Data
states <- st_read("F:/datasets/uscensus/cb_2017_us_state_5m/cb_2017_us_state_5m.shp")
#> Reading layer `cb_2017_us_state_5m' from data source `F:\datasets\uscensus\cb_2017_us_state_5m\cb_2017_us_state_5m.shp' using driver `ESRI Shapefile'
#> Simple feature collection with 56 features and 9 fields
#> geometry type: MULTIPOLYGON
#> dimension: XY
#> bbox: xmin: -179.1473 ymin: -14.55255 xmax: 179.7785 ymax: 71.35256
#> epsg (SRID): 4269
#> proj4string: +proj=longlat +datum=NAD83 +no_defs
glimpse(states)
#> Observations: 56
#> Variables: 10
#> $ STATEFP <fct> 01, 02, 04, 08, 12, 13, 18, 20, 23, 25, 27, 34, 37, 3...
#> $ STATENS <fct> 01779775, 01785533, 01779777, 01779779, 00294478, 017...
#> $ AFFGEOID <fct> 0400000US01, 0400000US02, 0400000US04, 0400000US08, 0...
#> $ GEOID <fct> 01, 02, 04, 08, 12, 13, 18, 20, 23, 25, 27, 34, 37, 3...
#> $ STUSPS <fct> AL, AK, AZ, CO, FL, GA, IN, KS, ME, MA, MN, NJ, NC, N...
#> $ NAME <fct> Alabama, Alaska, Arizona, Colorado, Florida, Georgia,...
#> $ LSAD <fct> 00, 00, 00, 00, 00, 00, 00, 00, 00, 00, 00, 00, 00, 0...
#> $ ALAND <dbl> 1.311744e+11, 1.478588e+12, 2.941987e+11, 2.684260e+1...
#> $ AWATER <dbl> 4592944701, 277723861311, 1027245114, 1178495763, 313...
#> $ geometry <MULTIPOLYGON [°]> MULTIPOLYGON (((-88.04374 3..., MULTIPO...
levels(states$NAME)
#> [1] "Alabama"
#> [2] "Alaska"
#> [3] "American Samoa"
#> [4] "Arizona"
#> [5] "Arkansas"
#> [6] "California"
#> [7] "Colorado"
#> [8] "Commonwealth of the Northern Mariana Islands"
#> [9] "Connecticut"
#> [10] "Delaware"
#> [11] "District of Columbia"
#> [12] "Florida"
#> [13] "Georgia"
#> [14] "Guam"
#> [15] "Hawaii"
#> [16] "Idaho"
#> [17] "Illinois"
#> [18] "Indiana"
#> [19] "Iowa"
#> [20] "Kansas"
#> [21] "Kentucky"
#> [22] "Louisiana"
#> [23] "Maine"
#> [24] "Maryland"
#> [25] "Massachusetts"
#> [26] "Michigan"
#> [27] "Minnesota"
#> [28] "Mississippi"
#> [29] "Missouri"
#> [30] "Montana"
#> [31] "Nebraska"
#> [32] "Nevada"
#> [33] "New Hampshire"
#> [34] "New Jersey"
#> [35] "New Mexico"
#> [36] "New York"
#> [37] "North Carolina"
#> [38] "North Dakota"
#> [39] "Ohio"
#> [40] "Oklahoma"
#> [41] "Oregon"
#> [42] "Pennsylvania"
#> [43] "Puerto Rico"
#> [44] "Rhode Island"
#> [45] "South Carolina"
#> [46] "South Dakota"
#> [47] "Tennessee"
#> [48] "Texas"
#> [49] "United States Virgin Islands"
#> [50] "Utah"
#> [51] "Vermont"
#> [52] "Virginia"
#> [53] "Washington"
#> [54] "West Virginia"
#> [55] "Wisconsin"
#> [56] "Wyoming"
outside48 <- c("Alaska", "Hawaii", "Puerto Rico", "American Samoa", "United States Virgin Islands", "Guam", "Commonwealth of the Northern Mariana Islands")
contig48dc <- filter(states, !(NAME %in% outside48))
qtm(contig48dc)
![](data:image/png;base64,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)
tmap_mode(mode = "plot")
#> tmap mode set to plotting
tm_shape(contig48dc) +
tm_polygons(col = "MAP_COLORS")
![](data:image/png;base64,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)
tmap_mode(mode = "view")
tm_shape(contig48dc) +
tm_polygons(alpha = 0) +
tm_view(basemaps = 'Esri.NatGeoWorldMap')