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

description: A dataset containing 6582 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 Hyphantria cunea (Drury, 1773)",
 "Year 1992-2022"
 ]
}

 The dataset includes 6582 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103972-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111155582
title: Ritual?, religious?, KTU 4.275

description: [Text or Publication Number Note:] KTU 4.275, KTU2 4.275, KTU3 4.275, CTU 4.275, CAT 4.275 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧
DOI: 10.15468/dl.dem3fv
title: Occurrence Download

description: A dataset containing 29919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Specimen, Occurrence evidence)",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84)",
 "OccurrenceStatus is Present",
 "TaxonKey is Cydalima perspectalis (Walker, 1859)"
 ]
}

 The dataset includes 29919 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061188-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111155502
title: Ritual?, religious?, KTU 4.275

description: [Text or Publication Number Note:] KTU 4.275, KTU2 4.275, KTU3 4.275, CTU 4.275, CAT 4.275 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧
DOI: 10.15468/dl.esrjkq
title: Occurrence Download

description: A dataset containing 6255475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-11600.0",
 "Geometry POLYGON((-124.535 32.531,-114.131 32.531,-114.131 42.01,-124.535 42.01,-124.535 32.531))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6255475 records from 597 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0390821-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmufpg
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oenothera grandis (Britton) Rydb.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 241 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011463-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15059360
title: Labeling Human Embryo Time-Lapse Videos: A Dataset Refinement Approach
title: Rotulando Vídeos Time-Lapse de Embriões Humanos: Uma Abordagem para Refinamento de Conjunto de Dados

description: Introduction

This dataset contains microscopic images of human embryos captured through time-lapse videos. It is an evolution of the dataset originally created from the study published by Gomez Tristan, et al. However, unlike the original study, this dataset focuses exclusively on zygotes—the initial stage of cellular maturation, between fertilization and the first cleavage. The original dataset consists of seven layers of images, each representing a microscopic focal plane of the same embryo. This multidimensional approach allows for a more precise visualization of cellular details, making it highly relevant for dataset creation. However, working with multiple layers is not the most accessible format for most computer vision technologies. Additionally, although the original dataset includes temporal markings for each stage, it does not provide object localization within the images. Therefore, this dataset enhances the previous version by providing annotations for the position of key morphological features of the zygote stage: pronuclei, polar bodies, vacuoles, and cytoplasmic granules. Furthermore, it reduces the structural complexity of the original dataset, adapting the images into a more accessible format compatible with approaches using up to three channels (RGB).

Class:

To zygote_non_zygote_classification:



Class 0: zygote

Class 1: non zygote


To zygote_artefacts_detection:



Class 0: pronucleus

Class 1: cytoplasmic granules

Class 2: polar body

Class 3: vacuole


Preprocessing:



Center Layer: Only the F0 layer.

Three Layers: An RGB imagen using F+15, F0 and F-15.

Full Flattened: A flattened image created using Focus Stacking with all layers.


Division

dataset/│├─ images/│  ├─ zygote_artefacts_detection/│  │  ├─ center_layer/ [test, train, val]│  │  ├─ full_flatted/ [test, train, val]│  │  └─ three_layers/ [test, train, val]│  ││  └─ zygote_non_zygote_classification/│     ├─ center_layer/ [test, train, val]│     ├─ full_flatted/ [test, train, val]│     └─ three_layers/ [test, train, val]│└─ labels/   ├─ zygote_artefacts_detection/ [test, train, val]   └─ zygote_non_zygote_classification/ [test, train, val]

 

Counting and dividing data






 


Images



Labels



Cellular Structures





 

Pronucleus

 



granules



polar body



vacuole





Train



6501



75%



12063



6180



13819



2523



110





Validation



1657



19%



3273



1227



2718



1032



30





Test



510



6%



579



432



947



99



34





Total



8668



100%



15915



7839



17484



3654



174








 






 


Images



Zygote labels



Non-zygote labels



Cellular Structures





Train



8562



71%



3516



5046



489





Validation



1809



15%



787



1022



100





Test



1628



14%



692



936



100





Total



11999



100%



4.995



7.004



689
DOI: 10.5281/zenodo.15059361
title: Labeling Human Embryo Time-Lapse Videos: A Dataset Refinement Approach
title: Rotulando Vídeos Time-Lapse de Embriões Humanos: Uma Abordagem para Refinamento de Conjunto de Dados

description: Introduction

This dataset contains microscopic images of human embryos captured through time-lapse videos. It is an evolution of the dataset originally created from the study published by Gomez Tristan, et al. However, unlike the original study, this dataset focuses exclusively on zygotes—the initial stage of cellular maturation, between fertilization and the first cleavage. The original dataset consists of seven layers of images, each representing a microscopic focal plane of the same embryo. This multidimensional approach allows for a more precise visualization of cellular details, making it highly relevant for dataset creation. However, working with multiple layers is not the most accessible format for most computer vision technologies. Additionally, although the original dataset includes temporal markings for each stage, it does not provide object localization within the images. Therefore, this dataset enhances the previous version by providing annotations for the position of key morphological features of the zygote stage: pronuclei, polar bodies, vacuoles, and cytoplasmic granules. Furthermore, it reduces the structural complexity of the original dataset, adapting the images into a more accessible format compatible with approaches using up to three channels (RGB).

Class:

To zygote_non_zygote_classification:



Class 0: zygote

Class 1: non zygote


To zygote_artefacts_detection:



Class 0: pronucleus

Class 1: cytoplasmic granules

Class 2: polar body

Class 3: vacuole


Preprocessing:



Center Layer: Only the F0 layer.

Three Layers: An RGB imagen using F+15, F0 and F-15.

Full Flattened: A flattened image created using Focus Stacking with all layers.


Division

dataset/│├─ images/│  ├─ zygote_artefacts_detection/│  │  ├─ center_layer/ [test, train, val]│  │  ├─ full_flatted/ [test, train, val]│  │  └─ three_layers/ [test, train, val]│  ││  └─ zygote_non_zygote_classification/│     ├─ center_layer/ [test, train, val]│     ├─ full_flatted/ [test, train, val]│     └─ three_layers/ [test, train, val]│└─ labels/   ├─ zygote_artefacts_detection/ [test, train, val]   └─ zygote_non_zygote_classification/ [test, train, val]

 

Counting and dividing data






 


Images



Labels



Cellular Structures





 

Pronucleus

 



granules



polar body



vacuole





Train



6501



75%



12063



6180



13819



2523



110





Validation



1657



19%



3273



1227



2718



1032



30





Test



510



6%



579



432



947



99



34





Total



8668



100%



15915



7839



17484



3654



174








 






 


Images



Zygote labels



Non-zygote labels



Cellular Structures





Train



8562



71%



3516



5046



489





Validation



1809



15%



787



1022



100





Test



1628



14%



692



936



100





Total



11999



100%



4.995



7.004



689
DOI: 10.15468/dl.3tc3r4
title: Occurrence Download

description: A dataset containing 165852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vitales)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 165852 records from 1351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011442-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbw8dt
title: Occurrence Download

description: A dataset containing 51216 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Circaea alpina L."
 ]
}

 The dataset includes 51216 records from 704 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005432-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-ouc1899087
title: Disposition summaries - City Attorney's Office, 1988

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.ater1k
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nereis caudata",
 "Country is Italy"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001762-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.877asb
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Asparagopsis taxiformis (Delile) Trevis."
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165104-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38302
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.vycnbj
title: Occurrence Download

description: A dataset containing 2860 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abudefduf saxatilis (Linnaeus, 1758)"
 ]
}

 The dataset includes 2860 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001762-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6snyp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium filifolium Iranshahr"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165087-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-ouc1899103
title: Disposition summaries - City Attorney's Office, 1988

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-38098
title: Disposition analysis. Duplication sorts (1986-1990), 1991

description: Reports and analysis for Christopher Commission dispositions by category - duplication sorts - output for claim vs disposition matrix - reports re LAPD force, disposition result of cases, amount paid, etc. (1986-1990), 1991 June 7-8. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.3k8gyj
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "TaxonKey is Protospermophilus Gazin, 1930"
 ]
}

 The dataset includes 891 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165101-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tjgbe
title: Occurrence Download

description: A dataset containing 39178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Carex foetida All.",
 "TaxonKey is Carex sylvatica Huds.",
 "TaxonKey is Carex acuta L.",
 "TaxonKey is Carex acutiformis Ehrh.",
 "TaxonKey is Carex diandra Schrank",
 "TaxonKey is Carex pyrenaica Wahlenb.",
 "TaxonKey is Carex laevigata Sm.",
 "TaxonKey is Carex rupestris All.",
 "TaxonKey is Carex cespitosa L.",
 "TaxonKey is Carex canariensis Kük.",
 "TaxonKey is Carex frigida All.",
 "TaxonKey is Carex elata All.",
 "TaxonKey is Carex brevicollis DC.",
 "TaxonKey is Carex brachystachys Schrank",
 "TaxonKey is Carex nigra (L.) Reichard",
 "TaxonKey is Carex disticha Huds.",
 "TaxonKey is Carex caudata (Kük.) Pereda & Laínz",
 "TaxonKey is Carex alba Scop.",
 "TaxonKey is Carex furva Webb",
 "TaxonKey is Carex limosa L.",
 "TaxonKey is Carex pilulifera L.",
 "TaxonKey is Carex rostrata Stokes",
 "TaxonKey is Carex echinata Murray",
 "TaxonKey is Carex digitata L.",
 "TaxonKey is Carex remota L.",
 "TaxonKey is Carex malato-belizii Raymond",
 "TaxonKey is Carex davalliana Sm.",
 "TaxonKey is Carex lasiocarpa Ehrh.",
 "TaxonKey is Carex austroalpina Bech.",
 "TaxonKey is Carex ferruginea subsp. tenax (Christ) K.Richt.",
 "TaxonKey is Carex hostiana DC.",
 "TaxonKey is Carex umbrosa subsp. huetiana (Boiss.) Soó",
 "TaxonKey is Carex hordeistichos Vill.",
 "TaxonKey is Carex capillaris L.",
 "TaxonKey is Eriophorum angustifolium Honck.",
 "TaxonKey is Eriophorum vaginatum L.",
 "TaxonKey is Eriophorum latifolium Hoppe",
 "TaxonKey is Cladium mariscus (L.) Pohl",
 "TaxonKey is Chamaerops humilis L.",
 "TaxonKey is Colchicum autumnale L."
 ]
 }
 ]
}

 The dataset includes 39178 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001762-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38070
title: Disposition analysis. Duplication sorts (1986-1990), 1991

description: Reports and analysis for Christopher Commission dispositions by category - duplication sorts - output for claim vs disposition matrix - reports re LAPD force, disposition result of cases, amount paid, etc. (1986-1990), 1991 June 7-8. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.cq2ifo
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petunia mantiqueirensis T.Ando & Hashim."
 ]
}

 The dataset includes 34 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001762-170822121629195/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk7qz8
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Myoporum montanum R.Br."
 ]
}

 The dataset includes 36 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165099-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38105
title: Disposition analysis. Duplication sorts (1986-1990), 1991

description: Reports and analysis for Christopher Commission dispositions by category - duplication sorts - output for claim vs disposition matrix - reports re LAPD force, disposition result of cases, amount paid, etc. (1986-1990), 1991 June 7-8. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.inhnhm
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anas cyanoptera tropica Snyder & Lumsden, 1951"
 ]
}

 The dataset includes 34 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001763-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y95r4n
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((45.241953495423786 39.2938745534948,49.241953495423786 39.2938745534948,49.241953495423786 43.2938745534948,45.241953495423786 43.2938745534948,45.241953495423786 39.2938745534948))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Allium denudatum Redouté"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165110-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-34818
title: Disposition summaries - City Attorney's Office, 1990

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1990. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-38100
title: Disposition analysis. Duplication sorts (1986-1990), 1991

description: Reports and analysis for Christopher Commission dispositions by category - duplication sorts - output for claim vs disposition matrix - reports re LAPD force, disposition result of cases, amount paid, etc. (1986-1990), 1991 June 7-8. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.