{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Overview of `tobler`s Interpolation Methods" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "from tobler.dasymetric import masked_area_interpolate\n", "from tobler.model import glm\n", "from tobler.area_weighted import area_interpolate\n", "from libpysal.examples import load_example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's say we want to represent the poverty rate and male employment using zip code geographies, but the only data available is at the census-tract level. The `tobler` package provides several different ways to estimate data collected at one geography using the boundaries of a different geography. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we'll grab two geodataframes representing chaleston, sc--one with census tracts and the other with zctas" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "c1 = load_example('Charleston1')\n", "c2 = load_example('Charleston2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since areal interpolation uses spatial ovelays, we should make sure to use a reasonable projection. If a `tobler` detects that a user is performing an analysis on an unprojected geodataframe, it will do its best to reproject the data into the appropriate UTM zone to ensure accuracy. All the same, its best to set the CRS explicitly" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "crs = 6569 # https://epsg.io/6569" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "tracts = gpd.read_file(c1.get_path('sc_final_census2.shp')).to_crs(crs)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "zip_codes = gpd.read_file(c2.get_path('CharlestonMSA2.shp')).to_crs(crs)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", "\n", "tracts.plot(ax=ax[0])\n", "zip_codes.plot(ax=ax[1])\n", "\n", "for ax in ax:\n", " ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['FIPS', 'MSA', 'TOT_POP', 'POP_16', 'POP_65', 'WHITE_', 'BLACK_',\n", " 'ASIAN_', 'HISP_', 'MULTI_RA', 'MALES', 'FEMALES', 'MALE1664',\n", " 'FEM1664', 'EMPL16', 'EMP_AWAY', 'EMP_HOME', 'EMP_29', 'EMP_30',\n", " 'EMP16_2', 'EMP_MALE', 'EMP_FEM', 'OCC_MAN', 'OCC_OFF1', 'OCC_INFO',\n", " 'HH_INC', 'POV_POP', 'POV_TOT', 'HSG_VAL', 'POLYID', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracts.columns" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "tracts['pct_poverty'] = tracts.POV_POP/tracts.POV_TOT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Areal Interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest technique available in `tobler` is simple areal interpolation in which variables from the source data are weighted according to the overlap between source and target polygons, then reaggregated to fit the target polygon geometries" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "results = area_interpolate(source_df=tracts, target_df=zip_codes, intensive_variables=['pct_poverty'], extensive_variables=['EMP_MALE'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Male Employment (extensive)')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", "\n", "results.plot('EMP_MALE', scheme='quantiles', ax=ax[0])\n", "tracts.plot('EMP_MALE', scheme='quantiles', ax=ax[1])\n", "\n", "ax[0].set_title('interpolated')\n", "ax[1].set_title('original')\n", "for ax in ax:\n", " ax.axis('off')\n", "fig.suptitle('Male Employment (extensive)')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Poverty Rate (intensive)')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", "\n", "results.plot('pct_poverty', scheme='quantiles', cmap='magma', ax=ax[0])\n", "tracts.plot('pct_poverty', scheme='quantiles', cmap='magma', ax=ax[1])\n", "\n", "ax[0].set_title('interpolated')\n", "ax[1].set_title('original')\n", "for ax in ax:\n", " ax.axis('off')\n", "fig.suptitle('Poverty Rate (intensive)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dasymetric Interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To help improve accuracy in interpolation we can use axiliary information to mask out areas we know aren't inhabited. For example we can use raster data like to mask out uninhabited land uses. To do so, we need to provide a path to the raster and a list of pixel values that are considered developed. Default values are taken from NLCD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`tobler` can accept any kind of raster data that can be read by rasterio, so you can provide your own, or download directly from NLCD linked above. Alternatively, you can download a compressed version of the NLCD we host in the spatialucr quilt bucket using three short lines of code:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading manifest: 100%|██████████| 612/612 [00:00<00:00, 1.07kB/s]\n", "Loading manifest: 100%|██████████| 3/3 [00:00<00:00, 8.92k/s]\n", "100%|██████████| 1.54G/1.54G [00:09<00:00, 154MB/s] \n" ] }, { "data": { "text/plain": [ "PackageEntry('file:///home/serge/projects/tobler/notebooks/nlcd_2011.tif')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from quilt3 import Package\n", "p = Package.browse(\"rasters/nlcd\", \"s3://spatial-ucr\")\n", "p[\"nlcd_2011.tif\"].fetch()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/serge/projects/tobler/tobler/area_weighted/area_interpolate.py:461: UserWarning: The CRS for the generated union will be set to be the same as source_df.\n", " warnings.warn(\n", "/home/serge/anaconda3/envs/tobler/lib/python3.9/site-packages/rasterstats/io.py:301: UserWarning: Setting nodata to -999; specify nodata explicitly\n", " warnings.warn(\"Setting nodata to -999; specify nodata explicitly\")\n" ] } ], "source": [ "results = masked_area_interpolate(raster=\"nlcd_2011.tif\", \n", " source_df=tracts, \n", " target_df=zip_codes, \n", " intensive_variables=['pct_poverty'], \n", " extensive_variables=['EMP_MALE'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Male Employment (extensive)')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", "\n", "results.plot('EMP_MALE', scheme='quantiles', ax=ax[0])\n", "tracts.plot('EMP_MALE', scheme='quantiles', ax=ax[1])\n", "\n", "ax[0].set_title('interpolated')\n", "ax[1].set_title('original')\n", "for ax in ax:\n", " ax.axis('off')\n", "fig.suptitle('Male Employment (extensive)')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Poverty Rate (intensive)')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", "\n", "results.plot('pct_poverty', scheme='quantiles', cmap='magma', ax=ax[0])\n", "tracts.plot('pct_poverty', scheme='quantiles', cmap='magma', ax=ax[1])\n", "\n", "ax[0].set_title('interpolated')\n", "ax[1].set_title('original')\n", "for ax in ax:\n", " ax.axis('off')\n", "fig.suptitle('Poverty Rate (intensive)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model-Based Interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than assume that extensive and intensive variables are distributed uniformly throughout developed land, tobler can also use a model-based approach to assign weights to different cell types, e.g. if we assume that \"high intensity development\" raster cells are likely to contain more people than \"low intensity development\", even though we definitely want to allocate population to both types. In these cases, `tobler` consumes a raster layer as additional input and a patsy-style model formula string. A default formula string is provided but results can be improved by fitting a model more appropriate for local settings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unlike area weighted and dasymetric techniques, model-based interpolation estimates only a single variable at a time" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/serge/anaconda3/envs/tobler/lib/python3.9/site-packages/rasterstats/io.py:301: UserWarning: Setting nodata to -999; specify nodata explicitly\n", " warnings.warn(\"Setting nodata to -999; specify nodata explicitly\")\n", "/home/serge/anaconda3/envs/tobler/lib/python3.9/site-packages/rasterstats/io.py:301: UserWarning: Setting nodata to -999; specify nodata explicitly\n", " warnings.warn(\"Setting nodata to -999; specify nodata explicitly\")\n", "/home/serge/anaconda3/envs/tobler/lib/python3.9/site-packages/geopandas/geodataframe.py:853: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super(GeoDataFrame, self).__setitem__(key, value)\n" ] } ], "source": [ "emp_results = glm(raster=\"nlcd_2011.tif\",source_df=tracts, target_df=zip_codes, variable='EMP_MALE', )" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Male Employment (extensive)')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", "\n", "emp_results.plot('EMP_MALE', scheme='quantiles', ax=ax[0])\n", "tracts.plot('EMP_MALE', scheme='quantiles', ax=ax[1])\n", "\n", "ax[0].set_title('interpolated')\n", "ax[1].set_title('original')\n", "for ax in ax:\n", " ax.axis('off')\n", "fig.suptitle('Male Employment (extensive)')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/serge/anaconda3/envs/tobler/lib/python3.9/site-packages/rasterstats/io.py:301: UserWarning: Setting nodata to -999; specify nodata explicitly\n", " warnings.warn(\"Setting nodata to -999; specify nodata explicitly\")\n", "/home/serge/anaconda3/envs/tobler/lib/python3.9/site-packages/rasterstats/io.py:301: UserWarning: Setting nodata to -999; specify nodata explicitly\n", " warnings.warn(\"Setting nodata to -999; specify nodata explicitly\")\n", "/home/serge/anaconda3/envs/tobler/lib/python3.9/site-packages/geopandas/geodataframe.py:853: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " super(GeoDataFrame, self).__setitem__(key, value)\n" ] } ], "source": [ "pov_results = glm(raster=\"nlcd_2011.tif\",source_df=tracts, target_df=zip_codes, variable='pct_poverty', )" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Poverty Rate (intensive)')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(14,7))\n", "\n", "pov_results.plot('pct_poverty', scheme='quantiles', cmap='magma', ax=ax[0])\n", "tracts.plot('pct_poverty', scheme='quantiles', cmap='magma', ax=ax[1])\n", "\n", "ax[0].set_title('interpolated')\n", "ax[1].set_title('original')\n", "for ax in ax:\n", " ax.axis('off')\n", "fig.suptitle('Poverty Rate (intensive)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "conda remove --name myenv --allFrom the maps, it looks like the model-based approach is better at estimating the extensive variable (male employment) than the intensive variable (poverty rate), at least using the default regression equation. That's not a surprising result, though, because its much easier to intuit the relationship between land-use types and total employment levels than land-use type and poverty rate" ] } ], "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": "3.9.1" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }