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Summarizes the number of occurrence records (one row of x = one occurrence) in each biome, for one or more biome layers. The output is a long-format table with one row per (layer, 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 class 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("biomes_example")

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

# Tabulate by biome name
classified_names <- biomes_classify(
  x     = biomes_example,
  value = "name"
)
#> no biome file or scheme provided using default biomes
#> Coordinates provided as data.frame, assuming WGS84 as CRS.
#> Classified 29104 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
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#> 21  Biome_Inventory_layer_02
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#>                                                                                                   biome
#> 1                                                                    Boreal evergreen needleleaf forest
#> 2                                                                                       Boreal parkland
#> 3                                                                   Boreal summergreen broadleaf forest
#> 4                                                                                                Desert
#> 5                                                                                               Savanna
#> 6                                                                                            Semidesert
#> 7                                                                                          Shrub tundra
#> 8                                                                                                Steppe
#> 9                                                                  Temperate broadleaf evergreen forest
#> 10                                                                               Temperate mixed forest
#> 11                                                                Temperate needleleaf evergreen forest
#> 12                                                                                   Temperate parkland
#> 13                                                                                  Temperate shrubland
#> 14                                                                         Temperate summergreen forest
#> 15                                                                            Tropical evergreen forest
#> 16                                                                                   Tropical grassland
#> 17                                                                            Tropical raingreen forest
#> 18                                                                                               Tundra
#> 19                                                                              Warm temperate woodland
#> 20                                                                                             no_biome
#> 21                                                                          Bare soil/sparse vegetation
#> 22                                                                  Closed forest (deciduous broadleaf)
#> 23                                                                 Closed forest (deciduous needleleaf)
#> 24                                                                  Closed forest (evergreen broadleaf)
#> 25                                                                 Closed forest (evergreen needleleaf)
#> 26                                                                                Closed forest (mixed)
#> 27                                                                              Closed forest (unknown)
#> 28                                             Cultivated and managed vegetation/agriculture (cropland)
#> 29                                                                                Herbaceous vegetation
#> 30                                                                                   Herbaceous wetland
#> 31                                                                                         Inland water
#> 32                                                                    Open forest (deciduous broadleaf)
#> 33                                                                   Open forest (evergreen needleleaf)
#> 34                                                                                Open forest (unknown)
#> 35                                                                                               Shrubs
#> 36                                                                                         Snow and ice
#> 37                                                                                                Urban
#> 38                                                                                             no_biome
#> 39                                                                             Af - Tropical rainforest
#> 40                                                                                Am - Tropical monsoon
#> 41                                                                                Aw - Tropical savanna
#> 42                                                                                BSh - Arid steppe hot
#> 43                                                                               BSk - Arid steppe cold
#> 44                                                                                BWh - Arid desert hot
#> 45                                                                               BWk - Arid desert cold
#> 46                                                             Cfa - Temperate no dry season hot summer
#> 47                                                            Cfb - Temperate no dry season warm summer
#> 48                                                            Cfc - Temperate no dry season cold summer
#> 49                                                                Csa - Temperate dry summer hot summer
#> 50                                                               Csb - Temperate dry summer warm summer
#> 51                                                                Cwa - Temperate dry winter hot summer
#> 52                                                               Cwb - Temperate dry winter warm summer
#> 53                                                                  Dfa - Cold no dry season hot summer
#> 54                                                                 Dfb - Cold no dry season warm summer
#> 55                                                                 Dfc - Cold no dry season cold summer
#> 56                                                                     Dsa - Cold dry summer hot summer
#> 57                                                                    Dsb - Cold dry summer warm summer
#> 58                                                                    Dsc - Cold dry summer cold summer
#> 59                                                                     Dwa - Cold dry winter hot summer
#> 60                                                                    Dwb - Cold dry winter warm summer
#> 61                                                                    Dwc - Cold dry winter cold summer
#> 62                                                                                     EF - Polar frost
#> 63                                                                                    ET - Polar tundra
#> 64                                                                                             no_biome
#> 65                                                                                Cold deciduous forest
#> 66                                                                     Cold evergreen needleleaf forest
#> 67                                                                     Cool evergreen needleleaf forest
#> 68                                                                                    Cool mixed forest
#> 69                                                                            Cool temperate rainforest
#> 70                                                                                               Desert
#> 71                                                                             Erect dwarf shrub tundra
#> 72                                                                            Graminoid and forb tundra
#> 73                                                                            Low and high shrub tundra
#> 74                                                                                               Steppe
#> 75                                                                 Temperate deciduous broadleaf forest
#> 76                                                         Temperate evergreen needleleaf open woodland
#> 77                                                         Temperate sclerophyll woodland and shrubland
#> 78                                                     Tropical deciduous broadleaf forest and woodland
#> 79                                                                  Tropical evergreen broadleaf forest
#> 80                                                                                     Tropical savanna
#> 81                                                             Tropical semi-evergreen broadleaf forest
#> 82                                                            Warm temperate evergreen and mixed forest
#> 83                                                                            Xerophytic woodland scrub
#> 84                                                                                             no_biome
#> 85                                                                                  Boreal forest/taiga
#> 86                                                                          Deserts and xeric shrubland
#> 87                                                                        Flooded grassland and savanna
#> 88                                                                                             Mangrove
#> 89                                                             Mediterranean forest woodland and scrub 
#> 90                                                                      Montane grassland and shrubland
#> 91                                                                                         Rock and ice
#> 92                                                                 Temperate broadleaf and mixed forest
#> 93                                                                             Temperate conifer forest
#> 94                                                            Temperate grassland savanna and shrubland
#> 95                                                           Tropical and subtropical coniferous forest
#> 96                                                        Tropical and subtropical dry broadleaf forest
#> 97                                             Tropical and subtropical grassland savanna and shrubland
#> 98                                                      Tropical and subtropical moist broadleaf forest
#> 99                                                                                               Tundra
#> 100                                                                                            no_biome
#> 101                                                                  Frigid deciduous coniferous forest
#> 102                                                                  Frigid evergreen coniferous forest
#> 103                                                                                         Polar frost
#> 104                                                                                        Polar tundra
#> 105                                                                             Sub-frigid mixed forest
#> 106                                                 Temperate continental climate with deciduous forest
#> 107                                                                                    Temperate desert
#> 108                                                                                 Temperate grassland
#> 109                                          Temperate maritime climate with evergreen broadleaf forest
#> 110                                                               Tropical Sahel and semiarid grassland
#> 111                                                                                     Tropical desert
#> 112                                                                                     Tropical forest
#> 113                                                                                  Tropical grassland
#> 114                                                                             Tropical monsoon forest
#> 115                                                                                            no_biome
#> 116                                                                                          Cluster 10
#> 117                                                                                          Cluster 11
#> 118                                                                                          Cluster 12
#> 119                                                                                          Cluster 13
#> 120                                                                                           Cluster 2
#> 121                                                                                           Cluster 3
#> 122                                                                                           Cluster 4
#> 123                                                                                           Cluster 5
#> 124                                                                                           Cluster 6
#> 125                                                                                           Cluster 7
#> 126                                                                                           Cluster 8
#> 127                                                                                           Cluster 9
#> 128                                                                                            no_biome
#> 129                                                                                           Cluster 1
#> 130                                                                                          Cluster 10
#> 131                                                                                          Cluster 11
#> 132                                                                                          Cluster 12
#> 133                                                                                          Cluster 13
#> 134                                                                                           Cluster 2
#> 135                                                                                           Cluster 3
#> 136                                                                                           Cluster 4
#> 137                                                                                           Cluster 5
#> 138                                                                                           Cluster 6
#> 139                                                                                           Cluster 7
#> 140                                                                                           Cluster 8
#> 141                                                                                           Cluster 9
#> 142                                                                                            no_biome
#> 143                                                                                                 SHB
#> 144                                                                                                 SHC
#> 145                                                                                                 SHD
#> 146                                                                                                 SHN
#> 147                                                                                                 SLB
#> 148                                                                                                 SLC
#> 149                                                                                                 SLD
#> 150                                                                                                 SLN
#> 151                                                                                                 SMB
#> 152                                                                                                 SMC
#> 153                                                                                                 SMD
#> 154                                                                                                 SMN
#> 155                                                                                                 THB
#> 156                                                                                                 THC
#> 157                                                                                                 THD
#> 158                                                                                                 THN
#> 159                                                                                                 TLB
#> 160                                                                                                 TLC
#> 161                                                                                                 TLD
#> 162                                                                                                 TLN
#> 163                                                                                                 TMB
#> 164                                                                                                 TMC
#> 165                                                                                                 TMD
#> 166                                                                                                 TMN
#> 167                                                                                            no_biome
#> 168                                                  Evergreen and seasonal tropical lowland rainforest
#> 169                                                 Evergreen and summergreen forest, tall-grass steppe
#> 170                                                                  Evergreen boreal coniferous forest
#> 171                                                                               Evergreen dry savanna
#> 172                                                                             Evergreen moist savanna
#> 173                                                                 Evergreen nemoral Nothofagus forest
#> 174                                                                 Evergreen nemoral coniferous forest
#> 175                                                                     Evergreen nemoral laural forest
#> 176                                                                 Evergreen subtropical laurel forest
#> 177                                                        Hemiboreal deciduous coniferous mixed forest
#> 178                                                                     High mountian steppe semidesert
#> 179                                                                                        Inland water
#> 180                                                                          Mixed and low-grass steppe
#> 181                                                                                           Mountains
#> 182                                                                                      Nemoral desert
#> 183                                                                                  Nemoral dry forest
#> 184                                                                       Nemoral dwarf bush semidesert
#> 185                                                                                     Oceanic islands
#> 186                                                                   Polar gras and dwarf shrub tundra
#> 187                                                                               Raingreen dry savanna
#> 188                                                                             Raingreen moist savanna
#> 189                                                        Semievergreen and raingreen deciduous forest
#> 190                                                                               Subtropical grassland
#> 191                                                                      Subtropical sclerophyll forest
#> 192                                                                 Summergreen boreal deciduous forest
#> 193                                                                Summergreen nemoral deciduous forest
#> 194                                                                         Tropical-subtropical desert
#> 195                                                                     Tropical-subtropical dry forest
#> 196                                                          Tropical-subtropical dwarf bush semidesert
#> 197                                                               Tropical-subtropical grass semidesert
#> 198                                                           Tropical-subtropical succulent semidesert
#> 199                                                                                            no_biome
#> 200                                                                  Frigid deciduous coniferous forest
#> 201                                                                                        Polar tundra
#> 202                                                                             Sub-frigid mixed forest
#> 203                                                 Temperate continental climate with deciduous forest
#> 204                                                                                    Temperate desert
#> 205                                                                                 Temperate grassland
#> 206                                          Temperate maritime climate with evergreen broadleaf forest
#> 207                                                               Tropical Sahel and semiarid grassland
#> 208                                                                                     Tropical desert
#> 209                                                                                     Tropical forest
#> 210                                                                                  Tropical grassland
#> 211                                                                             Tropical monsoon forest
#> 212                                                                                            no_biome
#> 213                                                                                              Arctic
#> 214                                                                                      Cold and mesic
#> 215                                                                                        Cold and wet
#> 216                                                                              Cool temperate and dry
#> 217                                                                            Cool temperate and moist
#> 218                                                                            Cool temperate and xeric
#> 219                                                                            Extremely cold and mesic
#> 220                                                                              Extremely cold and wet
#> 221                                                                              Extremely hot and arid
#> 222                                                                             Extremely hot and moist
#> 223                                                                             Extremely hot and xeric
#> 224                                                                                        Hot and arid
#> 225                                                                                         Hot and dry
#> 226                                                                                       Hot and mesic
#> 227                                                                            Warm temperate and mesic
#> 228                                                                            Warm temperate and xeric
#> 229                                                                                            no_biome
#> 230                                                                            Boreal coniferous forest
#> 231                                                                              Boreal mountain system
#> 232                                                                              Boreal tundra woodland
#> 233                                                                                        Inland water
#> 234                                                                                               Polar
#> 235                                                                                  Subtropical desert
#> 236                                                                              Subtropical dry forest
#> 237                                                                            Subtropical humid forest
#> 238                                                                         Subtropical mountain system
#> 239                                                                                  Subtropical steppe
#> 240                                                                        Temperate continental forest
#> 241                                                                                    Temperate desert
#> 242                                                                           Temperate mountain system
#> 243                                                                            Temperate oceanic forest
#> 244                                                                                    Temperate steppe
#> 245                                                                                     Tropical desert
#> 246                                                                                 Tropical dry forest
#> 247                                                                               Tropical moist forest
#> 248                                                                            Tropical mountain system
#> 249                                                                                 Tropical rainforest
#> 250                                                                                  Tropical shrubland
#> 251                                                                                            no_biome
#> 252                                                          Bare soil - consolidated (gravel and rock)
#> 253                                                                   Bare soil - unconsolidated (sand)
#> 254                                                                          Broadleaf deciduous forest
#> 255                                                                          Broadleaf evergreen forest
#> 256                                                                                            Cropland
#> 257                                                                    Cropland/other vegetation mosaic
#> 258                                                                                          Herbaceous
#> 259                                                                   Herbaceous with sparse tree/shrub
#> 260                                                                                            Mangrove
#> 261                                                                                        Mixed forest
#> 262                                                                         Needleleaf deciduous forest
#> 263                                                                         Needleleaf evergreen forest
#> 264                                                                                         Paddy field
#> 265                                                                                               Shrub
#> 266                                                                                        Snow and ice
#> 267                                                                                   Sparse vegetation
#> 268                                                                                           Tree open
#> 269                                                                                               Urban
#> 270                                                                                             Wetland
#> 271                                                                                            no_biome
#> 272                                                                                              Barren
#> 273                                                                           Closed bushland/shrubland
#> 274                                                                                            Cropland
#> 275                                                                          Deciduous broadleaf forest
#> 276                                                                          Evergreen broadleaf forest
#> 277                                                                         Evergreen needleleaf forest
#> 278                                                                                           Grassland
#> 279                                                                                        Mixed forest
#> 280                                                                                      Open shrubland
#> 281                                                                                               Urban
#> 282                                                                          Wooded grassland shrubland
#> 283                                                                                            Woodland
#> 284                                                                                            no_biome
#> 285                                                                  Inhabited treeless and barren land
#> 286                                                                                  Irrigated villages
#> 287                                                                                   Mixed settlements
#> 288                                                                                   Pastoral villages
#> 289                                                                                  Populated cropland
#> 290                                                                                 Populated rangeland
#> 291                                                                                  Populated woodland
#> 292                                                                                    Rainfed villages
#> 293                                                                                     Remote cropland
#> 294                                                                                    Remote rangeland
#> 295                                                                                     Remote woodland
#> 296                                                                      Residential irrigated cropland
#> 297                                                                        Residential rainfed cropland
#> 298                                                                               Residential rangeland
#> 299                                                                                Residential woodland
#> 300                                                                                       Rice villages
#> 301                                                                                               Urban
#> 302                                                                       Wild treeless and barren land
#> 303                                                                                       Wild woodland
#> 304                                                                                            no_biome
#> 305                                                                                           Bare soil
#> 306                                                      Closed (>40%) broadleaf deciduous forest (>5m)
#> 307             Closed (>40%) broadleaf forest or shrubland permanently flooded (saline/brackish water)
#> 308                                                     Closed (>40%) needleleaf evergreen forest (>5m)
#> 309              Closed to open (>15%) (broadleaf or needleleaf evergreen or deciduous) shrubland (<5m)
#> 310                            Closed to open (>15%) broadleaf evergreen or semi-deciduous forest (>5m)
#> 311                     Closed to open (>15%) broadleaf forest regularly flooded (fresh/brackish water)
#> 312 Closed to open (>15%) grassland or woody vegetation regularly flooded (fresh/brackish/saline water)
#> 313                      Closed to open (>15%) herbaceous vegetation (grassland savanna or lichen/moss)
#> 314                                   Closed to open (>15%) mixed broadleaf and needleleaf forest (>5m)
#> 315                           Mosaic cropland (50-70%)/vegetation (grassland/shrubland/forest) (20-50%)
#> 316                                              Mosaic forest or shrubland (50-70%)/grassland (20-50%)
#> 317                                              Mosaic grassland (50-70%)/forest or shrubland (20-50%)
#> 318                           Mosaic vegetation (grassland/shrubland/forest) (50-70%)/cropland (20-50%)
#> 319                                             Open (15-40%) broadleaf deciduous forest/woodland (>5m)
#> 320                                        Open (15-40%) needleleaf deciduous or evergreen forest (>5m)
#> 321                                                    Post-flooding or irrigated cropland (or aquatic)
#> 322                                                                                    Rainfed cropland
#> 323                                                                                        Snow and ice
#> 324                                                                            Sparse (<15%) vegetation
#> 325                                                                                               Urban
#> 326                                                                                            no_biome
#> 327                                                                                              Barren
#> 328                                                                                    Closed shrubland
#> 329                                                                                            Cropland
#> 330                                                                  Cropland/natural vegetation mosaic
#> 331                                                                          Deciduous broadleaf forest
#> 332                                                                          Evergreen broadleaf forest
#> 333                                                                         Evergreen needleleaf forest
#> 334                                                                                           Grassland
#> 335                                                                                        Mixed forest
#> 336                                                                                      Open shrubland
#> 337                                                                                   Permanent wetland
#> 338                                                                                             Savanna
#> 339                                                                                        Snow and ice
#> 340                                                                                               Urban
#> 341                                                                                       Woody savanna
#> 342                                                                                            no_biome
#> 343                                                                                 Boreal forest/taiga
#> 344                                                                              Desert and xeric shrub
#> 345                                                                       Flooded grassland and savanna
#> 346                                                                                        Inland water
#> 347                                                                                            Mangrove
#> 348                                                             Mediterranean forest woodland and scrub
#> 349                                                                         Montane grassland and shrub
#> 350                                                                                        Rock and ice
#> 351                                                                Temperate broadleaf and mixed forest
#> 352                                                                            Temperate conifer forest
#> 353                                                               Temperate grassland savanna and shrub
#> 354                                                              Tropical subtropical coniferous forest
#> 355                                                           Tropical subtropical dry broadleaf forest
#> 356                                                    Tropical subtropical grassland savanna and shrub
#> 357                                                         Tropical subtropical moist broadleaf forest
#> 358                                                                                              Tundra
#> 359                                                                                            no_biome
#> 360                                                                            Af - Tropical rainforest
#> 361                                                                               Am - Tropical monsoon
#> 362                                                                               Aw - Tropical savanna
#> 363                                                                               BSh - Arid steppe hot
#> 364                                                                              BSk - Arid steppe cold
#> 365                                                                               BWh - Arid desert hot
#> 366                                                                              BWk - Arid desert cold
#> 367                                                            Cfa - Temperate no dry season hot summer
#> 368                                                           Cfb - Temperate no dry season warm summer
#> 369                                                           Cfc - Temperate no dry season cold summer
#> 370                                                               Csa - Temperate dry summer hot summer
#> 371                                                              Csb - Temperate dry summer warm summer
#> 372                                                               Cwa - Temperate dry winter hot summer
#> 373                                                              Cwb - Temperate dry winter warm summer
#> 374                                                                 Dfa - Cold no dry season hot summer
#> 375                                                                Dfb - Cold no dry season warm summer
#> 376                                                                Dfc - Cold no dry season cold summer
#> 377                                                                    Dsa - Cold dry summer hot summer
#> 378                                                                   Dsb - Cold dry summer warm summer
#> 379                                                                   Dsc - Cold dry summer cold summer
#> 380                                                                    Dwa - Cold dry winter hot summer
#> 381                                                                   Dwb - Cold dry winter warm summer
#> 382                                                                   Dwc - Cold dry winter cold summer
#> 383                                                                                    EF - Polar frost
#> 384                                                                          EFH - Polar frost highland
#> 385                                                                                   ET - Polar tundra
#> 386                                                                         ETH - Polar tundra highland
#> 387                                                                                            no_biome
#> 388                                                                                           Bare soil
#> 389                                                                         Cultivated and managed area
#> 390                                                                      Herbaceous cover (closed-open)
#> 391                                                                         Mosaic cropland/shrub/grass
#> 392                                                 Mosaic cropland/tree cover/other natural vegetation
#> 393                                                          Mosaic tree cover/other natural vegetation
#> 394                                                            Regularly flooded shrub/herbaceous cover
#> 395                                                                 Shrub cover (closed-open deciduous)
#> 396                                                                 Shrub cover (closed-open evergreen)
#> 397                                                                                        Snow and ice
#> 398                                                                       Sparse herbaceous/shrub cover
#> 399                                                             Tree cover (broadleaf deciduous closed)
#> 400                                                               Tree cover (broadleaf deciduous open)
#> 401                                                                    Tree cover (broadleaf evergreen)
#> 402                                                                                  Tree cover (burnt)
#> 403                                                                        Tree cover (mixed leaf type)
#> 404                                                                   Tree cover (needleleaf deciduous)
#> 405                                                                   Tree cover (needleleaf evergreen)
#> 406                                                          Tree cover (regularly flooded fresh water)
#> 407                                                         Tree cover (regularly flooded saline water)
#> 408                                                                                               Urban
#> 409                                                                                            no_biome
#> 410                                                                                              Barren
#> 411                                                                                   Cold mixed forest
#> 412                                                                                 Cool conifer forest
#> 413                                                                                   Cool mixed forest
#> 414                                                                       Cushion-forbs lichen and moss
#> 415                                                                      Deciduous taiga/montane forest
#> 416                                                                                              Desert
#> 417                                                                                  Dwarf shrub tundra
#> 418                                                                       Evegreen taiga/montane forest
#> 419                                                                               Open conifer woodland
#> 420                                                                              Prostrate shrub tundra
#> 421                                                                                        Shrub tundra
#> 422                                                                                        Snow and ice
#> 423                                                                                       Steppe tundra
#> 424                                                                         Temperate broadleaf savanna
#> 425                                                                            Temperate conifer forest
#> 426                                                                          Temperate deciduous forest
#> 427                                                                                 Temperate grassland
#> 428                                                                      Temperate sclerophyll woodland
#> 429                                                                      Temperate xerophytic shrubland
#> 430                                                                  Tropical deciduous forest/woodland
#> 431                                                                           Tropical evergreen forest
#> 432                                                                                  Tropical grassland
#> 433                                                                                    Tropical savanna
#> 434                                                                      Tropical semi-deciduous forest
#> 435                                                                       Tropical xerophytic shrubland
#> 436                                                                                   Warm mixed forest
#> 437                                                                                            no_biome
#> 438                                                                                 Boreal forest/taiga
#> 439                                                                         Deserts and xeric shrubland
#> 440                                                                       Flooded grassland and savanna
#> 441                                                                                        Inland water
#> 442                                                                                            Mangrove
#> 443                                                             Mediterranean forest woodland and scrub
#> 444                                                                     Montane grassland and shrubland
#> 445                                                                                        Snow and ice
#> 446                                                                Temperate broadleaf and mixed forest
#> 447                                                                            Temperate conifer forest
#> 448                                                           Temperate grassland savanna and shrubland
#> 449                                                          Tropical and subtropical coniferous forest
#> 450                                                       Tropical and subtropical dry broadleaf forest
#> 451                                            Tropical and subtropical grassland savanna and shrubland
#> 452                                                     Tropical and subtropical moist broadleaf forest
#> 453                                                                                              Tundra
#> 454                                                                                            no_biome
#> 455                                                                                        Bare surface
#> 456                                                                                        Closed shrub
#> 457                                                                             Crop/natural vegetation
#> 458                                                                                            Cropland
#> 459                                                                                 Deciduous broadleaf
#> 460                                                                                Deciduous needleleaf
#> 461                                                                                 Evergreen broadleaf
#> 462                                                                                Evergreen needleleaf
#> 463                                                                                           Grassland
#> 464                                                                                                 Ice
#> 465                                                                                        Mixed forest
#> 466                                                                                          Open shrub
#> 467                                                                                             Savanna
#> 468                                                                                               Urban
#> 469                                                                                            Wetlands
#> 470                                                                                       Woody savanna
#> 471                                                                                            no_biome
#> 472                                                                                     Boreal woodland
#> 473                                                                                     Dense shrubland
#> 474                                                                                   Desert and barren
#> 475                                                                                Grassland and steppe
#> 476                                                                                      Mixed woodland
#> 477                                                                                      Open shrubland
#> 478                                                                                             Savanna
#> 479                                                                        Temperate deciduous woodland
#> 480                                                                        Temperate evergreen woodland
#> 481                                                                         Tropical deciduous woodland
#> 482                                                                         Tropical evergreen woodland
#> 483                                                                                              Tundra
#> 484                                                                                            no_biome
#> 485                                                                                       Boreal desert
#> 486                                                                                     Boreal dry bush
#> 487                                                                                 Boreal moist forest
#> 488                                                                                   Boreal rainforest
#> 489                                                                                   Boreal wet forest
#> 490                                                                               Cool temperate desert
#> 491                                                                          Cool temperate desert bush
#> 492                                                                         Cool temperate moist forest
#> 493                                                                           Cool temperate rainforest
#> 494                                                                               Cool temperate steppe
#> 495                                                                           Cool temperate wet forest
#> 496                                                                                                 Ice
#> 497                                                                                        Inland water
#> 498                                                                                        Polar desert
#> 499                                                                                    Polar dry tundra
#> 500                                                                                  Polar moist tundra
#> 501                                                                                   Polar rain tundra
#> 502                                                                                    Polar wet tundra
#> 503                                                                                  Subtropical desert
#> 504                                                                             Subtropical desert bush
#> 505                                                                              Subtropical dry forest
#> 506                                                                            Subtropical moist forest
#> 507                                                                              Subtropical rainforest
#> 508                                                                            Subtropical thorn steppe
#> 509                                                                              Subtropical wet forest
#> 510                                                                                     Tropical desert
#> 511                                                                                 Tropical dry forest
#> 512                                                                               Tropical moist forest
#> 513                                                                               Tropical thorn steppe
#> 514                                                                            Tropical very dry forest
#> 515                                                                                 Tropical wet forest
#> 516                                                                               Warm temperate desert
#> 517                                                                          Warm temperate desert bush
#> 518                                                                           Warm temperate dry forest
#> 519                                                                         Warm temperate moist forest
#> 520                                                                         Warm temperate thorn steppe
#> 521                                                                           Warm temperate wet forest
#> 522                                                                                            no_biome
#> 523                                                                                              Boreal
#> 524                                                                         Continuous moist subtropics
#> 525                                                                            Continuous moist tropics
#> 526                                                                                         Dry savanna
#> 527                                                                                        Inland water
#> 528                                                                                 Moist mid-latitudes
#> 529                                                                                       Moist savanna
#> 530                                                                                           Mountains
#> 531                                                                                     Oceanic islands
#> 532                                                                        Summer moist xeric shrubland
#> 533                                                                                    Temperate desert
#> 534                                                                                    Temperate steppe
#> 535                                                                         Tropical-subtropical desert
#> 536                                                                                              Tundra
#> 537                                                                                 Winter moist steppe
#> 538                                                                             Winter moist subtropics
#> 539                                                                                            no_biome
#> 540                                                                               Desert and semidesert
#> 541                                                                 Dry savanna and tropical dry forest
#> 542                                                                                          Dry steppe
#> 543                                                                                      Dry zone oasis
#> 544                                                                                        Inland water
#> 545                                                                                       Moist savanna
#> 546                                                                                     Oceanic islands
#> 547                                                                                        Rock and ice
#> 548                                                                           Temperate forest and bush
#> 549                                                                     Temperate grassland and pasture
#> 550                                                                                             Tillage
#> 551                                                                                Tropical agriculture
#> 552                                                                           Tropical pasture highland
#> 553                                                                                 Tropical rainforest
#> 554                                                                                              Tundra
#> 555                                                                                            no_biome
#> 556                                                                                Coniferous dry shrub
#> 557                                                                                          Dry desert
#> 558                                                                                         Dry savanna
#> 559                                                              Dry steppe and hard cushion formations
#> 560                                                                  Evergreen boreal coniferous forest
#> 561                                                                                        Inland water
#> 562                                                            Laurel forest and subtropical rainforest
#> 563                                                                                       Moist savanna
#> 564                                                                          Mountain coniferous forest
#> 565                                                                                 Mountain vegetation
#> 566                                                                                     Oceanic islands
#> 567                                                                           Paramo heath and wet Puna
#> 568                                                                              Sclerophyll vegetation
#> 569                                                                                          Semidesert
#> 570                                                                                  Subantarctic heath
#> 571                                                              Subpolar meadow and summer green shrub
#> 572                                                                      Summer green coniferous forest
#> 573                                                                       Summer green deciduous forest
#> 574                                                         Summer green deciduous forest with conifers
#> 575                                                                            Summer green tree steppe
#> 576                                                                                Temperate rainforest
#> 577                                                                          Thorn and succulent forest
#> 578                                                                                       Thorn savanna
#> 579                                                                          Thorn shrub and succulents
#> 580                                                                                   Transition steppe
#> 581                                                                                 Tropical dry forest
#> 582                                                                        Tropical mountain rainforest
#> 583                                                                                 Tropical rainforest
#> 584                                                                  Tropical semi-evergreen rainforest
#> 585                                                                                              Tundra
#> 586                                                                                            no_biome
#> 587                                                                                       Boreal forest
#> 588                                                                               Desert and semidesert
#> 589                                                                                        Inland water
#> 590                                                                                       Mediterranean
#> 591                                                                                     Oceanic islands
#> 592                                                                                    Temperate forest
#> 593                                                                                 Temperate grassland
#> 594                                                                                 Tropical rainforest
#> 595                                                                                    Tropical savanna
#> 596                                                                            Tropical seasonal forest
#> 597                                                                                  Tropical thornwood
#> 598                                                                                   Tundra and alpine
#> 599                                                                                            Woodland
#> 600                                                                                            no_biome
#> 601                                                                                              Boreal
#> 602                                                                                   Desert semidesert
#> 603                                                                                   ET Boreal - polar
#> 604                             ET Desert semidesert - tropical subtropical seasonal rainforest savanna
#> 605                                                       ET Desert semidesert - winter cold semidesert
#> 606                                                                ET Laurel forest - desert semidesert
#> 607                                                                    ET Laurel forest - mediterranean
#> 608                                                                          ET Laurel forest - nemoral
#> 609                                                              ET Laurel forest - tropical rainforest
#> 610                                 ET Laurel forest - tropical subtropical seasonal rainforest savanna
#> 611                                                               ET Laurel forest - winter cold steppe
#> 612                                                                ET Mediterranean - desert semidesert
#> 613                                                                          ET Mediterranean - nemoral
#> 614                                                               ET Mediterranean - winter cold steppe
#> 615                                                                                 ET Nemoral - boreal
#> 616                                                                                  ET Nemoral - polar
#> 617                                                                     ET Nemoral - winter cold steppe
#> 618                                                          ET Tropical rainforest - desert semidesert
#> 619                           ET Tropical rainforest - tropical subtropical seasonal rainforest savanna
#> 620                                                                      ET Winter cold steppe - boreal
#> 621                                                                       ET Winter cold steppe - polar
#> 622                               ET Winter cold steppe - tropical subtropical seasonal rainforest sava
#> 623                                                                                        Inland water
#> 624                                                                                       Laurel forest
#> 625                                                                                       Mediterranean
#> 626                                                                                             Nemoral
#> 627                                                                                     Oceanic islands
#> 628                                                                                               Polar
#> 629                                                                                 Tropical rainforest
#> 630                                                    Tropical subtropical seasonal rainforest savanna
#> 631                                                                                  Winter cold desert
#> 632                                                                              Winter cold semidesert
#> 633                                                                                  Winter cold steppe
#> 634                                                                                            no_biome
#>         n
#> 1    2217
#> 2     367
#> 3     384
#> 4     221
#> 5     447
#> 6     583
#> 7     483
#> 8     148
#> 9    5171
#> 10   1687
#> 11    323
#> 12    407
#> 13    729
#> 14   6139
#> 15   1860
#> 16    118
#> 17    824
#> 18      2
#> 19   2342
#> 20   4652
#> 21    332
#> 22   2301
#> 23      1
#> 24   3049
#> 25   3707
#> 26    190
#> 27     86
#> 28   8829
#> 29   3186
#> 30     67
#> 31    135
#> 32     71
#> 33     17
#> 34   2899
#> 35   1092
#> 36      4
#> 37   1621
#> 38   1517
#> 39    976
#> 40    854
#> 41    922
#> 42   4523
#> 43    818
#> 44    479
#> 45    175
#> 46   1851
#> 47   6757
#> 48    167
#> 49   1767
#> 50   2153
#> 51    257
#> 52    130
#> 53    779
#> 54   2599
#> 55   2195
#> 56      2
#> 57     85
#> 58     54
#> 59     60
#> 60      9
#> 61      7
#> 62      2
#> 63    402
#> 64   1081
#> 65     12
#> 66    136
#> 67   1545
#> 68   5090
#> 69    829
#> 70    391
#> 71    152
#> 72     16
#> 73     72
#> 74   1347
#> 75   3873
#> 76    327
#> 77   2380
#> 78    749
#> 79    366
#> 80    387
#> 81    203
#> 82   7760
#> 83   1903
#> 84   1566
#> 85   1124
#> 86    979
#> 87    143
#> 88    105
#> 89   3621
#> 90    205
#> 91      2
#> 92  10404
#> 93   1818
#> 94   1229
#> 95    170
#> 96    768
#> 97   5155
#> 98   1618
#> 99    602
#> 100  1161
#> 101     3
#> 102   727
#> 103     2
#> 104     2
#> 105   725
#> 106   681
#> 107   227
#> 108   274
#> 109  2524
#> 110  1145
#> 111 10348
#> 112  1760
#> 113  2518
#> 114  1683
#> 115  6485
#> 116  2124
#> 117  1736
#> 118   941
#> 119  1198
#> 120   132
#> 121  9429
#> 122   365
#> 123   423
#> 124  2867
#> 125  1800
#> 126  1385
#> 127   403
#> 128  6301
#> 129     3
#> 130  1046
#> 131   800
#> 132  2002
#> 133   410
#> 134   328
#> 135  9243
#> 136   357
#> 137   463
#> 138  3752
#> 139  1501
#> 140  1803
#> 141  1095
#> 142  6301
#> 143     2
#> 144     2
#> 145   395
#> 146   714
#> 147   511
#> 148   341
#> 149   369
#> 150   797
#> 151   460
#> 152   272
#> 153  2167
#> 154  6499
#> 155    20
#> 156    28
#> 157  1094
#> 158  3088
#> 159    71
#> 160    77
#> 161    17
#> 162    44
#> 163  1097
#> 164  3877
#> 165  1850
#> 166  5250
#> 167    62
#> 168   609
#> 169   252
#> 170   879
#> 171   127
#> 172   131
#> 173    45
#> 174  1292
#> 175   715
#> 176   681
#> 177   621
#> 178     1
#> 179    34
#> 180   473
#> 181  3029
#> 182     1
#> 183    51
#> 184    60
#> 185   221
#> 186     3
#> 187   230
#> 188    36
#> 189   343
#> 190    78
#> 191  4724
#> 192   524
#> 193  7623
#> 194    51
#> 195  5174
#> 196   179
#> 197     6
#> 198   150
#> 199   761
#> 200  5150
#> 201     4
#> 202    95
#> 203  2098
#> 204  2533
#> 205  2789
#> 206  8765
#> 207   662
#> 208  4079
#> 209   509
#> 210  1032
#> 211  1348
#> 212    40
#> 213     1
#> 214  3438
#> 215  1114
#> 216   767
#> 217  6281
#> 218   238
#> 219   673
#> 220     8
#> 221    32
#> 222  1767
#> 223   457
#> 224   121
#> 225  1812
#> 226  4951
#> 227  4066
#> 228  2314
#> 229  1064
#> 230  1148
#> 231   774
#> 232     5
#> 233     6
#> 234     5
#> 235   494
#> 236  1712
#> 237  1187
#> 238  2392
#> 239  5399
#> 240  1299
#> 241    73
#> 242  3135
#> 243  6210
#> 244   342
#> 245    72
#> 246   707
#> 247   980
#> 248   723
#> 249   973
#> 250   308
#> 251  1160
#> 252    68
#> 253    26
#> 254  1979
#> 255  3513
#> 256  6191
#> 257  2647
#> 258  1529
#> 259   906
#> 260    62
#> 261  1326
#> 262   425
#> 263  2226
#> 264    87
#> 265  1373
#> 266    39
#> 267   300
#> 268  2685
#> 269  2208
#> 270    96
#> 271  1418
#> 272    65
#> 273   384
#> 274  2432
#> 275   147
#> 276   937
#> 277   457
#> 278   812
#> 279  1586
#> 280   833
#> 281    47
#> 282 11558
#> 283  3384
#> 284  6462
#> 285   545
#> 286   367
#> 287   850
#> 288   296
#> 289  4461
#> 290  1738
#> 291  2988
#> 292  2202
#> 293   290
#> 294  2234
#> 295   383
#> 296   430
#> 297  2944
#> 298  1994
#> 299  2397
#> 300    83
#> 301  3786
#> 302   108
#> 303   824
#> 304   184
#> 305   180
#> 306  3348
#> 307   106
#> 308  2031
#> 309   994
#> 310  2608
#> 311    34
#> 312   174
#> 313  1593
#> 314  1232
#> 315  1756
#> 316   905
#> 317  1153
#> 318  2797
#> 319   622
#> 320   604
#> 321    86
#> 322  5620
#> 323     9
#> 324   709
#> 325  1087
#> 326  1456
#> 327   254
#> 328   184
#> 329  2917
#> 330   594
#> 331   588
#> 332  2760
#> 333  1212
#> 334  7222
#> 335  1907
#> 336   721
#> 337    83
#> 338  4058
#> 339     6
#> 340  2595
#> 341  2845
#> 342  1158
#> 343  1156
#> 344  1002
#> 345   139
#> 346     3
#> 347   100
#> 348  3874
#> 349   230
#> 350     1
#> 351 10595
#> 352  1851
#> 353   805
#> 354   124
#> 355   773
#> 356  5076
#> 357  1683
#> 358   593
#> 359  1099
#> 360   425
#> 361   249
#> 362   744
#> 363   702
#> 364   723
#> 365   483
#> 366   151
#> 367  5891
#> 368  7407
#> 369   120
#> 370  1346
#> 371  3127
#> 372   333
#> 373   239
#> 374   582
#> 375  2536
#> 376  1418
#> 377    16
#> 378    65
#> 379    13
#> 380    40
#> 381     9
#> 382     2
#> 383     1
#> 384    86
#> 385  1181
#> 386   366
#> 387   849
#> 388   338
#> 389  4749
#> 390  6143
#> 391   820
#> 392   608
#> 393    27
#> 394   167
#> 395  1383
#> 396    86
#> 397     8
#> 398   887
#> 399  2495
#> 400  1005
#> 401  1879
#> 402     2
#> 403  1220
#> 404     1
#> 405  4101
#> 406     8
#> 407    56
#> 408  1623
#> 409  1498
#> 410   242
#> 411    83
#> 412   368
#> 413  1252
#> 414     1
#> 415   303
#> 416   698
#> 417   260
#> 418  1717
#> 419   289
#> 420     1
#> 421   438
#> 422     1
#> 423    14
#> 424   276
#> 425  1288
#> 426  6308
#> 427   516
#> 428  2389
#> 429  1087
#> 430   400
#> 431  1483
#> 432     5
#> 433   316
#> 434   475
#> 435   438
#> 436  2717
#> 437  5739
#> 438  1120
#> 439  1007
#> 440   100
#> 441    17
#> 442   100
#> 443  3648
#> 444   212
#> 445     2
#> 446 10540
#> 447  1931
#> 448  1166
#> 449   178
#> 450   765
#> 451  4685
#> 452  1697
#> 453   606
#> 454  1330
#> 455   213
#> 456   853
#> 457  3290
#> 458  3778
#> 459   611
#> 460     3
#> 461  2579
#> 462  1740
#> 463  5193
#> 464    41
#> 465  2149
#> 466  1057
#> 467   994
#> 468  2060
#> 469   139
#> 470  3384
#> 471  1020
#> 472  1775
#> 473  2415
#> 474    94
#> 475  1296
#> 476  3187
#> 477   812
#> 478  7265
#> 479  5731
#> 480  3529
#> 481   339
#> 482  2350
#> 483   192
#> 484   119
#> 485     4
#> 486     9
#> 487   368
#> 488   959
#> 489  1208
#> 490    15
#> 491   446
#> 492  7450
#> 493   373
#> 494   932
#> 495  1339
#> 496     1
#> 497    95
#> 498   228
#> 499     1
#> 500     8
#> 501   542
#> 502   157
#> 503    37
#> 504   341
#> 505  1919
#> 506  1219
#> 507    11
#> 508   449
#> 509   109
#> 510     6
#> 511   906
#> 512   363
#> 513     5
#> 514    94
#> 515    26
#> 516    10
#> 517   200
#> 518  3055
#> 519   533
#> 520   898
#> 521    23
#> 522  4765
#> 523   605
#> 524  2118
#> 525   842
#> 526   752
#> 527    39
#> 528 11073
#> 529   530
#> 530  2644
#> 531   237
#> 532  4541
#> 533    16
#> 534   203
#> 535   321
#> 536     8
#> 537   253
#> 538  4161
#> 539   761
#> 540   574
#> 541   258
#> 542  1925
#> 543  1885
#> 544   118
#> 545   509
#> 546   230
#> 547    28
#> 548  4059
#> 549   731
#> 550 14346
#> 551  1441
#> 552     8
#> 553  1501
#> 554   730
#> 555   761
#> 556   133
#> 557    92
#> 558   226
#> 559   398
#> 560  1291
#> 561    41
#> 562  1255
#> 563   591
#> 564   454
#> 565   150
#> 566   230
#> 567    51
#> 568  4893
#> 569   128
#> 570     1
#> 571   249
#> 572    29
#> 573  9241
#> 574   740
#> 575   168
#> 576   570
#> 577    24
#> 578  4368
#> 579   406
#> 580   157
#> 581   768
#> 582   871
#> 583   377
#> 584   419
#> 585    22
#> 586   761
#> 587  1197
#> 588  4884
#> 589    23
#> 590  4282
#> 591   237
#> 592 13310
#> 593   527
#> 594   731
#> 595   846
#> 596   443
#> 597   417
#> 598  1210
#> 599   236
#> 600   761
#> 601   594
#> 602   249
#> 603   652
#> 604  4424
#> 605     7
#> 606   116
#> 607   891
#> 608  1623
#> 609     6
#> 610   289
#> 611   368
#> 612   741
#> 613    66
#> 614    34
#> 615   979
#> 616     8
#> 617    54
#> 618    32
#> 619   699
#> 620    12
#> 621   112
#> 622    17
#> 623    48
#> 624  2870
#> 625  3347
#> 626  6172
#> 627   237
#> 628    14
#> 629  1490
#> 630  1574
#> 631    62
#> 632   160
#> 633   396
#> 634   761

# Tabulate by raster value
classified_ids <- biomes_classify(
  x     = biomes_example,
  value = "ID"
)
#> no biome file or scheme provided using default biomes
#> Coordinates provided as data.frame, assuming WGS84 as CRS.
#> Classified 29104 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  1860
#> 2   Biome_Inventory_layer_01     2   824
#> 3   Biome_Inventory_layer_01     3   447
#> 4   Biome_Inventory_layer_01     4   118
#> 5   Biome_Inventory_layer_01     5  2342
#> 6   Biome_Inventory_layer_01     6   221
#> 7   Biome_Inventory_layer_01     7  5171
#> 8   Biome_Inventory_layer_01     8   583
#> 9   Biome_Inventory_layer_01     9   729
#> 10  Biome_Inventory_layer_01    10   323
#> 11  Biome_Inventory_layer_01    11   148
#> 12  Biome_Inventory_layer_01    12   407
#> 13  Biome_Inventory_layer_01    13  6139
#> 14  Biome_Inventory_layer_01    14  1687
#> 15  Biome_Inventory_layer_01    15   367
#> 16  Biome_Inventory_layer_01    16     2
#> 17  Biome_Inventory_layer_01    17   384
#> 18  Biome_Inventory_layer_01    18  2217
#> 19  Biome_Inventory_layer_01    20   483
#> 20  Biome_Inventory_layer_02     1  3049
#> 21  Biome_Inventory_layer_02     2    71
#> 22  Biome_Inventory_layer_02     3  2899
#> 23  Biome_Inventory_layer_02     4  1092
#> 24  Biome_Inventory_layer_02     5   332
#> 25  Biome_Inventory_layer_02     6  8829
#> 26  Biome_Inventory_layer_02     7  2301
#> 27  Biome_Inventory_layer_02     8    86
#> 28  Biome_Inventory_layer_02    10  3186
#> 29  Biome_Inventory_layer_02    11    17
#> 30  Biome_Inventory_layer_02    12   190
#> 31  Biome_Inventory_layer_02    13  3707
#> 32  Biome_Inventory_layer_02    14    67
#> 33  Biome_Inventory_layer_02    15     1
#> 34  Biome_Inventory_layer_02    17     4
#> 35  Biome_Inventory_layer_02    95   135
#> 36  Biome_Inventory_layer_02    98  1621
#> 37  Biome_Inventory_layer_03     1   976
#> 38  Biome_Inventory_layer_03     2   854
#> 39  Biome_Inventory_layer_03     3   922
#> 40  Biome_Inventory_layer_03     5  4523
#> 41  Biome_Inventory_layer_03     6   130
#> 42  Biome_Inventory_layer_03     7   257
#> 43  Biome_Inventory_layer_03     8   479
#> 44  Biome_Inventory_layer_03     9  1851
#> 45  Biome_Inventory_layer_03    10  2153
#> 46  Biome_Inventory_layer_03    11     2
#> 47  Biome_Inventory_layer_03    13  6757
#> 48  Biome_Inventory_layer_03    14  1767
#> 49  Biome_Inventory_layer_03    15   175
#> 50  Biome_Inventory_layer_03    16    85
#> 51  Biome_Inventory_layer_03    17   818
#> 52  Biome_Inventory_layer_03    18    60
#> 53  Biome_Inventory_layer_03    19   779
#> 54  Biome_Inventory_layer_03    20     9
#> 55  Biome_Inventory_layer_03    21   167
#> 56  Biome_Inventory_layer_03    22  2599
#> 57  Biome_Inventory_layer_03    23     7
#> 58  Biome_Inventory_layer_03    24   402
#> 59  Biome_Inventory_layer_03    25  2195
#> 60  Biome_Inventory_layer_03    26    54
#> 61  Biome_Inventory_layer_03    30     2
#> 62  Biome_Inventory_layer_04     1   366
#> 63  Biome_Inventory_layer_04     2   203
#> 64  Biome_Inventory_layer_04     3   387
#> 65  Biome_Inventory_layer_04     4   749
#> 66  Biome_Inventory_layer_04     5  1903
#> 67  Biome_Inventory_layer_04     6  7760
#> 68  Biome_Inventory_layer_04     7  1347
#> 69  Biome_Inventory_layer_04     8  2380
#> 70  Biome_Inventory_layer_04     9   391
#> 71  Biome_Inventory_layer_04    10   327
#> 72  Biome_Inventory_layer_04    11  3873
#> 73  Biome_Inventory_layer_04    12   829
#> 74  Biome_Inventory_layer_04    13  5090
#> 75  Biome_Inventory_layer_04    14    16
#> 76  Biome_Inventory_layer_04    15   136
#> 77  Biome_Inventory_layer_04    16  1545
#> 78  Biome_Inventory_layer_04    17    12
#> 79  Biome_Inventory_layer_04    18    72
#> 80  Biome_Inventory_layer_04    19   152
#> 81  Biome_Inventory_layer_05     1  1618
#> 82  Biome_Inventory_layer_05     2   105
#> 83  Biome_Inventory_layer_05     3  5155
#> 84  Biome_Inventory_layer_05     4   768
#> 85  Biome_Inventory_layer_05     5   143
#> 86  Biome_Inventory_layer_05     6   170
#> 87  Biome_Inventory_layer_05     7   979
#> 88  Biome_Inventory_layer_05     8   205
#> 89  Biome_Inventory_layer_05     9  3621
#> 90  Biome_Inventory_layer_05    10  1229
#> 91  Biome_Inventory_layer_05    11 10404
#> 92  Biome_Inventory_layer_05    12  1818
#> 93  Biome_Inventory_layer_05    13  1124
#> 94  Biome_Inventory_layer_05    14   602
#> 95  Biome_Inventory_layer_05    15     2
#> 96  Biome_Inventory_layer_06     1  1760
#> 97  Biome_Inventory_layer_06     2  1683
#> 98  Biome_Inventory_layer_06     3  2518
#> 99  Biome_Inventory_layer_06     4  1145
#> 100 Biome_Inventory_layer_06     5   227
#> 101 Biome_Inventory_layer_06     6 10348
#> 102 Biome_Inventory_layer_06     7   274
#> 103 Biome_Inventory_layer_06     8   681
#> 104 Biome_Inventory_layer_06     9  2524
#> 105 Biome_Inventory_layer_06    10   725
#> 106 Biome_Inventory_layer_06    11   727
#> 107 Biome_Inventory_layer_06    12     3
#> 108 Biome_Inventory_layer_06    13     2
#> 109 Biome_Inventory_layer_06    14     2
#> 110 Biome_Inventory_layer_07     1   423
#> 111 Biome_Inventory_layer_07     2   403
#> 112 Biome_Inventory_layer_07     3  1800
#> 113 Biome_Inventory_layer_07     4  1736
#> 114 Biome_Inventory_layer_07     5  2124
#> 115 Biome_Inventory_layer_07     6   941
#> 116 Biome_Inventory_layer_07     7  1198
#> 117 Biome_Inventory_layer_07     8  2867
#> 118 Biome_Inventory_layer_07     9  1385
#> 119 Biome_Inventory_layer_07    10   365
#> 120 Biome_Inventory_layer_07    11  9429
#> 121 Biome_Inventory_layer_07    12   132
#> 122 Biome_Inventory_layer_08     1   463
#> 123 Biome_Inventory_layer_08     2  1501
#> 124 Biome_Inventory_layer_08     3  1095
#> 125 Biome_Inventory_layer_08     4  1046
#> 126 Biome_Inventory_layer_08     5   410
#> 127 Biome_Inventory_layer_08     6   800
#> 128 Biome_Inventory_layer_08     7  2002
#> 129 Biome_Inventory_layer_08     8  3752
#> 130 Biome_Inventory_layer_08     9  1803
#> 131 Biome_Inventory_layer_08    10   357
#> 132 Biome_Inventory_layer_08    11  9243
#> 133 Biome_Inventory_layer_08    12   328
#> 134 Biome_Inventory_layer_08    13     3
#> 135 Biome_Inventory_layer_09     1  3088
#> 136 Biome_Inventory_layer_09     2  1094
#> 137 Biome_Inventory_layer_09     3   395
#> 138 Biome_Inventory_layer_09     4   714
#> 139 Biome_Inventory_layer_09     5  2167
#> 140 Biome_Inventory_layer_09     6  1850
#> 141 Biome_Inventory_layer_09     7   369
#> 142 Biome_Inventory_layer_09     8   797
#> 143 Biome_Inventory_layer_09     9    20
#> 144 Biome_Inventory_layer_09    10    17
#> 145 Biome_Inventory_layer_09    11     2
#> 146 Biome_Inventory_layer_09    12    44
#> 147 Biome_Inventory_layer_09    13  6499
#> 148 Biome_Inventory_layer_09    14  5250
#> 149 Biome_Inventory_layer_09    15     2
#> 150 Biome_Inventory_layer_09    16    28
#> 151 Biome_Inventory_layer_09    17   460
#> 152 Biome_Inventory_layer_09    18  1097
#> 153 Biome_Inventory_layer_09    19   511
#> 154 Biome_Inventory_layer_09    20   272
#> 155 Biome_Inventory_layer_09    21  3877
#> 156 Biome_Inventory_layer_09    22   341
#> 157 Biome_Inventory_layer_09    23    71
#> 158 Biome_Inventory_layer_09    24    77
#> 159 Biome_Inventory_layer_10     1   609
#> 160 Biome_Inventory_layer_10     2    36
#> 161 Biome_Inventory_layer_10     3   131
#> 162 Biome_Inventory_layer_10     4   230
#> 163 Biome_Inventory_layer_10     5   343
#> 164 Biome_Inventory_layer_10     6  5174
#> 165 Biome_Inventory_layer_10     7   127
#> 166 Biome_Inventory_layer_10     8   179
#> 167 Biome_Inventory_layer_10     9     6
#> 168 Biome_Inventory_layer_10    10    51
#> 169 Biome_Inventory_layer_10    11   681
#> 170 Biome_Inventory_layer_10    12   150
#> 171 Biome_Inventory_layer_10    13     1
#> 172 Biome_Inventory_layer_10    14    78
#> 173 Biome_Inventory_layer_10    15  4724
#> 174 Biome_Inventory_layer_10    16    51
#> 175 Biome_Inventory_layer_10    17     1
#> 176 Biome_Inventory_layer_10    18    60
#> 177 Biome_Inventory_layer_10    19   715
#> 178 Biome_Inventory_layer_10    20  7623
#> 179 Biome_Inventory_layer_10    21   473
#> 180 Biome_Inventory_layer_10    22   252
#> 181 Biome_Inventory_layer_10    23    45
#> 182 Biome_Inventory_layer_10    24  1292
#> 183 Biome_Inventory_layer_10    25   621
#> 184 Biome_Inventory_layer_10    26   879
#> 185 Biome_Inventory_layer_10    28   524
#> 186 Biome_Inventory_layer_10    29     3
#> 187 Biome_Inventory_layer_10    95    34
#> 188 Biome_Inventory_layer_10    96   221
#> 189 Biome_Inventory_layer_10    97  3029
#> 190 Biome_Inventory_layer_11     1   509
#> 191 Biome_Inventory_layer_11     2  1348
#> 192 Biome_Inventory_layer_11     3  1032
#> 193 Biome_Inventory_layer_11     4   662
#> 194 Biome_Inventory_layer_11     5  4079
#> 195 Biome_Inventory_layer_11     6  2789
#> 196 Biome_Inventory_layer_11     7  5150
#> 197 Biome_Inventory_layer_11     8  2533
#> 198 Biome_Inventory_layer_11     9  8765
#> 199 Biome_Inventory_layer_11    10  2098
#> 200 Biome_Inventory_layer_11    11    95
#> 201 Biome_Inventory_layer_11    13     4
#> 202 Biome_Inventory_layer_12     1  1767
#> 203 Biome_Inventory_layer_12     2  4951
#> 204 Biome_Inventory_layer_12     3   457
#> 205 Biome_Inventory_layer_12     4    32
#> 206 Biome_Inventory_layer_12     5  1812
#> 207 Biome_Inventory_layer_12     6   121
#> 208 Biome_Inventory_layer_12     7  2314
#> 209 Biome_Inventory_layer_12     8  4066
#> 210 Biome_Inventory_layer_12     9  6281
#> 211 Biome_Inventory_layer_12    10   238
#> 212 Biome_Inventory_layer_12    11   767
#> 213 Biome_Inventory_layer_12    12  3438
#> 214 Biome_Inventory_layer_12    13  1114
#> 215 Biome_Inventory_layer_12    14   673
#> 216 Biome_Inventory_layer_12    15     8
#> 217 Biome_Inventory_layer_12    16     1
#> 218 Biome_Inventory_layer_13     1   973
#> 219 Biome_Inventory_layer_13     2   980
#> 220 Biome_Inventory_layer_13     3   723
#> 221 Biome_Inventory_layer_13     4   308
#> 222 Biome_Inventory_layer_13     5   707
#> 223 Biome_Inventory_layer_13     6    72
#> 224 Biome_Inventory_layer_13     7   494
#> 225 Biome_Inventory_layer_13     8  1187
#> 226 Biome_Inventory_layer_13     9  2392
#> 227 Biome_Inventory_layer_13    10  5399
#> 228 Biome_Inventory_layer_13    11  1712
#> 229 Biome_Inventory_layer_13    12  3135
#> 230 Biome_Inventory_layer_13    13    73
#> 231 Biome_Inventory_layer_13    14   342
#> 232 Biome_Inventory_layer_13    15  1299
#> 233 Biome_Inventory_layer_13    16  6210
#> 234 Biome_Inventory_layer_13    17   774
#> 235 Biome_Inventory_layer_13    18  1148
#> 236 Biome_Inventory_layer_13    19     5
#> 237 Biome_Inventory_layer_13    20     5
#> 238 Biome_Inventory_layer_13    95     6
#> 239 Biome_Inventory_layer_14     1    62
#> 240 Biome_Inventory_layer_14     2  3513
#> 241 Biome_Inventory_layer_14     3   906
#> 242 Biome_Inventory_layer_14     4    26
#> 243 Biome_Inventory_layer_14     5    87
#> 244 Biome_Inventory_layer_14     6  2647
#> 245 Biome_Inventory_layer_14     7  1373
#> 246 Biome_Inventory_layer_14     8  1979
#> 247 Biome_Inventory_layer_14     9    68
#> 248 Biome_Inventory_layer_14    10  2685
#> 249 Biome_Inventory_layer_14    11    96
#> 250 Biome_Inventory_layer_14    12   300
#> 251 Biome_Inventory_layer_14    13  6191
#> 252 Biome_Inventory_layer_14    14  1529
#> 253 Biome_Inventory_layer_14    15  2226
#> 254 Biome_Inventory_layer_14    16  1326
#> 255 Biome_Inventory_layer_14    17   425
#> 256 Biome_Inventory_layer_14    18    39
#> 257 Biome_Inventory_layer_14    98  2208
#> 258 Biome_Inventory_layer_15     1   937
#> 259 Biome_Inventory_layer_15     2 11558
#> 260 Biome_Inventory_layer_15     3  3384
#> 261 Biome_Inventory_layer_15     4   147
#> 262 Biome_Inventory_layer_15     5   812
#> 263 Biome_Inventory_layer_15     6  2432
#> 264 Biome_Inventory_layer_15     7   833
#> 265 Biome_Inventory_layer_15     8   384
#> 266 Biome_Inventory_layer_15     9    65
#> 267 Biome_Inventory_layer_15    10  1586
#> 268 Biome_Inventory_layer_15    11   457
#> 269 Biome_Inventory_layer_15    98    47
#> 270 Biome_Inventory_layer_16     1  1994
#> 271 Biome_Inventory_layer_16     2   296
#> 272 Biome_Inventory_layer_16     3  2397
#> 273 Biome_Inventory_layer_16     4    83
#> 274 Biome_Inventory_layer_16     5  1738
#> 275 Biome_Inventory_layer_16     6   383
#> 276 Biome_Inventory_layer_16     7  2988
#> 277 Biome_Inventory_layer_16     8  2202
#> 278 Biome_Inventory_layer_16     9   850
#> 279 Biome_Inventory_layer_16    10   545
#> 280 Biome_Inventory_layer_16    11  2234
#> 281 Biome_Inventory_layer_16    12   367
#> 282 Biome_Inventory_layer_16    13  2944
#> 283 Biome_Inventory_layer_16    14   430
#> 284 Biome_Inventory_layer_16    15  4461
#> 285 Biome_Inventory_layer_16    16   290
#> 286 Biome_Inventory_layer_16    17   108
#> 287 Biome_Inventory_layer_16    18   824
#> 288 Biome_Inventory_layer_16    98  3786
#> 289 Biome_Inventory_layer_17     1    34
#> 290 Biome_Inventory_layer_17     2  2608
#> 291 Biome_Inventory_layer_17     3   622
#> 292 Biome_Inventory_layer_17     4   106
#> 293 Biome_Inventory_layer_17     5   994
#> 294 Biome_Inventory_layer_17     6  2797
#> 295 Biome_Inventory_layer_17     7  1756
#> 296 Biome_Inventory_layer_17     8    86
#> 297 Biome_Inventory_layer_17     9  1593
#> 298 Biome_Inventory_layer_17    10   180
#> 299 Biome_Inventory_layer_17    11  5620
#> 300 Biome_Inventory_layer_17    12   905
#> 301 Biome_Inventory_layer_17    13  3348
#> 302 Biome_Inventory_layer_17    14  2031
#> 303 Biome_Inventory_layer_17    15  1153
#> 304 Biome_Inventory_layer_17    16   174
#> 305 Biome_Inventory_layer_17    17   709
#> 306 Biome_Inventory_layer_17    18  1232
#> 307 Biome_Inventory_layer_17    19   604
#> 308 Biome_Inventory_layer_17    20     9
#> 309 Biome_Inventory_layer_17    98  1087
#> 310 Biome_Inventory_layer_18     1  2760
#> 311 Biome_Inventory_layer_18     2   594
#> 312 Biome_Inventory_layer_18     3   184
#> 313 Biome_Inventory_layer_18     4   254
#> 314 Biome_Inventory_layer_18     5  4058
#> 315 Biome_Inventory_layer_18     6  7222
#> 316 Biome_Inventory_layer_18     7  2917
#> 317 Biome_Inventory_layer_18     8   588
#> 318 Biome_Inventory_layer_18     9  2845
#> 319 Biome_Inventory_layer_18    10   721
#> 320 Biome_Inventory_layer_18    11    83
#> 321 Biome_Inventory_layer_18    12  1907
#> 322 Biome_Inventory_layer_18    13  1212
#> 323 Biome_Inventory_layer_18    15     6
#> 324 Biome_Inventory_layer_18    98  2595
#> 325 Biome_Inventory_layer_19     1  1683
#> 326 Biome_Inventory_layer_19     2   100
#> 327 Biome_Inventory_layer_19     3  5076
#> 328 Biome_Inventory_layer_19     4   773
#> 329 Biome_Inventory_layer_19     5   124
#> 330 Biome_Inventory_layer_19     6   139
#> 331 Biome_Inventory_layer_19     7  1002
#> 332 Biome_Inventory_layer_19     8   230
#> 333 Biome_Inventory_layer_19     9  3874
#> 334 Biome_Inventory_layer_19    10 10595
#> 335 Biome_Inventory_layer_19    11   805
#> 336 Biome_Inventory_layer_19    12  1851
#> 337 Biome_Inventory_layer_19    13  1156
#> 338 Biome_Inventory_layer_19    14   593
#> 339 Biome_Inventory_layer_19    15     1
#> 340 Biome_Inventory_layer_19    95     3
#> 341 Biome_Inventory_layer_20     1   425
#> 342 Biome_Inventory_layer_20     2   249
#> 343 Biome_Inventory_layer_20     3   744
#> 344 Biome_Inventory_layer_20     5   702
#> 345 Biome_Inventory_layer_20     6   239
#> 346 Biome_Inventory_layer_20     7   333
#> 347 Biome_Inventory_layer_20     8   483
#> 348 Biome_Inventory_layer_20     9  5891
#> 349 Biome_Inventory_layer_20    10  3127
#> 350 Biome_Inventory_layer_20    11  1346
#> 351 Biome_Inventory_layer_20    12   366
#> 352 Biome_Inventory_layer_20    13   151
#> 353 Biome_Inventory_layer_20    14  7407
#> 354 Biome_Inventory_layer_20    15   723
#> 355 Biome_Inventory_layer_20    16    16
#> 356 Biome_Inventory_layer_20    17    40
#> 357 Biome_Inventory_layer_20    18     9
#> 358 Biome_Inventory_layer_20    19   582
#> 359 Biome_Inventory_layer_20    20    65
#> 360 Biome_Inventory_layer_20    21    86
#> 361 Biome_Inventory_layer_20    22   120
#> 362 Biome_Inventory_layer_20    23     2
#> 363 Biome_Inventory_layer_20    24  2536
#> 364 Biome_Inventory_layer_20    25    13
#> 365 Biome_Inventory_layer_20    26  1418
#> 366 Biome_Inventory_layer_20    30  1181
#> 367 Biome_Inventory_layer_20    31     1
#> 368 Biome_Inventory_layer_21     1     8
#> 369 Biome_Inventory_layer_21     2  1879
#> 370 Biome_Inventory_layer_21     3    56
#> 371 Biome_Inventory_layer_21     4  1005
#> 372 Biome_Inventory_layer_21     5   608
#> 373 Biome_Inventory_layer_21     6   820
#> 374 Biome_Inventory_layer_21     7   338
#> 375 Biome_Inventory_layer_21     8  6143
#> 376 Biome_Inventory_layer_21     9  1383
#> 377 Biome_Inventory_layer_21    10  4749
#> 378 Biome_Inventory_layer_21    11  2495
#> 379 Biome_Inventory_layer_21    12    86
#> 380 Biome_Inventory_layer_21    13   887
#> 381 Biome_Inventory_layer_21    14    27
#> 382 Biome_Inventory_layer_21    15   167
#> 383 Biome_Inventory_layer_21    16  4101
#> 384 Biome_Inventory_layer_21    17  1220
#> 385 Biome_Inventory_layer_21    18     2
#> 386 Biome_Inventory_layer_21    19     1
#> 387 Biome_Inventory_layer_21    20     8
#> 388 Biome_Inventory_layer_21    98  1623
#> 389 Biome_Inventory_layer_22     1  1483
#> 390 Biome_Inventory_layer_22     2   475
#> 391 Biome_Inventory_layer_22     3   316
#> 392 Biome_Inventory_layer_22     4   400
#> 393 Biome_Inventory_layer_22     5   438
#> 394 Biome_Inventory_layer_22     6     5
#> 395 Biome_Inventory_layer_22     7   242
#> 396 Biome_Inventory_layer_22     8   698
#> 397 Biome_Inventory_layer_22     9  2717
#> 398 Biome_Inventory_layer_22    10  1288
#> 399 Biome_Inventory_layer_22    11  2389
#> 400 Biome_Inventory_layer_22    12   289
#> 401 Biome_Inventory_layer_22    13  1087
#> 402 Biome_Inventory_layer_22    14    14
#> 403 Biome_Inventory_layer_22    15   276
#> 404 Biome_Inventory_layer_22    16  6308
#> 405 Biome_Inventory_layer_22    17   516
#> 406 Biome_Inventory_layer_22    18    83
#> 407 Biome_Inventory_layer_22    19  1252
#> 408 Biome_Inventory_layer_22    20   368
#> 409 Biome_Inventory_layer_22    21  1717
#> 410 Biome_Inventory_layer_22    22   303
#> 411 Biome_Inventory_layer_22    23     1
#> 412 Biome_Inventory_layer_22    24   438
#> 413 Biome_Inventory_layer_22    25   260
#> 414 Biome_Inventory_layer_22    26     1
#> 415 Biome_Inventory_layer_22    27     1
#> 416 Biome_Inventory_layer_23     1  1697
#> 417 Biome_Inventory_layer_23     2   100
#> 418 Biome_Inventory_layer_23     3  4685
#> 419 Biome_Inventory_layer_23     4   765
#> 420 Biome_Inventory_layer_23     5   178
#> 421 Biome_Inventory_layer_23     6   100
#> 422 Biome_Inventory_layer_23     7  1007
#> 423 Biome_Inventory_layer_23     8   212
#> 424 Biome_Inventory_layer_23     9  3648
#> 425 Biome_Inventory_layer_23    10 10540
#> 426 Biome_Inventory_layer_23    11  1931
#> 427 Biome_Inventory_layer_23    12  1166
#> 428 Biome_Inventory_layer_23    13  1120
#> 429 Biome_Inventory_layer_23    14   606
#> 430 Biome_Inventory_layer_23    15     2
#> 431 Biome_Inventory_layer_23    95    17
#> 432 Biome_Inventory_layer_24     1  2579
#> 433 Biome_Inventory_layer_24     2   994
#> 434 Biome_Inventory_layer_24     3  3290
#> 435 Biome_Inventory_layer_24     4   213
#> 436 Biome_Inventory_layer_24     5  3384
#> 437 Biome_Inventory_layer_24     6   611
#> 438 Biome_Inventory_layer_24     7   139
#> 439 Biome_Inventory_layer_24     8   853
#> 440 Biome_Inventory_layer_24     9  5193
#> 441 Biome_Inventory_layer_24    10  3778
#> 442 Biome_Inventory_layer_24    11  1057
#> 443 Biome_Inventory_layer_24    12  2149
#> 444 Biome_Inventory_layer_24    13  1740
#> 445 Biome_Inventory_layer_24    14     3
#> 446 Biome_Inventory_layer_24    15    41
#> 447 Biome_Inventory_layer_24    98  2060
#> 448 Biome_Inventory_layer_25     1  2350
#> 449 Biome_Inventory_layer_25     2   339
#> 450 Biome_Inventory_layer_25     3  7265
#> 451 Biome_Inventory_layer_25     4  2415
#> 452 Biome_Inventory_layer_25     5    94
#> 453 Biome_Inventory_layer_25     6   812
#> 454 Biome_Inventory_layer_25     7  1296
#> 455 Biome_Inventory_layer_25     8  3529
#> 456 Biome_Inventory_layer_25     9  5731
#> 457 Biome_Inventory_layer_25    10  3187
#> 458 Biome_Inventory_layer_25    11   192
#> 459 Biome_Inventory_layer_25    12  1775
#> 460 Biome_Inventory_layer_26     1   363
#> 461 Biome_Inventory_layer_26     2   109
#> 462 Biome_Inventory_layer_26     4    26
#> 463 Biome_Inventory_layer_26     5    11
#> 464 Biome_Inventory_layer_26     6   906
#> 465 Biome_Inventory_layer_26     7  1219
#> 466 Biome_Inventory_layer_26     8    94
#> 467 Biome_Inventory_layer_26     9     5
#> 468 Biome_Inventory_layer_26    10  1919
#> 469 Biome_Inventory_layer_26    12    23
#> 470 Biome_Inventory_layer_26    13     6
#> 471 Biome_Inventory_layer_26    14   449
#> 472 Biome_Inventory_layer_26    15    37
#> 473 Biome_Inventory_layer_26    16   341
#> 474 Biome_Inventory_layer_26    17   533
#> 475 Biome_Inventory_layer_26    18    10
#> 476 Biome_Inventory_layer_26    19  3055
#> 477 Biome_Inventory_layer_26    20   373
#> 478 Biome_Inventory_layer_26    21   898
#> 479 Biome_Inventory_layer_26    22   200
#> 480 Biome_Inventory_layer_26    23  1339
#> 481 Biome_Inventory_layer_26    24    15
#> 482 Biome_Inventory_layer_26    25   446
#> 483 Biome_Inventory_layer_26    26   932
#> 484 Biome_Inventory_layer_26    27   959
#> 485 Biome_Inventory_layer_26    28  7450
#> 486 Biome_Inventory_layer_26    29     4
#> 487 Biome_Inventory_layer_26    30     9
#> 488 Biome_Inventory_layer_26    31   542
#> 489 Biome_Inventory_layer_26    32  1208
#> 490 Biome_Inventory_layer_26    33   368
#> 491 Biome_Inventory_layer_26    34   228
#> 492 Biome_Inventory_layer_26    35     1
#> 493 Biome_Inventory_layer_26    36   157
#> 494 Biome_Inventory_layer_26    37     8
#> 495 Biome_Inventory_layer_26    38     1
#> 496 Biome_Inventory_layer_26    95    95
#> 497 Biome_Inventory_layer_27     1   842
#> 498 Biome_Inventory_layer_27     2   530
#> 499 Biome_Inventory_layer_27     3   752
#> 500 Biome_Inventory_layer_27     4  4541
#> 501 Biome_Inventory_layer_27     5   321
#> 502 Biome_Inventory_layer_27     6  2118
#> 503 Biome_Inventory_layer_27     7   253
#> 504 Biome_Inventory_layer_27     8  4161
#> 505 Biome_Inventory_layer_27     9    16
#> 506 Biome_Inventory_layer_27    10   203
#> 507 Biome_Inventory_layer_27    11 11073
#> 508 Biome_Inventory_layer_27    12   605
#> 509 Biome_Inventory_layer_27    13     8
#> 510 Biome_Inventory_layer_27    95    39
#> 511 Biome_Inventory_layer_27    96   237
#> 512 Biome_Inventory_layer_27    97  2644
#> 513 Biome_Inventory_layer_28     1  1501
#> 514 Biome_Inventory_layer_28     2     8
#> 515 Biome_Inventory_layer_28     3   509
#> 516 Biome_Inventory_layer_28     4   258
#> 517 Biome_Inventory_layer_28     5  1441
#> 518 Biome_Inventory_layer_28     6   574
#> 519 Biome_Inventory_layer_28     7  1885
#> 520 Biome_Inventory_layer_28     8  1925
#> 521 Biome_Inventory_layer_28     9 14346
#> 522 Biome_Inventory_layer_28    10   731
#> 523 Biome_Inventory_layer_28    11  4059
#> 524 Biome_Inventory_layer_28    12   730
#> 525 Biome_Inventory_layer_28    13    28
#> 526 Biome_Inventory_layer_28    95   118
#> 527 Biome_Inventory_layer_28    96   230
#> 528 Biome_Inventory_layer_29     1   377
#> 529 Biome_Inventory_layer_29     2    51
#> 530 Biome_Inventory_layer_29     3   591
#> 531 Biome_Inventory_layer_29     4   871
#> 532 Biome_Inventory_layer_29     5   419
#> 533 Biome_Inventory_layer_29     6   226
#> 534 Biome_Inventory_layer_29     7    24
#> 535 Biome_Inventory_layer_29     8  4368
#> 536 Biome_Inventory_layer_29     9   768
#> 537 Biome_Inventory_layer_29    10    92
#> 538 Biome_Inventory_layer_29    11  1255
#> 539 Biome_Inventory_layer_29    12   128
#> 540 Biome_Inventory_layer_29    13   406
#> 541 Biome_Inventory_layer_29    14  4893
#> 542 Biome_Inventory_layer_29    15   133
#> 543 Biome_Inventory_layer_29    16   398
#> 544 Biome_Inventory_layer_29    17   157
#> 545 Biome_Inventory_layer_29    18  9241
#> 546 Biome_Inventory_layer_29    19   150
#> 547 Biome_Inventory_layer_29    20     1
#> 548 Biome_Inventory_layer_29    21   168
#> 549 Biome_Inventory_layer_29    22   740
#> 550 Biome_Inventory_layer_29    23   454
#> 551 Biome_Inventory_layer_29    24   570
#> 552 Biome_Inventory_layer_29    25  1291
#> 553 Biome_Inventory_layer_29    26    29
#> 554 Biome_Inventory_layer_29    27   249
#> 555 Biome_Inventory_layer_29    28    22
#> 556 Biome_Inventory_layer_29    95    41
#> 557 Biome_Inventory_layer_29    96   230
#> 558 Biome_Inventory_layer_30     1   731
#> 559 Biome_Inventory_layer_30     2   846
#> 560 Biome_Inventory_layer_30     3   417
#> 561 Biome_Inventory_layer_30     4   443
#> 562 Biome_Inventory_layer_30     5   236
#> 563 Biome_Inventory_layer_30     6  4884
#> 564 Biome_Inventory_layer_30     7  4282
#> 565 Biome_Inventory_layer_30     8 13310
#> 566 Biome_Inventory_layer_30     9   527
#> 567 Biome_Inventory_layer_30    10  1197
#> 568 Biome_Inventory_layer_30    11  1210
#> 569 Biome_Inventory_layer_30    95    23
#> 570 Biome_Inventory_layer_30    96   237
#> 571 Biome_Inventory_layer_31     1    32
#> 572 Biome_Inventory_layer_31     2  1490
#> 573 Biome_Inventory_layer_31     3   699
#> 574 Biome_Inventory_layer_31     4  1574
#> 575 Biome_Inventory_layer_31     5  4424
#> 576 Biome_Inventory_layer_31     6   249
#> 577 Biome_Inventory_layer_31     7   289
#> 578 Biome_Inventory_layer_31     8     6
#> 579 Biome_Inventory_layer_31     9   116
#> 580 Biome_Inventory_layer_31    10   741
#> 581 Biome_Inventory_layer_31    11    17
#> 582 Biome_Inventory_layer_31    12  2870
#> 583 Biome_Inventory_layer_31    13   368
#> 584 Biome_Inventory_layer_31    14     7
#> 585 Biome_Inventory_layer_31    15    34
#> 586 Biome_Inventory_layer_31    16  3347
#> 587 Biome_Inventory_layer_31    17    62
#> 588 Biome_Inventory_layer_31    18   891
#> 589 Biome_Inventory_layer_31    19   396
#> 590 Biome_Inventory_layer_31    20   160
#> 591 Biome_Inventory_layer_31    21    66
#> 592 Biome_Inventory_layer_31    22  6172
#> 593 Biome_Inventory_layer_31    23  1623
#> 594 Biome_Inventory_layer_31    24   112
#> 595 Biome_Inventory_layer_31    25    54
#> 596 Biome_Inventory_layer_31    26   979
#> 597 Biome_Inventory_layer_31    27     8
#> 598 Biome_Inventory_layer_31    28   594
#> 599 Biome_Inventory_layer_31    29    12
#> 600 Biome_Inventory_layer_31    30   652
#> 601 Biome_Inventory_layer_31    31    14
#> 602 Biome_Inventory_layer_31    95    48
#> 603 Biome_Inventory_layer_31    96   237
# }