cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18258959
title: Croton lachnostephanus Baill. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.5s8s2z
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eurya glandulosa glandulosa"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012180-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9tk4v
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Paeonia coriacea"
 ]
}

 The dataset includes 457 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012182-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18258974
title: Croton lanatus L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18258975
title: Croton lanatus L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.8sdr3y
title: Occurrence Download

description: A dataset containing 84610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oecetis",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 84610 records from 360 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012105-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.baqa8k
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.60498 5.59393,-70.88474 5.59393,-70.88474 8.68070,-78.60498 8.68070,-78.60498 5.59393))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alouatta seniculus"
 ]
}

 The dataset includes 792 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012184-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3k2n3
title: Occurrence Download

description: A dataset containing 104686 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rutilus rutilus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 1994"
 ]
}

 The dataset includes 104686 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012139-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15488/19421
title: Supporting data for "Optical formation of ultracold NaK2 ground state molecules"

description: This archive contains electronic structure data and FORTRAN subroutines used in the study of rovibronic transitions in NaK2 between its electronic ground state 1^2A' and its second excited state 3^2A', aiming to identify feasible pathways for the creation of ultracold ground-state triatomic molecules
DOI: 10.15468/dl.augzv2
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Cuba",
 "TaxonKey is Atractosteus tristoechus"
 ]
}

 The dataset includes 42 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012186-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18259005
title: Croton landoltii Ahumada. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18259004
title: Croton landoltii Ahumada. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.3g6ahz
title: Occurrence Download

description: A dataset containing 12137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barbarea orthoceras"
 ]
}

 The dataset includes 12137 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012185-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18256754
title: Raw data for: Independent Roles of Host and Microbial Enzymes in Periodontitis

description: This dataset contains the raw data underlying all figures and tables reported in the manuscript "Independent Roles of Host and Microbial Enzymes in Periodontitis", including original immunohistochemistry and immunofluorescence images, raw numerical data for statistical analyses, and anonymized clinical and biochemical measurements provided in the Appendix.
DOI: 10.5281/zenodo.18256755
title: Raw data for: Independent Roles of Host and Microbial Enzymes in Periodontitis

description: This dataset contains the raw data underlying all figures and tables reported in the manuscript "Independent Roles of Host and Microbial Enzymes in Periodontitis", including original immunohistochemistry and immunofluorescence images, raw numerical data for statistical analyses, and anonymized clinical and biochemical measurements provided in the Appendix.
DOI: 10.5281/zenodo.18245670
title: The Big Ban Theory: A Pre- and Post-Intervention Dataset of Online Content Moderation

description: The Big Ban Theory (TBBT) is a large-scale dataset designed to support systematic research on the effects of online content moderation interventions. The dataset includes 25 moderation interventions of varying type, severity, and scope (e.g., community bans, community quarantines, community bans with migration, and post removals). TBBT comprises more than 38 million comments, collected from Reddit communities affected by moderation interventions. For each intervention, the dataset provides standardized metadata together with pseudonymized user activity data covering the three months preceding and following the enforcement of the intervention. This pre- and post-intervention design enables consistent, comparable, and reproducible analyses of behavioral changes associated with moderation interventions.

This Dataset is described in the paper "The Big Ban Theory: A Pre- and Post-Intervention Dataset of Online Content Moderation Actions." If you use this data, please cite the original paper. Citation details to be added upon paper publication.

For additional details on the dataset structure and organization, please refer to the README file and the paper.
DOI: 10.17026/ar/ddptar
title: Archeologisch Bureauonderzoek en Inventariserend Veldonderzoek – Overig Verkennende Fase De Kamp 2A te Mantgum Gemeente Leeuwarden

description: &lt;p&gt;In opdracht van een zakelijke klant heeft Mateboer Milieutechniek B.V. een archeologisch bureau- en inventariserend veldonderzoek (verkennende fase) ter plaatse van De Kamp 2A te Mantgum uitgevoerd. Het is het voornemen van de opdrachtgever de huidig aanwezige schuur (63 m2) op het perceel te verwijderen
en een nieuwbouwwoning (75 m2) te realiseren op een perceel met een dubbelbestemming Archeologie (Waarde 2). Tevens is de oostzijde van het perceel gelegen binnen de grenzen van een Archeologisch Monument (15323).
&lt;/p&gt;&lt;p&gt;
Het plangebied is gelegen op een woonterp die omstreeks de IJzertijd op een getij-oeverwal van de Middelzee is aangelegd. Eventuele sporen uit de vroege Prehistorie zijn hoogstwaarschijnlijk onder invloed van getijafzettingen weggespoeld of minstens sterk geërodeerd. Binnen de huidige begrenzingen van onderhavig plangebied worden terplagen van de woonterp Mantgum (vanaf Late
IJzertijd tot Nieuwe Tijd) en daar bijhorende bewoningssporen- en vondsten verwacht. Het verwijderen van de schuur (diepte onbekend) en de realisatie van de nieuwbouwwoning (ca. 75 m2) kunnen eventuele archeologische indicatoren/sporen binnen het plangebied verstoren.
&lt;/p&gt;&lt;p&gt;

De aardwetenschappelijke verwachting uit het bureauonderzoek wordt bevestigd door de veldwerkgegevens. De onderste aangeboorde laag is een getijdengeulafzettingenlaag. Hierop ligt de terp van Mantgum. De toplaag is een ophoging. De boringen hebben aangetoond dat lagen die te relateren zijn aan de verwachtte woonterp van Mantgum, nog in de ondergrond van het plangebied
aanwezig zijn. De terplaag is vanaf een diepte van circa 0,80 m -mv. (top van de terplaag aangetoond tussen 0,44 en -0,23 m NAP). Daarnaast zijn mogelijk nog funderingen of muurresten aanwezig welke te relateren zijn aan historische bebouwing. In de opgebrachte zandlaag zijn recente puinfragmenten (beton, baksteen) aangetroffen. In de terplagen is een handgevormd scherfje aardewerk
aangetroffen op circa 1,10 m -mv. Tevens zijn houtskoolfragmenten aangetroffen in de toplaag van de terp (0,80 tot 1,30 m -mv). Aan de onderkant van de terplaag is in de boringen 2 en 4 vanaf circa 1,60 en 2,00 m -mv. een ondoordringbare laag aangetroffen. Mogelijk is dit een restant van een fundering of muur. De huidige bouwplannen verstoren de ondergrond tot maximaal 0,40 m -mv. Gezien archeologische indicatoren in de ondergrond zijn waargenomen vanaf circa 0,80 m -mv., zullen de huidige bouwplannen geen bedreiging vormen voor archeologische waarden.
&lt;/p&gt;&lt;p&gt;

Geadviseerd wordt om het plangebied tot een diepte van 0,50 m -mv. vrij te geven voor ontwikkeling. Diepere grondroering mag niet plaatsvinden zonder nader archeologisch onderzoek.&lt;/p&gt;
DOI: 10.6084/m9.figshare.22522372
title: Dataset from: A survey of how biology researchers assess credibility when serving on grant and hiring committees

description: This dataset supports the study, 'A survey of how biology researchers assess credibility when serving on grant and hiring committees'. This dataset contains 3 files:<br>1) The survey sent to researchers ('Research Assessment Survey Instrument.pdf')2) The anonymised data export of survey results (' Data-Assessment-Survey-Public.xlsx')3) Supplementary figure and tables for the associated manuscript (‘Assessment Survey Preprint_Supplemental Informationv2.xlsx')
DOI: 10.6084/m9.figshare.22522372.v2
title: Dataset from: A survey of how biology researchers assess credibility when serving on grant and hiring committees

description: This dataset supports the study, 'A survey of how biology researchers assess credibility when serving on grant and hiring committees'. This dataset contains 3 files:<br>1) The survey sent to researchers ('Research Assessment Survey Instrument.pdf')2) The anonymised data export of survey results (' Data-Assessment-Survey-Public.xlsx')3) Supplementary tables for the associated manuscript (‘Assessment Survey Preprint_Supplemental Information.xlsx')
DOI: 10.6084/m9.figshare.22522372.v3
title: Dataset from: A survey of how biology researchers assess credibility when serving on grant and hiring committees

description: This dataset supports the study, 'A survey of how biology researchers assess credibility when serving on grant and hiring committees'. This dataset contains 3 files:<br>1) The survey sent to researchers ('Research Assessment Survey Instrument.pdf')2) The anonymised data export of survey results (' Data-Assessment-Survey-Public.xlsx')3) Supplementary figure and tables for the associated manuscript (‘Assessment Survey Preprint_Supplemental Informationv2.xlsx')
DOI: 10.15468/dl.cjnc6g
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((29.05222 -1.58529,29.00132 -1.68034,29.07311 -1.694,29.015 -1.82725,28.90561 -1.99124,28.82699 -2.14155,28.91587 -2.25427,28.8475 -2.34307,28.79965 -2.46602,28.86459 -2.55481,28.90219 -2.4831,28.89536 -2.3943,29.03551 -2.41138,29.08336 -2.36698,29.26758 -2.14901,29.39747 -2.07385,29.36329 -2.01236,29.28467 -1.89621,29.28809 -1.72196,29.19237 -1.64679,29.05222 -1.58529))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arthropoda",
 "Year is one of (2025, 2024)"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012187-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/th0gzf
title: Sanger sequencing of lambda cII mutants, obtained by fluctuation assay

description: Sanger sequencing raw data and mutation analysis of mutants of lambda's cII coding sequence, obtained by fluctuation assay and mutation generation. Contains a zipped file with all traces files (.ab1) that were used in the analysis, a fasta file conntaining the reference sequence used to analyse the trace, a tab-separated file containing the correspondance between trace files and the experiment associated and a tab-separated file containing the fluctuation assay informations required for mutation rate estimation, using the Ma, Sandri and Sarkar maximum likelihood, P0 and generating function estimators (see Foster, Methods Enzymol. 2006 ; 409: 195–213). The trace file were analysed using Clone Manager v10.1 and the reference sequence NC_001416.1:38360-38653 (NCBI), by using the subclonal sequence assembly tool. The traces files are kept as raw data due to a mixture of mutants and WT phenotypes in the sequenced samples, resulting in double pics for some mutants. These mutations would be regarded as low sequencing quality by a connsensus making tool for conversion into a fastq file.
DOI: 10.15468/dl.48qv7t
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eurya lunglingensis"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012188-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5hje8
title: Occurrence Download

description: A dataset containing 549594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geococcyx californianus",
 "Country is United States of America",
 "Year is greater than or equal to 1870",
 "Year is less than or equal to 2025",
 "HasCoordinate is true"
 ]
}

 The dataset includes 549594 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012143-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7pbv5
title: Occurrence Download

description: A dataset containing 75058 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is PELD-ELPA | Phytoplankton and water quality parameters in the Patos Lagoon estuary and adjacent marine coast"
 ]
}

 The dataset includes 75058 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012164-260108223611665/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/14508974
title: Mahanagar Yatayat Transport Dataset
DOI: 10.17026/ar/oj00lf
title: Archeologisch en cultuurhistorisch vooronderzoek in het kader van het project “Lierop-Oost” aan de Laan ten Boomen te Lierop, gemeente Someren
title: Ruimtelijk advies op basis van een archeologisch en cultuurhistorisch bureauonderzoek

description: BO
DOI: 10.15468/sjufzb
title: A new species of genus Campoplex (Hymenoptera, Ichneumonidae) parasitizing borers of Salix matsudana

description: This dataset contains the digitized treatments in Plazi based on the original journal article Cao, Chuan-Jian, Tian, Shu-Jun, Sheng, Mao-Ling (2025): A new species of genus Campoplex (Hymenoptera, Ichneumonidae) parasitizing borers of Salix matsudana. Zootaxa 5711 (1): 140-146, DOI: 10.11646/zootaxa.5711.1.7, URL: https://doi.org/10.11646/zootaxa.5711.1.7AbstractA new species of the genus Campoplex Gravenhorst, 1829, C. pingluoe Sheng & Cao, sp. nov., reared from the borers in trunks of Salix matsudana Koidz. in Pingluo, Ningxia Hui Autonomous Region, China, belonging to the subfamily Campopleginae (Hymenoptera, Ichneumonidae), is described and illustrated. Similar species are compared, and a key to the species distributed in the desert area in northwestern China is provided, including C. bazariae Sheng 2014 reared from Bazaria turensis Ragonot, 1887 (Lepidoptera, Pyralidae), and C. caraganae Sheng & Sun, 2016 reared from Dasystoma salicella (Hübner, 1796) (Lepidoptera, Lypusidae).
DOI: 10.5281/zenodo.18259084
title: Comparative Study of NGF Level Changes in Free Anterolateral Femoral and Peroneal Nerve Trophic Vascular Flap for Foot and Ankle Skin Defects

description: This study analyzed the application effects of the free anterolateral femoral flap and peroneal nerve trophic vascular flap in the repair of ankle skin defects and evaluated their impact on nerve growth factor (NGF) levels. The aim was to clarify the differences in the efficacy of the two flap repairs and provide a reference for the selection of clinical limb trauma repair plans.
DOI: 10.5281/zenodo.18259085
title: Comparative Study of NGF Level Changes in Free Anterolateral Femoral and Peroneal Nerve Trophic Vascular Flap for Foot and Ankle Skin Defects

description: This study analyzed the application effects of the free anterolateral femoral flap and peroneal nerve trophic vascular flap in the repair of ankle skin defects and evaluated their impact on nerve growth factor (NGF) levels. The aim was to clarify the differences in the efficacy of the two flap repairs and provide a reference for the selection of clinical limb trauma repair plans.
DOI: 10.5281/zenodo.18259099
title: Croton montevidensis Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18259098
title: Croton montevidensis Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.17915002
title: Automated detection and segmentation of smallholder fish ponds in Nigeria

description: fine_tune_final_dataset_freeze_v02_2.zip: YOLOv7 segmentation model

all_training_clean_state_clusters15_t01_wmore.zip:

Shape file used to train Random Forest model. The polygons labeled as Fish Pond are the manually annotated ponds. Columns are:




ids
Unique identifier of object.


state
State where the object is located


geometry
Polygon geometry


split
train/test/valid split


Fishpond
True label, 1: Fish Pond, 0: No Fish Pond


area
area of the prediction in meters 


length
perimeter of the prediction in meters


inv_isoper
isoperimetric ratio: how round is the prediction, 1 for circle


ave_r
average of red color for prediction 


ave_g
average of green color for prediction 


ave_b
average of blue color for prediction 


std_r
standard deviation of red color for prediction


std_g
standard deviation of green color for prediction


std_b
standard deviation of blue color for prediction


MSAVI_1km
Modified Soil Adjusted Vegetation Index for 1 km^2 around the polygon in December 2023


NDBI_1km
Normalized Difference Built-up Index for 1 km^2 around the polygon in December 2023


NDVI_1km
Normalized Difference Vegetation Index for 1 km^2 around the polygon in December 2023


NDWI_1km
Normalized Difference Water Index for 1 km^2 around the polygon in December 2023


MSAVI_pond
Modified Soil Adjusted Vegetation Index for the area of the polygon in December 2023


NDBI_pond
Normalized Difference Built-up Index for the area of the polygon in December 2023


NDVI_pond
Normalized Difference Vegetation Index for the area of the polygon in December 2023


NDWI_pond
Normalized Difference Water Index for the area of the polygon in December 2023


MSAVI_01
Modified Soil Adjusted Vegetation Index for 1 km^2 around the polygon in January 2024


NDBI_01
Normalized Difference Built-up Index for 1 km^2 around the polygon in January 2024


NDVI_01
Normalized Difference Vegetation Index for 1 km^2 around the polygon in January 2024


NDWI_01
Normalized Difference Water Index for 1 km^2 around the polygon in January 2024


MSAVI_stat
Modified Soil Adjusted Vegetation Index for the state in December 2023


NDBI_state
Normalized Difference Built-up Index for the state in December 2023


NDVI_state
Normalized Difference Vegetation Index for the state in December 2023


NDWI_state
Normalized Difference Water Index for the state in December 2023


clus_lab15
id of cluster, obtained using DBSCAN(eps=15, min_samples=3)


clus_siz15
number of neighbours in cluster, obtained using DBSCAN(eps=15, min_samples=3)


pred
Random Forest prediction for Fish Pond or no Fish Pond




 

fishpond_rf_model_state_cluster15_ndvi_ts_wmore : Random Forest Model 

final_fishponds_states.zip: All predictions made by the segmentation model. One zip file per state. To filter out only the fish ponds, filter by pred=1