Apply the following dplyr verbs to your data
Filter rows
## # A tibble: 1,992 × 29
## spec_name acc_genus acc_species palm_tribe palm_subfamily climbing
## <chr> <chr> <chr> <chr> <chr> <chr>
## 1 Acanthophoenix crin… Acanthop… crinita Areceae Arecoideae climbing
## 2 Acanthophoenix rous… Acanthop… rousselii Areceae Arecoideae climbing
## 3 Acanthophoenix rubra Acanthop… rubra Areceae Arecoideae climbing
## 4 Acoelorrhaphe wrigh… Acoelorr… wrightii Trachycar… Coryphoideae climbing
## 5 Acrocomia aculeata Acrocomia aculeata Cocoseae Arecoideae climbing
## 6 Acrocomia crispa Acrocomia crispa Cocoseae Arecoideae climbing
## 7 Acrocomia emensis Acrocomia emensis Cocoseae Arecoideae climbing
## 8 Acrocomia hassleri Acrocomia hassleri Cocoseae Arecoideae climbing
## 9 Acrocomia intumesce… Acrocomia intumescens Cocoseae Arecoideae climbing
## 10 Acrocomia totai Acrocomia totai Cocoseae Arecoideae climbing
## # ℹ 1,982 more rows
## # ℹ 23 more variables: acaulescent <chr>, erect <chr>, stem_solitary <chr>,
## # stem_armed <chr>, leaves_armed <chr>, max_stem_height_m <chr>,
## # max_stem_dia_cm <chr>, understorey_canopy <chr>, max_leaf_number <dbl>,
## # max__blade__length_m <chr>, max__rachis__length_m <chr>,
## # max__petiole_length_m <chr>, average_fruit_length_cm <dbl>,
## # min_fruit_length_cm <chr>, max_fruit_length_cm <chr>, …
Arrange rows
## # A tibble: 2,557 × 29
## spec_name acc_genus acc_species palm_tribe palm_subfamily climbing
## <chr> <chr> <chr> <chr> <chr> <chr>
## 1 Arenga mindorensis Arenga mindorensis Caryoteae Coryphoideae climbing
## 2 Chamaedorea binderi Chamaedo… binderi Chamaedor… Arecoideae climbing
## 3 Chamaedorea denever… Chamaedo… deneversia… Chamaedor… Arecoideae climbing
## 4 Chamaedorea keelero… Chamaedo… keelerorum Chamaedor… Arecoideae climbing
## 5 Chamaedorea recurva… Chamaedo… recurvata Chamaedor… Arecoideae climbing
## 6 Dypsis bonsai Dypsis bonsai Areceae Arecoideae climbing
## 7 Dypsis coursii Dypsis coursii Areceae Arecoideae climbing
## 8 Dypsis pumila Dypsis pumila Areceae Arecoideae climbing
## 9 Syagrus gouveiana Syagrus gouveiana Cocoseae Arecoideae climbing
## 10 Syagrus procumbens Syagrus procumbens Cocoseae Arecoideae climbing
## # ℹ 2,547 more rows
## # ℹ 23 more variables: acaulescent <chr>, erect <chr>, stem_solitary <chr>,
## # stem_armed <chr>, leaves_armed <chr>, max_stem_height_m <chr>,
## # max_stem_dia_cm <chr>, understorey_canopy <chr>, max_leaf_number <dbl>,
## # max__blade__length_m <chr>, max__rachis__length_m <chr>,
## # max__petiole_length_m <chr>, average_fruit_length_cm <dbl>,
## # min_fruit_length_cm <chr>, max_fruit_length_cm <chr>, …
Select columns
## # A tibble: 2,557 × 2
## climbing erect
## <chr> <chr>
## 1 climbing non-erect
## 2 climbing non-erect
## 3 climbing non-erect
## 4 climbing non-erect
## 5 climbing non-erect
## 6 climbing non-erect
## 7 climbing erect
## 8 climbing non-erect
## 9 climbing erect
## 10 climbing non-erect
## # ℹ 2,547 more rows
Add columns
## # A tibble: 1,190 × 3
## spec_name est_fruit_volume max_leaf_number
## <chr> <dbl> <dbl>
## 1 Acanthophoenix crinita 0.325 15
## 2 Acanthophoenix rubra 0.7 20
## 3 Acoelorrhaphe wrightii 0.49 25
## 4 Acrocomia aculeata 19.5 30
## 5 Acrocomia crispa 4.5 15
## 6 Acrocomia hassleri 5.06 6
## 7 Actinokentia divaricata 2.86 7
## 8 Actinokentia huerlimannii 3.9 10
## 9 Actinorhytis calapparia 55 13
## 10 Adonidia merrillii 3.25 17
## # ℹ 1,180 more rows
Summarize by groups
## # A tibble: 29 × 2
## palm_tribe stemWidth
## <chr> <dbl>
## 1 Areceae NA
## 2 Borasseae NA
## 3 Calameae NA
## 4 Caryoteae NA
## 5 Ceroxyleae NA
## 6 Chamaedoreeae NA
## 7 Chuniophoeniceae NA
## 8 Cocoseae NA
## 9 Corypheae NA
## 10 Cryosophileae NA
## # ℹ 19 more rows