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rfishbase Biological Table

In this notebook, we will compile a table of lmax and a/b coefficients using data from fishbase.

Get taxonomy info

taxa <- rfishbase::load_taxa(server = "fishbase") %>% 
  dplyr::select(SpecCode, Species, Genus, Family) %>% 
  dplyr::mutate(server = "fishbase") %>% 
  dplyr::bind_rows(
    rfishbase::load_taxa(server = "sealifebase") %>% 
      dplyr::select(SpecCode, Species, Genus, Family) %>% 
      dplyr::mutate(server = "sealifebase")
  )
## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10001 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10001 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10001 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10006 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

Get Lmax for all fish

Many of these will be missing and we will fill them in later by taking means across genus and families.

suppressWarnings({
  lmax_info <- rfishbase::popchar(server = "fishbase") %>% 
    dplyr::select(Species, Lmax) %>% 
    dplyr::bind_rows(
      rfishbase::popchar(server = "sealifebase") %>% 
        dplyr::select(Species, Lmax)
    ) %>% 
    dplyr::mutate(lmax = as.numeric(Lmax)) %>% 
    dplyr::group_by(Species) %>% 
    dplyr::summarize(Lmax = max(lmax, na.rm = TRUE)) %>%
    dplyr::mutate(Lmax = ifelse(is.infinite(Lmax), NA, Lmax)) %>% 
    dplyr::left_join(taxa, by = "Species")
})
lmax_info
## # A tibble: 131,941 x 6
##    Species                 Lmax SpecCode Genus           Family        server   
##    <chr>                  <dbl>    <int> <chr>           <chr>         <chr>    
##  1 Aapticheilichthys web…    NA    64588 Aapticheilicht… Procatopodid… fishbase 
##  2 Aaptolasma americana      NA    32307 Aaptolasma      Bathylasmati… sealifeb…
##  3 Aaptolasma brintoni       NA    32306 Aaptolasma      Bathylasmati… sealifeb…
##  4 Aaptolasma callistode…    NA    32308 Aaptolasma      Bathylasmati… sealifeb…
##  5 Aaptolasma leptoderma     NA    32304 Aaptolasma      Bathylasmati… sealifeb…
##  6 Aaptolasma triderma       NA    32305 Aaptolasma      Bathylasmati… sealifeb…
##  7 Aaptos aaptos             NA    51720 Aaptos          Suberitidae   sealifeb…
##  8 Aaptos bergmanni          NA   165941 Aaptos          Suberitidae   sealifeb…
##  9 Aaptos ciliata            NA   105687 Aaptos          Suberitidae   sealifeb…
## 10 Aaptos duchassaingi       NA   139407 Aaptos          Suberitidae   sealifeb…
## # … with 131,931 more rows

Take aggregate means and add it to the lmax table

genus_Lmax_info <- lmax_info %>% 
  dplyr::group_by(Genus) %>% 
  dplyr::summarize(genus_Lmax = mean(Lmax, na.rm = TRUE))

family_Lmax_info <- lmax_info %>% 
  dplyr::group_by(Family) %>% 
  dplyr::summarize(family_Lmax = mean(Lmax, na.rm = TRUE))

lmax_table <- lmax_info %>% 
  dplyr::rename(species_Lmax = Lmax) %>% 
  dplyr::left_join(genus_Lmax_info, by = "Genus") %>% 
  dplyr::left_join(family_Lmax_info, by = "Family")

# Fill in missing data
bio_table <- lmax_table %>% 
  dplyr::mutate(
    lmax = ifelse(is.na(species_Lmax),
      ifelse(is.na(genus_Lmax),
        family_Lmax,
        genus_Lmax
      ),
      species_Lmax
    )
  ) %>% dplyr::select(
    SpecCode, Species, Genus, Family, lmax, server
  )

bio_table
## # A tibble: 131,941 x 6
##    SpecCode Species                Genus           Family         lmax server   
##       <int> <chr>                  <chr>           <chr>         <dbl> <chr>    
##  1    64588 Aapticheilichthys web… Aapticheilicht… Procatopodi…   3.30 fishbase 
##  2    32307 Aaptolasma americana   Aaptolasma      Bathylasmat… NaN    sealifeb…
##  3    32306 Aaptolasma brintoni    Aaptolasma      Bathylasmat… NaN    sealifeb…
##  4    32308 Aaptolasma callistode… Aaptolasma      Bathylasmat… NaN    sealifeb…
##  5    32304 Aaptolasma leptoderma  Aaptolasma      Bathylasmat… NaN    sealifeb…
##  6    32305 Aaptolasma triderma    Aaptolasma      Bathylasmat… NaN    sealifeb…
##  7    51720 Aaptos aaptos          Aaptos          Suberitidae  NaN    sealifeb…
##  8   165941 Aaptos bergmanni       Aaptos          Suberitidae  NaN    sealifeb…
##  9   105687 Aaptos ciliata         Aaptos          Suberitidae  NaN    sealifeb…
## 10   139407 Aaptos duchassaingi    Aaptos          Suberitidae  NaN    sealifeb…
## # … with 131,931 more rows

a/b table

Now we do the same process but for a/b coefficients. For this table, we only aggregate up to the genus.

ab_info <- rfishbase::poplw(server = "fishbase") %>% 
  dplyr::select(Species, a, b) %>% 
  dplyr::bind_rows(
    rfishbase::poplw(server = "sealifebase") %>% 
      dplyr::select(Species, a, b)
  ) %>% 
  # Some species have multiple a/b values so take the mean
  dplyr::group_by(Species) %>% 
  dplyr::summarize(
    a = mean(a, na.rm = TRUE),
    b = mean(b, na.rm = TRUE)
  ) %>% 
  dplyr::left_join(taxa, by = "Species")
## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10001 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10000 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

genus_ab_info <- ab_info %>% 
  dplyr::group_by(Genus) %>% 
  dplyr::summarize(
    genus_a = mean(a, na.rm = TRUE),
    genus_b = mean(b, na.rm = TRUE)
  )

### Fill in missing a/b coefficients, add to bio table
ab_table <- ab_info %>%
  dplyr::left_join(genus_ab_info, by = "Genus")

ab_table <- ab_table %>% 
  dplyr::mutate(
    a = ifelse(is.na(a),
      genus_a,
      a
    ),
    b = ifelse(is.na(b),
      genus_b,
      b
    )
  ) %>% 
  dplyr::select(Species, a, b)

ab_table
## # A tibble: 131,941 x 3
##    Species                        a     b
##    <chr>                      <dbl> <dbl>
##  1 Aapticheilichthys websteri   NaN   NaN
##  2 Aaptolasma americana         NaN   NaN
##  3 Aaptolasma brintoni          NaN   NaN
##  4 Aaptolasma callistoderma     NaN   NaN
##  5 Aaptolasma leptoderma        NaN   NaN
##  6 Aaptolasma triderma          NaN   NaN
##  7 Aaptos aaptos                NaN   NaN
##  8 Aaptos bergmanni             NaN   NaN
##  9 Aaptos ciliata               NaN   NaN
## 10 Aaptos duchassaingi          NaN   NaN
## # … with 131,931 more rows

Combine lmax and a/b tables

bio_table <- dplyr::left_join(bio_table, ab_table, by = "Species") %>%
  dplyr::select(SpecCode, Species, Genus, Family, lmax, a, b, server)

bio_table
## # A tibble: 131,941 x 8
##    SpecCode Species           Genus       Family       lmax     a     b server  
##       <int> <chr>             <chr>       <chr>       <dbl> <dbl> <dbl> <chr>   
##  1    64588 Aapticheilichthy… Aapticheil… Procatopo…   3.30   NaN   NaN fishbase
##  2    32307 Aaptolasma ameri… Aaptolasma  Bathylasm… NaN      NaN   NaN sealife…
##  3    32306 Aaptolasma brint… Aaptolasma  Bathylasm… NaN      NaN   NaN sealife…
##  4    32308 Aaptolasma calli… Aaptolasma  Bathylasm… NaN      NaN   NaN sealife…
##  5    32304 Aaptolasma lepto… Aaptolasma  Bathylasm… NaN      NaN   NaN sealife…
##  6    32305 Aaptolasma tride… Aaptolasma  Bathylasm… NaN      NaN   NaN sealife…
##  7    51720 Aaptos aaptos     Aaptos      Suberitid… NaN      NaN   NaN sealife…
##  8   165941 Aaptos bergmanni  Aaptos      Suberitid… NaN      NaN   NaN sealife…
##  9   105687 Aaptos ciliata    Aaptos      Suberitid… NaN      NaN   NaN sealife…
## 10   139407 Aaptos duchassai… Aaptos      Suberitid… NaN      NaN   NaN sealife…
## # … with 131,931 more rows

Trophic levels

troph_info <- rfishbase::ecology(server = "fishbase") %>% 
  dplyr::select(Species, DietTroph) %>% 
  dplyr::bind_rows(
    rfishbase::ecology(server = "sealifebase") %>% 
      dplyr::select(Species, DietTroph)
  ) %>% 
  dplyr::group_by(Species) %>% 
  dplyr::summarize(species_trophic_level = mean(DietTroph, na.rm=TRUE)) %>% 
  dplyr::left_join(taxa, by = 'Species')
## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10001 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10002 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10004 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10003 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10001 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10005 ms

## Warning: Error in curl::curl_fetch_memory(file, handle): Timeout was reached: [hash-archive.org] Connection timeout after 10001 ms

### Aggregate at family and genus level
family_troph <- troph_info %>% 
  dplyr::group_by(Family) %>% 
  dplyr::summarize(family_trophic_level = mean(species_trophic_level, na.rm = TRUE))

genus_troph <- troph_info %>% 
  dplyr::group_by(Genus) %>% 
  dplyr::summarize(genus_trophic_level = mean(species_trophic_level, na.rm = TRUE))

trophic_table <- troph_info %>% 
  dplyr::left_join(family_troph, by = "Family") %>% 
  dplyr::left_join(genus_troph, by = "Genus") %>% 
  dplyr::mutate(
    # Try to use the species trophic level.
    # If it's NA, use genus trophic level.
    # If that's NA, use family trophic level, which will then be used regardless if NA
    trophic_level = ifelse(is.na(species_trophic_level),
      ifelse(is.na(genus_trophic_level),
        family_trophic_level,
        genus_trophic_level
      ),
      species_trophic_level
    )
  ) %>% 
  dplyr::select(Species, trophic_level)

trophic_table
## # A tibble: 131,941 x 2
##    Species                    trophic_level
##    <chr>                              <dbl>
##  1 Aapticheilichthys websteri           NaN
##  2 Aaptolasma americana                 NaN
##  3 Aaptolasma brintoni                  NaN
##  4 Aaptolasma callistoderma             NaN
##  5 Aaptolasma leptoderma                NaN
##  6 Aaptolasma triderma                  NaN
##  7 Aaptos aaptos                        NaN
##  8 Aaptos bergmanni                     NaN
##  9 Aaptos ciliata                       NaN
## 10 Aaptos duchassaingi                  NaN
## # … with 131,931 more rows

Join trophic table with lmax/ab

bio_table <- dplyr::left_join(bio_table, trophic_table, by = "Species") %>% 
  dplyr::select(SpecCode, Species, Genus, Family, lmax, a, b, trophic_level, server)

bio_table
## # A tibble: 131,941 x 9
##    SpecCode Species     Genus    Family    lmax     a     b trophic_level server
##       <int> <chr>       <chr>    <chr>    <dbl> <dbl> <dbl>         <dbl> <chr> 
##  1    64588 Aapticheil… Aaptich… Procat…   3.30   NaN   NaN           NaN fishb…
##  2    32307 Aaptolasma… Aaptola… Bathyl… NaN      NaN   NaN           NaN seali…
##  3    32306 Aaptolasma… Aaptola… Bathyl… NaN      NaN   NaN           NaN seali…
##  4    32308 Aaptolasma… Aaptola… Bathyl… NaN      NaN   NaN           NaN seali…
##  5    32304 Aaptolasma… Aaptola… Bathyl… NaN      NaN   NaN           NaN seali…
##  6    32305 Aaptolasma… Aaptola… Bathyl… NaN      NaN   NaN           NaN seali…
##  7    51720 Aaptos aap… Aaptos   Suberi… NaN      NaN   NaN           NaN seali…
##  8   165941 Aaptos ber… Aaptos   Suberi… NaN      NaN   NaN           NaN seali…
##  9   105687 Aaptos cil… Aaptos   Suberi… NaN      NaN   NaN           NaN seali…
## 10   139407 Aaptos duc… Aaptos   Suberi… NaN      NaN   NaN           NaN seali…
## # … with 131,931 more rows

Update data.world file

library(httr)
library(readr)

readr::write_csv(bio_table, "bio-table.csv")
DW_TOKEN <- Sys.getenv("DW_TOKEN")

# Saving output to res for debugging if necessary
res <- httr::PUT(
  url = "https://api.data.world/v0/uploads/rare/fishbase/files/bio-table.csv",
  config = httr::add_headers(
    Authorization = paste("Bearer", DW_TOKEN),
    "Content-Type" = "application/octet-stream"
  ),
  body = httr::upload_file("bio-table.csv")
)

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