diff --git a/configs/data/butterfly_coords_text.yaml b/configs/data/butterfly_coords_text.yaml index 40a2e17..c478acf 100644 --- a/configs/data/butterfly_coords_text.yaml +++ b/configs/data/butterfly_coords_text.yaml @@ -13,7 +13,7 @@ dataset: caption_builder: _target_: src.data.butterfly_caption_builder.ButterflyCaptionBuilder - templates_fname: v1.json + templates_fname: v3.json data_dir: ${paths.data_dir}/s2bms seed: ${seed} diff --git a/configs/model/predictive_cnn_aef.yaml b/configs/model/predictive_cnn_s2.yaml similarity index 96% rename from configs/model/predictive_cnn_aef.yaml rename to configs/model/predictive_cnn_s2.yaml index 171ecb3..df1db6d 100644 --- a/configs/model/predictive_cnn_aef.yaml +++ b/configs/model/predictive_cnn_s2.yaml @@ -4,7 +4,7 @@ eo_encoder: _target_: src.models.components.eo_encoders.cnn_encoder.CNNEncoder resnet_version: 18 freezing_strategy: none - eo_data_name: aef + eo_data_name: s2 prediction_head: _target_: src.models.components.pred_heads.mlp_pred_head.MLPPredictionHead diff --git a/data/s2bms/caption_templates/v3.json b/data/s2bms/caption_templates/v3.json new file mode 100644 index 0000000..a58b2a0 --- /dev/null +++ b/data/s2bms/caption_templates/v3.json @@ -0,0 +1,17 @@ +[ + "Location with , and .", + "Area with and .", + "Site with and , with and .", + "Location with and , with and .", + "Area with and , with and .", + "Site with and , with and .", + "Location with and , with , and .", + "Area with , with and .", + "Site with , with and .", + "Location with , with and .", + "Area with , with and .", + "Site with , with , and .", + "Area with and .", + "Site with , with , and ." + +] diff --git a/data/s2bms/caption_templates/v4.json b/data/s2bms/caption_templates/v4.json new file mode 100644 index 0000000..78653f0 --- /dev/null +++ b/data/s2bms/caption_templates/v4.json @@ -0,0 +1,52 @@ +[ + "ecosystem of , influenced by and .", + "ecosystem of within a broader context, showing .", + 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-UKBMS_loc-0008,51.78966724746133,-1.0952734329310805,9.8,7.5,35.0,47.45,21.4,0.5,20.9,7.300000000000001,6.2,15.9,3.8,629.0,61.0,37.0,13.0,177.0,129.0,159.0,154.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5311728494388841,0.0,0.0,0.0,0.0,0.0,0.0281135176083983,0.0,0.0,0.0,0.0,0.4001242326767698,0.0405894002759477,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_311,aux_corine_frac_312,aux_corine_frac_231,aux_corine_frac_335,0.329545454545454,0.136363636363636,0.238636363636364,0.011363636363636,0.284090909090909,0.329545454545454,0.284090909090909,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.011363636363636,0.011363636363636,0.0,0.0,0.0,0.113636363636364,0.0,0.0,0.0,0.113636363636364,0.397727272727273,0.0,0.0,0.0,0.034090909090909,0.0,0.0,0.272727272727273,0.0,0.0,0.465909090909091,0.238636363636364,0.0,0.0,0.0,0.0,0.352272727272727,0.0,0.0,0.772727272727273,0.568181818181818,0.613636363636364,0.602272727272727,0.0,0.420454545454545,0.534090909090909,0.0,0.272727272727273,0.079545454545455,0.0,0.0,0.0,0.193181818181818,0.0,0.011363636363636,0.0,0.170454545454545,0.136363636363636 -UKBMS_loc-0010,51.06262982265452,-1.2807509049464718,10.1,7.6,36.0,46.78,21.5,0.8,20.700000000000003,5.1000000000000005,14.7,16.1,4.2,778.0,86.0,47.0,20.0,251.0,157.0,160.0,223.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0095859923376425,0.840632594536183,0.0,0.0,0.0,0.0,0.0,0.1497814131261744,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_142,aux_corine_frac_213,aux_corine_frac_133,0.309523809523809,0.25,0.166666666666667,0.0,0.309523809523809,0.011904761904762,0.547619047619048,0.0,0.0,0.119047619047619,0.0,0.369047619047619,0.0,0.0,0.595238095238095,0.166666666666667,0.285714285714286,0.0,0.0,0.130952380952381,0.0,0.0,0.0,0.0,0.773809523809524,0.0,0.0,0.0,0.0,0.0,0.0,0.285714285714286,0.035714285714286,0.380952380952381,0.702380952380952,0.309523809523809,0.0,0.0,0.0,0.0,0.19047619047619,0.0,0.0,0.380952380952381,0.309523809523809,0.285714285714286,0.738095238095238,0.0,0.202380952380952,0.714285714285714,0.178571428571428,0.285714285714286,0.0,0.0,0.047619047619048,0.0,0.047619047619048,0.0,0.023809523809524,0.0,0.357142857142857,0.166666666666667 -UKBMS_loc-0011,51.171082666376016,0.9668347652088776,9.4,6.800000000000001,34.0,48.06,20.6,0.6000000000000001,20.0,7.1000000000000005,11.0,15.6,3.5,710.0,79.0,47.0,18.0,224.0,147.0,155.0,187.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4459546998151144,0.0,0.0,0.0,0.0,0.0,0.5085887443945567,0.0,0.0,0.0,0.0,0.0454565557903289,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_311,aux_corine_frac_131,aux_corine_frac_223,0.256410256410256,0.128205128205128,0.230769230769231,0.0,0.256410256410256,0.0,0.615384615384615,0.0,0.0,0.153846153846154,0.0,0.179487179487179,0.0,0.0,0.846153846153846,0.230769230769231,0.0,0.0,0.0,0.205128205128205,0.0,0.0,0.0,0.0,0.641025641025641,0.025641025641026,0.076923076923077,0.0,0.0,0.384615384615385,0.0,0.307692307692308,0.41025641025641,0.384615384615385,0.641025641025641,0.256410256410256,0.0,0.0,0.0,0.0,0.307692307692308,0.0,0.0,0.769230769230769,0.692307692307692,0.102564102564103,0.666666666666667,0.0,0.205128205128205,0.743589743589744,0.0,0.282051282051282,0.0,0.0,0.025641025641026,0.0,0.025641025641026,0.0,0.025641025641026,0.0,0.333333333333333,0.256410256410256 -UKBMS_loc-0013,50.914197550022315,-0.742497773093542,9.5,7.800000000000001,36.0,48.79,21.5,-0.1,21.6,4.3,14.4,15.9,3.4000000000000004,875.0,98.0,53.0,21.0,285.0,169.0,175.0,252.0,0.0,0.0449997907248764,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1628769489842387,0.0,0.0,0.0,0.0,0.0,0.7903921665439003,0.0,0.0,0.0,0.0,0.0,0.0,0.0017310937469846,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_112,aux_corine_frac_313,aux_corine_frac_523,0.306122448979592,0.142857142857143,0.163265306122449,0.0,0.306122448979592,0.061224489795918,0.448979591836735,0.0,0.0,0.26530612244898,0.0,0.204081632653061,0.0,0.0,0.836734693877551,0.040816326530612,0.142857142857143,0.0,0.0,0.204081632653061,0.0,0.0,0.0,0.0,0.775510204081633,0.0,0.0,0.0,0.0,0.0,0.0,0.326530612244898,0.0,0.102040816326531,0.693877551020408,0.306122448979592,0.0,0.0,0.0,0.0,0.26530612244898,0.0,0.0,0.877551020408163,0.551020408163265,0.36734693877551,0.551020408163265,0.0,0.346938775510204,0.775510204081633,0.224489795918367,0.306122448979592,0.0,0.020408163265306,0.183673469387755,0.040816326530612,0.326530612244898,0.0,0.163265306122449,0.0,0.448979591836735,0.326530612244898 -UKBMS_loc-0014,51.34925986157783,-1.1183302450997057,9.7,7.6,36.0,47.77,21.3,0.2,21.1,4.5,6.1000000000000005,15.8,3.6,738.0,78.0,49.0,17.0,227.0,158.0,163.0,202.0,0.0,0.1915301985510527,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0207323008860751,0.0,0.0,0.0,0.0,0.0,0.0998420668373752,0.0,0.0,0.0,0.0,0.5845306706050025,0.0109161843671719,0.0,0.0,0.0924485787533223,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_311,aux_corine_frac_112,aux_corine_frac_231,aux_corine_frac_322,aux_corine_frac_211,0.423076923076923,0.019230769230769,0.269230769230769,0.057692307692308,0.269230769230769,0.403846153846154,0.076923076923077,0.0,0.0,0.0,0.0,0.442307692307692,0.0,0.0,0.019230769230769,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.826923076923077,0.0,0.0,0.0,0.230769230769231,0.0,0.0,0.096153846153846,0.0,0.0,0.442307692307692,0.192307692307692,0.0,0.0,0.0,0.0,0.326923076923077,0.0,0.0,0.884615384615385,0.519230769230769,0.615384615384615,0.192307692307692,0.0,0.653846153846154,0.115384615384615,0.0,0.346153846153846,0.365384615384615,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.519230769230769,0.134615384615385 -UKBMS_loc-0015,52.2423228915859,-2.2870066193292824,9.5,7.2,36.0,44.98,20.4,0.7000000000000001,19.700000000000003,4.800000000000001,6.0,15.4,3.9,662.0,65.0,43.0,12.0,184.0,139.0,168.0,167.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3332940338479501,0.0,0.0,0.0,0.0,0.0,0.4726378837923677,0.0,0.0,0.0,0.0,0.0,0.0,0.1940680823596821,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_313,aux_corine_frac_521,aux_corine_frac_322,0.216867469879518,0.048192771084337,0.253012048192771,0.0,0.240963855421687,0.265060240963855,0.024096385542169,0.0,0.0,0.0,0.0,0.024096385542169,0.0,0.0,0.012048192771084,0.012048192771084,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.397590361445783,0.0,0.0,0.0,0.156626506024096,0.0,0.614457831325301,0.024096385542169,0.0,0.0,0.506024096385542,0.204819277108434,0.0,0.0,0.0,0.0,0.36144578313253,0.0,0.0,0.662650602409639,0.385542168674699,0.614457831325301,0.36144578313253,0.0,0.349397590361446,0.144578313253012,0.0,0.265060240963855,0.060240963855422,0.0,0.0,0.0,0.120481927710843,0.0,0.048192771084337,0.0,0.265060240963855,0.156626506024096 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-UKBMS_loc-0017,50.998727202851775,-1.139234641201532,9.5,7.6,35.0,48.03,21.200000000000003,0.0,21.200000000000003,4.4,14.3,15.7,3.5,856.0,96.0,51.0,21.0,280.0,167.0,171.0,251.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2714240053510268,0.0,0.0,0.0,0.0,0.0,0.6416166619003225,0.0,0.0,0.0,0.0,0.0,0.0,0.0869593327486506,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_313,aux_corine_frac_132,aux_corine_frac_212,0.146341463414634,0.073170731707317,0.219512195121951,0.0,0.268292682926829,0.121951219512195,0.609756097560976,0.0,0.0,0.24390243902439,0.0,0.048780487804878,0.0,0.0,0.902439024390244,0.024390243902439,0.073170731707317,0.0,0.0,0.195121951219512,0.0,0.0,0.0,0.0,0.682926829268293,0.121951219512195,0.073170731707317,0.0,0.0,0.0,0.0,0.341463414634146,0.0,0.317073170731707,0.707317073170732,0.317073170731707,0.0,0.0,0.0,0.0,0.195121951219512,0.0,0.0,0.341463414634146,0.463414634146341,0.341463414634146,0.560975609756098,0.0,0.268292682926829,0.780487804878049,0.146341463414634,0.317073170731707,0.0,0.0,0.170731707317073,0.0,0.073170731707317,0.0,0.048780487804878,0.0,0.463414634146341,0.195121951219512 -UKBMS_loc-0019,51.47827030750144,-2.2101849665309836,9.2,7.300000000000001,36.0,46.09,20.6,0.5,20.1,4.5,5.5,15.3,3.6,774.0,83.0,50.0,15.0,235.0,164.0,177.0,213.0,0.0,0.0,0.0459530004251747,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4942071200038156,0.0,0.0,0.0,0.0,0.0,0.3757932706699393,0.0,0.0,0.0,0.0,0.0840466089010702,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_311,aux_corine_frac_121,aux_corine_frac_131,0.450980392156863,0.274509803921569,0.313725490196078,0.0,0.294117647058823,0.294117647058823,0.725490196078431,0.0,0.0,0.215686274509804,0.0,0.294117647058823,0.0,0.0,0.803921568627451,0.0,0.03921568627451,0.0,0.0,0.274509803921569,0.0,0.019607843137255,0.0,0.0,0.862745098039216,0.0,0.0,0.0,0.0,0.0,0.0,0.509803921568627,0.333333333333333,0.313725490196078,0.568627450980392,0.313725490196078,0.0,0.0,0.0,0.0,0.313725490196078,0.0,0.0,0.941176470588235,0.843137254901961,0.882352941176471,0.843137254901961,0.0,0.588235294117647,0.725490196078431,0.0,0.313725490196078,0.0,0.019607843137255,0.196078431372549,0.0,0.254901960784314,0.0,0.196078431372549,0.0,0.392156862745098,0.215686274509804 -UKBMS_loc-0020,54.17268287303967,-2.790416844975363,8.700000000000001,7.0,35.0,46.09,19.4,-0.1,19.5,6.2,10.8,14.7,2.9000000000000004,1127.0,126.0,66.0,23.0,363.0,208.0,255.0,307.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0296320454573656,0.0,0.0,0.0,0.0,0.0,0.0,0.2968000833010973,0.0,0.0,0.006713723154414,0.0,0.3505539738777687,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3163001742093543,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_311,aux_corine_frac_411,aux_corine_frac_231,aux_corine_frac_142,aux_corine_frac_243,0.317073170731707,0.146341463414634,0.121951219512195,0.0,0.317073170731707,0.0,0.0,0.024390243902439,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.170731707317073,0.0,0.0,0.0,0.0,0.414634146341463,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.365853658536585,0.0,0.0,0.0,0.0,0.0,0.121951219512195,0.0,0.0,0.853658536585366,0.219512195121951,0.463414634146341,0.048780487804878,0.0,0.195121951219512,0.439024390243902,0.0,0.146341463414634,0.024390243902439,0.0,0.0,0.0,0.097560975609756,0.0,0.0,0.0,0.121951219512195,0.268292682926829 -UKBMS_loc-0021,50.983901481638,-1.9515203832462689,9.3,7.7,37.0,46.4,20.9,0.3,20.6,4.6000000000000005,13.9,15.4,3.7,812.0,92.0,48.0,20.0,263.0,162.0,166.0,240.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3409938922604635,0.0,0.0,0.0,0.0,0.0,0.2410451843711044,0.0,0.0,0.0,0.0,0.4179609233684321,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_311,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_243,aux_corine_frac_312,0.541666666666667,0.1875,0.166666666666667,0.0,0.270833333333333,0.354166666666667,0.208333333333333,0.0,0.0,0.020833333333333,0.0,0.145833333333333,0.0,0.0,0.6875,0.125,0.083333333333333,0.0,0.0,0.145833333333333,0.0,0.0,0.0,0.0,0.791666666666667,0.0,0.0,0.0,0.166666666666667,0.0,0.0,0.291666666666667,0.270833333333333,0.104166666666667,0.583333333333333,0.270833333333333,0.0,0.0,0.0,0.0,0.270833333333333,0.0,0.0,0.9375,0.458333333333333,0.3125,0.520833333333333,0.0,0.25,0.8125,0.145833333333333,0.1875,0.0,0.0,0.25,0.0,0.0,0.0,0.0,0.0,0.354166666666667,0.166666666666667 -UKBMS_loc-0022,50.98031149599189,-1.0825948814807491,9.8,7.6,36.0,47.96,21.4,0.3,21.1,4.6000000000000005,14.5,16.0,3.7,843.0,95.0,51.0,21.0,276.0,165.0,169.0,246.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4687461097814647,0.0,0.0,0.0,0.0,0.0,0.5312538902185352,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_112,aux_corine_frac_421,aux_corine_frac_213,0.232558139534884,0.093023255813953,0.162790697674419,0.0,0.255813953488372,0.069767441860465,0.325581395348837,0.0,0.0,0.069767441860465,0.0,0.023255813953488,0.0,0.0,0.744186046511628,0.13953488372093,0.13953488372093,0.0,0.0,0.13953488372093,0.0,0.0,0.0,0.0,0.744186046511628,0.023255813953488,0.232558139534884,0.0,0.0,0.0,0.0,0.441860465116279,0.395348837209302,0.418604651162791,0.697674418604651,0.255813953488372,0.0,0.0,0.0,0.0,0.162790697674419,0.0,0.0,0.720930232558139,0.441860465116279,0.186046511627907,0.558139534883721,0.0,0.093023255813953,0.767441860465116,0.093023255813953,0.348837209302326,0.0,0.0,0.162790697674419,0.0,0.093023255813953,0.0,0.046511627906977,0.0,0.232558139534884,0.186046511627907 -UKBMS_loc-0023,50.96590150215052,-1.9230584657997,9.5,7.7,37.0,46.05,21.200000000000003,0.5,20.700000000000003,4.9,14.1,15.6,3.9,789.0,90.0,46.0,21.0,256.0,156.0,160.0,233.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3142829686703965,0.0,0.0,0.0,0.0,0.0,0.6857170313296034,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_335,aux_corine_frac_411,aux_corine_frac_313,0.244444444444444,0.111111111111111,0.155555555555556,0.0,0.266666666666667,0.022222222222222,0.2,0.0,0.0,0.177777777777778,0.0,0.066666666666667,0.0,0.0,0.822222222222222,0.066666666666667,0.266666666666667,0.0,0.0,0.177777777777778,0.0,0.044444444444444,0.0,0.0,0.777777777777778,0.0,0.044444444444444,0.0,0.0,0.0,0.0,0.266666666666667,0.444444444444444,0.333333333333333,0.733333333333333,0.266666666666667,0.0,0.0,0.0,0.0,0.222222222222222,0.0,0.0,0.688888888888889,0.333333333333333,0.244444444444444,0.4,0.0,0.044444444444444,0.822222222222222,0.088888888888889,0.244444444444444,0.0,0.0,0.377777777777778,0.0,0.044444444444444,0.0,0.0,0.0,0.111111111111111,0.177777777777778 -UKBMS_loc-0025,50.812083033774385,-2.476851028216465,9.1,7.1000000000000005,35.0,46.63,20.6,0.5,20.1,4.5,10.8,15.4,3.6,844.0,95.0,52.0,20.0,271.0,168.0,174.0,254.0,0.0,0.1211667267915388,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4717687153513489,0.0,0.0,0.0,0.0,0.0,0.4070645578571122,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_522,aux_corine_frac_512,0.352941176470588,0.372549019607843,0.196078431372549,0.0,0.254901960784314,0.098039215686274,0.313725490196078,0.0,0.0,0.176470588235294,0.0,0.098039215686274,0.0,0.0,0.803921568627451,0.117647058823529,0.019607843137255,0.0,0.0,0.215686274509804,0.0,0.156862745098039,0.0,0.0,0.509803921568627,0.137254901960784,0.0,0.0,0.0,0.0,0.0,0.431372549019608,0.372549019607843,0.019607843137255,0.705882352941177,0.254901960784314,0.0,0.0,0.0,0.0,0.254901960784314,0.0,0.0,0.490196078431372,0.607843137254902,0.392156862745098,0.568627450980392,0.0,0.156862745098039,0.725490196078431,0.372549019607843,0.294117647058823,0.0,0.0,0.058823529411765,0.0,0.215686274509804,0.0,0.058823529411765,0.0,0.490196078431372,0.235294117647059 -UKBMS_loc-0026,53.417936752723634,0.2029458841204459,9.7,6.9,33.0,47.72,20.700000000000003,0.4,20.3,4.6000000000000005,6.1000000000000005,15.8,3.6,634.0,64.0,41.0,13.0,181.0,134.0,162.0,158.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0122778444967125,0.0156677464181118,0.0,0.0,0.0,0.0,0.0,0.0883380484128607,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0260012168403066,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4886846041082139,0.0,0.3690305397237942,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_421,aux_corine_frac_423,aux_corine_frac_231,aux_corine_frac_321,aux_corine_frac_211,0.545454545454545,0.568181818181818,0.295454545454545,0.0,0.272727272727273,0.0,0.25,0.0,0.0,0.181818181818182,0.0,0.113636363636364,0.0,0.0,0.75,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.022727272727273,0.0,0.0,0.0,0.0,0.295454545454545,0.0,0.522727272727273,0.0,0.0,0.522727272727273,0.0,0.0,0.0,0.0,0.0,0.295454545454545,0.0,0.0,0.795454545454545,0.409090909090909,0.659090909090909,0.431818181818182,0.0,0.136363636363636,0.727272727272727,0.0,0.272727272727273,0.0,0.0,0.0,0.0,0.227272727272727,0.0,0.045454545454545,0.0,0.363636363636364,0.318181818181818 -UKBMS_loc-0027,54.28919570404909,-2.838731971994036,8.8,7.0,35.0,46.01,19.5,0.0,19.5,6.300000000000001,10.9,14.8,3.0,1070.0,117.0,62.0,22.0,342.0,199.0,245.0,287.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6422750273116946,0.0,0.0,0.0,0.0,0.0080203122994397,0.0,0.3489878002578803,0.0,0.0,0.0,0.0,0.0,0.0,0.0007168601309852,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_313,aux_corine_frac_311,aux_corine_frac_333,aux_corine_frac_142,0.522222222222222,0.311111111111111,0.233333333333333,0.0,0.277777777777778,0.2,0.0,0.322222222222222,0.2,0.0,0.0,0.1,0.177777777777778,0.0,0.277777777777778,0.0,0.0,0.0,0.0,0.166666666666667,0.0,0.0,0.122222222222222,0.0,0.533333333333333,0.188888888888889,0.0,0.222222222222222,0.0,0.077777777777778,0.0,0.1,0.0,0.0,0.366666666666667,0.0,0.0,0.0,0.0,0.0,0.2,0.144444444444444,0.0,0.933333333333333,0.422222222222222,0.655555555555556,0.277777777777778,0.0,0.388888888888889,0.355555555555556,0.0,0.066666666666667,0.011111111111111,0.0,0.288888888888889,0.0,0.211111111111111,0.0,0.0,0.0,0.388888888888889,0.3 -UKBMS_loc-0028,50.77068693280184,-3.894575309772418,9.8,6.0,33.0,43.46,19.8,1.7000000000000002,18.1,5.4,11.4,15.5,4.5,1066.0,126.0,63.0,25.0,363.0,192.0,205.0,338.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4918950314496371,0.0,0.0,0.0,0.0,0.0,0.3659685521123463,0.0,0.0,0.0,0.0,0.1421364164380165,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_311,aux_corine_frac_324,aux_corine_frac_141,0.585365853658537,0.731707317073171,0.24390243902439,0.0,0.292682926829268,0.268292682926829,0.0,0.0,0.0,0.024390243902439,0.0,0.0,0.0,0.0,0.0,0.024390243902439,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.121951219512195,0.0,0.0,0.0,0.0,0.024390243902439,0.0,0.146341463414634,0.0,0.0,0.463414634146341,0.024390243902439,0.0,0.0,0.0,0.0,0.219512195121951,0.0,0.0,0.780487804878049,0.390243902439024,0.829268292682927,0.707317073170732,0.0,0.268292682926829,0.317073170731707,0.0,0.390243902439024,0.0,0.0,0.0,0.0,0.121951219512195,0.0,0.0,0.0,0.682926829268293,0.341463414634146 -UKBMS_loc-0029,52.25371211417295,-0.060351335160854,9.8,7.5,34.0,49.51,21.5,0.0,21.5,13.8,6.1000000000000005,16.1,3.5,552.0,52.0,32.0,11.0,150.0,117.0,148.0,125.0,0.0,0.0371747446922436,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0008438219716274,0.8049890006386725,0.0,0.0,0.0,0.0,0.0,0.1569924326974563,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_142,aux_corine_frac_332,0.612903225806452,0.564516129032258,0.274193548387097,0.0,0.32258064516129,0.0,0.725806451612903,0.0,0.0,0.0,0.0,0.193548387096774,0.0,0.0,0.467741935483871,0.016129032258064,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.370967741935484,0.0,0.0,0.0,0.0,0.0,0.0,0.387096774193548,0.0,0.0,0.5,0.064516129032258,0.0,0.0,0.0,0.0,0.387096774193548,0.0,0.0,0.67741935483871,0.951612903225806,0.82258064516129,0.983870967741936,0.0,0.387096774193548,0.709677419354839,0.0,0.403225806451613,0.0,0.032258064516129,0.0,0.0,0.17741935483871,0.0,0.112903225806452,0.0,0.451612903225806,0.467741935483871 -UKBMS_loc-0030,51.25037017157683,-0.3034833334419244,9.6,8.1,36.0,49.01,21.9,0.0,21.9,6.800000000000001,5.9,16.0,3.5,692.0,68.0,43.0,13.0,201.0,150.0,161.0,175.0,0.0,0.0041822599476191,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7062955413208797,0.0211612129626707,0.0,0.0,0.0,0.0,0.0,0.2563849673408854,0.0,0.0,0.0,0.0,0.0119760184279448,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_142,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_311,aux_corine_frac_112,0.135802469135802,0.111111111111111,0.111111111111111,0.0,0.283950617283951,0.037037037037037,0.481481481481481,0.0,0.0,0.061728395061728,0.0,0.271604938271605,0.0,0.0,0.802469135802469,0.012345679012346,0.135802469135802,0.0,0.0,0.222222222222222,0.0,0.0,0.0,0.0,0.506172839506173,0.0,0.246913580246914,0.0,0.0,0.0,0.0,0.172839506172839,0.493827160493827,0.382716049382716,0.691358024691358,0.296296296296296,0.0,0.0,0.0,0.0,0.246913580246914,0.0,0.0,0.567901234567901,0.345679012345679,0.098765432098765,0.530864197530864,0.0,0.08641975308642,0.765432098765432,0.08641975308642,0.283950617283951,0.0,0.0,0.320987654320988,0.012345679012346,0.172839506172839,0.0,0.049382716049383,0.0,0.160493827160494,0.111111111111111 -UKBMS_loc-0031,51.662610574334096,-0.9532252063000536,9.4,7.5,34.0,49.58,21.4,-0.3,21.700000000000003,6.7,5.7,15.8,3.1,692.0,69.0,42.0,13.0,197.0,146.0,169.0,174.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1688668355518833,0.0,0.0,0.0,0.0,0.0,0.386772446612931,0.0,0.0,0.1850080155104074,0.0,0.2593527023247782,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_311,aux_corine_frac_243,aux_corine_frac_211,aux_corine_frac_124,0.177777777777778,0.266666666666667,0.155555555555556,0.0,0.244444444444444,0.155555555555556,0.488888888888889,0.0,0.0,0.222222222222222,0.0,0.088888888888889,0.0,0.0,0.755555555555556,0.0,0.0,0.0,0.0,0.244444444444444,0.0,0.0,0.0,0.0,0.755555555555556,0.0,0.333333333333333,0.0,0.0,0.0,0.0,0.311111111111111,0.066666666666667,0.311111111111111,0.622222222222222,0.266666666666667,0.0,0.0,0.0,0.0,0.333333333333333,0.0,0.0,0.533333333333333,0.444444444444444,0.422222222222222,0.533333333333333,0.0,0.133333333333333,0.622222222222222,0.2,0.266666666666667,0.0,0.0,0.333333333333333,0.0,0.0,0.0,0.0,0.0,0.2,0.177777777777778 -UKBMS_loc-0032,51.09783474659056,-1.1659580648560546,9.9,7.6,36.0,47.76,21.5,0.4,21.1,4.800000000000001,14.7,16.1,3.9,791.0,87.0,49.0,20.0,255.0,159.0,163.0,227.0,0.0,0.2348465663061442,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.054661472889487,0.3554621152048822,0.0,0.0,0.0,0.0,0.0,0.3550298455994865,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_142,aux_corine_frac_323,0.489795918367347,0.285714285714286,0.346938775510204,0.0,0.244897959183673,0.0,0.020408163265306,0.0,0.0,0.020408163265306,0.0,0.346938775510204,0.0,0.0,0.0,0.020408163265306,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.653061224489796,0.0,0.0,0.0,0.0,0.0,0.0,0.020408163265306,0.0,0.0,0.408163265306122,0.183673469387755,0.0,0.0,0.0,0.0,0.122448979591837,0.0,0.0,0.918367346938776,0.346938775510204,0.775510204081633,0.816326530612245,0.0,0.36734693877551,0.142857142857143,0.0,0.285714285714286,0.0,0.0,0.0,0.0,0.0,0.0,0.102040816326531,0.0,0.489795918367347,0.163265306122449 -UKBMS_loc-0033,50.83103180667142,-2.0510727539133753,9.7,7.7,38.0,44.9,21.1,0.9,20.200000000000003,5.2,14.0,15.6,4.3,796.0,91.0,47.0,21.0,260.0,157.0,160.0,239.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2248304328142914,0.7751695671857085,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_142,aux_corine_frac_335,aux_corine_frac_141,aux_corine_frac_331,0.333333333333333,0.111111111111111,0.177777777777778,0.0,0.2,0.0,0.066666666666667,0.0,0.0,0.022222222222222,0.0,0.088888888888889,0.0,0.0,0.777777777777778,0.155555555555556,0.066666666666667,0.0,0.0,0.155555555555556,0.0,0.0,0.0,0.0,0.666666666666667,0.0,0.0,0.0,0.0,0.0,0.0,0.111111111111111,0.0,0.155555555555556,0.666666666666667,0.288888888888889,0.0,0.0,0.0,0.0,0.177777777777778,0.0,0.0,0.444444444444444,0.577777777777778,0.244444444444444,0.755555555555556,0.0,0.111111111111111,0.8,0.2,0.377777777777778,0.0,0.0,0.177777777777778,0.0,0.177777777777778,0.0,0.0,0.0,0.266666666666667,0.244444444444444 -UKBMS_loc-0034,50.73884609243109,-1.2715454421630985,10.5,7.6,37.0,45.99,21.8,1.5,20.3,5.800000000000001,15.0,16.5,4.9,808.0,91.0,46.0,24.0,269.0,152.0,155.0,238.0,0.0,0.0987720552873511,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0179903126780665,0.5246132037828397,0.0,0.0,0.0,0.0,0.0,0.3168470408922044,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.041777387359538,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_522,aux_corine_frac_142,0.677966101694915,0.525423728813559,0.288135593220339,0.0,0.203389830508475,0.050847457627119,0.440677966101695,0.0,0.0,0.23728813559322,0.0,0.627118644067797,0.0,0.0,0.728813559322034,0.254237288135593,0.0,0.0,0.0,0.050847457627119,0.0,0.0,0.0,0.0,0.23728813559322,0.0,0.0,0.0,0.050847457627119,0.525423728813559,0.0,0.76271186440678,0.0,0.084745762711864,0.593220338983051,0.23728813559322,0.033898305084746,0.0,0.0,0.0,0.271186440677966,0.0,0.0,0.88135593220339,0.830508474576271,0.440677966101695,0.864406779661017,0.0,0.677966101694915,0.745762711864407,0.067796610169491,0.288135593220339,0.152542372881356,0.0,0.0,0.0,0.203389830508475,0.0,0.0,0.0,0.711864406779661,0.406779661016949 -UKBMS_loc-0035,51.577357134825505,-1.9653254591760216,9.4,7.4,36.0,46.54,20.700000000000003,0.3,20.4,4.5,5.6000000000000005,15.4,3.6,696.0,72.0,45.0,14.0,207.0,144.0,166.0,183.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0077395358769931,0.0,0.0,0.0,0.0,0.0,0.6231455163927755,0.0,0.0,0.0,0.0,0.0,0.0,0.3691149477302313,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_313,aux_corine_frac_211,aux_corine_frac_242,aux_corine_frac_142,0.404255319148936,0.042553191489362,0.191489361702128,0.0,0.361702127659574,0.382978723404255,0.25531914893617,0.0,0.0,0.0,0.0,0.127659574468085,0.0,0.0,0.042553191489362,0.0,0.0,0.0,0.0,0.0,0.0,0.021276595744681,0.0,0.0,0.531914893617021,0.0,0.0,0.0,0.25531914893617,0.0,0.0,0.319148936170213,0.0,0.0,0.51063829787234,0.127659574468085,0.0,0.0,0.0,0.0,0.361702127659574,0.0,0.0,0.893617021276596,0.48936170212766,0.680851063829787,0.446808510638298,0.0,0.531914893617021,0.51063829787234,0.021276595744681,0.319148936170213,0.212765957446809,0.0,0.0,0.042553191489362,0.234042553191489,0.0,0.0,0.0,0.404255319148936,0.148936170212766 -UKBMS_loc-0036,52.38596225208502,-2.361402148084204,9.0,7.2,36.0,45.29,19.8,0.2,19.6,4.2,5.5,14.9,3.4000000000000004,703.0,69.0,46.0,12.0,198.0,149.0,175.0,179.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.013747044342115,0.0,0.0,0.0,0.0,0.7520476083499663,0.018291691857913,0.2159136554500054,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_311,aux_corine_frac_313,aux_corine_frac_312,aux_corine_frac_231,aux_corine_frac_333,0.36,0.16,0.26,0.0,0.28,0.32,0.0,0.0,0.16,0.06,0.0,0.2,0.2,0.0,0.02,0.02,0.0,0.0,0.0,0.04,0.0,0.0,0.0,0.0,0.5,0.0,0.0,0.0,0.14,0.0,0.02,0.08,0.0,0.0,0.48,0.16,0.0,0.0,0.0,0.0,0.32,0.0,0.0,0.84,0.58,0.66,0.44,0.0,0.36,0.34,0.0,0.22,0.08,0.02,0.22,0.0,0.24,0.0,0.18,0.0,0.26,0.18 -UKBMS_loc-0037,53.10072397968004,0.3360799636529802,9.7,6.9,33.0,48.31,20.9,0.1,20.8,4.5,6.1000000000000005,15.9,3.5,601.0,60.0,38.0,12.0,169.0,127.0,156.0,147.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0355002977089628,0.0016676173799954,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.552456555995919,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0630113153080541,0.0,0.2585511918025669,0.0,0.0,0.0,0.0,0.0888130218045017,aux_corine_frac_322,aux_corine_frac_423,aux_corine_frac_523,aux_corine_frac_421,aux_corine_frac_142,0.472222222222222,0.527777777777778,0.138888888888889,0.0,0.333333333333333,0.0,0.388888888888889,0.0,0.0,0.305555555555556,0.0,0.166666666666667,0.0,0.0,0.555555555555556,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.305555555555556,0.0,0.0,0.0,0.0,0.055555555555555,0.0,0.472222222222222,0.0,0.0,0.611111111111111,0.0,0.0,0.0,0.0,0.0,0.083333333333333,0.0,0.0,0.75,0.388888888888889,0.388888888888889,0.444444444444444,0.0,0.25,0.666666666666667,0.0,0.25,0.0,0.083333333333333,0.0,0.0,0.305555555555556,0.0,0.194444444444444,0.0,0.555555555555556,0.416666666666667 -UKBMS_loc-0038,51.10298604198309,1.1624843127699809,9.6,6.6000000000000005,33.0,47.73,20.5,0.9,19.6,7.4,11.1,15.8,3.8,679.0,79.0,45.0,19.0,216.0,140.0,150.0,174.0,0.0,0.3547751262754147,0.0,0.0346798307226873,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4420952439668063,0.0,0.0,0.0,0.0,0.0,0.1684497990350916,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_112,aux_corine_frac_231,aux_corine_frac_122,aux_corine_frac_124,0.166666666666667,0.041666666666667,0.208333333333333,0.0,0.208333333333333,0.0,0.416666666666667,0.0,0.0,0.291666666666667,0.0,0.458333333333333,0.0,0.0,0.958333333333333,0.125,0.0,0.0,0.0,0.541666666666667,0.0,0.0,0.0,0.0,0.208333333333333,0.0,0.0,0.0,0.0,0.5,0.0,0.083333333333333,0.583333333333333,0.125,0.583333333333333,0.333333333333333,0.0,0.0,0.0,0.0,0.375,0.0,0.0,0.958333333333333,0.625,0.166666666666667,0.708333333333333,0.0,0.291666666666667,0.583333333333333,0.0,0.291666666666667,0.0,0.0,0.0,0.0,0.041666666666667,0.0,0.0,0.0,0.416666666666667,0.458333333333333 -UKBMS_loc-0039,54.19065592701243,-2.7907595641408736,8.8,7.0,36.0,45.83,19.4,0.0,19.4,6.300000000000001,10.9,14.7,3.0,1116.0,124.0,65.0,22.0,358.0,207.0,254.0,302.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.409401429494204,0.0,0.0,1.0390138921554856e-05,0.0,0.3931114458445043,0.0,0.19747673452237,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_311,aux_corine_frac_313,aux_corine_frac_243,aux_corine_frac_423,0.36,0.066666666666667,0.146666666666667,0.0,0.28,0.0,0.0,0.106666666666667,0.12,0.0,0.0,0.026666666666667,0.0,0.0,0.013333333333333,0.0,0.0,0.0,0.0,0.106666666666667,0.0,0.0,0.0,0.0,0.386666666666667,0.0,0.0,0.093333333333333,0.0,0.0,0.0,0.026666666666667,0.0,0.0,0.4,0.0,0.0,0.0,0.0,0.0,0.186666666666667,0.0,0.0,0.826666666666667,0.266666666666667,0.173333333333333,0.466666666666667,0.0,0.106666666666667,0.133333333333333,0.0,0.173333333333333,0.0,0.0,0.04,0.026666666666667,0.173333333333333,0.0,0.0,0.0,0.053333333333333,0.266666666666667 -UKBMS_loc-0040,51.304676214956466,1.018495234022573,9.8,6.9,34.0,47.95,21.0,1.0,20.0,7.4,5.9,16.1,4.0,647.0,71.0,41.0,17.0,200.0,136.0,148.0,163.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0717931208084222,0.0,0.0,0.0,0.0,0.0,0.2208303089611053,0.0,0.0,0.0,0.0,0.6326623607693601,0.0,0.0747142094611124,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_311,aux_corine_frac_231,aux_corine_frac_313,aux_corine_frac_211,aux_corine_frac_411,0.339622641509434,0.018867924528302,0.075471698113208,0.0,0.339622641509434,0.245283018867925,0.132075471698113,0.0,0.0,0.0,0.0,0.207547169811321,0.0,0.0,0.113207547169811,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.69811320754717,0.0,0.0,0.0,0.207547169811321,0.018867924528302,0.0,0.0,0.0,0.0,0.490566037735849,0.094339622641509,0.0,0.377358490566038,0.0,0.0,0.075471698113208,0.0,0.0,0.641509433962264,0.30188679245283,0.320754716981132,0.339622641509434,0.0,0.207547169811321,0.339622641509434,0.0,0.377358490566038,0.094339622641509,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.358490566037736,0.132075471698113 -UKBMS_loc-0041,51.086991445601825,-0.9377078437084212,9.3,7.6,35.0,49.1,21.3,-0.4,21.700000000000003,4.0,14.3,15.7,3.1,859.0,96.0,53.0,20.0,278.0,170.0,174.0,248.0,0.0,0.0600833926266791,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6518973514269328,0.0,0.0,0.0,0.0,0.0,0.136762926693552,0.0,0.0,0.0,0.0,0.0272518380098667,0.0,0.1240044912429693,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_313,aux_corine_frac_112,aux_corine_frac_311,0.326530612244898,0.204081632653061,0.306122448979592,0.020408163265306,0.244897959183673,0.306122448979592,0.163265306122449,0.0,0.0,0.204081632653061,0.0,0.285714285714286,0.0,0.0,0.755102040816326,0.0,0.285714285714286,0.0,0.0,0.204081632653061,0.0,0.0,0.0,0.0,0.673469387755102,0.326530612244898,0.0,0.0,0.0,0.0,0.0,0.163265306122449,0.0,0.020408163265306,0.591836734693878,0.244897959183673,0.0,0.0,0.0,0.0,0.306122448979592,0.0,0.0,0.816326530612245,0.612244897959184,0.571428571428571,0.673469387755102,0.0,0.489795918367347,0.693877551020408,0.0,0.326530612244898,0.0,0.0,0.183673469387755,0.224489795918367,0.224489795918367,0.0,0.0,0.0,0.489795918367347,0.163265306122449 -UKBMS_loc-0042,51.37044787584607,-1.8361929624136772,8.700000000000001,7.4,35.0,47.12,20.3,-0.4,20.700000000000003,3.9,5.0,14.9,2.9000000000000004,779.0,84.0,50.0,17.0,242.0,166.0,174.0,215.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3797047661820089,0.0,0.0,0.0,0.0,0.0,0.2819117117985837,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3383835220194072,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_321,aux_corine_frac_231,aux_corine_frac_335,aux_corine_frac_331,0.469387755102041,0.346938775510204,0.285714285714286,0.0,0.244897959183673,0.0,0.510204081632653,0.0,0.0,0.224489795918367,0.0,0.306122448979592,0.0,0.0,0.795918367346939,0.081632653061224,0.102040816326531,0.0,0.0,0.163265306122449,0.0,0.183673469387755,0.0,0.0,0.387755102040816,0.0,0.0,0.0,0.0,0.428571428571428,0.0,0.346938775510204,0.428571428571428,0.224489795918367,0.653061224489796,0.224489795918367,0.0,0.0,0.0,0.0,0.142857142857143,0.0,0.0,0.73469387755102,0.510204081632653,0.428571428571428,0.795918367346939,0.0,0.224489795918367,0.714285714285714,0.183673469387755,0.26530612244898,0.0,0.0,0.142857142857143,0.0,0.26530612244898,0.0,0.081632653061224,0.0,0.26530612244898,0.142857142857143 -UKBMS_loc-0043,52.20670530703435,-2.038007978408519,9.6,7.4,37.0,45.41,20.6,0.6000000000000001,20.0,4.800000000000001,6.0,15.4,3.9,650.0,64.0,41.0,12.0,178.0,137.0,170.0,161.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3813498525371828,0.0,0.0,0.0,0.0,0.0,0.4130860006862092,0.0,0.0,0.0,0.0,0.0105028429222616,0.0,0.1950613038543462,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_313,aux_corine_frac_311,aux_corine_frac_521,0.364864864864865,0.108108108108108,0.310810810810811,0.0,0.337837837837838,0.391891891891892,0.135135135135135,0.0,0.0,0.0,0.0,0.081081081081081,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.675675675675676,0.0,0.0,0.0,0.243243243243243,0.0,0.324324324324324,0.094594594594595,0.0,0.0,0.5,0.202702702702703,0.0,0.0,0.0,0.0,0.310810810810811,0.0,0.0,0.891891891891892,0.527027027027027,0.743243243243243,0.378378378378378,0.0,0.5,0.22972972972973,0.0,0.310810810810811,0.108108108108108,0.013513513513514,0.0,0.027027027027027,0.175675675675676,0.0,0.027027027027027,0.0,0.310810810810811,0.108108108108108 -UKBMS_loc-0045,52.59984133613331,-0.355173311995628,9.6,7.4,34.0,49.72,21.3,-0.3,21.6,16.0,6.0,16.0,3.3000000000000003,578.0,56.0,35.0,10.0,156.0,127.0,156.0,133.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4520588272773778,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4356820137609703,0.0161008867366079,0.0961582722250438,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_311,aux_corine_frac_313,aux_corine_frac_312,aux_corine_frac_131,0.352941176470588,0.176470588235294,0.411764705882353,0.088235294117647,0.323529411764706,0.264705882352941,0.029411764705882,0.0,0.0,0.058823529411765,0.0,0.323529411764706,0.0,0.0,0.029411764705882,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.176470588235294,0.705882352941177,0.0,0.0,0.0,0.117647058823529,0.0,0.0,0.029411764705882,0.0,0.0,0.558823529411765,0.0,0.0,0.0,0.0,0.0,0.352941176470588,0.0,0.0,0.882352941176471,0.352941176470588,0.029411764705882,0.617647058823529,0.0,0.235294117647059,0.470588235294118,0.0,0.235294117647059,0.147058823529412,0.0,0.147058823529412,0.0,0.0,0.0,0.0,0.0,0.205882352941176,0.088235294117647 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-UKBMS_loc-1893,52.14359105212315,-1.7895386116577323,9.6,7.5,36.0,45.85,20.9,0.4,20.5,4.800000000000001,6.0,15.6,3.9,618.0,61.0,39.0,12.0,169.0,129.0,163.0,152.0,0.0,0.0042408243537534,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7160651678104584,0.0,0.0,0.0,0.0,0.0,0.2796940078357882,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_122,aux_corine_frac_242,0.235294117647059,0.117647058823529,0.294117647058823,0.0,0.294117647058823,0.0,0.0,0.0,0.0,0.0,0.0,0.058823529411765,0.0,0.0,0.470588235294118,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.647058823529412,0.0,0.0,0.0,0.0,0.0,0.0,0.058823529411765,0.0,0.0,0.411764705882353,0.294117647058823,0.0,0.0,0.0,0.0,0.352941176470588,0.0,0.0,0.823529411764706,0.411764705882353,0.529411764705882,0.235294117647059,0.0,0.705882352941177,0.411764705882353,0.0,0.176470588235294,0.058823529411765,0.058823529411765,0.0,0.0,0.235294117647059,0.0,0.0,0.0,0.058823529411765,0.117647058823529 -UKBMS_loc-1895,50.38698383295274,-4.230924560747313,10.7,5.9,35.0,38.99,19.8,3.3000000000000003,16.5,7.0,11.9,15.8,6.1000000000000005,969.0,114.0,55.0,26.0,330.0,170.0,181.0,312.0,0.0,0.0123609179846771,0.0042493598943112,0.0,0.0,0.0,0.0,0.0,0.0,0.0234267528237769,0.2820357715597262,0.2352615820091262,0.0,0.0,0.0,0.0,0.0,0.0672607938054128,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0564533559384209,0.0,0.0,0.0,0.3189514659845482,0.0,aux_corine_frac_522,aux_corine_frac_142,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_423,0.222222222222222,0.222222222222222,0.111111111111111,0.0,0.37037037037037,0.407407407407407,0.0,0.0,0.0,0.0,0.0,0.148148148148148,0.0,0.0,0.0,0.037037037037037,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.111111111111111,0.0,0.37037037037037,0.0,0.0,0.518518518518518,0.148148148148148,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.703703703703704,0.407407407407407,0.148148148148148,0.666666666666667,0.0,0.259259259259259,0.259259259259259,0.0,0.074074074074074,0.0,0.037037037037037,0.0,0.0,0.0,0.0,0.0,0.0,0.444444444444444,0.333333333333333 -UKBMS_loc-1900,51.08615041727066,-3.150700275567515,8.6,6.6000000000000005,34.0,45.66,19.5,0.2,19.3,4.0,10.4,14.7,3.1,1073.0,121.0,67.0,21.0,348.0,207.0,219.0,324.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1157763652984209,0.0,0.0,0.0,0.0,0.0,0.3646714333652467,0.0,0.0,0.0,0.0,0.2542641442607181,0.0912675034550347,0.072527681783628,0.0,0.1014928718369515,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_311,aux_corine_frac_211,aux_corine_frac_322,aux_corine_frac_312,0.189189189189189,0.054054054054054,0.027027027027027,0.0,0.189189189189189,0.162162162162162,0.0,0.0,0.0,0.0,0.0,0.054054054054054,0.0,0.0,0.081081081081081,0.0,0.027027027027027,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.054054054054054,0.0,0.0,0.0,0.0,0.0,0.0,0.054054054054054,0.0,0.0,0.459459459459459,0.027027027027027,0.0,0.0,0.0,0.0,0.027027027027027,0.0,0.0,0.891891891891892,0.405405405405405,0.081081081081081,0.324324324324324,0.0,0.081081081081081,0.081081081081081,0.0,0.216216216216216,0.0,0.0,0.0,0.0,0.189189189189189,0.0,0.0,0.0,0.351351351351351,0.135135135135135 -UKBMS_loc-1903,50.61903428506488,-4.736711338672709,9.6,5.6000000000000005,32.0,43.45,19.1,1.7000000000000002,17.400000000000002,5.300000000000001,11.0,15.2,4.4,1083.0,127.0,63.0,26.0,373.0,191.0,205.0,343.0,0.0,0.1169211679015737,0.0,0.0,0.0,0.0,0.0169561497051827,0.0,0.0,0.0,0.0,0.2092140999707468,0.0,0.0,0.0,0.0,0.0,0.6569085824224967,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_112,aux_corine_frac_131,aux_corine_frac_141,0.243243243243243,0.378378378378378,0.027027027027027,0.0,0.189189189189189,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.027027027027027,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.27027027027027,0.0,0.216216216216216,0.0,0.0,0.405405405405405,0.0,0.0,0.0,0.0,0.0,0.162162162162162,0.0,0.0,0.459459459459459,0.243243243243243,0.27027027027027,0.540540540540541,0.0,0.054054054054054,0.162162162162162,0.0,0.216216216216216,0.0,0.0,0.027027027027027,0.0,0.081081081081081,0.0,0.0,0.0,0.459459459459459,0.324324324324324 -UKBMS_loc-1904,51.79736441393144,0.7321975359298805,9.6,7.2,34.0,48.69,21.0,0.1,20.9,10.3,5.9,15.9,3.5,552.0,55.0,32.0,14.0,160.0,110.0,145.0,129.0,0.0,0.0163703950360787,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6272886154827104,0.0,0.0,0.0,0.0,0.0,0.3563409894812108,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_312,aux_corine_frac_212,0.346153846153846,0.230769230769231,0.076923076923077,0.0,0.153846153846154,0.0,0.076923076923077,0.0,0.0,0.0,0.0,0.192307692307692,0.0,0.0,0.384615384615385,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.115384615384615,0.0,0.0,0.423076923076923,0.0,0.0,0.0,0.0,0.0,0.038461538461538,0.0,0.0,0.730769230769231,0.538461538461538,0.192307692307692,0.730769230769231,0.0,0.153846153846154,0.038461538461538,0.0,0.269230769230769,0.230769230769231,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.230769230769231,0.115384615384615 -UKBMS_loc-1905,55.00289983139656,-4.041840829190211,8.3,6.9,37.0,42.63,18.3,0.0,18.3,6.0,10.2,13.9,3.0,1168.0,132.0,63.0,27.0,391.0,198.0,232.0,339.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3976337747325358,0.0,0.0,0.266497555545585,0.0,0.0,0.0804528427156469,0.0,0.0,0.086120877520736,0.0,8.546850918972275e-05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1692094809763064,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_243,aux_corine_frac_512,aux_corine_frac_322,aux_corine_frac_312,0.675675675675676,0.216216216216216,0.378378378378378,0.0,0.27027027027027,0.0,0.0,0.135135135135135,0.081081081081081,0.0,0.0,0.027027027027027,0.054054054054054,0.027027027027027,0.081081081081081,0.027027027027027,0.162162162162162,0.0,0.0,0.081081081081081,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.054054054054054,0.0,0.108108108108108,0.0,0.0,0.243243243243243,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.027027027027027,0.405405405405405,0.864864864864865,0.540540540540541,0.0,0.0,0.162162162162162,0.0,0.0,0.054054054054054,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.27027027027027,0.054054054054054 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-UKBMS_loc-1908,52.44889077430173,-2.361917113815072,9.5,7.2,36.0,45.09,20.3,0.7000000000000001,19.6,4.7,6.1000000000000005,15.4,3.9,646.0,61.0,41.0,12.0,177.0,134.0,166.0,158.0,0.0,0.032474781102745,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.13283628587283,0.2025486760159935,0.0,0.0,0.0,0.0,0.0,0.5604408606135783,0.0,0.0,0.0,0.0,0.0716993963948529,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_142,aux_corine_frac_311,aux_corine_frac_112,0.5,0.5,0.333333333333333,0.0,0.333333333333333,0.166666666666667,0.277777777777778,0.0,0.0,0.055555555555555,0.0,0.111111111111111,0.0,0.0,0.111111111111111,0.0,0.0,0.0,0.0,0.111111111111111,0.0,0.0,0.0,0.0,0.333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.222222222222222,0.0,0.0,0.555555555555556,0.277777777777778,0.0,0.0,0.0,0.0,0.222222222222222,0.0,0.0,0.555555555555556,0.611111111111111,0.222222222222222,0.611111111111111,0.0,0.5,0.611111111111111,0.0,0.388888888888889,0.0,0.0,0.0,0.0,0.444444444444444,0.0,0.166666666666667,0.0,0.555555555555556,0.333333333333333 -UKBMS_loc-1909,50.856937994943685,-1.4970242743026796,10.4,7.7,37.0,45.78,21.9,1.5,20.4,5.7,14.9,16.400000000000002,4.800000000000001,773.0,86.0,44.0,23.0,254.0,148.0,152.0,226.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_322,aux_corine_frac_111,aux_corine_frac_121,aux_corine_frac_333,aux_corine_frac_332,0.058823529411765,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.823529411764706,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.235294117647059,0.0,0.0,0.470588235294118,0.0,0.0,0.0,0.058823529411765,0.0,0.0,0.352941176470588,0.0,0.0,0.0,0.0,0.0,0.235294117647059,0.0,0.0,0.117647058823529,0.352941176470588,0.0,0.294117647058823,0.470588235294118,0.0,0.058823529411765,0.0,0.411764705882353,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.235294117647059,0.235294117647059 -UKBMS_loc-1910,53.73298344211091,-1.3269232469582706,9.6,7.2,37.0,44.95,20.3,1.0,19.3,13.3,6.0,15.4,4.0,636.0,62.0,42.0,10.0,173.0,138.0,163.0,156.0,0.0,0.1400466662938203,0.0062519379218963,0.0,0.0,0.0,0.0,0.0,0.0,0.2214605420748788,0.0,0.0836815196964942,0.0,0.0,0.0,0.0,0.0,0.175327489613139,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3732318443997711,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_411,aux_corine_frac_141,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_211,0.571428571428571,0.357142857142857,0.357142857142857,0.0,0.428571428571428,0.0,0.142857142857143,0.0,0.0,0.0,0.0,0.071428571428571,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.071428571428571,0.0,0.0,0.0,0.0,0.642857142857143,0.0,0.0,0.0,0.0,0.0,0.0,0.357142857142857,0.0,0.0,0.571428571428571,0.0,0.0,0.0,0.0,0.0,0.214285714285714,0.0,0.0,0.857142857142857,0.571428571428571,0.642857142857143,0.857142857142857,0.0,0.428571428571428,0.428571428571428,0.0,0.5,0.0,0.0,0.0,0.0,0.285714285714286,0.0,0.0,0.0,0.357142857142857,0.5 -UKBMS_loc-1911,56.10202754054856,-3.874548787536712,8.5,7.2,37.0,44.46,19.1,-0.2,19.3,6.0,10.5,14.5,3.0,973.0,104.0,52.0,22.0,303.0,176.0,212.0,271.0,0.0,0.1845850404167353,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3770829200344923,0.0,0.0,0.0,0.0,0.0,0.2502918444028559,0.0,0.0,0.0,0.0,0.1358877064807993,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0521524886651171,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_311,aux_corine_frac_511,0.631578947368421,0.052631578947368,0.210526315789474,0.0,0.210526315789474,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.052631578947368,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.052631578947368,0.0,0.0,0.315789473684211,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.368421052631579,0.315789473684211,0.210526315789474,0.0,0.0,0.368421052631579,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.105263157894737,0.315789473684211 -UKBMS_loc-1912,51.11739263761209,1.2920923171080645,10.2,6.4,33.0,47.41,20.8,1.5,19.3,11.3,6.2,16.2,4.3,622.0,74.0,40.0,20.0,200.0,126.0,155.0,153.0,0.0,0.3976947682339667,0.0991661218024757,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0695797130542747,0.0,0.0,0.0,0.0,0.0,0.0928368031585551,0.0,0.0,0.0,0.0,0.159409998609259,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0724238726660252,0.0,0.0,0.0,0.0,0.1088887224754433,aux_corine_frac_112,aux_corine_frac_311,aux_corine_frac_523,aux_corine_frac_121,aux_corine_frac_231,0.285714285714286,0.0,0.357142857142857,0.0,0.428571428571428,0.0,0.0,0.0,0.0,0.285714285714286,0.0,0.428571428571428,0.0,0.0,0.857142857142857,0.0,0.714285714285714,0.0,0.0,0.285714285714286,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0,0.071428571428571,0.285714285714286,0.071428571428571,0.642857142857143,0.428571428571428,0.0,0.0,0.0,0.0,0.428571428571428,0.0,0.0,0.928571428571429,0.857142857142857,0.0,0.714285714285714,0.0,0.214285714285714,0.642857142857143,0.0,0.428571428571428,0.0,0.0,0.0,0.0,0.285714285714286,0.0,0.0,0.0,0.357142857142857,0.428571428571428 -UKBMS_loc-1918,53.26740580731013,-2.128904346132021,9.4,6.9,35.0,46.0,20.1,0.9,19.200000000000003,4.6000000000000005,5.7,15.5,3.8,930.0,95.0,62.0,14.0,273.0,197.0,226.0,245.0,0.0,0.9052573303742092,0.0726193489372596,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.022123320688531,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_112,aux_corine_frac_121,aux_corine_frac_231,aux_corine_frac_213,aux_corine_frac_223,0.368421052631579,0.289473684210526,0.342105263157895,0.0,0.131578947368421,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.026315789473684,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.394736842105263,0.0,0.0,0.0,0.0,0.026315789473684,0.0,0.131578947368421,0.0,0.0,0.421052631578947,0.0,0.0,0.0,0.0,0.0,0.026315789473684,0.0,0.0,0.263157894736842,0.157894736842105,0.236842105263158,0.526315789473684,0.0,0.289473684210526,0.157894736842105,0.0,0.236842105263158,0.026315789473684,0.0,0.0,0.0,0.131578947368421,0.0,0.0,0.0,0.210526315789474,0.184210526315789 -UKBMS_loc-1919,50.623244708922286,-2.4749407404427504,10.0,7.1000000000000005,36.0,45.31,21.1,1.4,19.700000000000003,5.7,11.4,16.0,4.7,800.0,91.0,49.0,21.0,261.0,156.0,159.0,245.0,0.0,0.5054604018272869,0.0004435078042303,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1500917093433432,0.0612353379944206,0.0,0.0,0.0,0.0,0.0,0.1822480801567185,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1005209628740003,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_112,aux_corine_frac_231,aux_corine_frac_142,aux_corine_frac_411,aux_corine_frac_211,0.384615384615385,0.153846153846154,0.307692307692308,0.0,0.192307692307692,0.0,0.0,0.0,0.0,0.0,0.0,0.346153846153846,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.384615384615385,0.0,0.0,0.0,0.0,0.0,0.0,0.076923076923077,0.0,0.0,0.192307692307692,0.0,0.0,0.0,0.0,0.0,0.115384615384615,0.0,0.0,0.961538461538462,0.346153846153846,0.192307692307692,0.461538461538462,0.0,0.307692307692308,0.230769230769231,0.0,0.269230769230769,0.0,0.0,0.0,0.0,0.115384615384615,0.0,0.0,0.0,0.423076923076923,0.153846153846154 -UKBMS_loc-1920,55.60912639500844,-6.312767235175425,8.200000000000001,5.9,36.0,37.57,16.8,0.8,16.0,6.300000000000001,9.6,13.1,3.7,1365.0,152.0,68.0,26.0,445.0,224.0,285.0,397.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1714060426729682,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8285939573270317,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_412,aux_corine_frac_231,aux_corine_frac_331,aux_corine_frac_124,aux_corine_frac_133,0.181818181818182,0.0,0.0,0.0,0.545454545454545,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.272727272727273,0.636363636363636,0.0,0.0,0.0,0.0,0.0,0.0,0.272727272727273,0.0,0.0,0.0,0.0,0.0,0.090909090909091,0.0,0.0,0.0,0.181818181818182,0.0,0.0,0.636363636363636,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.727272727272727,0.0,0.0,0.0,0.0,0.454545454545454,0.0,0.0,0.0,0.0,0.0,0.090909090909091,0.272727272727273 -UKBMS_loc-1926,51.21634500561132,-1.435853438881972,9.9,7.6,36.0,46.77,21.4,0.5,20.9,4.9,6.2,15.9,4.0,731.0,79.0,46.0,19.0,230.0,154.0,158.0,203.0,0.0,0.0498537064275586,1.6396382806601636e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0108884594437993,0.3845264560681625,0.0,0.0,0.0,0.0,0.0,0.2166833699561257,0.0,0.2598198567258845,0.0,0.0,0.0,0.0,0.0782265117401884,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_242,aux_corine_frac_231,aux_corine_frac_313,aux_corine_frac_112,0.333333333333333,0.055555555555555,0.222222222222222,0.0,0.166666666666667,0.0,0.111111111111111,0.0,0.0,0.0,0.0,0.277777777777778,0.0,0.0,0.444444444444444,0.0,0.055555555555555,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.555555555555556,0.0,0.0,0.0,0.0,0.0,0.0,0.055555555555555,0.0,0.0,0.388888888888889,0.222222222222222,0.0,0.0,0.0,0.0,0.111111111111111,0.0,0.0,0.0,0.222222222222222,0.388888888888889,0.444444444444444,0.0,0.055555555555555,0.388888888888889,0.0,0.222222222222222,0.0,0.0,0.111111111111111,0.0,0.166666666666667,0.0,0.166666666666667,0.0,0.111111111111111,0.222222222222222 -UKBMS_loc-1927,53.17447057306787,-2.861707122576369,9.4,6.800000000000001,36.0,42.95,19.4,0.7000000000000001,18.7,7.300000000000001,5.800000000000001,15.0,4.2,753.0,79.0,45.0,18.0,228.0,143.0,191.0,185.0,0.0,0.4958220198781289,0.1447809141082964,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0661667995801401,0.0,0.0,0.0,0.0,0.0,0.2932302664334346,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_112,aux_corine_frac_231,aux_corine_frac_121,aux_corine_frac_211,aux_corine_frac_241,0.166666666666667,0.25,0.333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.208333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.041666666666667,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.166666666666667,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.583333333333333,0.666666666666667,0.083333333333333,0.666666666666667,0.0,0.375,0.0,0.0,0.291666666666667,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.166666666666667,0.083333333333333 -UKBMS_loc-1930,50.079183519597976,-5.712361633181015,10.6,5.5,34.0,38.35,19.3,3.3000000000000003,16.0,6.9,14.0,15.6,6.0,1056.0,134.0,54.0,31.0,376.0,172.0,180.0,351.0,0.0,0.0188799367146905,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0471487377171676,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1058594325305603,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8281118930375815,aux_corine_frac_523,aux_corine_frac_322,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_333,0.074074074074074,0.222222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.111111111111111,0.111111111111111,0.0,0.074074074074074,0.0,0.0,0.444444444444444,0.037037037037037,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.037037037037037,0.0,0.0,0.0,0.0,0.444444444444444,0.0,0.259259259259259,0.0,0.0,0.37037037037037,0.0,0.0,0.0,0.0,0.0,0.037037037037037,0.0,0.0,0.0,0.555555555555556,0.0,0.259259259259259,0.0,0.0,0.407407407407407,0.0,0.148148148148148,0.0,0.0,0.0,0.0,0.185185185185185,0.0,0.0,0.0,0.407407407407407,0.259259259259259 -UKBMS_loc-1934,54.828992782256535,-4.219887172680139,8.5,6.800000000000001,37.0,42.56,18.4,0.2,18.2,6.300000000000001,10.4,14.1,3.3000000000000003,1080.0,122.0,59.0,26.0,362.0,184.0,220.0,304.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3570723877828545,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0620391336648215,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1332456076758214,0.0,0.0,0.0,0.2450207215549532,0.2026221493215491,aux_corine_frac_231,aux_corine_frac_522,aux_corine_frac_523,aux_corine_frac_423,aux_corine_frac_322,0.380952380952381,0.333333333333333,0.19047619047619,0.0,0.238095238095238,0.0,0.0,0.142857142857143,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.095238095238095,0.0,0.523809523809524,0.0,0.380952380952381,0.0,0.0,0.333333333333333,0.0,0.0,0.0,0.0,0.0,0.047619047619048,0.0,0.0,0.047619047619048,0.142857142857143,0.619047619047619,0.19047619047619,0.0,0.0,0.19047619047619,0.0,0.0,0.0,0.0,0.047619047619048,0.0,0.0,0.0,0.0,0.0,0.19047619047619,0.380952380952381 -UKBMS_loc-1938,53.74179738751877,-1.2964590550006632,9.6,7.2,37.0,45.06,20.3,0.9,19.4,13.3,6.0,15.4,3.9,629.0,62.0,41.0,10.0,173.0,136.0,162.0,153.0,0.0,0.0572952699024107,0.0463307973673944,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4510821489020442,0.0,0.0,0.0,0.0,0.0,0.2018629510355557,0.0,0.0,0.0,0.0,0.0039493355071455,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0127471605556678,0.0,0.0,0.0,0.0,0.0,0.2267323367297813,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_512,aux_corine_frac_231,aux_corine_frac_112,aux_corine_frac_121,0.25,0.333333333333333,0.166666666666667,0.0,0.416666666666667,0.0,0.0,0.0,0.0,0.0,0.0,0.166666666666667,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.583333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.083333333333333,0.0,0.0,0.416666666666667,0.0,0.0,0.0,0.0,0.0,0.25,0.0,0.0,1.0,0.666666666666667,0.416666666666667,0.75,0.0,0.333333333333333,0.166666666666667,0.0,0.416666666666667,0.0,0.0,0.0,0.0,0.333333333333333,0.0,0.0,0.0,0.5,0.416666666666667 -UKBMS_loc-1946,55.76927781498714,-3.8904291958639554,7.800000000000001,7.1000000000000005,37.0,43.09,18.1,-0.7000000000000001,18.8,5.4,9.6,13.5,2.5,1121.0,120.0,62.0,23.0,355.0,200.0,237.0,316.0,0.0,0.0905268356399915,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4816932314096489,0.0,0.0,0.0,0.0,0.2077332268919707,0.0,0.1429622079380657,0.0,0.0770844981203231,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_311,aux_corine_frac_313,aux_corine_frac_112,aux_corine_frac_322,0.482758620689655,0.241379310344828,0.172413793103448,0.0,0.448275862068966,0.0,0.0,0.0,0.0,0.03448275862069,0.0,0.0,0.0,0.0,0.206896551724138,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.344827586206897,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.241379310344828,0.758620689655172,0.448275862068966,0.0,0.0,0.413793103448276,0.0,0.0,0.0,0.0,0.344827586206897,0.0,0.0,0.0,0.0,0.0,0.241379310344828,0.275862068965517 -UKBMS_loc-1947,53.87376696823798,-0.9139993341314996,9.4,7.2,37.0,44.53,20.1,0.8,19.3,13.1,5.9,15.1,3.8,617.0,61.0,40.0,11.0,168.0,132.0,161.0,150.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9141171526510355,0.0,0.0,0.0,0.0,0.0,0.0638415951479595,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0220412522010048,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_411,aux_corine_frac_223,aux_corine_frac_422,0.363636363636364,0.545454545454545,0.272727272727273,0.0,0.318181818181818,0.0,0.0,0.0,0.0,0.0,0.0,0.045454545454545,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.045454545454545,0.0,0.0,0.0,0.0,0.0,0.0,0.318181818181818,0.0,0.0,0.5,0.0,0.0,0.0,0.0,0.0,0.045454545454545,0.0,0.0,0.272727272727273,0.409090909090909,0.545454545454545,0.5,0.0,0.136363636363636,0.272727272727273,0.0,0.272727272727273,0.0,0.0,0.0,0.0,0.272727272727273,0.0,0.0,0.0,0.409090909090909,0.272727272727273 -UKBMS_loc-1954,50.812734571200174,-1.7245965965737318,9.9,7.9,38.0,44.98,21.4,1.0,20.4,5.300000000000001,14.3,15.8,4.4,805.0,92.0,44.0,23.0,266.0,153.0,156.0,240.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0662182972005564,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9337817027994436,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_322,aux_corine_frac_231,aux_corine_frac_241,aux_corine_frac_323,aux_corine_frac_422,0.111111111111111,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.055555555555555,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.555555555555556,0.0,0.0,0.0,0.055555555555555,0.0,0.0,0.388888888888889,0.0,0.0,0.0,0.0,0.0,0.055555555555555,0.0,0.0,0.0,0.222222222222222,0.0,0.333333333333333,0.555555555555556,0.0,0.055555555555555,0.0,0.333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.166666666666667,0.555555555555556 -UKBMS_loc-1961,54.55889402087719,-5.597008308185214,8.700000000000001,6.6000000000000005,38.0,39.64,18.2,0.9,17.3,6.800000000000001,10.2,14.0,4.0,1049.0,107.0,65.0,19.0,318.0,201.0,245.0,283.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7338519331637099,0.0,0.0,0.0,0.0,0.0,0.0,0.090197515660033,0.0,0.1622576968019374,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0136928543743195,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_142,aux_corine_frac_242,aux_corine_frac_231,aux_corine_frac_423,aux_corine_frac_322,0.357142857142857,0.238095238095238,0.166666666666667,0.0,0.309523809523809,0.0,0.0,0.0,0.0,0.0,0.0,0.095238095238095,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.428571428571428,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.452380952380952,0.404761904761905,0.261904761904762,0.214285714285714,0.0,0.0,0.238095238095238,0.0,0.0,0.0,0.0,0.023809523809524,0.0,0.0,0.0,0.0,0.0,0.238095238095238,0.380952380952381 -UKBMS_loc-1962,50.758591375136554,-1.6540278516280584,10.1,7.800000000000001,38.0,44.77,21.4,1.3,20.1,5.6000000000000005,14.4,15.9,4.6000000000000005,802.0,91.0,44.0,24.0,267.0,151.0,154.0,239.0,0.0,0.811514868555881,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.93440559000346e-05,0.0014391181335879,0.0,0.0,0.0,0.0,0.0,0.017629509390864,0.0,0.0,0.1575442164737433,0.0,0.0,0.0,0.0118329433900237,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_112,aux_corine_frac_243,aux_corine_frac_231,aux_corine_frac_313,aux_corine_frac_211,0.153846153846154,0.0,0.153846153846154,0.0,0.0,0.0,0.076923076923077,0.0,0.0,0.0,0.0,0.038461538461538,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.115384615384615,0.0,0.0,0.0,0.0,0.0,0.0,0.115384615384615,0.0,0.0,0.423076923076923,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.807692307692308,0.307692307692308,0.230769230769231,0.384615384615385,0.0,0.0,0.384615384615385,0.0,0.230769230769231,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.230769230769231,0.115384615384615 -UKBMS_loc-1963,50.82149406596952,-1.63936739314133,10.1,7.800000000000001,38.0,44.94,21.5,1.2000000000000002,20.3,5.6000000000000005,14.4,16.0,4.7,787.0,89.0,43.0,23.0,259.0,150.0,153.0,233.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0001298206224185,0.0087994118800627,0.0703815375564307,0.920689229941088,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_322,aux_corine_frac_321,aux_corine_frac_313,aux_corine_frac_312,aux_corine_frac_324,0.117647058823529,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.058823529411765,0.0,0.0,0.882352941176471,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.294117647058823,0.0,0.0,0.470588235294118,0.0,0.0,0.0,0.0,0.0,0.0,0.529411764705882,0.0,0.0,0.0,0.0,0.0,0.117647058823529,0.0,0.0,0.0,0.352941176470588,0.0,0.294117647058823,0.529411764705882,0.117647058823529,0.0,0.0,0.352941176470588,0.0,0.0,0.058823529411765,0.0,0.0,0.0,0.0,0.0,0.176470588235294,0.294117647058823 -UKBMS_loc-1965,49.97667419958383,-5.23013741372716,9.7,5.7,34.0,39.59,18.7,2.4000000000000004,16.3,5.9,13.3,15.0,5.0,1084.0,143.0,56.0,32.0,392.0,176.0,183.0,366.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0039321235285718,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6309814076016713,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3650864688697569,aux_corine_frac_322,aux_corine_frac_523,aux_corine_frac_231,aux_corine_frac_244,aux_corine_frac_124,0.023809523809524,0.071428571428571,0.023809523809524,0.0,0.0,0.0,0.0,0.0,0.095238095238095,0.0,0.0,0.023809523809524,0.0,0.0,0.404761904761905,0.119047619047619,0.0,0.0,0.0,0.047619047619048,0.0,0.023809523809524,0.0,0.0,0.0,0.0,0.0,0.166666666666667,0.0,0.142857142857143,0.0,0.19047619047619,0.0,0.0,0.595238095238095,0.0,0.0,0.0,0.0,0.0,0.047619047619048,0.0,0.0,0.595238095238095,0.357142857142857,0.023809523809524,0.285714285714286,0.0,0.0,0.571428571428571,0.0,0.452380952380952,0.0,0.0,0.095238095238095,0.0,0.095238095238095,0.0,0.0,0.0,0.119047619047619,0.119047619047619 -UKBMS_loc-1970,53.023323131545304,-1.4125667057219713,9.4,7.300000000000001,35.0,48.4,21.0,0.2,20.8,4.3,5.800000000000001,15.8,3.4000000000000004,740.0,73.0,53.0,9.0,209.0,167.0,183.0,194.0,0.0,0.0195006753662522,0.180789138682206,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0826534593876959,0.0,0.0,0.0,0.0,0.0,0.7170567265638458,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_121,aux_corine_frac_211,aux_corine_frac_112,aux_corine_frac_221,0.452380952380952,0.285714285714286,0.285714285714286,0.0,0.261904761904762,0.0,0.095238095238095,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.547619047619048,0.023809523809524,0.0,0.0,0.0,0.166666666666667,0.0,0.0,0.0,0.0,0.333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.047619047619048,0.0,0.0,0.333333333333333,0.0,0.0,0.0,0.0,0.0,0.309523809523809,0.0,0.0,0.166666666666667,0.523809523809524,0.261904761904762,0.619047619047619,0.0,0.071428571428571,0.666666666666667,0.0,0.238095238095238,0.0,0.0,0.0,0.0,0.261904761904762,0.0,0.047619047619048,0.023809523809524,0.047619047619048,0.047619047619048 -UKBMS_loc-1972,57.11341848995621,-2.1089484091341086,8.3,7.1000000000000005,39.0,40.01,18.1,0.0,18.1,6.300000000000001,5.1000000000000005,13.6,3.4000000000000004,758.0,76.0,51.0,15.0,222.0,155.0,187.0,192.0,0.0,0.4507889367651784,0.052917693581834,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2795725049212734,0.0071226414614543,0.0,0.0,0.0,0.0,0.0,0.0316847618309999,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1737706842789671,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0041427771602926,0.0,0.0,0.0,0.0,aux_corine_frac_112,aux_corine_frac_142,aux_corine_frac_322,aux_corine_frac_121,aux_corine_frac_231,0.488372093023256,0.465116279069767,0.093023255813953,0.0,0.255813953488372,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.209302325581395,0.0,0.0,0.255813953488372,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.116279069767442,0.13953488372093,0.581395348837209,0.093023255813953,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.232558139534884,0.232558139534884 -UKBMS_loc-1973,51.667172995038726,0.5218794394664404,9.9,7.4,35.0,48.39,21.5,0.4,21.1,7.2,6.300000000000001,16.2,3.9,571.0,56.0,34.0,13.0,164.0,117.0,145.0,138.0,0.0,0.0,0.0876902502706489,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.680695026428071,0.0,0.0,0.0,0.0,0.0,0.0875605935171623,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1440541297841177,0.0,0.0,0.0,aux_corine_frac_211,aux_corine_frac_512,aux_corine_frac_121,aux_corine_frac_231,aux_corine_frac_511,0.434782608695652,0.195652173913043,0.239130434782609,0.0,0.326086956521739,0.0,0.108695652173913,0.0,0.0,0.0,0.0,0.347826086956522,0.0,0.0,0.130434782608696,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08695652173913,0.0,0.0,0.0,0.0,0.0,0.0,0.043478260869565,0.0,0.0,0.58695652173913,0.021739130434783,0.0,0.0,0.0,0.0,0.217391304347826,0.0,0.0,0.130434782608696,0.304347826086956,0.58695652173913,0.782608695652174,0.0,0.130434782608696,0.478260869565217,0.0,0.326086956521739,0.0,0.0,0.0,0.0,0.152173913043478,0.0,0.065217391304348,0.0,0.08695652173913,0.195652173913043 -UKBMS_loc-1983,52.44952009570445,0.5221983045565208,9.5,7.4,34.0,48.05,20.8,-0.4,21.200000000000003,15.7,6.0,15.7,3.3000000000000003,554.0,53.0,33.0,12.0,155.0,115.0,155.0,123.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0009895634490821,0.0,0.0,0.0,0.0,0.0,0.6838851484358135,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3151252881151043,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_411,aux_corine_frac_211,aux_corine_frac_333,aux_corine_frac_511,0.48,0.64,0.04,0.0,0.32,0.0,0.12,0.0,0.0,0.04,0.0,0.16,0.0,0.0,0.16,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.04,0.0,0.0,0.0,0.0,0.0,0.0,0.16,0.0,0.0,0.36,0.0,0.0,0.0,0.0,0.0,0.12,0.0,0.0,0.12,0.92,0.04,0.64,0.0,0.4,0.04,0.0,0.4,0.0,0.0,0.0,0.0,0.36,0.0,0.04,0.0,0.64,0.28 -UKBMS_loc-1984,55.83522322834458,-4.692152920361145,7.1000000000000005,6.7,36.0,43.32,17.2,-1.3,18.5,2.6,9.1,12.9,1.8,1643.0,191.0,90.0,27.0,545.0,274.0,322.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1218448747506362,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0297762453087264,0.5804313196137217,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2679475603269155,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_322,aux_corine_frac_412,aux_corine_frac_142,aux_corine_frac_321,aux_corine_frac_124,0.371428571428571,0.257142857142857,0.257142857142857,0.0,0.4,0.0,0.0,0.0,0.028571428571429,0.171428571428571,0.0,0.0,0.0,0.0,0.257142857142857,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2,0.771428571428571,0.085714285714286,0.0,0.0,0.085714285714286,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.114285714285714,0.114285714285714 -UKBMS_loc-1995,51.80108009278026,-1.50110160679578,9.6,7.5,35.0,46.68,20.9,0.0,20.9,7.1000000000000005,6.0,15.6,3.7,609.0,63.0,34.0,16.0,177.0,119.0,156.0,146.0,0.0,0.0183924475808537,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4113301615829886,0.0,0.0,0.0,0.0,0.0,0.5702773908361577,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_112,aux_corine_frac_212,aux_corine_frac_222,0.204081632653061,0.469387755102041,0.306122448979592,0.0,0.183673469387755,0.0,0.0,0.0,0.0,0.0,0.0,0.102040816326531,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.428571428571428,0.0,0.0,0.0,0.0,0.0,0.0,0.102040816326531,0.0,0.0,0.306122448979592,0.020408163265306,0.0,0.0,0.0,0.0,0.285714285714286,0.0,0.0,0.285714285714286,0.551020408163265,0.163265306122449,0.673469387755102,0.0,0.163265306122449,0.142857142857143,0.0,0.244897959183673,0.0,0.0,0.0,0.0,0.020408163265306,0.0,0.0,0.0,0.142857142857143,0.061224489795918 -UKBMS_loc-1999,52.819104846805864,1.2263599591734349,10.4,6.4,31.0,49.43,21.4,1.0,20.4,7.6,6.800000000000001,16.8,4.3,637.0,66.0,42.0,13.0,182.0,133.0,164.0,158.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3810101726597419,0.3239610019293607,0.0,0.0,0.0,0.0,0.0,0.249229640959108,0.0,0.0,0.0,0.0,0.0457991844517892,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_142,aux_corine_frac_211,aux_corine_frac_231,aux_corine_frac_311,aux_corine_frac_321,0.125,0.075,0.1,0.0,0.3,0.0,0.0,0.0,0.0,0.0,0.0,0.05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.075,0.0,0.0,0.0,0.025,0.0,0.0,0.0,0.0,0.0,0.45,0.0,0.0,0.0,0.0,0.0,0.05,0.0,0.0,0.375,0.325,0.025,0.5,0.0,0.05,0.0,0.0,0.15,0.0,0.0,0.0,0.0,0.025,0.0,0.0,0.0,0.25,0.15 -UKBMS_loc-2007,56.05688374301363,-3.888418193179003,8.1,7.2,37.0,44.2,18.6,-0.5,19.1,5.7,10.1,14.0,2.7,1043.0,111.0,57.0,22.0,327.0,187.0,223.0,294.0,0.0,0.0518546377497997,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3486833169453752,0.0,0.0,0.0,0.0,0.0,0.3800578829188852,0.0,0.0,0.0,0.0,0.207822773170446,0.0115813892154938,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,aux_corine_frac_231,aux_corine_frac_211,aux_corine_frac_311,aux_corine_frac_112,aux_corine_frac_312,0.361111111111111,0.277777777777778,0.25,0.0,0.222222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.166666666666667,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.194444444444444,0.361111111111111,0.638888888888889,0.0,0.027777777777778,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.138888888888889,0.222222222222222 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diff --git a/notebooks/04-TvdP_generate-caption-templates.ipynb b/notebooks/04-TvdP_generate-caption-templates.ipynb new file mode 100644 index 0000000..b5c90f1 --- /dev/null +++ b/notebooks/04-TvdP_generate-caption-templates.ipynb @@ -0,0 +1,77 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "0", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "import sys\n", + "\n", + "sys.path.append(\"../\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1", + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import src.data_preprocessing.caption_generation as cg\n", + "import src.data_preprocessing.create_aux_data as cad\n", + "import src.data_preprocessing.data_utils as du\n", + "import src.data_preprocessing.gee_utils as gu\n", + "from src.data.base_caption_builder import BaseCaptionBuilder, DummyCaptionBuilder\n", + "from src.data.base_datamodule import BaseDataModule\n", + "from src.data.butterfly_caption_builder import ButterflyCaptionBuilder\n", + "from src.data.butterfly_dataset import ButterflyDataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2", + "metadata": {}, + "outputs": [], + "source": [ + "# tmp = cg.generate_captions(n=20, seed=0, save_path=os.path.join(os.environ['DATA_DIR'], 's2bms/caption_templates'))\n", + "tmp = cg.generate_captions(\n", + " n=50,\n", + " seed=0,\n", + " save_path=os.path.join(os.environ[\"PROJECT_ROOT\"], \"data/s2bms/caption_templates\"),\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aether", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/06-TvdP-inference-language-alignment.ipynb b/notebooks/06-TvdP-inference-language-alignment.ipynb new file mode 100644 index 0000000..4c4ab73 --- /dev/null +++ b/notebooks/06-TvdP-inference-language-alignment.ipynb @@ -0,0 +1,307 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "0", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "import sys\n", + "\n", + "sys.path.append(\"../\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import src.data_preprocessing.caption_generation as cg\n", + "import src.data_preprocessing.create_aux_data as cad\n", + "import src.data_preprocessing.data_utils as du\n", + "import src.data_preprocessing.gee_utils as gu\n", + "from src.data.base_caption_builder import BaseCaptionBuilder, DummyCaptionBuilder\n", + "from src.data.base_datamodule import BaseDataModule\n", + "from src.data.butterfly_caption_builder import ButterflyCaptionBuilder\n", + "from src.data.butterfly_dataset import ButterflyDataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2", + "metadata": {}, + "outputs": [], + "source": [ + "# Load data\n", + "\n", + "BD = ButterflyDataset(\n", + " modalities={\n", + " \"coords\": None,\n", + " \"s2\": {\"size\": 256, \"format\": \"tif\", \"channels\": \"4c\", \"preprocessing\": \"none\"},\n", + " },\n", + " data_dir=os.path.join(os.environ[\"DATA_DIR\"]),\n", + " use_aux_data=True,\n", + ")\n", + "BD.setup()\n", + "\n", + "BCB = ButterflyCaptionBuilder(\n", + " data_dir=os.path.join(os.environ[\"DATA_DIR\"], \"s2bms\"),\n", + " templates_fname=\"v4.json\",\n", + " seed=42,\n", + ")\n", + "\n", + "BM = BaseDataModule(\n", + " dataset=BD,\n", + " batch_size=320,\n", + " split_mode=\"from_file\",\n", + " saved_split_file_name=os.path.join(\n", + " os.environ[\"DATA_DIR\"], \"s2bms\", \"splits/split_indices_s2bms_2024-08-14-1459.pth\"\n", + " ),\n", + " caption_builder=BCB,\n", + ")\n", + "\n", + "batch = next(iter(BM.test_dataloader()))\n", + "batch[\"eo\"][\"s2\"].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3", + "metadata": {}, + "outputs": [], + "source": [ + "batch[\"text\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4", + "metadata": {}, + "outputs": [], + "source": [ + "# load model\n", + "import torch\n", + "\n", + "ckpt_path = \"../logs/train/runs/2026-02-10_14-09-12/checkpoints/\"\n", + "assert os.path.exists(ckpt_path), f\"Checkpoint path {ckpt_path} does not exist.\"\n", + "name_model = [x for x in os.listdir(ckpt_path) if x.startswith(\"epoch_\")][0]\n", + "ckpt_file = os.path.join(ckpt_path, name_model)\n", + "print(f\"Loading model from checkpoint: {ckpt_file}\")\n", + "ckpt = torch.load(ckpt_file, map_location=\"cpu\", weights_only=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5", + "metadata": {}, + "outputs": [], + "source": [ + "ckpt[\"state_dict\"].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6", + "metadata": {}, + "outputs": [], + "source": [ + "from src.models.components.eo_encoders.cnn_encoder import CNNEncoder\n", + "from src.models.components.eo_encoders.geoclip import GeoClipCoordinateEncoder\n", + "from src.models.components.loss_fns.bce_loss import BCELoss\n", + "from src.models.components.loss_fns.clip_loss import ClipLoss\n", + "from src.models.components.pred_heads.mlp_pred_head import MLPPredictionHead\n", + "from src.models.components.text_encoders.clip_text_encoder import ClipTextEncoder\n", + "from src.models.predictive_model import PredictiveModel\n", + "from src.models.text_alignment_model import TextAlignmentModel\n", + "\n", + "model = TextAlignmentModel(\n", + " eo_encoder=GeoClipCoordinateEncoder(),\n", + " text_encoder=ClipTextEncoder(),\n", + " trainable_modules=[],\n", + " optimizer=torch.optim.Adam,\n", + " scheduler=torch.optim.lr_scheduler.ReduceLROnPlateau,\n", + " loss_fn=ClipLoss,\n", + " num_classes=62,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7", + "metadata": {}, + "outputs": [], + "source": [ + "model.load_state_dict(ckpt[\"state_dict\"], strict=False)\n", + "# model.eval()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8", + "metadata": {}, + "outputs": [], + "source": [ + "tmp = model.forward(batch, mode=\"val\")\n", + "tmp[0].shape, tmp[1].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.imshow(np.dot(tmp[0].numpy(), tmp[1].numpy().T), vmin=-1, vmax=1, cmap=\"coolwarm\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10", + "metadata": {}, + "outputs": [], + "source": [ + "import torch.nn.functional as F\n", + "\n", + "\n", + "def embed_text(model, txt):\n", + " with torch.no_grad():\n", + " text_tokens = model.processor(text=txt, return_tensors=\"pt\", padding=True)\n", + " device = next(model.model.parameters()).device\n", + " text_tokens = {k: v.to(device) for k, v in text_tokens.items()}\n", + "\n", + " text_embeds = model.model.get_text_features(**text_tokens)\n", + "\n", + " # Project\n", + " if model.projector is not None:\n", + " text_embeds = model.projector(text_embeds)\n", + "\n", + " if model.extra_projector is not None:\n", + " text_embeds = model.extra_projector(text_embeds)\n", + "\n", + " if model.output_normalization == \"l2\":\n", + " text_embeds = F.normalize(text_embeds, p=2, dim=-1)\n", + " return text_embeds.detach().cpu().numpy()\n", + "\n", + "\n", + "eo_feats = tmp[0].detach().cpu().numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11", + "metadata": {}, + "outputs": [], + "source": [ + "# txt = 'This is a coastal area with a beach, ocean, and the sea.'\n", + "txt = \"This is a very wooded area with a forest and many trees.\"\n", + "# txt = 'This is an urban area with many buildings and roads, and few trees.'\n", + "# txt = 'This is a very fragmented landscape with a mix of urban areas, forests, and agricultural fields.'\n", + "feat = embed_text(model.text_encoder, txt)\n", + "\n", + "cosine_sim = np.dot(eo_feats, feat.T).squeeze()\n", + "# plt.bar(np.arange(len(cosine_sim)), cosine_sim)\n", + "\n", + "fig, ax = plt.subplots(6, 6, figsize=(20, 20))\n", + "n_ims = len(cosine_sim)\n", + "n_plots = min(n_ims, 36)\n", + "skip_factor = max(1, n_ims // n_plots)\n", + "# inds_plot = np.argsort(cosine_sim)[::skip_factor][:n_plots]\n", + "# inds_plot = np.argsort(cosine_sim)[-n_plots:]\n", + "#\n", + "# show a mix of high and low similarity examples\n", + "inds_plot = (\n", + " np.argsort(cosine_sim)[: n_plots // 2].tolist()\n", + " + np.argsort(cosine_sim)[-n_plots // 2 :].tolist()\n", + ")\n", + "ax = ax.flatten()\n", + "for i, ind in enumerate(inds_plot):\n", + " ax[i].imshow(batch[\"eo\"][\"s2\"][ind].permute(1, 2, 0).numpy())\n", + " ax[i].set_title(f\"Cosine sim: {cosine_sim[ind]:.2f}\")\n", + " ax[i].axis(\"off\")\n", + "\n", + "fig.suptitle(f\"Query: '{txt}'\", fontsize=16)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12", + "metadata": {}, + "outputs": [], + "source": [ + "txt_list = [\n", + " \"This is a coastal area with a beach, ocean, and the sea.\",\n", + " \"This is a very wooded area with a forest and many trees.\",\n", + " \"This is an urban area with many buildings and roads, and few trees.\",\n", + " \"This is a very biodiverse landscape with birds, butterflies, and many different types of vegetation.\",\n", + " # 'This is a very fragmented landscape with a mix of urban, forest, field, crops, bare, beach, and roads.'\n", + "]\n", + "\n", + "fig, ax = plt.subplots(2, len(txt_list) // 2, figsize=(10, 10))\n", + "ax = ax.flatten()\n", + "for i, txt in enumerate(txt_list):\n", + " feat = embed_text(model.text_encoder, txt)\n", + "\n", + " cosine_sim = np.dot(eo_feats, feat.T).squeeze()\n", + " ind = np.argsort(cosine_sim)[-1]\n", + "\n", + " ax[i].imshow(batch[\"eo\"][\"s2\"][ind].permute(1, 2, 0).numpy())\n", + " txt_print = txt[:40] + \"\\n\" + txt[40:] if len(txt) > 40 else txt\n", + " ax[i].set_title(f\"Cosine sim: {cosine_sim[ind]:.2f}\\n{txt_print}\")\n", + " ax[i].axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13", + "metadata": {}, + "outputs": [], + "source": [ + "batch[\"target\"][ind]" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aether", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/data/butterfly_caption_builder.py b/src/data/butterfly_caption_builder.py index 7e9d131..444b483 100644 --- a/src/data/butterfly_caption_builder.py +++ b/src/data/butterfly_caption_builder.py @@ -100,7 +100,7 @@ def _build_from_template( self, template_idx: int, row: List[Any], - convert_corine_perc: bool = False, + convert_corine_perc: bool = True, ) -> str: """Create caption from template and row of auxiliary data.""" template = self.templates[template_idx] @@ -108,7 +108,12 @@ def _build_from_template( replacements = {} for token in tokens: if "aux_corine_frac" in token and "top" in token: - values_dict_top = self.column_to_metadata_map[token] + try: + values_dict_top = self.column_to_metadata_map[token] + except KeyError: + raise KeyError( + f"Token {token} not found in column_to_metadata_map {self.column_to_metadata_map}. Check if the token in the template matches the column names in the dataset." + ) idx_top = values_dict_top["id"] referral_token = row[ idx_top diff --git a/src/data_preprocessing/caption_generation.py b/src/data_preprocessing/caption_generation.py new file mode 100644 index 0000000..8e3a468 --- /dev/null +++ b/src/data_preprocessing/caption_generation.py @@ -0,0 +1,273 @@ +import itertools +import json +import os +import random + +import src.data_preprocessing.data_utils as du + +# ------------------------- +# 1. Variable pools +# ------------------------- + +BIOCLIM = [f"" for i in range(1, 20)] + +POP = [ + "", + "", +] + +ROADS = [ + "", + "", +] + +CORINE_LOW = [ + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", +] + +CORINE_MID = [ + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", + "", +] + +CORINE_HIGH = [f"" for i in range(1, 6)] + +CORINE_HIGH_TOP = [f"" for i in range(1, 4)] + +CORINE_MID_TOP = [f"" for i in range(1, 4)] + +CORINE_LOW_TOP = [f"" for i in range(1, 6)] + +# ------------------------- +# 2. Language pools +# ------------------------- + +ENTITIES = [ + "location", + "area", + "region", + "site", + "zone", + "landscape", + "territory", + "geographical area", + "place", + "environment", + "setting", + "locale", + "patch", + "habitat", + "ecosystem", + "habitat region", + "satellite image", + "overhead view", + "earth observation image", + "geospatial area", +] + +ENTITY_TEMPLATES = [ + "{E}", + # "This {E}", + # "A {E}", + # "The {E}", +] + +LC_TEMPLATES = [ + "with {LC}", + "dominated by {LC}", + "characterised by {LC}", + "where {LC} is prevalent", +] + +CONTEXT_TEMPLATES_ONE = [ + "with {V1}", + "under {V1} conditions", + "influenced by {V1}", + "showing {V1}", +] + +CONTEXT_TEMPLATES_TWO = [ + "with {V1} and {V2}", + "under {V1} and {V2} conditions", + "influenced by {V1} and {V2}", + "showing {V1} and {V2}", +] + +CONTEXT_TEMPLATES_THREE = [ + "with {V1}, {V2} and {V3}", + "under {V1}, {V2} and {V3} conditions", + "influenced by {V1}, {V2} and {V3}", + "showing {V1}, {V2} and {V3}", +] + + +# ------------------------- +# 3. Functions +# ------------------------- + + +def pick_entity(): + """Picks a random entity and template.""" + e = random.choice(ENTITIES) + return random.choice(ENTITY_TEMPLATES).format(E=e) + + +def pick_landcover(): + """Picks a random landcover description style and variables.""" + style = random.choice(["dominant", "mixed", "hierarchical", "transition", "mosaic"]) + + if style == "dominant": + return random.choice( + [ + f"dominated by {CORINE_LOW_TOP[0]}", + f"characterised by {random.choice(CORINE_MID_TOP[:2])}", + f"of {CORINE_HIGH_TOP[0]}", + ] + ) + + elif style == "mixed": + return random.choice( + [ + f"of {CORINE_LOW_TOP[0]}, with {CORINE_LOW_TOP[1]}", + f"of {CORINE_MID_TOP[0]}, alongside {CORINE_MID_TOP[1]}", + f"of {CORINE_HIGH_TOP[0]}, with areas of {CORINE_HIGH_TOP[1]}", + ] + ) + + elif style == "hierarchical": + return random.choice( + [ + # broad system → group → specific + f"of {CORINE_HIGH_TOP[0]} landscapes, especially {CORINE_MID_TOP[0]}", + f"of {CORINE_MID_TOP[0]} areas containing {CORINE_LOW_TOP[0]}", + f"of {CORINE_LOW_TOP[0]} within a broader {CORINE_MID_TOP[0]} context", + ] + ) + + elif style == "transition": + return random.choice( + [ + f"with a transition between {CORINE_MID_TOP[0]} and {CORINE_MID_TOP[1]}", + f"with an interface of {CORINE_HIGH_TOP[0]} and {CORINE_HIGH_TOP[1]}", + f"ecotonal between {CORINE_LOW_TOP[0]} and {CORINE_LOW_TOP[1]}", + ] + ) + + elif style == "mosaic": + return random.choice( + [ + f"with a mosaic of {CORINE_LOW_TOP[0]}, {CORINE_LOW_TOP[1]} and {CORINE_LOW_TOP[2]}", + f"with a patchwork of {CORINE_MID_TOP[0]}, {CORINE_MID_TOP[1]} and {CORINE_MID_TOP[2]}", + f"with a heterogeneous mix of {CORINE_HIGH_TOP[0]}, {CORINE_HIGH_TOP[1]} and {CORINE_HIGH_TOP[2]}", + ] + ) + + +def get_context_template(k): + """Picks a random context template based on the number of variables k.""" + if k == 1: + return random.choice(CONTEXT_TEMPLATES_ONE) + elif k == 2: + return random.choice(CONTEXT_TEMPLATES_TWO) + else: + return random.choice(CONTEXT_TEMPLATES_THREE) + + +def pick_context(): + """Picks a random context description style and variables.""" + pool = BIOCLIM + POP + ROADS + k = random.choice([1, 2, 3]) + vars_ = random.sample(pool, k=k) + tmpl = get_context_template(k) + # print(get_context_template(k), tmpl) + if k == 1: + return tmpl.format(V1=vars_[0]) + elif k == 2: + return tmpl.format(V1=vars_[0], V2=vars_[1]) + else: + return tmpl.format(V1=vars_[0], V2=vars_[1], V3=vars_[2]) + + +def generate_captions(n=1000, seed=42, save_path=None): + """Generates n captions by randomly sampling from the variable and template pools.""" + random.seed(seed) + captions = set() + + while len(captions) < n: + cap = f"{pick_entity()} {pick_landcover()}, {pick_context()}." + captions.add(cap) + + if save_path is not None: + assert os.path.isdir(save_path), f"save_path must be a directory, got {save_path}" + existing_versions = [ + int(f.split(".")[0].lstrip("v")) + for f in os.listdir(save_path) + if f.startswith("v") and f.endswith(".json") + ] + version = max(existing_versions + [-1]) + 1 + with open(os.path.join(save_path, f"v{version}.json"), "w") as f: + json.dump(list(captions), f, indent=4) + print(f"Saved {len(captions)} captions to {os.path.join(save_path, f'v{version}.json')}") + return list(captions) + + +if __name__ == "__main__": + caps = generate_captions(20) + for c in caps: + print(c)