{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "df = gpd.read_file(\"data/semiology_of_graphics.geojson\").set_index(\"code\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate a grid\n",
    "\n",
    "grain = 30\n",
    "x1, y1, x0, y0 = df.total_bounds\n",
    "xv, yv = np.meshgrid(\n",
    "    np.linspace(x0, x1, grain), \n",
    "    np.linspace(y0, y1, grain)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment to get a hexagonal grid\n",
    "\n",
    "# delta = (yv[0,0] - yv[1,0])/4\n",
    "# a = np.empty((grain,))\n",
    "# a[::2] = delta\n",
    "# a[1::2] = -delta\n",
    "# yv += a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a new data frame of points and figure out which department each points is in\n",
    "\n",
    "gdf = gpd.GeoDataFrame(geometry=gpd.points_from_xy(xv.flatten(), yv.flatten())).set_crs(df.crs)\n",
    "\n",
    "codes = []\n",
    "\n",
    "for point in gdf.geometry:\n",
    "    code = None\n",
    "    for index, row in df.iterrows():\n",
    "        if point.within(row.geometry):\n",
    "            code = index\n",
    "            continue\n",
    "    codes.append(code)\n",
    "    \n",
    "# force a couple of points in the top right to be Paris and Seine\n",
    "codes[3] = \"P\"\n",
    "codes[5] = \"75\"\n",
    "\n",
    "gdf[\"code\"] = codes\n",
    "\n",
    "# drop any points that didn't fall into a department\n",
    "gdf = gdf.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# figure out how many points fell within each department\n",
    "\n",
    "gdf = gdf.merge(\n",
    "    pd.DataFrame((1/gdf.code.value_counts().rename(\"department_fraction\")).reset_index()), \n",
    "    left_on=\"code\", right_on=\"index\"\n",
    ").drop(\"index\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge the department data and allocate it among the points in each department\n",
    "\n",
    "gdf = gdf.merge(df[['agriculture', 'industry', 'services', 'department', 'total']].reset_index())\n",
    "gdf.total = (gdf.total * gdf.department_fraction).astype(int)\n",
    "gdf.agriculture = (gdf.agriculture * gdf.department_fraction).astype(int)\n",
    "gdf.industry = (gdf.industry * gdf.department_fraction).astype(int)\n",
    "gdf.services = (gdf.services * gdf.department_fraction).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment to save the file\n",
    "\n",
    "# gdf.to_file(\"data/semiology_of_graphics_points.geojson\", driver=\"GeoJSON\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the resulting `services` data\n",
    "\n",
    "import plotly.express as px\n",
    "\n",
    "fig = px.scatter_geo(gdf, lat=gdf.geometry.y, lon=gdf.geometry.x, \n",
    "                     size=\"services\", size_max=30, fitbounds=\"geojson\", \n",
    "                     projection=\"mercator\", basemap_visible=False)\n",
    "basepolygons = (\n",
    "    px.choropleth(df, geojson=df.geometry, locations=df.index, color_discrete_sequence=[\"white\"])\n",
    "    .update_traces(marker_line_color=\"lightgrey\", showlegend=False)\n",
    "    .data[0]\n",
    ")\n",
    "\n",
    "fig.update_layout(showlegend=False, height=400, margin=dict(t=40, b=0, r=0, l=0))\n",
    "fig.add_trace(basepolygons)\n",
    "fig.show(\"svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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