Haiti Population Map Metadata Report

Prediction Weighting Layer Used in Population Redistribution

The data presented below represent the predicted number of people per ~100 m pixel as estimated using the random forest (RF) model as described in Stevens, et al. (In Press). The following pages contain a description of the RF model and its covariates, their sources and any metadata collected for each covariate. The prediction weighting layer is used to dasymetrically redistribute the census counts and project counts to match estimated populations based on UN estimates for the final population maps provided by AfriPop, AsiaPop and AmeriPop.

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Haiti Census Data and Observed Population Density

These data are the population density values used to estimate the RF model used to create the prediction weighting layer you see above. Values represent population density as measured by people per hectare and calculated from population counts within each census unit. These values are used as the dependent variable during model estimation.

Haitian Population Estimate, 2015

Folder: Census
File Name: Haiti_2015_population_estimate_adm3.shp
Source: INSTITUT HAÏTIEN DE STATISTIQUE ET D'INFORMATIQUE, 2015
Description: Obtained from HDX, 23-10-2016, https://data.humdata.org/dataset/estimated-population-of-haiti-2015
Class: polygon
Derived Covariates:
area, buff, zones,


Field name: '18PLUS' changed to: 'X18PLUS'


class       : SpatialPolygonsDataFrame 
features    : 570 
extent      : 554877, 855241, 1992998, 2222861  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 23

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Random Forest Model and Diagnostics

These output and figures outline the estimated RF model that is used to predict the population density weighting layer. The model is fitted to the population density values for the preceding census data using covariates aggregatedfrom the ancillary data sources summarized following the model diagnostics.


Call:
 randomForest(x = x_data, y = y_data, ntree = popfit$ntree, mtry = popfit$mtry,      nodesize = length(y_data)/1000, importance = TRUE, proximity = TRUE) 
               Type of random forest: regression
                     Number of trees: 500
No. of variables tried at each split: 20

          Mean of squared residuals: 0.22
                    % Var explained: 79

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Covariate Metadata

Remotely-sensed, Classified Landcover, 1998

Folder: Landcover
File Name: occupation_sol.tif
Source: Centre National de l'Information Géo-Spatiale (CNIGS), 2008, http://www.haitidata.org/
Description: Landcover created by CNIGS in 2008 (from cartographic maps and SPOT image, 1998), re-coded to GlobCover 2009 categories to be consistent with current WorldPop datasets
Class: raster
Derived Covariates:
prp011, cls011, dst011, prp040, cls040, dst040, prp130, cls130, dst130, prp140, cls140, dst140, prp150, cls150, dst150, prp160, cls160, dst160, prp190, cls190, dst190, prp200, cls200, dst200, prp210, cls210, dst210, prp230, cls230, dst230, prp240, cls240, dst240, prp250, cls250, dst250, prpBLT, clsBLT, dstBLT,

class       : RasterBrick 
dimensions  : 2300, 3004, 6909200, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554877, 855277, 1993009, 2223009  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\Landcover\Derived\landcover.tif 
names       : landcover 
min values  :        11 
max values  :       240 

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MODIS 17A3 2010 Estimated Net Primary Productivity, 1km

Folder: NPP
File Name: DEFAULT: MODIS 17A3 2010
Source: United States Geological Survey (USGS)
Description: MODIS 17A3 version-55 derived estimates of net primary productivity for the year 2010, estimated for 1km pixel sizes and subset and resampled to match the available land cover and final population map output requirements.
Class: raster
Derived Covariates:
,

class       : RasterBrick 
dimensions  : 2300, 3004, 6909200, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554877, 855277, 1993009, 2223009  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\NPP\Derived\npp.tif 
names       :   npp 
min values  :     0 
max values  : 17137 

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Suomi NPP VIIRS-Derived 2012 Lights at Night, 15 arc-second

Folder: Lights
File Name: DEFAULT: VIIRS 2012
Source: http://ngdc.noaa.gov/eog/viirs/download_viirs_ntl.html
Description: These 'Lights at Night' data were derived from imagery collected by the Suomi National Polar-orbiting Partnership (NPP) Visible Infrared Imaging Radiometer Suite (VIIRS) sensor. Data were collected in 2012 on moonless nights and though background noise associated with fires, gas-flares, volcanoes or aurora have not been removed it represents the best-available data for night-time light production.
Class: raster
Derived Covariates:
,

class       : RasterBrick 
dimensions  : 2301, 3005, 6914505, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554777, 855277, 1993009, 2223109  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\Lights\Derived\lights.tif 
names       : lights 
min values  :  -0.26 
max values  :     38 

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WorldClim/BioClim Mean Annual Temperature 1950-2000, 30 arc-second

Folder: Temp
File Name: DEFAULT: BIO1
Source: http://www.worldclim.org/current
Description: WorldClim/BioClim 1950-2000 mean annual precipitation (BIO12) and mean annual temperature (BIO1) estimates (Hijmans et al., 2005) were downloaded, mosaicked and subset to match the extent of our land cover data for the mapping of this region.
Class: raster
Derived Covariates:
,

class       : RasterBrick 
dimensions  : 2301, 3005, 6914505, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554777, 855277, 1993009, 2223109  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\Temp\Derived\temp.tif 
names       : temp 
min values  :  100 
max values  :  280 

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WorldClim/BioClim Mean Annual Precipitation 1950-2000, 30 arc-second

Folder: Precip
File Name: DEFAULT: BIO12
Source: http://www.worldclim.org/current
Description: WorldClim/BioClim 1950-2000 mean annual precipitation (BIO12) and mean annual temperature (BIO1) estimates (Hijmans et al., 2005) were downloaded, mosaicked and subset to match the extent of our land cover data for the mapping of this region.
Class: raster
Derived Covariates:
,

class       : RasterBrick 
dimensions  : 2301, 3005, 6914505, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554777, 855277, 1993009, 2223109  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\Precip\Derived\precip.tif 
names       : precip 
min values  :    501 
max values  :   3164 

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Other Roads (OSM), 2014

Folder: Roads
File Name: OSM_other_roads.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 42103 
extent      : 554947, 849727, 1993080, 2222573  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 7

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Rivers (OSM), 2014

Folder: Rivers
File Name: OSM_hti_dom_watcrsl_rvr_osm.shp
Source: Open Street Map (OSM), Downloaded 2014-04-08, https://cod.humanitarianresponse.info/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the https://cod.humanitarianresponse.info/ website, extracted from the Common/Fundamental Operational Datasets (COD-FOD) registry.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 7773 
extent      : 556518, 856345, 1993304, 2222516  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Populated Places, (COD-FOD), 2013

Folder: Populated
File Name: hti_pplp_cnigs.shp
Source: Common Operational Datasets (CODs)/Fundamental Operational Datasets (FODs), Downloaded 2014-04-08, https://cod.humanitarianresponse.info/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the https://cod.humanitarianresponse.info/ website, extracted from the Common/Fundamental Operational Datasets (COD-FOD) registry.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 10174 
extent      : 554250, 854277, 1993408, 2222597  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 14

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Inland Waterbodies

Folder: Waterbodies
File Name: DEFAULT: hydro/watrcrsl
Source: National Geospatial-Intelligence Agency (NGA), http://geoengine.nga.mil/geospatial/SW_TOOLS/NIMAMUSE/webinter/rast_roam.html
Description: The VMAP0 data area downloaded as separate files, grouped roughly by continent, and merged into individual shapefiles for subsetting and further processing for population mapping efforts. These data were obtained directly from the original VMAP0 data sources provided by the NGA and pre-processed using Military Analyst in ArcGIS 10.0.
Class: polygon
Derived Covariates:
cls, dst, prp,

class       : SpatialPolygonsDataFrame 
features    : 26 
extent      : 621581, 849526, 2024500, 2204439  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 10

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Protected Areas

Folder: Protected
File Name: DEFAULT: WDPAfgdb_Sept2012.gdb
Source: World Database on Protected Areas, Downloaded September, 2012, UNEP, http://www.wdpa.org, http://protectedplanet.net
Description: These data are compiled by UNEP and distributed via the Protected Planet website. All protected areas were downloaded regardless of International Union for Conservation of Nature (IUCN) or any other designation, so they include sanctuaries, national parks, game reserves, World Heritage Sites, etc.
Class: polygon
Derived Covariates:
cls, dst, prp,

class       : SpatialPolygonsDataFrame 
features    : 13 
extent      : 818821, 865241, 1991237, 2192243  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 26

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Urban Extents

Folder: Urban
File Name: DEFAULT: schneider-urban.shp
Source: Schneider, et al., United Nations
Description: These data were constructed from MODIS-derived imagery and provided to WorldPop researchers by Schneider, et al. as part of a global urban extents datasets.
Class: polygon
Derived Covariates:
cls, dst, prp,

class       : SpatialPolygonsDataFrame 
features    : 117 
extent      : 558296, 856500, 1995571, 2207042  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 2

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Elevation and Derived Slope, 3 second

Folder: Elevation
File Name: DEFAULT: Void-Filled DEM.gdb
Source: HydroSHEDS Void-Filled DEM (Lehnert, et al., 2006), http://hydrosheds.cr.usgs.gov/dataavail.php
Description: The HydroSHEDS data are the result of an effort to provide a globally consistent dataset consisting of NASA's Shuttle Radar Topography Mission (SRTM) data and have been processed, void-filled and corrected for use at large scales.
Class: raster
Derived Covariates:
, slope,

class       : RasterBrick 
dimensions  : 2301, 3005, 6914505, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554777, 855277, 1993009, 2223109  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\Elevation\Derived\elevation.tif 
names       : elevation 
min values  :       -45 
max values  :      2651 

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Digitized Building Locations (OSM), 2014

Folder: Buildings
File Name: OSM_buildings_RepGeom_Clip.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: polygon
Derived Covariates:
prp, cls, dst,

class       : SpatialPolygonsDataFrame 
features    : 223699 
extent      : 555750, 847501, 1993097, 2221570  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 3

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Points of Interest Locations (OSM), 2014

Folder: Points
File Name: OSM_other_points.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 11514 
extent      : 557796, 844906, 1996646, 2218829  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Other delineated Land Uses (OSM), 2014

Folder: Uses
File Name: OSM_other_landuse.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: polygon
Derived Covariates:
prp, cls, dst,

class       : SpatialPolygonsDataFrame 
features    : 2284 
extent      : 557411, 843923, 1993088, 2217626  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 3

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Populated Places classified as Cieties (OSM), 2014

Folder: Cities
File Name: OSM_city.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 17 
extent      : 593505, 843607, 2012147, 2206305  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Populated Places classified as Dwellings (OSM), 2014

Folder: Dwellings
File Name: OSM_isolated_dwelling.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 33 
extent      : 748385, 833272, 2114596, 2183318  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Global Human Settlement Layer (GHSL), BETA version, 2014

Folder: GHSL
File Name: HTI_DistTo_GHSL_WGS84_INT.tif
Source: Global Human Settlement Layer (GHSL), European Commision Joint Research Centre, 2016, http://ghslsys.jrc.ec.europa.eu/
Description: These data were provided by the European Commission Joint Research Centre
Class: raster
Derived Covariates:
,

class       : RasterBrick 
dimensions  : 2301, 3005, 6914505, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554777, 855277, 1993009, 2223109  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\GHSL\Derived\ghsl.tif 
names       :   ghsl 
min values  :   -967 
max values  : 125236 

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Populated Places classified as Hamlets (OSM), 2014

Folder: Hamlets
File Name: OSM_hamlet.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 1492 
extent      : 556080, 844206, 2008295, 2222335  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Functionnal Cholera Treatment Centers and Cholera Treatment Units (WHO), 2012

Folder: Health
File Name: HHS_MedicalFacilities_2010.shp
Source: World Health Organization (WHO), Downloaded 2014-04-08, https://cod.humanitarianresponse.info/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the https://cod.humanitarianresponse.info/ website, extracted from the Common/Fundamental Operational Datasets (COD-FOD) registry.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 1267 
extent      : 557631, 847255, 1997205, 2220352  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 28

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Health Facilities including Hospitals, Clinics, CRO, CTC, and UTC Sites (OSM), 2014

Folder: Hospitals
File Name: OSM_clinic_cro_ctc_hospital_utc.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 1462 
extent      : 557632, 847255, 1996617, 2217958  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Land Use delineated as Industrial (OSM), 2014

Folder: Industrial
File Name: OSM_industrial.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: polygon
Derived Covariates:
prp, cls, dst,

class       : SpatialPolygonsDataFrame 
features    : 185 
extent      : 626793, 844339, 2012891, 2187548  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 3

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Populated Places classified as Localities (OSM), 2014

Folder: Localities
File Name: OSM_locality.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 396 
extent      : 585387, 843182, 2010005, 2219795  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Populated Places classified as Neighborhoods (OSM), 2014

Folder: Neighborhoods
File Name: OSM_neighborhood.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 99 
extent      : 618896, 839928, 2024487, 2188575  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Official River Network (CNIGS), 2008

Folder: Offrivers
File Name: hti_rvrl_cnigs.shp
Source: Centre National de l'Information Géo-Spatiale (CNIGS), Downloaded 2014-04-08, https://cod.humanitarianresponse.info/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the https://cod.humanitarianresponse.info/ website, extracted from the Common/Fundamental Operational Datasets (COD-FOD) registry.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 1019 
extent      : 556538, 852537, 1993307, 2219217  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 2

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Police Stations (OSM), 2014

Folder: Police
File Name: OSM_police.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 142 
extent      : 578309, 845112, 1999017, 2201359  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Primary Roads (OSM), 2014

Folder: Primroads
File Name: OSM_primary_roads.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 609 
extent      : 593593, 844944, 2013521, 2206287  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 7

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Land Use delineated as Residential (OSM), 2014

Folder: Residential
File Name: OSM_residential.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: polygon
Derived Covariates:
prp, cls, dst,

class       : SpatialPolygonsDataFrame 
features    : 5983 
extent      : 556160, 847594, 1993257, 2214092  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 3

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Residential Roads (OSM), 2014

Folder: Rroads
File Name: OSM_residential_roads.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 14115 
extent      : 556541, 847399, 1997536, 2207713  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 7

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Schools (OSM), 2014

Folder: Schools
File Name: OSM_school.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 3806 
extent      : 557720, 854884, 1997351, 2207014  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Secondary Roads (OSM), 2014

Folder: Secroads
File Name: OSM_secondary_roads.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 947 
extent      : 556503, 855233, 1997427, 2207492  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 7

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Service Roads (OSM), 2014

Folder: Servroads
File Name: OSM_service_roads.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 7066 
extent      : 567125, 845176, 1998579, 2207286  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 7

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Populated Places classified as Suburbs (OSM), 2014

Folder: Suburbs
File Name: OSM_suburb.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 144 
extent      : 725562, 818619, 2016510, 2207175  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Populated Places classified as Towns (OSM), 2014

Folder: Towns
File Name: OSM_town.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 91 
extent      : 557858, 846243, 1997831, 2216653  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Tertiary Roads (OSM), 2014

Folder: Tertroads
File Name: OSM_tertiary_roads.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: linear
Derived Covariates:
prp, cls, dst,

class       : SpatialLinesDataFrame 
features    : 993 
extent      : 557828, 843558, 2008335, 2206286  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 7

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Populated Places classified as Villages (OSM), 2014

Folder: Villages
File Name: OSM_village.shp
Source: Open Street Map (OSM), Downloaded 2014-04-07, http://extract.bbbike.org/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the http://extract.bbbike.org website, extracted from the Open Street Map (OSM) database.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 1199 
extent      : 556633, 843759, 1998101, 2221902  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 4

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Nutrition Centers (GNC), 2011

Folder: Nutrition
File Name: GNC_NutritionCenters.shp
Source: Global Nutrition Cluster (GNC), Downloaded 2014-04-08,https://cod.humanitarianresponse.info/
Description: These data were downloaded as part of a per-country package of data layers made availalble as shapefiles through the https://cod.humanitarianresponse.info/ website, extracted from the Common/Fundamental Operational Datasets (COD-FOD) registry.
Class: point
Derived Covariates:
prp, cls, dst,

class       : SpatialPointsDataFrame 
features    : 267 
extent      : 558723, 843453, 1997196, 2176771  (xmin, xmax, ymin, ymax)
coord. ref. : NA 
variables   : 2

plot of chunk covariate_reports


Demobase Haiti (United States Census Bureau), 2003

Folder: Demobase
File Name: pop_estimates_int.tif
Source: United States Census Bureau, 2010, http://www.census.gov/
Description: This 100-meter gridded population map was developed by the US Census Bureau, using built-up area density derived from interpretation of high- and medium-resolution satellite imagery and data from the 2003 Haiti Census, and made available through the US Census Bureau website at http://www.census.gov/population/international/data/mapping/demobase.html
Class: raster
Derived Covariates:
,

class       : RasterBrick 
dimensions  : 2301, 3005, 6914505, 1  (nrow, ncol, ncell, nlayers)
resolution  : 100, 100  (x, y)
extent      : 554777, 855277, 1993009, 2223109  (xmin, xmax, ymin, ymax)
coord. ref. : +proj=utm +zone=18 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 
data source : C:\WorldPop\RFmap\data\HTI\Demobase\Derived\demobase.tif 
names       : demobase 
min values  :        0 
max values  :     5248 

plot of chunk covariate_reports