Ensemble models

In this tutorial, we will see how to deal with ensemble models. It is assumed that you will have read the previous tutorial, explaining the general pipeline to train SDMs.

julia

using SpeciesDistributionToolkit
using CairoMakie
using Statistics
using Dates

Getting the data

julia

CHE = getpolygon(PolygonData(OpenStreetMap, Places), place="Switzerland")

FeatureCollection with 1 features, each with 0 properties

We get the data on the BioClim variables from CHELSA2:

julia

provider = RasterData(CHELSA2, BioClim)
L = SDMLayer{Float32}[
    SDMLayer(
        provider;
        layer = x,
        SpeciesDistributionToolkit.boundingbox(CHE)...,
    ) for x in 1:19
];

And we then clip and trim to the polygon describing Switzerland:

julia

L = mask!(L, CHE)

19-element Vector{SDMLayer{Float32}}:
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)
 🗺️  A 240 × 546 layer (70065 Float32 cells)

The next step is to get the data, using the eBird dataset:

julia

ouzel = taxon("Turdus torquatus")
presences = GBIF.download("10.15468/dl.wye52h")

Occurrences(Occurrence[Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.76527, 46.414192), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.689091, 47.031303), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.6685, 46.351788), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.911615, 46.652294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892647, 46.559334), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.007432, 46.07716), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.046219, 46.6492), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.110373, 46.45424), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.250405, 46.552567), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.276, 46.649612), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.329426, 46.64723), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.440478, 46.804276), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.14285, 46.59088), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.146019, 46.44305), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.84132, 46.196617), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.410992, 46.792305), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.998103, 46.938984), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.222382, 46.5801), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.287825, 46.84029), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.691189, 46.923393), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.689091, 47.031303), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.65205, 46.645786), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.278871, 46.632465), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.868748, 46.680275), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.982552, 46.8228), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.606732, 46.84304), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.064351, 46.30651), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.004605, 46.41738), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.058104, 46.32364), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.762989, 46.55532), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.921516, 46.071175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.689789, 46.664032), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.137318, 46.40702), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.725469, 46.866493), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.310041, 46.594772), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.54868, 46.20941), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.106449, 47.028957), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.153095, 46.787872), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.05898, 47.13265), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.011189, 46.87467), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.992019, 46.815132), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.461248, 46.59284), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.328414, 46.777386), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.655196, 46.348114), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.351023, 47.186058), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.030813, 46.37288), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.984786, 46.54744), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.851711, 46.73682), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.87993, 46.619823), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.985014, 46.944168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.797259, 46.55402), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.523189, 46.339455), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.310062, 46.594753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.925684, 46.514156), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.461248, 46.59284), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.448565, 47.280506), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.609317, 46.186268), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.762989, 46.55532), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.940025, 46.575485), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.33943, 47.172707), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.732403, 47.037548), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.513697, 46.950672), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.001997, 46.359676), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.250803, 46.552574), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.75506, 45.992935), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.032159, 46.25059), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.182558, 46.531387), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.888329, 46.750153), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.219883, 46.56308), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.243926, 46.279953), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.224844, 46.9997), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.33352, 47.22655), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.162417, 46.111572), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.327594, 46.803802), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.618264, 47.010925), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.62758, 46.38127), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.482759, 46.887894), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.031931, 47.119404), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.676752, 46.79446), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.969718, 46.80241), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.217257, 46.609234), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985516, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.81541, 46.80827), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.032159, 46.25059), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.31904, 46.65244), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.762989, 46.55532), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.170832, 46.588657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.435405, 46.458885), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.031183, 46.37456), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.349022, 46.677387), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.906442, 46.799763), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.177325, 46.795975), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.091761, 46.168896), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.938051, 46.618156), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.249808, 46.886463), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.487998, 46.788822), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.83271, 46.802628), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.730446, 47.04137), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.34772, 46.677242), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.415055, 46.470142), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.977393, 46.46351), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.329426, 46.64723), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.276142, 46.710804), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.689091, 47.031303), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.662653, 46.7797), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.731312, 46.41727), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.808161, 46.727898), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.378335, 46.165176), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.832962, 46.78586), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.6685, 46.351788), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.313047, 47.155006), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.313047, 47.155006), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.088709, 47.29568), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.319876, 47.151955), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.567959, 46.893555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.049727, 47.143818), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.410664, 47.28293), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.239923, 46.673943), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.137236, 46.4061), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.148339, 46.528423), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.76527, 46.414192), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.461715, 46.593124), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.523432, 46.606083), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.921516, 46.071175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.37443, 47.22679), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.75506, 45.992935), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.146019, 46.44305), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.643693, 46.7302), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.459867, 46.796005), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.280193, 47.2593), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.011189, 46.87467), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.457588, 46.70944), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.907496, 46.656357), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.921516, 46.071175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.689789, 46.664032), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.696082, 46.321583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.899684, 46.57581), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.483423, 46.79576), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.881953, 46.53392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892687, 46.54611), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.982552, 46.8228), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.629329, 47.557865), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.280193, 47.2593), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.543189, 46.178528), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.401736, 46.296642), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.41265, 46.836758), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.166948, 46.538555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.674356, 46.902332), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.509943, 47.004063), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.620818, 47.568752), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.629329, 47.557865), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.909096, 46.521675), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.603544, 46.947998), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.401736, 46.296642), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.030813, 46.37288), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.6685, 46.351788), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.797543, 46.701416), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.431452, 46.733475), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.153548, 47.168232), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.634049, 46.34038), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.410678, 46.840908), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.359747, 47.18104), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.200979, 45.93027), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.346948, 47.216614), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.229956, 46.569984), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.708873, 45.991966), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.569525, 46.843834), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.648037, 46.456367), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.888245, 47.10698), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.351023, 47.186058), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.776267, 46.06892), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.795283, 46.582184), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.324, 46.633), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.032159, 46.25059), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.372508, 46.646553), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.468174, 46.801163), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.351732, 47.16328), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.797543, 46.701416), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.056451, 46.604218), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.655196, 46.348114), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.936494, 46.56934), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.862217, 46.573532), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.269119, 46.775764), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.854944, 46.749767), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.480622, 46.02884), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.641882, 46.644623), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.339441, 47.172695), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.12044, 46.40204), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.137318, 46.40702), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.730446, 47.04137), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.005776, 46.542114), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.573234, 46.744514), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.032159, 46.25059), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.797259, 46.55402), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.655196, 46.348114), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.799998, 46.562145), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.906689, 46.49765), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.170832, 46.588657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.330158, 46.919952), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614759, 46.397606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.119168, 46.656395), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.840062, 47.04293), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.76527, 46.414192), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.481716, 46.80297), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.950716, 46.47922), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.113043, 46.659294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.34772, 46.677242), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.831215, 46.823215), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.482096, 46.567745), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.276829, 46.087353), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.410664, 47.28293), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.737192, 47.056812), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.242734, 47.072197), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.799998, 46.562145), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.534976, 46.609993), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.732229, 46.001747), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.088709, 47.29568), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.386811, 47.256092), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.133502, 47.018936), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.844616, 46.65854), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.113043, 46.659294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.843446, 46.699375), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.339313, 47.172455), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.106512, 46.31323), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976441, 46.472122), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.821045, 46.35736), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.016938, 46.548355), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.482096, 46.567745), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.465189, 46.709736), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.855039, 46.762688), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.920789, 46.09739), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.76794, 46.815437), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.956196, 46.16521), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.925661, 47.051353), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.674356, 46.902332), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.547381, 46.94019), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.6685, 46.351788), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.1836, 45.90028), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.10729, 46.892986), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.102554, 46.398952), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.513042, 46.443077), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.925661, 47.051353), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.547381, 46.94019), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.836427, 46.23978), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.921516, 46.071175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.473827, 46.485725), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.33352, 47.22655), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892687, 46.54611), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.191383, 46.54823), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.271411, 46.572926), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.555516, 46.893738), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.445406, 46.722233), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.05898, 47.13265), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.056451, 46.604218), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.559716, 46.898144), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.392605, 46.69159), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.488231, 46.592346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.465823, 46.992977), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985537, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.48841, 46.92976), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.33943, 47.172707), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.248299, 47.06811), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.881953, 46.53392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.310041, 46.594772), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.358398, 47.182434), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.424081, 47.14536), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.403305, 46.08091), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.504309, 46.99314), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.960496, 46.58657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.170832, 46.588657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.608465, 46.220753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.410664, 47.28293), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.296821, 47.1825), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985516, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.463264, 46.705177), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.377276, 46.295246), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.695119, 46.398705), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.337078, 46.56134), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.933581, 46.831627), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.627138, 46.388706), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.960496, 46.58657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182213), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371263, 47.17322), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.177894, 47.153294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.76794, 46.815437), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.712442, 46.63545), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.966824, 46.59405), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.177894, 47.153294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.016938, 46.548355), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.193424, 46.66711), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.10729, 46.892986), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.115027, 46.894184), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.041713, 46.624176), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.369316, 46.77798), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.205698, 46.35366), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.091814, 46.66025), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.565616, 47.357452), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.056451, 46.604218), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.51609, 46.44532), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.62758, 46.38127), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.239923, 46.673943), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.056451, 46.604218), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.733308, 47.01753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182213), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.585237, 46.635777), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.655196, 46.348114), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.007326, 46.365032), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.339441, 47.172695), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.181389, 46.53763), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.57029, 46.80601), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182213), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.08541, 46.40402), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.190783, 46.287766), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.205882, 46.988865), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.133502, 47.018936), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.518175, 46.955914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.084807, 46.820362), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.677768, 46.3475), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.341497, 47.17313), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.733308, 47.01753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.567748, 46.66481), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.110629, 46.956814), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.200979, 45.93027), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.782283, 46.681816), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.455063, 46.713047), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.34727, 47.152096), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.906406, 46.51548), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.304585, 47.17491), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.549639, 46.74914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.25073, 46.5519), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.204257, 47.15596), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.595489, 46.14801), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.392127, 46.791473), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976372, 46.431828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.275247, 47.066826), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.782283, 46.681816), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.881953, 46.53392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.355924, 46.820442), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.98491, 46.820168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.337056, 47.170834), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.96949, 46.95562), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.032159, 46.25059), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.67449, 46.531788), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.023944, 46.383865), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.101234, 46.885437), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.75506, 45.992935), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.028572, 46.79935), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.677768, 46.3475), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.337842, 46.629395), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.840248, 46.504913), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371263, 47.17322), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.10729, 46.892986), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.613558, 46.208817), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.665075, 46.78503), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.02564, 46.37716), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.154109, 46.061), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.385075, 47.184757), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.537332, 46.69396), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.406901, 46.426086), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.11604, 46.888855), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.517966, 47.70133), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.549165, 47.744247), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.792355, 46.516808), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.513697, 46.950672), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182213), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.257728, 46.589085), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.810855, 46.172417), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985516, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.831278, 46.42478), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.35743, 47.15546), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.921516, 46.071175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.204257, 47.15596), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.063078, 46.59171), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.357753, 47.16445), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371263, 47.17322), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.304585, 47.17491), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182213), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.401595, 47.280678), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371263, 47.17322), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.513697, 46.950672), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.98491, 46.820168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.339441, 47.172695), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.344005, 46.562008), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.304585, 47.17491), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892089, 46.55914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.874369, 46.181473), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.626142, 46.20552), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.540111, 46.388206), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.384776, 47.18199), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.834223, 47.101795), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371263, 47.17322), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.97715, 46.359417), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.292378, 46.472473), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.289879, 46.3482), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.401595, 47.280678), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182217), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371263, 47.17322), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.33202, 47.182873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.631383, 46.21107), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.168985, 46.78991), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.384776, 47.18199), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.007428, 46.70229), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.895994, 46.581814), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.480622, 46.02884), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.312551, 47.17099), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.972035, 46.41686), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.328414, 46.777386), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.646293, 46.213367), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.608465, 46.220753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.845755, 46.635227), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.862478, 46.773438), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.76794, 46.815437), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.640138, 46.388683), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.133502, 47.018936), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.0945, 46.8835), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.377276, 46.295246), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614759, 46.397606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.610292, 46.22883), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.799537, 46.48233), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.377276, 46.295246), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.166948, 46.538555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.345209, 47.182655), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.624576, 46.22958), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182213), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.32801, 46.776836), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.732229, 46.001747), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.239923, 46.673943), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.191179, 47.28383), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.406901, 46.426086), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.055643, 46.844017), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.154109, 46.061), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614138, 46.38873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.358398, 47.182438), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.979689, 46.82053), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.484734, 46.79555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.159654, 46.966137), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.045888, 46.390816), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.608465, 46.220753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.831215, 46.823215), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.797259, 46.55402), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.762754, 46.961674), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.504309, 46.99314), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.002153, 46.359604), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.526599, 46.618996), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.250803, 46.552574), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.980508, 46.826294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.784715, 45.983334), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.608465, 46.220753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.337324, 47.205833), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.980508, 46.826294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.312551, 47.17099), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.942686, 46.56189), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.788867, 46.708035), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.437672, 46.772083), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.170822, 46.950695), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.056451, 46.604218), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.02564, 46.37716), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.396288, 46.793045), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.520713, 47.276146), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.344568, 47.16467), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.12097, 46.460205), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.437672, 46.772083), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.125812, 46.90012), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794584, 46.147797), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.103702, 46.887634), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.848592, 46.72599), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.316067, 47.171757), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.338517, 46.64414), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.67449, 46.531788), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.019802, 46.38021), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.431452, 46.733475), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.384776, 47.18199), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.10729, 46.892986), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.05898, 47.13265), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.800857, 46.56281), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.328414, 46.777386), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.918559, 46.80938), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.305326, 47.174313), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.406901, 46.426086), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.163, 46.284416), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.396288, 46.793045), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.361505, 46.843075), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.462734, 46.846222), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.025223, 46.95921), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.44323, 46.711864), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.623404, 46.223454), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.484734, 46.79555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.627152, 46.13576), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.331712, 47.230026), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.595847, 47.02006), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.384776, 47.18199), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985516, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.01713, 46.36581), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.797259, 46.55402), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.928602, 46.74221), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.559195, 46.493015), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.810609, 46.827274), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.097322, 46.88285), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.01095, 46.35539), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.305326, 47.174313), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.98491, 46.820168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.455063, 46.713047), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.738388, 46.471348), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.71929, 46.347595), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371587, 47.182213), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.312551, 47.17099), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.504233, 46.955437), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.921516, 46.071175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.811824, 46.728767), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.966824, 46.59405), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.371263, 47.17322), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.385299, 46.31454), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.116218, 46.028225), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.275555, 47.07582), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.26352, 46.620266), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.311977, 47.175148), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.450435, 46.705017), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.844616, 46.65854), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.297298, 47.175865), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.58834, 46.2311), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.121723, 46.341537), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.597033, 46.220337), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.869162, 46.775486), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.747228, 46.02146), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.437399, 46.846153), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.310041, 46.594772), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.055117, 46.847576), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.533271, 46.34828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.020134, 46.362152), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.794578, 46.711334), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.05898, 47.13265), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.421312, 46.576244), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.250803, 46.552574), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.428403, 46.7338), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.877658, 46.480305), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.310041, 46.594772), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.847048, 46.858753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.485979, 46.096622), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.461248, 46.59284), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.745378, 46.546535), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.795716, 46.713634), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.733308, 47.01753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.471022, 46.599316), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.233242, 46.98728), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.570428, 46.137775), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.351023, 47.186058), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.251915, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.024715, 46.377354), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.524712, 46.251583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.26657, 46.64781), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.231875, 46.798615), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.485979, 46.096622), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.851476, 46.43534), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.061819, 46.389923), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.061819, 46.389923), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.559895, 47.010254), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.115836, 46.484173), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.696404, 46.62444), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.77, 46.017094), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.1687, 46.49797), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614759, 46.397606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.29003, 46.64219), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.859879, 46.419186), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.450435, 46.705017), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.376472, 46.18004), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.876016, 47.116226), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.937842, 46.347404), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.695386, 46.411396), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.977441, 46.567413), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.486595, 46.072384), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.339441, 47.172695), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.053592, 46.660538), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.847048, 46.858753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.11248, 47.044434), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.032159, 46.25059), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.468931, 46.317284), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.797259, 46.55402), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.250803, 46.552574), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.041713, 46.624176), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.504233, 46.955437), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.733308, 47.01753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.505995, 46.99286), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.33943, 47.172707), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.695386, 46.411396), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.452709, 46.872746), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.024715, 46.377354), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.979456, 46.87595), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.321213, 46.806023), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.142, 46.204), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.996278, 46.813652), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.856588, 46.525074), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.016938, 46.548355), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.007192, 46.362278), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.780124, 46.705143), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.482759, 46.887894), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.368837, 46.64642), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.486595, 46.072384), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.958015, 46.493126), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.115836, 46.484173), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.733308, 47.01753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.97715, 46.359417), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.524712, 46.251583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.505995, 46.99286), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.560902, 46.636597), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.819659, 46.54344), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.819659, 46.54344), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.872517, 46.588688), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.282795, 47.254707), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.947508, 46.577404), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.524712, 46.251583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.321213, 46.806023), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.118684, 46.479584), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.675341, 46.915894), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.695386, 46.411396), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.099654, 46.425373), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.351023, 47.186058), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.170832, 46.588657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.856588, 46.525074), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.62758, 46.38127), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.155236, 46.776028), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.016938, 46.548355), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.871205, 46.43883), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614759, 46.397606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.965108, 46.818623), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.136985, 46.023884), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.16199, 46.28826), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.863964, 46.41633), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.133502, 47.018936), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.602413, 46.217606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.624152, 46.656475), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.29933, 46.567673), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.260282, 46.628716), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.331298, 47.18724), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.602413, 46.217606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.441359, 46.93062), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.535292, 46.96557), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.351023, 47.186058), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.133502, 47.018936), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.336418, 46.627277), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.799998, 46.562145), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.573471, 46.850563), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.428403, 46.7338), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.215115, 46.549503), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.161973, 46.289585), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.340262, 46.929745), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.739352, 46.747902), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.747228, 46.02146), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.965108, 46.818623), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.865497, 46.771862), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.881953, 46.53392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.36788, 46.572693), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.368837, 46.64642), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.866323, 46.50052), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.491352, 46.091034), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.338028, 46.68614), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.491352, 46.091034), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.784071, 46.69389), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.433856, 46.869812), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614759, 46.397606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.60641, 46.950222), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.75506, 45.992935), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.650739, 46.77537), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.099654, 46.425373), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.524712, 46.251583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.319897, 46.042217), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.099654, 46.425373), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.67461, 46.313175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.872517, 46.588688), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.690072, 46.9403), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.386472, 46.1055), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.450435, 46.705017), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.508693, 46.332603), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.844616, 46.65854), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.776426, 46.79893), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.286126, 47.162113), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.80538, 46.80284), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.524712, 46.251583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.650739, 46.77537), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.68283, 46.933712), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.166948, 46.538555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.975954, 46.45018), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.782624, 46.707317), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.115836, 46.484173), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.331298, 47.18724), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.767251, 46.715065), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.67461, 46.313175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.505995, 46.99286), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.012077, 47.08997), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.524712, 46.251583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.010696, 46.487946), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.000354, 46.86591), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.979456, 46.87595), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.061819, 46.389923), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.505995, 46.99286), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892089, 46.55914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.929597, 46.109066), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.415869, 46.57234), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985516, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.977441, 46.567413), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.291617, 46.040115), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.865497, 46.771862), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.048387, 46.396164), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.450435, 46.705017), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.141666, 46.203754), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.15093, 46.775173), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.799393, 46.782993), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.097997, 46.418392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.448081, 47.285465), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892089, 46.55914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.146019, 46.44305), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.19779, 47.164837), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985516, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.91198, 46.454514), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.947446, 46.75039), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.012127, 46.801346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.112303, 46.167046), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.784071, 46.69389), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.798134, 46.56127), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.420251, 46.653217), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.973525, 46.55086), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.061071, 46.715206), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.970329, 46.14398), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.097997, 46.418392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.133502, 47.018936), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.759609, 46.592754), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.507558, 46.947193), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.765067, 46.93278), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.852156, 46.605766), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.427204, 46.650757), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.077098, 46.59519), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.784071, 46.69389), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.677792, 46.417377), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.894236, 46.55707), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.788867, 46.708035), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.030266, 46.381287), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.64848, 46.36899), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.98053, 46.82612), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.085293, 46.428555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.407575, 46.33759), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.893528, 46.472187), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.788867, 46.708035), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.380743, 46.865494), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.248117, 47.17007), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.139121, 46.9039), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.629102, 46.137447), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.296878, 47.238777), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.771192, 46.71194), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.496279, 46.90749), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.993627, 46.06531), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.241499, 46.13725), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.595092, 46.943512), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614759, 46.397606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.286768, 46.710648), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.708873, 45.991966), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.086425, 45.98664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.784071, 46.69389), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.312486, 47.154915), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.191304, 46.545425), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.97354, 46.028774), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.401743, 46.651115), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.917188, 46.114708), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.100404, 46.48703), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.301211, 46.636757), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.390814, 46.793785), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.048387, 46.396164), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.284145, 47.256603), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.867343, 46.776573), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.122424, 46.909904), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.055694, 46.718117), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.146019, 46.44305), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.614759, 46.397606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.352966, 46.846497), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.254714, 47.275158), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.030266, 46.381287), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.037135, 46.72388), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.110373, 46.45424), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.415752, 46.68639), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.29003, 46.64219), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.072735, 46.598568), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.072735, 46.598568), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.201057, 46.986195), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.784071, 46.69389), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.89372, 46.5467), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.141666, 46.203754), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.954333, 46.828083), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.141666, 46.203754), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.284145, 47.256603), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.998494, 46.80901), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.98812, 46.82318), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.267286, 47.304916), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.503164, 46.907932), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.208917, 46.988937), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.5814, 46.990017), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.010761, 46.487774), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.886682, 46.5654), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.004, 46.554), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.0431, 46.206562), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.789074, 46.015984), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.938051, 46.6182), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.011863, 46.34327), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.112303, 46.167046), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.393, 46.623), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.7251, 46.3443), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.355917, 46.92168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.415869, 46.57234), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.921516, 46.071175), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.411214, 46.841652), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.203922, 46.659252), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.337078, 46.56134), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.538702, 46.83754), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.655368, 46.345943), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.415869, 46.57234), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.189579, 46.653347), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.46004, 46.965553), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.254798, 46.637844), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.860291, 46.771923), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.023944, 46.383865), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.64848, 46.36899), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.112303, 46.167046), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.756866, 46.976124), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.131972, 46.273293), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.110588, 46.66512), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.189579, 46.653347), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.552866, 46.587414), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976372, 46.431828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.337078, 46.56134), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.174113, 46.679314), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.881953, 46.53392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.538702, 46.83754), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.538444, 46.851707), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.29237, 46.64031), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.819937, 46.542282), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.329224, 47.156544), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.268517, 46.728806), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892089, 46.55914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.304136, 47.088467), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.022337, 46.387794), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.407575, 46.33759), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.800806, 46.554703), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.372844, 46.77497), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.291617, 46.040115), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892089, 46.55914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.350203, 46.678043), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.800806, 46.554703), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.925002, 46.43686), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.546859, 46.48645), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892776, 46.546997), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.27749, 46.77254), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.839887, 46.192806), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.388401, 46.351303), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.461248, 46.59284), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.045888, 46.390816), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.099654, 46.425373), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.174113, 46.679314), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.789074, 46.015984), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.985516, 46.843346), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.75506, 45.992935), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.983241, 46.822624), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.075364, 46.41137), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.253224, 46.77118), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.938051, 46.6182), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.865453, 46.534733), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.253224, 46.77118), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.203922, 46.659252), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.637015, 46.96947), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.041713, 46.624176), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.111778, 46.454533), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.798027, 46.561348), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.150147, 46.681877), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.964613, 46.573048), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.250623, 47.03424), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.205698, 46.35366), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.859272, 46.16503), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892089, 46.55914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.91875, 46.48686), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.750425, 46.01835), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.406901, 46.426086), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.175433, 46.32192), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.11575, 45.97048), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.342907, 47.24918), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.863878, 46.1463), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.835382, 46.557106), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.659278, 46.644096), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.583176, 46.47652), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.960701, 46.584866), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.944535, 46.504917), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.468746, 46.60196), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.411214, 46.841652), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.985014, 46.944168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.644813, 46.586975), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.594633, 47.001995), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.960496, 46.58657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.835687, 46.79743), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.9334, 46.579998), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.27749, 46.77254), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.27749, 46.77254), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.091761, 46.168896), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.570567, 46.12846), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.78745, 46.01602), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.630916, 46.432705), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.832621, 46.800037), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.774723, 46.68655), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.844616, 46.65854), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.002086, 46.372196), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.090409, 45.910706), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.367889, 46.654987), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.588482, 47.012646), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.66543, 46.33653), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.733308, 47.01753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.774723, 46.68655), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.844616, 46.65854), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.950422, 46.433434), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.985014, 46.944168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.66543, 46.33653), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.643421, 46.4489), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.369514, 46.84606), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.342427, 46.93021), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.588482, 47.012646), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.342427, 46.93021), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.985832, 47.091717), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.66543, 46.33653), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.780992, 46.75418), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.412708, 47.284584), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.894707, 46.561073), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.98234, 46.101215), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.250803, 46.552574), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.261332, 46.9846), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.86267, 46.17692), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.780992, 46.75418), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.018703, 45.931156), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.86267, 46.17692), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.239923, 46.673943), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.868956, 46.61848), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.88948, 46.750114), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.632408, 46.231236), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.886494, 46.5745), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.784715, 45.983334), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.786667, 46.01115), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.334744, 46.70174), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.904031, 46.512657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.865497, 46.771862), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.890359, 46.178406), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.855393, 46.868237), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.121398, 46.161987), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.868956, 46.61848), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.886494, 46.5745), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.904031, 46.512657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.379213, 47.171783), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.262785, 46.51189), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.262785, 46.51189), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.099654, 46.425373), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.708873, 45.991966), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.744124, 47.01763), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.483721, 46.672443), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.80982, 46.703613), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.898145, 46.540123), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.845938, 46.71699), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.348035, 47.154377), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.376483, 46.67507), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.893528, 46.472187), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.692565, 46.935093), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.149723, 46.604317), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.920626, 46.461082), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.257178, 46.68644), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.780992, 46.75418), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.365931, 47.175873), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.379213, 47.171783), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.262785, 46.51189), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.884229, 46.481583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.866979, 46.773354), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.736446, 46.007298), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.786709, 46.74621), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.730207, 46.00233), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.14552, 46.563583), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.62758, 46.38127), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.792192, 46.762066), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.780992, 46.75418), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.80982, 46.703613), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.255968, 46.978966), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.744015, 46.013832), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.923031, 46.60526), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.984456, 47.212048), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.102138, 46.43979), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.367889, 46.654987), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.392525, 46.738564), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.25632, 46.64385), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.217031, 46.62058), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.438699, 46.731205), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.239631, 46.66879), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.10449, 46.816334), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.393066, 46.866528), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.625789, 46.135723), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.02565, 46.37658), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.960496, 46.58657), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.975954, 46.45018), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.159065, 46.7151), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.193424, 46.66711), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.83212, 46.15177), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.588048, 46.50617), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.583628, 46.483562), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.95393, 46.48611), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.134701, 46.73291), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.453923, 46.025604), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.494779, 45.991802), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.901273, 46.78757), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.562327, 46.44066), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.329426, 46.64723), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.583628, 46.483562), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.43813, 46.410484), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.907496, 46.656357), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.775091, 46.710735), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.254798, 46.637844), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.866979, 46.773354), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.146019, 46.44305), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.8991, 46.570488), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.893144, 46.77224), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.195448, 46.47983), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.751262, 46.556442), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.751262, 46.556442), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.239631, 46.66879), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.725993, 46.934734), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.438699, 46.731205), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.815056, 46.801254), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441027, 46.71478), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.250405, 46.552567), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.849303, 46.81387), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.667084, 47.27958), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.667084, 47.27958), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.780992, 46.75418), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.0394, 46.624176), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976372, 46.431828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.207361, 46.485046), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.207361, 46.485046), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.207361, 46.485046), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.846199, 46.176167), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.907496, 46.656357), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.040383, 46.666855), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.709656, 45.99121), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.253797, 46.97947), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.034941, 46.56191), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.180652, 46.617928), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.891821, 46.558228), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.881953, 46.53392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.984456, 47.212048), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.908811, 46.593006), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.102138, 46.43979), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.80086, 46.561455), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.315119, 47.253952), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.532673, 46.355934), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.763009, 46.552753), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.367889, 46.654987), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.631142, 46.438164), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.342429, 46.639793), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.892089, 46.55914), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.746321, 46.01969), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.884639, 46.587917), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976372, 46.431828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976372, 46.431828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.962092, 46.437366), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (10.048757, 46.8553), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.017412, 46.37807), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.606565, 46.648533), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.042882, 46.486294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.655368, 46.345943), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.62758, 46.38127), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.722402, 45.97295), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.217031, 46.62058), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.042882, 46.486294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.25632, 46.64385), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.167863, 46.743885), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.167863, 46.743885), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.318275, 46.434364), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.444267, 46.7135), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.415869, 46.57234), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.82067, 46.436672), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.51052, 46.50557), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.881953, 46.53392), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.812559, 46.495792), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.214896, 46.61459), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.392525, 46.738564), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.6685, 46.351788), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.794886, 46.1474), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.62758, 46.38127), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.201307, 47.17074), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.253484, 46.61328), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.201307, 47.17074), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.042882, 46.486294), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.988576, 46.939716), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.725304, 46.79869), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.667148, 46.330555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.667148, 46.330555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.667148, 46.330555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.667148, 46.330555), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.975954, 46.45018), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.725304, 46.79869), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.441982, 46.72588), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.06423, 46.322273), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.722065, 46.54664), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.329426, 46.64723), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.985014, 46.944168), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.532673, 46.355934), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.008505, 46.55725), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (8.048387, 46.396164), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.599167, 46.185), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976372, 46.431828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.962092, 46.437366), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.976372, 46.431828), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.962092, 46.437366), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.961413, 46.586143), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.077131, 46.06508), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.89372, 46.5467), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (9.184141, 46.61584), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (7.74446, 46.013477), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.88602, 46.16789), missing), Occurrence("Turdus torquatus Linnaeus, 1758", true, (6.800816, 46.14859), missing)])

And after this, we prepare a layer with presence data.

julia

presencelayer = mask(first(L), Occurrences(mask(presences, CHE)))

🗺️  A 240 × 546 layer with 70065 Bool cells
   Spatial Reference System: +proj=longlat +datum=WGS84 +no_defs

The next step is to generate a pseudo-absence mask. There is a longer explanation on the ways to generate pseudo-absences in the "How-to" section of the manual. We will sample based on the distance to an observation, by also preventing pseudo-absences to be less than 4km from an observation:

julia

background = pseudoabsencemask(DistanceToEvent, presencelayer)
bgpoints = backgroundpoints(nodata(background, d -> d < 4), 2sum(presencelayer))

🗺️  A 240 × 546 layer with 46351 Bool cells
   Spatial Reference System: +proj=longlat +datum=WGS84 +no_defs

Setting up the model

We will use a decision tree on data transformed through a PCA. Because we will eventually use an ensemble, we want the trees to be shallow (but not too shallow):

julia

sdm = SDM(PCATransform, DecisionTree, L, presencelayer, bgpoints)
train!(sdm)

☑️  PCATransform → DecisionTree → P(x) ≥ 0.145 🗺️

Making the first prediction

We can predict using the model by giving a vector of layers as an input. This will return the output as a layer as well:

julia

prd = predict(sdm, L; threshold = false)

🗺️  A 240 × 546 layer with 70065 Float64 cells
   Spatial Reference System: +proj=longlat +datum=WGS84 +no_defs

This gives the following initial prediction:

Code for the figure

julia

f = Figure(; size = (600, 300))
ax = Axis(f[1, 1]; aspect = DataAspect(), title = "Prediction (tree)")
hm = heatmap!(ax, prd; colormap = :linear_worb_100_25_c53_n256, colorrange = (0, 1))
contour!(ax, predict(sdm, L); color = :black, linewidth = 0.5)
Colorbar(f[1, 2], hm)
lines!(ax, CHE; color = :black)
hidedecorations!(ax)
hidespines!(ax)

We can now create an ensemble model, by boostrapping random instances to train a larger number of trees:

julia

ensemble = Bagging(sdm, 30)

{PCATransform → DecisionTree → P(x) ≥ 0.145} × 30

In order to further ensure that the models are learning from different parts of the dataset, we can also bootstrap which variables are accessible to each model:

julia

bagfeatures!(ensemble)

{PCATransform → DecisionTree → P(x) ≥ 0.145} × 30

By default, the bagfeatures! function called on an ensemble will sample the variables forom the model, so that each model in the ensemble has the square root (rounded up) of the number of original variables.

About this ensemble model

The model we have constructed here is essentially a rotation forest. Note that the PCA is applied to each tree, so it is accounting for the selection of features, and does not introduce data leakage.

We can now train our ensemble model – for an ensemble, this will go through each model, and retrain them with the correct input data/features.

julia

train!(ensemble)

{PCATransform → DecisionTree → P(x) ≥ 0.145} × 30

Let's have a look at the out-of-bag error:

julia

ensemble |> outofbag |> (M) -> 1 - accuracy(M)

0.1313645621181263

Because this ensemble is a collection of model, we set the method to summarize all the scores as the median:

julia

prd = predict(ensemble, L; consensus = median, threshold = false)

🗺️  A 240 × 546 layer with 70065 Float64 cells
   Spatial Reference System: +proj=longlat +datum=WGS84 +no_defs

When the model is trained, we can make a prediction asking to report the inter-quartile range of the predictions of all models, as a measure of uncertainty:

julia

unc = predict(ensemble, L; consensus = iqr, threshold = false)

🗺️  A 240 × 546 layer with 70065 Float64 cells
   Spatial Reference System: +proj=longlat +datum=WGS84 +no_defs

Code for the figure

julia

f = Figure(; size = (600, 600))
ax = Axis(f[1, 1]; aspect = DataAspect(), title = "Prediction")
hm = heatmap!(ax, prd; colormap = :linear_worb_100_25_c53_n256, colorrange = (0, 1))
Colorbar(f[1, 2], hm)
contour!(
    ax,
    predict(ensemble, L; consensus = majority);
    color = :black,
    linewidth = 0.5,
)
lines!(ax, CHE; color = :black)
hidedecorations!(ax)
hidespines!(ax)
ax2 = Axis(f[2, 1]; aspect = DataAspect(), title = "Uncertainty")
hm =
    heatmap!(ax2, quantize(unc); colormap = :linear_gow_60_85_c27_n256, colorrange = (0, 1))
Colorbar(f[2, 2], hm)
contour!(
    ax2,
    predict(ensemble, L; consensus = majority);
    color = :black,
    linewidth = 0.5,
)
lines!(ax2, CHE; color = :black)
hidedecorations!(ax2)
hidespines!(ax2)

SDeMo.Bagging Type

julia

Bagging

A bagged (bootstrap aggregated) model is the same template model repeated an arbitrary number of times, with each replicated model having access to a bootstrapped sample of the data. These models are represented by three fields:

model is the base model
bags is a vector of tuples with the in and out-of sample instances
models is an array of replicated models

source

SDeMo.outofbag Function

julia

outofbag(ensemble::Bagging; kwargs...)

This method returns the confusion matrix associated to the out of bag error, wherein the succes in predicting instance i is calculated on the basis of all models that have not been trained on i. The consensus of the different models is a simple majority rule.

The additional keywords arguments are passed to predict.

source

Missing docstring.

Missing docstring for SDeMo.bagfeatures!. Check Documenter's build log for details.

Ensemble models ​

Getting the data ​

Setting up the model ​

Making the first prediction ​

Related documentation ​

Ensemble models

Getting the data

Setting up the model

Making the first prediction

Related documentation