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Minneapolis Mean Center of Population
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "b0c379e8",
"metadata": {},
"outputs": [],
"source": [
"import censusdata\n",
"import math\n",
"import numpy as np\n",
"import pandas as pd\n",
"import shapely\n",
"import geopandas as gpd\n",
"import osmnx\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "efcb340c",
"metadata": {},
"outputs": [],
"source": [
"# Download the \"Centers of Population by Census Tract\" for Minnesota in the\n",
"# 2020 Census from\n",
"# https://www.census.gov/geographies/reference-files/time-series/geo/centers-population.html\n",
"centers_df = pd.read_csv(\"CenPop2020_Mean_TR27.txt\", dtype={\n",
" \"STATEFP\": \"str\",\n",
" \"COUNTYFP\": \"str\",\n",
" \"TRACTCE\": \"str\"\n",
"})\n",
"centers_df[\"geography\"] = centers_df.apply(lambda x: censusdata.censusgeo([\n",
" (\"state\", x.STATEFP),\n",
" (\"county\", x.COUNTYFP),\n",
" (\"tract\", x.TRACTCE)\n",
"]), axis=1)\n",
"centers_df = centers_df.set_index(\"geography\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0dffd6bd",
"metadata": {},
"outputs": [],
"source": [
"# Download from https://www2.census.gov/geo/tiger/TIGER2020/TRACT/tl_2020_27_tract.zip\n",
"tiger_gdf = gpd.read_file(\"zip://tl_2020_27_tract.zip\")\n",
"tiger_gdf[\"geography\"] = tiger_gdf.apply(lambda x: censusdata.censusgeo([\n",
" (\"state\", x.STATEFP),\n",
" (\"county\", x.COUNTYFP),\n",
" (\"tract\", x.TRACTCE)\n",
"]), axis=1)\n",
"tiger_gdf = tiger_gdf.set_index(\"geography\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "213acdfc",
"metadata": {},
"outputs": [],
"source": [
"voting_districts = []\n",
"for (voting_district_name, voting_district_geo) in censusdata.geographies(censusdata.censusgeo([\n",
" (\"state\", \"27\"),\n",
" (\"county\", \"053\"),\n",
" (\"voting district\", \"*\"),\n",
" ]), \"dec/pl\", 2020).items():\n",
" if \"Minneapolis\" in voting_district_name:\n",
" voting_districts.append(voting_district_geo)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "64a362a7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"136"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(voting_districts)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "8a9fc851",
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"tracts = set()\n",
"for voting_district_geo in voting_districts:\n",
" retry_count = 0\n",
" while True:\n",
" try:\n",
" time.sleep(10)\n",
" tract_geos = censusdata.geographies(censusdata.censusgeo([\n",
" (\"state\", \"27\"),\n",
" (\"county\", \"053\"),\n",
" voting_district_geo.params()[2],\n",
" (\"county subdivision (or part)\", \"43000\"),\n",
" (\"place/remainder (or part)\", \"43000\"),\n",
" (\"tract (or part)\", \"*\")\n",
" ]), \"dec/pl\", 2020)\n",
" break\n",
" except:\n",
" retry_count += 1\n",
" if retry_count >= 5:\n",
" raise\n",
" for tract_geo in tract_geos.values():\n",
" tracts.add(censusdata.censusgeo([\n",
" voting_district_geo.params()[0],\n",
" voting_district_geo.params()[1],\n",
" (\"tract\", tract_geo.params()[5][1])\n",
" ]))\n",
"tracts = list(tracts)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "732fdfa9",
"metadata": {},
"outputs": [],
"source": [
"tracts_df = pd.DataFrame(tracts, columns=[\"geography\"])\n",
"tracts_df = tracts_df.set_index(\"geography\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "dddbe251",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n"
]
}
],
"source": [
"temp = list(centers_df.index)\n",
"print(all(geo in temp for geo in tracts_df.index))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d0d14eeb",
"metadata": {},
"outputs": [],
"source": [
"df = tracts_df.join(centers_df)\n",
"gdf = gpd.GeoDataFrame(df.join(tiger_gdf.geometry))"
]
},
{
"cell_type": "markdown",
"id": "a91135d9",
"metadata": {},
"source": [
"The formula used by the Census to calculate the longitude and latitude of the mean center of population, from [Centers of Population Computation](https://www2.census.gov/geo/pdfs/reference/cenpop2010/COP2010_documentation.pdf), is as follows. It assumes a spherical earth.\n",
"\n",
"$$\n",
"\\overline{\\phi}=\\frac{\\sum w_i \\phi_i}{\\sum w_i}\n",
"$$\n",
"$$\n",
"\\overline{\\lambda}=\\frac{\\sum w_i \\lambda_i cos(\\phi_i)}{\\sum w_i cos(\\phi_i)}\n",
"$$\n",
"\n",
"$\\phi$ is latitude, $\\lambda$ is longitude, and $w$ is population.\n",
"\n",
"To calculate the mean center of population for the city, we will take the centers and population counts of each tract, and perform the same weighted sums."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4fb09f7d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(-93.2678376152579, 44.96234137379348)]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cosines = np.cos(df.LATITUDE * math.pi / 180)\n",
"center_latitude = (df.POPULATION * df.LATITUDE).sum() / df.POPULATION.sum()\n",
"center_longitude = (df.POPULATION * df.LONGITUDE * cosines).sum() / (df.POPULATION * cosines).sum()\n",
"center = shapely.geometry.Point((center_longitude, center_latitude))\n",
"center.coords[:]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "66d5ee71",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/david/.virtualenvs/osmnx/lib/python3.9/site-packages/pandas/core/dtypes/cast.py:118: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n",
" arr = construct_1d_object_array_from_listlike(values)\n"
]
}
],
"source": [
"centers_gdf = gpd.GeoDataFrame(tracts_df.join(centers_df))\n",
"centers_gdf[\"geometry\"] = centers_gdf.apply(lambda x: shapely.geometry.Point((x.LONGITUDE, x.LATITUDE)), axis=1)\n",
"centers_gdf.crs=tiger_gdf.crs"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "972f299f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"429954"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"centers_gdf.POPULATION.sum()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "0fbd8d6c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"base = gdf.plot(figsize=(12, 12), facecolor=\"white\", edgecolor=\"black\")\n",
"centers_gdf.plot(\"POPULATION\", ax=base, legend=True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "75b6ffce",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"base = gdf.plot(figsize=(12, 12), edgecolor=\"white\")\n",
"base.set_title(\"Minneapolis's Mean Center of Population, 2020 Census\", fontdict={\"fontsize\": \"xx-large\"})\n",
"base.set_xticklabels([])\n",
"base.set_yticklabels([])\n",
"gpd.GeoDataFrame([center], columns=[\"geometry\"], crs=gdf.crs).plot(ax=base, color=\"black\")\n",
"None"
]
}
],
"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": "3.9.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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