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  "Title": "Spatial Concentration and Radius-Based Risk Calculations",
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  "Authors@R": "c(person(\"Martin\", \"Haringa\", role = c(\"aut\", \"cre\"), \nemail = \"mtharinga@gmail.com\"))",
  "Author": "Martin Haringa [aut, cre]",
  "Maintainer": "Martin Haringa <mtharinga@gmail.com>",
  "BugReports": "https://github.com/mharinga/spatialrisk/issues",
  "Description": "Provides methods for spatial concentration and\nradius-based risk calculations. The package focuses on\nefficient determination of the sum of observations within a\ngiven radius, identifying areas of high local concentration,\nand aggregating point data to polygon geometries. These methods\nare useful for applications such as insurance, urban analytics,\nenvironmental exposure analysis, and other spatial point\npattern workflows. The underlying maximum covering problem is\ndescribed by Church (1974) <doi:10.1007/BF01942293>.",
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      "date": "2018-09-03"
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      "date": "2018-09-12"
    },
    {
      "version": "0.4.1",
      "date": "2018-10-28"
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    {
      "version": "0.5.1",
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    },
    {
      "version": "0.6.0",
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    {
      "version": "0.6.1",
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    {
      "version": "0.6.2",
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    {
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    {
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    {
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    {
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    {
      "version": "0.6.7",
      "date": "2020-04-23"
    },
    {
      "version": "0.6.8",
      "date": "2021-05-18"
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    {
      "version": "0.6.9",
      "date": "2021-05-26"
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      "version": "0.7.0",
      "date": "2021-11-10"
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  ],
  "_exports": [
    "choropleth",
    "choropleth_ggplot2",
    "concentration",
    "concentration_hotspot",
    "convert_crs_df",
    "find_highest_concentration",
    "haversine",
    "highest_concentration",
    "interpolate_spline",
    "knmi_historic_data",
    "map_points",
    "neighborhood_gh_search",
    "plot_points",
    "points_in_circle",
    "points_to_polygon",
    "points_within_radius",
    "radius_sum",
    "summarise_points_by_polygon"
  ],
  "_datasets": [
    {
      "name": "Groningen",
      "title": "Example addresses in Groningen",
      "object": "Groningen",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "street",
        "number",
        "letter",
        "suffix",
        "postal_code",
        "city",
        "lon",
        "lat",
        "amount"
      ],
      "rows": 25000,
      "table": true,
      "tojson": true
    },
    {
      "name": "insurance",
      "title": "Example insurance portfolio",
      "object": "insurance",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "postcode",
        "population_pc4",
        "amount",
        "lon",
        "lat"
      ],
      "rows": 29990,
      "table": true,
      "tojson": true
    },
    {
      "name": "knmi_stations",
      "title": "KNMI weather stations",
      "object": "knmi_stations",
      "class": [
        "spec_tbl_df",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "station",
        "city",
        "lon",
        "lat",
        "altitude",
        "X",
        "Y"
      ],
      "rows": 50,
      "table": true,
      "tojson": true
    },
    {
      "name": "nl_corop",
      "title": "COROP regions in the Netherlands",
      "object": "nl_corop",
      "class": [
        "sf",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "corop_nr",
        "areaname",
        "geometry",
        "lon",
        "lat"
      ],
      "rows": 40,
      "table": false,
      "tojson": true
    },
    {
      "name": "nl_gemeente",
      "title": "Municipalities in the Netherlands",
      "object": "nl_gemeente",
      "class": [
        "sf",
        "data.frame"
      ],
      "fields": [
        "id",
        "code",
        "areaname",
        "lon",
        "lat",
        "geometry"
      ],
      "rows": 352,
      "table": false,
      "tojson": true
    },
    {
      "name": "nl_postcode2",
      "title": "Two-digit postcode regions in the Netherlands",
      "object": "nl_postcode2",
      "class": [
        "sf",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "areaname",
        "geometry",
        "lon",
        "lat"
      ],
      "rows": 90,
      "table": false,
      "tojson": true
    },
    {
      "name": "nl_postcode3",
      "title": "Three-digit postcode regions in the Netherlands",
      "object": "nl_postcode3",
      "class": [
        "sf",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "areaname",
        "geometry",
        "lon",
        "lat"
      ],
      "rows": 798,
      "table": false,
      "tojson": true
    },
    {
      "name": "nl_postcode4",
      "title": "Four-digit postcode regions in the Netherlands",
      "object": "nl_postcode4",
      "class": [
        "sf",
        "data.frame"
      ],
      "fields": [
        "pc4",
        "areaname",
        "city",
        "biggest_20cities",
        "lon",
        "lat",
        "geometry"
      ],
      "rows": 4169,
      "table": false,
      "tojson": true
    },
    {
      "name": "nl_provincie",
      "title": "Provinces in the Netherlands",
      "object": "nl_provincie",
      "class": [
        "sf",
        "data.frame"
      ],
      "fields": [
        "areaname",
        "lon",
        "lat",
        "geometry"
      ],
      "rows": 12,
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "choropleth",
      "title": "Create choropleth map",
      "topics": [
        "choropleth"
      ]
    },
    {
      "page": "choropleth_ggplot2",
      "title": "Choropleth map of an sf object with ggplot2",
      "topics": [
        "choropleth_ggplot2"
      ]
    },
    {
      "page": "radius_sum",
      "title": "Sum values within a radius around target coordinates",
      "topics": [
        "concentration",
        "radius_sum"
      ]
    },
    {
      "page": "concentration_hotspot",
      "title": "Identify fixed-radius concentration hotspots",
      "topics": [
        "concentration_hotspot"
      ]
    },
    {
      "page": "convert_crs_df",
      "title": "Convert Coordinate Reference System (CRS)",
      "topics": [
        "convert_crs_df"
      ]
    },
    {
      "page": "Groningen",
      "title": "Example addresses in Groningen",
      "topics": [
        "Groningen"
      ]
    },
    {
      "page": "haversine",
      "title": "Haversine great-circle distance",
      "topics": [
        "haversine"
      ]
    },
    {
      "page": "highest_concentration",
      "title": "Highest concentration risk",
      "topics": [
        "highest_concentration"
      ]
    },
    {
      "page": "insurance",
      "title": "Example insurance portfolio",
      "topics": [
        "insurance"
      ]
    },
    {
      "page": "interpolate_spline",
      "title": "Interpolate values using spherical splines",
      "topics": [
        "interpolate_spline"
      ]
    },
    {
      "page": "knmi_historic_data",
      "title": "Retrieve historic weather data for the Netherlands",
      "topics": [
        "knmi_historic_data"
      ]
    },
    {
      "page": "knmi_stations",
      "title": "KNMI weather stations",
      "topics": [
        "knmi_stations"
      ]
    },
    {
      "page": "neighborhood_gh_search",
      "title": "Search for coordinates with higher concentrations within geohash",
      "topics": [
        "neighborhood_gh_search"
      ]
    },
    {
      "page": "nl_corop",
      "title": "COROP regions in the Netherlands",
      "topics": [
        "nl_corop"
      ]
    },
    {
      "page": "nl_gemeente",
      "title": "Municipalities in the Netherlands",
      "topics": [
        "nl_gemeente"
      ]
    },
    {
      "page": "nl_postcode2",
      "title": "Two-digit postcode regions in the Netherlands",
      "topics": [
        "nl_postcode2"
      ]
    },
    {
      "page": "nl_postcode3",
      "title": "Three-digit postcode regions in the Netherlands",
      "topics": [
        "nl_postcode3"
      ]
    },
    {
      "page": "nl_postcode4",
      "title": "Four-digit postcode regions in the Netherlands",
      "topics": [
        "nl_postcode4"
      ]
    },
    {
      "page": "nl_provincie",
      "title": "Provinces in the Netherlands",
      "topics": [
        "nl_provincie"
      ]
    },
    {
      "page": "map_points",
      "title": "Create interactive point map",
      "topics": [
        "map_points",
        "plot_points"
      ]
    },
    {
      "page": "plot.conc",
      "title": "Automatically create a plot for objects obtained from highest_concentration()",
      "topics": [
        "plot.conc"
      ]
    },
    {
      "page": "plot.hotspot",
      "title": "Plot concentration hotspot results",
      "topics": [
        "plot.hotspot"
      ]
    },
    {
      "page": "plot",
      "title": "Automatically create a plot for objects obtained from neighborhood_gh_search()",
      "topics": [
        "plot.neighborhood"
      ]
    },
    {
      "page": "points_within_radius",
      "title": "Find points within radius around one or more center coordinates",
      "topics": [
        "points_in_circle",
        "points_within_radius"
      ]
    },
    {
      "page": "summarise_points_by_polygon",
      "title": "Summarise point values by polygon",
      "topics": [
        "points_to_polygon",
        "summarise_points_by_polygon"
      ]
    },
    {
      "page": "spatialrisk-deprecated",
      "title": "Deprecated aliases",
      "topics": [
        "find_highest_concentration",
        "spatialrisk-deprecated"
      ]
    }
  ],
  "_pkglogo": "https://github.com/mharinga/spatialrisk/raw/HEAD/logo.png",
  "_readme": "https://github.com/mharinga/spatialrisk/raw/HEAD/README.md",
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      "shlib": "libstdc++",
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      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
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      "source": "visualisation.Rmd",
      "filename": "visualisation.html",
      "title": "Choropleth visualisation",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Data",
        "Join values to geometries",
        "Choropleth map",
        "Relation to concentration analysis",
        "Summary"
      ],
      "created": "2026-05-04 09:35:33",
      "modified": "2026-05-04 09:35:33",
      "commits": 1
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    {
      "source": "fixed-radius-concentration.Rmd",
      "filename": "fixed-radius-concentration.html",
      "title": "Fixed-radius concentration analysis",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Motivation",
        "Example portfolio",
        "Inspect observations within a radius",
        "Calculate fixed-radius sums around target locations",
        "Identify a concentration hotspot",
        "Reporting by polygon",
        "Practical considerations",
        "Relation to location-allocation problems"
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