{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# San Diego Tracts\n", "\n", "This dataset contains an extract of a set of variables from the 2017 ACS Census Tracts for the San Diego (CA) metropolitan area." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import contextily\n", "import geopandas\n", "import cenpy\n", "\n", "acs = cenpy.products.ACS(2017)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Set variables to download" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "vars_to_download = {\n", " \"B25077_001E\": \"median_house_value\", # Median house value\n", " \"B02001_002E\": \"total_pop_white\", # Total white population\n", " \"B01003_001E\": \"total_pop\", # Total population\n", " \"B25003_003E\": \"total_rented\", # Total rented occupied\n", " \"B25001_001E\": \"total_housing_units\", # Total housing units\n", " \"B09019_006E\": \"hh_female\", # Female households\n", " \"B09019_001E\": \"hh_total\", # Total households\n", " \"B15003_002E\": \"total_bachelor\", # Total w/ Bachelor degree\n", " \"B25018_001E\": \"median_no_rooms\", # Median number of rooms\n", " \"B19083_001E\": \"income_gini\", # Gini index of income inequality\n", " \"B01002_001E\": \"median_age\", # Median age\n", " \"B08303_001E\": \"tt_work\", # Aggregate travel time to work\n", " \"B19013_001E\": \"median_hh_income\" # Median household income\n", "}\n", "vars_to_download_l = list(vars_to_download.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Download geometries and attributes" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.12 s, sys: 153 ms, total: 1.27 s\n", "Wall time: 30.8 s\n" ] } ], "source": [ "%%time\n", "db = acs.from_msa(\"San Diego, CA\",\n", " level=\"tract\",\n", " variables=vars_to_download_l\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metadata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also write a companion file with the names of each variable:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "var_names = acs.variables\\\n", " .reindex(vars_to_download)\\\n", " [[\"label\", \"concept\"]]\\\n", " .reset_index()\\\n", " .rename(columns={\"index\": \"var_id\"})\n", "var_names[\"short_name\"] = var_names[\"var_id\"].map(vars_to_download)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Process data\n", "\n", "While the ACS comes with a large number of attributes, we are not limited to the original variables at hand; we\n", "can construct additional variables. This is particularly useful when\n", "we want to compare areas that are not very similar in some structural\n", "characteristic, such as area or population. For example, a quick look into the\n", "variable names shows most variables are counts. For tracts of different sizes,\n", "these variables will mainly reflect their overall population, rather than provide direct information\n", "about the variables itself. To get around this, we will cast many of these count variables to rates,\n", "and use them in addition to a subset of the original variables. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Replace missing values with columns mean" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "filler = lambda col: col.fillna(col.mean())\n", "db.loc[:, vars_to_download] = db.loc[:, vars_to_download]\\\n", " .apply(filler)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Replace variable codes with short names" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "db = db.rename(columns=vars_to_download)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Calculate area in Sq.Km (we use the [Conus Albers](http://epsg.io/5070) CRS)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "db[\"area_sqm\"] = db.to_crs(epsg=5070).area / 1e6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Percentage of renter occupied units" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "db[\"pct_rented\"] = db[\"total_rented\"] / \\\n", " (db[\"total_housing_units\"] + \\\n", " (db[\"total_housing_units\"]==0) * 1\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Percentage of female households" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "db[\"pct_hh_female\"] = db[\"hh_female\"] / \\\n", " (db[\"hh_total\"] + \\\n", " (db[\"hh_total\"]==0) * 1\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Percentage with a Bachelor's degree" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "db[\"pct_bachelor\"] = db[\"total_bachelor\"] / \\\n", " (db[\"total_pop\"] + \\\n", " (db[\"total_pop\"]==0) * 1\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Percentage of white population" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "db[\"pct_white\"] = db[\"total_pop_white\"] / \\\n", " (db[\"total_pop\"] + \\\n", " (db[\"total_pop\"]==0) * 1\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Generate indicator for subset of contiguous 30 tracts" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "tract_geoids = [\n", " '06073000100',\n", " '06073000201',\n", " '06073000202',\n", " '06073000300',\n", " '06073000400',\n", " '06073000500',\n", " '06073000600',\n", " '06073000700',\n", " '06073000800',\n", " '06073000900',\n", " '06073001000',\n", " '06073001100',\n", " '06073001200',\n", " '06073001300',\n", " '06073001400',\n", " '06073001500',\n", " '06073001600',\n", " '06073001700',\n", " '06073001800',\n", " '06073001900',\n", " '06073002001',\n", " '06073002002',\n", " '06073002100',\n", " '06073002201',\n", " '06073002202',\n", " '06073002301',\n", " '06073002302',\n", " '06073002401',\n", " '06073002402',\n", " '06073002501'\n", "]\n", "db[\"sub_30\"] = False\n", "db.loc[db[\"GEOID\"].isin(tract_geoids), \"sub_30\"] = True" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = db.plot(alpha=0.5, color=\"k\")\n", "db[db[\"sub_30\"]].plot(ax=ax, color=\"yellow\")\n", "contextily.add_basemap(ax, crs=db.crs);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Write Out" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 628 entries, 0 to 627\n", "Data columns (total 25 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 GEOID 628 non-null object \n", " 1 geometry 628 non-null geometry\n", " 2 median_age 628 non-null float64 \n", " 3 total_pop 628 non-null float64 \n", " 4 total_pop_white 628 non-null float64 \n", " 5 tt_work 628 non-null float64 \n", " 6 hh_total 628 non-null float64 \n", " 7 hh_female 628 non-null float64 \n", " 8 total_bachelor 628 non-null float64 \n", " 9 median_hh_income 628 non-null float64 \n", " 10 income_gini 628 non-null float64 \n", " 11 total_housing_units 628 non-null float64 \n", " 12 total_rented 628 non-null float64 \n", " 13 median_no_rooms 628 non-null float64 \n", " 14 median_house_value 628 non-null float64 \n", " 15 NAME 628 non-null object \n", " 16 state 628 non-null object \n", " 17 county 628 non-null object \n", " 18 tract 628 non-null object \n", " 19 area_sqm 628 non-null float64 \n", " 20 pct_rented 628 non-null float64 \n", " 21 pct_hh_female 628 non-null float64 \n", " 22 pct_bachelor 628 non-null float64 \n", " 23 pct_white 628 non-null float64 \n", " 24 sub_30 628 non-null bool \n", "dtypes: bool(1), float64(18), geometry(1), object(5)\n", "memory usage: 123.3+ KB\n" ] } ], "source": [ "db.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Dataset" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "! rm -f sandiego_tracts.gpkg\n", "db.to_file(\"sandiego_tracts.gpkg\", driver=\"GPKG\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Metadata" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "! rm -f sandiego_tracts_varnames.json\n", "var_names.to_json(\"sandiego_tracts_varnames.json\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Download Link\n", "\n", "- {download}`Download the *sandiego_tracts.gpkg* file `\n", "- {download}`Download the *sandiego_tracts_varnames.json* file `\n" ] } ], "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": "3.7.8" } }, "nbformat": 4, "nbformat_minor": 4 }