cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ppdxep
title: Occurrence Download

description: A dataset containing 519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 519 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008189-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28wdx7
title: Occurrence Download

description: A dataset containing 6377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.10_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Procyon lotor",
 "Year 2015-2025"
 ]
}

 The dataset includes 6377 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008190-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240637v1
title: Remote Support Services Technologies to Enhance Independent Living

description: The
goal of this project was to assess the benefits of using remote support
services technologies in the home towards enhancing independent living. 214 adults with ID/DD were recruited, including 107 adults in our
Intervention Group who are adults who use (a) ID/DD waiver services in the
community PLUS also use (b) remote supports services technologies (a defined
Home and Community-Based Services waiver service) and a comparable group of 107
adults in our Control Group who use only (a) same-as-usual ID/DD waiver
services in the community and do NOT use remote support services. The National
Core Indicators in-person interview protocol was used to assess and compare
relevant outcomes of the participants in our Intervention Group to participants
in our Control Group. Study participants from both groups were compared on the use
of total hours of support and the cost of support on an annual basis. Our
hypothesis (prediction) was that individuals using remote support services
would report similar or perhaps better outcomes and satisfaction with their
services than their peers who are not using remote support services. We also
hypothesized (predicted) that the annual costs and the total number of hours of
supports/services for the remote support services group would be lower than
their peers who are not using remote support services.
DOI: 10.15468/dl.y82jvm
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Human Observation, Occurrence evidence)",
 "TaxonKey is Vespa fervida"
 ]
}

 The dataset includes 42 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008191-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26179/n34k-4d86
title: Repeatable methods to establish bdelloid rotifer cultures of cold-dwelling origins
DOI: 10.15468/dl.zrgtt2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus colocynthis",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049275-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f89yrd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus colocynthis",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049277-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqptgp
title: Occurrence Download

description: A dataset containing 19126844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Basidiomycota"
 ]
}

 The dataset includes 19126844 records from 2302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001135-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e231582
title: Replication data for: Price Regulation, Price Discrimination, and Equality of Opportunity in Higher Education: Evidence from Texas

description: We assess the importance of price regulation and price discrimination to low-income students' access to opportunities in public higher education. In 2003, Texas shifted tuition-setting authority away from the state legislature to public universities themselves. In response, most institutions raised sticker prices and many began charging more for high-earning majors, such as business and engineering. We find that poor students actually shifted toward higher earning programs following deregulation, relative to non-poor students. Deregulation facilitated more price discrimination through increased grant aid and enabled supply-side enhancements, which may have partially shielded poor students from higher sticker prices.
DOI: 10.3886/e231582v1
title: Replication data for: Price Regulation, Price Discrimination, and Equality of Opportunity in Higher Education: Evidence from Texas

description: We assess the importance of price regulation and price discrimination to low-income students' access to opportunities in public higher education. In 2003, Texas shifted tuition-setting authority away from the state legislature to public universities themselves. In response, most institutions raised sticker prices and many began charging more for high-earning majors, such as business and engineering. We find that poor students actually shifted toward higher earning programs following deregulation, relative to non-poor students. Deregulation facilitated more price discrimination through increased grant aid and enabled supply-side enhancements, which may have partially shielded poor students from higher sticker prices.
DOI: 10.3886/e231583
title: Replication data for: Public Spillovers from Private Insurance Contracting: Physician Responses to Managed Care

description: Managed care is rebounding as more emphasis is placed on cost containment. These efforts may benefit consumers but challenge providers; however, empirical evidence on how supply-side managed care influences physicians is incomplete. We leverage a quasi-experiment in which a commercial insurer imposed a new contract regime on behavioral health providers in response to recent policy shifts. We demonstrate spillovers in the form of negative effects on local physician supply and positive effects on Medicare and Medicaid participation in areas where the insurer has market power. Commercially insured patients are also not obviously harmed but receive less intense services in some settings.
DOI: 10.3886/e231583v1
title: Replication data for: Public Spillovers from Private Insurance Contracting: Physician Responses to Managed Care

description: Managed care is rebounding as more emphasis is placed on cost containment. These efforts may benefit consumers but challenge providers; however, empirical evidence on how supply-side managed care influences physicians is incomplete. We leverage a quasi-experiment in which a commercial insurer imposed a new contract regime on behavioral health providers in response to recent policy shifts. We demonstrate spillovers in the form of negative effects on local physician supply and positive effects on Medicare and Medicaid participation in areas where the insurer has market power. Commercially insured patients are also not obviously harmed but receive less intense services in some settings.
DOI: 10.3886/e231584
title: Replication data for: Take Two! SAT Retaking and College Enrollment Gaps

description: Only half of SAT-takers retake the exam, with even lower retake rates among low-income students and underrepresented minority (URM) students. We exploit discontinuous jumps in retake probabilities at multiples of 100, driven by left-digit bias, to estimate retaking's causal effects. Retaking substantially improves SAT scores and increases four-year college enrollment rates, particularly for low-income and URM students. Eliminating disparities in retake rates could close up to 10 percent of the income-based gap and up to 7 percent of the race-based gap in four-year college enrollment rates of high school graduates.
DOI: 10.3886/e231584v1
title: Replication data for: Take Two! SAT Retaking and College Enrollment Gaps

description: Only half of SAT-takers retake the exam, with even lower retake rates among low-income students and underrepresented minority (URM) students. We exploit discontinuous jumps in retake probabilities at multiples of 100, driven by left-digit bias, to estimate retaking's causal effects. Retaking substantially improves SAT scores and increases four-year college enrollment rates, particularly for low-income and URM students. Eliminating disparities in retake rates could close up to 10 percent of the income-based gap and up to 7 percent of the race-based gap in four-year college enrollment rates of high school graduates.
DOI: 10.15468/dl.z269a8
title: Occurrence Download

description: A dataset containing 6367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "HasCoordinate is true",
 "Country is United States of America"
 ]
}

 The dataset includes 6367 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024605-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17686068
title: SARS-CoV-2 Infektionen in Deutschland

description: Im Datensatz "SARS-CoV-2 Infektionen in Deutschland" des Robert Koch-Instituts werden die Daten basierend auf Meldungen zu SARS-CoV-2 Infektionen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Darin enthalten sind Informationen auf Landkreisebene zu bestätigten Infektionen, Todesfällen und Genesungen, differenziert nach Altersgruppen und Geschlecht. Diese Daten dienen als Grundlage für epidemiologische Bewertungen und gesundheitspolitische Maßnahmen.
DOI: 10.5880/crc1211db.71
title: Daily Accumulated Total Precipitation from Weather Research and Forecasting (WRF) Model at 6 km Resolution for Atacama Desert from 1990 to 2020

description: This dataset contains simulated daily accumulated total precipitation (convective and non-convective) for the Atacama Desert, generated using the Weather Research and Forecasting (WRF) Model. The simulation represents a high-resolution regional precipitation dataset from the dynamic downscaling of ERA5 data, using a higher-resolution climate model. The dataset spans the years 1990 to 2020, providing a horizontal resolution of 6 km and is stored in NetCDF format. The time indicated represents the end of the accumulation period in UTC. A single one-way nesting was performed using ERA5 as initial and boundary conditions within the domain 26-16°S and 67-74°W. The WRF Model simulation is initially output as 3-hourly data. Further, 3-hourly total precipitation (convective plus non-convective rainfall) is accumulated into daily precipitation. Other initial and boundary conditions include land use and soil categories (USGS 24 categories), vegetation fraction and LAI (monthly MODIS climatology), and sea surface temperature (ERA5, provided by HadISST2 prior to September 2007 and OSTIA as per Dee et al., 2011). For physical parameterizations used in WRF, please refer to Reyers et al. (2021).
DOI: 10.15468/dl.h6sgk4
title: Occurrence Download

description: A dataset listing the 27 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((105.37203 8.99459,105.45442 8.99459,105.45442 9.07878,105.37203 9.07878,105.37203 8.99459))"
 ]
}

 The dataset's 27 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003845-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5880/trr228db.27
title: Collaborative Research Centre 228: Future Rural Africa: Household Survey (Wave II-2023) - Zambia

description: This is a household survey dataset of rural households from Western Region in Zambia, collected in June 2023 as part of the Collaborative Research Centre 228: Future Rural Africa project. In Zambia, this project is a collaboration between the University of Bonn and the University of Cologne and the University of Zambia. The dataset is organised in 15 sections including household socio-demographic characteristics, aspiration and locus of control, asset holding, shock exposure, livestock and cropping patterns among others. The survey captures 2,476 individuals in 437 households across 30 enumeration areas. The dataset is provided in three different formats including CSV, STATA (dta) and SPSS ( sav). A data dictionary and detailed codebook is also included with the dataset.
DOI: 10.5880/trr228db.25
title: Collaborative Research Centre 228: Future Rural Africa: Household Survey (Wave II-2023) - Namibia

description: Abstract: This is a household survey dataset of rural households from Zambezi region in Namibia, collected in May and June 2023 as part of the Collaborative Research Centre 228: Future Rural Africa project. In Namibia, this project is a collaboration between the University of Bonn and the University of Cologne and the University of Namibia. The dataset is organised in 15 sections including household socio-demographic characteristics, aspiration and locus of control, asset holding, shock exposure, livestock and cropping patterns among others.The survey captures 3,300 individuals in 652 households across 44 enumeration areas. The dataset is provided in three different formats including CSV, STATA (dta) and SPSS (sav). A data dictionary and detailed codebook is also included with the dataset.
DOI: 10.5880/trr228db.26
title: Collaborative Research Centre 228: Future Rural Africa: Household Survey (Wave II-2023) - Tanzania

description: Abstract: This is a household survey dataset of rural households from Morogoro and Iringa regions in Central Tanzania, collected in June, July, and August 2023 as part of the Collaborative Research Center 228: Future Rural Africa project. In Tanzania, this project is a collaboration between the University of Bonn and the University of Cologne and Mzumbe University. The dataset is organised in 15 sections including household socio-demographic characteristics, aspiration and locus of control, asset holding, shock exposure, livestock and cropping patterns among others. The survey captures 3,919 individuals in 871 households across 60 enumeration areas. The dataset is provided in three different formats including CSV, STATA (dta) and SPSS (sav). A data dictionary and detailed codebook is also included with the dataset.
DOI: 10.5880/trr228db.28
title: Collaborative Research Centre 228: Future Rural Africa: Household Survey (Wave II-2023) - Botswana

description: This is a baseline household survey dataset of rural households from Chobe district in Botswana, collected in May and June 2023 as part of the Collaborative Research Center 228: Future Rural Africa project. In Botswana, this project is a collaboration between the University of Bonn and the University of Cologne and Botswana University of Agriculture and Natural Resources. The dataset is organised in 15 sections including household socio-demographic characteristics, aspiration and locus of control, asset holding, shock exposure, livestock and cropping patterns among others. The survey captures 2,024 individuals in 453 households across 6 villages. The dataset is provided in three different formats including CSV, STATA (dta) and SPSS (sav). A data dictionary and detailed codebook is also included with the dataset.
DOI: 10.5880/trr228db.24
title: Collaborative Research Centre 228: Future Rural Africa: Household Survey (Wave II-2023) - Kenya

description: This is a household survey dataset of rural households from Baringo County in Kenya, collected in July and August 2023 as part of the Collaborative Research Centre 228: Future Rural Africa project. In Kenya, this project is a collaboration between the University of Bonn and the University of Cologne and the University of Nairobi. The dataset is organised in 15 sections including household socio-demographic characteristics, aspiration and locus of control, asset holding, shock exposure, livestock and cropping patterns among others. The survey captures 4,141 individuals in 703 households across 47 enumeration areas. The dataset is provided in three different formats including CSV, STATA (dta) and SPSS (sav). A data dictionary and detailed codebook is also included with the dataset.
DOI: 10.5880/trr228db.18
title: Historical road network of Kenya (1950s – 1980s) extracted from topographic maps (Version 1.0)

description: This dataset includes a shapefile representing the digitized historical road network of Kenya. It contains over 56,000 km of historical roads extracted from 449 historical topographic maps of 1:50,000 scale and 71 maps of 1:100,000 scale covering the time period from the 1950s to the 1980s. The topographic maps were obtained from various sources in Kenya and the UK. Most of maps were collected in Kenya provided by the Survey of Kenya and several local county governments’ survey and urban planning departments. Additionally, some maps were obtained from archives in Great Britain, namely the Bodleian Library of the University of Oxford and the Cambridge University Library. All the acquired maps were originally created and published by the Directorate of Overseas Surveys (DOS), the War Office, General Staff, Geographical Section and the Survey of Kenya. The road data was extracted from these maps using deep learning techniques, including a Python script and ArcGIS Pro “Multi-Task Road Extractor” tool.
DOI: 10.5880/trr228db.21
title: Data: Anthropogenic Disturbances Superimpose Climate Effects on Soil Organic Carbon in Savanna Woodlands of sub-Saharan Africa

description: Savanna ecosystems in sub-Saharan Africa (SSA) harbor substantial yet relatively unexplored reserves of soil organic carbon (SOC). Our study aimed to unravel the intricate interplay between climate, reference soil groups (RSGs), and anthropogenic disturbances in shaping SOC dynamics in these ecosystems. We analysed SOC along climosequences across natural savanna woodlands in Mozambique and Zambia, with varying mean annual temperature (MAT; 20 - 24°C) and mean annual precipitation (MAP; 365 - 1227 mm). Anthropogenic disturbances were assessed through comprehensive field surveys and remote sensing of tree cover and vegetation indices changes from 1980 to 2019. There was no discernible effect of MAT. Yet, bulk SOC and all SOC pools increased with increasing MAP, which explained, however, only 30% of the data variability. This weak relation was caused by anthropogenic disturbance, which tended to raise SOC stocks in the dry savanna but resulted in significant SOC losses at &gt; 600 mm MAP. For sites with little, if any, disturbance in the past decades, we found significant RSG-specific effects of MAP on SOC, explaining up to 85% of data variability. Consequently, the precipitation regime is central in controlling SOC stocks in SSA native savanna woodlands. However, human presence changed the C balance with an estimated release of 1.5 Gt of CO2-C in 20 years; another 1.4 Gt CO2-C potentially could be lost with increasing population spread into these otherwise pristine environments. Accurate modelling of climate-change effects on the C cycle must include the transformative impacts of current human activities, such as wood harvesting and grazing.
DOI: 10.15468/dl.23xeam
title: Occurrence Download

description: A dataset containing 21684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.16.6_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 21684 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003848-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkjyvh
title: Occurrence Download

description: A dataset containing 25079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.16.5_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 25079 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003849-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17686066
title: Processed MOSEI Dataset (Audio-Visual-Text + Labels)

description: This dataset contains filtered, audio-visual-text features from CMU-MOSEI in PKL format.
DOI: 10.5281/zenodo.17686067
title: Processed MOSEI Dataset (Audio-Visual-Text + Labels)

description: This dataset contains filtered, audio-visual-text features from CMU-MOSEI in PKL format.
DOI: 10.5880/tr32db.14
title: Preliminary land use classification of the Rur Catchment 2015

description: This data set contains the preliminary land use
      classification of 2015 for the study area of the CRC/Transregio 32: "Patterns in
      Soil-Vegetation-Atmosphere Systems: monitoring, modelling and data assimilation", which
      corresponds to the catchment of the river Rur. The study area is mainly situated in the
      western part of North Rhine-Westphalia (Germany) and parts of the Netherlands and Belgium. The
      classification is provided in GeoTIFF and in ASCII format. Spatial resolution: 15 m;
      Projection: WGS84, UTM Zone 32N.
DOI: 10.5880/crc1211db.63
title: Drone derived high resolution DEMs and orthophotos of crustal faults' features, Central Depression of Northern Chile (19° 25'S-19°40'S)

description: The present dataset correspond to georeferenced high-resolution DEMs (0.1-0.32 m) and orthophotos (0.035-0.08 m) of crustal faults&039; scarps and outcrops, derived from UAV imagery data obtained during a field campaign in December 2021. The imagery data was processed with Agisoft PhotoScan 1.4.0 (e.g., Uysal et al., 2015) for 4 key sites (~2.8 km²) between Quebrada de Tana and Quebrada Aroma, Northernmost Chile, and used as part of the input data for a fault database of the study area.
DOI: 10.15468/dl.d3kt9j
title: Occurrence Download

description: A dataset containing 10376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.8.3_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 10376 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003850-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5880/crc1211db.66
title: Variant Call Format (VCF) File representing SNPs Data of 183 individuals from 11 populations for H.chilensis species

description: SNPs Data for Huidobria chilensis generated by the stacks pipeline and filtered for further processing
DOI: 10.13140/rg.2.2.14617.28007
title: An Unbiased Estimator of Population Geometric Mean based on Random Sample