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Minneapolis Mean Center of Population
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{
"cells": [
{
"cell_type": "code",
"execution_count": 17,
"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",
"# 2000 Census from\n",
"# https://www.census.gov/geographies/reference-files/time-series/geo/centers-population.2000.html\n",
"centers_df = pd.read_csv(\n",
" \"tract_pop.txt\",\n",
" names=[\n",
" \"STATEFP\",\n",
" \"COUNTYFP\",\n",
" \"TRACTCE\",\n",
" \"POPULATION\",\n",
" \"LATITUDE\",\n",
" \"LONGITUDE\"\n",
" ],\n",
" dtype={\n",
" \"STATEFP\": \"str\",\n",
" \"COUNTYFP\": \"str\",\n",
" \"TRACTCE\": \"str\",\n",
" \"LATITUDE\": \"float\",\n",
" \"LONGITUDE\": \"float\"\n",
" },\n",
" na_values=[\"+.\", \"-.\"]\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/TIGER2010/TRACT/2000/tl_2010_27_tract00.zip\n",
"tiger_gdf = gpd.read_file(\"zip://tl_2010_27_tract00.zip\")\n",
"tiger_gdf[\"geography\"] = tiger_gdf.apply(lambda x: censusdata.censusgeo([\n",
" (\"state\", x.STATEFP00),\n",
" (\"county\", x.COUNTYFP00),\n",
" (\"tract\", x.TRACTCE00)\n",
"]), axis=1)\n",
"tiger_gdf = tiger_gdf.set_index(\"geography\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "213acdfc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Minneapolis city, Hennepin County, Minnesota': censusgeo((('state', '27'), ('county', '053'), ('county subdivision', '43000')))}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"censusdata.geographies(censusdata.censusgeo([\n",
" (\"state\", \"27\"),\n",
" (\"county\", \"053\"),\n",
" (\"county subdivision\", \"43000\")\n",
"]), \"sf1\", 2000)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "732fdfa9",
"metadata": {},
"outputs": [],
"source": [
"def right_zero_pad(s):\n",
" if len(s) < 6:\n",
" return s + (\"0\" * (6 - len(s)))\n",
" return s\n",
"\n",
"tracts_df = pd.DataFrame([\n",
" censusdata.censusgeo([\n",
" geo.params()[0],\n",
" geo.params()[1],\n",
" (\"tract\", right_zero_pad(geo.params()[4][1]))\n",
" ])\n",
" for geo in censusdata.geographies(censusdata.censusgeo([\n",
" (\"state\", \"27\"),\n",
" (\"county\", \"053\"),\n",
" (\"county subdivision\", \"43000\"),\n",
" (\"place/remainder (or part)\", \"43000\"),\n",
" (\"tract (or part)\", \"*\")\n",
" ]), \"sf1\", 2000).values()\n",
"], columns=[\"geography\"])\n",
"tracts_df = tracts_df.set_index(\"geography\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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": 7,
"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": 8,
"id": "4fb09f7d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(-93.26913728054137, 44.961681482400195)]"
]
},
"execution_count": 8,
"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": 9,
"id": "66d5ee71",
"metadata": {},
"outputs": [],
"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": 10,
"id": "972f299f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"382618"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"centers_gdf.POPULATION.sum()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0fbd8d6c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 11,
"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": 40,
"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, 2000 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",
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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