{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b313a218-4778-4d5b-9036-f0370d4212a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ibis\n",
    "from ibis import _\n",
    "conn = ibis.duckdb.connect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fbbd28ea-f1e3-4f3d-ab99-a2ae9b04f3d4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "state_boundaries = \"https://data.source.coop/cboettig/us-boundaries/us-state-territory.parquet\"\n",
    "county_boundaries = \"https://data.source.coop/cboettig/us-boundaries/us-county.parquet\"\n",
    "\n",
    "states = conn.read_parquet(state_boundaries).rename(State = \"STUSPS\")\n",
    "county = conn.read_parquet(county_boundaries).rename(county = \"NAMELSAD\")\n",
    "\n",
    "votes = conn.read_csv(\"measures.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "0f818c94-af17-46a2-b47f-a729de75bd63",
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = (votes\n",
    "       .filter(votes[\"Jurisdiction Type\"] == \"County\")\n",
    "       .rename(county = \"Jurisdiction Name\")\n",
    "       .join(county, \"county\")\n",
    "      )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "7729130e-7d0f-4b0e-b676-073643556134",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "afb9c4f5e69440e18ee15b7e73ae7dad",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "polygons = gdf.head().execute().set_crs(\"epsg:4326\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "fa397626-6e94-4ab9-a3bb-2bcbd14e8d40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3ccfd3dc22e74b078af4df85f4a7ead0",
       "version_major": 2,
       "version_minor": 1
      },
      "text/plain": [
       "Map(height='600px', map_options={'bearing': 0, 'center': (0, 20), 'pitch': 0, 'style': 'https://tiles.openfree…"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import leafmap.maplibregl as leafmap\n",
    "outcome = {\n",
    "    'fill-color': [\n",
    "      'match',\n",
    "      ['get', 'Pass?'], \n",
    "      \"True\", '#00FF00',\n",
    "      \"False\", '#FFA07A', \n",
    "      '#ccc'\n",
    "    ],\n",
    "}\n",
    "paint = {\"fill-color\": \"#00FF00\", \"fill-opacity\": 0.5 }\n",
    "m = leafmap.Map(style=\"positron\")\n",
    "m.add_gdf(polygons,\"fill\")\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "3b9f4c6b-c1d5-4750-80e0-d94ea047b8da",
   "metadata": {},
   "outputs": [
    {
     "data": {
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