.0            22.048828   \n",
       "46             WA  2.751161e+07    WA   7405743.0             3.714902   \n",
       "47             WI  8.559015e+07    WI   5795483.0            14.768424   \n",
       "48             WV  2.181279e+07    WV   1815857.0            12.012395   \n",
       "49             WY  1.146568e+07    WY    579315.0            19.791793   \n",
       "\n",
       "   STATE_ID  \n",
       "0         2  \n",
       "1         1  \n",
       "2         5  \n",
       "3         4  \n",
       "4         6  \n",
       "5         8  \n",
       "6         9  \n",
       "7        10  \n",
       "8        12  \n",
       "9        13  \n",
       "10       15  \n",
       "11       19  \n",
       "12       16  \n",
       "13       17  \n",
       "14       18  \n",
       "15       20  \n",
       "16       21  \n",
       "17       22  \n",
       "18       25  \n",
       "19       24  \n",
       "20       23  \n",
       "21       26  \n",
       "22       27  \n",
       "23       29  \n",
       "24       28  \n",
       "25       30  \n",
       "26       37  \n",
       "27       38  \n",
       "28       31  \n",
       "29       33  \n",
       "30       34  \n",
       "31       35  \n",
       "32       32  \n",
       "33       36  \n",
       "34       39  \n",
       "35       40  \n",
       "36       41  \n",
       "37       42  \n",
       "38       44  \n",
       "39       45  \n",
       "40       46  \n",
       "41       47  \n",
       "42       48  \n",
       "43       49  \n",
       "44       51  \n",
       "45       50  \n",
       "46       53  \n",
       "47       55  \n",
       "48       54  \n",
       "49       56  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use dist_pop to get state population.\n",
    "state_pop = dist_pop[[\"state\", \"population\"]].groupby(\"state\").sum().reset_index()\n",
    "# Get total receipts per candidate.\n",
    "senate_cands = cands[(cands.ELECTION_CYCLE_YR >= 2012) &\n",
    "                                 (cands.ELECTION_CYCLE_YR < 2018) &\n",
    "                                 (cands.CAND_OFFICE==\"S\")]\n",
    "senate_receipts = senate_cands.groupby(\"CAND_OFFICE_ST\").agg({\"TTL_RECEIPTS\": \"sum\"}).reset_index()\n",
    "\n",
    "# Merge\n",
    "senate_pop = pd.merge(left=senate_receipts, right=state_pop, left_on=\"CAND_OFFICE_ST\", right_on=\"state\")\n",
    "\n",
    "# Compute per capita receipts\n",
    "senate_pop[\"PER_CAPITA_RECEIPTS\"] = senate_pop.TTL_RECEIPTS / senate_pop.population\n",
    "\n",
    "# Add state id: needed for map\n",
    "# Mapping of postal code to the state id used in the geographic data\n",
    "states = {'AK': 'Alaska','AL': 'Alabama','AR': 'Arkansas','AS': 'American Samoa','AZ': 'Arizona','CA': 'California','CO': 'Colorado','CT': 'Connecticut','DC': 'District of Columbia','DE': 'Delaware','FL': 'Florida','GA': 'Georgia','GU': 'Guam','HI': 'Hawaii','IA': 'Iowa','ID': 'Idaho','IL': 'Illinois','IN': 'Indiana','KS': 'Kansas','KY': 'Kentucky','LA': 'Louisiana','MA': 'Massachusetts','MD': 'Maryland','ME': 'Maine','MI': 'Michigan','MN': 'Minnesota','MO': 'Missouri','MP': 'Northern Mariana Islands','MS': 'Mississippi','MT': 'Montana','NA': 'National','NC': 'North Carolina','ND': 'North Dakota','NE': 'Nebraska','NH': 'New Hampshire','NJ': 'New Jersey','NM': 'New Mexico','NV': 'Nevada','NY': 'New York','OH': 'Ohio','OK': 'Oklahoma','OR': 'Oregon','PA': 'Pennsylvania','PR': 'Puerto Rico','RI': 'Rhode Island','SC': 'South Carolina','SD': 'South Dakota','TN': 'Tennessee','TX': 'Texas','UT': 'Utah','VA': 'Virginia','VI': 'Virgin Islands','VT': 'Vermont','WA': 'Washington','WI': 'Wisconsin','WV': 'West Virginia','WY': 'Wyoming'}\n",
    "state_to_id = {\"Alabama\":\"1\",\"Alaska\":\"2\",\"Arizona\":\"4\",\"Arkansas\":\"5\",\"California\":\"6\",\"Colorado\":\"8\",\"Connecticut\":\"9\",\"Delaware\":\"10\",\"District of Columbia\":\"11\",\"Florida\":\"12\",\"Georgia\":\"13\",\"Hawaii\":\"15\",\"Idaho\":\"16\",\"Illinois\":\"17\",\"Indiana\":\"18\",\"Iowa\":\"19\",\"Kansas\":\"20\",\"Kentucky\":\"21\",\"Louisiana\":\"22\",\"Maine\":\"23\",\"Maryland\":\"24\",\"Massachusetts\":\"25\",\"Michigan\":\"26\",\"Minnesota\":\"27\",\"Mississippi\":\"28\",\"Missouri\":\"29\",\"Montana\":\"30\",\"Nebraska\":\"31\",\"Nevada\":\"32\",\"New Hampshire\":\"33\",\"New Jersey\":\"34\",\"New Mexico\":\"35\",\"New York\":\"36\",\"North Carolina\":\"37\",\"North Dakota\":\"38\",\"Ohio\":\"39\",\"Oklahoma\":\"40\",\"Oregon\":\"41\",\"Pennsylvania\":\"42\",\"Rhode Island\":\"44\",\"South Carolina\":\"45\",\"South Dakota\":\"46\",\"Tennessee\":\"47\",\"Texas\":\"48\",\"Utah\":\"49\",\"Vermont\":\"50\",\"Virginia\":\"51\",\"Washington\":\"53\",\"West Virginia\":\"54\",\"Wisconsin\":\"55\",\"Wyoming\":\"56\",\"Puerto Rico\":\"72\"}\n",
    "\n",
    "# Set the state name in our data instead of the postal code\n",
    "senate_pop[\"STATE_ID\"]=senate_pop.CAND_OFFICE_ST.apply(lambda x: state_to_id[states[x]])\n",
    "\n",
    "senate_pop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Starting from [the example in Altair's documentation](https://altair-viz.github.io/gallery/choropleth.html), draw a map shaded by per capita receipts. Make the map interactive by showing a state's name, population and total receipts when you hover over it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.17.0.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "format": {
         "feature": "states",
         "type": "topojson"
        },
        "url": "https://cdn.jsdelivr.net/npm/vega-datasets@v1.29.0/data/us-10m.json"
       },
       "datasets": {
        "data-be7ca45dd964b31931697c4d6586ddd4": [
         {
          "CAND_OFFICE_ST": "AK",
          "PER_CAPITA_RECEIPTS": 38.5453360052447,
          "STATE_ID": "2",
          "TTL_RECEIPTS": 28515646.85,
          "population": 739795,
          "state": "AK"
         },
         {
          "CAND_OFFICE_ST": "AL",
          "PER_CAPITA_RECEIPTS": 1.648920290632519,
          "STATE_ID": "1",
          "TTL_RECEIPTS": 8038069.24,
          "population": 4874747,
          "state": "AL"
         },
         {
          "CAND_OFFICE_ST": "AR",
          "PER_CAPITA_RECEIPTS": 11.568534100860806,
          "STATE_ID": "5",
          "TTL_RECEIPTS": 34755104.06,
          "population": 3004279,
          "state": "AR"
         },
         {
          "CAND_OFFICE_ST": "AZ",
          "PER_CAPITA_RECEIPTS": 7.787881509691046,
          "STATE_ID": "4",
          "TTL_RECEIPTS": 54641879.4,
          "population": 7016270,
          "state": "AZ"
         },
         {
          "CAND_OFFICE_ST": "CA",
          "PER_CAPITA_RECEIPTS": 1.0939013289769368,
          "STATE_ID": "6",
          "TTL_RECEIPTS": 43249197.26,
          "population": 39536653,
          "state": "CA"
         },
         {
          "CAND_OFFICE_ST": "CO",
          "PER_CAPITA_RECEIPTS": 11.334706712175196,
          "STATE_ID": "8",
          "TTL_RECEIPTS": 63555446.08,
          "population": 5607154,
          "state": "CO"
         },
         {
          "CAND_OFFICE_ST": "CT",
          "PER_CAPITA_RECEIPTS": 22.637193201351995,
          "STATE_ID": "9",
          "TTL_RECEIPTS": 81226414.45,
          "population": 3588184,
          "state": "CT"
         },
         {
          "CAND_OFFICE_ST": "DE",
          "PER_CAPITA_RECEIPTS": 12.352191022507663,
          "STATE_ID": "10",
          "TTL_RECEIPTS": 11882054.28,
          "population": 961939,
          "state": "DE"
         },
         {
          "CAND_OFFICE_ST": "FL",
          "PER_CAPITA_RECEIPTS": 4.684585549741713,
          "STATE_ID": "12",
          "TTL_RECEIPTS": 98303217.01,
          "population": 20984400,
          "state": "FL"
         },
         {
          "CAND_OFFICE_ST": "GA",
          "PER_CAPITA_RECEIPTS": 6.015507488029728,
          "STATE_ID": "13",
          "TTL_RECEIPTS": 62738007.47,
          "population": 10429379,
          "state": "GA"
         },
         {
          "CAND_OFFICE_ST": "HI",
          "PER_CAPITA_RECEIPTS": 20.1375143078503,
          "STATE_ID": "15",
          "TTL_RECEIPTS": 28747066.9,
          "population": 1427538,
          "state": "HI"
         },
         {
          "CAND_OFFICE_ST": "IA",
          "PER_CAPITA_RECEIPTS": 15.774377274326852,
          "STATE_ID": "19",
          "TTL_RECEIPTS": 49621632.11,
          "population": 3145711,
          "state": "IA"
         },
         {
          "CAND_OFFICE_ST": "ID",
          "PER_CAPITA_RECEIPTS": 5.6897718794392125,
          "STATE_ID": "16",
          "TTL_RECEIPTS": 9769014,
          "population": 1716943,
          "state": "ID"
         },
         {
          "CAND_OFFICE_ST": "IL",
          "PER_CAPITA_RECEIPTS": 3.6015821444782596,
          "STATE_ID": "17",
          "TTL_RECEIPTS": 46107537.45,
          "population": 12802023,
          "state": "IL"
         },
         {
          "CAND_OFFICE_ST": "IN",
          "PER_CAPITA_RECEIPTS": 6.355722992588069,
          "STATE_ID": "18",
          "TTL_RECEIPTS": 42372448.45,
          "population": 6666818,
          "state": "IN"
         },
         {
          "CAND_OFFICE_ST": "KS",
          "PER_CAPITA_RECEIPTS": 7.7566034801826085,
          "STATE_ID": "20",
          "TTL_RECEIPTS": 22595940,
          "population": 2913123,
          "state": "KS"
         },
         {
          "CAND_OFFICE_ST": "KY",
          "PER_CAPITA_RECEIPTS": 16.226262237637425,
          "STATE_ID": "21",
          "TTL_RECEIPTS": 72274838.77,
          "population": 4454189,
          "state": "KY"
         },
         {
          "CAND_OFFICE_ST": "LA",
          "PER_CAPITA_RECEIPTS": 14.882680738111489,
          "STATE_ID": "22",
          "TTL_RECEIPTS": 69715432.51,
          "population": 4684333,
          "state": "LA"
         },
         {
          "CAND_OFFICE_ST": "MA",
          "PER_CAPITA_RECEIPTS": 15.48748340736104,
          "STATE_ID": "25",
          "TTL_RECEIPTS": 106241332.94,
          "population": 6859819,
          "state": "MA"
         },
         {
          "CAND_OFFICE_ST": "MD",
          "PER_CAPITA_RECEIPTS": 5.9381356411089765,
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          "TTL_RECEIPTS": 35938647.95,
          "population": 6052177,
          "state": "MD"
         },
         {
          "CAND_OFFICE_ST": "ME",
          "PER_CAPITA_RECEIPTS": 15.484064609287923,
          "STATE_ID": "23",
          "TTL_RECEIPTS": 20685270.3,
          "population": 1335907,
          "state": "ME"
         },
         {
          "CAND_OFFICE_ST": "MI",
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          "population": 9962311,
          "state": "MI"
         },
         {
          "CAND_OFFICE_ST": "MN",
          "PER_CAPITA_RECEIPTS": 8.569514052095485,
          "STATE_ID": "27",
          "TTL_RECEIPTS": 47788803.48,
          "population": 5576606,
          "state": "MN"
         },
         {
          "CAND_OFFICE_ST": "MO",
          "PER_CAPITA_RECEIPTS": 11.003838280391761,
          "STATE_ID": "29",
          "TTL_RECEIPTS": 67272317.45,
          "population": 6113532,
          "state": "MO"
         },
         {
          "CAND_OFFICE_ST": "MS",
          "PER_CAPITA_RECEIPTS": 5.612037465232398,
          "STATE_ID": "28",
          "TTL_RECEIPTS": 16746881,
          "population": 2984100,
          "state": "MS"
         },
         {
          "CAND_OFFICE_ST": "MT",
          "PER_CAPITA_RECEIPTS": 41.56935138073267,
          "STATE_ID": "30",
          "TTL_RECEIPTS": 43668312.64,
          "population": 1050493,
          "state": "MT"
         },
         {
          "CAND_OFFICE_ST": "NC",
          "PER_CAPITA_RECEIPTS": 6.5189643292072486,
          "STATE_ID": "37",
          "TTL_RECEIPTS": 66972052,
          "population": 10273419,
          "state": "NC"
         },
         {
          "CAND_OFFICE_ST": "ND",
          "PER_CAPITA_RECEIPTS": 25.20976154134338,
          "STATE_ID": "38",
          "TTL_RECEIPTS": 19043277.4,
          "population": 755393,
          "state": "ND"
         },
         {
          "CAND_OFFICE_ST": "NE",
          "PER_CAPITA_RECEIPTS": 18.679620806676404,
          "STATE_ID": "31",
          "TTL_RECEIPTS": 35866291.6,
          "population": 1920076,
          "state": "NE"
         },
         {
          "CAND_OFFICE_ST": "NH",
          "PER_CAPITA_RECEIPTS": 46.58927169821157,
          "STATE_ID": "33",
          "TTL_RECEIPTS": 62559841.09,
          "population": 1342795,
          "state": "NH"
         },
         {
          "CAND_OFFICE_ST": "NJ",
          "PER_CAPITA_RECEIPTS": 5.73520116939999,
          "STATE_ID": "34",
          "TTL_RECEIPTS": 51649180,
          "population": 9005644,
          "state": "NJ"
         },
         {
          "CAND_OFFICE_ST": "NM",
          "PER_CAPITA_RECEIPTS": 15.121225437844517,
          "STATE_ID": "35",
          "TTL_RECEIPTS": 31574177.2,
          "population": 2088070,
          "state": "NM"
         },
         {
          "CAND_OFFICE_ST": "NV",
          "PER_CAPITA_RECEIPTS": 21.764824543643364,
          "STATE_ID": "32",
          "TTL_RECEIPTS": 65251792.81,
          "population": 2998039,
          "state": "NV"
         },
         {
          "CAND_OFFICE_ST": "NY",
          "PER_CAPITA_RECEIPTS": 2.496299092481339,
          "STATE_ID": "36",
          "TTL_RECEIPTS": 49550036.71,
          "population": 19849399,
          "state": "NY"
         },
         {
          "CAND_OFFICE_ST": "OH",
          "PER_CAPITA_RECEIPTS": 7.421602415862819,
          "STATE_ID": "39",
          "TTL_RECEIPTS": 86525560.72,
          "population": 11658609,
          "state": "OH"
         },
         {
          "CAND_OFFICE_ST": "OK",
          "PER_CAPITA_RECEIPTS": 3.872995013310051,
          "STATE_ID": "40",
          "TTL_RECEIPTS": 15224216.67,
          "population": 3930864,
          "state": "OK"
         },
         {
          "CAND_OFFICE_ST": "OR",
          "PER_CAPITA_RECEIPTS": 7.441076167284932,
          "STATE_ID": "41",
          "TTL_RECEIPTS": 30826711.76,
          "population": 4142776,
          "state": "OR"
         },
         {
          "CAND_OFFICE_ST": "PA",
          "PER_CAPITA_RECEIPTS": 8.64921691608872,
          "STATE_ID": "42",
          "TTL_RECEIPTS": 110757867.24,
          "population": 12805537,
          "state": "PA"
         },
         {
          "CAND_OFFICE_ST": "RI",
          "PER_CAPITA_RECEIPTS": 10.120212610143644,
          "STATE_ID": "44",
          "TTL_RECEIPTS": 10723771.97,
          "population": 1059639,
          "state": "RI"
         },
         {
          "CAND_OFFICE_ST": "SC",
          "PER_CAPITA_RECEIPTS": 5.894434515060499,
          "STATE_ID": "45",
          "TTL_RECEIPTS": 29615814.05,
          "population": 5024369,
          "state": "SC"
         },
         {
          "CAND_OFFICE_ST": "SD",
          "PER_CAPITA_RECEIPTS": 26.91290578221984,
          "STATE_ID": "46",
          "TTL_RECEIPTS": 23405239.12,
          "population": 869666,
          "state": "SD"
         },
         {
          "CAND_OFFICE_ST": "TN",
          "PER_CAPITA_RECEIPTS": 3.7293315335474295,
          "STATE_ID": "47",
          "TTL_RECEIPTS": 25046130.91,
          "population": 6715984,
          "state": "TN"
         },
         {
          "CAND_OFFICE_ST": "TX",
          "PER_CAPITA_RECEIPTS": 3.5205941066956052,
          "STATE_ID": "48",
          "TTL_RECEIPTS": 99648993.87,
          "population": 28304596,
          "state": "TX"
         },
         {
          "CAND_OFFICE_ST": "UT",
          "PER_CAPITA_RECEIPTS": 6.262404413777272,
          "STATE_ID": "49",
          "TTL_RECEIPTS": 19424932.669999998,
          "population": 3101833,
          "state": "UT"
         },
         {
          "CAND_OFFICE_ST": "VA",
          "PER_CAPITA_RECEIPTS": 7.70812239050203,
          "STATE_ID": "51",
          "TTL_RECEIPTS": 65287950.81,
          "population": 8470020,
          "state": "VA"
         },
         {
          "CAND_OFFICE_ST": "VT",
          "PER_CAPITA_RECEIPTS": 22.048828298247273,
          "STATE_ID": "50",
          "TTL_RECEIPTS": 13750906.11,
          "population": 623657,
          "state": "VT"
         },
         {
          "CAND_OFFICE_ST": "WA",
          "PER_CAPITA_RECEIPTS": 3.714901825515684,
          "STATE_ID": "53",
          "TTL_RECEIPTS": 27511608.189999998,
          "population": 7405743,
          "state": "WA"
         },
         {
          "CAND_OFFICE_ST": "WI",
          "PER_CAPITA_RECEIPTS": 14.76842380177804,
          "STATE_ID": "55",
          "TTL_RECEIPTS": 85590149.08,
          "population": 5795483,
          "state": "WI"
         },
         {
          "CAND_OFFICE_ST": "WV",
          "PER_CAPITA_RECEIPTS": 12.012394698481213,
          "STATE_ID": "54",
          "TTL_RECEIPTS": 21812791,
          "population": 1815857,
          "state": "WV"
         },
         {
          "CAND_OFFICE_ST": "WY",
          "PER_CAPITA_RECEIPTS": 19.791792565357362,
          "STATE_ID": "56",
          "TTL_RECEIPTS": 11465682.31,
          "population": 579315,
          "state": "WY"
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "PER_CAPITA_RECEIPTS",
         "type": "quantitative"
        },
        "tooltip": [
         {
          "field": "CAND_OFFICE_ST",
          "type": "nominal"
         },
         {
          "field": "population",
          "type": "quantitative"
         },
         {
          "field": "TTL_RECEIPTS",
          "type": "quantitative"
         }
        ]
       },
       "mark": "geoshape",
       "projection": {
        "type": "albersUsa"
       },
       "transform": [
        {
         "from": {
          "data": {
           "name": "data-be7ca45dd964b31931697c4d6586ddd4"
          },
          "fields": [
           "PER_CAPITA_RECEIPTS",
           "CAND_OFFICE_ST",
           "TTL_RECEIPTS",
           "population"
          ],
          "key": "STATE_ID"
         },
         "lookup": "id"
        }
       ]
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fetch the state geograpy data\n",
    "state_geo = alt.topo_feature(data.us_10m.url, 'states')\n",
    "\n",
    "# TODO: Make choropleth map.\n",
    "# Tip: Use senate_pop and STATE_ID in the transform lookup.\n",
    "# Tip: Use state_geo above instead of 'counties' in the example.\n",
    "alt.Chart(state_geo).mark_geoshape().encode(\n",
    "    color='PER_CAPITA_RECEIPTS:Q',\n",
    "    tooltip=['CAND_OFFICE_ST:N', 'population:Q', 'TTL_RECEIPTS:Q']\n",
    ").transform_lookup(\n",
    "    lookup='id',\n",
    "    from_=alt.LookupData(senate_pop, 'STATE_ID', ['PER_CAPITA_RECEIPTS', 'CAND_OFFICE_ST', 'TTL_RECEIPTS', 'population'])\n",
    ").project(\n",
    "    type='albersUsa'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optional: Other Visualizations\n",
    "If there is extra time in class showcase something interesting. It doesn't have to be complex. You can reuse the election dataset, [the datasets in Altair's docs](https://altair-viz.github.io/gallery/index.html), or any other dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Take Home\n",
    "We will release the rest of Lab 5 after the due date of Lab 4. Stay tuned on Piazza for updates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}