Australasian Bittern    ausbit1
Bellbird                nezbel1
Chaffinch               comcha

Australasian Bittern    ausbit1         x
Bellbird                nezbel1         x
Chaffinch               comcha          x

Duck_Blue_Whio          bluduc1
Dunnock_Hedge_Sparrow   dunnoc1
Eurasian Blackbird      eurbla
European Starling       eursta

Duck_Blue_Whio          bluduc1         x
Dunnock_Hedge_Sparrow   dunnoc1         x
Eurasian Blackbird      eurbla          x
European Starling       eursta          x

Fernbird                fernbi1
Haast Tokoeka           sobkiw2

Fernbird                fernbi1         x
Haast Tokoeka           sobkiw2         x

Kea                     kea1

Kea                     kea1            x

Kiwi pukupuku           liskiw1
Kiwi_Nth_Is_Brown       nibkiw1

Kiwi pukupuku           liskiw1         x
Kiwi_Nth_Is_Brown       nibkiw1         x

Redpoll                 comred

Redpoll                 comred          x

Roroa                   grskiw1
Rowi                    okbkiw1
S. Fiordland Tokoeka    sobkiw1

Roroa                   grskiw1         x
Rowi                    okbkiw1         x
S. Fiordland Tokoeka    sobkiw1         x

Weta

Weta
lotkoe1,morepo2,nezfan1,nezkak1,nezpig2,nezrob3,nibkiw1,okbkiw1,parake,pipipi1,riflem1,shbcuc1,silver3,soioys1,soiwre1,sonthr1,spocra2,tomtit1,tui1,varoys1,weka1,yellow2,weta,saddle3
for folder in a
    cmd = `skraak calls clip \
            --folder $folder \
            --prefix Wendy24 \
            --output /home/david/go/src/skraak/.claude/skills/skraak-check-call-classification/Australasian\ Bittern \
            --species Bittern \
            --filter M \
            --size 224 \
            --color`
    run(cmd)             # execute the command
end
skraak calls clip --folder . --prefix Internet --output "/home/david/go/src/skraak/.claude/skills/skraak-check-call-classification/Chaffinch"  --species chaffinch --filter M --size 224 --color
using FileIO, FLAC, DSP, PerceptualColourMaps, ImageTransformations, StatsBase
function get_image_from_sample(sample, f) #sample::Vector{Float64}
    S = DSP.spectrogram(sample, 400, 2; fs = convert(Int, f))
    i = S.power
    if minimum(i) == 0.0
        l = i |> vec |> unique |> sort
        replace!(i, 0.0 => l[2])
    end
    image =
        #! format: off
        DSP.pow2db.(i) |>
        x -> x .+ abs(minimum(x)) |>
        x -> x ./ maximum(x) |>
        x -> reverse(x, dims = 1) |>
        x -> PerceptualColourMaps.applycolourmap(x, cmap("L4")) |>
        #x -> RGB.(x) |>
        x -> ImageTransformations.imresize(x, 224, 224) |>
        x -> Float32.(x)
        #! format: on
    return image
end
function resample_to_8000hz(signal, freq)
      if ndims(signal) > 1
          signal = vec(mean(signal, dims=2))
      end
      signal = DSP.resample(signal, 8000.0f0 / freq)
      signal = vec(signal)  # ensure Vector output
      freq = 8000
      return signal, freq
  end
for item in a
FLAC.load(FileIO.query(item)) |> x -> resample_to_8000hz(x[1], x[2]) |> x -> get_image_from_sample(x[1], x[2]) |> img -> save(replace(item, "flac"=>"png"), img)
end
function resample_to_16000hz(signal, freq)
      if ndims(signal) > 1
          signal = vec(mean(signal, dims=2))
      end
      signal = DSP.resample(signal, 16000.0f0 / freq)
      signal = vec(signal)  # ensure Vector output
      freq = 16000
      return signal, freq
  end
for item in a
FLAC.load(FileIO.query(item)) |> x -> resample_to_16000hz(x[1], x[2]) |> x -> get_image_from_sample(x[1], x[2]) |> img -> save(replace(item, "flac"=>"png"), img)
end