{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
UCGIS I-GUIDE Community Champion Project
\n", "\n", "\n", "# Geomasking Sensitive Individual-level Data to Protect Location Privacy\n", "Yue Lin, The Ohio State University\n", "\n", "Location privacy is an individual right that prevents a person from being identified based on his or her geographic location. As geospatial technologies advance, so do concerns about location privacy. A number of methods have been developed to preserve location privacy in the past decades. Geomasking methods, which alter the geographic location of an individual, are often applied before releasing individual-level data to protect confidentiality. In this notebook, we demonstrate how geomasking techniques can be used to protect privacy by providing hands-on examples and code.\n", "\n", "**Related Topics in GIS&T Body of Knowledge:** [Location Privacy](http://dx.doi.org/10.22224/gistbok/2016.3.2), [GIS and Critical Ethics](http://dx.doi.org/10.22224/gistbok/2018.2.8), [Professional and Practical Ethics of GIS&T](http://dx.doi.org/10.22224/gistbok/2017.2.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notebook Outline\n", "- [Experimental Data](#data)\n", "- [Geomasking Methods](#geomasking)\n", " - [Affine Transformation](#geomasking1)\n", " - [Random Perturbation](#geomasking2)\n", " - [Gaussian Perturbation](#geomasking3)\n", " - [Donut Masking](#geomasking4)\n", "- [References](#ref)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Experimental Data\n", "\n", "We use a synthetic individual-level population data set from Guernsey County, Ohio[1](#fn1) to illustrate the use of geomasking methods. This data set contains 40,087 individual records across over 2,000 census blocks. We begin by importing and mapping this test data set as shown below. The blue dots on the map represent hypothetical original individual locations." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "PROJ: proj_create_from_database: Cannot find proj.db\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "\n", "# Read boundary data\n", "filename_poly = 'data/tl_2020_39059_tabblock10.shp'\n", "poly = gpd.read_file(filename_poly)\n", "poly = poly.to_crs('EPSG:3395')\n", "\n", "# Read individual point locations\n", "filename_df = 'data/guernsey_data.csv'\n", "df = pd.read_csv(filename_df)\n", "df['Block'] = df['Block'].astype(str)\n", "gdf = gpd.GeoDataFrame(df, geometry=gpd.points_from_xy(x=df.lon, y=df.lat)).set_crs('EPSG:4326')\n", "gdf = gdf.to_crs('EPSG:3395')\n", "\n", "# Plot\n", "base = poly.plot(color='white', edgecolor='black')\n", "ax = gdf.plot(ax=base, markersize=0.1) \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can zoom in and focus on Block 390599773001005." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Obtain block ID\n", "blockid = poly.loc[[1610],'GEOID10'].to_list()[0]\n", "\n", "# Plot\n", "base = poly.loc[[1610],'geometry'].plot(color='white', edgecolor='black')\n", "ax = gdf[gdf['Block'] == blockid].plot(ax=base, markersize=5) \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Geomasking Methods\n", "\n", "Various geographic masking techniques have been developed over the years. All of these include some level of randomization to reduce the probability of identifying an individual based on his or her geographic locations. We here demonstrate the use of five commonly used geomasking techniques: affine transformations, random perturbation, Gaussian perturbation, donut masking, and location swapping.\n", "\n", "\n", "### Affine Transformation\n", "Affine transformation is a set of methods for deterministically moving individual locations to a new set of locations using translation (moving each point by a fixed offset from its original location), change of scale (multiplying the coordinates of each point by a scaling constant), and rotation (rotating each point by a fixed angle about a pivot point)[2](#fn2)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from shapely.geometry import Point\n", "from shapely import affinity\n", "\n", "# Set user-defined transformation parameters\n", "# Translation offset\n", "offset = 50\n", "# Scaling factor\n", "factor = 1.1\n", "# Angle of rotation\n", "angle = 90\n", "\n", "# Move each point using affine transformation\n", "gdf_at = gdf.copy()\n", "for index, row in gdf_at.iterrows():\n", " # Translation\n", " pt = affinity.translate(row['geometry'], xoff=offset, yoff=offset)\n", " # Change of scale\n", " new_pt = affinity.scale(pt, xfact=factor, yfact=factor)\n", " # Rotation\n", " new_pt = affinity.rotate(new_pt, angle)\n", " gdf_at.at[index, 'geometry'] = new_pt\n", "\n", "# Plot\n", "base = poly.plot(color='white', edgecolor='black')\n", "ax = gdf_at.plot(ax=base, markersize=0.1, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zooming in to Block 390599773001005:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "base = poly.loc[[1610],'geometry'].plot(color='white', edgecolor='black')\n", "ax = gdf_at[gdf_at['Block'] == blockid].plot(ax=base, markersize=5, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Random Perturbation\n", "Adding randomized noise to the original coordinates is a common way to protect the location privacy of individual-level data[2](#fn2)[3](#fn3). Each point location can be placed at random within a circle with a center at the original point and a radius defined by the user, or within any other polygon defined relative to the original point. We here illustrate the use of perturbation polygon for privacy protection." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import random\n", "from shapely.geometry import Point\n", "\n", "# Set user-defined radius\n", "radius = 50 \n", "\n", "def get_random_point_in_polygon(buf):\n", " \"\"\"Obtain a random point within the polygon (buffer).\n", "\n", " buf: A polygon with a center at the original point and a user-defined radius\n", "\n", " Returns:\n", " p: Coordinates of the point with random noise added\n", " \"\"\"\n", " minx, miny, maxx, maxy = buf.bounds\n", " while True:\n", " pt = Point(random.uniform(minx, maxx), random.uniform(miny, maxy))\n", " if buf.contains(pt):\n", " return pt\n", "\n", "# Obtain perturbation polygons\n", "gdf_rp = gdf.copy()\n", "buf = gdf_rp.buffer(radius)\n", "\n", "# Move each point at random within the polygon\n", "for index, row in buf.iteritems():\n", " new_pt = get_random_point_in_polygon(row)\n", " gdf_rp.at[index, 'geometry'] = new_pt\n", "\n", "# Plot\n", "base = poly.plot(color='white', edgecolor='black')\n", "ax = gdf_rp.plot(ax=base, markersize=0.1, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zooming in to Block 390599773001005:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "base = poly.loc[[1610],'geometry'].plot(color='white', edgecolor='black')\n", "ax = gdf_rp[gdf_rp['Block'] == blockid].plot(ax=base, markersize=5, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Gaussian Perturbation\n", "Allowing the distance of displacement to follow a certain distribution, such as Gaussian or uniform, is another way to achieve displacement[4](#fn4). The code below shows how to move each point according to a Gaussian distribution." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import random\n", "import numpy as np\n", "\n", "# Set standard deviation\n", "sigma = 50\n", "\n", "# Displace each point following a Gaussian distribution\n", "gdf_gp = gdf.copy()\n", "for index, row in gdf_gp.iterrows():\n", " pt = row['geometry']\n", " new_pt = Point(pt.x + np.random.normal(0, sigma, 1), pt.y + np.random.normal(0, sigma, 1))\n", " gdf_gp.at[index, 'geometry'] = new_pt\n", "\n", "# Plot\n", "base = poly.plot(color='white', edgecolor='black')\n", "ax = gdf_gp.plot(ax=base, markersize=0.1, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zooming in to Block 390599773001005:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "base = poly.loc[[1610],'geometry'].plot(color='white', edgecolor='black')\n", "ax = gdf_gp[gdf_gp['Block'] == blockid].plot(ax=base, markersize=5, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Donut Masking\n", "We define a maximum distance for shifting particular individual locations in random perturbation. Donut masking extends this method by incorporating a minimum distance of displacement, ensuring a user-defined minimum level of privacy protection[5](#fn5)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import random\n", "from shapely.geometry import Point\n", "\n", "# Set user-defined radius\n", "radius_in = 10\n", "radius_out = 50\n", "\n", "def get_random_point_in_donut(buf_in, buf_out):\n", " \"\"\"Obtain a random point within the donut (buffer).\n", "\n", " buf_in: The inner polygon with a radius of the minimum displacement distance\n", " buf_out: The outer polygon with a radius of the maximum displacement distance\n", "\n", " Returns:\n", " p: Coordinates of the point with random noise added\n", " \"\"\"\n", " minx, miny, maxx, maxy = buf_out.bounds\n", " while True:\n", " pt = Point(random.uniform(minx, maxx), random.uniform(miny, maxy))\n", " if buf_out.contains(pt) and not buf_in.contains(pt):\n", " return pt\n", "\n", "# Obtain perturbation donuts\n", "gdf_dm = gdf.copy()\n", "buf_in = gdf_dm.buffer(radius_in)\n", "buf_out = gdf_dm.buffer(radius_out)\n", "\n", "# Move each point at random within the donut\n", "for index, row in gdf_dm.iterrows():\n", " poly_in = buf_in.iloc[index]\n", " poly_out = buf_out.iloc[index]\n", " new_pt = get_random_point_in_donut(poly_in, poly_out)\n", " gdf_dm.at[index, 'geometry'] = new_pt\n", "\n", "# Plot\n", "base = poly.plot(color='white', edgecolor='black')\n", "ax = gdf_dm.plot(ax=base, markersize=0.1, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zooming in to Block 390599773001005:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "base = poly.loc[[1610],'geometry'].plot(color='white', edgecolor='black')\n", "ax = gdf_dm[gdf_dm['Block'] == blockid].plot(ax=base, markersize=5, color='red') \n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## References\n", " Lin, Y., & Xiao, N. (2022). Developing synthetic individual-level population datasets: The case of contextualizing maps of privacy-preserving census data. arXiv preprint arXiv:2206.04766. \n", "\n", " Armstrong, M. P., Rushton, G., & Zimmerman, D. L. (1999). Geographically masking health data to preserve confidentiality. Statistics in Medicine, 18(5), 497-525. \n", "\n", " Kwan, M. P., Casas, I., & Schmitz, B. (2004). Protection of geoprivacy and accuracy of spatial information: How effective are geographical masks?. Cartographica: The International Journal for Geographic Information and Geovisualization, 39(2), 15-28. \n", "\n", " Cassa, C. A., Wieland, S. C., & Mandl, K. D. (2008). Re-identification of home addresses from spatial locations anonymized by Gaussian skew. International Journal of Health Geographics, 7(1), 1-9. \n", "\n", " Hampton, K. H., Fitch, M. K., Allshouse, W. B., Doherty, I. A., Gesink, D. C., Leone, P. A., ... & Miller, W. C. (2010). Mapping health data: improved privacy protection with donut method geomasking. American Journal of Epidemiology, 172(9), 1062-1069. " ] } ], "metadata": { "interpreter": { "hash": "919adcb6228f4c1814dc7795e2ffcd9a8de1cd95be3f29f3d468acc1c3136f89" }, "kernelspec": { "display_name": "Python 3.7.5 64-bit", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }