diff --git a/README.md b/README.md index f6ef0744..d9962db5 100644 --- a/README.md +++ b/README.md @@ -20,9 +20,9 @@ Segregation Measures Framework in PySAL ## What is segregation? -The PySAL **segregation** module allow users to estimate several segregation measures and perform inference for single measures and comparative inference in a concise way. +The PySAL **segregation** module allows users to estimate several segregation measures and perform inference for single measures and comparative inference in a concise way. -It can be divided into two frameworks: point estimation and inference wrappers. The first framework could be, in turn, subdivided in non-spatial indexes and spatial indexes. The inference approach present functions to perform inference for a single measure or for comparison between two measures. +It can be divided into two frameworks: point estimation and inference wrappers. The first framework could be, in turn, subdivided into non-spatial indexes and spatial indexes. The inference approach present functions to perform inference for a single measure or for comparison between two measures. Installation ------------ diff --git a/figs/la_nhblk_2010_profile_wrapper_example.png b/figs/la_nhblk_2010_profile_wrapper_example.png index 18b4c5e3..191009f2 100644 Binary files a/figs/la_nhblk_2010_profile_wrapper_example.png and b/figs/la_nhblk_2010_profile_wrapper_example.png differ diff --git a/notebooks/decomposition_wrapper_example.ipynb b/notebooks/decomposition_wrapper_example.ipynb new file mode 100644 index 00000000..090f5926 --- /dev/null +++ b/notebooks/decomposition_wrapper_example.ipynb @@ -0,0 +1,810 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Decomposition framework of the PySAL *segregation* module\n", + "\n", + "This is a notebook that explains a step-by-step procedure to perform decomposition on comparative segregation measures.\n", + "\n", + "First, let's import all the needed libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import pickle\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import segregation\n", + "from segregation.decompose_segregation import Decompose_Segregation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, we are going to use census data that the user must download its own copy, following similar guidelines explained in https://github.com/spatialucr/geosnap/tree/master/geosnap/data where you should download the full type file of 2010. The zipped file download will have a name that looks like `LTDB_Std_All_fullcount.zip`. After extracting the zipped content, the filepath of the data should looks like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#filepath = '~/std_2010_fullcount.csv'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, we read the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(filepath, encoding = \"ISO-8859-1\", sep = \",\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are going to work with the variable of the nonhispanic black people (`nhblk10`) and the total population of each unit (`pop10`). So, let's read the map of all census tracts of US and select some specific columns for the analysis:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# This file can be download here: https://drive.google.com/open?id=1gWF0OCn6xuR_WrEj7Ot2jY6KI2t6taIm\n", + "with open('data/tracts_US.pkl', 'rb') as input:\n", + " map_gpd = pickle.load(input)\n", + " \n", + "map_gpd['INTGEOID10'] = pd.to_numeric(map_gpd[\"GEOID10\"])\n", + "gdf_pre = map_gpd.merge(df, left_on = 'INTGEOID10', right_on = 'trtid10')\n", + "gdf = gdf_pre[['GEOID10', 'geometry', 'pop10', 'nhblk10']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook, we use the Metropolitan Statistical Area (MSA) of US (we're also using the word 'cities' here to refer them). So, let's read the correspondence table that relates the tract id with the corresponding Metropolitan area..." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# You can download this file here: https://drive.google.com/open?id=10HUUJSy9dkZS6m4vCVZ-8GiwH0EXqIau\n", + "with open('data/tract_metro_corresp.pkl', 'rb') as input:\n", + " tract_metro_corresp = pickle.load(input).drop_duplicates()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "..and merge them with the previous data." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "merged_gdf = gdf.merge(tract_metro_corresp, left_on = 'GEOID10', right_on = 'geoid10')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now build the composition variable (`compo`) which is the division of the frequency of the chosen group and total population. Let's inspect the first rows of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " GEOID10 geometry pop10 \\\n", + "0 01001020801 POLYGON ((-86.456273 32.405837, -86.4570349999... 3081 \n", + "1 01001020802 POLYGON ((-86.412497 32.589422, -86.412442 32.... 10435 \n", + "2 01001020200 POLYGON ((-86.467354 32.459308, -86.46764 32.4... 2170 \n", + "3 01001020700 POLYGON ((-86.46106999999999 32.42709, -86.461... 2891 \n", + "4 01001020600 POLYGON ((-86.470524 32.456117, -86.4700469999... 3668 \n", + "\n", + " nhblk10 geoid10 metro_id numeric_id geoid name compo \n", + "0 293 01001020801 33860 33860 33860 Montgomery, AL 0.095099 \n", + "1 1420 01001020802 33860 33860 33860 Montgomery, AL 0.136080 \n", + "2 1226 01001020200 33860 33860 33860 Montgomery, AL 0.564977 \n", + "3 452 01001020700 33860 33860 33860 Montgomery, AL 0.156347 \n", + "4 776 01001020600 33860 33860 33860 Montgomery, AL 0.211559 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_gdf['compo'] = np.where(merged_gdf['pop10'] == 0, 0, merged_gdf['nhblk10'] / merged_gdf['pop10'])\n", + "merged_gdf.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we chose two different metropolitan areas to compare the degree of segregation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Map of the composition of the Metropolitan area of Los Angeles" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-119.02865769999998, -117.3360503, 32.6463769, 34.9269651)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "la_2010 = merged_gdf.loc[(merged_gdf.name == \"Los Angeles-Long Beach-Anaheim, CA\")]\n", + "la_2010.plot(column = 'compo', figsize = (10, 10), cmap = 'OrRd', legend = True)\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Map of the composition of the Metropolitan area of New York" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-75.5381038, -71.59841419999998, 39.36886419999999, 41.70820779999999)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ny_2010 = merged_gdf.loc[(merged_gdf.name == 'New York-Newark-Jersey City, NY-NJ-PA')]\n", + "ny_2010.plot(column = 'compo', figsize = (20, 10), cmap = 'OrRd', legend = True)\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We first compare the Gini index of both cities. Let's import the `Gini_Seg` class from `segregation`, fit both indexes and check the difference in point estimation." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.10652888790131243" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from segregation.non_spatial_indexes import Gini_Seg\n", + "\n", + "G_la = Gini_Seg(la_2010, 'nhblk10', 'pop10')\n", + "G_ny = Gini_Seg(ny_2010, 'nhblk10', 'pop10')\n", + "\n", + "G_la.statistic - G_ny.statistic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's decompose these difference according to *Rey, S. et al \"Comparative Spatial Segregation Analytics\". Forthcoming*. You can check the options available in this decomposition below:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on class Decompose_Segregation in module segregation.decompose_segregation:\n", + "\n", + "class Decompose_Segregation(builtins.object)\n", + " | Decompose segregation differences into spatial and attribute components.\n", + " | \n", + " | Given two segregation indices of the same type, use Shapley decomposition\n", + " | to measure whether the differences between index measures arise from\n", + " | differences in spatial structure or population structure\n", + " | \n", + " | Parameters\n", + " | ----------\n", + " | index1 : segregation.SegIndex class\n", + " | First SegIndex class to compare.\n", + " | index2 : segregation.SegIndex class\n", + " | Second SegIndex class to compare.\n", + " | counterfactual_approach : str, one of\n", + " | [\"composition\", \"share\", \"dual_composition\"]\n", + " | The technique used to generate the counterfactual population\n", + " | distributions.\n", + " | \n", + " | Attributes\n", + " | ----------\n", + " | \n", + " | c_s : float\n", + " | Shapley's Spatial Component of the decomposition\n", + " | \n", + " | c_a : float\n", + " | Shapley's Attribute Component of the decomposition\n", + " | \n", + " | Methods\n", + " | ----------\n", + " | \n", + " | plot : Visualize features of the Decomposition performed\n", + " | plot_type : str, one of ['cdfs', 'maps']\n", + " | \n", + " | 'cdfs' : visualize the cumulative distribution functions of the compositions/shares\n", + " | 'maps' : visualize the spatial distributions for original data and counterfactuals generated and Shapley's components (only available for GeoDataFrames)\n", + " | \n", + " | Methods defined here:\n", + " | \n", + " | __init__(self, index1, index2, counterfactual_approach='composition')\n", + " | Initialize self. See help(type(self)) for accurate signature.\n", + " | \n", + " | plot(self, plot_type='cdfs')\n", + " | Plot the Segregation Decomposition Profile\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Data descriptors defined here:\n", + " | \n", + " | __dict__\n", + " | dictionary for instance variables (if defined)\n", + " | \n", + " | __weakref__\n", + " | list of weak references to the object (if defined)\n", + "\n" + ] + } + ], + "source": [ + "help(Decompose_Segregation)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Composition Approach (default)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The difference of -0.10653 fitted previously, can be decomposed into two components. The Spatial component and the attribute component. Let's estimate both, respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.029575766160051364" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DS_composition = Decompose_Segregation(G_la, G_ny)\n", + "DS_composition.c_s" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.1361046540613638" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DS_composition.c_a" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, the first thing to notice is that attribute component, i.e., given by a difference in the population structure (in this case, the composition) plays a more important role in the difference, since it has a higher absolute value.\n", + "\n", + "The difference in the composition can be inspected in the plotting method with the type `cdfs`:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DS_composition.plot(plot_type = 'cdfs')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If your data is a GeoDataFrame, it is also possible to visualize the counterfactual compositions with the argument `plot_type = 'maps'`\n", + "\n", + "The first and second contexts are Los Angeles and New York, respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DS_composition.plot(plot_type = 'maps')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Note that in all plotting methods, the title presents each component of the decomposition performed.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Share Approach" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The share approach takes into consideration the share of each group in each city. Since this approach takes into consideration the focus group and the complementary group share to build the \"counterfactual\" total population of each unit, it is of interest to inspect all these four cdf's.\n", + "\n", + "*ps.: The share is the population frequency of each group in each unit over the total population of that respectively group.*" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DS_share = Decompose_Segregation(G_la, G_ny, counterfactual_approach = 'share')\n", + "DS_share.plot(plot_type = 'cdfs')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that curve between the contexts are closer to each other which represent a drop in the importance of the population structure (attribute component) to -0.062. However, this attribute still overcomes the spatial component (-0.045) in terms of importance due to both absolute magnitudes." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DS_share.plot(plot_type = 'maps')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the counterfactual maps of the composition (outside of the main diagonal), in this case, are slightly different from the previous approach." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dual Composition Approach\n", + "\n", + "The `dual_composition` approach is similar to the composition approach. However, it uses also the counterfactual composition of the cdf of the complementary group." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DS_dual = Decompose_Segregation(G_la, G_ny, counterfactual_approach = 'dual_composition')\n", + "DS_dual.plot(plot_type = 'cdfs')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is possible to see that the component values are very similar with slight changes from the `composition` approach." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "DS_dual.plot(plot_type = 'maps')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The counterfactual distributions are virtually the same (but not equal) as the one from the `composition` approach." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Inspecting a different index: Relative Concentration" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.4251693177385222" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from segregation.spatial_indexes import Relative_Concentration\n", + "\n", + "RCO_la = Relative_Concentration(la_2010, 'nhblk10', 'pop10')\n", + "RCO_ny = Relative_Concentration(ny_2010, 'nhblk10', 'pop10')\n", + "\n", + "RCO_la.statistic - RCO_ny.statistic" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.37581968640142394" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "RCO_DS_composition = Decompose_Segregation(RCO_la, RCO_ny)\n", + "RCO_DS_composition.c_s" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.0493496313370983" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "RCO_DS_composition.c_a" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is possible to note that, in this case, the spatial component is playing a much more relevant role in the decomposition." + ] + } + ], + "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 +} diff --git a/notebooks/inference_wrappers_example.ipynb b/notebooks/inference_wrappers_example.ipynb index 6f8efbb2..a5c5f1d4 100644 --- a/notebooks/inference_wrappers_example.ipynb +++ b/notebooks/inference_wrappers_example.ipynb @@ -566,7 +566,7 @@ "metadata": {}, "source": [ "This example uses all census data that the user must provide your own copy of the external database.\n", - "A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data.\n", + "A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data.\n", "After the user download the zip files, you must provide the path to these files." ] }, @@ -586,7 +586,7 @@ "metadata": {}, "outputs": [], "source": [ - "from osnap.data import read_ltdb\n", + "from geosnap.data import read_ltdb\n", "\n", "sample = \"LTDB_Std_All_Sample.zip\"\n", "full = \"LTDB_Std_All_fullcount.zip\"\n", diff --git a/segregation/counterfactual.py b/segregation/counterfactual.py deleted file mode 100644 index e19c5ea6..00000000 --- a/segregation/counterfactual.py +++ /dev/null @@ -1,131 +0,0 @@ - - -def generate_counterfactual(df1, df2, group_share, total_population, - approach, percent=True): - """Generate a counterfactual variable. - - Given two cities, generate counterfactual distributions for a variable of - interest by simulating the variable of one city into the spatial - structure of the other. - - Parameters - ---------- - df1 : pd.DataFrame - Pandas dataframe holding data for city 1 - df2 : pd.DataFrame - Pandas dataframe holding data for city 2 - group_share : str - The variable (present on both dataframes) for which a counterfactual - distribution should be generated. This variable should be a fraction - referring to a share of a certain population group (e.g. a value of 35 - or 0.35 referring to 35% white) - total_population : str - The variable (present on both dataframes) representing the total - population of the area - approach : str, ["unit_composition", "city_composition", "dual_composition"] - Which approach to use for generating the counterfactual. - Options include "unit_composition", "city_composition", or - "dual_composition" - percent : bool - Whether the focal_variable is formatted as a percentage or whole - number, e.g. 45 vs 0.45. This parameter defines whether the resutls - should be normalized by dividing by 100 - - Returns - ------- - two pandas.DataFrames - df1 and df2 with appended columns 'counterfactual_share' and - 'counterfactual_total' - - """ - df1 = df1.copy() - df2 = df2.copy() - - if approach == 'unit_composition': - - df1['counterfactual_share'] = df1['{variable}' .format(variable=group_share)].rank( - pct=True).apply(df2['{variable}' .format(variable=group_share)].quantile) - df1['counterfactual_total'] = df1['counterfactual_share'] * \ - df1['{total_pop}' .format(total_pop=total_population)] - - df2['counterfactual_share'] = df2['{variable}' .format(variable=group_share)].rank( - pct=True).apply(df1['{variable}' .format(variable=group_share)].quantile) - df2['counterfactual_total'] = df2['counterfactual_share'] * \ - df2['{total_pop}' .format(total_pop=total_population)] - if percent: - df1['counterfactual_total'] = df1['counterfactual_total'] / 100 - df2['counterfactual_total'] = df2['counterfactual_total'] / 100 - - elif approach == 'city_composition': - - # TODO: - raise NotImplementedError - - elif approach == 'dual_composition': - - # TODO: - raise NotImplementedError - - return df1, df2 - - -def decompose_index(index1, index2, - counterfactual_approach='unit_composition'): - """Decompose segregation differences into spatial and attribute components. - - Given two segregation indices of the same type, use Shapley decomposition - to measure whether the differences between index measures arise from - differences in spatial structure or population structure - - Parameters - ---------- - index1 : segregation.SegIndex class - First SegIndex class to compare. - index2 : segregation.SegIndex class - Second SegIndex class to compare. - counterfactual_approach : str, one of - ["unit_composition", "city_composition", - "dual_composition"] - The technique used to generate the counterfactual population - distribution. - - Returns - ------- - tuple - (shapley spatial component, shapley attribute component) - - """ - df1 = index1.core_data.copy() - df2 = index2.core_data.copy() - - assert index1._function == index2._function, "Segregation indices must be of the same type" - - df1['group_share'] = df1.group_pop_var / df1.total_pop_var * 100 - df2['group_share'] = df2.group_pop_var / df2.total_pop_var * 100 - - df1, df2 = generate_counterfactual(df1, df2, 'group_share', 'total_pop_var', - approach=counterfactual_approach) - df1.drop(columns=['group_pop_var'], inplace=True) - df2.drop(columns=['group_pop_var'], inplace=True) - - seg_func = index1._function - - # index for spatial 1, attribute 1 - G_S1_A1 = index1.statistic - - # index for spatial 2, attribute 2 - G_S2_A2 = index2.statistic - - # index for spatial 1 attribute 2 (counterfactual population for structure 1) - G_S1_A2 = seg_func(df1, 'counterfactual_total', 'total_pop_var')[0] - - # index for spatial 2 attribute 1 (counterfactual population for structure 2) - G_S2_A1 = seg_func(df2, 'counterfactual_total', 'total_pop_var')[0] - - # take the average difference in spatial structure, holding attributes constant - C_S = 1 / 2 * (G_S1_A1 - G_S2_A1 + G_S1_A2 - G_S2_A2) - - # take the average difference in attributes, holding spatial structure constant - C_A = 1 / 2 * (G_S1_A1 - G_S1_A2 + G_S2_A1 - G_S2_A2) - - return C_S, C_A diff --git a/segregation/decompose_segregation.py b/segregation/decompose_segregation.py new file mode 100644 index 00000000..780c6b56 --- /dev/null +++ b/segregation/decompose_segregation.py @@ -0,0 +1,231 @@ +""" +Decomposition Segregation based Metrics +""" + +__author__ = "Renan X. Cortes , Elijah Knaap , and Sergio J. Rey " + +import numpy as np +import warnings +from segregation.util import _generate_counterfactual + +def _decompose_segregation(index1, + index2, + counterfactual_approach = 'composition'): + + """Decompose segregation differences into spatial and attribute components. + + Given two segregation indices of the same type, use Shapley decomposition + to measure whether the differences between index measures arise from + differences in spatial structure or population structure + + Parameters + ---------- + index1 : segregation.SegIndex class + First SegIndex class to compare. + index2 : segregation.SegIndex class + Second SegIndex class to compare. + counterfactual_approach : str, one of + ["composition", "share", "dual_composition"] + The technique used to generate the counterfactual population + distributions. + + Returns + ------- + tuple + (shapley spatial component, + shapley attribute component, + core data of index1, + core data of index2, + data with counterfactual variables for index1, + data with counterfactual variables for index2) + + """ + df1 = index1.core_data.copy() + df2 = index2.core_data.copy() + + assert index1._function == index2._function, "Segregation indices must be of the same type" + + counterfac_df1, counterfac_df2 = _generate_counterfactual(df1, df2, 'group_pop_var', 'total_pop_var', + counterfactual_approach = counterfactual_approach) + + seg_func = index1._function + + # index for spatial 1, attribute 1 + G_S1_A1 = index1.statistic + + # index for spatial 2, attribute 2 + G_S2_A2 = index2.statistic + + # index for spatial 1 attribute 2 (counterfactual population for structure 1) + G_S1_A2 = seg_func(counterfac_df1, 'counterfactual_group_pop', 'counterfactual_total_pop')[0] + + # index for spatial 2 attribute 1 (counterfactual population for structure 2) + G_S2_A1 = seg_func(counterfac_df2, 'counterfactual_group_pop', 'counterfactual_total_pop')[0] + + # take the average difference in spatial structure, holding attributes constant + C_S = 1 / 2 * (G_S1_A1 - G_S2_A1 + G_S1_A2 - G_S2_A2) + + # take the average difference in attributes, holding spatial structure constant + C_A = 1 / 2 * (G_S1_A1 - G_S1_A2 + G_S2_A1 - G_S2_A2) + + return C_S, C_A, df1, df2, counterfac_df1, counterfac_df2, counterfactual_approach + + + +class Decompose_Segregation: + + """Decompose segregation differences into spatial and attribute components. + + Given two segregation indices of the same type, use Shapley decomposition + to measure whether the differences between index measures arise from + differences in spatial structure or population structure + + Parameters + ---------- + index1 : segregation.SegIndex class + First SegIndex class to compare. + index2 : segregation.SegIndex class + Second SegIndex class to compare. + counterfactual_approach : str, one of + ["composition", "share", "dual_composition"] + The technique used to generate the counterfactual population + distributions. + + Attributes + ---------- + + c_s : float + Shapley's Spatial Component of the decomposition + + c_a : float + Shapley's Attribute Component of the decomposition + + Methods + ---------- + + plot : Visualize features of the Decomposition performed + plot_type : str, one of ['cdfs', 'maps'] + + 'cdfs' : visualize the cumulative distribution functions of the compositions/shares + 'maps' : visualize the spatial distributions for original data and counterfactuals generated and Shapley's components (only available for GeoDataFrames) + + Examples + -------- + Several examples can be found at https://github.com/pysal/segregation/blob/master/notebooks/decomposition_wrapper_example.ipynb. + + """ + + def __init__(self, index1, index2, counterfactual_approach = 'composition'): + + aux = _decompose_segregation(index1, index2, counterfactual_approach) + + self.c_s = aux[0] + self.c_a = aux[1] + self._df1 = aux[2] + self._df2 = aux[3] + self._counterfac_df1 = aux[4] + self._counterfac_df2 = aux[5] + self._counterfactual_approach = aux[6] + + def plot(self, plot_type = 'cdfs'): + """ + Plot the Segregation Decomposition Profile + """ + try: + import matplotlib.pyplot as plt + except ImportError: + warnings.warn('This method relies on importing `matplotlib`') + + if (plot_type == 'cdfs'): + if (self._counterfactual_approach == 'composition'): + plt.suptitle('Spatial Component = {}, Attribute Component: {}'.format(round(self.c_s, 3), round(self.c_a, 3)), size = 20) + plt.step(self._counterfac_df1['group_composition'].sort_values(), + self._counterfac_df1['group_composition'].rank(pct = True).sort_values(), + label = 'First Context Group Composition') + + plt.step(self._counterfac_df2['group_composition'].sort_values(), + self._counterfac_df2['group_composition'].rank(pct = True).sort_values(), + label = 'Second Context Group Composition') + plt.legend() + + if (self._counterfactual_approach == 'share'): + plt.suptitle('Spatial Component = {}, Attribute Component: {}'.format(round(self.c_s, 3), round(self.c_a, 3)), size = 20) + plt.step((self._df1['group_pop_var']/self._df1['group_pop_var'].sum()).sort_values(), + (self._df1['group_pop_var']/self._df1['group_pop_var'].sum()).rank(pct = True).sort_values(), + label = 'First Context Group Share') + + plt.step((self._df2['group_pop_var']/self._df2['group_pop_var'].sum()).sort_values(), + (self._df2['group_pop_var']/self._df2['group_pop_var'].sum()).rank(pct = True).sort_values(), + label = 'Second Context Group Share') + + plt.step(((self._df1['total_pop_var'] - self._df1['group_pop_var'])/(self._df1['total_pop_var'] - self._df1['group_pop_var']).sum()).sort_values(), + ((self._df1['total_pop_var'] - self._df1['group_pop_var'])/(self._df1['total_pop_var'] - self._df1['group_pop_var']).sum()).rank(pct = True).sort_values(), + label = 'First Context Complementary Group Share') + + plt.step(((self._df2['total_pop_var'] - self._df2['group_pop_var'])/(self._df2['total_pop_var'] - self._df2['group_pop_var']).sum()).sort_values(), + ((self._df2['total_pop_var'] - self._df2['group_pop_var'])/(self._df2['total_pop_var'] - self._df2['group_pop_var']).sum()).rank(pct = True).sort_values(), + label = 'Second Context Complementary Group Share') + plt.legend() + + if (self._counterfactual_approach == 'dual_composition'): + plt.suptitle('Spatial Component = {}, Attribute Component: {}'.format(round(self.c_s, 3), round(self.c_a, 3)), size = 20) + plt.step(self._counterfac_df1['group_composition'].sort_values(), + self._counterfac_df1['group_composition'].rank(pct = True).sort_values(), + label = 'First Context Group Composition') + + plt.step(self._counterfac_df2['group_composition'].sort_values(), + self._counterfac_df2['group_composition'].rank(pct = True).sort_values(), + label = 'Second Context Group Composition') + + plt.step((1 - self._counterfac_df1['group_composition']).sort_values(), + (1 - self._counterfac_df1['group_composition']).rank(pct = True).sort_values(), + label = 'First Context Complementary Group Composition') + + plt.step((1 - self._counterfac_df2['group_composition']).sort_values(), + (1 - self._counterfac_df2['group_composition']).rank(pct = True).sort_values(), + label = 'Second Context Complementary Group Composition') + + plt.legend() + + if (plot_type == 'maps'): + if (str(type(self._df1)) != ''): + raise TypeError('data is not a GeoDataFrame and, therefore, maps cannot be draw.') + + # Subplots + fig, axs = plt.subplots(2, 2, figsize = (10,10)) + + fig.suptitle('Spatial Component = {}, Attribute Component: {}'.format(round(self.c_s, 3), round(self.c_a, 3)), size = 20) + fig.subplots_adjust(hspace = 1.25, wspace = 0.2, top = 0.95) # hspace space between lines + fig.tight_layout(rect = [0, 0, 1, 0.925]) # rect is to position the suptitle above the subplots + + # Original First Context (Upper Left) + self._counterfac_df1.plot(column = 'group_composition', + cmap = 'OrRd', + legend = True, + ax = axs[0,0]) + axs[0,0].title.set_text('Original First Context Composition') + axs[0,0].axis('off') + + # Counterfactual First Context (Bottom Left) + self._counterfac_df1.plot(column = 'counterfactual_composition', + cmap = 'OrRd', + legend = True, + ax = axs[1,0]) + axs[1,0].title.set_text('Counterfactual First Context Composition') + axs[1,0].axis('off') + + # Counterfactual Second Context (Upper Right) + self._counterfac_df2.plot(column = 'counterfactual_composition', + cmap = 'OrRd', + legend = True, + ax = axs[0,1]) + axs[0,1].title.set_text('Counterfactual Second Context Composition') + axs[0,1].axis('off') + + # Original Second Context (Bottom Right) + self._counterfac_df2.plot(column = 'group_composition', + cmap = 'OrRd', + legend = True, + ax = axs[1,1]) + axs[1,1].title.set_text('Original Second Context Composition') + axs[1,1].axis('off') \ No newline at end of file diff --git a/segregation/non_spatial_indexes.py b/segregation/non_spatial_indexes.py index f8b48559..25692c06 100644 --- a/segregation/non_spatial_indexes.py +++ b/segregation/non_spatial_indexes.py @@ -78,7 +78,11 @@ def _dissim(data, group_pop_var, total_pop_var): D = (((t * abs(pi - P)))/ (2 * T * P * (1 - P))).sum() - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return D, core_data @@ -115,7 +119,7 @@ class Dissim: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -196,7 +200,11 @@ def _gini_seg(data, group_pop_var, total_pop_var): den = (2 * T**2 * P * (1-P)) G = num / den - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return G, core_data @@ -230,7 +238,7 @@ class Gini_Seg: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -314,7 +322,11 @@ def _entropy(data, group_pop_var, total_pop_var): Ei = pi * np.log(1 / pi) + (1 - pi) * np.log(1 / (1 - pi)) H = np.nansum(t * (E - Ei) / (E * T)) # If some pi is zero, numpy will treat as zero - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return H, core_data @@ -351,7 +363,7 @@ class Entropy: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -432,7 +444,11 @@ def _isolation(data, group_pop_var, total_pop_var): X = x.sum() xPx = np.nansum((x / X) * (x / t)) - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return xPx, core_data @@ -469,7 +485,7 @@ class Isolation: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -555,7 +571,11 @@ def _exposure(data, group_pop_var, total_pop_var): X = x.sum() xPy = np.nansum((x / X) * (yi / t)) - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return xPy, core_data @@ -592,7 +612,7 @@ class Exposure: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -689,7 +709,11 @@ def _atkinson(data, group_pop_var, total_pop_var, b = 0.5): A = 1 - (P / (1-P)) * abs((((1 - pi) ** (1-b) * pi ** b * t) / (P * T)).sum()) ** (1 / (1 - b)) - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return A, core_data @@ -729,7 +753,7 @@ class Atkinson: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -813,7 +837,11 @@ def _correlationr(data, group_pop_var, total_pop_var): V = (xPx - P) / (1 - P) - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return V, core_data @@ -850,7 +878,7 @@ class Correlation_R: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -946,7 +974,11 @@ def calculate_vt(th): threshold = x.sum() / t.sum() R = ((threshold - ((curve[grid < threshold]).sum() / m - (curve[grid >= threshold]).sum()/ m)) / (1 - threshold)) - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return R, grid, curve, core_data @@ -987,7 +1019,7 @@ class Con_Prof: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1080,7 +1112,11 @@ def _modified_dissim(data, group_pop_var, total_pop_var, iterations = 500): total_pop_var: 'total_pop_var'}) # core_data has to be in the beggining of the call because assign methods will be used later - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] x = np.array(data.group_pop_var) t = np.array(data.total_pop_var) @@ -1143,7 +1179,7 @@ class Modified_Dissim: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1218,7 +1254,11 @@ def _modified_gini_seg(data, group_pop_var, total_pop_var, iterations = 500): total_pop_var: 'total_pop_var'}) # core_data has to be in the beggining of the call because assign methods will be used later - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] x = np.array(data.group_pop_var) t = np.array(data.total_pop_var) @@ -1281,7 +1321,7 @@ class Modified_Gini_Seg: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1384,7 +1424,11 @@ def _bias_corrected_dissim(data, group_pop_var, total_pop_var, B = 500): Dbc = 2 * D - Db Dbc # It expected to be lower than D, because D is upwarded biased - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return Dbc, core_data @@ -1424,7 +1468,7 @@ class Bias_Corrected_Dissim: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1533,7 +1577,11 @@ def fold_norm(x): Ddc = np.multiply(sigma_hat_j, optimal_thetas).sum() / 2 - core_data = data[['group_pop_var', 'total_pop_var']] + if (str(type(data)) != ''): + core_data = data[['group_pop_var', 'total_pop_var']] + + else: + core_data = data[['group_pop_var', 'total_pop_var', 'geometry']] return Ddc, core_data @@ -1573,7 +1621,7 @@ class Density_Corrected_Dissim: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") diff --git a/segregation/spatial_indexes.py b/segregation/spatial_indexes.py index 9fdc3090..4fe1d771 100644 --- a/segregation/spatial_indexes.py +++ b/segregation/spatial_indexes.py @@ -161,7 +161,7 @@ class Spatial_Prox_Prof: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -348,7 +348,7 @@ class Spatial_Dissim: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -522,7 +522,7 @@ class Boundary_Spatial_Dissim: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -680,7 +680,7 @@ class Perimeter_Area_Ratio_Spatial_Dissim: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -846,7 +846,7 @@ class Spatial_Isolation: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1018,7 +1018,7 @@ class Spatial_Exposure: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1183,7 +1183,7 @@ class Spatial_Proximity: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1342,7 +1342,7 @@ class Relative_Clustering: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1482,7 +1482,7 @@ class Delta: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1632,7 +1632,7 @@ class Absolute_Concentration: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1785,7 +1785,7 @@ class Relative_Concentration: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -1943,7 +1943,7 @@ class Absolute_Centralization: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -2063,8 +2063,6 @@ def _relative_centralization(data, group_pop_var, total_pop_var): return RCE, core_data - return RCE, core_data - class Relative_Centralization: """ @@ -2098,7 +2096,7 @@ class Relative_Centralization: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") @@ -2289,7 +2287,7 @@ class Spatial_Information_Theory: Firstly, we need to read the data: >>> # This example uses all census data that the user must provide your own copy of the external database. - >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/osnap/tree/master/osnap/data. + >>> # A step-by-step procedure for downloading the data can be found here: https://github.com/spatialucr/geosnap/tree/master/geosnap/data. >>> # After the user download the LTDB_Std_All_fullcount.zip and extract the files, the filepath might be something like presented below. >>> filepath = '~/data/std_2010_fullcount.csv' >>> census_2010 = pd.read_csv(filepath, encoding = "ISO-8859-1", sep = ",") diff --git a/segregation/util.py b/segregation/util.py index e992d0a7..b2a276df 100644 --- a/segregation/util.py +++ b/segregation/util.py @@ -67,3 +67,117 @@ def _return_length_weighted_w(data): length_weighted_w._reset() return length_weighted_w + + + +def _generate_counterfactual(data1, data2, group_pop_var, total_pop_var, counterfactual_approach = 'composition'): + + """Generate a counterfactual variables. + + Given two contexts, generate counterfactual distributions for a variable of + interest by simulating the variable of one context into the spatial + structure of the other. + + Parameters + ---------- + data1 : pd.DataFrame or gpd.DataFrame + Pandas or Geopandas dataframe holding data for context 1 + + data2 : pd.DataFrame or gpd.DataFrame + Pandas or Geopandas dataframe holding data for context 2 + + group_pop_var : str + The name of variable in both data that contains the population size of the group of interest + + total_pop_var : str + The name of variable in both data that contains the total population of the unit + + approach : str, ["composition", "share", "dual_composition"] + Which approach to use for generating the counterfactual. + Options include "composition", "share", or "dual_composition" + + Returns + ------- + two DataFrames + df1 and df2 with appended columns 'counterfactual_group_pop', 'counterfactual_total_pop', 'group_composition' and 'counterfactual_composition' + + """ + if((type(group_pop_var) is not str) or (type(total_pop_var) is not str)): + raise TypeError('group_pop_var and total_pop_var must be strings') + + if ((group_pop_var not in data1.columns) or (total_pop_var not in data1.columns)): + raise ValueError('group_pop_var and total_pop_var must be variables of data1') + + if ((group_pop_var not in data2.columns) or (total_pop_var not in data2.columns)): + raise ValueError('group_pop_var and total_pop_var must be variables of data2') + + if any(data1[total_pop_var] < data1[group_pop_var]): + raise ValueError('Group of interest population must equal or lower than the total population of the units in data1.') + + if any(data2[total_pop_var] < data2[group_pop_var]): + raise ValueError('Group of interest population must equal or lower than the total population of the units in data2.') + + df1 = data1.copy() + df2 = data2.copy() + + if (counterfactual_approach == 'composition'): + + df1['group_composition'] = np.where(df1[total_pop_var] == 0, 0, df1[group_pop_var] / df1[total_pop_var]) + df2['group_composition'] = np.where(df2[total_pop_var] == 0, 0, df2[group_pop_var] / df2[total_pop_var]) + + df1['counterfactual_group_pop'] = df1['group_composition'].rank(pct = True).apply(df2['group_composition'].quantile) * df1[total_pop_var] + df2['counterfactual_group_pop'] = df2['group_composition'].rank(pct = True).apply(df1['group_composition'].quantile) * df2[total_pop_var] + + df1['counterfactual_total_pop'] = df1[total_pop_var] + df2['counterfactual_total_pop'] = df2[total_pop_var] + + if (counterfactual_approach == 'share'): + + df1['compl_pop_var'] = df1[total_pop_var] - df1[group_pop_var] + df2['compl_pop_var'] = df2[total_pop_var] - df2[group_pop_var] + + df1['share'] = np.where(df1[total_pop_var] == 0, 0, df1[group_pop_var] / df1[group_pop_var].sum()) + df2['share'] = np.where(df2[total_pop_var] == 0, 0, df2[group_pop_var] / df2[group_pop_var].sum()) + + df1['compl_share'] = np.where(df1['compl_pop_var'] == 0, 0, df1['compl_pop_var'] / df1['compl_pop_var'].sum()) + df2['compl_share'] = np.where(df2['compl_pop_var'] == 0, 0, df2['compl_pop_var'] / df2['compl_pop_var'].sum()) + + df1['counterfactual_group_pop'] = df1['share'].rank(pct = True).apply(df2['share'].quantile) * df1[group_pop_var].sum() + df2['counterfactual_group_pop'] = df2['share'].rank(pct = True).apply(df1['share'].quantile) * df2[group_pop_var].sum() + + df1['counterfactual_compl_pop'] = df1['compl_share'].rank(pct = True).apply(df2['compl_share'].quantile) * df1['compl_pop_var'].sum() + df2['counterfactual_compl_pop'] = df2['compl_share'].rank(pct = True).apply(df1['compl_share'].quantile) * df2['compl_pop_var'].sum() + + df1['counterfactual_total_pop'] = df1['counterfactual_group_pop'] + df1['counterfactual_compl_pop'] + df2['counterfactual_total_pop'] = df2['counterfactual_group_pop'] + df2['counterfactual_compl_pop'] + + if (counterfactual_approach == 'dual_composition'): + + df1['group_composition'] = np.where(df1[total_pop_var] == 0, 0, df1[group_pop_var] / df1[total_pop_var]) + df2['group_composition'] = np.where(df2[total_pop_var] == 0, 0, df2[group_pop_var] / df2[total_pop_var]) + + df1['compl_pop_var'] = df1[total_pop_var] - df1[group_pop_var] + df2['compl_pop_var'] = df2[total_pop_var] - df2[group_pop_var] + + df1['compl_composition'] = np.where(df1[total_pop_var] == 0, 0, df1['compl_pop_var'] / df1[total_pop_var]) + df2['compl_composition'] = np.where(df2[total_pop_var] == 0, 0, df2['compl_pop_var'] / df2[total_pop_var]) + + df1['counterfactual_group_pop'] = df1['group_composition'].rank(pct = True).apply(df2['group_composition'].quantile) * df1[total_pop_var] + df2['counterfactual_group_pop'] = df2['group_composition'].rank(pct = True).apply(df1['group_composition'].quantile) * df2[total_pop_var] + + df1['counterfactual_compl_pop'] = df1['compl_composition'].rank(pct = True).apply(df2['compl_composition'].quantile) * df1[total_pop_var] + df2['counterfactual_compl_pop'] = df2['compl_composition'].rank(pct = True).apply(df1['compl_composition'].quantile) * df2[total_pop_var] + + df1['counterfactual_total_pop'] = df1['counterfactual_group_pop'] + df1['counterfactual_compl_pop'] + df2['counterfactual_total_pop'] = df2['counterfactual_group_pop'] + df2['counterfactual_compl_pop'] + + df1['group_composition'] = np.where(df1['total_pop_var'] == 0, 0, df1['group_pop_var'] / df1['total_pop_var']) + df2['group_composition'] = np.where(df2['total_pop_var'] == 0, 0, df2['group_pop_var'] / df2['total_pop_var']) + + df1['counterfactual_composition'] = np.where(df1['counterfactual_total_pop'] == 0, 0, df1['counterfactual_group_pop'] / df1['counterfactual_total_pop']) + df2['counterfactual_composition'] = np.where(df2['counterfactual_total_pop'] == 0, 0, df2['counterfactual_group_pop'] / df2['counterfactual_total_pop']) + + df1 = df1.drop(columns=['group_pop_var', 'total_pop_var'], axis = 1) + df2 = df2.drop(columns=['group_pop_var', 'total_pop_var'], axis = 1) + + return df1, df2 \ No newline at end of file