cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14235098
title: Seasonal RGB composites from Sentinel-2 (2017-2024) for Catalonia, Spain; Sétif, Algeria; Behia and Kafr Elsheihk Governates, Egypt; Marseille, France; Sicily, Italy.

description: A dataset containing seasonal Sentinel-2 RGB images (2017 to 2024) for five case study areas of the TRANSITION project  (https://www.transition-med.org/), funded by PRIMA (https://prima-med.org/). The areas are Catalonia, Spain; Sétif, Algeria; Behia and Kafr Elsheihk Governates, Egypt; Marseille, France; Sicily, Italy. The dataset can be useful for anyone looking to conduct agriculture-related research using Earth Observation data in these five areas.
description: For all AOIs, we created seasonal RGB composites using Sentinel-2 imagery for all years between 2017 and June 2024 for all seasons. This is a non-trivial task in terms of processing and digital storage requirements, and we briefly present the Python pipeline we developed here. The pipeline is structured into several modules that handle different stages of image processing. First, a harvester module connects with various data providers (e.g., Copernicus) to download satellite data according to search criteria defined in a configuration file or shapefile (AOI). Then, a Preprocessing module manages file extraction and raster clipping, and converts them into Cloud Optimized GeoTIFFs. The clip function further ensures the rasters are cropped to the specified area of interest using shapefile geometry, making the output ready for downstream analysis. This data is then processed by the Postaggregate module, which merges tiles, reprojects images and creates VRT mosaics using GDAL utilities. We use median values of the Sentinel-2 Red, Green and Blue bands per season to create and subsequently export the seasonal RGB images. We provide the resulting seasonal images (2017-2024) as Cloud Optimized Geotiffs (COG, .tif).The COG mosaics have an increased GSD (Ground Sampling Distance) of 25 meters with respect to the original data, in order to facilitate data analysis. This type of compression has been performed using the Deflate algorithm with no predictor value.
DOI: 10.15468/dl.jr3kat
title: Occurrence Download

description: A dataset containing 25709236 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 25709236 records from 2267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121994-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ds2k7t
title: Occurrence Download

description: A dataset containing 35197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crassulaceae"
 ]
}

 The dataset includes 35197 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006293-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36363
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.gxvokc
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Planktic foraminifera counts of sediment core RC13-154"
 ]
}

 The dataset includes 63 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002424-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjs5ba
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Melogale orientalis (Horsfield, 1821)",
 "Year 2003-2023"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007537-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36284
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.lfobq1
title: Occurrence Download

description: A dataset containing 382159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Falco columbarius Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 382159 records from 208 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002424-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36335
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.w5p836
title: Occurrence Download

description: A dataset containing 1526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Bursera microphylla A.Gray"
 ]
}

 The dataset includes 1526 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011437-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfdsrk
title: Occurrence Download

description: A dataset containing 11798 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia hyberna L."
 ]
}

 The dataset includes 11798 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001332-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eaihyi
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoeurycea galeanae (Taylor, 1941)"
 ]
}

 The dataset includes 275 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002424-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdc5uk
title: Occurrence Download

description: A dataset listing the 23144 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is CHL"
 ]
}

 The dataset's 23144 records were derived from 696 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046720-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40433
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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-c69-36155
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.zw8yug
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa psilocarpa B.L.Rob."
 ]
}

 The dataset includes 94 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002424-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vx43y
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Virgilia oroboides (P.J.Bergius) T.M.Salter",
 "HasCoordinate is true"
 ]
}

 The dataset includes 568 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045647-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40466
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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: 10.5281/zenodo.11125478
title: Open-source DGGS comparison data supplement

description: A DGGS is a type of spatial reference system that partitions the globe into many individual, evenly spaced, and well-aligned cells to encode location. We calculated normalized area and compactness of cell geometries for 5 open-source DGGS implementations - Uber H3, Google S2, RiskAware OpenEAGGR, rHEALPix by Landcare Research New Zealand, HEALPix by NASA Jet Propulsion Labs, and DGGRID by Southern Oregon University - to evaluate their suitability for a global-level statistical data cube.

This repository contains all generated data and statistics.



EAGGR doesn't seem to have a predefined logic of hierarchical cell resolutions for ISEA3H

EAGGR doesn't seem to have a region filling algorithm available, neither for ISEA4T nor ISEA3H

rHEALPix is pure Python (with Numpy/Scipy support), but cell generation/conversion is slower than the other C/C++ based implementations

DGGRID is a commandline tool and can predominantly only be used to generate a grid and fill with sampling data, the Python API is only a wrapper

healpy is a Python package to handle pixelated data on the sphere. It is based on the Hierarchical Equal Area isoLatitude Pixelization (HEALPix) scheme and bundles the HEALPix C++ library.


Kmoch et. al (2022). Area and Shape Distortions in Open-Source Discrete Global Grid Systems. Big Earth Data
DOI: 10.5281/zenodo.6119618
title: Open-source DGGS comparison data supplement

description: A DGGS is a type of spatial reference system that partitions the globe into many individual, evenly spaced, and well-aligned cells to encode location. We calculated normalized area and compactness of cell geometries for 5 open-source DGGS implementations - Uber H3, Google S2, RiskAware OpenEAGGR, rHEALPix by Landcare Research New Zealand, HEALPix by NASA Jet Propulsion Labs, and DGGRID by Southern Oregon University - to evaluate their suitability for a global-level statistical data cube.

This repository contains all generated data and statistics.



EAGGR doesn't seem to have a predefined logic of hierarchical cell resolutions for ISEA3H

EAGGR doesn't seem to have a region filling algorithm available, neither for ISEA4T nor ISEA3H

rHEALPix is pure Python (with Numpy/Scipy support), but cell generation/conversion is slower than the other C/C++ based implementations

DGGRID is a commandline tool and can predominantly only be used to generate a grid and fill with sampling data, the Python API is only a wrapper

healpy is a Python package to handle pixelated data on the sphere. It is based on the Hierarchical Equal Area isoLatitude Pixelization (HEALPix) scheme and bundles the HEALPix C++ library.


Kmoch et. al (2022). Area and Shape Distortions in Open-Source Discrete Global Grid Systems. Big Earth Data
DOI: 10.25549/independent-c69-40561
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.vxjhll
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagochilus balchanicus Czerniak."
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002424-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh2a4e
title: Occurrence Download

description: A dataset containing 6517 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bassariscus astutus (Lichtenstein, 1830)"
 ]
}

 The dataset includes 6517 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003879-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40451
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.hwpd1l
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barringtonia conoidea Griff."
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002425-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6gu64
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingCountry is Canada",
 "TaxonKey is one of (Spiraea tomentosa var. rosea (Raf.) Fernald)"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003894-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36405
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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-c69-36505
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.x0jy6a
title: Occurrence Download

description: A dataset containing 1477 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pipilo ocai (Lawrence, 1865)"
 ]
}

 The dataset includes 1477 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002425-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36515
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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-c69-36400
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.d7dpx6
title: Occurrence Download

description: A dataset containing 17293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((18.16705 55.26461,20.03443 57.4446,19.17156 61.85714,20.74829 62.69011,25.44396 65.95251,23.06036 69.19448,18.41454 69.13111,15.08877 67.16095,12.76197 64.14808,11.8688 63.45863,11.94589 62.08686,12.09863 61.23191,12.37897 60.3778,11.81224 60.07586,11.54586 59.2486,10.95686 59.16059,11.15638 57.59999,12.6815 55.95045,12.62179 55.23961,18.16705 55.26461))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus terrestris (Linnaeus, 1758)",
 "Year 1970-2023"
 ]
}

 The dataset includes 17293 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007534-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhw4xk
title: Occurrence Download

description: A dataset containing 2315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pionites Heine, 1890"
 ]
}

 The dataset includes 2315 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002425-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.