cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15261629
title: Sahel mappings for cropped and fallowed fields

description: This dataset have four files. c2019.tif and f2019.tif are the cropped and fallowed fields maps for the study area. The validation_info.gpkg contains the reference and prediction for 1472 validation points for the mapping of cropped and fallowed fields in the Sahel. It also has a column of 'id', which can be related to the corresponding 1km chips of NICFI images (2019-Jun-Nov) in NICFI_chips.zip.

 

More info comes later.
DOI: 10.5281/zenodo.15261630
title: Sahel mappings for cropped and fallowed fields

description: This dataset have four files. c2019.tif and f2019.tif are the cropped and fallowed fields maps for the study area. The validation_info.gpkg contains the reference and prediction for 1472 validation points for the mapping of cropped and fallowed fields in the Sahel. It also has a column of 'id', which can be related to the corresponding 1km chips of NICFI images (2019-Jun-Nov) in NICFI_chips.zip.

 

More info comes later.
DOI: 10.15468/dl.3fmb6c
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-89.24481 37.72779,-89.24202 37.72779,-89.24202 37.72936,-89.24479 37.72934,-89.24481 37.72779))",
 "OccurrenceStatus is Present",
 "Year is 2023"
 ]
}

 The dataset includes 87 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010191-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28826624
title: Figure 2 Ratio of disparity tuning map

description: All data from Figure 2 for the map, contours, fits, receptive locations for all cells.
DOI: 10.6084/m9.figshare.28826633.v1
title: Figure 3 Preferred disparity map

description: Map and contour data for Figure 3 data for preferred disparity
DOI: 10.6084/m9.figshare.28826633
title: Figure 3 Preferred disparity map

description: Map and contour data for Figure 3 data for preferred disparity
DOI: 10.15468/dl.z7w8e3
title: Occurrence Download

description: A dataset containing 46354951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 46354951 records from 1576 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010157-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbef2a
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum colebrookeanum Wall.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010192-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jw8s3c
title: Occurrence Download

description: A dataset containing 755 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena schuhi LaBerge, 1980"
 ]
}

 The dataset includes 755 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010193-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfkez8
title: Occurrence Download

description: A dataset containing 7505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pterois volitans (Linnaeus, 1758)"
 ]
}

 The dataset includes 7505 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010194-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7tkcf
title: Occurrence Download

description: A dataset containing 193291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Continent derived from coordinates, The taxon ID was not used in backbone matching)",
 "Year 2025-2025"
 ]
}

 The dataset includes 193291 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010182-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28842995
title: Table S3 - GN treatment DEGs.xlsx

description: single cell RNA sequencing data of mouse ovary with and without gonadotropin stimulation
DOI: 10.15468/dl.h2c6ta
title: Occurrence Download

description: A dataset containing 8860 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythrina crista-galli L."
 ]
}

 The dataset includes 8860 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010196-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e87nvu
title: Occurrence Download

description: A dataset containing 15365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Depth is greater than or equal to 0.0m",
 "Geometry POLYGON((-59.1486 -62.44761,-57.51493 -62.44761,-57.51493 -61.77404,-59.1486 -61.77404,-59.1486 -62.44761))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15365 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001340-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hkw3n
title: Occurrence Download

description: A dataset containing 6297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Helianthus petiolaris Nutt."
 ]
}

 The dataset includes 6297 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001339-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16646515
title: TABLE 3 in Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China

description: TABLE 3. Individual measurements of Trichromadora spheribulba sp. nov. (in µm except for ratios). Abbreviations: a, ratio of body length to maximum body diameter; b, ratio of body length to pharynx length; c, ratio of body length to tail length; c’, ratio of tail length to cloacal or anus body diameter; V%, position of vulva from anterior end expressed as a percentage of total body length; -, no data.
CharactersHolotypeParatypesParatypesmalemales (n = 2)females (n = 3)Total body length11061299±50 (1263–1334)1210±112 (1081–1281)Maximum body diameter3034±0.7 (33–34)31±3 (28–34)Body diameter at cephalic setae1618±0 (18–18)16±2 (15–18)Length of cephalic setae1312±0 (12–12)13±1 (13–13)Length of subcephalic setae1110±1 (10–11)11±1 (11–11)Buccal cavity depth98±1 (8–9)9±1 (8–9)Diameter of amphidial fovea67±1 (6–7)6±1 (5–7)Amphidial fovea from anterior33±1 (2–3)3±1 (2–3)Body diameter at amphidial fovea1516±0 (16–16)14±1 (13–14)Nerve ring from anterior end7379±1 (78–80)77±5 (72–81)Body diameter at nerve ring2327±3 (25–29)24±1 (23–25)Pharynx length129144±3 (142–146)146±2 (145–148)Pharynx bulb length2827±1 (27–28)26±2 (24–28)Body diameter at the base of pharynx2431±1 (30–31)26±1 (25–27)Cloacal/anal body diameter2527±1 (26–27)19±1 (18–20)Spicules length along arc3637±3 (35–39)-Gubernaculum apophyses length2426±1 (25–26)-Vulva from anterior end--450±43 (422–500)Body diameter at vulva--31±4 (28–35)V%--54.9±1.0 (53.9–55.8)Precloacal supplements77±0 (7–7)-Tail length144164±13 (155–173)156±16 (138–169)a71.665.3±6.8 (60.5–70.1)52.1±4.0 (48.8–56.5)b8.27.8±0.3 (7.6–8.0)8.1±0.7 (7.4–8.7)c9.79.0±0.5 (8.6–9.3)8.7±0.4 (8.4–9.2)c’7.47.6±0.4 (7.3–7.9)7.9±0.4 (7.6–8.3)
description: Published as part of Lv, Yanwei, Yu, Huiying & Wang, Mengna, 2025, Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China, pp. 388 in Zootaxa 5653 (3) on page 388, DOI: 10.11646/zootaxa.5653.3.5, http://zenodo.org/record/15821730
DOI: 10.5281/zenodo.16646514
title: TABLE 3 in Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China

description: TABLE 3. Individual measurements of Trichromadora spheribulba sp. nov. (in µm except for ratios). Abbreviations: a, ratio of body length to maximum body diameter; b, ratio of body length to pharynx length; c, ratio of body length to tail length; c’, ratio of tail length to cloacal or anus body diameter; V%, position of vulva from anterior end expressed as a percentage of total body length; -, no data.
CharactersHolotypeParatypesParatypesmalemales (n = 2)females (n = 3)Total body length11061299±50 (1263–1334)1210±112 (1081–1281)Maximum body diameter3034±0.7 (33–34)31±3 (28–34)Body diameter at cephalic setae1618±0 (18–18)16±2 (15–18)Length of cephalic setae1312±0 (12–12)13±1 (13–13)Length of subcephalic setae1110±1 (10–11)11±1 (11–11)Buccal cavity depth98±1 (8–9)9±1 (8–9)Diameter of amphidial fovea67±1 (6–7)6±1 (5–7)Amphidial fovea from anterior33±1 (2–3)3±1 (2–3)Body diameter at amphidial fovea1516±0 (16–16)14±1 (13–14)Nerve ring from anterior end7379±1 (78–80)77±5 (72–81)Body diameter at nerve ring2327±3 (25–29)24±1 (23–25)Pharynx length129144±3 (142–146)146±2 (145–148)Pharynx bulb length2827±1 (27–28)26±2 (24–28)Body diameter at the base of pharynx2431±1 (30–31)26±1 (25–27)Cloacal/anal body diameter2527±1 (26–27)19±1 (18–20)Spicules length along arc3637±3 (35–39)-Gubernaculum apophyses length2426±1 (25–26)-Vulva from anterior end--450±43 (422–500)Body diameter at vulva--31±4 (28–35)V%--54.9±1.0 (53.9–55.8)Precloacal supplements77±0 (7–7)-Tail length144164±13 (155–173)156±16 (138–169)a71.665.3±6.8 (60.5–70.1)52.1±4.0 (48.8–56.5)b8.27.8±0.3 (7.6–8.0)8.1±0.7 (7.4–8.7)c9.79.0±0.5 (8.6–9.3)8.7±0.4 (8.4–9.2)c’7.47.6±0.4 (7.3–7.9)7.9±0.4 (7.6–8.3)
description: Published as part of Lv, Yanwei, Yu, Huiying & Wang, Mengna, 2025, Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China, pp. 388 in Zootaxa 5653 (3) on page 388, DOI: 10.11646/zootaxa.5653.3.5, http://zenodo.org/record/15821730
DOI: 10.5281/zenodo.16646518
title: TABLE 4 in Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China

description: TABLE 4. Morphometric characteristics of valid species of the genus Trichromadora Kreis, 1929. *The value was obtained by measurements in the figure and description; the dash means the data are absent; L, body length in µm; CS, cephalic setae length in µm; c.b.d., corresponding body diameter; Amp, amphidial fovea diameter/ corresponding body diameter (%); Pharynx, pharynx length in µm; Spicules, spicule length in µm, Gubernaculum, gubernacular length in µm, Precloacal supplement, the number of precloacal supplement, Tail, tail length in µm.
CharactersT. ariminiensisT. brachyuraSpecies T. longicaudataT. spheribulba sp. nov.L770–890600897–10811081–1334a27–343044.5–52.248.8–71.6b5–6.75.588.5–10.67.4–8.7c7.2–13.811.53.6–6.68.4–9.7CS122.644–512–14Amp-50.0 c.b.d.-35.7–50.0Pharynx129–159*108102–119129–148Spicules2717.617–2235–39Gubernaculum apophyses20-10–1124–26Precloacal supplements5457Tail56–120*52164–293*138–173ReferenceGerlach, 1953Schuurmans Stekhoven, 1950Keris, 1929Data by the present author
description: Published as part of Lv, Yanwei, Yu, Huiying & Wang, Mengna, 2025, Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China, pp. 391 in Zootaxa 5653 (3) on page 391, DOI: 10.11646/zootaxa.5653.3.5, http://zenodo.org/record/15821730
DOI: 10.5281/zenodo.16646519
title: TABLE 4 in Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China

description: TABLE 4. Morphometric characteristics of valid species of the genus Trichromadora Kreis, 1929. *The value was obtained by measurements in the figure and description; the dash means the data are absent; L, body length in µm; CS, cephalic setae length in µm; c.b.d., corresponding body diameter; Amp, amphidial fovea diameter/ corresponding body diameter (%); Pharynx, pharynx length in µm; Spicules, spicule length in µm, Gubernaculum, gubernacular length in µm, Precloacal supplement, the number of precloacal supplement, Tail, tail length in µm.
CharactersT. ariminiensisT. brachyuraSpecies T. longicaudataT. spheribulba sp. nov.L770–890600897–10811081–1334a27–343044.5–52.248.8–71.6b5–6.75.588.5–10.67.4–8.7c7.2–13.811.53.6–6.68.4–9.7CS122.644–512–14Amp-50.0 c.b.d.-35.7–50.0Pharynx129–159*108102–119129–148Spicules2717.617–2235–39Gubernaculum apophyses20-10–1124–26Precloacal supplements5457Tail56–120*52164–293*138–173ReferenceGerlach, 1953Schuurmans Stekhoven, 1950Keris, 1929Data by the present author
description: Published as part of Lv, Yanwei, Yu, Huiying & Wang, Mengna, 2025, Two new nematode species: Axonolaimus rushanensis sp. nov. (Axonolaimidae) and Trichromadora spheribulba sp. nov. (Chromadoridae) from the Yellow Sea, China, pp. 391 in Zootaxa 5653 (3) on page 391, DOI: 10.11646/zootaxa.5653.3.5, http://zenodo.org/record/15821730
DOI: 10.15468/dl.ng867j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Vanellus tricolor)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081345-250717081556266/datasets/export for details.
DOI: 10.6084/m9.figshare.19410896
title: Butterflies of the Indian Himalaya along with Nepal and Bhutan

description: Butterflies of the Indian Himalaya along with Nepal and Bhutan
DOI: 10.15468/dl.ff2a6f
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ruditapes philippinarum",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082463-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nv8rq
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Azadirachta indica",
 "Country is Nicaragua",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082464-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4k4gns
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Kobus leche)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082466-250717081556266/datasets/export for details.
DOI: 10.15468/dl.u9zmqc
title: Occurrence Download

description: A dataset containing 6313552 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 6313552 records from 1485 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195356-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29865587
title: <b>Text Pre</b>-<b>processing Techniques for the Fulfulde Language using NLTK.</b>

description: These are the data for testing the Fulfulde Text Preprocessing Technique (TPTF) using NLTK.
DOI: 10.15468/dl.33qsr5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Drymophila ferruginea)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029289-250802193616735/datasets/export for details.
DOI: 10.6084/m9.figshare.29865587.v1
title: <b>Text Pre</b>-<b>processing Techniques for the Fulfulde Language using NLTK.</b>

description: These are the data for testing the Fulfulde Text Preprocessing Technique (TPTF) using NLTK.
DOI: 10.15468/dl.9rn2kw
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Norway",
 "Month is August",
 "StateProvince is Innlandet",
 "Year 1899-1899"
 ]
}

 The dataset includes 290 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029288-250802193616735/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/12710803
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.u4uwst
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Drymophila ferruginea)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029290-250802193616735/datasets/export for details.
DOI: 10.15468/dl.kqye47
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Labracinus melanotaenia"
 ]
}

 The dataset includes 36 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029291-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16107742
title: OMG-Octo Atypical: A refinement of the original OMG-Octo database to incorporate atypical mitoses

description: In this study, we pre-trained our model on the MIDOG 2025 atypical mitoses database (AMi-Br: 832 atypical and 2,888 normal mitotic figures and MIDOG-Atypical (1748 atypical and 10191 normal mitoses), From this model, we inferred to find atypical mitoses within our OMG-Octo dataset and found 10678 potential candidates. Dedicated pathologists reviewed 3024 of them (1378 atypical, 394 apoptotic,  379 normal MF,  399 Noise and 462 Unsure). The results are uploaded here under a CC BY.0 NC ND 4.0 International License. 

Publications and upates will follow.
DOI: 10.5281/zenodo.16780587
title: OMG-Octo Atypical: A refinement of the original OMG-Octo database to incorporate atypical mitoses

description: In this study, we pre-trained our model on the MIDOG 2025 atypical mitoses database (AMi-Br: 832 atypical and 2,888 normal mitotic figures and MIDOG-Atypical (1748 atypical and 10191 normal mitoses), From this model, we inferred to find atypical mitoses within our OMG-Octo dataset and found 10678 potential candidates. Dedicated pathologists reviewed 3024 of them (1378 atypical, 394 apoptotic,  379 normal MF,  399 Noise and 462 Unsure). The results are uploaded here under a CC BY.0 NC ND 4.0 International License. 

Publications and upates will follow.
DOI: 10.15468/dl.g6rxdt
title: Occurrence Download

description: A dataset containing 9460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporophila schistacea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9460 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029293-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.