cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/independent-c69-39163
title: Claims (GX 15907 - GX 16282), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.v0saqg
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 209 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002231-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg86wq
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-100.10407 25.74202,-100.11065 25.74089,-100.11645 25.73608,-100.12304 25.73438,-100.12498 25.72985,-100.12928 25.72994,-100.12856 25.72076,-100.13111 25.71582,-100.12863 25.71399,-100.12792 25.71038,-100.13063 25.70776,-100.12711 25.70333,-100.12785 25.70084,-100.12588 25.69642,-100.12227 25.69347,-100.11206 25.69528,-100.08598 25.68716,-100.05833 25.69896,-100.05377 25.70445,-100.05864 25.70529,-100.06297 25.70867,-100.04713 25.71433,-100.04865 25.71698,-100.04813 25.72258,-100.06587 25.72404,-100.06877 25.729,-100.06829 25.73201,-100.07047 25.73042,-100.0829 25.73363,-100.08902 25.73775,-100.10407 25.74202)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 205 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011994-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-39175
title: Claims (GX 15907 - GX 16282), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-39179
title: Claims (GX 15907 - GX 16282), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.5zfhnm
title: Occurrence Download

description: A dataset containing 1469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Geometry POLYGON((-124.7873 8.12436,-77.83057 8.12436,-77.83057 48.17197,-124.7873 48.17197,-124.7873 8.12436))",
 "TaxonKey is Crotalus ruber Cope, 1892"
 ]
}

 The dataset includes 1469 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051756-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txsqvo
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nyctiphrynus ocellatus (Tschudi, 1844)"
 ]
}

 The dataset includes 1192 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002231-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44168
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-44037
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.tfxexi
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artibeus aztecus K.Andersen, 1906",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 250 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002232-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44083
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.gu7kfq
title: Occurrence Download

description: A dataset containing 1140 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Specimen)",
 "GadmGid is one of (COL.2.65_2)"
 ]
 }
 ]
}

 The dataset includes 1140 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011999-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iuefyh
title: Occurrence Download

description: A dataset containing 258282 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Jamaica"
 ]
}

 The dataset includes 258282 records from 421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002232-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44095
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-44113
title: Claims (GX 15572 - GX 15906), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.z3g9se
title: Occurrence Download

description: A dataset containing 2197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bothrops atrox (Linnaeus, 1758)"
 ]
}

 The dataset includes 2197 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055055-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnwkpv
title: Occurrence Download

description: A dataset containing 3337340 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ranunculaceae"
 ]
}

 The dataset includes 3337340 records from 1324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002232-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr03866.v1
title: Washington Post District of Columbia Mail Service Poll, December 1994
title: Version 1

description: This special topic poll, conducted December 2-5, 1994, is
 part of a continuing series of monthly surveys that solicit public
 opinion on the presidency and on a range of other political and social
 issues. The focus of this data collection was the performance of the
 United States Postal Service in the District of Columbia. Respondents
 were asked to rate first class mail service to their homes, counter
 service at the post office, the delivery of periodicals, and overall
 performance compared to years past. They were asked to give opinions
 on acceptable lengths of delivery times if the sender were local
 versus 600 miles from the recipient. Specific questions addressed
 whether respondents experienced any problems receiving mail and
 whether, given the level of service received, they thought that 32 or
 29 cents to mail a letter first class was worth the expense.
 Background variables include age, call-back receptivity, ethnicity,
household income, and sex.
description: Households were selected by random-digit dialing. Within
 households, the respondent selected was the adult living in the
 household who last had a birthday and who was home at the time of the
interview.
description: Datasets: 
DS1: Washington Post District of Columbia Mail Service Poll, December 1994
description: Persons aged 18 and over living in households with
telephones in the District of Columbia.
description: (1) Additional information about sampling,
 interviewing, weighting, and sampling error may be found in the
 codebook. (2) This collection has not been processed by ICPSR
 staff. ICPSR is distributing the data and documentation for this
 collection in essentially the same form in which they were
 received. When appropriate, documentation has been converted to
 Portable Document Format (PDF), data files have been converted to
 non-platform-specific formats, and variables have been recoded to
 ensure respondents' anonymity. (3) The codebook is provided by ICPSR
 as a Portable Document Format (PDF) file. The PDF file format was
 developed by Adobe Systems Incorporated and can be accessed using PDF
 reader software, such as the Adobe Acrobat Reader. Information on how
 to obtain a copy of the Acrobat Reader is provided on the ICPSR Web
site.
DOI: 10.3886/icpsr03866
title: Washington Post District of Columbia Mail Service Poll, December 1994
title: Archival Version

description: This special topic poll, conducted December 2-5, 1994, is
 part of a continuing series of monthly surveys that solicit public
 opinion on the presidency and on a range of other political and social
 issues. The focus of this data collection was the performance of the
 United States Postal Service in the District of Columbia. Respondents
 were asked to rate first class mail service to their homes, counter
 service at the post office, the delivery of periodicals, and overall
 performance compared to years past. They were asked to give opinions
 on acceptable lengths of delivery times if the sender were local
 versus 600 miles from the recipient. Specific questions addressed
 whether respondents experienced any problems receiving mail and
 whether, given the level of service received, they thought that 32 or
 29 cents to mail a letter first class was worth the expense.
 Background variables include age, call-back receptivity, ethnicity,
household income, and sex.
description: Households were selected by random-digit dialing. Within
 households, the respondent selected was the adult living in the
 household who last had a birthday and who was home at the time of the
interview.
description: Datasets: 
DS1: Washington Post District of Columbia Mail Service Poll, December 1994
description: Persons aged 18 and over living in households with
telephones in the District of Columbia.
description: (1) Additional information about sampling,
 interviewing, weighting, and sampling error may be found in the
 codebook. (2) This collection has not been processed by ICPSR
 staff. ICPSR is distributing the data and documentation for this
 collection in essentially the same form in which they were
 received. When appropriate, documentation has been converted to
 Portable Document Format (PDF), data files have been converted to
 non-platform-specific formats, and variables have been recoded to
 ensure respondents' anonymity. (3) The codebook is provided by ICPSR
 as a Portable Document Format (PDF) file. The PDF file format was
 developed by Adobe Systems Incorporated and can be accessed using PDF
 reader software, such as the Adobe Acrobat Reader. Information on how
 to obtain a copy of the Acrobat Reader is provided on the ICPSR Web
site.
DOI: 10.5281/zenodo.14968581
title: Data set for the study "Assessing the lifetime of anthropogenic CO2 and its sensitivity to different carbon cycle processes"

description: This repository contains the data necessary to reproduce the results of the paper: "Assessing the lifetime of anthropogenic CO2 and its sensitivity to different carbon cycle processes" https://doi.org/10.5194/bg-22-2767-2025

Data organization:

The Zenodo upload is organized as the following inside of results.zip:



Data analysis and figure generation are given by "*.pynb" and "*.m" files

Data files as NetCDF output are organized with the following structure inside of data:



Experiment: REF, noLAND, noWEATH, ECS2, ECS4, intCH4, PATH1, PATH2, and PULSE



Emissions scenario: 0_gtc, 500_gtc, 1000_gtc, 2000_gtc, 3000_gtc, 4000_gtc, and 5000_gtc



Component: atmosphere (atm), land (lnd), ocean (ocn), biogeochemistry (bgc), and the carbon cycle (co2)



Note: for intCH4, there is another file concerning methane (ch4)

Note: surface ocean pH and surface ocean DIC were not part of the standard output in the original CLIMBER-X model. Instead, these variables were calculated during post-processing using 2D spatial data. Since the 2D data was only output every 1 kyr, the first millennium of data was missing. To address this, we re-ran the experiments with surface ocean pH and DIC included in the output for the first 1 kyr. This is why there are additional individual files for pH, DIC, and the Revelle factor (see "fig5_7_8_9.ipynb" for further details).



File type: for each component, files are divided into timeseries (*_ts.nc) or 2D data with a 1 kyr output frequency (*.nc)



Note: due to size constraints of the Zenodo repository, only some 2D spatial data presented in the publication (for the REF experiment) is available. However, this is not an exhaustive dataset. For inquiries regarding additional data, please contact the corresponding author to explore potential availability.
DOI: 10.5281/zenodo.11177207
title: Underwater images collected by an Autonomous Surface Vehicle in Trou-Deau, Réunion - 2023-11-23

description: This dataset was collected by an Autonomous Surface Vehicle in Trou-Deau, Réunion - 2023-11-23. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
description: The Plancha project is co-financed by the Prefecture of Reunion as part of a 2019-2022 convergence and transformation contract, measure 3.3.1.1