{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Table of Contents\n", "* [Regression step from NLCD data explained: vectorized raster](#Regression-step-from-NLCD-data-explained:-vectorized-raster)\n", "\t* [How to build the geography profile of the area of a specific polygon](#How-to-build-the-geography-profile-of-the-area-of-a-specific-polygon)\n", "\t* [How to build the geography profile of an entire GeoDataFrame](#How-to-build-the-geography-profile-of-an-entire-GeoDataFrame)\n", "\t* [Final Step: create population weights for each pixel value according to a regression model](#Final-Step:-create-population-weights-for-each-pixel-value-according-to-a-regression-model)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression step from NLCD data explained: vectorized raster" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note: previously `return_weights_from_regression` use to follow these functions of this notebook which is an alternative way of the current implementation that uses `rasterstats` given by `fast_append_profile_gdf` which is faster than `append_profile_gdf` we present here. However, we present here as for dicdatic purpose what happens under the hood of this step. Small differences in the coefficient of `fast_append_profile_gdf` and `append_profile_gdf` may arise.**\n", "\n", "In this notebook, it is explained how internally the functions of `vectorized_raster_interpolation.py` works with the processing of the regression step in the notebook `regression_vectorized_raster_example.ipynb`. We recommend to take a look at this mentioned notebook before, since there is the explanation of how to get the data and files used for this current notebook. Some of the functionalities draw inspiration from https://automating-gis-processes.github.io/CSC18/lessons/L6/clipping-raster.html.\n", "\n", "First, let's read the functions needed:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from tobler.vectorized_raster_interpolation import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we read the National Land Cover data of Pennsylvania:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import rasterio\n", "from rasterio.plot import show\n", "import osmnx as ox\n", "from rasterio.mask import mask\n", "from fiona.crs import from_epsg\n", "import pycrs\n", "import pickle\n", "\n", "import numpy as np\n", "import geopandas as gpd\n", "\n", "# Instructions of how to get this file in vectorized_raster_example.ipynb\n", "filepath = '~/NLCD2011_LC_Pennsylvania.tif'\n", "penn_raster = rasterio.open(filepath)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show(penn_raster, cmap = 'terrain')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we read the corresponding GeoDataFrame and add some population on it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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STATEFP10COUNTYFP10TRACTCE10GEOID10NAME10COUNTY_IDcounty_id2COUNTYNS10NAME10_COUGEOID_MSA...a15hsp10a60hsp10ageasn10a15asn10a60asn10agentv10a15ntv10a60ntv10GlobD10GlobG10
0420010308004200103080030842001420011213656Adams23900...1321460145612wWhite
1420010304004200103040030442001420011213656Adams23900...1642423701112whSingle immig
2420010303004200103030030342001420011213656Adams23900...2041511411552whSingle immig
3420010305004200103050030542001420011213656Adams23900...15518812402whSingle immig
4420010307004200103070030742001420011213656Adams23900...167194267301wWhite
\n", "

5 rows × 61 columns

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" ], "text/plain": [ " STATEFP10 COUNTYFP10 TRACTCE10 GEOID10 NAME10 COUNTY_ID county_id2 \\\n", "0 42 001 030800 42001030800 308 42001 42001 \n", "1 42 001 030400 42001030400 304 42001 42001 \n", "2 42 001 030300 42001030300 303 42001 42001 \n", "3 42 001 030500 42001030500 305 42001 42001 \n", "4 42 001 030700 42001030700 307 42001 42001 \n", "\n", " COUNTYNS10 NAME10_COU GEOID_MSA ... a15hsp10 a60hsp10 ageasn10 \\\n", "0 1213656 Adams 23900 ... 132 14 60 \n", "1 1213656 Adams 23900 ... 164 24 23 \n", "2 1213656 Adams 23900 ... 204 15 11 \n", "3 1213656 Adams 23900 ... 155 18 8 \n", "4 1213656 Adams 23900 ... 167 19 42 \n", "\n", " a15asn10 a60asn10 agentv10 a15ntv10 a60ntv10 GlobD10 GlobG10 \n", "0 14 5 6 1 2 w White \n", "1 7 0 11 1 2 wh Single immig \n", "2 4 1 15 5 2 wh Single immig \n", "3 1 2 4 0 2 wh Single immig \n", "4 6 7 3 0 1 w White \n", "\n", "[5 rows x 61 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "filepath = '~/data/LTDB_Std_2010_fullcount.csv'\n", "\n", "census_2010 = pd.read_csv(filepath, encoding = \"ISO-8859-1\", sep = \",\")\n", "\n", "# This file can be download here: https://drive.google.com/open?id=1gWF0OCn6xuR_WrEj7Ot2jY6KI2t6taIm\n", "with open('tracts_US.pkl', 'rb') as input:\n", " map_gpd = pickle.load(input)\n", "\n", "df = census_2010.loc[(census_2010.state == \"PA\")]\n", "\n", "map_gpd['INTGEOID10'] = pd.to_numeric(map_gpd[\"GEOID10\"])\n", "merged_gdf = map_gpd.merge(df, left_on = 'INTGEOID10', right_on = 'tractid')\n", "merged_gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to build the geography profile of the area of a specific polygon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's choose a specific tract and illustrate what is happening under the hood of the functions:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "specific_polygon = merged_gdf[merged_gdf.GEOID10 == '42133010120']\n", "specific_polygon.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first, and foremost, thing to notice is that this polygon and the previous raster data from NLCD are in different scale, i.e., they are in different projections. Therefore, we can project the current polygon to the same Coordinate Reference System (CRS) of the raster:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "specific_polygon.crs = {'init': 'epsg:4326'} # This is step is only to highlight that the polygon have some default projection\n", "specific_polygon_projected = specific_polygon.to_crs(crs = penn_raster.crs.data)\n", "specific_polygon_projected.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, what we can do is to use the bounding box of this projected polygon and clip the original raster with these coordinates with the function `mask` of rasterio. In this call, you get the original pixel values and the corresponding Affline transformation (https://github.com/sgillies/affine) that relates each pixel with the original projection. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[255, 255, 255, ..., 255, 255, 255],\n", " [255, 255, 255, ..., 255, 255, 255],\n", " [255, 255, 255, ..., 255, 255, 255],\n", " ...,\n", " [255, 255, 255, ..., 255, 255, 255],\n", " [255, 255, 255, ..., 255, 255, 255],\n", " [255, 255, 255, ..., 255, 255, 255]]], dtype=uint8)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coords = getFeatures(specific_polygon_projected)\n", "out_img, out_transform = mask(dataset = penn_raster, shapes = coords, crop = True)\n", "out_img" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "affine.Affine" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(out_transform)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the most important functions is the `create_lon_lat` where you pass both object previously constructed and it returns the latitude and longitude of each pixel" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function create_lon_lat in module tobler.vectorized_raster_interpolation:\n", "\n", "create_lon_lat(out_img, out_transform)\n", " Function that returns a tuple of longitudes and latitudes from numpy array and Affline\n", " \n", " Parameters\n", " ----------\n", " \n", " out_img : numpy array generated by the mask function (first tuple element)\n", " \n", " out_transform : Affline transformation generated by the mask function (second tuple element)\n", " \n", " Notes\n", " -----\n", " \n", " Inside the inner loop there is an important thing to consider which is that the dimensions\n", " out_img is (1, lat, lon), whereas the Affline transformation gives (lon, lat) (or, accordingly\n", " to their documentation is (x,y)) that is why it is swapped the indexes. \n", " Also, note the repetition in the indexes of (j, j) and (i, i) inside the inner loop.\n", "\n" ] } ], "source": [ "help(create_lon_lat)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "lons, lats = create_lon_lat(out_img, out_transform)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use this to build a correspondence table that relates each pixel value and the corresponding latitude and longitude. We can also built a geometry point with the corresponding values as it is done below." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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416202252054415255POINT (1620225 2054415)
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" ], "text/plain": [ " lons lats pixel_value geometry\n", "0 1620105 2054415 255 POINT (1620105 2054415)\n", "1 1620135 2054415 255 POINT (1620135 2054415)\n", "2 1620165 2054415 255 POINT (1620165 2054415)\n", "3 1620195 2054415 255 POINT (1620195 2054415)\n", "4 1620225 2054415 255 POINT (1620225 2054415)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from shapely.geometry import Point\n", "\n", "data = {'lons': np.ndarray.flatten(lons).round().astype(int).tolist(), \n", " 'lats': np.ndarray.flatten(lats).round().astype(int).tolist(),\n", " 'pixel_value': np.ndarray.flatten(out_img)}\n", "polygon_summary = pd.DataFrame.from_dict(data)\n", "polygon_summary['geometry'] = list(zip(polygon_summary.lons, polygon_summary.lats))\n", "polygon_summary['geometry'] = polygon_summary.geometry.apply(Point)\n", "polygon_summary = gpd.GeoDataFrame(polygon_summary)\n", "polygon_summary.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "polygon_summary.plot(column = 'pixel_value', cmap = 'terrain')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All these steps happen inside the function called `return_area_profile` where the result is the profile of this specific polygon, where each count of each type is illustrated by a variable named 'Type_' and then the code:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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STATEFP10COUNTYFP10TRACTCE10GEOID10NAME10COUNTY_IDcounty_id2COUNTYNS10NAME10_COUGEOID_MSA...Type_24Type_31Type_41Type_42Type_43Type_52Type_81Type_82Type_90Type_255
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1 rows × 75 columns

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" ], "text/plain": [ " STATEFP10 COUNTYFP10 TRACTCE10 GEOID10 NAME10 COUNTY_ID county_id2 \\\n", "0 42 133 010120 42133010120 101.20 42133 42133 \n", "\n", " COUNTYNS10 NAME10_COU GEOID_MSA ... Type_24 Type_31 Type_41 \\\n", "0 1209193 York 49620 ... 765 25 2516 \n", "\n", " Type_42 Type_43 Type_52 Type_81 Type_82 Type_90 Type_255 \n", "0 143 204 500 865 1026 115 10015 \n", "\n", "[1 rows x 75 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "profiled_polygon = return_area_profile(specific_polygon, penn_raster)\n", "profiled_polygon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see that, for example, this polygon has 765 pixels of Type 24 (Developed, High Intensity) and 2516 pixels of Type 41 (Deciduous Forest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One thing that is **really important** to highlight is that when you clip a specific polygon, there are pixels that lie beyond the polygon extent (but might belong to another tract), because the clipping is rectangular. Therefore, if you're working in a pipeline that will calculate the population of several polygons and append these values, the population could be wrongly summed from another spatial unit. The solution is to filter the pixels different than 255.\n", "\n", "This is done in a internal function called `calculate_interpolated_polygon_population_from_correspondence_table` that is used in the function `calculate_interpolated_population_from_correspondence_table` explained in the `vectorized_raster_example` notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to build the geography profile of an entire GeoDataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function `append_profile_in_gdf` is a very convenient way to know the Geography profile of each polygon in your dataframe. You just pass desired GeoDataFrame and the corresponding raster image file read earlier and you'll get the results append that represent the frequency of each pixel type, each polygon has. \n", "\n", "obs.: internally, the functions handle the different projections that both files might have." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Polygon profile 3218 appended out of 3218\r" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " STATEFP10 COUNTYFP10 TRACTCE10 GEOID10 NAME10 COUNTY_ID county_id2 \\\n", "0 42 001 030800 42001030800 308 42001 42001 \n", "1 42 001 030400 42001030400 304 42001 42001 \n", "2 42 001 030300 42001030300 303 42001 42001 \n", "3 42 001 030500 42001030500 305 42001 42001 \n", "4 42 001 030700 42001030700 307 42001 42001 \n", "\n", " COUNTYNS10 NAME10_COU GEOID_MSA ... Type_42 Type_43 Type_52 \\\n", "0 1213656 Adams 23900 ... 96.0 473.0 4347.0 \n", "1 1213656 Adams 23900 ... 13399.0 11089.0 1016.0 \n", "2 1213656 Adams 23900 ... 6410.0 6068.0 2050.0 \n", "3 1213656 Adams 23900 ... 599.0 282.0 4455.0 \n", "4 1213656 Adams 23900 ... 267.0 212.0 5398.0 \n", "\n", " Type_71 Type_81 Type_82 Type_90 Type_95 Type_255 Type_0 \n", "0 408.0 15114.0 18945.0 1438.0 183.0 88611 0.0 \n", "1 676.0 20946.0 33746.0 3903.0 726.0 125895 0.0 \n", "2 256.0 30015.0 9067.0 1354.0 104.0 97775 0.0 \n", "3 699.0 20245.0 26277.0 3433.0 320.0 87683 0.0 \n", "4 1103.0 25939.0 40138.0 1763.0 275.0 94613 0.0 \n", "\n", "[5 rows x 78 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "profiled_pa = append_profile_in_gdf(merged_gdf, raster = penn_raster)\n", "profiled_pa.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, for example, the profile for each polygon explained previously is present in the end of the GeoDataFrame." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final Step: create population weights for each pixel value according to a regression model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After having constructed the profile for each area and its corresponding population, it is time to fit a regression that relates the considered 'populated' pixels with the actual population. As default, it is considered 21 (Developed, Open Space), 22 (Developed, Low Intensity), 23 (Developed, Medium Intensity) and 24 (Developed, High Intensity).\n", "\n", "First, let's visualize these relations with the population." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns; sns.set(style = \"ticks\", color_codes = True)\n", "sub_df = profiled_pa[['pop10', 'Type_21', 'Type_22', 'Type_23', 'Type_24']]\n", "resulting_plot = sns.pairplot(sub_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first row shows a positive relation with the population and the types selected. Now we fit a model using statsmodel:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Type_21 0.000107\n", "Type_22 0.000978\n", "Type_23 0.002815\n", "Type_24 -0.002130\n", "dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import statsmodels.formula.api as smf\n", "from statsmodels.genmod.families import Poisson\n", "\n", "weights = smf.glm('pop10 ~ -1 + Type_21 + Type_22 + Type_23 + Type_24', \n", " data = profiled_pa, \n", " family = Poisson()).fit().params\n", "weights" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that for Type 24 the weights is negative in this case which might result in negative values for population in the pixel level. This is addressed through the function `return_weights_from_regression` that can input zero to these negative values through the argument `ReLU`. For more details, you can type `help(return_weights_from_regression)`.\n", "\n", "*One alternative way to calculate the weights is to use `return_weights_from_xgboost`, instead of the regression approach.*" ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }