Owl vocalization comparative analysis

Author

Marcelo Araya Salas

Published

March 1, 2024

Source code, data and annotation protocol found at https://github.com/maRce10/owl_vocalization_comparative_analysis

Purposes

  • Pool together acoustic data

  • Double-check acoustic data

  • Measure acoustic structure

1 Data analysis workflow

flowchart
  A[Xeno Canto\nrecordings] --> B(Manual annotations\nin Raven) 
  B --> C(Visually\ndouble-check)
  C --> D(Measure spectral\nfeatures in R)
  D --> E(Center\n& scale) 
  E --> F(UMAP/TSNE\nDimension reduction)
  F --> G(complexity:Acoustic\nspace \nkernel density)
  G --> H[Output Acoustic\nstructure data set]
  D --> H
  
style A fill:#44015466
style B fill:#3E4A894D
style C fill:#26828E4D
style D fill:#6DCD594D
style E fill:#6DCD594D
style F fill:#6DCD594D
style H fill:#FDE7254D
style G fill:#31688E4D

 

2 Acoustic data overview

Code 
ohun::feature_acoustic_data("./data/raw/recordings")
Features of the acoustic data set in '/home/m/Dropbox/Projects/owl_vocalization_comparative_analysis/data/raw/recordings':

* 485 sound files

* 1 file format(s) (.wav (485))

* 1 sampling rate(s) (44.1 kHz (485))

* 1 bit depth(s) (16 bits (485))

* 1 number of channels (1 channel(s) (485))

* File duration range: 5.06-445.03 s (mean: 60.09 s)

* File size range: 0.45-39.25 MB (mean: 5.3 MB)

 (detailed information by sound file can be obtained with 'warbleR::info_sound_files()')

 

3 Cheking annotations

Code 
rav_dat <- imp_raven(path = "./data/processed", files = "consolidated_annotations_neurocin.txt",
    warbler.format = TRUE, all.data = TRUE)

cs <- check_sels(rav_dat, path = "./data/raw/recordings")
all selections are OK
Code 
rav_dat$species_subsp <- gsub(".wav", "", sapply(strsplit(rav_dat$sound.files,
    split = " - "), "[", 3))

# rav_dat[is.na(rav_dat$species_subsp), ]

rav_dat$species_subsp[is.na(rav_dat$species_subsp)] <- "Tyto rosenbergii"

rav_dat$species <- sapply(strsplit(rav_dat$species, split = " "),
    function(x) paste(x[1:2], collapse = " "))

rav_dat$selec.file <- NULL

rav_dat$duration <- rav_dat$end - rav_dat$start

rav_dat <- rav_dat[!(rav_dat$sound.files == "XC500332 - Autillo guatemalteco - Megascops guatemalae hastatus.wav" &
    rav_dat$duration < 2), ]

rav_dat <- rav_dat[rav_dat$sound.files != "XC607196 - Mochuelo peruano - Glaucidium peruanum.wav",
    ]

rav_dat <- rav_dat[rav_dat$sound.files != "XC610028 - Mochuelo caburé - Glaucidium brasilianum.wav",
    ]


summ_anns <- summarize_reference(reference = rav_dat, units = c("s",
    "kHz"), by.sound.file = TRUE)

sr <- summarize_reference(reference = rav_dat, units = c("s", "kHz"),
    by.sound.file = FALSE)

.print_df(sr, height = NULL, row.names = TRUE)
min mean max
sel.duration 0.01 0.18 2.95
gap.duration 0.00 1.46 229.01
annotations 1.00 21.16 213.00
bottom.freq 0.00 0.63 19.27
top.freq 0.19 2.70 22.05

 

  • 430 annotated sound files

  • 200 annotated species

 

5 Quantify acoustic spaces with UMAP and TSNE

Code 
sp <- read.csv("./data/processed/spectral_features.csv")

# remove NAs
sp <- sp[!is.na(sp$skew), ]
sapply(sp, function(x) sum(is.na(x)))

sp <- sp[, !sapply(sp, anyNA)]

acous_features <- c("duration", "meanfreq", "sd", "freq.median", "freq.Q25",
    "freq.Q75", "freq.IQR", "time.median", "time.Q25", "time.Q75",
    "time.IQR", "skew", "kurt", "sp.ent", "time.ent", "entropy", "sfm",
    "meandom", "mindom", "maxdom", "dfrange", "modindx", "startdom",
    "enddom", "dfslope", "meanpeakf")

scale_sp <- scale(sp[, acous_features])

umap_result <- umap(scale_sp, n_neighbors = 15, n_components = 2)

# add results to sp
sp$UMAP1 <- umap_result$layout[, 1]
sp$UMAP2 <- umap_result$layout[, 2]

tsne <- Rtsne(scale_sp, dims = 2, perplexity = 30, verbose = FALSE,
    max_iter = 5000)
sp$TSNE1 <- tsne$Y[, 1]
sp$TSNE2 <- tsne$Y[, 2]

write.csv(sp, "./data/processed/umap_tsne_on_spectral_features.csv",
    row.names = FALSE)

5.1 UMAP space

Code 
sp <- read.csv("./data/processed/umap_tsne_on_spectral_features.csv")

# Create a scatterplot
gg_umap <- ggplot(sp, aes(x = UMAP1, y = UMAP2, color = species, fill = species)) +
    geom_point(size = 4) + # ylim(c(-7, 7)) +  geom_point(size =
    geom_point(size = 4) + # ylim(c(-7, 7)) +  4) + # ylim(c(-7,
    geom_point(size = 4) + # ylim(c(-7, 7)) +  7)) +
scale_color_viridis_d(alpha = 0.3, begin = 0.1, end = 0.8) + scale_fill_viridis_d(alpha = 0.2,
    begin = 0.1, end = 0.8) + theme_classic(base_size = 20) + labs(x = "UMAP1",
    y = "UMAP2", color = "Locality", fill = "Locality") + theme(legend.position = "none")

gg_umap

5.2 TSNE space

Code 
sp <- read.csv("./data/processed/umap_tsne_on_spectral_features.csv")

# Create a scatterplot
gg_tsne <- ggplot(sp, aes(x = TSNE1, y = TSNE2, color = species, fill = species)) +
    geom_point(size = 4) + # ylim(c(-7, 7)) +  geom_point(size =
    geom_point(size = 4) + # ylim(c(-7, 7)) +  4) + # ylim(c(-7,
    geom_point(size = 4) + # ylim(c(-7, 7)) +  7)) +
scale_color_viridis_d(alpha = 0.3, begin = 0.1, end = 0.8) + scale_fill_viridis_d(alpha = 0.2,
    begin = 0.1, end = 0.8) + theme_classic(base_size = 20) + labs(x = "TSNE1",
    y = "TSNE2", color = "Locality", fill = "Locality") + theme(legend.position = "none")

gg_tsne

5.3 Measure acoustic space per sound file on UMAP dimensions

Code 
raref_spaces_mst <- rarefact_space_size(formula = sound.files ~ UMAP1 +
    UMAP2, data = sp, replace = TRUE, n = median(summ_anns$annotations),
    seed = 123, parallel = 10, iterations = 100, type = "mst")

spaces_mst <- space_size(formula = sound.files ~ UMAP1 + UMAP2, data = sp,
    parallel = 10, type = "mst")

raref_spaces_density <- rarefact_space_size(formula = sound.files ~
    UMAP1 + UMAP2, data = sp, replace = TRUE, n = median(summ_anns$annotations),
    seed = 123, parallel = 10, iterations = 100, type = "density")

spaces_density <- space_size(formula = sound.files ~ UMAP1 + UMAP2,
    data = sp, parallel = 10, type = "density")

raref_spaces_mcp <- rarefact_space_size(formula = sound.files ~ UMAP1 +
    UMAP2, data = sp, replace = TRUE, n = median(summ_anns$annotations),
    seed = 123, parallel = 10, iterations = 100, type = "mcp")

spaces_mcp <- space_size(formula = sound.files ~ UMAP1 + UMAP2, data = sp,
    parallel = 10, type = "mcp")


spaces <- raref_spaces_mst[, c("group"), drop = FALSE]

spaces$raref.mst.size <- raref_spaces_mst$mean.size

spaces$raref.density.size <- raref_spaces_kernel$mean.size

spaces$raref.mcp.size <- raref_spaces_mcp$mean.size

spaces$mst.size <- spaces_mst$size
spaces$mst.size[is.na(spaces$mst.size)] <- 0

spaces$density.size <- spaces_density$size

spaces$mcp.size <- spaces_mcp$size

write.csv(spaces, "./data/processed/umap_acoustic_spaces.csv", row.names = FALSE)

imputed_spaces <- data.frame(group = spaces$group, complete(mice(data = spaces[,
    -1])))

write.csv(imputed_spaces, "./data/processed/umap_imputed_acoustic_spaces.csv",
    row.names = FALSE)

5.4 Measure acoustic space per sound file on TSNE dimensions

Code 
raref_spaces_mst <- rarefact_space_size(formula = sound.files ~ TSNE1 +
    TSNE2, data = sp, replace = TRUE, n = median(summ_anns$annotations),
    seed = 123, parallel = 10, iterations = 100, type = "mst")

spaces_mst <- space_size(formula = sound.files ~ TSNE1 + TSNE2, data = sp,
    parallel = 10, type = "mst")

raref_spaces_density <- rarefact_space_size(formula = sound.files ~
    TSNE1 + TSNE2, data = sp, replace = TRUE, n = median(summ_anns$annotations),
    seed = 123, parallel = 10, iterations = 100, type = "density")

spaces_density <- space_size(formula = sound.files ~ TSNE1 + TSNE2,
    data = sp, parallel = 10, type = "density")

raref_spaces_mcp <- rarefact_space_size(formula = sound.files ~ TSNE1 +
    TSNE2, data = sp, replace = TRUE, n = median(summ_anns$annotations),
    seed = 123, parallel = 10, iterations = 100, type = "mcp")

spaces_mcp <- space_size(formula = sound.files ~ TSNE1 + TSNE2, data = sp,
    parallel = 10, type = "mcp")


spaces <- raref_spaces_mst[, c("group"), drop = FALSE]

spaces$raref.mst.size <- raref_spaces_mst$mean.size

spaces$raref.density.size <- raref_spaces_density$mean.size

spaces$raref.mcp.size <- raref_spaces_mcp$mean.size

spaces$mst.size <- spaces_mst$size
spaces$mst.size[is.na(spaces$mst.size)] <- 0

spaces$density.size <- spaces_density$size

spaces$mcp.size <- spaces_mcp$size

write.csv(spaces, "./data/processed/tsne_acoustic_spaces.csv", row.names = FALSE)

imputed_spaces <- data.frame(group = spaces$group, complete(mice(data = spaces[,
    -1])))

write.csv(imputed_spaces, "./data/processed/tsne_imputed_acoustic_spaces.csv",
    row.names = FALSE)

6 Add song complexity measures

Code 
song_complx <- song_analysis(X = rav_dat, song_colm = "song", elm_colm = "element")

song_complx$species <- sapply(song_complx$sound.files, function(x) sp$species[sp$sound.files ==
    x][1])

song_complx$species <- sapply(song_complx$sound.files, function(x) sp$species[sp$sound.files ==
    x][1])

agg_song_by_sound_file <- aggregate(cbind(song.duration, num.elms,
    elm.types) ~ sound.files, song_complx, FUN = mean)

write.csv(agg_song_by_sound_file, "./data/processed/song_complexity_features_by_sound_file.csv",
    row.names = FALSE)

agg_song_by_species <- aggregate(cbind(song.duration, num.elms, elm.types) ~
    species, song_complx, FUN = mean)

write.csv(agg_song_by_species, "./data/processed/song_complexity_features_by_species.csv",
    row.names = FALSE)

7 Pairwise correlation between space size measures

7.1 UMAP

Code 
umap_space <- read.csv("./data/processed/umap_imputed_acoustic_spaces.csv")

umap_cormat <- cor(umap_space[, -1], use = "pairwise.complete.obs")

cols_corr <- colorRampPalette(c(viridis(3, direction = 1, begin = 0.2,
    end = 0.5), "#BEBEBE1A", "white", "#BEBEBE1A", viridis(3, direction = 1,
    begin = 0.7, end = 0.9)))(30)

corrplot.mixed(umap_cormat, tl.cex = 0.7, upper.col = cols_corr, lower.col = cols_corr,
    lower = "number", upper = "ellipse", tl.col = "black")

7.2 TSNE

Code 
tsne_space <- read.csv("./data/processed/tsne_imputed_acoustic_spaces.csv")

tsne_cormat <- cor(tsne_space[, -1], use = "pairwise.complete.obs")

corrplot.mixed(tsne_cormat, tl.cex = 0.7, upper.col = cols_corr, lower.col = cols_corr,
    lower = "number", upper = "ellipse", tl.col = "black")

7.3 TSNE and UMAP

Code 
spaces <- cbind(tsne_space[, -1], umap_space[umap_space$group %in%
    tsne_space$group, -1])

names(spaces) <- paste(rep(c("tsne", "umap")), names(spaces), sep = "-")

cormat <- cor(spaces, use = "pairwise.complete.obs")

corrplot.mixed(cormat, tl.cex = 0.7, upper.col = cols_corr, lower.col = cols_corr,
    lower = "number", upper = "ellipse", tl.col = "black")

8 Generate single data set

Each row is a sound file

Code 
tsne_space <- read.csv("./data/processed/tsne_imputed_acoustic_spaces.csv")
umap_space <- read.csv("./data/processed/umap_imputed_acoustic_spaces.csv")

umap_space <- umap_space[umap_space$group %in% tsne_space$group, ]

output_data <- data.frame(sound.files = tsne_space$group)

output_data$species <- sapply(output_data$sound.files, function(x) rav_dat$species[rav_dat$sound.files ==
    x][1])

output_data$umap.space.size <- umap_space$raref.density.size * 100/max(umap_space$raref.density.size)

output_data$tsne.space.size <- tsne_space$raref.density.size * 100/max(tsne_space$raref.density.size)

output_data$log.umap.space.size <- log(output_data$umap.space.size)
output_data$log.tsne.space.size <- log(output_data$tsne.space.size +
    1)

output_data$peak.frequency <- sapply(output_data$sound.files, function(x) {
    weighted.mean(sp$meanpeakf[sp$sound.files == x], w = sp$duration[sp$sound.files ==
        x])
})

output_data$frequency.range <- sapply(output_data$sound.files, function(x) {
    max(sp$freq.Q75[sp$sound.files == x]) - min(sp$freq.Q25[sp$sound.files ==
        x])
})

output_data$modulation <- sapply(output_data$sound.files, function(x) {
    weighted.mean(sp$modindx[sp$sound.files == x], w = sp$duration[sp$sound.files ==
        x])
})

output_data$elm.duration <- sapply(output_data$sound.files, function(x) {
    mean(sp$duration[sp$sound.files == x])
})

agg_song_sf <- read.csv("./data/processed/song_complexity_features_by_sound_file.csv")

output_data$song.duration <- sapply(output_data$sound.files, function(x) {
    x <- agg_song_sf$song.duration[agg_song_sf$sound.files == x]

    if (length(x) == 0)
        x <- NA
    return(x)
})

output_data$num.elms <- sapply(output_data$sound.files, function(x) {
    x <- agg_song_sf$num.elms[agg_song_sf$sound.files == x]

    if (length(x) == 0)
        x <- NA
    return(x)
})


output_data$elm.types <- sapply(output_data$sound.files, function(x) {
    x <- agg_song_sf$elm.types[agg_song_sf$sound.files == x]

    if (length(x) == 0)
        x <- NA
    return(x)
})

write.csv(output_data, "./data/processed/owl_song_features_by_sound_file.csv",
    row.names = FALSE)

# by species
agg_song <- read.csv("./data/processed/song_complexity_features_by_species.csv")

mean_sp_data <- aggregate(cbind(umap.space.size, tsne.space.size,
    log.umap.space.size, log.tsne.space.size, peak.frequency, frequency.range,
    modulation) ~ species, output_data, mean)

mean_sp_data$song.duration <- sapply(mean_sp_data$species, function(x) {
    x <- agg_song$song.duration[agg_song$species == x]

    if (length(x) == 0)
        x <- NA
    return(x)
})

mean_sp_data$num.elms <- sapply(mean_sp_data$species, function(x) {
    x <- agg_song$num.elms[agg_song$species == x]

    if (length(x) == 0)
        x <- NA
    return(x)
})


mean_sp_data$elm.types <- sapply(mean_sp_data$species, function(x) {
    x <- agg_song$elm.types[agg_song$species == x]

    if (length(x) == 0)
        x <- NA
    return(x)
})


write.csv(mean_sp_data, "./data/processed/owl_song_features_by_species.csv",
    row.names = FALSE)

9 By sound file

Code 
output_data <- read.csv("./data/processed/owl_song_features_by_sound_file.csv")

.print_df(output_data, height = "1000px")
sound.files species umap.space.size tsne.space.size log.umap.space.size log.tsne.space.size peak.frequency frequency.range modulation elm.duration song.duration num.elms elm.types
XC102826 - Búho chico - Asio otus otus.wav Asio otus 0.002816 0.019601 -5.872517 0.019412 0.532312 4.849784 2.43509 0.505546 0.505546 1.00000 1.00000
XC104027 - Búho pescador leonado - Ketupa flavipes.wav Ketupa flavipes 0.178622 0.447908 -1.722486 0.370120 3.917214 1.972928 43.16510 1.519903 1.519903 1.00000 1.00000
XC104661 - Mochuelo de madriguera - Athene cunicularia hypugaea.wav Athene cunicularia 0.878136 11.981877 -0.129954 2.563554 0.982299 3.569646 1.69613 0.318075 0.823282 2.00000 2.00000
XC105243 - Mochuelo sijú - Glaucidium siju.wav Glaucidium siju 0.023423 0.284218 -3.754018 0.250150 3.318743 3.845932 2.88542 0.151975 0.151975 1.00000 1.00000
XC105374 - Nínox punteado - Ninox punctulata.wav Ninox punctulata 5.473665 1.912286 1.699948 1.068938 2.020894 4.601174 3.78490 0.134554 0.134554 1.00000 1.00000
XC106596 - Mochuelo boreal - Aegolius funereus.wav Aegolius funereus 0.262018 0.746160 -1.339342 0.557419 0.862796 0.170338 1.07461 0.094350 1.290096 6.84615 1.00000
XC108715 - Lechuza tenebrosa - Tyto tenebricosa tenebricosa.wav Tyto tenebricosa 0.000818 0.026963 -7.108994 0.026606 3.023934 2.839423 22.75968 1.443127 1.443127 1.00000 1.00000
XC113823 - Autillo de las Palau - Pyrroglaux podargina.wav Pyrroglaux podargina 2.094540 58.461021 0.739334 4.085321 0.766749 0.959448 2.85104 0.114193 0.812247 1.07534 1.02740
XC114338 - Nínox maorí - Ninox novaeseelandiae novaeseelandiae.wav Ninox novaeseelandiae 1.418552 0.869518 0.349636 0.625681 0.885228 0.165074 4.72301 0.195082 0.628774 2.00000 2.00000
XC115329 - Autillo montano - Otus spilocephalus spilocephalus_Bhutan.wav Otus spilocephalus 0.009822 0.052063 -4.623150 0.050753 1.522808 0.061653 2.05236 0.151154 0.691409 2.00000 2.00000
XC115639 - Mochuelo peludo - Xenoglaux loweryi.wav Xenoglaux loweryi 0.003015 0.008881 -5.804203 0.008842 0.821314 0.154538 6.85594 0.236247 0.236247 1.00000 1.00000
XC115660 - Lechuza australiana - Tyto novaehollandiae novaehollandiae_Australia (Darug NP).wav Tyto novaehollandiae 0.005398 0.018751 -5.221780 0.018577 1.865227 0.530017 27.77014 1.342408 1.342408 1.00000 1.00000
XC116370 - Búho manchú - Bubo blakistoni.wav Bubo blakistoni 0.090202 1.596113 -2.405701 0.954015 0.243081 0.088305 2.94998 0.244835 1.086166 4.00000 1.00000
XC120357 - Autillo persa - Otus brucei brucei.wav Otus brucei 0.151570 1.107443 -1.886707 0.745475 0.510116 0.556283 2.11675 0.141705 26.224461 25.66667 3.00000
XC122022 - Nínox de Seram - Ninox squamipila.wav Ninox squamipila 0.218762 3.481016 -1.519771 1.499850 0.404695 0.629830 2.77191 0.090918 5.447968 29.50000 2.00000
XC124014 - Mochuelo boliviano - Glaucidium bolivianum.wav Glaucidium bolivianum 1.658904 0.225202 0.506157 0.203106 1.244974 0.574393 2.02689 0.213495 0.213495 1.00000 1.00000
XC127309 - Búho de Guinea - Bubo poensis.wav Bubo poensis 0.775924 1.911273 -0.253700 1.068591 0.359510 0.262540 1.54027 0.032297 0.509955 9.50000 1.00000
XC133166 - Mochuelo costarricense - Glaucidium costaricanum.wav Glaucidium costaricanum 0.005513 0.072813 -5.200647 0.070284 1.167201 0.097983 1.00000 0.078053 0.078053 1.00000 1.00000
XC133628 - American Barn Owl - Tyto furcata.wav Tyto furcata 0.000610 0.000202 -7.401927 0.000202 2.733019 0.913041 29.44424 0.823740 0.823740 1.00000 1.00000
XC134386 - Nínox robusto - Ninox strenua.wav Ninox strenua 2.382081 18.436618 0.867975 2.967159 0.325914 0.390205 11.48206 0.429839 0.865469 1.57143 1.28571
XC140138 - Mochuelo de los saguaros - Micrathene whitneyi.wav Micrathene whitneyi 5.008353 7.668762 1.611107 2.159726 1.464362 2.252471 2.15696 0.087293 2.936988 5.94118 1.94118
XC141909 - Autillo de Java - Otus angelinae.wav Otus angelinae 0.034268 0.208308 -3.373532 0.189221 4.988216 4.094984 7.03790 0.511806 1.265487 1.90000 1.50000
XC142493 - Nínox rojizo - Ninox rufa.wav Ninox rufa 3.711317 3.053315 1.311387 1.399535 0.388954 0.032172 1.09596 0.221671 1.028087 2.50000 1.25000
XC147630 - Autillo de Sokoke - Otus ireneae.wav Otus ireneae 0.004144 0.095459 -5.485987 0.091173 0.994258 2.030535 2.83394 0.203512 11.640900 20.00000 1.00000
XC148130 - Autillo pálido - Megascops ingens colombianus.wav Megascops ingens 0.697936 19.032341 -0.359627 2.997348 0.871895 0.307579 1.72144 0.129156 15.829625 52.00000 1.25000
XC152097 - Nínox bermejo - Ninox ios.wav Ninox ios 0.178113 4.139702 -1.725338 1.636995 0.851492 0.493012 2.40206 0.062581 0.128515 2.00000 2.00000
XC152132 - Lechuza de Célebes - Tyto rosenbergii.wav Tyto rosenbergii 0.050210 0.144931 -2.991532 0.135344 2.046839 2.558376 14.09902 0.735043 0.735043 1.00000 1.00000
XC152822 - Mochuelo de Parker - Glaucidium parkeri.wav Glaucidium parkeri 0.001790 0.095785 -6.325383 0.091471 1.340145 0.040099 1.59095 0.220290 1.351967 3.00000 1.00000
XC153647 - Autillo gorjiblanco - Megascops albogularis.wav Megascops albogularis 0.041140 0.647381 -3.190775 0.499187 0.734842 0.057789 1.44090 0.112827 1.247172 7.00000 1.00000
XC15392 - Mochuelo de madriguera - Athene cunicularia.wav Athene cunicularia 3.176332 14.367384 1.155727 2.732247 0.770247 0.689315 9.49526 0.443150 1.302089 2.00000 2.00000
XC154487 - Autillo montano - Otus spilocephalus huttoni_India.wav Otus spilocephalus 0.094603 0.057534 -2.358064 0.055940 1.426617 0.024136 1.38773 0.217502 0.982825 2.00000 1.00000
XC154914 - Búho negruzco - Asio stygius robustus.wav Asio stygius 0.008143 0.001441 -4.810609 0.001440 3.438119 3.691149 4.29160 0.211683 0.211683 1.00000 1.00000
XC155334 - Mochuelo malgache - Athene superciliaris.wav Athene superciliaris 0.010996 0.036928 -4.510198 0.036263 0.763427 0.082824 3.09915 0.304929 0.304929 1.00000 1.00000
XC155335 - Mochuelo malgache - Athene superciliaris.wav Athene superciliaris 0.000027 0.000029 -10.518036 0.000029 0.734842 0.377549 3.03454 0.740544 0.740544 1.00000 1.00000
XC155634 - Búho manchú - Bubo blakistoni.wav Bubo blakistoni 0.149617 1.573349 -1.899677 0.945208 0.259307 0.055821 6.70025 0.229004 0.829814 3.00000 1.00000
XC155836 - Nínox papú - Ninox theomacha theomacha.wav Ninox theomacha 0.078502 0.299439 -2.544634 0.261932 0.818136 0.137906 3.95199 0.382442 1.317101 2.00000 1.81818
XC156513 - Autillo moluqueño - Otus magicus tempestatis.wav Otus magicus 0.067280 0.585126 -2.698895 0.460664 1.208503 0.507304 3.99913 0.167425 1.622705 2.85714 1.00000
XC156682 - Autillo montano - Otus spilocephalus_Vietnam.wav Otus spilocephalus_Vietnam 0.051936 0.366890 -2.957751 0.312538 1.621813 0.291693 1.11199 0.160329 0.979404 2.66667 1.66667
XC16284 - Mochuelo boliviano - Glaucidium bolivianum.wav Glaucidium bolivianum 19.710537 6.493658 2.981153 2.014057 1.426617 0.465394 4.07486 0.318730 0.318730 1.00000 1.00000
XC163035 - Autillo gorjiblanco - Megascops albogularis.wav Megascops albogularis 4.133445 14.017687 1.419111 2.709229 0.736473 0.261299 1.93816 0.082901 1.146634 9.66667 1.00000
XC164135 - Búho moro - Asio capensis.wav Asio capensis 0.159659 2.992767 -1.834718 1.384484 2.109871 3.398595 8.56674 0.214788 1.378201 4.66667 2.00000
XC166218 - Mochuelo moreno - Aegolius ridgwayi.wav Aegolius ridgwayi 3.358044 2.947523 1.211359 1.373088 1.072365 0.459783 2.28116 0.131491 17.553722 42.50000 1.50000
XC166456 - Autillo rajá - Otus brookii.wav Otus brookii 0.098533 0.091403 -2.317362 0.087464 0.997524 0.590876 7.65247 0.223993 0.223993 1.00000 1.00000
XC173103 - Lechuza moteada - Tyto multipunctata.wav Tyto multipunctata 0.001048 0.010374 -6.861005 0.010321 2.490574 3.222532 45.27742 2.086998 2.086998 1.00000 1.00000
XC173506 - Mochuelo brahmán - Athene brama.wav Athene brama 0.013120 0.014172 -4.333649 0.014072 3.022045 5.803037 9.48592 0.266050 2.269086 5.50000 1.50000
XC174183 - Nínox robusto - Ninox strenua.wav Ninox strenua 0.040961 3.309440 -3.195129 1.460808 0.381277 0.273273 6.11388 0.523407 1.309573 2.00000 2.00000
XC176735 - Autillo de Moheli - Otus moheliensis.wav Otus moheliensis 0.051835 0.000000 -2.959696 0.000000 1.845141 2.891845 5.65117 0.145031 0.145031 1.00000 1.00000
XC177444 - Autillo oriental - Otus sunia leggei.wav Otus sunia 0.433275 3.009023 -0.836382 1.388548 0.939449 0.342882 3.58951 0.108672 1.144940 3.78261 2.86957
XC17769 - Mochuelo boreal - Aegolius funereus richardsoni.wav Aegolius funereus 0.904881 29.890309 -0.099951 3.430443 0.794167 0.160202 1.13051 0.051031 2.377691 21.00000 2.00000
XC178372 - Autillo oriental - Otus sunia stictonotus.wav Otus sunia 0.436905 21.719942 -0.828039 3.123243 1.178058 0.189858 2.98990 0.211939 1.234760 2.75000 2.75000
XC178817 - Autillo flamulado - Psiloscops flammeolus.wav Psiloscops flammeolus 1.518335 1.297852 0.417614 0.831975 0.456376 0.052012 2.76473 0.201416 0.556886 1.75000 1.50000
XC179383 - Nínox punteado - Ninox punctulata.wav Ninox punctulata 6.708866 2.978217 1.903430 1.380834 1.504270 1.798314 4.92026 0.145330 5.833229 21.00000 3.00000
XC182640 - Autillo flamulado - Psiloscops flammeolus.wav Psiloscops flammeolus 0.012281 0.006285 -4.399672 0.006266 0.561898 0.032788 2.13297 0.244824 0.244824 1.00000 1.00000
XC182818 - Autillo oriental - Otus sunia stictonotus.wav Otus sunia 0.017433 2.334332 -4.049415 1.204272 0.893180 0.197099 1.89016 0.144649 0.996290 2.72222 1.00000
XC184027 - Búho malgache - Asio madagascariensis.wav Asio madagascariensis 11.419986 48.978936 2.435365 3.911602 1.484761 1.466337 3.11599 0.151668 0.151668 1.00000 1.00000
XC188241 - Autillo montano - Otus spilocephalus hambroecki_Taiwan.wav Otus spilocephalus 16.075368 0.529282 2.777288 0.424798 1.513089 0.051441 1.58749 0.288004 1.205141 2.00000 1.00000
XC189030 - Autillo de manglar - Megascops cooperi.wav Megascops cooperi 0.188534 4.733413 -1.668476 1.746311 0.525252 0.720345 2.35432 0.044210 2.572361 23.00000 1.00000
XC193879 - Nínox bermejo - Ninox ios undescribed.wav Ninox ios 0.245004 6.005810 -1.406479 1.946740 0.796410 0.426211 2.04347 0.047251 0.108117 2.00000 1.00000
XC196205 - Autillo montano - Otus spilocephalus vandewateri.wav Otus spilocephalus 0.036906 0.277930 -3.299370 0.245242 1.426617 0.030140 2.68587 0.231411 1.590693 2.00000 1.00000
XC196473 - Mochuelo europeo - Athene noctua.wav Athene noctua 0.028167 0.402066 -3.569592 0.337947 3.798179 2.711049 1.85171 0.065674 0.355954 2.30000 1.00000
XC19878_Tyto_rosenbergii.wav Tyto rosenbergii 0.000015 0.000000 -11.077476 0.000000 3.148257 1.228319 14.30943 0.603618 0.603618 1.00000 1.00000
XC201045 - Búho nepalí - Bubo nipalensis.wav Bubo nipalensis 0.001418 0.007778 -6.558409 0.007748 1.139950 0.105766 4.01621 0.923097 0.923097 1.00000 1.00000
XC203228 - Autillo del Amazonas - Megascops watsonii watsonii.wav Megascops watsonii 20.449110 16.380003 3.017939 2.855320 0.636297 0.132830 1.63103 0.058632 16.498681 139.00000 2.00000
XC203876 - Nínox bermejo - Ninox ios.wav Ninox ios 0.222181 3.395469 -1.504265 1.480574 0.877266 0.452695 2.57479 0.080326 0.979011 4.00000 1.00000
XC204281 - Autillo de Java - Otus angelinae.wav Otus angelinae 0.408557 0.700438 -0.895123 0.530886 3.304518 5.395956 14.94181 0.801777 1.101052 1.25000 1.25000
XC206574 - Mochuelo cuco - Glaucidium cuculoides.wav Glaucidium cuculoides 1.505181 3.066475 0.408913 1.402777 0.994609 0.152137 1.13096 0.044652 14.338630 184.00000 1.00000
XC206584 - Autillo oriental - Otus sunia sunia.wav Otus sunia 0.003904 0.237241 -5.545805 0.212884 0.880879 0.134440 3.30864 0.142676 1.240742 3.00000 1.50000
XC21013 - Autillo de la Simeulue - Otus umbra.wav Otus umbra 13.627162 2.210114 2.612065 1.166306 2.698862 1.835959 8.72771 0.270883 0.270883 1.00000 1.00000
XC210261 - Autillo de la Enggano - Otus enganensis.wav Otus enganensis 0.154785 0.691173 -1.865715 0.525422 0.546350 0.291705 10.23381 0.213864 1.018167 1.66667 1.00000
XC210278 - Autillo de las Mentawai - Otus mentawi.wav Otus mentawi 0.001946 0.026534 -6.242050 0.026188 0.967677 0.539999 8.28251 0.226439 0.226439 1.00000 1.00000
XC211565 - Mochuelo de jungla - Glaucidium radiatum radiatum.wav Glaucidium radiatum 0.027511 0.686261 -3.593179 0.522514 1.182453 0.209743 6.33031 0.184291 0.184291 1.00000 1.00000
XC21184 - Autillo de Andamán - Otus balli.wav Otus balli 0.238431 1.134396 -1.433674 0.758184 0.608674 0.710617 2.44035 0.061699 4.636761 6.16667 1.16667
XC214019 - Autillo oriental - Otus sunia.wav Otus sunia 0.058001 1.281489 -2.847301 0.824828 0.821314 0.280494 3.75236 0.202284 4.233724 6.00000 3.00000
XC21975 - Autillo rojizo - Otus rufescens malayensis.wav Otus rufescens 2.474835 2.663651 0.906174 1.298460 0.757493 0.483272 4.46928 0.338109 19.099725 11.00000 2.00000
XC22002 - Autillo montano - Otus spilocephalus vulpes.wav Otus spilocephalus 0.034842 0.008788 -3.356919 0.008750 1.670787 0.058332 2.17355 0.228693 29.018624 6.00000 1.00000
XC227082 - Autillo de Santa Catarina - Megascops sanctaecatarinae.wav Megascops sanctaecatarinae 1.942468 24.534086 0.663959 3.240014 0.939440 0.329143 3.70593 0.083101 4.641932 31.50000 2.00000
XC23079 - Autillo de Luzón - Otus longicornis.wav Otus longicornis 0.000197 0.001274 -8.531213 0.001273 1.080729 0.071851 3.91079 0.473730 24.949227 6.00000 1.00000
XC23085 - Autillo orejudo de Luzón - Otus megalotis.wav Otus megalotis 2.340469 41.025645 0.850351 3.738280 0.966300 0.461867 5.20054 0.416445 4.706466 4.00000 2.00000
XC23089 - Autillo de la Sangihe - Otus collari.wav Otus collari 4.382448 4.301202 1.477608 1.667934 1.772505 0.040956 3.27396 0.464944 21.525873 2.50000 1.00000
XC233344 - Mochuelo pechirrojo - Glaucidium tephronotum.wav Glaucidium tephronotum 0.000206 0.000390 -8.489989 0.000390 1.253673 0.063326 6.76134 0.779293 0.779293 1.00000 1.00000
XC233963 - Búho chico - Asio otus.wav Asio otus 0.000316 0.000188 -8.060000 0.000188 0.475426 0.038812 1.91668 0.530353 0.530353 1.00000 1.00000
XC23645 - Mochuelo boliviano - Glaucidium bolivianum.wav Glaucidium bolivianum 22.460303 17.428849 3.111749 2.913917 1.422356 2.770967 2.47913 0.234193 6.943553 9.50000 2.50000
XC236818 - Mochuelo tamaulipeco - Glaucidium sanchezi.wav Glaucidium sanchezi 0.002338 0.001983 -6.058303 0.001981 1.472984 1.525044 4.08258 0.305634 6.201964 4.00000 2.00000
XC238463 - Autillo pálido - Megascops ingens ingens.wav Megascops ingens 0.557906 6.090442 -0.583564 1.958748 0.755168 0.124494 2.41514 0.093154 14.809537 82.00000 1.00000
XC238469 - Autillo pálido - Megascops ingens ingens.wav Megascops ingens 0.312322 1.502342 -1.163719 0.917227 1.102362 0.085590 8.34276 0.543964 0.543964 1.00000 1.00000
XC238483 - Autillo de Peterson - Megascops petersoni.wav Megascops petersoni 5.187190 36.707416 1.646192 3.629857 0.652995 0.350691 5.75951 0.144967 2.417030 11.83333 1.00000
XC238939 - Lechuzón acollarado grande - Pulsatrix melanota melanota.wav Pulsatrix melanota 2.874262 15.660409 1.055796 2.813035 0.659063 0.334319 1.30147 0.036436 0.067688 1.84211 1.68421
XC240652 - Autillo montano - Otus spilocephalus_Cambodia.wav Otus spilocephalus_Cambodia 0.064011 0.481554 -2.748694 0.393091 1.517441 0.101094 2.69805 0.273946 0.273946 1.00000 1.00000
XC241437 - Búho de Akún - Bubo leucostictus.wav Bubo leucostictus 0.069292 0.067688 -2.669424 0.065496 1.191843 0.204687 6.73411 0.569856 0.569856 1.00000 1.00000
XC243538 - Autillo montano - Otus spilocephalus.wav Otus spilocephalus 0.024981 0.006907 -3.689633 0.006883 1.426617 0.036212 1.00000 0.147422 0.602122 2.00000 1.00000
XC24648 - Nínox de la Manus - Ninox meeki.wav Ninox meeki 0.072058 0.744396 -2.630285 0.556408 0.505375 0.359521 6.83441 0.127148 0.177734 1.35000 1.00000
XC251096 - Autillo peruano - Megascops roboratus roboratus.wav Megascops roboratus 0.726562 3.548704 -0.319431 1.514842 0.631634 0.556545 1.01868 0.020530 2.572310 69.00000 1.00000
XC257739 - Autillo chóliba - Megascops choliba cruciger.wav Megascops choliba 1.461295 19.665664 0.379323 3.028474 0.586006 0.677551 1.91201 0.090510 1.354386 12.50000 2.00000
XC260422 - Autillo del Amazonas - Megascops watsonii.wav Megascops watsonii 0.812802 2.127488 -0.207268 1.140230 0.734842 0.265724 3.39155 0.182922 0.182922 1.00000 1.00000
XC260426 - Mochuelo ecuatoriano - Glaucidium nubicola.wav Glaucidium nubicola 0.004142 0.405946 -5.486679 0.340710 1.253673 0.031235 2.02329 0.148629 0.148629 1.00000 1.00000
XC261636 - Autillo gorjiblanco - Megascops albogularis albogularis.wav Megascops albogularis 1.347730 11.825303 0.298421 2.551420 0.734842 0.057669 1.16331 0.064812 0.690161 7.50000 1.00000
XC264434 - Autillo del Amazonas - Megascops watsonii.wav Megascops watsonii 1.872914 17.822523 0.627495 2.935054 0.644303 0.179529 2.59663 0.121142 0.121142 1.00000 1.00000
XC264436 - Mochuelo andino - Glaucidium jardinii.wav Glaucidium jardinii 15.547392 47.725134 2.743893 3.886195 1.272428 0.808619 2.12807 0.150912 0.161526 1.06667 1.06667
XC268046 - Autillo de Flores - Otus alfredi.wav Otus alfredi 5.850301 0.216039 1.766493 0.195599 1.241033 0.810919 1.00000 0.023704 1.202995 12.00000 1.00000
XC269968 - Autillo de Luzón - Otus longicornis.wav Otus longicornis 0.004423 0.113686 -5.420951 0.107675 1.167201 0.038900 1.00000 0.142382 0.335162 2.00000 2.00000
XC272891 - Autillo fresco - Megascops hoyi.wav Megascops hoyi 0.390270 10.050997 -0.940916 2.402521 0.812346 0.933723 1.75390 0.046791 37.860381 37.00000 1.00000
XC273547 - Cárabo blanquinegro - Strix nigrolineata.wav Strix nigrolineata 0.830578 9.446486 -0.185633 2.346266 0.682280 0.507564 3.49416 0.128522 1.451524 6.00000 4.00000
XC276019 - Mochuelo ecuatoriano - Glaucidium nubicola.wav Glaucidium nubicola 0.002104 0.004694 -6.163760 0.004683 1.513089 0.135718 5.09931 0.164934 0.503753 2.00000 2.00000
XC27666 - Autillo rojizo - Otus rufescens.wav Otus rufescens 0.000019 0.000000 -10.882516 0.000000 0.952312 0.040593 3.56978 0.550673 0.550673 1.00000 1.00000
XC276794 - Autillo chóliba - Megascops choliba luctisonus.wav Megascops choliba 1.645943 19.724716 0.498313 3.031327 0.703829 0.671997 2.00881 0.067630 1.025532 12.00000 4.00000
XC278971 - Mochuelo centroamericano - Glaucidium griseiceps.wav Glaucidium griseiceps 0.001105 0.009186 -6.808280 0.009144 1.426617 0.033439 1.13980 0.164162 2.339863 7.00000 2.00000
XC283089 - Mochuelo gnomo - Glaucidium gnoma.wav Glaucidium gnoma 1.555470 0.634923 0.441778 0.491596 1.163530 0.119916 1.73246 0.114348 0.114348 1.00000 1.00000
XC283239 - Búho malayo - Bubo sumatranus.wav Bubo sumatranus 0.087578 0.008129 -2.435223 0.008096 0.388954 0.045590 1.82100 0.256551 1.575678 2.00000 2.00000
XC283816 - Nínox de las Salomón occidentales - Ninox jacquinoti granti.wav Ninox jacquinoti 0.085297 0.395365 -2.461616 0.333156 1.341072 0.957580 4.90663 0.193772 0.645474 3.00000 1.00000
XC286959 - Autillo yanqui - Megascops asio.wav Megascops asio 5.157812 13.364043 1.640512 2.664728 1.137326 0.384349 11.70421 0.191317 0.240371 1.23913 1.06522
XC288754 - Autillo de Wallace - Otus silvicola.wav Otus silvicola 0.026807 0.120798 -3.619095 0.114041 0.875681 0.381559 5.74345 0.163551 0.163551 1.00000 1.00000
XC288755 - Autillo de Wallace - Otus silvicola.wav Otus silvicola 0.107353 0.311330 -2.231631 0.271042 0.840643 0.260962 5.67520 0.166103 0.166103 1.00000 1.00000
XC290186 - Nínox de las Salomón occidentales - Ninox jacquinoti jacquinoti.wav Ninox jacquinoti 0.348019 1.909885 -1.055499 1.068113 0.722525 0.358919 16.78093 0.618357 0.875190 1.37500 1.12500
XC290524 - Mochuelo acollarado - Glaucidium brodiei.wav Glaucidium brodiei 0.024492 0.268235 -3.709408 0.237626 0.994258 0.044098 1.09340 0.122147 1.535388 4.00000 1.33333
XC29068 - Autillo europeo - Otus scops pulchellus.wav Otus scops 0.000115 0.000362 -9.066494 0.000362 1.340145 0.043772 1.13936 0.281838 0.281838 1.00000 1.00000
XC291902 - Autillo de Madagascar - Otus madagascariensis.wav Otus madagascariensis 0.003382 0.165940 -5.689374 0.153528 1.154697 0.517648 2.13816 0.146172 2.232992 6.00000 1.00000
XC295561 - Autillo de Nicobar - Otus alius.wav Otus alius 0.014398 0.128985 -4.240691 0.121319 2.082913 0.493455 4.09202 0.461646 0.461646 1.00000 1.00000
XC295871 - Autillo oriental - Otus sunia.wav Otus sunia 0.014770 0.119492 -4.215189 0.112875 0.821314 0.771139 2.33681 0.129074 1.658663 4.00000 2.00000
XC296147 - Cárabo bataraz - Strix rufipes.wav Strix rufipes 1.738389 17.423030 0.552959 2.913602 0.563782 1.340995 2.85620 0.081771 0.089170 1.08000 1.00000
XC296730 - Autillo de Marshall - Megascops marshalli.wav Megascops marshalli 1.509747 4.880979 0.411942 1.771723 0.668698 0.155776 1.13435 0.055772 0.055772 1.00000 1.00000
XC297097 - Mochuelo peruano - Glaucidium peruanum.wav Glaucidium peruanum 0.158240 2.501399 -1.843645 1.253163 1.379543 0.389615 1.61566 0.049119 14.043791 88.00000 1.00000
XC299359 - Autillo elegante - Otus elegans interpositus.wav Otus elegans 3.898101 7.384199 1.360489 2.126349 0.877576 0.147232 3.85680 0.117713 0.251165 2.00000 2.00000
XC300004 - Búho de El Cabo - Bubo capensis.wav Bubo capensis 3.341261 13.779503 1.206348 2.693241 0.464808 0.115776 2.36414 0.195512 0.195512 1.00000 1.00000
XC300005 - Búho ceniciento - Bubo cinerascens.wav Bubo cinerascens 1.742301 3.501002 0.555207 1.504300 0.444314 0.189958 3.87982 0.281799 1.958481 2.50000 2.00000
XC301445 - Nínox de Seram - Ninox squamipila.wav Ninox squamipila 0.871469 3.224474 -0.137575 1.440895 0.169760 0.286880 2.29631 0.073383 0.075061 1.01667 1.00000
XC301969 - Lechuza de Célebes - Tyto rosenbergii rosenbergii.wav Tyto rosenbergii 0.002221 0.006394 -6.109813 0.006374 3.828635 2.799332 18.38440 0.729675 0.729675 1.00000 1.00000
XC303394 - Mochuelo andino - Glaucidium jardinii.wav Glaucidium jardinii 0.965550 0.379482 -0.035058 0.321708 1.337321 1.204645 1.93284 0.114528 60.998521 47.00000 1.00000
XC303751 - Lechuza de La Española - Tyto glaucops.wav Tyto glaucops 0.815766 3.709118 -0.203628 1.549501 2.073895 5.596116 34.01387 1.051907 1.172658 1.11111 1.11111
XC307037 - Cárabo gavilán - Surnia ulula.wav Surnia ulula 3.845855 37.161243 1.346996 3.641820 0.873611 2.061844 1.10287 0.045932 6.886741 86.00000 1.00000
XC30727 - Nínox de Luzón - Ninox philippensis.wav Ninox philippensis 2.007635 15.891819 0.696957 2.826829 0.802589 0.369430 4.73391 0.178633 1.116727 2.57143 1.71429
XC308152 - Autillo californiano - Megascops kennicottii.wav Megascops kennicottii 1.739557 28.435979 0.553630 3.382218 0.967252 4.973509 1.60454 0.057981 28.322821 31.00000 1.00000
XC308530 - Autillo puertorriqueño - Megascops nudipes.wav Megascops nudipes 14.732837 100.000000 2.690079 4.615121 0.654388 1.025208 1.55377 0.042998 4.871391 60.00000 1.00000
XC311403 - Autillo indio - Otus bakkamoena.wav Otus bakkamoena 0.030066 0.139050 -3.504365 0.130195 1.037635 0.604775 3.32721 0.147563 0.147563 1.00000 1.00000
XC311406 - Autillo de Thilo Hoffmann - Otus thilohoffmanni.wav Otus thilohoffmanni 0.000331 0.000541 -8.014660 0.000541 0.734842 0.129472 2.06928 0.259252 0.259252 1.00000 1.00000
XC312098 - Lechuza tenebrosa - Tyto tenebricosa tenebricosa.wav Tyto tenebricosa 0.008458 0.071217 -4.772625 0.068796 2.911346 3.123181 16.62186 1.653707 1.653707 1.00000 1.00000
XC314000 - Nínox de Sumba chico - Ninox sumbaensis.wav Ninox sumbaensis 2.033480 11.928540 0.709749 2.559437 0.863566 0.351644 3.18870 0.252015 0.401938 1.33333 1.33333
XC315138 - Autillo chino - Otus lettia lettia.wav Otus lettia 0.000225 0.002216 -8.397800 0.002214 0.734842 0.113716 2.69694 0.291849 0.291849 1.00000 1.00000
XC315140 - Autillo frentiblanco - Otus sagittatus.wav Otus sagittatus 12.515753 4.992899 2.526988 1.790575 0.384884 0.160574 1.13446 0.042939 0.042939 1.00000 1.00000
XC315419 - Nínox de Sumba grande - Ninox rudolfi.wav Ninox rudolfi 0.113216 3.010291 -2.178455 1.388864 0.275822 0.401174 2.52740 0.051977 0.051977 1.00000 1.00000
XC315989 - Búho moro - Asio capensis.wav Asio capensis 0.081626 1.137070 -2.505606 0.759436 2.074246 3.273886 5.67350 0.159461 0.159461 1.00000 1.00000
XC317630 - Búho ceniciento - Bubo cinerascens.wav Bubo cinerascens 0.000927 0.000760 -6.983245 0.000760 0.475426 0.455641 3.14525 0.229422 0.229422 1.00000 1.00000
XC320214 - Autillo de Palawan - Otus fuliginosus.wav Otus fuliginosus 0.004500 0.005143 -5.403621 0.005130 0.994258 0.727259 18.01121 0.876024 0.876024 1.00000 1.00000
XC32359 - Nínox de las Salomón occidentales - Ninox jacquinoti roseoaxillaris.wav Ninox jacquinoti 0.005883 0.034000 -5.135720 0.033434 0.821314 0.043461 1.55613 0.253186 0.253186 1.00000 1.00000
XC325226 - Búho americano - Bubo virginianus.wav Bubo virginianus 0.617879 1.149932 -0.481462 0.765436 0.388954 0.339635 3.00863 0.257168 2.142170 4.00000 3.00000
XC325475 - Autillo del Balsas - Megascops seductus.wav Megascops seductus 0.182683 0.675229 -1.700003 0.515950 0.695981 0.282010 2.22752 0.087728 1.821760 8.00000 1.00000
XC326933 - Lechuza australiana - Tyto novaehollandiae castanops_Tasmania.wav Tyto novaehollandiae 0.003037 0.051616 -5.796774 0.050328 3.079010 3.640508 24.27079 0.965437 0.965437 1.00000 1.00000
XC327613 - Mochuelo de los saguaros - Micrathene whitneyi.wav Micrathene whitneyi 0.074680 0.068121 -2.594544 0.065901 1.688903 0.772454 1.97420 0.098739 0.098739 1.00000 1.00000
XC327632 - Mochuelo de Colima - Glaucidium palmarum.wav Glaucidium palmarum 0.001256 0.088148 -6.680188 0.084477 1.412556 0.099645 2.07397 0.123847 4.301247 12.50000 1.00000
XC329833 - Autillo europeo - Otus scops.wav Otus scops 20.104714 0.530356 3.000954 0.425500 1.439987 0.230165 2.19995 0.206233 0.206233 1.00000 1.00000
XC330307 - Autillo bigotudo - Megascops trichopsis.wav Megascops trichopsis 0.096140 1.300165 -2.341953 0.832981 0.751050 0.107732 1.85853 0.116273 1.207497 6.50000 3.00000
XC330400 - Lechuza australiana - Tyto novaehollandiae.wav Tyto novaehollandiae 0.007888 0.330150 -4.842465 0.285292 3.509437 3.849741 19.19224 0.921236 0.944104 1.02083 1.02083
XC330547 - Búho corniblanco - Lophostrix cristata.wav Lophostrix cristata 0.043330 0.202557 -3.138911 0.184450 0.475426 0.066205 7.87235 0.286016 0.286016 1.00000 1.00000
XC3311 - Cárabo blanquinegro - Strix nigrolineata.wav Strix nigrolineata 0.623391 9.158597 -0.472581 2.318320 0.556992 0.601144 3.56065 0.107680 0.107680 1.00000 1.00000
XC332168 - Autillo de Mindanao - Otus mirus.wav Otus mirus 0.119356 0.002716 -2.125643 0.002712 1.340145 0.012557 2.23478 0.307384 1.440753 2.00000 2.00000
XC332184 - Búho de Mindanao - Otus gurneyi.wav Otus gurneyi 0.028511 0.382453 -3.557482 0.323860 0.697034 0.705641 9.32677 0.458441 0.458441 1.00000 1.00000
XC332440 - Autillo guatemalteco - Megascops guatemalae.wav Megascops guatemalae 3.392317 7.938943 1.221513 2.190417 0.648370 0.136202 1.07292 0.036208 10.714143 147.00000 1.00000
XC33770 - Nínox maorí - Ninox novaeseelandiae.wav Ninox novaeseelandiae 0.006431 0.005748 -5.046650 0.005732 0.821314 0.716898 2.50845 0.237444 0.659324 2.00000 2.00000
XC337743 - Autillo de Santo Tomé - Otus hartlaubi.wav Otus hartlaubi 0.005344 0.006592 -5.231755 0.006570 1.482866 0.131996 3.78277 0.367079 0.367079 1.00000 1.00000
XC340505 - Autillo africano - Otus senegalensis feae.wav Otus senegalensis 0.012838 0.539204 -4.355381 0.431266 1.167201 0.115610 8.84160 0.420802 0.420802 1.00000 1.00000
XC341785 - Cárabo chaqueño - Strix chacoensis.wav Strix chacoensis 2.339603 38.897804 0.849981 3.686321 0.628569 0.627609 7.31576 0.145531 0.395921 2.33333 1.13333
XC343142 - Autillo europeo - Otus scops.wav Otus scops 0.001013 0.001336 -6.894576 0.001335 1.340145 0.035456 1.43595 0.364262 17.142158 7.00000 1.00000
XC343144 - Búho nival - Bubo scandiacus.wav Bubo scandiacus 0.008923 0.000000 -4.719113 0.000000 0.388954 0.047536 6.33689 0.385721 0.385721 1.00000 1.00000
XC343145 - Búho nival - Bubo scandiacus.wav Bubo scandiacus 0.562130 8.497698 -0.576021 2.251049 0.636294 0.576779 3.45181 0.093625 0.098519 1.04167 1.00000
XC344009 - Búho magallánico - Bubo magellanicus.wav Bubo magellanicus 1.309045 13.855648 0.269298 2.698380 0.427820 0.378327 5.55928 0.178408 0.495776 2.00000 2.00000
XC344453 - Autillo japonés - Otus semitorques.wav Otus semitorques 0.349898 0.361813 -1.050114 0.308817 0.216010 0.091757 1.04376 0.176836 21.145991 31.50000 1.00000
XC345655 - Cárabo pescador rojizo - Scotopelia ussheri.wav Scotopelia ussheri 0.044164 2.652019 -3.119839 1.295280 0.302482 0.271824 6.25977 0.450984 0.450984 1.00000 1.00000
XC345656 - Cárabo pescador rojizo - Scotopelia ussheri.wav Scotopelia ussheri 0.026930 0.000000 -3.614515 0.000000 0.302482 0.301127 2.64413 0.189791 0.189791 1.00000 1.00000
XC346134 - Mochuelo de Ceilán - Glaucidium castanotum.wav Glaucidium castanotum 1.119776 0.912573 0.113129 0.648449 0.975990 3.861713 3.72843 0.238754 1.414737 3.66667 1.66667
XC346212 - Mochuelo de Ceilán - Glaucidium castanotum.wav Glaucidium castanotum 4.307615 18.876537 1.460384 2.989540 0.970380 3.344746 4.66458 0.219324 0.219324 1.00000 1.00000
XC346931 - Autillo africano - Otus senegalensis.wav Otus senegalensis 0.000848 0.011269 -7.072812 0.011206 1.080729 0.172409 6.33323 0.231818 0.231818 1.00000 1.00000
XC348763 - Nínox maorí - Ninox novaeseelandiae.wav Ninox novaeseelandiae 8.660880 0.397576 2.158816 0.334739 0.867471 0.153180 6.56194 0.279724 0.279724 1.00000 1.00000
XC349174 - Nínox de Andamán - Ninox affinis.wav Ninox affinis 0.027716 0.207044 -3.585761 0.188175 0.957516 0.242717 9.32735 0.426239 0.426239 1.00000 1.00000
XC349601 - Nínox australiano - Ninox boobook cinnamomina.wav Ninox boobook 0.135332 1.103223 -2.000026 0.743471 0.670872 0.121393 4.38809 0.217891 0.217891 1.00000 1.00000
XC351338 - Cárabo guatemalteco - Strix fulvescens.wav Strix fulvescens 1.622790 2.142382 0.484147 1.144981 0.734842 0.267656 3.34930 0.249565 1.973563 5.00000 3.00000
XC351699 - Autillo bigotudo - Megascops trichopsis trichopsis.wav Megascops trichopsis 0.671054 6.523816 -0.398905 2.018073 0.728674 0.149165 2.22912 0.136201 2.916972 13.00000 2.00000
XC352949 - Autillo de la Sonda - Otus lempiji lempiji.wav Otus lempiji 0.122392 0.353950 -2.100526 0.303026 0.907786 0.225978 4.37670 0.280678 0.280678 1.00000 1.00000
XC354265 - Autillo colombiano - Megascops colombianus.wav Megascops colombianus 0.060705 0.552074 -2.801730 0.439592 0.886434 0.963319 1.73827 0.115854 3.991732 18.50000 1.50000
XC355034 - Autillo serrano - Megascops clarkii.wav Megascops clarkii 1.814415 0.629533 0.595763 0.488293 0.732425 0.054892 1.93633 0.240429 1.881021 4.50000 1.00000
XC355039 - Mochuelo moreno - Aegolius ridgwayi.wav Aegolius ridgwayi 0.632303 7.827826 -0.458387 2.177909 0.989688 0.110300 1.62268 0.155501 5.006972 11.50000 1.00000
XC355112 - Cárabo oriental - Strix leptogrammica.wav Strix leptogrammica 0.027051 0.118649 -3.610017 0.112121 1.601716 4.769466 10.07863 1.541573 1.541573 1.00000 1.00000
XC356748 - Autillo oriental - Otus sunia.wav Otus sunia 1.024913 3.578088 0.024608 1.521282 0.864355 0.233509 3.99864 0.131407 1.407273 3.00000 3.00000
XC358391 - Autillo oriental - Otus sunia.wav Otus sunia 0.004610 0.112883 -5.379428 0.106954 0.873145 0.283269 2.90678 0.115093 2.066724 3.00000 2.00000
XC359029 - Autillo europeo - Otus scops mallorcae.wav Otus scops 0.002038 0.000050 -6.195690 0.000050 1.197229 0.059748 1.66202 0.295445 0.295445 1.00000 1.00000
XC359212 - Mochuelo centroamericano - Glaucidium griseiceps.wav Glaucidium griseiceps 0.006077 0.198778 -5.103275 0.181303 1.426617 0.052274 1.40789 0.155677 3.272079 10.00000 1.00000
XC359941 - Autillo montano - Otus spilocephalus_Malaysia_Borneo.wav Otus spilocephalus_Malaysia_Borneo 0.000266 0.000639 -8.233409 0.000639 1.340145 0.046274 1.33093 0.232260 1.175166 2.00000 1.00000
XC359984 - Lechuza cornuda oriental - Phodilus badius.wav Phodilus badius 0.762577 0.715946 -0.271052 0.539965 1.423056 0.441844 5.21981 0.339659 0.665920 1.66667 1.16667
XC360574 - Autillo californiano - Megascops kennicottii.wav Megascops kennicottii 0.018355 0.091778 -3.997866 0.087808 0.648370 0.044774 1.25957 0.080756 0.435119 2.44444 1.00000
XC363191 - Lechuza de Minahassa - Tyto inexspectata.wav Tyto inexspectata 0.025896 0.082424 -3.653663 0.079203 1.861903 3.448776 7.27618 0.613382 1.712926 2.00000 1.00000
XC366990 - Lechuza cornuda de Ceilán - Phodilus assimilis.wav Phodilus assimilis 0.298685 0.933551 -1.208366 0.659358 1.381487 0.576004 8.08853 1.011961 5.422994 4.00000 3.00000
XC368289 - Búho americano - Bubo virginianus saturatus.wav Bubo virginianus 0.420699 3.219475 -0.865839 1.439711 0.442467 0.417235 2.50983 0.310973 2.125425 4.00000 2.00000
XC368482 - Autillo yanqui - Megascops asio mccallii.wav Megascops asio 1.971103 6.079674 0.678593 1.957228 0.638655 0.209412 1.02390 0.023959 33.178980 99.00000 1.00000
XC368856 - Cárabo norteamericano - Strix varia.wav Strix varia 3.105006 15.555157 1.133016 2.806698 0.592474 0.616836 4.18232 0.171048 2.869034 8.00000 2.00000
XC369358 - Nínox de Andamán - Ninox affinis.wav Ninox affinis 0.000789 0.007731 -7.144282 0.007701 0.907786 0.127930 12.45196 0.492705 18.412553 7.00000 1.00000
XC369390 - Autillo indio - Otus bakkamoena.wav Otus bakkamoena 0.025879 0.230568 -3.654317 0.207476 1.206463 0.626179 3.01644 0.172894 53.002782 19.00000 1.00000
XC369395 - Autillo oriental - Otus sunia.wav Otus sunia 5.012679 0.131919 1.611970 0.123915 0.984415 0.250339 4.78184 0.154982 0.876954 3.00000 3.00000
XC369807 - Cárabo de las pagodas - Strix seloputo.wav Strix seloputo 0.641205 18.635232 -0.444406 2.977326 0.505319 0.347387 13.14368 0.432004 0.670070 1.20000 1.00000
XC370199 - Autillo bigotudo - Megascops trichopsis.wav Megascops trichopsis 0.123121 1.450361 -2.094586 0.896236 0.728037 0.109034 1.20642 0.074341 4.846171 21.00000 1.00000
XC374384 - Mochuelo cabezón - Aegolius acadicus.wav Aegolius acadicus 5.312509 2.409878 1.670064 1.226676 1.340145 0.078131 2.02061 0.127367 49.066202 18.00000 1.00000
XC377385 - Autillo oriental - Otus sunia japonicus.wav Otus sunia 0.064147 9.188956 -2.746586 2.321304 1.080729 0.248624 1.29595 0.149223 0.534507 2.33333 1.66667
XC379266 - Autillo oriental - Otus sunia malayanus.wav Otus sunia 0.125197 2.938203 -2.077870 1.370724 1.020154 0.212683 4.53956 0.149979 1.045285 3.00000 2.00000
XC379879 - Autillo elegante - Otus elegans.wav Otus elegans 0.001939 0.030529 -6.245626 0.030073 0.734842 0.040634 2.43563 0.271450 11.381788 5.00000 1.00000
XC380104 - Búho gritón - Pseudoscops clamator.wav Pseudoscops clamator 0.002868 0.023882 -5.854271 0.023601 5.058438 4.738787 6.69637 0.546537 51.582383 3.00000 1.00000
XC38073 - Búho negruzco - Asio stygius stygius.wav Asio stygius 0.001679 0.028895 -6.389687 0.028486 2.765233 3.526204 4.78873 0.239533 0.239533 1.00000 1.00000
XC382357 - Mochuelo ecuatoriano - Glaucidium nubicola.wav Glaucidium nubicola 0.000506 0.011447 -7.589116 0.011382 1.340145 1.334778 1.42705 0.140857 0.620512 2.50000 1.00000
XC382559 - Cárabo de las pagodas - Strix seloputo.wav Strix seloputo 0.010380 0.276206 -4.567891 0.243892 0.507927 0.086352 4.02339 0.309037 1.125916 1.33333 1.00000
XC382952 - Mochuelo de El Cabo - Glaucidium capense.wav Glaucidium capense 1.521947 3.720173 0.419990 1.551845 1.070601 0.222394 2.10399 0.197119 26.746753 51.00000 1.00000
XC385223 - Autillo africano - Otus senegalensis.wav Otus senegalensis 0.000005 0.000018 -12.265302 0.000018 1.155091 0.315623 10.08020 0.387820 37.114723 7.00000 1.00000
XC385234 - Mochuelo europeo - Athene noctua.wav Athene noctua 0.014646 0.535094 -4.223611 0.428592 2.913595 1.255367 2.67652 0.092357 2.923017 2.33333 1.00000
XC385243 - Autillo europeo - Otus scops.wav Otus scops 0.158070 3.879879 -1.844718 1.585120 1.309119 0.267669 1.94612 0.267603 1.865082 1.88889 1.66667
XC385245 - Autillo europeo - Otus scops.wav Otus scops 9.555606 19.635399 2.257128 3.027008 1.446859 1.624570 1.65625 0.120571 7.135541 5.80000 2.00000
XC391395 - Búho americano - Bubo virginianus nacurutu.wav Bubo virginianus 1.256166 38.046458 0.228064 3.664752 0.356855 0.805514 3.13085 0.479267 1.008516 1.75000 1.25000
XC391397 - Autillo chóliba - Megascops choliba.wav Megascops choliba 2.768321 17.126857 1.018241 2.897395 0.881240 0.931617 1.91326 0.049467 11.324964 29.00000 1.00000
XC391565 - Autillo bigotudo - Megascops trichopsis aspersus.wav Megascops trichopsis 7.682899 73.629061 2.038997 4.312530 0.923208 0.660938 3.35840 0.235684 11.500103 5.75000 1.37500
XC391608 - Cárabo chaqueño - Strix chacoensis.wav Strix chacoensis 1.293601 20.107990 0.257430 3.049652 0.680326 0.520261 9.61502 0.178244 1.035981 4.14286 1.14286
XC395177 - Autillo de Biak - Otus beccarii.wav Otus beccarii 0.095377 0.656671 -2.349923 0.504810 0.825506 0.676511 12.00499 0.331558 1.761310 1.44444 1.00000
XC396497 - Autillo montano - Otus spilocephalus latouchi_Thailand1.wav Otus spilocephalus 0.000041 0.000968 -10.093304 0.000968 1.513089 0.016527 1.00000 0.202233 0.816473 2.00000 1.00000
XC396730 - Autillo montano - Otus spilocephalus latouchi_Thailand2.wav Otus spilocephalus 0.021333 0.082725 -3.847506 0.079481 1.426617 0.047112 1.51485 0.190893 0.937383 2.00000 1.00000
XC397258 - Autillo europeo - Otus scops.wav Otus scops 0.746101 0.157819 -0.292895 0.146538 1.253673 0.125170 2.17918 0.279748 11.785985 5.00000 1.00000
XC397794 - Autillo yanqui - Megascops asio.wav Megascops asio 0.144394 0.110079 -1.935212 0.104431 1.253673 0.604823 13.37012 1.092494 2.714727 1.75000 1.00000
XC398169 - Autillo africano - Otus senegalensis.wav Otus senegalensis 0.002951 0.030541 -5.825712 0.030084 1.253673 0.129881 5.88053 0.241976 29.896549 7.00000 1.00000
XC399660 - Eastern Barn Owl - Tyto javanica.wav Tyto javanica 0.001102 0.035232 -6.810222 0.034626 2.037931 6.037915 21.96403 0.947031 9.484098 7.00000 1.00000
XC400190 - Autillo africano - Otus senegalensis.wav Otus senegalensis 0.078777 1.065782 -2.541134 0.725509 1.071987 0.448670 2.68744 0.302636 85.216397 10.00000 1.00000
XC400362 - Búho de Akún - Bubo leucostictus.wav Bubo leucostictus 0.463831 1.366226 -0.768235 0.861296 1.247641 0.351850 33.12255 0.670088 1.588386 1.36364 1.00000
XC400440 - Mochuelo pechirrojo - Glaucidium tephronotum.wav Glaucidium tephronotum 13.614665 19.210711 2.611148 3.006213 1.234263 1.247601 2.52382 0.178929 2.303352 4.00000 1.25000
XC402959 - Mochuelo californiano - Glaucidium californicum.wav Glaucidium californicum 2.892511 2.700761 1.062125 1.308539 1.077141 0.115873 1.96384 0.214171 17.349382 6.33333 2.33333
XC403474 - Autillo de las Comoras - Otus pauliani.wav Otus pauliani 5.597192 4.547604 1.722265 1.713366 1.077874 0.121324 1.83348 0.112048 10.314911 23.50000 1.00000
XC403483 - Autillo de Moheli - Otus moheliensis.wav Otus moheliensis 0.017047 0.085409 -4.071797 0.081956 1.318400 0.456638 9.47932 0.316087 0.739032 1.50000 1.00000
XC403494 - Autillo de Anjouan - Otus capnodes.wav Otus capnodes 2.078255 0.309510 0.731528 0.269653 1.818573 0.396804 2.90461 0.360635 1.313682 2.33333 1.33333
XC403495 - Autillo de Anjouan - Otus capnodes.wav Otus capnodes 5.648353 31.835757 1.731364 3.491518 1.831372 3.912082 3.84697 0.350455 1.254804 2.36364 1.27273
XC403513 - Autillo de la Mayotte - Otus mayottensis.wav Otus mayottensis 0.181001 2.268255 -1.709250 1.184256 0.518662 0.068331 5.41959 0.323195 3.046705 5.33333 1.33333
XC403711 - Autillo de la Mantanani - Otus mantananensis.wav Otus mantananensis 0.014264 0.185520 -4.250011 0.170181 0.786988 0.452429 5.02132 0.214054 0.214054 1.00000 1.00000
XC403972 - Autillo de Seychelles - Otus insularis.wav Otus insularis 0.008805 0.056009 -4.732468 0.054497 0.629539 0.593440 13.63049 0.344471 5.437588 5.00000 1.00000
XC405190 - Autillo europeo - Otus scops.wav Otus scops 3.500625 0.624233 1.252941 0.485036 1.340145 0.305309 1.99841 0.287724 50.194837 20.00000 1.00000
XC407296 - Autillo europeo - Otus scops.wav Otus scops 2.390969 0.230599 0.871699 0.207501 1.340145 0.220784 1.99401 0.302473 24.310182 9.00000 1.00000
XC408591 - Autillo elegante - Otus elegans elegans.wav Otus elegans 0.582943 1.710315 -0.539666 0.997065 0.896533 1.153242 2.91701 0.272948 17.399140 7.00000 3.00000
XC409856 - Lechuza tenebrosa - Tyto tenebricosa.wav Tyto tenebricosa 0.009551 0.110723 -4.651151 0.105011 6.330639 3.614514 35.81059 1.615638 2.363271 1.33333 1.00000
XC409858 - Lechuza tenebrosa - Tyto tenebricosa.wav Tyto tenebricosa 0.000085 0.000387 -9.368030 0.000386 2.398112 0.266725 20.98871 1.799848 4.786732 1.33333 1.33333
XC409889 - Nínox de Sumba chico - Ninox sumbaensis.wav Ninox sumbaensis 0.292558 3.713314 -1.229094 1.550391 0.606018 0.722859 2.46615 0.353504 0.376394 1.04546 1.04546
XC409890 - Nínox de Sumba chico - Ninox sumbaensis.wav Ninox sumbaensis 0.013279 0.337192 -4.321542 0.290572 0.727958 0.860101 2.80069 0.326685 0.326685 1.00000 1.00000
XC409946 - Mochuelo californiano - Glaucidium californicum californicum.wav Glaucidium californicum 3.237198 0.426919 1.174708 0.355518 1.241490 0.139971 3.19772 0.193558 4.223559 3.20000 1.00000
XC410403 - Autillo moluqueño - Otus magicus albiventris.wav Otus magicus 0.074894 0.788005 -2.591684 0.581100 1.207131 0.841630 8.31398 0.325349 2.938065 1.61539 1.00000
XC410478 - Autillo de Wallace - Otus silvicola.wav Otus silvicola 0.665510 13.886802 -0.407201 2.700475 0.475426 0.801957 5.10012 0.237768 8.625171 7.00000 1.00000
XC410514 - Autillo moluqueño - Otus magicus leucospilus.wav Otus magicus 0.192866 0.671192 -1.645762 0.513537 0.867606 0.700079 15.18459 0.473478 0.581784 1.20000 1.00000
XC410664 - Lechuza de la Taliabu - Tyto nigrobrunnea.wav Tyto nigrobrunnea 0.178113 0.000000 -1.725338 0.000000 1.858977 3.859721 16.77778 0.936584 0.936584 1.00000 1.00000
XC412303 - Autillo moluqueño - Otus magicus morotensis.wav Otus magicus 0.047033 0.466700 -3.056896 0.383015 0.675056 0.394140 6.59101 0.233793 0.233793 1.00000 1.00000
XC412373 - Autillo piquigualdo - Otus icterorhynchus icterorhynchus.wav Otus icterorhynchus 0.000880 0.003619 -7.035291 0.003612 1.340145 0.104182 10.99638 0.456556 29.634303 6.00000 1.00000
XC413068 - Autillo europeo - Otus scops.wav Otus scops 0.130437 1.727489 -2.036864 1.003381 1.392756 0.847060 2.33155 0.298726 7.079038 3.75000 1.25000
XC413424 - Autillo de Koepcke - Megascops koepckeae.wav Megascops koepckeae 2.546324 18.683373 0.934651 2.979774 1.582744 1.468893 2.01296 0.101574 3.014551 15.50000 6.00000
XC413651 - Mochuelo de Java - Glaucidium castanopterum.wav Glaucidium castanopterum 0.575019 0.767293 -0.553352 0.569449 1.163625 0.306093 3.49139 0.143732 6.303382 14.33333 1.00000
XC413898 - Autillo moluqueño - Otus magicus obira.wav Otus magicus 0.034216 0.700659 -3.375056 0.531016 0.821314 0.432238 9.23236 0.327020 66.474691 8.00000 1.00000
XC413944 - Nínox ocráceo - Ninox ochracea.wav Ninox ochracea 0.776445 4.087502 -0.253029 1.626787 0.837912 0.309577 9.82826 0.379764 0.831333 2.00000 1.00000
XC413948 - Autillo de Célebes - Otus manadensis.wav Otus manadensis 0.000652 0.001392 -7.335512 0.001391 1.340145 0.137997 2.15473 0.446003 63.721847 8.00000 3.00000
XC413973 - Nínox punteado - Ninox punctulata.wav Ninox punctulata 0.133766 4.589835 -2.011665 1.720950 1.000339 1.010999 3.61946 0.112461 27.067802 92.00000 1.00000
XC414032 - Mochuelo de Blewitt - Athene blewitti.wav Athene blewitti 10.291880 76.806030 2.331355 4.354219 1.131345 0.937794 1.76503 0.045580 19.889641 86.00000 1.00000
XC414991 - Lechuza de las Tanimbar - Tyto sororcula sororcula.wav Tyto sororcula 3.796223 5.687875 1.334007 1.900296 2.358844 3.930174 12.97855 0.176262 0.911981 4.60000 1.20000
XC415125 - Nínox ocráceo - Ninox ochracea.wav Ninox ochracea 1.261263 9.611252 0.232114 2.361915 0.670522 0.474672 16.87767 0.614978 0.815698 1.27273 1.00000
XC415126 - Lechuza de Minahassa - Tyto inexspectata.wav Tyto inexspectata 0.000604 0.004536 -7.412374 0.004526 1.870215 0.696404 19.86059 0.591398 0.817789 1.20000 1.00000
XC416418 - Autillo europeo - Otus scops.wav Otus scops 0.004803 0.096721 -5.338526 0.092325 1.294813 0.110952 1.66947 0.348401 10.867055 5.00000 1.00000
XC416703 - Autillo chino - Otus lettia.wav Otus lettia 0.000898 0.000010 -7.014846 0.000010 0.994258 0.165984 2.45592 0.248476 18.566712 3.00000 1.00000
XC416832 - Autillo europeo - Otus scops.wav Otus scops 22.194379 2.222806 3.099839 1.170252 1.340145 0.282046 1.20592 0.262824 45.096040 17.00000 6.00000
XC417903 - Autillo moluqueño - Otus magicus magicus.wav Otus magicus 0.083709 0.490259 -2.480412 0.398950 0.690470 0.213447 5.99353 0.156090 7.797766 18.00000 1.00000
XC417923 - Autillo de Pemba - Otus pembaensis.wav Otus pembaensis 1.026530 7.301259 0.026184 2.116407 0.766082 0.529441 3.76590 0.287386 0.307915 1.07143 1.07143
XC418222 - Lechuza malgache - Tyto soumagnei.wav Tyto soumagnei 0.000597 0.003335 -7.423642 0.003329 1.447254 1.583217 25.33012 1.570359 17.829389 2.50000 1.00000
XC418808 - Autillo europeo - Otus scops.wav Otus scops 0.007389 0.381667 -4.907712 0.323291 1.514303 0.426755 4.51561 0.265536 9.731823 4.33333 1.00000
XC418819 - Autillo europeo - Otus scops.wav Otus scops 0.002854 0.000000 -5.859204 0.000000 1.340145 0.084343 9.54478 0.384968 0.384968 1.00000 1.00000
XC418862 - Autillo europeo - Otus scops.wav Otus scops 0.004956 0.094810 -5.307206 0.090581 1.340145 0.035262 1.69849 0.266122 41.658806 18.00000 1.00000
XC418952 - Autillo malgache - Otus rutilus.wav Otus rutilus 0.517316 0.177613 -0.659102 0.163490 0.907786 0.047488 2.43269 0.171447 1.683722 4.00000 1.00000
XC418993 - Autillo de Madagascar - Otus madagascariensis.wav Otus madagascariensis 0.008222 0.535676 -4.800923 0.428971 1.253673 0.646861 4.94987 0.143424 2.281852 6.00000 1.50000
XC420110 - Mochuelo perlado - Glaucidium perlatum.wav Glaucidium perlatum 0.085900 0.507677 -2.454569 0.410570 2.446069 1.501882 3.83929 0.460835 8.753469 9.33333 1.33333
XC420747 - Autillo europeo - Otus scops.wav Otus scops 0.009307 0.043601 -4.677040 0.042678 1.303018 0.036170 1.74823 0.378773 42.608001 15.00000 1.00000
XC421498 - Lechuzón de anteojos - Pulsatrix perspicillata pulsatrix.wav Pulsatrix perspicillata 0.047628 0.903507 -3.044325 0.643698 0.458132 0.203711 2.69497 0.077055 2.135751 13.00000 1.00000
XC421972 - Autillo europeo - Otus scops.wav Otus scops 2.414567 14.472630 0.881520 2.739073 1.482577 0.786537 2.17779 0.240454 8.389536 2.30000 1.40000
XC422271 - Mochuelo pechirrojo - Glaucidium tephronotum tephronotum.wav Glaucidium tephronotum 8.809806 3.695814 2.175865 1.546671 1.295566 0.233521 2.31636 0.136213 0.531151 2.00000 1.00000
XC42300 - Lechuza de las Tanimbar - Tyto sororcula cayelii_Buru (Moluccas).wav Tyto sororcula 0.000343 0.000000 -7.977107 0.000000 2.075045 2.356076 42.40267 1.462882 1.462882 1.00000 1.00000
XC423087 - Autillo montano - Otus spilocephalus ss luciae.wav Otus spilocephalus 0.010302 0.192940 -4.575435 0.176421 1.340145 0.029238 1.20683 0.176668 1.041368 2.00000 1.00000
XC423492 - Autillo malgache - Otus rutilus.wav Otus rutilus 2.141562 15.558906 0.761536 2.806924 1.121398 0.972275 3.87243 0.179500 3.135443 6.00000 1.66667
XC423721 - Mochuelo amazónico - Glaucidium hardyi.wav Glaucidium hardyi 1.683957 0.350814 0.521146 0.300707 1.290854 0.118560 1.13391 0.065932 21.816221 33.00000 1.00000
XC424514 - Búho nival - Bubo scandiacus.wav Bubo scandiacus 1.386306 15.071147 0.326643 2.777026 0.606959 0.222673 2.60232 0.206052 0.206052 1.00000 1.00000
XC424656 - Autillo africano - Otus senegalensis.wav Otus senegalensis 0.362334 1.297918 -1.015188 0.832003 1.151818 0.338189 7.13061 0.235577 8.555582 3.20000 1.20000
XC426580 - Mochuelo acollarado - Glaucidium brodiei.wav Glaucidium brodiei 3.344252 4.577670 1.207243 1.718771 0.983851 0.383837 1.15536 0.093378 0.603625 2.05556 1.00000
XC427041 - Mochuelo canela - Aegolius harrisii.wav Aegolius harrisii 1.627190 1.323353 0.486855 0.843011 1.214178 0.298323 1.21629 0.040402 3.239875 52.00000 1.00000
XC427043 - Mochuelo canela - Aegolius harrisii.wav Aegolius harrisii 3.111926 2.362576 1.135242 1.212707 1.153338 0.262141 1.02989 0.031730 2.186448 31.00000 1.00000
XC427861 - Lechuzón acollarado chico - Pulsatrix koeniswaldiana.wav Pulsatrix koeniswaldiana 3.381412 18.216863 1.218293 2.955788 0.438936 0.459609 2.24993 0.038626 92.828794 51.00000 1.00000
XC428457 - Búho malayo - Bubo sumatranus.wav Bubo sumatranus 25.261683 27.054283 3.229289 3.334141 2.020451 6.000430 3.51075 0.299839 0.626652 1.66667 1.16667
XC428469 - Lechuza patilarga - Tyto longimembris_Australia.wav Tyto longimembris_Australia 0.000004 0.018624 -12.448133 0.018452 2.318280 0.450956 1.14638 0.028374 10.009902 13.00000 1.00000
XC42972 - Cárabo pescador común - Scotopelia peli.wav Scotopelia peli 0.081872 0.864904 -2.502599 0.623210 0.216010 0.077605 1.55330 0.279288 0.279288 1.00000 1.00000
XC429765 - Mochuelo de Pernambuco - Glaucidium mooreorum.wav Glaucidium mooreorum 0.004415 0.096881 -5.422820 0.092471 1.341240 0.153052 3.44726 0.149312 1.432612 6.00000 1.00000
XC430284 - Autillo europeo - Otus scops.wav Otus scops 0.004435 0.026388 -5.418230 0.026046 3.317530 2.273723 13.32248 0.416484 0.552640 1.11111 1.00000
XC432866 - Cárabo uralense - Strix uralensis.wav Strix uralensis 0.003515 0.064334 -5.650690 0.062349 0.363645 0.088412 2.72358 0.092989 0.550442 2.50000 1.00000
XC432993 - Autillo de Mindoro - Otus mindorensis.wav Otus mindorensis 0.198086 3.109211 -1.619055 1.413231 1.155387 0.186245 2.10617 0.333995 1.733789 2.33333 1.00000
XC433889 - Cárabo guatemalteco - Strix fulvescens.wav Strix fulvescens 1.631747 19.093650 0.489651 3.000404 0.664354 0.264278 3.67027 0.175089 1.295602 4.00000 3.00000
XC433965 - Nínox de Luzón - Ninox philippensis SS philippensis.wav Ninox philippensis 2.213066 9.313612 0.794379 2.333465 0.805309 0.385529 4.07430 0.208818 1.513686 2.00000 2.00000
XC434410 - Nínox australiano - Ninox boobook boobook.wav Ninox boobook 0.000607 0.012252 -7.407646 0.012177 0.607860 0.100721 1.13063 0.209793 0.657763 2.00000 1.00000
XC434739 - Nínox australiano - Ninox boobook boobook.wav Ninox boobook 3.767811 35.929739 1.326494 3.609017 0.583981 0.138837 10.07871 0.361030 0.668359 1.60000 1.00000
XC438067 - Búho jamaicano - Pseudoscops grammicus.wav Pseudoscops grammicus 3.369062 3.279379 1.214634 1.453808 0.475426 0.130373 2.93090 0.251727 77.217503 6.00000 1.00000
XC442486 - Búho nepalí - Bubo nipalensis.wav Bubo nipalensis 1.175329 20.447057 0.161548 3.065587 0.542833 0.917902 3.90265 0.120624 8.808104 17.00000 4.00000
XC443370 - Mochuelo de madriguera - Athene cunicularia.wav Athene cunicularia 5.734036 21.721488 1.746420 3.123311 1.060263 0.819153 2.44757 0.346835 1.022017 2.00000 2.00000
XC443556 - Búho campestre - Asio flammeus.wav Asio flammeus 0.007042 0.107514 -4.955862 0.102118 2.229758 1.059068 10.44111 0.642809 0.642809 1.00000 1.00000
XC444336 - Mochuelo perlado - Glaucidium perlatum.wav Glaucidium perlatum 0.000294 0.004813 -8.130714 0.004801 2.065787 0.353414 1.58562 0.444381 29.491813 5.00000 2.00000
XC444338 - Búho lechoso - Bubo lacteus.wav Bubo lacteus 0.324834 8.370106 -1.124442 2.237524 0.302482 0.138798 3.87289 0.108992 2.635558 8.33333 2.00000
XC444485 - Cárabo árabe - Strix hadorami.wav Strix hadorami 8.846953 6.068739 2.180073 1.955682 0.644629 0.094653 1.82177 0.139794 1.466548 5.00000 2.00000
XC44545 - Autillo persa - Otus brucei.wav Otus brucei 0.029929 0.151735 -3.508942 0.141269 0.388954 0.125444 1.12384 0.090465 7.095402 10.66667 1.66667
XC447070 - Autillo orejudo de Mindanao - Otus everetti.wav Otus everetti 1.550938 5.815860 0.438860 1.919252 1.581540 1.040997 7.18267 0.321673 0.321673 1.00000 1.00000
XC447654 - Autillo cariblanco norteño - Ptilopsis leucotis.wav Ptilopsis leucotis 2.766568 0.247577 1.017607 0.221203 0.648370 0.578428 3.73114 0.300849 1.232487 2.00000 2.00000
XC448847 - Búho pescador de Ceilán - Ketupa zeylonensis.wav Ketupa zeylonensis 0.762541 7.071509 -0.271099 2.088340 0.163990 0.070788 19.48651 0.231911 0.582907 2.16667 1.33333
XC45217 - Autillo de Peterson - Megascops petersoni.wav Megascops petersoni 0.372857 1.341026 -0.986561 0.850589 0.645395 0.106164 1.45324 0.101852 6.038331 34.50000 3.00000
XC454909 - Búho desértico - Bubo ascalaphus.wav Bubo ascalaphus 0.000197 0.003343 -8.529842 0.003338 0.475426 0.366692 7.38207 0.465510 0.465510 1.00000 1.00000
XC456728 - Mochuelo europeo - Athene noctua.wav Athene noctua 0.873109 9.316186 -0.135695 2.333714 2.145507 2.717056 4.31677 0.476640 2.489157 2.33333 1.33333
XC456795 - Mochuelo de El Cabo - Glaucidium capense scheffleri.wav Glaucidium capense 1.361905 1.257536 0.308885 0.814274 0.959792 0.342854 6.89996 0.294758 2.372771 4.00000 1.00000
XC460758 - Cárabo ocelado - Strix ocellata.wav Strix ocellata 4.440411 20.110099 1.490747 3.049752 0.536017 0.132212 1.70854 0.112519 1.665931 5.50000 2.00000
XC46126 - Autillo cariblanco sureño - Ptilopsis granti.wav Ptilopsis granti 0.000041 0.000000 -10.103048 0.000000 0.129538 0.149033 15.64163 0.767351 0.767351 1.00000 1.00000
XC467453 - Cárabo uralense - Strix uralensis.wav Strix uralensis 0.020240 0.720262 -3.900096 0.542476 1.073645 2.336126 8.24007 0.186650 20.198168 21.00000 2.00000
XC468378 - Mochuelo alpino - Glaucidium passerinum.wav Glaucidium passerinum 22.129952 1.034178 3.096932 0.710092 1.456806 0.071673 4.13819 0.303931 9.367389 4.66667 2.66667
XC470445 - Cárabo oriental - Strix leptogrammica.wav Strix leptogrammica 10.976080 14.621934 2.395718 2.748676 0.374670 0.103699 4.25240 0.279748 1.377438 3.00000 3.00000
XC470587 - Cárabo árabe - Strix hadorami.wav Strix hadorami 0.062976 2.727956 -2.765009 1.315860 0.579168 0.524348 3.78301 0.293302 0.541694 1.50000 1.00000
XC472591 - Búho de Coromandel - Bubo coromandus.wav Bubo coromandus 2.280990 48.271649 0.824610 3.897349 0.564383 0.324132 12.25809 0.219243 2.453242 6.00000 2.00000
XC473740 - Autillo de Pemba - Otus pembaensis.wav Otus pembaensis 0.011014 0.162226 -4.508603 0.150337 0.670504 0.054726 3.13364 0.216593 9.430238 4.00000 1.00000
XC474679 - Búho campestre - Asio flammeus.wav Asio flammeus 0.008570 0.108237 -4.759529 0.102770 0.366381 0.114851 1.52343 0.099077 2.033681 9.50000 1.00000
XC482486 - Nínox pardo - Ninox scutulata.wav Ninox scutulata 2.506176 0.000219 0.918758 0.000219 0.561898 0.044927 1.00000 0.151202 0.378052 2.00000 1.00000
XC487525 - Mochuelo brahmán - Athene brama.wav Athene brama 0.002780 0.005774 -5.885233 0.005758 4.169808 1.679887 4.56053 0.307586 0.307586 1.00000 1.00000
XC492696 - Lechuza cornuda oriental - Phodilus badius badius.wav Phodilus badius 8.513801 6.138800 2.141688 1.965545 1.232654 0.448047 4.54190 0.446734 3.247057 5.50000 1.50000
XC494435 - Búho magallánico - Bubo magellanicus.wav Bubo magellanicus 2.490212 30.023360 0.912368 3.434740 0.351716 0.462484 2.92372 0.086429 0.853187 7.00000 3.00000
XC498062 - Mochuelo europeo - Athene noctua.wav Athene noctua 0.009209 0.000000 -4.687627 0.000000 2.876051 1.201329 2.18031 0.194887 0.194887 1.00000 1.00000
XC498443 - Nínox pardo - Ninox scutulata scutulata.wav Ninox scutulata 0.001339 0.003005 -6.615547 0.003001 0.648370 0.104359 3.27745 0.406342 0.406342 1.00000 1.00000
XC498645 - Cárabo norteamericano - Strix varia.wav Strix varia 1.131541 13.701731 0.123580 2.687965 0.469469 0.405449 4.45019 0.168636 2.502312 6.50000 3.00000
XC500060 - Búho gritón - Pseudoscops clamator.wav Pseudoscops clamator 0.027706 0.077853 -3.586114 0.074971 2.827665 5.600515 7.20369 0.642049 0.642049 1.00000 1.00000
XC500332 - Autillo guatemalteco - Megascops guatemalae hastatus.wav Megascops guatemalae 0.008923 0.000000 -4.719113 0.000000 0.734842 0.066406 14.28571 2.952092 2.952092 1.00000 1.00000
XC501320 - Autillo de la Simeulue - Otus umbra.wav Otus umbra 5.276854 15.276817 1.663330 2.789742 1.080729 0.173900 4.02797 0.177555 1.553552 3.83333 1.83333
XC501871 - Lechuza tenebrosa - Tyto tenebricosa arfaki.wav Tyto tenebricosa 0.003335 0.000000 -5.703255 0.000000 2.167908 0.071931 15.50208 1.264781 1.264781 1.00000 1.00000
XC50244 - Búho gritón - Pseudoscops clamator.wav Pseudoscops clamator 0.023533 0.309708 -3.749356 0.269805 3.293783 4.449599 11.90225 0.729447 0.729447 1.00000 1.00000
XC50245 - Mochuelo de madriguera - Athene cunicularia.wav Athene cunicularia 0.145731 2.727157 -1.925996 1.315646 3.657025 1.886990 8.48625 0.273846 1.488200 4.00000 2.00000
XC502689 - Lechuza cornuda oriental - Phodilus badius badius.wav Phodilus badius 0.224359 0.596993 -1.494509 0.468123 1.468316 0.289310 2.93462 0.331026 3.696839 7.00000 2.00000
XC505535 - Búho nepalí - Bubo nipalensis.wav Bubo nipalensis 0.000171 0.000000 -8.671330 0.000000 1.858977 5.074615 9.68941 0.765223 0.765223 1.00000 1.00000
XC505805 - Autillo capirotado - Megascops atricapilla.wav Megascops atricapilla 4.448235 1.291230 1.492507 0.829089 0.821314 0.127564 1.00000 0.036646 14.175502 100.00000 1.00000
XC506423 - Mochuelo alpino - Glaucidium passerinum passerinum.wav Glaucidium passerinum 17.784921 0.450499 2.878351 0.371908 1.513089 0.552156 1.74332 0.265081 0.265081 1.00000 1.00000
XC509129 - Cárabo pescador vermiculado - Scotopelia bouvieri.wav Scotopelia bouvieri 3.117349 7.771499 1.136983 2.171508 0.388954 0.087171 2.42882 0.131958 0.932632 2.75000 1.00000
XC509183 - Mochuelo europeo - Athene noctua.wav Athene noctua 7.188703 18.334691 1.972511 2.961901 2.400704 2.714315 3.10563 0.111996 0.245918 1.75000 1.58333
XC509942 - Búho de Usambara - Bubo vosseleri.wav Bubo vosseleri 5.696272 4.811347 1.739812 1.759812 0.457239 0.167733 1.48509 0.056080 6.519603 58.00000 1.00000
XC509943 - Búho de Usambara - Bubo vosseleri.wav Bubo vosseleri 1.567074 3.597944 0.449210 1.525609 0.453450 0.182306 1.86598 0.054984 7.259985 61.00000 1.00000
XC511125 - Cárabo negro - Strix huhula.wav Strix huhula 1.274254 5.153430 0.242361 1.817010 0.474986 0.427257 5.88324 0.263183 0.556407 1.33333 1.33333
XC515232 - Cárabo africano - Strix woodfordii.wav Strix woodfordii 0.328688 4.329834 -1.112645 1.673320 0.469748 0.092446 3.29725 0.126656 0.526452 2.50000 2.50000
XC516101 - Cárabo africano - Strix woodfordii.wav Strix woodfordii 3.000126 36.767681 1.098654 3.631454 0.597180 0.513831 4.80307 0.160274 1.215659 4.00000 1.40000
XC517658 - Autillo serrano - Megascops clarkii.wav Megascops clarkii 0.430441 4.195710 -0.842945 1.647833 0.718393 0.195934 2.91809 0.253366 1.598642 4.00000 1.00000
XC520279 - Búho pescador malayo - Ketupa ketupu ketupu.wav Ketupa ketupu 0.037525 0.484943 -3.282755 0.395377 1.599936 5.091545 16.55504 0.621768 0.779103 1.25000 1.25000
XC521631 - Mochuelo patagón - Glaucidium nana.wav Glaucidium nana 2.789030 1.326551 1.025694 0.844387 1.506352 0.247341 2.01057 0.077256 7.832529 26.00000 1.50000
XC521643 - Nínox ladrador - Ninox connivens.wav Ninox connivens 0.932016 1.170548 -0.070405 0.774979 0.667252 0.139450 2.21457 0.181764 0.518466 2.00000 1.00000
XC522110 - Cárabo brasileño - Strix hylophila.wav Strix hylophila 3.746501 30.482164 1.320822 3.449421 0.487602 0.715938 4.58014 0.073081 31.996681 54.00000 1.00000
XC527720 - Mochuelo californiano - Glaucidium californicum californicum.wav Glaucidium californicum 0.000236 0.021256 -8.353413 0.021033 1.167201 0.032237 1.80590 0.182451 0.182451 1.00000 1.00000
XC530747 - Autillo barbudo - Megascops barbarus.wav Megascops barbarus 100.000000 83.729629 4.605170 4.439465 0.930655 0.229518 1.20506 0.026321 6.496370 140.00000 3.00000
XC531731 - Cárabo pescador vermiculado - Scotopelia bouvieri.wav Scotopelia bouvieri 1.281172 5.179412 0.247775 1.821223 0.390592 0.163184 5.31196 0.240895 0.695908 1.83333 1.00000
XC536240 - Búho corniblanco - Lophostrix cristata cristata.wav Lophostrix cristata 0.136608 0.437529 -1.990640 0.362926 0.475426 0.138926 10.92085 0.274860 0.274860 1.00000 1.00000
XC536954 - Búho malgache - Asio madagascariensis.wav Asio madagascariensis 4.982339 10.980996 1.605899 2.483322 1.151035 1.396084 2.68930 0.121960 0.121960 1.00000 1.00000
XC538622 - Cárabo café - Strix virgata.wav Strix virgata 0.161438 3.987617 -1.823636 1.606958 0.559043 0.334629 3.04874 0.114482 3.950151 7.00000 1.00000
XC538623 - Mochuelo caburé - Glaucidium brasilianum.wav Glaucidium brasilianum 8.560558 1.653586 2.147165 0.975912 1.167201 0.099418 1.71898 0.119508 4.849842 13.00000 1.00000
XC53943 - Autillo elegante - Otus elegans calayensis.wav Otus elegans 0.000224 0.001827 -8.402292 0.001826 0.784707 0.041047 1.29277 0.213040 1.015804 2.00000 2.00000
XC539680 - Nínox de las Togian - Ninox burhani.wav Ninox burhani 4.462257 52.109667 1.495655 3.972359 0.936032 3.463070 8.48160 0.140398 28.214770 19.00000 1.00000
XC53970 - Búho de Mindanao - Otus gurneyi.wav Otus gurneyi 0.914322 10.303377 -0.089573 2.425102 1.377150 0.846080 8.64642 0.436557 0.436557 1.00000 1.00000
XC53972 - Autillo orejudo de Mindanao - Otus everetti.wav Otus everetti 0.018387 0.040041 -3.996115 0.039261 1.020154 0.378778 3.64851 0.391546 0.391546 1.00000 1.00000
XC540479 - Búho chico - Asio otus.wav Asio otus 0.003297 0.009861 -5.714682 0.009813 0.475426 4.935408 6.51500 0.463953 0.463953 1.00000 1.00000
XC543260 - Mochuelo alpino - Glaucidium passerinum.wav Glaucidium passerinum 9.249754 53.864229 2.224597 4.004862 1.384711 0.400994 1.03180 0.081901 1.069711 6.00000 2.00000
XC543296 - Mochuelo andino - Glaucidium jardinii.wav Glaucidium jardinii 1.566758 0.540090 0.449008 0.431841 1.425228 0.117759 1.41469 0.124168 20.090254 62.00000 1.00000
XC543582 - Búho de las Salomón - Nesasio solomonensis.wav Nesasio solomonensis 0.000100 0.000179 -9.209878 0.000179 0.475426 0.086776 21.56301 1.330150 1.330150 1.00000 1.00000
XC543798 - Cárabo lapón - Strix nebulosa.wav Strix nebulosa 2.051400 6.840037 0.718522 2.059244 0.320674 0.354135 3.95653 0.185499 241.574266 20.00000 1.00000
XC548673 - Cárabo lapón - Strix nebulosa.wav Strix nebulosa 6.251964 3.000032 1.832896 1.386302 0.233470 0.226651 4.19237 0.173214 6.829467 13.00000 2.00000
XC549536 - Mochuelo mínimo - Glaucidium minutissimum.wav Glaucidium minutissimum 1.491181 0.624584 0.399568 0.485252 1.355831 0.076804 2.79535 0.270904 1.398604 3.00000 1.00000
XC551668 - Eastern Barn Owl - Tyto javanica.wav Tyto javanica 0.000672 0.000985 -7.304544 0.000984 3.415596 5.021781 34.65830 0.896721 0.896721 1.00000 1.00000
XC552302 - Búho chico - Asio otus otus.wav Asio otus 0.003187 0.008494 -5.748764 0.008458 0.388954 0.019935 1.97143 0.486486 0.486486 1.00000 1.00000
XC554145 - Mochuelo europeo - Athene noctua.wav Athene noctua 0.021786 0.221508 -3.826484 0.200086 2.475828 3.910482 8.79406 0.461803 0.461803 1.00000 1.00000
XC554215 - Mochuelo de jungla - Glaucidium radiatum.wav Glaucidium radiatum 0.367437 5.731371 -1.001202 1.906779 1.254905 0.316477 5.88094 0.219865 0.556542 1.75000 1.25000
XC556607 - Cárabo café - Strix virgata.wav Strix virgata 0.926594 17.974413 -0.076240 2.943091 0.446689 0.345919 2.54431 0.156400 2.668762 8.00000 1.50000
XC557487 - Búho campestre - Asio flammeus.wav Asio flammeus 1.008640 0.471195 0.008603 0.386075 0.357725 0.459028 1.33433 0.080092 15.430641 28.00000 1.00000
XC558641 - Nínox halcón - Uroglaux dimorpha.wav Uroglaux dimorpha 1.764796 12.939867 0.568035 2.634753 0.388954 0.085256 6.12683 0.452144 1.155273 1.83333 1.00000
XC562106 - Autillo cariblanco norteño - Ptilopsis leucotis.wav Ptilopsis leucotis 0.401945 0.550779 -0.911441 0.438757 0.475426 0.061380 8.05114 0.439892 0.557431 1.25000 1.00000
XC565795 - Mochuelo cabezón - Aegolius acadicus.wav Aegolius acadicus 0.407176 0.000000 -0.898510 0.000000 1.253673 0.038534 2.00000 0.094501 0.446021 2.00000 1.00000
XC569898 - Búho americano - Bubo virginianus virginianus.wav Bubo virginianus 1.919816 19.923919 0.652229 3.040893 0.402635 0.343374 4.78895 0.195618 3.058104 8.00000 2.75000
XC578389 - Mochuelo de Java - Glaucidium castanopterum.wav Glaucidium castanopterum 1.919454 12.543299 0.652041 2.605892 1.040447 0.256961 6.37443 0.221305 3.154060 2.20000 1.00000
XC582134 - Mochuelo acollarado - Glaucidium brodiei.wav Glaucidium brodiei 3.680502 2.507640 1.303049 1.254944 0.994258 0.051105 1.20940 0.073711 1.338121 4.00000 1.00000
XC582487 - Nínox ladrador - Ninox connivens.wav Ninox connivens 3.093794 55.822818 1.129398 4.039938 0.952121 0.627225 2.90510 0.148682 0.846729 4.00000 2.33333
XC582539 - Mochuelo de jungla - Glaucidium radiatum.wav Glaucidium radiatum 0.017990 0.230157 -4.017963 0.207142 1.235206 0.260160 6.49718 0.223023 2.366343 5.00000 1.50000
XC582865 - Mochuelo mínimo - Glaucidium minutissimum.wav Glaucidium minutissimum 12.544474 1.018200 2.529280 0.702206 1.426617 0.116800 1.71823 0.228063 1.168053 3.00000 1.00000
XC583813 - American Barn Owl - Tyto furcata.wav Tyto furcata 0.152677 0.052390 -1.879428 0.051064 2.102982 5.663231 17.96842 1.092276 1.092276 1.00000 1.00000
XC583993 - Lechuza común - Tyto alba.wav Tyto alba 0.001145 0.003212 -6.772012 0.003207 2.004994 4.007715 12.56062 0.832746 0.832746 1.00000 1.00000
XC588013 - Cárabo patiblanco - Strix albitarsis.wav Strix albitarsis 0.083596 2.369817 -2.481761 1.214858 0.441397 0.119358 3.93362 0.245467 0.662122 1.40000 1.00000
XC589577 - Mochuelo caburé - Glaucidium brasilianum.wav Glaucidium brasilianum 5.463096 2.654260 1.698016 1.295894 1.281858 3.249745 1.82467 0.113559 24.369922 48.00000 1.00000
XC589811 - Cárabo patiblanco - Strix albitarsis.wav Strix albitarsis 0.016370 0.107204 -4.112325 0.101838 0.693915 0.093887 5.24309 0.242572 0.242572 1.00000 1.00000
XC590316 - Nínox papú - Ninox theomacha.wav Ninox theomacha 0.000411 0.034788 -7.796327 0.034197 0.797125 0.109766 4.71548 0.284853 0.748605 1.50000 1.00000
XC5915 - Mochuelo de Colima - Glaucidium palmarum.wav Glaucidium palmarum 6.069157 1.339625 1.803220 0.849991 1.513089 0.088354 1.74805 0.138758 1.094484 3.00000 1.00000
XC592306 - Búho campestre - Asio flammeus.wav Asio flammeus 2.963100 79.216945 1.086236 4.384735 0.719206 1.939756 2.25773 0.097210 1.679024 7.33333 1.66667
XC592818 - Lechuzón de anteojos - Pulsatrix perspicillata.wav Pulsatrix perspicillata 0.287117 5.989313 -1.247866 1.944382 0.388111 0.243371 2.67287 0.056104 12.627781 38.00000 1.00000
XC603816 - Nínox ladrador - Ninox connivens peninsularis.wav Ninox connivens 0.127857 4.298969 -2.056844 1.667512 0.781241 0.477508 3.81011 0.103322 0.578312 3.00000 1.00000
XC604887 - Búho americano - Bubo virginianus.wav Bubo virginianus 4.909964 76.392608 1.591267 4.348891 0.451292 3.452266 4.55515 0.336488 0.743744 1.88889 1.00000
XC607557 - Búho africano - Bubo africanus.wav Bubo africanus 0.095079 0.101175 -2.353050 0.096377 0.434225 0.290010 3.13309 0.577904 1.598949 2.00000 2.00000
XC608659 - Nínox pardo - Ninox scutulata.wav Ninox scutulata 0.000290 0.010393 -8.145525 0.010339 0.648370 0.179661 4.50049 0.502423 0.502423 1.00000 1.00000
XC609986 - Mochuelo de los saguaros - Micrathene whitneyi whitneyi.wav Micrathene whitneyi 0.080672 0.405796 -2.517369 0.340604 1.702502 1.423732 15.33972 1.096120 1.096120 1.00000 1.00000
XC610478 - Nínox de Sumba grande - Ninox rudolfi.wav Ninox rudolfi 0.121687 3.585435 -2.106302 1.522885 0.697198 0.336028 4.42440 0.147832 13.666480 45.00000 1.00000
XC610486 - Cárabo oriental - Strix leptogrammica.wav Strix leptogrammica 1.170719 12.508177 0.157618 2.603295 0.345551 0.320505 9.82001 0.217563 0.816454 3.00000 2.00000
XC613313 - Autillo chino - Otus lettia.wav Otus lettia 0.000343 0.000758 -7.976408 0.000758 0.907786 0.102324 1.41292 0.270546 0.270546 1.00000 1.00000
XC613769 - Mochuelo de madriguera - Athene cunicularia.wav Athene cunicularia 6.913028 28.318576 1.933408 3.378221 0.958018 1.842902 3.51973 0.248164 0.609574 2.00000 2.00000
XC613906 - Cárabo ocelado - Strix ocellata.wav Strix ocellata 3.677444 5.903153 1.302218 1.931978 0.628281 0.106473 2.35007 0.188746 0.547445 2.50000 1.00000
XC613951 - Cárabo negro - Strix huhula.wav Strix huhula 0.986535 0.586660 -0.013557 0.461631 0.390440 0.289425 3.87401 0.385705 0.883544 1.50000 1.50000
XC614413 - Búho real - Bubo bubo.wav Bubo bubo 0.000076 0.004112 -9.484901 0.004103 0.475426 0.023932 1.92622 0.276201 0.276201 1.00000 1.00000
XC614535 - Mochuelo caburé - Glaucidium brasilianum.wav Glaucidium brasilianum 26.827685 3.882013 3.289434 1.585558 1.435071 0.295183 1.86625 0.074220 7.737451 21.50000 1.50000
XC61474 - Autillo californiano - Megascops kennicottii macfarlanei.wav Megascops kennicottii 1.120428 0.608958 0.113711 0.475587 0.714825 0.154799 1.28086 0.074227 1.535201 11.00000 2.00000
XC615644 - Mochuelo de El Cabo - Glaucidium capense ngamiense.wav Glaucidium capense 0.696472 0.211541 -0.361727 0.191893 1.030481 0.161704 2.17493 0.239922 9.156943 17.00000 1.00000
XC616689 - Autillo de Mindanao - Otus mirus.wav Otus mirus 0.013574 0.013888 -4.299577 0.013792 1.363317 0.063762 3.44181 0.458455 1.801467 2.00000 1.00000
XC618309 - Búho real - Bubo bubo.wav Bubo bubo 0.006896 0.040309 -4.976874 0.039517 0.475426 0.024782 1.67078 0.321131 0.321131 1.00000 1.00000
XC619947 - Cárabo común - Strix aluco.wav Strix aluco 2.642435 0.500288 0.971701 0.405657 0.821314 0.084114 6.00654 0.691318 0.691318 1.00000 1.00000
XC620847 - Búho real - Bubo bubo.wav Bubo bubo 1.172603 8.765141 0.159226 2.278819 0.527344 0.382234 1.83052 0.242796 0.513310 2.00000 2.00000
XC620901 - Cárabo común - Strix aluco.wav Strix aluco 0.000257 0.007664 -8.266627 0.007635 0.734842 0.055201 7.04259 1.012493 1.012493 1.00000 1.00000
XC620967 - Cárabo común - Strix aluco.wav Strix aluco 0.000397 0.002736 -7.831950 0.002732 0.806614 0.090531 5.01453 0.993963 0.993963 1.00000 1.00000
XC623312 - Mochuelo boreal - Aegolius funereus.wav Aegolius funereus 0.251889 4.630951 -1.378766 1.728278 0.879752 0.136973 1.71322 0.126317 2.483442 12.00000 1.00000
XC625748 - Mochuelo boreal - Aegolius funereus.wav Aegolius funereus 0.085562 0.146868 -2.458512 0.137035 0.836280 0.130849 1.80769 0.090721 0.971511 6.50000 1.50000
XC625897 - Búho chico - Asio otus.wav Asio otus 0.001004 0.037627 -6.904182 0.036936 0.388954 0.344820 1.20222 0.337001 0.337001 1.00000 1.00000
XC62899 - Mochuelo de Parker - Glaucidium parkeri.wav Glaucidium parkeri 6.231402 4.131233 1.829601 1.635346 1.298250 0.078376 1.99612 0.162542 41.167722 6.00000 1.00000
XC65746 - Mochuelo gnomo - Glaucidium gnoma.wav Glaucidium gnoma 0.391074 0.329889 -0.938860 0.285095 1.076107 0.202315 1.58491 0.100171 2.789691 6.00000 1.00000
XC67492 - Autillo de Koepcke - Megascops koepckeae koepckeae.wav Megascops koepckeae 4.299868 35.729248 1.458584 3.603573 1.096960 1.082593 2.60188 0.083431 1.901361 14.00000 1.00000
XC68847 - Nínox de la Christmas - Ninox natalis.wav Ninox natalis 0.915623 7.941250 -0.088150 2.190675 0.726625 0.268428 3.30442 0.139235 1.287781 4.00000 1.66667
XC68856 - Nínox de Luzón - Ninox philippensis centralis.wav Ninox philippensis 1.871432 3.896397 0.626704 1.588500 0.861106 0.293912 3.58555 0.160180 1.090562 2.66667 2.00000
XC69537 - Cárabo de Sichuán - Strix davidi.wav Strix davidi 0.073678 1.543578 -2.608053 0.933572 0.411657 0.086755 6.29730 0.326345 0.697395 1.50000 1.00000
XC72493 - Mochuelo costarricense - Glaucidium costaricanum.wav Glaucidium costaricanum 1.688386 0.184370 0.523773 0.169211 1.160550 0.096410 2.19487 0.098281 5.416321 15.00000 1.00000
XC75956 - Autillo de Koepcke - Megascops koepckeae.wav Megascops koepckeae 11.346354 60.845222 2.428896 4.124635 1.435662 1.108285 2.19515 0.086041 1.772862 10.50000 2.50000
XC79257 - Búho filipino - Bubo philippensis.wav Bubo philippensis 4.136024 9.491221 1.419735 2.350539 1.263265 0.271408 6.31134 0.579243 0.827627 1.37500 1.00000
XC79288 - Autillo de la Mantanani - Otus mantananensis romblonis.wav Otus mantananensis 0.006053 0.087194 -5.107222 0.083600 0.804440 0.255307 7.98714 0.212197 0.212197 1.00000 1.00000
XC80515 - Autillo californiano - Megascops kennicottii bendirei.wav Megascops kennicottii 0.029765 0.140976 -3.514428 0.131884 0.648370 0.054920 1.07971 0.080253 1.357071 6.50000 1.00000
XC80580 - Autillo oriental - Otus sunia malayanus.wav Otus sunia 0.013382 0.329437 -4.313828 0.284755 0.994258 0.256865 2.55237 0.130202 1.048382 3.00000 2.00000
XC82660 - Autillo africano - Otus senegalensis senegalensis.wav Otus senegalensis 0.015393 0.022330 -4.173833 0.022084 1.080729 0.129017 4.29686 0.331813 0.331813 1.00000 1.00000
XC86593 - Autillo malgache - Otus rutilus rutilus.wav Otus rutilus 0.001058 0.011980 -6.851726 0.011909 0.854610 0.038501 2.67816 0.119587 1.784192 5.50000 1.00000
XC88785 - Mochuelo peludo - Xenoglaux loweryi.wav Xenoglaux loweryi 0.006310 0.441782 -5.065696 0.365880 0.808464 0.122219 13.03258 0.247947 0.247947 1.00000 1.00000
XC99672 - Mochuelo del Congo - Glaucidium sjostedti.wav Glaucidium sjostedti 0.010807 0.159175 -4.527555 0.147708 0.781064 0.163871 6.14915 0.251752 4.756993 5.00000 1.00000
XC99674 - Mochuelo del Congo - Glaucidium sjostedti.wav Glaucidium sjostedti 0.027804 1.252805 -3.582568 0.812176 0.785870 0.194108 6.64244 0.216723 5.613903 6.00000 1.00000

10 By species

Code 
mean_sp_data <- read.csv("./data/processed/owl_song_features_by_species.csv")

.print_df(mean_sp_data, height = "1000px")
species umap.space.size tsne.space.size log.umap.space.size log.tsne.space.size peak.frequency frequency.range modulation song.duration num.elms elm.types
Aegolius acadicus 2.859842 1.204939 0.385777 0.613338 1.296909 0.058332 2.01030 24.756112 10.00000 1.00000
Aegolius funereus 0.376088 8.853572 -1.319143 1.463294 0.843249 0.149590 1.43151 1.496660 8.84211 1.15789
Aegolius harrisii 2.369558 1.842965 0.811048 1.027859 1.183758 0.280232 1.12309 2.713161 41.50000 1.00000
Aegolius ridgwayi 1.995173 5.387675 0.376486 1.775499 1.031027 0.285042 1.95192 11.280347 27.00000 1.25000
Asio capensis 0.120642 2.064919 -2.170162 1.071960 2.092058 3.336241 7.12012 0.525083 2.10000 1.30000
Asio flammeus 0.996838 19.975973 -2.155138 1.243925 0.918268 0.893176 3.88915 2.472568 7.30769 1.30769
Asio madagascariensis 8.201163 29.979966 2.020632 3.197462 1.317898 1.431210 2.90265 0.142287 1.00000 1.00000
Asio otus 0.002124 0.015154 -6.460029 0.014961 0.452214 2.037752 2.80809 0.446922 1.00000 1.00000
Asio stygius 0.004911 0.015168 -5.600148 0.014963 3.101676 3.608676 4.54017 0.233106 1.00000 1.00000
Athene blewitti 10.291880 76.806030 2.331355 4.354219 1.131345 0.937794 1.76503 19.889641 86.00000 1.00000
Athene brama 0.007950 0.009973 -5.109441 0.009915 3.595927 3.741462 7.02322 0.961420 2.50000 1.16667
Athene cunicularia 3.369452 15.823296 0.555921 2.622596 1.485570 1.761601 5.12899 0.928907 2.33333 2.00000
Athene noctua 1.355937 4.801591 -2.411750 1.043707 2.768311 2.418267 3.82083 0.866140 1.89474 1.23684
Athene superciliaris 0.005512 0.018479 -7.514117 0.018146 0.749134 0.230186 3.06685 0.553852 1.00000 1.00000
Bubo africanus 0.095079 0.101175 -2.353050 0.096377 0.434225 0.290010 3.13309 1.598949 2.00000 2.00000
Bubo ascalaphus 0.000197 0.003343 -8.529842 0.003338 0.475426 0.366692 7.38207 0.465510 1.00000 1.00000
Bubo blakistoni 0.119910 1.584731 -2.152689 0.949612 0.251194 0.072063 4.82512 1.012923 3.71429 1.00000
Bubo bubo 0.393191 2.936520 -4.767516 0.774147 0.492732 0.143649 1.80917 0.333041 1.13636 1.13636
Bubo capensis 3.341261 13.779503 1.206348 2.693241 0.464808 0.115776 2.36414 0.195512 1.00000 1.00000
Bubo cinerascens 0.871614 1.750881 -3.214019 0.752530 0.459870 0.322799 3.51254 1.172546 1.81818 1.54546
Bubo coromandus 2.280990 48.271649 0.824610 3.897349 0.564383 0.324132 12.25809 2.453242 6.00000 2.00000
Bubo lacteus 0.324834 8.370106 -1.124442 2.237524 0.302482 0.138798 3.87289 2.635558 8.33333 2.00000
Bubo leucostictus 0.266562 0.716957 -1.718829 0.463396 1.219742 0.278269 19.92833 1.370129 1.28571 1.00000
Bubo magellanicus 1.899629 21.939504 0.590833 3.066560 0.389768 0.420406 4.24150 0.674481 4.50000 2.50000
Bubo nipalensis 0.392306 6.818278 -5.022730 1.024445 1.180586 2.032761 5.86942 2.111887 3.46154 1.46154
Bubo philippensis 4.136024 9.491221 1.419735 2.350539 1.263265 0.271408 6.31134 0.827627 1.37500 1.00000
Bubo poensis 0.775924 1.911273 -0.253700 1.068591 0.359510 0.262540 1.54027 0.509955 9.50000 1.00000
Bubo scandiacus 0.652453 7.856281 -1.656164 1.676025 0.544069 0.282330 4.13034 0.140715 1.02941 1.00000
Bubo sumatranus 12.674630 13.531206 0.397033 1.671118 1.204702 3.023010 2.66587 0.863908 1.75000 1.37500
Bubo virginianus 1.824905 27.746479 0.224852 2.651937 0.408441 1.071605 3.59868 1.539668 3.30000 1.73333
Bubo vosseleri 3.631673 4.204646 1.094511 1.642711 0.455345 0.175019 1.67553 6.889794 59.50000 1.00000
Glaucidium bolivianum 14.609915 8.049236 2.199687 1.710360 1.364649 1.270251 2.86029 0.487315 1.32075 1.05660
Glaucidium brasilianum 13.617113 2.729953 2.378205 1.285788 1.294710 1.214782 1.80330 9.908901 23.40000 1.20000
Glaucidium brodiei 2.349749 2.451182 -0.399705 1.070447 0.990789 0.159680 1.15272 0.811907 2.54167 1.04167
Glaucidium californicum 2.043315 1.049646 -2.038860 0.561697 1.161944 0.096027 2.32249 3.441830 2.22727 1.18182
Glaucidium capense 1.193441 1.729750 0.122383 0.852671 1.020291 0.242317 3.72629 8.696492 16.16667 1.00000
Glaucidium castanopterum 1.247237 6.655296 0.049345 1.587670 1.102036 0.281527 4.93291 4.335055 6.75000 1.00000
Glaucidium castanotum 2.713696 9.894555 0.786757 1.818995 0.973185 3.603230 4.19651 0.495188 1.61539 1.15385
Glaucidium costaricanum 0.846950 0.128591 -2.338437 0.119747 1.163875 0.097196 1.59744 0.255995 1.46667 1.00000
Glaucidium cuculoides 1.505181 3.066475 0.408913 1.402777 0.994609 0.152137 1.13096 14.338630 184.00000 1.00000
Glaucidium gnoma 0.973272 0.482406 -0.248541 0.388345 1.119818 0.161116 1.65868 0.295727 1.33898 1.00000
Glaucidium griseiceps 0.003591 0.103982 -5.955778 0.095224 1.426617 0.042856 1.27384 2.650601 8.00000 1.66667
Glaucidium hardyi 1.683957 0.350814 0.521146 0.300707 1.290854 0.118560 1.13391 21.816221 33.00000 1.00000
Glaucidium jardinii 6.026566 16.214902 1.052614 1.546581 1.344992 0.710341 1.82520 1.879946 3.34043 1.06383
Glaucidium minutissimum 7.017827 0.821392 1.464424 0.593729 1.391224 0.096802 2.25679 1.283328 3.00000 1.00000
Glaucidium mooreorum 0.004415 0.096881 -5.422820 0.092471 1.341240 0.153052 3.44726 1.432612 6.00000 1.00000
Glaucidium nana 2.789030 1.326551 1.025694 0.844387 1.506352 0.247341 2.01057 7.832529 26.00000 1.50000
Glaucidium nubicola 0.002251 0.140695 -6.413185 0.118925 1.368969 0.500577 2.84989 0.196736 1.14815 1.03704
Glaucidium palmarum 3.035206 0.713887 -2.438484 0.467234 1.462823 0.094000 1.91101 1.896175 5.37500 1.00000
Glaucidium parkeri 3.116596 2.113509 -2.247891 0.863408 1.319198 0.059237 1.79354 8.591195 3.54546 1.00000
Glaucidium passerinum 16.388209 18.449635 2.733293 1.695620 1.451536 0.341608 2.30443 3.477990 3.33333 1.77778
Glaucidium perlatum 0.043097 0.256245 -5.292641 0.207686 2.255928 0.927648 2.71245 13.938055 8.25000 1.50000
Glaucidium peruanum 0.158240 2.501399 -1.843645 1.253163 1.379543 0.389615 1.61566 14.043791 88.00000 1.00000
Glaucidium radiatum 0.137646 2.215929 -2.870781 0.878811 1.224188 0.262126 6.23614 0.406779 1.42424 1.09091
Glaucidium sanchezi 0.002338 0.001983 -6.058303 0.001981 1.472984 1.525044 4.08258 6.201964 4.00000 2.00000
Glaucidium siju 0.023423 0.284218 -3.754018 0.250150 3.318743 3.845932 2.88542 0.151975 1.00000 1.00000
Glaucidium sjostedti 0.019306 0.705990 -4.055062 0.479942 0.783467 0.178990 6.39580 5.185448 5.50000 1.00000
Glaucidium tephronotum 7.474892 7.635638 -1.234325 1.517758 1.261168 0.514816 3.86718 0.963243 2.00000 1.04762
Ketupa flavipes 0.178622 0.447908 -1.722486 0.370120 3.917214 1.972928 43.16510 1.519903 1.00000 1.00000
Ketupa ketupu 0.037525 0.484943 -3.282755 0.395377 1.599936 5.091545 16.55504 0.779103 1.25000 1.25000
Ketupa zeylonensis 0.762541 7.071509 -0.271099 2.088340 0.163990 0.070788 19.48651 0.582907 2.16667 1.33333
Lophostrix cristata 0.089969 0.320043 -2.564776 0.273688 0.475426 0.102566 9.39660 0.281235 1.00000 1.00000
Megascops albogularis 1.840771 8.830124 -0.491081 1.919945 0.735386 0.125586 1.51412 1.089879 8.00000 1.00000
Megascops asio 2.424436 6.517932 0.127965 1.575462 1.009885 0.399528 8.69941 1.080294 3.19608 1.05882
Megascops atricapilla 4.448235 1.291230 1.492507 0.829089 0.821314 0.127564 1.00000 14.175502 100.00000 1.00000
Megascops barbarus 100.000000 83.729629 4.605170 4.439465 0.930655 0.229518 1.20506 6.496370 140.00000 3.00000
Megascops choliba 1.958519 18.839079 0.631959 2.985732 0.723692 0.760388 1.94470 3.216960 15.60000 2.60000
Megascops clarkii 1.122428 2.412621 -0.123591 1.068063 0.725409 0.125413 2.42721 1.739832 4.25000 1.00000
Megascops colombianus 0.060705 0.552074 -2.801730 0.439592 0.886434 0.963319 1.73827 3.991732 18.50000 1.50000
Megascops cooperi 0.188534 4.733413 -1.668476 1.746311 0.525252 0.720345 2.35432 2.572361 23.00000 1.00000
Megascops guatemalae 1.700620 3.969472 -1.748800 1.095209 0.691606 0.101304 7.67932 6.833117 74.00000 1.00000
Megascops hoyi 0.390270 10.050997 -0.940916 2.402521 0.812346 0.933723 1.75390 37.860381 37.00000 1.00000
Megascops ingens 0.522722 8.875042 -0.702304 1.957774 0.909808 0.172554 4.15978 9.969991 36.62500 1.12500
Megascops kennicottii 0.727026 7.319423 -1.711238 1.019374 0.744704 1.307000 1.30617 2.715960 6.28571 1.14286
Megascops koepckeae 6.064182 38.419281 1.607377 3.569327 1.371789 1.219924 2.27000 2.229591 13.33333 3.16667
Megascops marshalli 1.509747 4.880979 0.411942 1.771723 0.668698 0.155776 1.13435 0.055772 1.00000 1.00000
Megascops nudipes 14.732837 100.000000 2.690079 4.615121 0.654388 1.025208 1.55377 4.871391 60.00000 1.00000
Megascops petersoni 2.780024 19.024221 0.329816 2.240223 0.649195 0.228427 3.60637 3.322355 17.50000 1.50000
Megascops roboratus 0.726562 3.548704 -0.319431 1.514842 0.631634 0.556545 1.01868 2.572310 69.00000 1.00000
Megascops sanctaecatarinae 1.942468 24.534086 0.663959 3.240014 0.939440 0.329143 3.70593 4.641932 31.50000 2.00000
Megascops seductus 0.182683 0.675229 -1.700003 0.515950 0.695981 0.282010 2.22752 1.821760 8.00000 1.00000
Megascops trichopsis 2.143304 20.725851 -0.699112 2.014955 0.782742 0.256717 2.16312 8.084303 8.15385 1.69231
Megascops watsonii 7.711608 12.110005 1.146056 2.310202 0.671814 0.192694 2.53974 0.335863 2.76923 1.01282
Micrathene whitneyi 1.721235 2.714226 -1.166935 0.855410 1.618589 1.482886 6.49030 1.719532 3.15385 1.41026
Nesasio solomonensis 0.000100 0.000179 -9.209878 0.000179 0.475426 0.086776 21.56301 1.330150 1.00000 1.00000
Ninox affinis 0.014252 0.107387 -5.365021 0.097938 0.932651 0.185324 10.88966 1.809801 1.46154 1.00000
Ninox boobook 1.301250 12.348405 -2.693726 1.454888 0.620905 0.120317 5.19914 0.382738 1.26316 1.00000
Ninox burhani 4.462257 52.109667 1.495655 3.972359 0.936032 3.463070 8.48160 28.214770 19.00000 1.00000
Ninox connivens 1.384556 20.430778 -0.332617 2.160810 0.800205 0.414728 2.97659 0.676249 3.14286 1.57143
Ninox ios 0.215099 4.513660 -1.545361 1.688103 0.841723 0.457306 2.34011 0.192475 2.16000 1.72000
Ninox jacquinoti 0.146400 0.779750 -2.884278 0.478235 0.961637 0.453320 7.74790 0.618597 1.30233 1.06977
Ninox meeki 0.072058 0.744396 -2.630285 0.556408 0.505375 0.359521 6.83441 0.177734 1.35000 1.00000
Ninox natalis 0.915623 7.941250 -0.088150 2.190675 0.726625 0.268428 3.30442 1.287781 4.00000 1.66667
Ninox novaeseelandiae 3.361954 0.424281 -0.846066 0.322051 0.858004 0.345051 4.59780 0.526074 1.69231 1.69231
Ninox ochracea 1.018854 6.849377 -0.010458 1.994351 0.754217 0.392125 13.35296 0.819867 1.46667 1.00000
Ninox philippensis 2.030711 9.700609 0.706013 2.249598 0.823001 0.349624 4.13125 1.271983 2.36364 1.90909
Ninox punctulata 4.105432 3.160113 0.530571 1.390241 1.508501 2.470162 4.10821 1.015139 4.02000 1.12000
Ninox rudolfi 0.117452 3.297863 -2.142379 1.455874 0.486510 0.368601 3.47590 0.410254 2.15789 1.00000
Ninox rufa 3.711317 3.053315 1.311387 1.399535 0.388954 0.032172 1.09596 1.028087 2.50000 1.25000
Ninox scutulata 0.835935 0.004539 -4.614105 0.004520 0.619546 0.109649 2.92598 0.457884 1.08000 1.00000
Ninox squamipila 0.545116 3.352745 -0.828673 1.470372 0.287228 0.458355 2.53411 0.248381 1.93548 1.03226
Ninox strenua 1.211521 10.873029 -1.163577 2.213983 0.353596 0.331739 8.79797 0.952834 1.65574 1.42623
Ninox sumbaensis 0.779772 5.326349 -1.613629 1.466800 0.732514 0.644868 2.81851 0.369245 1.06452 1.06452
Ninox theomacha 0.039457 0.167113 -5.170480 0.148064 0.807630 0.123836 4.33373 1.165502 1.86667 1.60000
Otus alfredi 5.850301 0.216039 1.766493 0.195599 1.241033 0.810919 1.00000 1.202995 12.00000 1.00000
Otus alius 0.014398 0.128985 -4.240691 0.121319 2.082913 0.493455 4.09202 0.461646 1.00000 1.00000
Otus angelinae 0.221413 0.454373 -2.134328 0.360053 4.146367 4.745470 10.98986 1.218506 1.71429 1.42857
Otus bakkamoena 0.027973 0.184809 -3.579341 0.168835 1.122049 0.615477 3.17183 4.952583 2.63636 1.00000
Otus balli 0.238431 1.134396 -1.433674 0.758184 0.608674 0.710617 2.44035 4.636761 6.16667 1.16667
Otus beccarii 0.095377 0.656671 -2.349923 0.504810 0.825506 0.676511 12.00499 1.761310 1.44444 1.00000
Otus brookii 0.098533 0.091403 -2.317362 0.087464 0.997524 0.590876 7.65247 0.223993 1.00000 1.00000
Otus brucei 0.090749 0.629589 -2.697824 0.443372 0.449535 0.340864 1.62030 16.659932 18.16667 2.33333
Otus capnodes 3.863304 16.072634 1.231446 1.880586 1.824973 2.154443 3.37579 1.267420 2.35714 1.28571
Otus collari 4.382448 4.301202 1.477608 1.667934 1.772505 0.040956 3.27396 21.525873 2.50000 1.00000
Otus elegans 1.120802 2.281718 -3.456774 0.788828 0.823414 0.345539 2.62555 2.854621 2.70000 1.90000
Otus enganensis 0.154785 0.691173 -1.865715 0.525422 0.546350 0.291705 10.23381 1.018167 1.66667 1.00000
Otus everetti 0.784662 2.927951 -1.778628 0.979256 1.300847 0.709888 5.41559 0.344964 1.00000 1.00000
Otus fuliginosus 0.004500 0.005143 -5.403621 0.005130 0.994258 0.727259 18.01121 0.876024 1.00000 1.00000
Otus gurneyi 0.471416 5.342915 -1.823527 1.374481 1.037092 0.775860 8.98659 0.446923 1.00000 1.00000
Otus hartlaubi 0.005344 0.006592 -5.231755 0.006570 1.482866 0.131996 3.78277 0.367079 1.00000 1.00000
Otus icterorhynchus 0.000880 0.003619 -7.035291 0.003612 1.340145 0.104182 10.99638 29.634303 6.00000 1.00000
Otus insularis 0.008805 0.056009 -4.732468 0.054497 0.629539 0.593440 13.63049 5.437588 5.00000 1.00000
Otus ireneae 0.004144 0.095459 -5.485987 0.091173 0.994258 2.030535 2.83394 11.640900 20.00000 1.00000
Otus lempiji 0.122392 0.353950 -2.100526 0.303026 0.907786 0.225978 4.37670 0.280678 1.00000 1.00000
Otus lettia 0.000489 0.000995 -7.796351 0.000994 0.878962 0.127342 2.18859 1.689414 1.15385 1.00000
Otus longicornis 0.002310 0.057480 -6.976082 0.054474 1.123965 0.055375 2.45540 6.488678 3.00000 1.75000
Otus madagascariensis 0.005802 0.350808 -5.245148 0.291249 1.204185 0.582255 3.54401 2.257422 6.00000 1.25000
Otus magicus 0.083333 0.616990 -2.641451 0.478047 0.911680 0.514806 8.21910 4.247885 2.53333 1.00000
Otus manadensis 0.000652 0.001392 -7.335512 0.001391 1.340145 0.137997 2.15473 63.721847 8.00000 3.00000
Otus mantananensis 0.010158 0.136357 -4.678616 0.126891 0.795714 0.353868 6.50423 0.212962 1.00000 1.00000
Otus mayottensis 0.181001 2.268255 -1.709250 1.184256 0.518662 0.068331 5.41959 3.046705 5.33333 1.33333
Otus megalotis 2.340469 41.025645 0.850351 3.738280 0.966300 0.461867 5.20054 4.706466 4.00000 2.00000
Otus mentawi 0.001946 0.026534 -6.242050 0.026188 0.967677 0.539999 8.28251 0.226439 1.00000 1.00000
Otus mindorensis 0.198086 3.109211 -1.619055 1.413231 1.155387 0.186245 2.10617 1.733789 2.33333 1.00000
Otus mirus 0.066465 0.008302 -3.212610 0.008252 1.351731 0.038159 2.83829 1.621110 2.00000 1.50000
Otus moheliensis 0.034441 0.042704 -3.515747 0.040978 1.581771 1.674242 7.56525 0.541032 1.33333 1.00000
Otus pauliani 5.597192 4.547604 1.722265 1.713366 1.077874 0.121324 1.83348 10.314911 23.50000 1.00000
Otus pembaensis 0.518772 3.731743 -2.241209 1.133372 0.718293 0.292084 3.44977 1.448205 1.43750 1.06250
Otus rufescens 1.237427 1.331825 -4.988171 0.649230 0.854903 0.261932 4.01953 6.733690 4.33333 1.33333
Otus rutilus 0.886645 5.249500 -2.249764 0.994108 0.961264 0.352754 2.99443 2.334594 5.28571 1.28571
Otus sagittatus 12.515753 4.992899 2.526988 1.790575 0.384884 0.160574 1.13446 0.042939 1.00000 1.00000
Otus scops 3.401799 2.451453 -2.581949 0.631449 1.462938 0.433083 3.02364 6.511479 3.25676 1.28378
Otus semitorques 0.349898 0.361813 -1.050114 0.308817 0.216010 0.091757 1.04376 21.145991 31.50000 1.00000
Otus senegalensis 0.067592 0.423866 -5.321338 0.293167 1.137319 0.235628 6.46435 6.983983 2.22857 1.05714
Otus silvicola 0.266557 4.772977 -2.085976 1.028519 0.730583 0.481493 5.50626 0.635059 1.33333 1.00000
Otus spilocephalus 1.812022 0.134349 -3.674010 0.116582 1.474043 0.039421 1.62319 1.672806 2.09524 1.26191
Otus spilocephalus_Cambodia 0.064011 0.481554 -2.748694 0.393091 1.517441 0.101094 2.69805 0.273946 1.00000 1.00000
Otus spilocephalus_Malaysia_Borneo 0.000266 0.000639 -8.233409 0.000639 1.340145 0.046274 1.33093 1.175166 2.00000 1.00000
Otus spilocephalus_Vietnam 0.051936 0.366890 -2.957751 0.312538 1.621813 0.291693 1.11199 0.979404 2.66667 1.66667
Otus sunia 0.600768 3.748417 -2.600272 1.049632 0.945937 0.283433 3.16188 1.178904 3.15789 2.22368
Otus thilohoffmanni 0.000331 0.000541 -8.014660 0.000541 0.734842 0.129472 2.06928 0.259252 1.00000 1.00000
Otus umbra 9.452008 8.743465 2.137698 1.978024 1.889796 1.004929 6.37784 0.751884 2.06250 1.31250
Phodilus assimilis 0.298685 0.933551 -1.208366 0.659358 1.381487 0.576004 8.08853 5.422994 4.00000 3.00000
Phodilus badius 3.166912 2.483913 0.125376 0.991211 1.374675 0.393067 4.23211 1.788331 3.50000 1.40000
Pseudoscops clamator 0.018035 0.137148 -4.396581 0.122792 3.726628 4.929634 8.60077 5.312715 1.18182 1.00000
Pseudoscops grammicus 3.369062 3.279379 1.214634 1.453808 0.475426 0.130373 2.93090 77.217503 6.00000 1.00000
Psiloscops flammeolus 0.765308 0.652069 -1.991029 0.419120 0.509137 0.042400 2.44885 0.400855 1.37500 1.25000
Ptilopsis granti 0.000041 0.000000 -10.103048 0.000000 0.129538 0.149033 15.64163 0.767351 1.00000 1.00000
Ptilopsis leucotis 1.584256 0.399178 0.053083 0.329980 0.561898 0.319904 5.89114 0.782450 1.50000 1.33333
Pulsatrix koeniswaldiana 3.381412 18.216863 1.218293 2.955788 0.438936 0.459609 2.24993 92.828794 51.00000 1.00000
Pulsatrix melanota 2.874262 15.660409 1.055796 2.813035 0.659063 0.334319 1.30147 0.067688 1.84211 1.68421
Pulsatrix perspicillata 0.167373 3.446410 -2.146096 1.294040 0.423121 0.223541 2.68392 5.633094 21.33333 1.00000
Pyrroglaux podargina 2.094540 58.461021 0.739334 4.085321 0.766749 0.959448 2.85104 0.812247 1.07534 1.02740
Scotopelia bouvieri 2.199261 6.475455 0.692379 1.996365 0.389773 0.125178 3.87039 0.790598 2.20000 1.00000
Scotopelia peli 0.081872 0.864904 -2.502599 0.623210 0.216010 0.077605 1.55330 0.279288 1.00000 1.00000
Scotopelia ussheri 0.035547 1.326009 -3.367177 0.647640 0.302482 0.286475 4.45195 0.376357 1.00000 1.00000
Strix albitarsis 0.049983 1.238511 -3.297043 0.658348 0.567656 0.106622 4.58836 0.403937 1.15385 1.00000
Strix aluco 0.881029 0.170229 -5.042292 0.138675 0.787590 0.076616 6.02122 0.922934 1.00000 1.00000
Strix chacoensis 1.816602 29.502897 0.553705 3.367986 0.654447 0.573935 8.46539 0.599576 2.90909 1.13636
Strix davidi 0.073678 1.543578 -2.608053 0.933572 0.411657 0.086755 6.29730 0.697395 1.50000 1.00000
Strix fulvescens 1.627269 10.618016 0.486899 2.072693 0.699598 0.265967 3.50979 1.566787 4.40000 3.00000
Strix hadorami 4.454964 4.398347 -0.292468 1.635771 0.611898 0.309501 2.80239 0.849979 2.66667 1.33333
Strix huhula 1.130394 2.870045 0.114402 1.139320 0.432713 0.358341 4.87863 0.687262 1.40000 1.40000
Strix hylophila 3.746501 30.482164 1.320822 3.449421 0.487602 0.715938 4.58014 31.996681 54.00000 1.00000
Strix leptogrammica 4.057950 9.082920 -0.352227 1.821364 0.773979 1.731223 8.05035 1.228619 2.25000 1.87500
Strix nebulosa 4.151682 4.920034 1.275709 1.722773 0.277072 0.290393 4.07445 124.201866 16.50000 1.50000
Strix nigrolineata 0.726985 9.302542 -0.329107 2.332293 0.619636 0.554354 3.52741 0.275660 1.62500 1.37500
Strix ocellata 4.058927 13.006626 1.396482 2.490865 0.582149 0.119343 2.02931 1.106688 4.00000 1.50000
Strix rufipes 1.738389 17.423030 0.552959 2.913602 0.563782 1.340995 2.85620 0.089170 1.08000 1.00000
Strix seloputo 0.325792 9.455719 -2.506149 1.610609 0.506623 0.216869 8.58354 0.775265 1.23077 1.00000
Strix uralensis 0.011878 0.392298 -4.775393 0.302413 0.718645 1.212269 5.48183 4.479987 6.20000 1.20000
Strix varia 2.118273 14.628444 0.628298 2.747331 0.530971 0.511143 4.31625 2.685673 7.25000 2.50000
Strix virgata 0.544016 10.981015 -0.949938 2.275025 0.502866 0.340274 2.79653 3.309457 7.50000 1.25000
Strix woodfordii 1.664407 20.548757 -0.006995 2.652387 0.533464 0.303139 4.05016 0.909345 3.33333 1.88889
Surnia ulula 3.845855 37.161243 1.346996 3.641820 0.873611 2.061844 1.10287 6.886741 86.00000 1.00000
Tyto alba 0.001145 0.003212 -6.772012 0.003207 2.004994 4.007715 12.56062 0.832746 1.00000 1.00000
Tyto furcata 0.076644 0.026296 -4.640678 0.025633 2.418000 3.288136 23.70633 0.938827 1.00000 1.00000
Tyto glaucops 0.815766 3.709118 -0.203628 1.549501 2.073895 5.596116 34.01387 1.172658 1.11111 1.11111
Tyto inexspectata 0.013250 0.043480 -5.533018 0.041864 1.866059 2.072590 13.56838 1.215628 1.55556 1.00000
Tyto javanica 0.000887 0.018108 -7.057383 0.017805 2.726764 5.529848 28.31117 3.043566 2.50000 1.00000
Tyto longimembris_Australia 0.000004 0.018624 -12.448133 0.018452 2.318280 0.450956 1.14638 10.009902 13.00000 1.00000
Tyto multipunctata 0.001048 0.010374 -6.861005 0.010321 2.490574 3.222532 45.27742 2.086998 1.00000 1.00000
Tyto nigrobrunnea 0.178113 0.000000 -1.725338 0.000000 1.858977 3.859721 16.77778 0.936584 1.00000 1.00000
Tyto novaehollandiae 0.005441 0.133506 -5.287006 0.118066 2.817892 2.673422 23.74439 0.973118 1.01587 1.01587
Tyto rosenbergii 0.017482 0.050442 -6.726274 0.047239 3.007910 2.195342 15.59762 0.703452 1.00000 1.00000
Tyto sororcula 1.898283 2.843938 -3.321550 0.950148 2.216944 3.143125 27.69061 1.069381 3.57143 1.14286
Tyto soumagnei 0.000597 0.003335 -7.423642 0.003329 1.447254 1.583217 25.33012 17.829389 2.50000 1.00000
Tyto tenebricosa 0.004449 0.041858 -6.320811 0.040160 3.366388 1.983155 22.33658 1.896506 1.06061 1.03030
Uroglaux dimorpha 1.764796 12.939867 0.568035 2.634753 0.388954 0.085256 6.12683 1.155273 1.83333 1.00000
Xenoglaux loweryi 0.004662 0.225332 -5.434949 0.187361 0.814889 0.138379 9.94426 0.242860 1.00000 1.00000

10.1 COrrelation between TSNE and UMAP space quantification

Code 
cor(output_data$log.tsne.space.size, output_data$log.umap.space.size,
    use = "pairwise.complete.obs")
[1] 0.697095
Code 
# Create a scatterplot
gg_sc <- ggplot(output_data, aes(x = log.tsne.space.size, y = log.umap.space.size,
    )) + geom_point(size = 4, color = viridis(10, alpha = 0.4)[7]) +
    theme_classic(base_size = 20) + geom_smooth(method = "lm", se = FALSE) +
    labs(x = "log(TSNE acoustic space sizes)", y = "log(UMAP acoustic space sizes)",
        color = "Locality", fill = "Locality") + theme(legend.position = "none")

ggExtra::ggMarginal(gg_sc, type = "histogram", fill = viridis(10,
    alpha = 0.4)[7], color = viridis(10)[7])

 

11 Takeaways

  • Song level acoustic spaces were not quantified as most songs consisted of a single element

 

Session information

R version 4.3.2 (2023-10-31)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 20.04.2 LTS

Matrix products: default
BLAS:   /usr/lib/x86_64-linux-gnu/atlas/libblas.so.3.10.3 
LAPACK: /usr/lib/x86_64-linux-gnu/atlas/liblapack.so.3.10.3;  LAPACK version 3.9.0

locale:
 [1] LC_CTYPE=pt_BR.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=es_CR.UTF-8        LC_COLLATE=pt_BR.UTF-8    
 [5] LC_MONETARY=es_CR.UTF-8    LC_MESSAGES=pt_BR.UTF-8   
 [7] LC_PAPER=es_CR.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=es_CR.UTF-8 LC_IDENTIFICATION=C       

time zone: America/Costa_Rica
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] mice_3.16.0          viridis_0.6.5        viridisLite_0.4.2   
 [4] corrplot_0.92        PhenotypeSpace_0.1.0 ggplot2_3.5.0       
 [7] Rtsne_0.17           umap_0.2.10.0        ohun_1.0.2          
[10] Rraven_1.0.14        warbleR_1.1.30       NatureSounds_1.0.4  
[13] seewave_2.2.3        tuneR_1.4.6          xaringanExtra_0.7.0 
[16] rprojroot_2.0.4      formatR_1.14         knitr_1.45          
[19] kableExtra_1.4.0    

loaded via a namespace (and not attached):
  [1] rstudioapi_0.15.0     jsonlite_1.8.8        shape_1.4.6          
  [4] magrittr_2.0.3        sketchy_1.0.2         spatstat.utils_3.0-4 
  [7] jomo_2.7-6            farver_2.1.1          nloptr_2.0.3         
 [10] rmarkdown_2.25        vctrs_0.6.5           minqa_1.2.6          
 [13] RCurl_1.98-1.14       askpass_1.2.0         terra_1.7-71         
 [16] htmltools_0.5.7       broom_1.0.5           raster_3.6-26        
 [19] signal_1.8-0          mitml_0.4-5           KernSmooth_2.23-22   
 [22] htmlwidgets_1.6.4     testthat_3.2.1        igraph_1.6.0         
 [25] mime_0.12             lifecycle_1.0.4       iterators_1.0.14     
 [28] pkgconfig_2.0.3       Matrix_1.6-5          R6_2.5.1             
 [31] fastmap_1.1.1         shiny_1.8.0           digest_0.6.34        
 [34] colorspace_2.1-0      tensor_1.5            RSpectra_0.16-1      
 [37] vegan_2.6-4           labeling_0.4.3        fansi_1.0.6          
 [40] spatstat.sparse_3.0-3 polyclip_1.10-6       abind_1.4-5          
 [43] mgcv_1.9-1            compiler_4.3.2        proxy_0.4-27         
 [46] remotes_2.4.2.1       withr_3.0.0           backports_1.4.1      
 [49] DBI_1.2.2             pan_1.9               MASS_7.3-60.0.1      
 [52] openssl_2.1.1         rjson_0.2.21          classInt_0.4-10      
 [55] permute_0.9-7         tools_4.3.2           units_0.8-5          
 [58] httpuv_1.6.14         fftw_1.0-8            nnet_7.3-19          
 [61] goftest_1.2-3         glue_1.7.0            promises_1.2.1       
 [64] nlme_3.1-164          grid_4.3.2            sf_1.0-15            
 [67] checkmate_2.3.1       cluster_2.1.6         generics_0.1.3       
 [70] gtable_0.3.4          spatstat.data_3.0-4   class_7.3-22         
 [73] tidyr_1.3.1           spatstat.core_2.4-4   sp_2.1-3             
 [76] xml2_1.3.6            utf8_1.2.4            spatstat.geom_3.2-8  
 [79] foreach_1.5.2         pillar_1.9.0          stringr_1.5.1        
 [82] ggExtra_0.10.1        later_1.3.2           splines_4.3.2        
 [85] dplyr_1.1.4           lattice_0.22-5        survival_3.5-7       
 [88] deldir_2.0-2          tidyselect_1.2.0      miniUI_0.1.1.1       
 [91] pbapply_1.7-2         gridExtra_2.3         svglite_2.1.3        
 [94] xfun_0.42             brio_1.1.4            stringi_1.8.3        
 [97] yaml_2.3.8            boot_1.3-28.1         evaluate_0.23        
[100] codetools_0.2-19      dtw_1.23-1            tibble_3.2.1         
[103] cli_3.6.2             rpart_4.1.23          xtable_1.8-4         
[106] reticulate_1.35.0     systemfonts_1.0.5     munsell_0.5.0        
[109] Rcpp_1.0.12           spatstat.random_3.2-2 png_0.1-8            
[112] parallel_4.3.2        ellipsis_0.3.2        bitops_1.0-7         
[115] lme4_1.1-35.1         glmnet_4.1-8          scales_1.3.0         
[118] e1071_1.7-14          packrat_0.9.2         purrr_1.0.2          
[121] crayon_1.5.2          rlang_1.1.3           rgeos_0.6-4