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Summarizes the number of occurrence records (one row of x = one occurrence) in each biome, for one or more biome schemes. The output is a long-format table with one row per (scheme, biome) pair.

Usage

biomes_tab(x, value = "names")

Arguments

x

A data frame returned by biomes_classify().

value

Character. "names" (default) tabulates the _name columns from biomes_classify(); "ID" tabulates the _value columns.

Value

A data frame with columns scheme, biome, and n (the number of occurrence records in that biome on that scheme).

Details

This function counts occurrences, not species. To count unique species per biome, deduplicate by species before tabulating (e.g. dplyr::distinct(species, biome) after combining classifications with the original data).

Examples

# Load example occurrence data
data("bombacoideae_occurrences")

# \donttest{
# biomes_classify() downloads and caches the biome raster (~36 MB).

# Tabulate by biome name
classified_names <- biomes_classify(
  x     = bombacoideae_occurrences,
  value = "name"
)
#> no biome file or scheme provided using default biomes
#> Coordinates provided as data.frame, assuming WGS84 as CRS.
#> Classified 17030 record(s) against 31 biome layer(s):
#>   - Biome_Inventory_layer_01 (Allen et al., 2020)
#>   - Biome_Inventory_layer_02 (Buchhorn et al., 2019)
#>   - Biome_Inventory_layer_03 (Beck et al., 2018)
#>   - Biome_Inventory_layer_04 (Hengl et al., 2018)
#>   - Biome_Inventory_layer_05 (Dinerstein et al., 2017)
#>   - Biome_Inventory_layer_06 (Zhang et al., 2017)
#>   - Biome_Inventory_layer_07 (Netzel & Stepinski, 2016a)
#>   - Biome_Inventory_layer_08 (Netzel & Stepinski, 2016b)
#>   - Biome_Inventory_layer_09 (Higgins et al., 2016)
#>   - Biome_Inventory_layer_10 (Pfadenhauer & Klötzli, 2014)
#>   - Biome_Inventory_layer_11 (Zhang & Yan, 2014)
#>   - Biome_Inventory_layer_12 (Metzger et al., 2013)
#>   - Biome_Inventory_layer_13 (Food and Agriculture Organization of the United Nations, 2012)
#>   - Biome_Inventory_layer_14 (Tateishi et al., 2011; Tateishi et al., 2014; Kobayashi et al., 2017)
#>   - Biome_Inventory_layer_15 (Defries et al., 2010)
#>   - Biome_Inventory_layer_16 (Ellis et al., 2010)
#>   - Biome_Inventory_layer_17 (European Space Agency, 2010)
#>   - Biome_Inventory_layer_18 (Friedl et al., 2010)
#>   - Biome_Inventory_layer_19 (The Nature Conservancy, 2009)
#>   - Biome_Inventory_layer_20 (Peel et al., 2007)
#>   - Biome_Inventory_layer_21 (Bartholomé & Belward, 2005)
#>   - Biome_Inventory_layer_22 (Kaplan et al., 2003)
#>   - Biome_Inventory_layer_23 (Olson et al., 2001)
#>   - Biome_Inventory_layer_24 (Loveland et al., 2000)
#>   - Biome_Inventory_layer_25 (Ramankutty & Foley, 1999)
#>   - Biome_Inventory_layer_26 (Leemans, 1990)
#>   - Biome_Inventory_layer_27 (Schultz, 1988, 1995, 2002, 2008, 2016)
#>   - Biome_Inventory_layer_28 (Müller-Hohenstein, 1981)
#>   - Biome_Inventory_layer_29 (Schmithüsen, 1976)
#>   - Biome_Inventory_layer_30 (Whittaker, 1975)
#>   - Biome_Inventory_layer_31 (Walter, 1964, 1968; Walter & Breckle, 1970; Breckle & Rafiqpoor, 2019)
biomes_tab(classified_names, value = "names")
#>                       scheme
#> 1   Biome_Inventory_layer_01
#> 2   Biome_Inventory_layer_01
#> 3   Biome_Inventory_layer_01
#> 4   Biome_Inventory_layer_01
#> 5   Biome_Inventory_layer_01
#> 6   Biome_Inventory_layer_01
#> 7   Biome_Inventory_layer_01
#> 8   Biome_Inventory_layer_01
#> 9   Biome_Inventory_layer_01
#> 10  Biome_Inventory_layer_01
#> 11  Biome_Inventory_layer_01
#> 12  Biome_Inventory_layer_01
#> 13  Biome_Inventory_layer_01
#> 14  Biome_Inventory_layer_01
#> 15  Biome_Inventory_layer_01
#> 16  Biome_Inventory_layer_01
#> 17  Biome_Inventory_layer_02
#> 18  Biome_Inventory_layer_02
#> 19  Biome_Inventory_layer_02
#> 20  Biome_Inventory_layer_02
#> 21  Biome_Inventory_layer_02
#> 22  Biome_Inventory_layer_02
#> 23  Biome_Inventory_layer_02
#> 24  Biome_Inventory_layer_02
#> 25  Biome_Inventory_layer_02
#> 26  Biome_Inventory_layer_02
#> 27  Biome_Inventory_layer_02
#> 28  Biome_Inventory_layer_02
#> 29  Biome_Inventory_layer_02
#> 30  Biome_Inventory_layer_02
#> 31  Biome_Inventory_layer_02
#> 32  Biome_Inventory_layer_02
#> 33  Biome_Inventory_layer_03
#> 34  Biome_Inventory_layer_03
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#> 36  Biome_Inventory_layer_03
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#> 49  Biome_Inventory_layer_04
#> 50  Biome_Inventory_layer_04
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#> 64  Biome_Inventory_layer_05
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#> 77  Biome_Inventory_layer_05
#> 78  Biome_Inventory_layer_06
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#> 80  Biome_Inventory_layer_06
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#> 88  Biome_Inventory_layer_07
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#> 99  Biome_Inventory_layer_08
#> 100 Biome_Inventory_layer_08
#> 101 Biome_Inventory_layer_08
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#> 103 Biome_Inventory_layer_08
#> 104 Biome_Inventory_layer_08
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#> 109 Biome_Inventory_layer_08
#> 110 Biome_Inventory_layer_08
#> 111 Biome_Inventory_layer_09
#> 112 Biome_Inventory_layer_09
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#> 114 Biome_Inventory_layer_09
#> 115 Biome_Inventory_layer_09
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#> 120 Biome_Inventory_layer_09
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#> 123 Biome_Inventory_layer_09
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#> 128 Biome_Inventory_layer_10
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#> 134 Biome_Inventory_layer_10
#> 135 Biome_Inventory_layer_10
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#> 138 Biome_Inventory_layer_10
#> 139 Biome_Inventory_layer_10
#> 140 Biome_Inventory_layer_10
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#> 143 Biome_Inventory_layer_10
#> 144 Biome_Inventory_layer_10
#> 145 Biome_Inventory_layer_10
#> 146 Biome_Inventory_layer_10
#> 147 Biome_Inventory_layer_11
#> 148 Biome_Inventory_layer_11
#> 149 Biome_Inventory_layer_11
#> 150 Biome_Inventory_layer_11
#> 151 Biome_Inventory_layer_11
#> 152 Biome_Inventory_layer_11
#> 153 Biome_Inventory_layer_11
#> 154 Biome_Inventory_layer_11
#> 155 Biome_Inventory_layer_11
#> 156 Biome_Inventory_layer_11
#> 157 Biome_Inventory_layer_11
#> 158 Biome_Inventory_layer_12
#> 159 Biome_Inventory_layer_12
#> 160 Biome_Inventory_layer_12
#> 161 Biome_Inventory_layer_12
#> 162 Biome_Inventory_layer_12
#> 163 Biome_Inventory_layer_12
#> 164 Biome_Inventory_layer_12
#> 165 Biome_Inventory_layer_12
#> 166 Biome_Inventory_layer_12
#> 167 Biome_Inventory_layer_12
#> 168 Biome_Inventory_layer_12
#> 169 Biome_Inventory_layer_12
#> 170 Biome_Inventory_layer_12
#> 171 Biome_Inventory_layer_12
#> 172 Biome_Inventory_layer_13
#> 173 Biome_Inventory_layer_13
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#> 175 Biome_Inventory_layer_13
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#> 180 Biome_Inventory_layer_13
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#> 184 Biome_Inventory_layer_13
#> 185 Biome_Inventory_layer_13
#> 186 Biome_Inventory_layer_14
#> 187 Biome_Inventory_layer_14
#> 188 Biome_Inventory_layer_14
#> 189 Biome_Inventory_layer_14
#> 190 Biome_Inventory_layer_14
#> 191 Biome_Inventory_layer_14
#> 192 Biome_Inventory_layer_14
#> 193 Biome_Inventory_layer_14
#> 194 Biome_Inventory_layer_14
#> 195 Biome_Inventory_layer_14
#> 196 Biome_Inventory_layer_14
#> 197 Biome_Inventory_layer_14
#> 198 Biome_Inventory_layer_14
#> 199 Biome_Inventory_layer_14
#> 200 Biome_Inventory_layer_14
#> 201 Biome_Inventory_layer_14
#> 202 Biome_Inventory_layer_14
#> 203 Biome_Inventory_layer_14
#> 204 Biome_Inventory_layer_15
#> 205 Biome_Inventory_layer_15
#> 206 Biome_Inventory_layer_15
#> 207 Biome_Inventory_layer_15
#> 208 Biome_Inventory_layer_15
#> 209 Biome_Inventory_layer_15
#> 210 Biome_Inventory_layer_15
#> 211 Biome_Inventory_layer_15
#> 212 Biome_Inventory_layer_15
#> 213 Biome_Inventory_layer_15
#> 214 Biome_Inventory_layer_15
#> 215 Biome_Inventory_layer_15
#> 216 Biome_Inventory_layer_15
#> 217 Biome_Inventory_layer_16
#> 218 Biome_Inventory_layer_16
#> 219 Biome_Inventory_layer_16
#> 220 Biome_Inventory_layer_16
#> 221 Biome_Inventory_layer_16
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#> 240 Biome_Inventory_layer_17
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#> 259 Biome_Inventory_layer_18
#> 260 Biome_Inventory_layer_18
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#> 266 Biome_Inventory_layer_18
#> 267 Biome_Inventory_layer_18
#> 268 Biome_Inventory_layer_18
#> 269 Biome_Inventory_layer_18
#> 270 Biome_Inventory_layer_18
#> 271 Biome_Inventory_layer_18
#> 272 Biome_Inventory_layer_18
#> 273 Biome_Inventory_layer_18
#> 274 Biome_Inventory_layer_19
#> 275 Biome_Inventory_layer_19
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#> 278 Biome_Inventory_layer_19
#> 279 Biome_Inventory_layer_19
#> 280 Biome_Inventory_layer_19
#> 281 Biome_Inventory_layer_19
#> 282 Biome_Inventory_layer_19
#> 283 Biome_Inventory_layer_19
#> 284 Biome_Inventory_layer_19
#> 285 Biome_Inventory_layer_19
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#> 289 Biome_Inventory_layer_20
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#> 305 Biome_Inventory_layer_21
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#> 378 Biome_Inventory_layer_25
#> 379 Biome_Inventory_layer_25
#> 380 Biome_Inventory_layer_25
#> 381 Biome_Inventory_layer_25
#> 382 Biome_Inventory_layer_25
#> 383 Biome_Inventory_layer_25
#> 384 Biome_Inventory_layer_25
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#> 388 Biome_Inventory_layer_25
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#> 390 Biome_Inventory_layer_26
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#> 424 Biome_Inventory_layer_27
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#> 435 Biome_Inventory_layer_28
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#> 449 Biome_Inventory_layer_29
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#> 468 Biome_Inventory_layer_30
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#> 478 Biome_Inventory_layer_30
#> 479 Biome_Inventory_layer_31
#> 480 Biome_Inventory_layer_31
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#> 491 Biome_Inventory_layer_31
#> 492 Biome_Inventory_layer_31
#> 493 Biome_Inventory_layer_31
#>                                                                                                   biome
#> 1                                                                    Boreal evergreen needleleaf forest
#> 2                                                                                       Boreal parkland
#> 3                                                                   Boreal summergreen broadleaf forest
#> 4                                                                                                Desert
#> 5                                                                                               Savanna
#> 6                                                                                            Semidesert
#> 7                                                                                                Steppe
#> 8                                                                  Temperate broadleaf evergreen forest
#> 9                                                                 Temperate needleleaf evergreen forest
#> 10                                                                                   Temperate parkland
#> 11                                                                                  Temperate shrubland
#> 12                                                                            Tropical evergreen forest
#> 13                                                                                   Tropical grassland
#> 14                                                                            Tropical raingreen forest
#> 15                                                                              Warm temperate woodland
#> 16                                                                                             no_biome
#> 17                                                                          Bare soil/sparse vegetation
#> 18                                                                  Closed forest (deciduous broadleaf)
#> 19                                                                  Closed forest (evergreen broadleaf)
#> 20                                                                 Closed forest (evergreen needleleaf)
#> 21                                                                                Closed forest (mixed)
#> 22                                                                              Closed forest (unknown)
#> 23                                             Cultivated and managed vegetation/agriculture (cropland)
#> 24                                                                                Herbaceous vegetation
#> 25                                                                                   Herbaceous wetland
#> 26                                                                                         Inland water
#> 27                                                                    Open forest (deciduous broadleaf)
#> 28                                                                   Open forest (evergreen needleleaf)
#> 29                                                                                Open forest (unknown)
#> 30                                                                                               Shrubs
#> 31                                                                                                Urban
#> 32                                                                                             no_biome
#> 33                                                                             Af - Tropical rainforest
#> 34                                                                                Am - Tropical monsoon
#> 35                                                                                Aw - Tropical savanna
#> 36                                                                                BSh - Arid steppe hot
#> 37                                                                               BSk - Arid steppe cold
#> 38                                                                                BWh - Arid desert hot
#> 39                                                                               BWk - Arid desert cold
#> 40                                                             Cfa - Temperate no dry season hot summer
#> 41                                                            Cfb - Temperate no dry season warm summer
#> 42                                                                Csa - Temperate dry summer hot summer
#> 43                                                               Csb - Temperate dry summer warm summer
#> 44                                                                Cwa - Temperate dry winter hot summer
#> 45                                                               Cwb - Temperate dry winter warm summer
#> 46                                                                    Dsb - Cold dry summer warm summer
#> 47                                                                                    ET - Polar tundra
#> 48                                                                                             no_biome
#> 49                                                                     Cold evergreen needleleaf forest
#> 50                                                                     Cool evergreen needleleaf forest
#> 51                                                                                    Cool mixed forest
#> 52                                                                            Cool temperate rainforest
#> 53                                                                                               Desert
#> 54                                                                                               Steppe
#> 55                                                                 Temperate deciduous broadleaf forest
#> 56                                                         Temperate evergreen needleleaf open woodland
#> 57                                                     Tropical deciduous broadleaf forest and woodland
#> 58                                                                  Tropical evergreen broadleaf forest
#> 59                                                                                     Tropical savanna
#> 60                                                             Tropical semi-evergreen broadleaf forest
#> 61                                                            Warm temperate evergreen and mixed forest
#> 62                                                                            Xerophytic woodland scrub
#> 63                                                                                             no_biome
#> 64                                                                          Deserts and xeric shrubland
#> 65                                                                        Flooded grassland and savanna
#> 66                                                                                             Mangrove
#> 67                                                             Mediterranean forest woodland and scrub 
#> 68                                                                      Montane grassland and shrubland
#> 69                                                                                         Rock and ice
#> 70                                                                 Temperate broadleaf and mixed forest
#> 71                                                                             Temperate conifer forest
#> 72                                                            Temperate grassland savanna and shrubland
#> 73                                                           Tropical and subtropical coniferous forest
#> 74                                                        Tropical and subtropical dry broadleaf forest
#> 75                                             Tropical and subtropical grassland savanna and shrubland
#> 76                                                      Tropical and subtropical moist broadleaf forest
#> 77                                                                                             no_biome
#> 78                                                                                          Polar frost
#> 79                                                  Temperate continental climate with deciduous forest
#> 80                                                                                     Temperate desert
#> 81                                                                                  Temperate grassland
#> 82                                                                Tropical Sahel and semiarid grassland
#> 83                                                                                      Tropical desert
#> 84                                                                                      Tropical forest
#> 85                                                                                   Tropical grassland
#> 86                                                                              Tropical monsoon forest
#> 87                                                                                             no_biome
#> 88                                                                                           Cluster 10
#> 89                                                                                           Cluster 11
#> 90                                                                                           Cluster 12
#> 91                                                                                           Cluster 13
#> 92                                                                                            Cluster 3
#> 93                                                                                            Cluster 5
#> 94                                                                                            Cluster 6
#> 95                                                                                            Cluster 7
#> 96                                                                                            Cluster 8
#> 97                                                                                            Cluster 9
#> 98                                                                                             no_biome
#> 99                                                                                           Cluster 10
#> 100                                                                                          Cluster 11
#> 101                                                                                          Cluster 12
#> 102                                                                                          Cluster 13
#> 103                                                                                           Cluster 2
#> 104                                                                                           Cluster 3
#> 105                                                                                           Cluster 5
#> 106                                                                                           Cluster 6
#> 107                                                                                           Cluster 7
#> 108                                                                                           Cluster 8
#> 109                                                                                           Cluster 9
#> 110                                                                                            no_biome
#> 111                                                                                                 SHD
#> 112                                                                                                 SHN
#> 113                                                                                                 SLD
#> 114                                                                                                 SLN
#> 115                                                                                                 SMB
#> 116                                                                                                 SMD
#> 117                                                                                                 SMN
#> 118                                                                                                 THB
#> 119                                                                                                 THD
#> 120                                                                                                 THN
#> 121                                                                                                 TLD
#> 122                                                                                                 TLN
#> 123                                                                                                 TMB
#> 124                                                                                                 TMC
#> 125                                                                                                 TMD
#> 126                                                                                                 TMN
#> 127                                                                                            no_biome
#> 128                                                  Evergreen and seasonal tropical lowland rainforest
#> 129                                                                               Evergreen dry savanna
#> 130                                                                             Evergreen moist savanna
#> 131                                                                 Evergreen nemoral coniferous forest
#> 132                                                                 Evergreen subtropical laurel forest
#> 133                                                                     High mountian steppe semidesert
#> 134                                                                                        Inland water
#> 135                                                                                           Mountains
#> 136                                                                               Raingreen dry savanna
#> 137                                                                             Raingreen moist savanna
#> 138                                                        Semievergreen and raingreen deciduous forest
#> 139                                                                               Subtropical grassland
#> 140                                                                      Subtropical sclerophyll forest
#> 141                                                                         Tropical-subtropical desert
#> 142                                                                     Tropical-subtropical dry forest
#> 143                                                          Tropical-subtropical dwarf bush semidesert
#> 144                                                               Tropical-subtropical grass semidesert
#> 145                                                           Tropical-subtropical succulent semidesert
#> 146                                                                                            no_biome
#> 147                                                                  Frigid deciduous coniferous forest
#> 148                                                 Temperate continental climate with deciduous forest
#> 149                                                                                    Temperate desert
#> 150                                                                                 Temperate grassland
#> 151                                          Temperate maritime climate with evergreen broadleaf forest
#> 152                                                               Tropical Sahel and semiarid grassland
#> 153                                                                                     Tropical desert
#> 154                                                                                     Tropical forest
#> 155                                                                                  Tropical grassland
#> 156                                                                             Tropical monsoon forest
#> 157                                                                                            no_biome
#> 158                                                                                      Cold and mesic
#> 159                                                                              Cool temperate and dry
#> 160                                                                            Cool temperate and moist
#> 161                                                                            Cool temperate and xeric
#> 162                                                                            Extremely cold and mesic
#> 163                                                                              Extremely hot and arid
#> 164                                                                             Extremely hot and moist
#> 165                                                                             Extremely hot and xeric
#> 166                                                                                        Hot and arid
#> 167                                                                                         Hot and dry
#> 168                                                                                       Hot and mesic
#> 169                                                                            Warm temperate and mesic
#> 170                                                                            Warm temperate and xeric
#> 171                                                                                            no_biome
#> 172                                                                                        Inland water
#> 173                                                                                  Subtropical desert
#> 174                                                                              Subtropical dry forest
#> 175                                                                            Subtropical humid forest
#> 176                                                                         Subtropical mountain system
#> 177                                                                                  Subtropical steppe
#> 178                                                                           Temperate mountain system
#> 179                                                                                     Tropical desert
#> 180                                                                                 Tropical dry forest
#> 181                                                                               Tropical moist forest
#> 182                                                                            Tropical mountain system
#> 183                                                                                 Tropical rainforest
#> 184                                                                                  Tropical shrubland
#> 185                                                                                            no_biome
#> 186                                                          Bare soil - consolidated (gravel and rock)
#> 187                                                                   Bare soil - unconsolidated (sand)
#> 188                                                                          Broadleaf deciduous forest
#> 189                                                                          Broadleaf evergreen forest
#> 190                                                                                            Cropland
#> 191                                                                    Cropland/other vegetation mosaic
#> 192                                                                                          Herbaceous
#> 193                                                                   Herbaceous with sparse tree/shrub
#> 194                                                                                            Mangrove
#> 195                                                                                        Mixed forest
#> 196                                                                         Needleleaf evergreen forest
#> 197                                                                                         Paddy field
#> 198                                                                                               Shrub
#> 199                                                                                   Sparse vegetation
#> 200                                                                                           Tree open
#> 201                                                                                               Urban
#> 202                                                                                             Wetland
#> 203                                                                                            no_biome
#> 204                                                                                              Barren
#> 205                                                                           Closed bushland/shrubland
#> 206                                                                                            Cropland
#> 207                                                                          Deciduous broadleaf forest
#> 208                                                                          Evergreen broadleaf forest
#> 209                                                                         Evergreen needleleaf forest
#> 210                                                                                           Grassland
#> 211                                                                                        Mixed forest
#> 212                                                                                      Open shrubland
#> 213                                                                                               Urban
#> 214                                                                          Wooded grassland shrubland
#> 215                                                                                            Woodland
#> 216                                                                                            no_biome
#> 217                                                                  Inhabited treeless and barren land
#> 218                                                                                  Irrigated villages
#> 219                                                                                   Mixed settlements
#> 220                                                                                   Pastoral villages
#> 221                                                                                  Populated cropland
#> 222                                                                                 Populated rangeland
#> 223                                                                                  Populated woodland
#> 224                                                                                    Rainfed villages
#> 225                                                                                     Remote cropland
#> 226                                                                                    Remote rangeland
#> 227                                                                                     Remote woodland
#> 228                                                                      Residential irrigated cropland
#> 229                                                                        Residential rainfed cropland
#> 230                                                                               Residential rangeland
#> 231                                                                                Residential woodland
#> 232                                                                                       Rice villages
#> 233                                                                                               Urban
#> 234                                                                       Wild treeless and barren land
#> 235                                                                                       Wild woodland
#> 236                                                                                            no_biome
#> 237                                                                                           Bare soil
#> 238                                                      Closed (>40%) broadleaf deciduous forest (>5m)
#> 239             Closed (>40%) broadleaf forest or shrubland permanently flooded (saline/brackish water)
#> 240                                                     Closed (>40%) needleleaf evergreen forest (>5m)
#> 241              Closed to open (>15%) (broadleaf or needleleaf evergreen or deciduous) shrubland (<5m)
#> 242                            Closed to open (>15%) broadleaf evergreen or semi-deciduous forest (>5m)
#> 243                     Closed to open (>15%) broadleaf forest regularly flooded (fresh/brackish water)
#> 244 Closed to open (>15%) grassland or woody vegetation regularly flooded (fresh/brackish/saline water)
#> 245                      Closed to open (>15%) herbaceous vegetation (grassland savanna or lichen/moss)
#> 246                                   Closed to open (>15%) mixed broadleaf and needleleaf forest (>5m)
#> 247                           Mosaic cropland (50-70%)/vegetation (grassland/shrubland/forest) (20-50%)
#> 248                                              Mosaic forest or shrubland (50-70%)/grassland (20-50%)
#> 249                                              Mosaic grassland (50-70%)/forest or shrubland (20-50%)
#> 250                           Mosaic vegetation (grassland/shrubland/forest) (50-70%)/cropland (20-50%)
#> 251                                             Open (15-40%) broadleaf deciduous forest/woodland (>5m)
#> 252                                        Open (15-40%) needleleaf deciduous or evergreen forest (>5m)
#> 253                                                    Post-flooding or irrigated cropland (or aquatic)
#> 254                                                                                    Rainfed cropland
#> 255                                                                                        Snow and ice
#> 256                                                                            Sparse (<15%) vegetation
#> 257                                                                                               Urban
#> 258                                                                                            no_biome
#> 259                                                                                              Barren
#> 260                                                                                    Closed shrubland
#> 261                                                                                            Cropland
#> 262                                                                  Cropland/natural vegetation mosaic
#> 263                                                                          Deciduous broadleaf forest
#> 264                                                                          Evergreen broadleaf forest
#> 265                                                                         Evergreen needleleaf forest
#> 266                                                                                           Grassland
#> 267                                                                                        Mixed forest
#> 268                                                                                      Open shrubland
#> 269                                                                                   Permanent wetland
#> 270                                                                                             Savanna
#> 271                                                                                               Urban
#> 272                                                                                       Woody savanna
#> 273                                                                                            no_biome
#> 274                                                                              Desert and xeric shrub
#> 275                                                                       Flooded grassland and savanna
#> 276                                                                                        Inland water
#> 277                                                                                            Mangrove
#> 278                                                             Mediterranean forest woodland and scrub
#> 279                                                                         Montane grassland and shrub
#> 280                                                                                        Rock and ice
#> 281                                                                Temperate broadleaf and mixed forest
#> 282                                                                            Temperate conifer forest
#> 283                                                               Temperate grassland savanna and shrub
#> 284                                                              Tropical subtropical coniferous forest
#> 285                                                           Tropical subtropical dry broadleaf forest
#> 286                                                    Tropical subtropical grassland savanna and shrub
#> 287                                                         Tropical subtropical moist broadleaf forest
#> 288                                                                                            no_biome
#> 289                                                                            Af - Tropical rainforest
#> 290                                                                               Am - Tropical monsoon
#> 291                                                                               Aw - Tropical savanna
#> 292                                                                               BSh - Arid steppe hot
#> 293                                                                              BSk - Arid steppe cold
#> 294                                                                               BWh - Arid desert hot
#> 295                                                                              BWk - Arid desert cold
#> 296                                                            Cfa - Temperate no dry season hot summer
#> 297                                                           Cfb - Temperate no dry season warm summer
#> 298                                                               Csa - Temperate dry summer hot summer
#> 299                                                              Csb - Temperate dry summer warm summer
#> 300                                                               Cwa - Temperate dry winter hot summer
#> 301                                                              Cwb - Temperate dry winter warm summer
#> 302                                                                   Dwb - Cold dry winter warm summer
#> 303                                                                                   ET - Polar tundra
#> 304                                                                                            no_biome
#> 305                                                                                           Bare soil
#> 306                                                                         Cultivated and managed area
#> 307                                                                      Herbaceous cover (closed-open)
#> 308                                                                         Mosaic cropland/shrub/grass
#> 309                                                 Mosaic cropland/tree cover/other natural vegetation
#> 310                                                          Mosaic tree cover/other natural vegetation
#> 311                                                            Regularly flooded shrub/herbaceous cover
#> 312                                                                 Shrub cover (closed-open deciduous)
#> 313                                                                 Shrub cover (closed-open evergreen)
#> 314                                                                       Sparse herbaceous/shrub cover
#> 315                                                             Tree cover (broadleaf deciduous closed)
#> 316                                                               Tree cover (broadleaf deciduous open)
#> 317                                                                    Tree cover (broadleaf evergreen)
#> 318                                                                        Tree cover (mixed leaf type)
#> 319                                                                   Tree cover (needleleaf evergreen)
#> 320                                                          Tree cover (regularly flooded fresh water)
#> 321                                                         Tree cover (regularly flooded saline water)
#> 322                                                                                               Urban
#> 323                                                                                            no_biome
#> 324                                                                                              Barren
#> 325                                                                                   Cold mixed forest
#> 326                                                                                 Cool conifer forest
#> 327                                                                      Deciduous taiga/montane forest
#> 328                                                                                              Desert
#> 329                                                                       Evegreen taiga/montane forest
#> 330                                                                               Open conifer woodland
#> 331                                                                                        Snow and ice
#> 332                                                                                       Steppe tundra
#> 333                                                                         Temperate broadleaf savanna
#> 334                                                                            Temperate conifer forest
#> 335                                                                          Temperate deciduous forest
#> 336                                                                                 Temperate grassland
#> 337                                                                      Temperate sclerophyll woodland
#> 338                                                                      Temperate xerophytic shrubland
#> 339                                                                  Tropical deciduous forest/woodland
#> 340                                                                           Tropical evergreen forest
#> 341                                                                                  Tropical grassland
#> 342                                                                                    Tropical savanna
#> 343                                                                      Tropical semi-deciduous forest
#> 344                                                                       Tropical xerophytic shrubland
#> 345                                                                                   Warm mixed forest
#> 346                                                                                            no_biome
#> 347                                                                         Deserts and xeric shrubland
#> 348                                                                       Flooded grassland and savanna
#> 349                                                                                        Inland water
#> 350                                                                                            Mangrove
#> 351                                                             Mediterranean forest woodland and scrub
#> 352                                                                     Montane grassland and shrubland
#> 353                                                                                        Snow and ice
#> 354                                                                Temperate broadleaf and mixed forest
#> 355                                                                            Temperate conifer forest
#> 356                                                           Temperate grassland savanna and shrubland
#> 357                                                          Tropical and subtropical coniferous forest
#> 358                                                       Tropical and subtropical dry broadleaf forest
#> 359                                            Tropical and subtropical grassland savanna and shrubland
#> 360                                                     Tropical and subtropical moist broadleaf forest
#> 361                                                                                            no_biome
#> 362                                                                                        Bare surface
#> 363                                                                                        Closed shrub
#> 364                                                                             Crop/natural vegetation
#> 365                                                                                            Cropland
#> 366                                                                                 Deciduous broadleaf
#> 367                                                                                 Evergreen broadleaf
#> 368                                                                                Evergreen needleleaf
#> 369                                                                                           Grassland
#> 370                                                                                                 Ice
#> 371                                                                                        Mixed forest
#> 372                                                                                          Open shrub
#> 373                                                                                             Savanna
#> 374                                                                                               Urban
#> 375                                                                                            Wetlands
#> 376                                                                                       Woody savanna
#> 377                                                                                            no_biome
#> 378                                                                                     Dense shrubland
#> 379                                                                                   Desert and barren
#> 380                                                                                Grassland and steppe
#> 381                                                                                      Mixed woodland
#> 382                                                                                      Open shrubland
#> 383                                                                                             Savanna
#> 384                                                                        Temperate deciduous woodland
#> 385                                                                        Temperate evergreen woodland
#> 386                                                                         Tropical deciduous woodland
#> 387                                                                         Tropical evergreen woodland
#> 388                                                                                              Tundra
#> 389                                                                                            no_biome
#> 390                                                                                     Boreal dry bush
#> 391                                                                                 Boreal moist forest
#> 392                                                                                   Boreal rainforest
#> 393                                                                                   Boreal wet forest
#> 394                                                                               Cool temperate desert
#> 395                                                                          Cool temperate desert bush
#> 396                                                                         Cool temperate moist forest
#> 397                                                                           Cool temperate rainforest
#> 398                                                                               Cool temperate steppe
#> 399                                                                           Cool temperate wet forest
#> 400                                                                                        Inland water
#> 401                                                                                        Polar desert
#> 402                                                                                   Polar rain tundra
#> 403                                                                                    Polar wet tundra
#> 404                                                                                  Subtropical desert
#> 405                                                                             Subtropical desert bush
#> 406                                                                              Subtropical dry forest
#> 407                                                                            Subtropical moist forest
#> 408                                                                              Subtropical rainforest
#> 409                                                                            Subtropical thorn steppe
#> 410                                                                              Subtropical wet forest
#> 411                                                                                 Tropical dry forest
#> 412                                                                               Tropical moist forest
#> 413                                                                               Tropical thorn steppe
#> 414                                                                            Tropical very dry forest
#> 415                                                                                 Tropical wet forest
#> 416                                                                               Warm temperate desert
#> 417                                                                          Warm temperate desert bush
#> 418                                                                           Warm temperate dry forest
#> 419                                                                         Warm temperate moist forest
#> 420                                                                           Warm temperate rainforest
#> 421                                                                         Warm temperate thorn steppe
#> 422                                                                           Warm temperate wet forest
#> 423                                                                                            no_biome
#> 424                                                                         Continuous moist subtropics
#> 425                                                                            Continuous moist tropics
#> 426                                                                                         Dry savanna
#> 427                                                                                 Moist mid-latitudes
#> 428                                                                                       Moist savanna
#> 429                                                                                           Mountains
#> 430                                                                        Summer moist xeric shrubland
#> 431                                                                         Tropical-subtropical desert
#> 432                                                                                 Winter moist steppe
#> 433                                                                             Winter moist subtropics
#> 434                                                                                            no_biome
#> 435                                                                               Desert and semidesert
#> 436                                                                 Dry savanna and tropical dry forest
#> 437                                                                                          Dry steppe
#> 438                                                                                      Dry zone oasis
#> 439                                                                                        Inland water
#> 440                                                                                       Moist savanna
#> 441                                                                                     Oceanic islands
#> 442                                                                           Temperate forest and bush
#> 443                                                                     Temperate grassland and pasture
#> 444                                                                                             Tillage
#> 445                                                                                Tropical agriculture
#> 446                                                                           Tropical pasture highland
#> 447                                                                                 Tropical rainforest
#> 448                                                                                            no_biome
#> 449                                                                                          Dry desert
#> 450                                                                                         Dry savanna
#> 451                                                                                        Inland water
#> 452                                                            Laurel forest and subtropical rainforest
#> 453                                                                                       Moist savanna
#> 454                                                                          Mountain coniferous forest
#> 455                                                                           Paramo heath and wet Puna
#> 456                                                                              Sclerophyll vegetation
#> 457                                                                                          Semidesert
#> 458                                                                                Temperate rainforest
#> 459                                                                          Thorn and succulent forest
#> 460                                                                                       Thorn savanna
#> 461                                                                          Thorn shrub and succulents
#> 462                                                                                   Transition steppe
#> 463                                                                                 Tropical dry forest
#> 464                                                                        Tropical mountain rainforest
#> 465                                                                                 Tropical rainforest
#> 466                                                                  Tropical semi-evergreen rainforest
#> 467                                                                                            no_biome
#> 468                                                                               Desert and semidesert
#> 469                                                                                       Mediterranean
#> 470                                                                                    Temperate forest
#> 471                                                                                 Temperate grassland
#> 472                                                                                 Tropical rainforest
#> 473                                                                                    Tropical savanna
#> 474                                                                            Tropical seasonal forest
#> 475                                                                                  Tropical thornwood
#> 476                                                                                   Tundra and alpine
#> 477                                                                                            Woodland
#> 478                                                                                            no_biome
#> 479                                                                                   Desert semidesert
#> 480                             ET Desert semidesert - tropical subtropical seasonal rainforest savanna
#> 481                                                              ET Laurel forest - tropical rainforest
#> 482                                 ET Laurel forest - tropical subtropical seasonal rainforest savanna
#> 483                                                                ET Mediterranean - desert semidesert
#> 484                                                          ET Tropical rainforest - desert semidesert
#> 485                           ET Tropical rainforest - tropical subtropical seasonal rainforest savanna
#> 486                                                                                        Inland water
#> 487                                                                                       Laurel forest
#> 488                                                                                       Mediterranean
#> 489                                                                                 Tropical rainforest
#> 490                                                    Tropical subtropical seasonal rainforest savanna
#> 491                                                                              Winter cold semidesert
#> 492                                                                                  Winter cold steppe
#> 493                                                                                            no_biome
#>        n
#> 1      1
#> 2     81
#> 3      6
#> 4      2
#> 5   1316
#> 6    149
#> 7      3
#> 8    876
#> 9    141
#> 10   186
#> 11   236
#> 12  7405
#> 13   860
#> 14  4367
#> 15   370
#> 16  1031
#> 17    16
#> 18   265
#> 19  5946
#> 20   266
#> 21   250
#> 22   222
#> 23  1716
#> 24  1852
#> 25    99
#> 26    99
#> 27   100
#> 28    30
#> 29  2975
#> 30  1953
#> 31   386
#> 32   855
#> 33  3070
#> 34  2105
#> 35  7201
#> 36  1551
#> 37    72
#> 38   103
#> 39    10
#> 40   454
#> 41   238
#> 42   536
#> 43   255
#> 44   465
#> 45   402
#> 46    17
#> 47    18
#> 48   533
#> 49    13
#> 50     1
#> 51     6
#> 52    43
#> 53    21
#> 54   933
#> 55    10
#> 56     3
#> 57   868
#> 58  2583
#> 59  5879
#> 60   704
#> 61  4189
#> 62   930
#> 63   847
#> 64   451
#> 65    54
#> 66   202
#> 67   549
#> 68    15
#> 69     1
#> 70     2
#> 71   226
#> 72    18
#> 73   443
#> 74  2612
#> 75  4632
#> 76  7283
#> 77   542
#> 78     1
#> 79   120
#> 80    27
#> 81     2
#> 82   539
#> 83   409
#> 84  4562
#> 85  5100
#> 86  5168
#> 87  1102
#> 88  1317
#> 89  2644
#> 90   269
#> 91   126
#> 92    22
#> 93  1986
#> 94    92
#> 95  5452
#> 96   380
#> 97  3220
#> 98  1522
#> 99  1597
#> 100  273
#> 101  847
#> 102 1525
#> 103   43
#> 104    2
#> 105 2089
#> 106  554
#> 107 4527
#> 108  324
#> 109 3727
#> 110 1522
#> 111 1630
#> 112  453
#> 113  202
#> 114   33
#> 115   15
#> 116 1683
#> 117  106
#> 118   42
#> 119 4427
#> 120 6563
#> 121   73
#> 122  139
#> 123    1
#> 124    1
#> 125  731
#> 126  846
#> 127   85
#> 128 5665
#> 129   54
#> 130 1351
#> 131   84
#> 132  307
#> 133   35
#> 134    8
#> 135 1846
#> 136  423
#> 137 2616
#> 138 1210
#> 139   10
#> 140  537
#> 141    1
#> 142 2330
#> 143    5
#> 144    1
#> 145   11
#> 146  536
#> 147 1238
#> 148    2
#> 149  151
#> 150  333
#> 151   90
#> 152 4872
#> 153  116
#> 154 2306
#> 155 5617
#> 156 2240
#> 157   65
#> 158   20
#> 159   84
#> 160   43
#> 161  172
#> 162    2
#> 163   13
#> 164 7127
#> 165 3337
#> 166    5
#> 167 1571
#> 168 3106
#> 169  841
#> 170  213
#> 171  496
#> 172   44
#> 173   93
#> 174   20
#> 175  118
#> 176  972
#> 177   61
#> 178   20
#> 179    3
#> 180 2425
#> 181 4044
#> 182 1427
#> 183 6724
#> 184  580
#> 185  499
#> 186    7
#> 187    2
#> 188 1763
#> 189 4554
#> 190 1183
#> 191 1551
#> 192  431
#> 193  772
#> 194   30
#> 195  281
#> 196  362
#> 197   31
#> 198  948
#> 199   64
#> 200 3603
#> 201  538
#> 202  227
#> 203  683
#> 204   24
#> 205  157
#> 206 1757
#> 207  340
#> 208 3475
#> 209    9
#> 210  518
#> 211  106
#> 212  298
#> 213    1
#> 214 6613
#> 215 2630
#> 216 1102
#> 217  103
#> 218  109
#> 219  340
#> 220  547
#> 221  457
#> 222 1862
#> 223 1587
#> 224 1464
#> 225  154
#> 226  814
#> 227  882
#> 228  145
#> 229 2542
#> 230 2645
#> 231 1463
#> 232   58
#> 233  641
#> 234    3
#> 235 1023
#> 236  191
#> 237   28
#> 238  477
#> 239   85
#> 240  752
#> 241 1621
#> 242 5424
#> 243  137
#> 244  130
#> 245  930
#> 246  143
#> 247 1359
#> 248  502
#> 249  241
#> 250 2629
#> 251  865
#> 252    1
#> 253    2
#> 254  596
#> 255    2
#> 256   47
#> 257  196
#> 258  863
#> 259   12
#> 260   35
#> 261  680
#> 262  909
#> 263  414
#> 264 4579
#> 265   60
#> 266 3894
#> 267    9
#> 268  234
#> 269   44
#> 270 3137
#> 271  603
#> 272 1678
#> 273  742
#> 274 1222
#> 275   53
#> 276   23
#> 277  209
#> 278  595
#> 279   23
#> 280    1
#> 281    2
#> 282  209
#> 283    1
#> 284  460
#> 285 1909
#> 286 4552
#> 287 7258
#> 288  513
#> 289 2460
#> 290 2041
#> 291 7724
#> 292 1377
#> 293   78
#> 294  263
#> 295   11
#> 296  440
#> 297  383
#> 298  499
#> 299  169
#> 300  492
#> 301  508
#> 302    1
#> 303   12
#> 304  572
#> 305   50
#> 306 2560
#> 307 1188
#> 308  720
#> 309 1225
#> 310   50
#> 311  100
#> 312 1608
#> 313   56
#> 314  380
#> 315  618
#> 316 1192
#> 317 4572
#> 318  139
#> 319 1423
#> 320  134
#> 321   35
#> 322  210
#> 323  770
#> 324  112
#> 325    4
#> 326   21
#> 327    1
#> 328  205
#> 329   12
#> 330  316
#> 331    1
#> 332    6
#> 333   17
#> 334  464
#> 335    1
#> 336   74
#> 337  167
#> 338  297
#> 339 2429
#> 340 4058
#> 341   13
#> 342 4429
#> 343 1483
#> 344  825
#> 345  991
#> 346 1104
#> 347 1264
#> 348   53
#> 349   23
#> 350  202
#> 351  611
#> 352   23
#> 353    1
#> 354    2
#> 355  126
#> 356   19
#> 357  454
#> 358 1867
#> 359 4607
#> 360 7265
#> 361  513
#> 362   57
#> 363  641
#> 364 2673
#> 365  754
#> 366  375
#> 367 4797
#> 368   76
#> 369  971
#> 370    1
#> 371  222
#> 372  216
#> 373 2355
#> 374  470
#> 375  265
#> 376 2517
#> 377  640
#> 378 1231
#> 379   11
#> 380  704
#> 381  612
#> 382  173
#> 383 4386
#> 384   42
#> 385  483
#> 386 1354
#> 387 7844
#> 388   43
#> 389  147
#> 390    1
#> 391   74
#> 392    7
#> 393    3
#> 394    3
#> 395   59
#> 396  222
#> 397   17
#> 398  316
#> 399   61
#> 400   47
#> 401   16
#> 402    7
#> 403   11
#> 404    2
#> 405   35
#> 406 2109
#> 407 4727
#> 408  112
#> 409  134
#> 410 1103
#> 411 4008
#> 412 1483
#> 413   11
#> 414  694
#> 415   85
#> 416    3
#> 417   10
#> 418  310
#> 419  708
#> 420    3
#> 421   26
#> 422   42
#> 423  581
#> 424  149
#> 425 4558
#> 426 2465
#> 427   32
#> 428 6385
#> 429 1249
#> 430  963
#> 431   51
#> 432    6
#> 433  636
#> 434  536
#> 435   97
#> 436  985
#> 437  587
#> 438   15
#> 439   36
#> 440 3361
#> 441   18
#> 442  296
#> 443    7
#> 444  240
#> 445 4872
#> 446  263
#> 447 5717
#> 448  536
#> 449    4
#> 450  742
#> 451    5
#> 452  161
#> 453 1940
#> 454  319
#> 455  242
#> 456 1272
#> 457  120
#> 458   16
#> 459  706
#> 460  307
#> 461    9
#> 462   37
#> 463 2433
#> 464 1022
#> 465 4100
#> 466 3059
#> 467  536
#> 468  220
#> 469  485
#> 470 1109
#> 471  386
#> 472 5852
#> 473 1703
#> 474 2064
#> 475 3068
#> 476  462
#> 477 1145
#> 478  536
#> 479  229
#> 480  628
#> 481   82
#> 482  548
#> 483  185
#> 484   13
#> 485 3060
#> 486    5
#> 487   22
#> 488  357
#> 489 5050
#> 490 6224
#> 491   90
#> 492    1
#> 493  536

# Tabulate by raster value
classified_ids <- biomes_classify(
  x     = bombacoideae_occurrences,
  value = "ID"
)
#> no biome file or scheme provided using default biomes
#> Coordinates provided as data.frame, assuming WGS84 as CRS.
#> Classified 17030 record(s) against 31 biome layer(s):
#>   - Biome_Inventory_layer_01 (Allen et al., 2020)
#>   - Biome_Inventory_layer_02 (Buchhorn et al., 2019)
#>   - Biome_Inventory_layer_03 (Beck et al., 2018)
#>   - Biome_Inventory_layer_04 (Hengl et al., 2018)
#>   - Biome_Inventory_layer_05 (Dinerstein et al., 2017)
#>   - Biome_Inventory_layer_06 (Zhang et al., 2017)
#>   - Biome_Inventory_layer_07 (Netzel & Stepinski, 2016a)
#>   - Biome_Inventory_layer_08 (Netzel & Stepinski, 2016b)
#>   - Biome_Inventory_layer_09 (Higgins et al., 2016)
#>   - Biome_Inventory_layer_10 (Pfadenhauer & Klötzli, 2014)
#>   - Biome_Inventory_layer_11 (Zhang & Yan, 2014)
#>   - Biome_Inventory_layer_12 (Metzger et al., 2013)
#>   - Biome_Inventory_layer_13 (Food and Agriculture Organization of the United Nations, 2012)
#>   - Biome_Inventory_layer_14 (Tateishi et al., 2011; Tateishi et al., 2014; Kobayashi et al., 2017)
#>   - Biome_Inventory_layer_15 (Defries et al., 2010)
#>   - Biome_Inventory_layer_16 (Ellis et al., 2010)
#>   - Biome_Inventory_layer_17 (European Space Agency, 2010)
#>   - Biome_Inventory_layer_18 (Friedl et al., 2010)
#>   - Biome_Inventory_layer_19 (The Nature Conservancy, 2009)
#>   - Biome_Inventory_layer_20 (Peel et al., 2007)
#>   - Biome_Inventory_layer_21 (Bartholomé & Belward, 2005)
#>   - Biome_Inventory_layer_22 (Kaplan et al., 2003)
#>   - Biome_Inventory_layer_23 (Olson et al., 2001)
#>   - Biome_Inventory_layer_24 (Loveland et al., 2000)
#>   - Biome_Inventory_layer_25 (Ramankutty & Foley, 1999)
#>   - Biome_Inventory_layer_26 (Leemans, 1990)
#>   - Biome_Inventory_layer_27 (Schultz, 1988, 1995, 2002, 2008, 2016)
#>   - Biome_Inventory_layer_28 (Müller-Hohenstein, 1981)
#>   - Biome_Inventory_layer_29 (Schmithüsen, 1976)
#>   - Biome_Inventory_layer_30 (Whittaker, 1975)
#>   - Biome_Inventory_layer_31 (Walter, 1964, 1968; Walter & Breckle, 1970; Breckle & Rafiqpoor, 2019)
biomes_tab(classified_ids, value = "ID")
#>                       scheme biome    n
#> 1   Biome_Inventory_layer_01     1 7405
#> 2   Biome_Inventory_layer_01     2 4367
#> 3   Biome_Inventory_layer_01     3 1316
#> 4   Biome_Inventory_layer_01     4  860
#> 5   Biome_Inventory_layer_01     5  370
#> 6   Biome_Inventory_layer_01     6    2
#> 7   Biome_Inventory_layer_01     7  876
#> 8   Biome_Inventory_layer_01     8  149
#> 9   Biome_Inventory_layer_01     9  236
#> 10  Biome_Inventory_layer_01    10  141
#> 11  Biome_Inventory_layer_01    11    3
#> 12  Biome_Inventory_layer_01    12  186
#> 13  Biome_Inventory_layer_01    15   81
#> 14  Biome_Inventory_layer_01    17    6
#> 15  Biome_Inventory_layer_01    18    1
#> 16  Biome_Inventory_layer_02     1 5946
#> 17  Biome_Inventory_layer_02     2  100
#> 18  Biome_Inventory_layer_02     3 2975
#> 19  Biome_Inventory_layer_02     4 1953
#> 20  Biome_Inventory_layer_02     5   16
#> 21  Biome_Inventory_layer_02     6 1716
#> 22  Biome_Inventory_layer_02     7  265
#> 23  Biome_Inventory_layer_02     8  222
#> 24  Biome_Inventory_layer_02    10 1852
#> 25  Biome_Inventory_layer_02    11   30
#> 26  Biome_Inventory_layer_02    12  250
#> 27  Biome_Inventory_layer_02    13  266
#> 28  Biome_Inventory_layer_02    14   99
#> 29  Biome_Inventory_layer_02    95   99
#> 30  Biome_Inventory_layer_02    98  386
#> 31  Biome_Inventory_layer_03     1 3070
#> 32  Biome_Inventory_layer_03     2 2105
#> 33  Biome_Inventory_layer_03     3 7201
#> 34  Biome_Inventory_layer_03     5 1551
#> 35  Biome_Inventory_layer_03     6  402
#> 36  Biome_Inventory_layer_03     7  465
#> 37  Biome_Inventory_layer_03     8  103
#> 38  Biome_Inventory_layer_03     9  454
#> 39  Biome_Inventory_layer_03    10  255
#> 40  Biome_Inventory_layer_03    13  238
#> 41  Biome_Inventory_layer_03    14  536
#> 42  Biome_Inventory_layer_03    15   10
#> 43  Biome_Inventory_layer_03    16   17
#> 44  Biome_Inventory_layer_03    17   72
#> 45  Biome_Inventory_layer_03    24   18
#> 46  Biome_Inventory_layer_04     1 2583
#> 47  Biome_Inventory_layer_04     2  704
#> 48  Biome_Inventory_layer_04     3 5879
#> 49  Biome_Inventory_layer_04     4  868
#> 50  Biome_Inventory_layer_04     5  930
#> 51  Biome_Inventory_layer_04     6 4189
#> 52  Biome_Inventory_layer_04     7  933
#> 53  Biome_Inventory_layer_04     9   21
#> 54  Biome_Inventory_layer_04    10    3
#> 55  Biome_Inventory_layer_04    11   10
#> 56  Biome_Inventory_layer_04    12   43
#> 57  Biome_Inventory_layer_04    13    6
#> 58  Biome_Inventory_layer_04    15   13
#> 59  Biome_Inventory_layer_04    16    1
#> 60  Biome_Inventory_layer_05     1 7283
#> 61  Biome_Inventory_layer_05     2  202
#> 62  Biome_Inventory_layer_05     3 4632
#> 63  Biome_Inventory_layer_05     4 2612
#> 64  Biome_Inventory_layer_05     5   54
#> 65  Biome_Inventory_layer_05     6  443
#> 66  Biome_Inventory_layer_05     7  451
#> 67  Biome_Inventory_layer_05     8   15
#> 68  Biome_Inventory_layer_05     9  549
#> 69  Biome_Inventory_layer_05    10   18
#> 70  Biome_Inventory_layer_05    11    2
#> 71  Biome_Inventory_layer_05    12  226
#> 72  Biome_Inventory_layer_05    15    1
#> 73  Biome_Inventory_layer_06     1 4562
#> 74  Biome_Inventory_layer_06     2 5168
#> 75  Biome_Inventory_layer_06     3 5100
#> 76  Biome_Inventory_layer_06     4  539
#> 77  Biome_Inventory_layer_06     5   27
#> 78  Biome_Inventory_layer_06     6  409
#> 79  Biome_Inventory_layer_06     7    2
#> 80  Biome_Inventory_layer_06     8  120
#> 81  Biome_Inventory_layer_06    14    1
#> 82  Biome_Inventory_layer_07     1 1986
#> 83  Biome_Inventory_layer_07     2 3220
#> 84  Biome_Inventory_layer_07     3 5452
#> 85  Biome_Inventory_layer_07     4 2644
#> 86  Biome_Inventory_layer_07     5 1317
#> 87  Biome_Inventory_layer_07     6  269
#> 88  Biome_Inventory_layer_07     7  126
#> 89  Biome_Inventory_layer_07     8   92
#> 90  Biome_Inventory_layer_07     9  380
#> 91  Biome_Inventory_layer_07    11   22
#> 92  Biome_Inventory_layer_08     1 2089
#> 93  Biome_Inventory_layer_08     2 4527
#> 94  Biome_Inventory_layer_08     3 3727
#> 95  Biome_Inventory_layer_08     4 1597
#> 96  Biome_Inventory_layer_08     5 1525
#> 97  Biome_Inventory_layer_08     6  273
#> 98  Biome_Inventory_layer_08     7  847
#> 99  Biome_Inventory_layer_08     8  554
#> 100 Biome_Inventory_layer_08     9  324
#> 101 Biome_Inventory_layer_08    11    2
#> 102 Biome_Inventory_layer_08    12   43
#> 103 Biome_Inventory_layer_09     1 6563
#> 104 Biome_Inventory_layer_09     2 4427
#> 105 Biome_Inventory_layer_09     3 1630
#> 106 Biome_Inventory_layer_09     4  453
#> 107 Biome_Inventory_layer_09     5 1683
#> 108 Biome_Inventory_layer_09     6  731
#> 109 Biome_Inventory_layer_09     7  202
#> 110 Biome_Inventory_layer_09     8   33
#> 111 Biome_Inventory_layer_09     9   42
#> 112 Biome_Inventory_layer_09    10   73
#> 113 Biome_Inventory_layer_09    12  139
#> 114 Biome_Inventory_layer_09    13  106
#> 115 Biome_Inventory_layer_09    14  846
#> 116 Biome_Inventory_layer_09    17   15
#> 117 Biome_Inventory_layer_09    18    1
#> 118 Biome_Inventory_layer_09    21    1
#> 119 Biome_Inventory_layer_10     1 5665
#> 120 Biome_Inventory_layer_10     2 2616
#> 121 Biome_Inventory_layer_10     3 1351
#> 122 Biome_Inventory_layer_10     4  423
#> 123 Biome_Inventory_layer_10     5 1210
#> 124 Biome_Inventory_layer_10     6 2330
#> 125 Biome_Inventory_layer_10     7   54
#> 126 Biome_Inventory_layer_10     8    5
#> 127 Biome_Inventory_layer_10     9    1
#> 128 Biome_Inventory_layer_10    10    1
#> 129 Biome_Inventory_layer_10    11  307
#> 130 Biome_Inventory_layer_10    12   11
#> 131 Biome_Inventory_layer_10    13   35
#> 132 Biome_Inventory_layer_10    14   10
#> 133 Biome_Inventory_layer_10    15  537
#> 134 Biome_Inventory_layer_10    24   84
#> 135 Biome_Inventory_layer_10    95    8
#> 136 Biome_Inventory_layer_10    97 1846
#> 137 Biome_Inventory_layer_11     1 2306
#> 138 Biome_Inventory_layer_11     2 2240
#> 139 Biome_Inventory_layer_11     3 5617
#> 140 Biome_Inventory_layer_11     4 4872
#> 141 Biome_Inventory_layer_11     5  116
#> 142 Biome_Inventory_layer_11     6  333
#> 143 Biome_Inventory_layer_11     7 1238
#> 144 Biome_Inventory_layer_11     8  151
#> 145 Biome_Inventory_layer_11     9   90
#> 146 Biome_Inventory_layer_11    10    2
#> 147 Biome_Inventory_layer_12     1 7127
#> 148 Biome_Inventory_layer_12     2 3106
#> 149 Biome_Inventory_layer_12     3 3337
#> 150 Biome_Inventory_layer_12     4   13
#> 151 Biome_Inventory_layer_12     5 1571
#> 152 Biome_Inventory_layer_12     6    5
#> 153 Biome_Inventory_layer_12     7  213
#> 154 Biome_Inventory_layer_12     8  841
#> 155 Biome_Inventory_layer_12     9   43
#> 156 Biome_Inventory_layer_12    10  172
#> 157 Biome_Inventory_layer_12    11   84
#> 158 Biome_Inventory_layer_12    12   20
#> 159 Biome_Inventory_layer_12    14    2
#> 160 Biome_Inventory_layer_13     1 6724
#> 161 Biome_Inventory_layer_13     2 4044
#> 162 Biome_Inventory_layer_13     3 1427
#> 163 Biome_Inventory_layer_13     4  580
#> 164 Biome_Inventory_layer_13     5 2425
#> 165 Biome_Inventory_layer_13     6    3
#> 166 Biome_Inventory_layer_13     7   93
#> 167 Biome_Inventory_layer_13     8  118
#> 168 Biome_Inventory_layer_13     9  972
#> 169 Biome_Inventory_layer_13    10   61
#> 170 Biome_Inventory_layer_13    11   20
#> 171 Biome_Inventory_layer_13    12   20
#> 172 Biome_Inventory_layer_13    95   44
#> 173 Biome_Inventory_layer_14     1   30
#> 174 Biome_Inventory_layer_14     2 4554
#> 175 Biome_Inventory_layer_14     3  772
#> 176 Biome_Inventory_layer_14     4    2
#> 177 Biome_Inventory_layer_14     5   31
#> 178 Biome_Inventory_layer_14     6 1551
#> 179 Biome_Inventory_layer_14     7  948
#> 180 Biome_Inventory_layer_14     8 1763
#> 181 Biome_Inventory_layer_14     9    7
#> 182 Biome_Inventory_layer_14    10 3603
#> 183 Biome_Inventory_layer_14    11  227
#> 184 Biome_Inventory_layer_14    12   64
#> 185 Biome_Inventory_layer_14    13 1183
#> 186 Biome_Inventory_layer_14    14  431
#> 187 Biome_Inventory_layer_14    15  362
#> 188 Biome_Inventory_layer_14    16  281
#> 189 Biome_Inventory_layer_14    98  538
#> 190 Biome_Inventory_layer_15     1 3475
#> 191 Biome_Inventory_layer_15     2 6613
#> 192 Biome_Inventory_layer_15     3 2630
#> 193 Biome_Inventory_layer_15     4  340
#> 194 Biome_Inventory_layer_15     5  518
#> 195 Biome_Inventory_layer_15     6 1757
#> 196 Biome_Inventory_layer_15     7  298
#> 197 Biome_Inventory_layer_15     8  157
#> 198 Biome_Inventory_layer_15     9   24
#> 199 Biome_Inventory_layer_15    10  106
#> 200 Biome_Inventory_layer_15    11    9
#> 201 Biome_Inventory_layer_15    98    1
#> 202 Biome_Inventory_layer_16     1 2645
#> 203 Biome_Inventory_layer_16     2  547
#> 204 Biome_Inventory_layer_16     3 1463
#> 205 Biome_Inventory_layer_16     4   58
#> 206 Biome_Inventory_layer_16     5 1862
#> 207 Biome_Inventory_layer_16     6  882
#> 208 Biome_Inventory_layer_16     7 1587
#> 209 Biome_Inventory_layer_16     8 1464
#> 210 Biome_Inventory_layer_16     9  340
#> 211 Biome_Inventory_layer_16    10  103
#> 212 Biome_Inventory_layer_16    11  814
#> 213 Biome_Inventory_layer_16    12  109
#> 214 Biome_Inventory_layer_16    13 2542
#> 215 Biome_Inventory_layer_16    14  145
#> 216 Biome_Inventory_layer_16    15  457
#> 217 Biome_Inventory_layer_16    16  154
#> 218 Biome_Inventory_layer_16    17    3
#> 219 Biome_Inventory_layer_16    18 1023
#> 220 Biome_Inventory_layer_16    98  641
#> 221 Biome_Inventory_layer_17     1  137
#> 222 Biome_Inventory_layer_17     2 5424
#> 223 Biome_Inventory_layer_17     3  865
#> 224 Biome_Inventory_layer_17     4   85
#> 225 Biome_Inventory_layer_17     5 1621
#> 226 Biome_Inventory_layer_17     6 2629
#> 227 Biome_Inventory_layer_17     7 1359
#> 228 Biome_Inventory_layer_17     8    2
#> 229 Biome_Inventory_layer_17     9  930
#> 230 Biome_Inventory_layer_17    10   28
#> 231 Biome_Inventory_layer_17    11  596
#> 232 Biome_Inventory_layer_17    12  502
#> 233 Biome_Inventory_layer_17    13  477
#> 234 Biome_Inventory_layer_17    14  752
#> 235 Biome_Inventory_layer_17    15  241
#> 236 Biome_Inventory_layer_17    16  130
#> 237 Biome_Inventory_layer_17    17   47
#> 238 Biome_Inventory_layer_17    18  143
#> 239 Biome_Inventory_layer_17    19    1
#> 240 Biome_Inventory_layer_17    20    2
#> 241 Biome_Inventory_layer_17    98  196
#> 242 Biome_Inventory_layer_18     1 4579
#> 243 Biome_Inventory_layer_18     2  909
#> 244 Biome_Inventory_layer_18     3   35
#> 245 Biome_Inventory_layer_18     4   12
#> 246 Biome_Inventory_layer_18     5 3137
#> 247 Biome_Inventory_layer_18     6 3894
#> 248 Biome_Inventory_layer_18     7  680
#> 249 Biome_Inventory_layer_18     8  414
#> 250 Biome_Inventory_layer_18     9 1678
#> 251 Biome_Inventory_layer_18    10  234
#> 252 Biome_Inventory_layer_18    11   44
#> 253 Biome_Inventory_layer_18    12    9
#> 254 Biome_Inventory_layer_18    13   60
#> 255 Biome_Inventory_layer_18    98  603
#> 256 Biome_Inventory_layer_19     1 7258
#> 257 Biome_Inventory_layer_19     2  209
#> 258 Biome_Inventory_layer_19     3 4552
#> 259 Biome_Inventory_layer_19     4 1909
#> 260 Biome_Inventory_layer_19     5  460
#> 261 Biome_Inventory_layer_19     6   53
#> 262 Biome_Inventory_layer_19     7 1222
#> 263 Biome_Inventory_layer_19     8   23
#> 264 Biome_Inventory_layer_19     9  595
#> 265 Biome_Inventory_layer_19    10    2
#> 266 Biome_Inventory_layer_19    11    1
#> 267 Biome_Inventory_layer_19    12  209
#> 268 Biome_Inventory_layer_19    15    1
#> 269 Biome_Inventory_layer_19    95   23
#> 270 Biome_Inventory_layer_20     1 2460
#> 271 Biome_Inventory_layer_20     2 2041
#> 272 Biome_Inventory_layer_20     3 7724
#> 273 Biome_Inventory_layer_20     5 1377
#> 274 Biome_Inventory_layer_20     6  508
#> 275 Biome_Inventory_layer_20     7  492
#> 276 Biome_Inventory_layer_20     8  263
#> 277 Biome_Inventory_layer_20     9  440
#> 278 Biome_Inventory_layer_20    10  169
#> 279 Biome_Inventory_layer_20    11  499
#> 280 Biome_Inventory_layer_20    13   11
#> 281 Biome_Inventory_layer_20    14  383
#> 282 Biome_Inventory_layer_20    15   78
#> 283 Biome_Inventory_layer_20    18    1
#> 284 Biome_Inventory_layer_20    30   12
#> 285 Biome_Inventory_layer_21     1  134
#> 286 Biome_Inventory_layer_21     2 4572
#> 287 Biome_Inventory_layer_21     3   35
#> 288 Biome_Inventory_layer_21     4 1192
#> 289 Biome_Inventory_layer_21     5 1225
#> 290 Biome_Inventory_layer_21     6  720
#> 291 Biome_Inventory_layer_21     7   50
#> 292 Biome_Inventory_layer_21     8 1188
#> 293 Biome_Inventory_layer_21     9 1608
#> 294 Biome_Inventory_layer_21    10 2560
#> 295 Biome_Inventory_layer_21    11  618
#> 296 Biome_Inventory_layer_21    12   56
#> 297 Biome_Inventory_layer_21    13  380
#> 298 Biome_Inventory_layer_21    14   50
#> 299 Biome_Inventory_layer_21    15  100
#> 300 Biome_Inventory_layer_21    16 1423
#> 301 Biome_Inventory_layer_21    17  139
#> 302 Biome_Inventory_layer_21    98  210
#> 303 Biome_Inventory_layer_22     1 4058
#> 304 Biome_Inventory_layer_22     2 1483
#> 305 Biome_Inventory_layer_22     3 4429
#> 306 Biome_Inventory_layer_22     4 2429
#> 307 Biome_Inventory_layer_22     5  825
#> 308 Biome_Inventory_layer_22     6   13
#> 309 Biome_Inventory_layer_22     7  112
#> 310 Biome_Inventory_layer_22     8  205
#> 311 Biome_Inventory_layer_22     9  991
#> 312 Biome_Inventory_layer_22    10  464
#> 313 Biome_Inventory_layer_22    11  167
#> 314 Biome_Inventory_layer_22    12  316
#> 315 Biome_Inventory_layer_22    13  297
#> 316 Biome_Inventory_layer_22    14    6
#> 317 Biome_Inventory_layer_22    15   17
#> 318 Biome_Inventory_layer_22    16    1
#> 319 Biome_Inventory_layer_22    17   74
#> 320 Biome_Inventory_layer_22    18    4
#> 321 Biome_Inventory_layer_22    20   21
#> 322 Biome_Inventory_layer_22    21   12
#> 323 Biome_Inventory_layer_22    22    1
#> 324 Biome_Inventory_layer_22    26    1
#> 325 Biome_Inventory_layer_23     1 7265
#> 326 Biome_Inventory_layer_23     2  202
#> 327 Biome_Inventory_layer_23     3 4607
#> 328 Biome_Inventory_layer_23     4 1867
#> 329 Biome_Inventory_layer_23     5  454
#> 330 Biome_Inventory_layer_23     6   53
#> 331 Biome_Inventory_layer_23     7 1264
#> 332 Biome_Inventory_layer_23     8   23
#> 333 Biome_Inventory_layer_23     9  611
#> 334 Biome_Inventory_layer_23    10    2
#> 335 Biome_Inventory_layer_23    11  126
#> 336 Biome_Inventory_layer_23    12   19
#> 337 Biome_Inventory_layer_23    15    1
#> 338 Biome_Inventory_layer_23    95   23
#> 339 Biome_Inventory_layer_24     1 4797
#> 340 Biome_Inventory_layer_24     2 2355
#> 341 Biome_Inventory_layer_24     3 2673
#> 342 Biome_Inventory_layer_24     4   57
#> 343 Biome_Inventory_layer_24     5 2517
#> 344 Biome_Inventory_layer_24     6  375
#> 345 Biome_Inventory_layer_24     7  265
#> 346 Biome_Inventory_layer_24     8  641
#> 347 Biome_Inventory_layer_24     9  971
#> 348 Biome_Inventory_layer_24    10  754
#> 349 Biome_Inventory_layer_24    11  216
#> 350 Biome_Inventory_layer_24    12  222
#> 351 Biome_Inventory_layer_24    13   76
#> 352 Biome_Inventory_layer_24    15    1
#> 353 Biome_Inventory_layer_24    98  470
#> 354 Biome_Inventory_layer_25     1 7844
#> 355 Biome_Inventory_layer_25     2 1354
#> 356 Biome_Inventory_layer_25     3 4386
#> 357 Biome_Inventory_layer_25     4 1231
#> 358 Biome_Inventory_layer_25     5   11
#> 359 Biome_Inventory_layer_25     6  173
#> 360 Biome_Inventory_layer_25     7  704
#> 361 Biome_Inventory_layer_25     8  483
#> 362 Biome_Inventory_layer_25     9   42
#> 363 Biome_Inventory_layer_25    10  612
#> 364 Biome_Inventory_layer_25    11   43
#> 365 Biome_Inventory_layer_26     1 1483
#> 366 Biome_Inventory_layer_26     2 1103
#> 367 Biome_Inventory_layer_26     3    3
#> 368 Biome_Inventory_layer_26     4   85
#> 369 Biome_Inventory_layer_26     5  112
#> 370 Biome_Inventory_layer_26     6 4008
#> 371 Biome_Inventory_layer_26     7 4727
#> 372 Biome_Inventory_layer_26     8  694
#> 373 Biome_Inventory_layer_26     9   11
#> 374 Biome_Inventory_layer_26    10 2109
#> 375 Biome_Inventory_layer_26    12   42
#> 376 Biome_Inventory_layer_26    14  134
#> 377 Biome_Inventory_layer_26    15    2
#> 378 Biome_Inventory_layer_26    16   35
#> 379 Biome_Inventory_layer_26    17  708
#> 380 Biome_Inventory_layer_26    18    3
#> 381 Biome_Inventory_layer_26    19  310
#> 382 Biome_Inventory_layer_26    20   17
#> 383 Biome_Inventory_layer_26    21   26
#> 384 Biome_Inventory_layer_26    22   10
#> 385 Biome_Inventory_layer_26    23   61
#> 386 Biome_Inventory_layer_26    24    3
#> 387 Biome_Inventory_layer_26    25   59
#> 388 Biome_Inventory_layer_26    26  316
#> 389 Biome_Inventory_layer_26    27    7
#> 390 Biome_Inventory_layer_26    28  222
#> 391 Biome_Inventory_layer_26    30    1
#> 392 Biome_Inventory_layer_26    31    7
#> 393 Biome_Inventory_layer_26    32    3
#> 394 Biome_Inventory_layer_26    33   74
#> 395 Biome_Inventory_layer_26    34   16
#> 396 Biome_Inventory_layer_26    36   11
#> 397 Biome_Inventory_layer_26    95   47
#> 398 Biome_Inventory_layer_27     1 4558
#> 399 Biome_Inventory_layer_27     2 6385
#> 400 Biome_Inventory_layer_27     3 2465
#> 401 Biome_Inventory_layer_27     4  963
#> 402 Biome_Inventory_layer_27     5   51
#> 403 Biome_Inventory_layer_27     6  149
#> 404 Biome_Inventory_layer_27     7    6
#> 405 Biome_Inventory_layer_27     8  636
#> 406 Biome_Inventory_layer_27    11   32
#> 407 Biome_Inventory_layer_27    97 1249
#> 408 Biome_Inventory_layer_28     1 5717
#> 409 Biome_Inventory_layer_28     2  263
#> 410 Biome_Inventory_layer_28     3 3361
#> 411 Biome_Inventory_layer_28     4  985
#> 412 Biome_Inventory_layer_28     5 4872
#> 413 Biome_Inventory_layer_28     6   97
#> 414 Biome_Inventory_layer_28     7   15
#> 415 Biome_Inventory_layer_28     8  587
#> 416 Biome_Inventory_layer_28     9  240
#> 417 Biome_Inventory_layer_28    10    7
#> 418 Biome_Inventory_layer_28    11  296
#> 419 Biome_Inventory_layer_28    95   36
#> 420 Biome_Inventory_layer_28    96   18
#> 421 Biome_Inventory_layer_29     1 4100
#> 422 Biome_Inventory_layer_29     2  242
#> 423 Biome_Inventory_layer_29     3 1940
#> 424 Biome_Inventory_layer_29     4 1022
#> 425 Biome_Inventory_layer_29     5 3059
#> 426 Biome_Inventory_layer_29     6  742
#> 427 Biome_Inventory_layer_29     7  706
#> 428 Biome_Inventory_layer_29     8  307
#> 429 Biome_Inventory_layer_29     9 2433
#> 430 Biome_Inventory_layer_29    10    4
#> 431 Biome_Inventory_layer_29    11  161
#> 432 Biome_Inventory_layer_29    12  120
#> 433 Biome_Inventory_layer_29    13    9
#> 434 Biome_Inventory_layer_29    14 1272
#> 435 Biome_Inventory_layer_29    17   37
#> 436 Biome_Inventory_layer_29    23  319
#> 437 Biome_Inventory_layer_29    24   16
#> 438 Biome_Inventory_layer_29    95    5
#> 439 Biome_Inventory_layer_30     1 5852
#> 440 Biome_Inventory_layer_30     2 1703
#> 441 Biome_Inventory_layer_30     3 3068
#> 442 Biome_Inventory_layer_30     4 2064
#> 443 Biome_Inventory_layer_30     5 1145
#> 444 Biome_Inventory_layer_30     6  220
#> 445 Biome_Inventory_layer_30     7  485
#> 446 Biome_Inventory_layer_30     8 1109
#> 447 Biome_Inventory_layer_30     9  386
#> 448 Biome_Inventory_layer_30    11  462
#> 449 Biome_Inventory_layer_31     1   13
#> 450 Biome_Inventory_layer_31     2 5050
#> 451 Biome_Inventory_layer_31     3 3060
#> 452 Biome_Inventory_layer_31     4 6224
#> 453 Biome_Inventory_layer_31     5  628
#> 454 Biome_Inventory_layer_31     6  229
#> 455 Biome_Inventory_layer_31     7  548
#> 456 Biome_Inventory_layer_31     8   82
#> 457 Biome_Inventory_layer_31    10  185
#> 458 Biome_Inventory_layer_31    12   22
#> 459 Biome_Inventory_layer_31    16  357
#> 460 Biome_Inventory_layer_31    19    1
#> 461 Biome_Inventory_layer_31    20   90
#> 462 Biome_Inventory_layer_31    95    5
# }