cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6323712
title: HAGDAVS Dataset

description: Detection and Semantic Segmentation of vehicles in drone aerial orthomosaics has applications in different fields like security, traffic and parking management, urban planning, logistics, and transportation, among many others. This paper presents the HAGDAVS dataset fusing RGB spectral channel and Digital Surface Model DSM for the detection and segmentation of vehicles from aerial drone images including three vehicle classes: car, motorcycle, and ghosts (motorcycle or car). We supply DSM as an additional variable to be included in deep learning and computer vision models for increasing its accuracy. RGB orthomosaic, RG-DSM fusion, and multi-label mask are provided in Tag Image File Format. Geo-located vehicle bounding boxes are provided in GeoJSON vector format. It also describes the acquisition of drone data, the derived products, and the workflow to produce the dataset. Researchers would benefit from using the proposed dataset to improve results in the case of vehicle occlusion, geo-location, and the need for cleaning ghost vehicles. As far as we know, this is the first openly available dataset for vehicle detection and segmentation, comprising RG-DSM drone data fusion, and different color masks for motorcycles, cars, and ghosts.
description: Dataset contains five folders: - Masks: Multi-class masks, class 0 is background (black), class 1 is motorcycle (blue), class 2 is car (green) and class 3 is ghost (red). - RG-NDSM: Height-Augmented images - DSM: heights - RGB: 3 channels images tessellated from drone orthomosaics. - NDSM: re-scaled, 1 bit DSM image, to [0,255] interval.
DOI: 10.5281/zenodo.6323711
title: HAGDAVS Dataset

description: Detection and Semantic Segmentation of vehicles in drone aerial orthomosaics has applications in different fields like security, traffic and parking management, urban planning, logistics, and transportation, among many others. This paper presents the HAGDAVS dataset fusing RGB spectral channel and Digital Surface Model DSM for the detection and segmentation of vehicles from aerial drone images including three vehicle classes: car, motorcycle, and ghosts (motorcycle or car). We supply DSM as an additional variable to be included in deep learning and computer vision models for increasing its accuracy. RGB orthomosaic, RG-DSM fusion, and multi-label mask are provided in Tag Image File Format. Geo-located vehicle bounding boxes are provided in GeoJSON vector format. It also describes the acquisition of drone data, the derived products, and the workflow to produce the dataset. Researchers would benefit from using the proposed dataset to improve results in the case of vehicle occlusion, geo-location, and the need for cleaning ghost vehicles. As far as we know, this is the first openly available dataset for vehicle detection and segmentation, comprising RG-DSM drone data fusion, and different color masks for motorcycles, cars, and ghosts.
description: Dataset contains five folders: - Masks: Multi-class masks, class 0 is background (black), class 1 is motorcycle (blue), class 2 is car (green) and class 3 is ghost (red). - RG-NDSM: Height-Augmented images - DSM: heights - RGB: 3 channels images tessellated from drone orthomosaics. - NDSM: re-scaled, 1 bit DSM image, to [0,255] interval.
DOI: 10.3886/e164302
title: Drug Treatment Courts and Community-Level Crime: A Stacked Event Study Analysis

description: This study assessed the degree to which adult drug treatment courts impact county-level crime using a stacked event-study design. Materials included here serve as supplements to the article "Drug Treatment Courts and Community-Level Crime: A Stacked Event Study Analysis<b></b>" submitted to the Journal of Experimental Criminology in March of 2022.<br><br>Materials include:<br>- Stata code for data cleaning and setup, core analysis, counterfactual analysis, and robustness checks<br>- Analysis data with county FIPS codes anonymized <br><br>The code may be adapted for use in other contexts but identification of individual counties has been masked in the data to protect the use of the treatment court data until fully released to the public.
description: This dataset is built upon the UCR Summary Reporting Offenses Known data concatenated by Jacob Kaplan (https://www.openicpsr.org/openicpsr/project/100707/version/V17/view). To minimize measurement error, data cleaning started with UCR reporting agencies which reported all 12 months per year for the entirety of each stack (see Methods Appendix for clarification). Agencies were collapsed to the county level, then other data were merged in.
DOI: 10.3886/e164302v1
title: Drug Treatment Courts and Community-Level Crime: A Stacked Event Study Analysis

description: This study assessed the degree to which adult drug treatment courts impact county-level crime using a stacked event-study design. Materials included here serve as supplements to the article "Drug Treatment Courts and Community-Level Crime: A Stacked Event Study Analysis<b></b>" submitted to the Journal of Experimental Criminology in March of 2022.<br><br>Materials include:<br>- Stata code for data cleaning and setup, core analysis, counterfactual analysis, and robustness checks<br>- Analysis data with county FIPS codes anonymized <br><br>The code may be adapted for use in other contexts but identification of individual counties has been masked in the data to protect the use of the treatment court data until fully released to the public.
description: This dataset is built upon the UCR Summary Reporting Offenses Known data concatenated by Jacob Kaplan (https://www.openicpsr.org/openicpsr/project/100707/version/V17/view). To minimize measurement error, data cleaning started with UCR reporting agencies which reported all 12 months per year for the entirety of each stack (see Methods Appendix for clarification). Agencies were collapsed to the county level, then other data were merged in.
DOI: 10.5281/zenodo.6339621
title: Dataset for: Pressure-driven symmetry transitions in dense H2O ice

description: This dataset comprises of all of the XRD patterns for ice and gold used for the equation of state in "Pressure-driven symmetry transitions in dense H<sub>2</sub>O ice." Also included is a key for correlating ice and gold as well as the calibration files and CeO<sub>2</sub> diffraction patterns for obtaining the calibration
DOI: 10.5281/zenodo.6339620
title: Dataset for: Pressure-driven symmetry transitions in dense H2O ice

description: This dataset comprises of all of the XRD patterns for ice and gold used for the equation of state in "Pressure-driven symmetry transitions in dense H<sub>2</sub>O ice." Also included is a key for correlating ice and gold as well as the calibration files and CeO<sub>2</sub> diffraction patterns for obtaining the calibration
DOI: 10.13020/tdf8-6p56
title: Recordings and Text for New Nonsense BEL Sentence Corpus

description: The complete text for all 500 sentences of the nonsense BEL corpus and recordings of the complete corpus by four different talkers is included. Recordings by the same four talkers of the original BEL corpus is also included.
DOI: 10.15468/dl.rkvy2v
title: Occurrence Download

description: A dataset containing 2255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum ciliatum (Ledeb.) G.L.Nesom"
 ]
}

 The dataset includes 2255 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117312-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p57uyw
title: Occurrence Download

description: A dataset containing 2324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Urocissa ornata (Wagler, 1829)"
 ]
}

 The dataset includes 2324 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117311-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89pwna
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tabernaemontana odoratissima (Stapf) Leeuwenb."
 ]
}

 The dataset includes 57 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117313-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvwcpw
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium boisianum (Gagnep.) Merr. & L.M.Perry"
 ]
}

 The dataset includes 29 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117314-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsuanu
title: Occurrence Download

description: A dataset containing 135613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus (Linnaeus, 1766)",
 "DatasetKey is one of (VMM - Rat control occurrences in Flanders, Belgium, Muskrat captures in Flanders, Belgium, MICA - Muskrat occurrences collected by RATO in East Flanders, Belgium, MICA - Muskrat occurrences collected by VMM in Flanders, Belgium, RATO - daily operations commissioned by the province East Flanders, Belgium)"
 ]
}

 The dataset includes 135613 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117236-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jyefz
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiraea decumbens Koch"
 ]
}

 The dataset includes 356 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117315-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q69bme
title: Occurrence Download

description: A dataset containing 2324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Urocissa ornata (Wagler, 1829)"
 ]
}

 The dataset includes 2324 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117316-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjjj73
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stemonurus umbellatus Becc."
 ]
}

 The dataset includes 173 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117317-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6xsky
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum vahlii (Gaudich.) G.L.Nesom"
 ]
}

 The dataset includes 383 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117318-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87y9bk
title: Occurrence Download

description: A dataset containing 825 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tabernaemontana pachysiphon Stapf"
 ]
}

 The dataset includes 825 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117319-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4nxhj
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium bokorense W.K.Soh & J.Parn."
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117320-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm8th7
title: Occurrence Download

description: A dataset containing 6685902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Branta canadensis (Linnaeus, 1758)",
 "Year 2016-2020"
 ]
}

 The dataset includes 6685902 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117296-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxa77s
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiraea diversifolia Dunn"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117321-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnhafb
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenandriopsis afromontana (Mildbr.) Benoist"
 ]
}

 The dataset includes 66 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117323-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh4j4f
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium borbonicum J.Guého & A.J.Scott"
 ]
}

 The dataset includes 198 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117325-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n232r2
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphytum aintabicum Hub.-Mor. & Wickens"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117324-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2trpfj
title: Occurrence Download

description: A dataset containing 7098 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tabernaemontana pandacaqui Lam."
 ]
}

 The dataset includes 7098 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117326-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h85qyv
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiraea duthieana Zinserl."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117327-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3y5udg
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenandriopsis amoena Benoist"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117328-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us4gra
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphytum anatolicum Boiss."
 ]
}

 The dataset includes 64 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117329-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4ahvf
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium bordenii (Merr.) Merr."
 ]
}

 The dataset includes 62 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117330-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6s4c7
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiraea elegans Pojark."
 ]
}

 The dataset includes 116 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117331-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgq99y
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tabernaemontana pauciflora Blume"
 ]
}

 The dataset includes 399 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117333-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4vhrq
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenandriopsis boivinii (Baill. ex Lindau) Benoist"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117332-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9dauu
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium borneense (Miq.) Miq."
 ]
}

 The dataset includes 279 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117335-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyfx67
title: Occurrence Download

description: A dataset containing 6697 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphytum asperum Lepech."
 ]
}

 The dataset includes 6697 records from 314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117334-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfjzu9
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiraea expansa Wall. ex K.Koch"
 ]
}

 The dataset includes 15 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117336-240321170329656/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.19545109.v1
title: Rosenblad_Baer_Ackerly_2022_Code_and_Data.7z

description: For editors and reviewers only. A public, final version will be uploaded if the manuscript is accepted.
DOI: 10.15468/dl.pgjyrd
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tabernaemontana peduncularis Wall."
 ]
}

 The dataset includes 211 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117339-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpfyvd
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenandriopsis buntingii (S.Moore) Heine"
 ]
}

 The dataset includes 97 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117338-240321170329656/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/8058402
title: Polish-Ukrainian translations from Tatoeba
DOI: 10.15468/dl.66h4ya
title: Occurrence Download

description: A dataset containing 37778 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Horornis fortipes Hodgson, 1845"
 ]
}

 The dataset includes 37778 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117337-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56efw6
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium boulindaense Dawson"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117341-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvrffk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiraea faurieana C.K.Schneid."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117342-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.um5fa8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenandriopsis carduacea Benoist"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117344-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.