cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13972478
title: EUV-ML solar physics dataset from STEREO + SOHO, 2 solar cycles

description: A unified ML-ready dataset of all SOHO EIT and STEREO EUVI EUV images, aligned and set to 512x512 pixels, are available via the NASA TOPS ODR in HelioCloud at s3://gov-nasa-hdrl-data1/contrib/euvml/ (inside of AWS, and with free egress via https).  We also provide the software used to create it via a public github repository, and a sample Python Jupyter Notebook (in this Zenodo link, and in the HelioCloud sample tutorials) for accessing them via the 'cloudcatalog' Python client.We

We created a full set of ML-ready EUV data from 1995 to present, accessible via the cloud, by bringing in historical restoration of the STEREO/SOHO era into a machine-learning (ML) -ready dataset. This work will enable research on events, evolution of solar irradiance, segmentation approaches, 360 degree maps of the sun, and other research topics as well as for use with space weather.  The reduced dataset is 6TB in size. The data will be freely available to scientists both within the AWS cloud and for downloading for local use on their laptops. The creation of this dataset had several steps, starting with the mechnical ingest stage (get the raw data), an analysis of best approach to create the ML-ready set, bulk processing, uploading the cloud, and dissemination and promotion. The task also required determination best approaches for cadence matching, interpolation, and effective spans of contiguous data for ML applications.

Work was funded under NASA Heliophysics 21-LWSTM21_2-0018, award number 80NSSC22K0643.
DOI: 10.5281/zenodo.13972479
title: EUV-ML solar physics dataset from STEREO + SOHO, 2 solar cycles

description: A unified ML-ready dataset of all SOHO EIT and STEREO EUVI EUV images, aligned and set to 512x512 pixels, are available via the NASA TOPS ODR in HelioCloud at s3://gov-nasa-hdrl-data1/contrib/euvml/ (inside of AWS, and with free egress via https).  We also provide the software used to create it via a public github repository, and a sample Python Jupyter Notebook (in this Zenodo link, and in the HelioCloud sample tutorials) for accessing them via the 'cloudcatalog' Python client.We

We created a full set of ML-ready EUV data from 1995 to present, accessible via the cloud, by bringing in historical restoration of the STEREO/SOHO era into a machine-learning (ML) -ready dataset. This work will enable research on events, evolution of solar irradiance, segmentation approaches, 360 degree maps of the sun, and other research topics as well as for use with space weather.  The reduced dataset is 6TB in size. The data will be freely available to scientists both within the AWS cloud and for downloading for local use on their laptops. The creation of this dataset had several steps, starting with the mechnical ingest stage (get the raw data), an analysis of best approach to create the ML-ready set, bulk processing, uploading the cloud, and dissemination and promotion. The task also required determination best approaches for cadence matching, interpolation, and effective spans of contiguous data for ML applications.

Work was funded under NASA Heliophysics 21-LWSTM21_2-0018, award number 80NSSC22K0643.
DOI: 10.15468/dl.6bkj9e
title: Occurrence Download

description: A dataset containing 63364 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CCAMLR historic KRILL"
 ]
}

 The dataset includes 63364 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059219-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spzh47
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Convolvulus arvensis L.",
 "Year 2025-2025"
 ]
}

 The dataset includes 96 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020988-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh2hpy
title: Occurrence Download

description: A dataset containing 4405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acromyrmex Mayr, 1865"
 ]
}

 The dataset includes 4405 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.why4aj
title: Occurrence Download

description: A dataset containing 350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Austria, unknown or invalid)",
 "TaxonKey is Draba stellata Jacq."
 ]
}

 The dataset includes 350 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001811-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-9962
title: Probationary officers, 1991

description: Probationary officers, 1991. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.wg8x7h
title: Occurrence Download

description: A dataset containing 15766 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viruses"
 ]
}

 The dataset includes 15766 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175504-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-11397
title: Holliday working papers, vol. I: Price Waterhouse materials, 1991 June-July

description: Thomas E. Holliday working papers, volume I: Price Waterhouse materials, 1991 June 17 - July 2. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.kstc6x
title: Occurrence Download

description: A dataset containing 396 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Santolina viscosa Lag."
 ]
}

 The dataset includes 396 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuskdn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitaria neghellensis J.-P.Lebrun"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175493-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftgb0o
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dibranchus atlanticus Peters, 1876",
 "Country is Colombia"
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9vcm6
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitaria myurus Stapf"
 ]
}

 The dataset includes 22 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175489-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spp0jy
title: Occurrence Download

description: A dataset containing 154845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Italy"
 ]
}

 The dataset includes 154845 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001542-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-11401
title: Holliday working papers, vol. I: Price Waterhouse materials, 1991 June-July

description: Thomas E. Holliday working papers, volume I: Price Waterhouse materials, 1991 June 17 - July 2. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.sec7fc
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitaria natalensis Stent"
 ]
}

 The dataset includes 225 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175490-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6swgjp
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitaria neesiana Henrard"
 ]
}

 The dataset includes 176 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175491-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anxmdw
title: Occurrence Download

description: A dataset containing 5913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acropora palmata (Lamarck, 1816)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5913 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r1th5y
title: Occurrence Download

description: A dataset containing 1365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Valeriana saxatilis L."
 ]
}

 The dataset includes 1365 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-10213
title: Talcott, Robert, 1989 - 1991 May

description: Talcott, Robert, 1989 - 1991 May 15. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.rxkbye
title: Occurrence Download

description: A dataset containing 1456 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cordia myxa L."
 ]
}

 The dataset includes 1456 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007020-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.03li0h
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Passiflora multiflora L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 120 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzjewu
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitaria papposa (R.Br.) P.Beauv."
 ]
}

 The dataset includes 334 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175514-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4y798a
title: Occurrence Download

description: A dataset containing 41971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alligator mississippiensis (Daudin, 1801)"
 ]
}

 The dataset includes 41971 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175512-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svhdlj
title: Occurrence Download

description: A dataset containing 277168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bryozoa",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 277168 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-9951
title: Probationary officers, 1991

description: Probationary officers, 1991. PART OF A SERIES: The staff of Gibson, Dunn & Crutcher coordinated witness interviews and conducted an extensive review of complaints filed against LAPD officers. Included in the series are summaries of witness interviews, statistics and investigative reports related to citizen complaints, an analysis on adjudicated cases involving use-of-force complaints, reports regarding LAPD's recruitment of African American officers and community oriented policing, and an excerpt from Malcolm Sparrow's Beyond 9-1-1. Also included are materials related to the firm's work product, including attorney notes, work plans, memoranda, and drafts of chapters for the Commission report.
DOI: 10.15468/dl.pqvqnz
title: Occurrence Download

description: A dataset containing 361 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hibiscus sidiformis Baill."
 ]
}

 The dataset includes 361 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-171107215919691/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bcdcc
title: Occurrence Download

description: A dataset listing the 88 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viruses"
 ]
}

 The dataset's 88 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175505-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2c5kbb
title: Occurrence Download

description: A dataset containing 1578 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drymarchon couperi (Holbrook, 1842)"
 ]
}

 The dataset includes 1578 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175509-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqcebl
title: Occurrence Download

description: A dataset containing 323727 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Riparia riparia (Linnaeus, 1758)"
 ]
}

 The dataset includes 323727 records from 409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001265-150204170955391/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-9257
title: Analysis (3 of 4), 1988 Aug. - 1991 July

description: Analysis (3 of 4), 1988 August - 1991 July 5. Duplicates (Some may be superceded). PART OF A SERIES: To ascertain misconduct on the part of LAPD officers, the Independent Commission set out to probe databases maintained by the LAPD related to four areas: personnel complaints, use of force, officer-involved shootings (OIS), and the use of dogs (K-9). This task was delegated to the firm Freeman & Mills, which was responsible for obtaining these databases from the LAPD, converting pertinent data into useable formats, creating additional databases of additional information, and analyzing its findings. The series contains items related to Freeman & Mills' work product, including numerous analyses of use-of-force, OIS, and K-9 data; weekly complaint summary printouts; graphs, charts, tables, and other visual representations of this data; and computer directory lists that provide the names and locations of files within the LAPD's databases. At the end of the series is a draft copy of the Independent Commission's final report, which incorporates many of the aforementioned data and figures.
DOI: 10.5281/zenodo.11137056
title: Dataset for the manuscript "Amapari Marker Band Metal-Enrichments: Potential Mechanisms and Implications for Surface and Subsurface Water and Weathering in Gale crater"

description: The dataset for the main manuscript contains three CSV files: list of long distance remote micro images (LDRMIs), the ChemCam chemical data, and the alpha particle X ray spectrometer (APXS) chemical data. The LDRMI csv lists two sets of data, one for the sol (Mars solar day), sequence identifier, and target name of LDRMIs that target the Amapari Marker Band (AMB). These are represented as green points on manuscript Figure 1. The second list are for LDRMI images that did not specifically target the AMB, but contain the AMB, and these are orange points on manuscript Figure 1. The ChemCam data file has metadata for each observation point in a ChemCam target: file name, spacecraft clock, observation number, stratigraphic member, rock type, target distance, and total of all spectral channels. Chemical information includes: the oxide chemistry (oxide wt%), uncertainty (RMSEP accuracy and shot-to-shot precision), minor element quantification, and minor element uncertainty (ppm), preliminary sulfate composition (without uncertainty and only provided up to sol 3778), peak areas for some elements (Cu, Zn, and Cr). The oxide sum includes all oxides and elements for which we have quantitative data. Spectral unmixing qualitative values are listed for each element. Derived data includes the corrected MgO, Na2O, and CaO in both mol and oxide wt% (values before and after correction are provided), and the calculated alteration index. Derived data is only calculated for AMB bedrock targets (does not include veins or mixed vein-rock targets with elevated CaO). The APXS data sheet provides sol, target name, oxide data, and uncertainties for the drill tailings observations, and the derived data for each target.
DOI: 10.5281/zenodo.11137057
title: Dataset for the manuscript "Amapari Marker Band Metal-Enrichments: Potential Mechanisms and Implications for Surface and Subsurface Water and Weathering in Gale crater"

description: The dataset for the main manuscript contains three CSV files: list of long distance remote micro images (LDRMIs), the ChemCam chemical data, and the alpha particle X ray spectrometer (APXS) chemical data. The LDRMI csv lists two sets of data, one for the sol (Mars solar day), sequence identifier, and target name of LDRMIs that target the Amapari Marker Band (AMB). These are represented as green points on manuscript Figure 1. The second list are for LDRMI images that did not specifically target the AMB, but contain the AMB, and these are orange points on manuscript Figure 1. The ChemCam data file has metadata for each observation point in a ChemCam target: file name, spacecraft clock, observation number, stratigraphic member, rock type, target distance, and total of all spectral channels. Chemical information includes: the oxide chemistry (oxide wt%), uncertainty (RMSEP accuracy and shot-to-shot precision), minor element quantification, and minor element uncertainty (ppm), preliminary sulfate composition (without uncertainty and only provided up to sol 3778), peak areas for some elements (Cu, Zn, and Cr). The oxide sum includes all oxides and elements for which we have quantitative data. Spectral unmixing qualitative values are listed for each element. Derived data includes the corrected MgO, Na2O, and CaO in both mol and oxide wt% (values before and after correction are provided), and the calculated alteration index. Derived data is only calculated for AMB bedrock targets (does not include veins or mixed vein-rock targets with elevated CaO). The APXS data sheet provides sol, target name, oxide data, and uncertainties for the drill tailings observations, and the derived data for each target.