cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vjc8mw
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Meriania Sw.",
 "Year 2002-2002"
 ]
}

 The dataset includes 455 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230199-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfr6vq
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus ilex L."
 ]
}

 The dataset includes 565 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229655-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y36zjk
title: Occurrence Download

description: A dataset containing 296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunia alba (Lindl.) Rchb.f.",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 296 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262555-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112033647
title: Cuneiform Tablet 1913.14.1675, Spurlock 1913.14.1675

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1675; CDLI P421526 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Pale Yellowish Pink (5YR 8.5/1.5) Moderate Yellowish Pink (5YR 7.5/3.5) ❧ [Physical Object Note:] 10.2 x 6.6 x 2.9 cm (217 g)
DOI: 10.15468/dl.5d5wyq
title: Occurrence Download

description: A dataset containing 1899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mikania banisteriae DC."
 ]
}

 The dataset includes 1899 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040864-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvg2mm
title: Occurrence Download

description: A dataset containing 867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centrophorus granulosus (Bloch & Schneider, 1801)",
 "Year 1950-2000"
 ]
}

 The dataset includes 867 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247970-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkkfrx
title: Occurrence Download

description: A dataset containing 1561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-300.0",
 "TaxonKey is one of (Crotalus cerastes Hallowell, 1854, Crotalus tigris Kennicott In Baird, 1859, Crotalus lepidus Kennicott, 1861, Crotalus pricei Van Denburgh, 1895, Crotalus cerberus (Coues, 1875), Crotalus tigris Kennicott, 1859, Crotalus willardi Meek, 1905, Crotalus armstrongi Campbell, 1979)",
 "Year 1980-2023"
 ]
}

 The dataset includes 1561 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252135-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112033649
title: Cuneiform Tablet 1913.14.1673, Spurlock 1913.14.1673

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1673; CDLI P421524 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Light Brown (5YR 6.5/4) Dark Gray (N 3.75/ 10.4% R) ❧ [Physical Object Note:] 5.9 x 4.3 x 2.6 cm (60 g)
DOI: 10.15468/dl.eb6jr3
title: Occurrence Download

description: A dataset containing 1324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-109.50727 11.4014,-89.17097 11.4014,-89.17097 27.99769,-100.97526 27.66898,-102.02654 21.85925,-103.02249 23.32552,-103.10549 27.8073,-109.50727 27.99769,-109.50727 11.4014))",
 "TaxonKey is Quercus magnoliifolia Née"
 ]
}

 The dataset includes 1324 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262556-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n46ufx
title: Occurrence Download

description: A dataset containing 6550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 6550 records from 231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143302-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112033785
title: Cuneiform Tablet 1913.14.1675, Spurlock 1913.14.1675

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1675; CDLI P421526 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Pale Yellowish Pink (5YR 8.5/1.5) Moderate Yellowish Pink (5YR 7.5/3.5) ❧ [Physical Object Note:] 10.2 x 6.6 x 2.9 cm (217 g)
DOI: 10.15468/dl.6h8rk6
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens auricoma Baill."
 ]
}

 The dataset includes 111 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252147-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7amk8g
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calcarius mccownii (Lawrence, 1851)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1960",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 53 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0392311-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxhb8r
title: Occurrence Download

description: A dataset containing 1786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates yavapaiensis (Platz & Frost, 1984)"
 ]
}

 The dataset includes 1786 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143314-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8637528
title: Michelin Guide Restaurants
DOI: 10.25549/inscriptifact-ouc112031554
title: Cuneiform Tablet 1913.14.1531, Spurlock 1913.14.1531

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1531; CDLI P421383 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8/2) -body Light Reddish Brown (2.5YR 5/4) -reddish speckles ❧ [Physical Object Note:] 3.1 x 2.2 x 1.6 cm (10 g)
DOI: 10.15468/dl.9mzbux
title: Occurrence Download

description: A dataset containing 7707384 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erithacus rubecula (Linnaeus, 1758)"
 ]
}

 The dataset includes 7707384 records from 4549 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066507-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15133837
title: Table 1 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 1. Number of images per species, sex and image perspective
ViewFemalesMalesDorsalHead_lateralBothDorsalHead_lateralBothP. bocagei168171167210214210P. carbonelli969595108108108P. guadarramae494949636363P. hispanicus313131414141P. liolepis716565736969P. lusitanicus767676989998P. Ʋaucheri s.l.495149616161P. Ʋaucheri s.s.206233202216241215P. Ʋirescens186186185205205205TOTAL932957919107511011070
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 187 in Zoological Journal of the Linnean Society 198 (1) on page 187, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.25582/data.2024-04.3082110/2546473
title: Data for EMSL Project 51287 from April 2024
DOI: 10.5281/zenodo.15133838
title: Table 2 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 2. Evaluation of the three tested architectures in the four datasets for the two-class experiment. Models with the highest accuracy are highlighted in bold
SexViewMetric*Inception V3ResNet 50Inception ResNetV2Combined predictionsMalesDorsalAccuracy0.9350.9220.9480.955AUC0.9760.9820.9840.982F1 Pboc0.9510.9410.9620.967F1 Plus0.9050.8870.9190.930Head lateralAccuracy0.9260.9290.9360.930AUC0.9720.9750.9840.976F1 Pboc0.9460.9470.9530.949F1 Plus0.8820.8950.8890.885FemalesDorsalAccuracy0.8730.9060.9050.943AUC0.9310.9650.9700.970F1 Pboc0.9050.9300.9290.948F1 Plus0.8100.8570.8590.908Head lateralAccuracy0.9350.9190.9270.911AUC0.9620.9590.9760.972F1 Pboc0.9530.9410.9470.937F1 Plus0.8970.870.8720.847
*AUC refers to the area under the ROC curve. Podarcis bocagei was the positive class. F1, harmonic mean of precision and recall; Pboc, Podarcis bocagei; Plus, Podarcis lusitanicus.
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 189 in Zoological Journal of the Linnean Society 198 (1) on page 189, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.5281/zenodo.15133839
title: Table 2 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 2. Evaluation of the three tested architectures in the four datasets for the two-class experiment. Models with the highest accuracy are highlighted in bold
SexViewMetric*Inception V3ResNet 50Inception ResNetV2Combined predictionsMalesDorsalAccuracy0.9350.9220.9480.955AUC0.9760.9820.9840.982F1 Pboc0.9510.9410.9620.967F1 Plus0.9050.8870.9190.930Head lateralAccuracy0.9260.9290.9360.930AUC0.9720.9750.9840.976F1 Pboc0.9460.9470.9530.949F1 Plus0.8820.8950.8890.885FemalesDorsalAccuracy0.8730.9060.9050.943AUC0.9310.9650.9700.970F1 Pboc0.9050.9300.9290.948F1 Plus0.8100.8570.8590.908Head lateralAccuracy0.9350.9190.9270.911AUC0.9620.9590.9760.972F1 Pboc0.9530.9410.9470.937F1 Plus0.8970.870.8720.847
*AUC refers to the area under the ROC curve. Podarcis bocagei was the positive class. F1, harmonic mean of precision and recall; Pboc, Podarcis bocagei; Plus, Podarcis lusitanicus.
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 189 in Zoological Journal of the Linnean Society 198 (1) on page 189, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.15468/dl.k9ms52
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eretmocerus mundus Mercet, 1931",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005594-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15133840
title: Table 3 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 3. Classification success of the six-model ensembles for the two-class experiments
MalesFemalesAccuracyAUCF1PrecisionRecallAccuracyAUCF1PrecisionRecallAverage/global0.9710.9970.9660.9700.9620.9590.9920.9520.9520.952P. bocagei0.9790.9720.9860.9700.9700.970P. lusitanicus0.9530.9680.9390.9340.9340.934
AUC was calculated assuming P. bocagei as the positive case; F1, precision and recall were macro-averaged.
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 190 in Zoological Journal of the Linnean Society 198 (1) on page 190, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.5281/zenodo.15133841
title: Table 3 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 3. Classification success of the six-model ensembles for the two-class experiments
MalesFemalesAccuracyAUCF1PrecisionRecallAccuracyAUCF1PrecisionRecallAverage/global0.9710.9970.9660.9700.9620.9590.9920.9520.9520.952P. bocagei0.9790.9720.9860.9700.9700.970P. lusitanicus0.9530.9680.9390.9340.9340.934
AUC was calculated assuming P. bocagei as the positive case; F1, precision and recall were macro-averaged.
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 190 in Zoological Journal of the Linnean Society 198 (1) on page 190, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.25582/data.2024-04.3082119/2546474
title: Data for EMSL Project 51287 from April 2024
DOI: 10.5281/zenodo.15133842
title: Table 4 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 4. Evaluation of the three tested architectures and their combined predictions in the four datasets for the nineclass experiment. Models with the highest accuracy are highlighted in bold
SexViewMetricInception V3ResNet 50Inception ResNetV2Combined predictionsMalesDorsalAccuracy0.8490.8320.8530.886F1 macro0.8260.8060.8290.866Head lateralAccuracy0.8320.8400.8280.876F1 macro0.8110.8170.8070.854FemalesDorsalAccuracy0.7990.7830.8190.854F1 macro0.7720.7580.7930.827Head lateralAccuracy0.7830.7630.8040.830F1 macro0.7440.7270.7750.802
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 192 in Zoological Journal of the Linnean Society 198 (1) on page 192, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.5281/zenodo.15133843
title: Table 4 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 4. Evaluation of the three tested architectures and their combined predictions in the four datasets for the nineclass experiment. Models with the highest accuracy are highlighted in bold
SexViewMetricInception V3ResNet 50Inception ResNetV2Combined predictionsMalesDorsalAccuracy0.8490.8320.8530.886F1 macro0.8260.8060.8290.866Head lateralAccuracy0.8320.8400.8280.876F1 macro0.8110.8170.8070.854FemalesDorsalAccuracy0.7990.7830.8190.854F1 macro0.7720.7580.7930.827Head lateralAccuracy0.7830.7630.8040.830F1 macro0.7440.7270.7750.802
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 192 in Zoological Journal of the Linnean Society 198 (1) on page 192, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.25582/data.2024-04.3082122/2546475
title: Data for EMSL Project 51287 from April 2024
DOI: 10.5281/zenodo.15133844
title: Table 5 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 5. Classification success of the six-model ensembles for the nine-class experiment
MalesFemalesAccuracyF1PrecisionRecallAccuracyF1PrecisionRecallAverage/global0.9350.9230.9400.9100.9120.8940.9180.877P. bocagei0.9650.9580.9710.9440.9250.964P. carbonelli0.9861.0000.9720.9430.9290.958P. guadarramae0.8840.8640.9050.8660.8750.857P. hispanicus0.8830.9440.8290.8520.8670.839P. liolepis0.8290.9440.7390.7930.9570.677P. lusitanicus0.9110.9350.8880.8630.9520.789P. Ʋaucheri s.l.0.9831.0000.9670.9360.9780.898P. Ʋaucheri s.s.0.9450.9240.9670.9340.9230.946P. Ʋirescens0.9200.8900.9510.9110.8610.968
F1, harmonic mean of precision and recall.
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 193 in Zoological Journal of the Linnean Society 198 (1) on page 193, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.5281/zenodo.15133845
title: Table 5 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 5. Classification success of the six-model ensembles for the nine-class experiment
MalesFemalesAccuracyF1PrecisionRecallAccuracyF1PrecisionRecallAverage/global0.9350.9230.9400.9100.9120.8940.9180.877P. bocagei0.9650.9580.9710.9440.9250.964P. carbonelli0.9861.0000.9720.9430.9290.958P. guadarramae0.8840.8640.9050.8660.8750.857P. hispanicus0.8830.9440.8290.8520.8670.839P. liolepis0.8290.9440.7390.7930.9570.677P. lusitanicus0.9110.9350.8880.8630.9520.789P. Ʋaucheri s.l.0.9831.0000.9670.9360.9780.898P. Ʋaucheri s.s.0.9450.9240.9670.9340.9230.946P. Ʋirescens0.9200.8900.9510.9110.8610.968
F1, harmonic mean of precision and recall.
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 193 in Zoological Journal of the Linnean Society 198 (1) on page 193, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780
DOI: 10.5281/zenodo.15133847
title: Table 6 in Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study

description: Table 6. Summary of Grad-CAM results for each class (males)
P. bocageiHighly variable (no clear pattern). All portions of the dorsal views were equally used. In head images the area around the eye, the top of the head, the snout and the throat were all used in similar proportions.P. carbonelliVariable for both views. Snout and middle of the dorsum used in dorsal view. Top of the head most frequently (but not strictly) used in lateral view.P. guadarramaeWhole body used for dorsal view (but variable); either throat (most common) or ear region used in head lateral views.P. hispanicusVariable. Anterior portion of snout used more frequently than in other species for both dorsal and head lateral views.P. liolepisHighly variable. Whole body used in most dorsal images, area around the eye and throat used in head lateral views, but other patterns common.P. lusitanicusHighly variable. All parts of the dorsum used (but frequently the most posterior part); area around the ear frequently used in head lateral images.P. tunesiacusHighly variable. Dorsal area near the insertion of the posterior limbs used more frequently than in other species; different regions of the head used, often simultaneously.P. ƲaucheriHighly variable. Different regions of dorsum (from head to the posterior region) used in dorsal images, all portions of the head, but most frequently the throat, used in lateral images.P. ƲirescensHighly variable. All parts of both images used. Head and anterior part of the dorsum more used than in other species.
description: Published as part of Pinho, Catarina, Kaliontzopoulou, Antigoni, Ferreira, Carlos A & Gama, João, 2023, Identification of morphologically cryptic species with computer vision models: wall lizards (Squamata: Lacertidae: Podarcis) as a case study, pp. 195 in Zoological Journal of the Linnean Society 198 (1) on page 195, DOI: 10.1093/zoolinnean/zlac087, http://zenodo.org/record/7926780