.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 23.0 deg from the central meridian of UTM zone 31, well beyond the 3 deg the zone is designed for (40.0 deg longitude span in total). Using Lambert Azimuthal Equal Area centred on (0.0, 0.0) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 32.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (57.0 deg longitude span in total). Using Albers equal-area (lat_1=29.0, lat_2=45.0, lon_0=-100.5) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=10.00, xmax=15.00, ymin=20.00, ymax=25.00). Set CRS explicitly to suppress this warning.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=-0.14, xmax=-0.13, ymin=51.50, ymax=51.51). Set CRS explicitly to suppress this warning.

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

area_of_applicability(): dropping 1 training row(s) with missing or non-finite predictor values.

area_of_applicability(): dropping predictor(s) with no variance in the training data: const. A prediction point taking a different value there is extrapolation the dissimilarity index cannot represent.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 23.0 deg from the central meridian of UTM zone 31, well beyond the 3 deg the zone is designed for (40.0 deg longitude span in total). Using Lambert Azimuthal Equal Area centred on (0.0, 0.0) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 32.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (57.0 deg longitude span in total). Using Albers equal-area (lat_1=29.0, lat_2=45.0, lon_0=-100.5) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=10.00, xmax=15.00, ymin=20.00, ymax=25.00). Set CRS explicitly to suppress this warning.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=-0.14, xmax=-0.13, ymin=51.50, ymax=51.51). Set CRS explicitly to suppress this warning.

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

area_of_applicability(): dropping 1 training row(s) with missing or non-finite predictor values.

area_of_applicability(): dropping predictor(s) with no variance in the training data: const. A prediction point taking a different value there is extrapolation the dissimilarity index cannot represent.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 23.0 deg from the central meridian of UTM zone 31, well beyond the 3 deg the zone is designed for (40.0 deg longitude span in total). Using Lambert Azimuthal Equal Area centred on (0.0, 0.0) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 32.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (57.0 deg longitude span in total). Using Albers equal-area (lat_1=29.0, lat_2=45.0, lon_0=-100.5) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=10.00, xmax=15.00, ymin=20.00, ymax=25.00). Set CRS explicitly to suppress this warning.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=-0.14, xmax=-0.13, ymin=51.50, ymax=51.51). Set CRS explicitly to suppress this warning.

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

area_of_applicability(): dropping 1 training row(s) with missing or non-finite predictor values.

area_of_applicability(): dropping predictor(s) with no variance in the training data: const. A prediction point taking a different value there is extrapolation the dissimilarity index cannot represent.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 23.0 deg from the central meridian of UTM zone 31, well beyond the 3 deg the zone is designed for (40.0 deg longitude span in total). Using Lambert Azimuthal Equal Area centred on (0.0, 0.0) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 32.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (57.0 deg longitude span in total). Using Albers equal-area (lat_1=29.0, lat_2=45.0, lon_0=-100.5) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=10.00, xmax=15.00, ymin=20.00, ymax=25.00). Set CRS explicitly to suppress this warning.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=-0.14, xmax=-0.13, ymin=51.50, ymax=51.51). Set CRS explicitly to suppress this warning.

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

area_of_applicability(): dropping 1 training row(s) with missing or non-finite predictor values.

area_of_applicability(): dropping predictor(s) with no variance in the training data: const. A prediction point taking a different value there is extrapolation the dissimilarity index cannot represent.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 23.0 deg from the central meridian of UTM zone 31, well beyond the 3 deg the zone is designed for (40.0 deg longitude span in total). Using Lambert Azimuthal Equal Area centred on (0.0, 0.0) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 32.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (57.0 deg longitude span in total). Using Albers equal-area (lat_1=29.0, lat_2=45.0, lon_0=-100.5) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=10.00, xmax=15.00, ymin=20.00, ymax=25.00). Set CRS explicitly to suppress this warning.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=-0.14, xmax=-0.13, ymin=51.50, ymax=51.51). Set CRS explicitly to suppress this warning.

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

fit_rf_model(): include_coords = TRUE. A forest given the coordinates can reproduce the training surface by memorising location and then fail wherever it has not been; random cross-validation will not detect this. Score the result with cv_rf() and blocked folds, not with the out-of-bag error (Meyer et al. 2019).

area_of_applicability(): dropping 1 training row(s) with missing or non-finite predictor values.

area_of_applicability(): dropping predictor(s) with no variance in the training data: const. A prediction point taking a different value there is extrapolation the dissimilarity index cannot represent.

make_folds(leave_location_out): k = 99 exceeds the 5 distinct groups; using leave-one-group-out.

.pick_local_projected_crs(): longitude extent spans 358.0 deg. This is either global coverage or data straddling the antimeridian, which a bounding box cannot distinguish; the centroid is unreliable either way. Falling back to EPSG:3857. Pass target_crs to ensure_projected() to choose a projection suited to your extent.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 7.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (8.0 deg longitude span in total). Using Albers equal-area (lat_1=38.7, lat_2=41.3, lon_0=-96.1) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 23.0 deg from the central meridian of UTM zone 31, well beyond the 3 deg the zone is designed for (40.0 deg longitude span in total). Using Lambert Azimuthal Equal Area centred on (0.0, 0.0) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

.pick_local_projected_crs(): extent reaches 32.0 deg from the central meridian of UTM zone 14, well beyond the 3 deg the zone is designed for (57.0 deg longitude span in total). Using Albers equal-area (lat_1=29.0, lat_2=45.0, lon_0=-100.5) instead; a single UTM zone would distort distances by several percent, which propagates into variogram ranges, block sizes, GWR bandwidth and GP length-scales. Pass target_crs to ensure_projected() to override.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=10.00, xmax=15.00, ymin=20.00, ymax=25.00). Set CRS explicitly to suppress this warning.

ensure_projected(): CRS is missing; assuming EPSG:4326 because bbox looks like lon/lat (xmin=-0.14, xmax=-0.13, ymin=51.50, ymax=51.51). Set CRS explicitly to suppress this warning.

area_of_applicability(): dropping 1 training row(s) with missing or non-finite predictor values.