cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h7qc5b
title: Occurrence Download

description: A dataset containing 1398 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beryx decadactylus Cuvier, 1829"
 ]
}

 The dataset includes 1398 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056120-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rrnva
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna lamellata Wilmot-Dear"
 ]
}

 The dataset includes 86 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056122-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkkbg5
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myodocarpus simplicifolius Brongn. & Gris"
 ]
}

 The dataset includes 93 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056123-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqefjv
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla quadrangularis Jum. & H.Perrier"
 ]
}

 The dataset includes 37 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056124-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8f8tur
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops oblongifolia Dubard"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056125-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p37frp
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum ×maximum (Brack.) Copel."
 ]
}

 The dataset includes 202 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056126-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10895010
title: Data for 'Mapping and characterization of avalanches on mountain glaciers with Sentinel-1 satellite imagery'

description: This dataset contains avalanche deposit outlines (as shapefiles) derived for the study 'Mapping and characterization of avalanches on mountain glaciers with Sentinel-1 satellite imagery'

 

They were outlined at three different sites (Mt Blanc, Everest and Hispar regions) for the periods 11/2016-10/2021 (Mt Blanc) and 11/2017-10/2022 (Everest and Hispar). The time period is indicated in the file name.

 

For each dataset we give the raw outlines (Automated_outlines_dates), the manually updated (Automated_outlines_dates_ManualUpd) and the manually updated after accounting for surface elevation change (Automated_outlines_dates_ManualUpd_shifted). 

 

In order to know which scenes were used for the mapping (if no avalanche was detected, we did not provide a shapefile, but this doesn't been that there is a gap in the Sentinel-1 time series), we provide a Sentinel1_date file that shows all the Sentinel-1 RGB pairs that we used to detect the avalanches.

 

We also provide as geotiffs the temporally aggregated outlines (Automated_outlines_dates_ManualUpd_shifted_aggregated; over one specific year yn - from 01/11/yn-1 to 01/11/yn - or the full study period):

- as heatmaps (where the value of each pixel corresponds to the number of avalanches that occured) 

- as binary maps of deposits (where 1 is when an avalanche occured over the time period and 0 is where none were detected).

 

 

Finally we provide a csv file for each region with metrics per glacier:

 

RGI ID

Glacier size (in m^2)

Catchment size (in m^2)

Area of slopes steeper than 30° (in m^2)

The area of total deposits detected (by summing all the pixels of the deposit binary maps) in the ascending obits (in m^2)

The area of total deposits detected (by summing all the pixels of the deposit binary maps) in the descending obits (in m^2)

The avalanche activity detected (by summing all pixels of the heat maps) in the ascending orbits (in m^2)

The avalanche activity detected (by summing all pixels of the heat maps) in the descending orbits (in m^2)

The area of the glacier visible in the ascending orbits (in m^2)

The area of the glacier visible in the descending orbits (in m^2)

 

 

The main Google Earth Engine and Matlab scripts used to pre-process the Sentinel-1 GRD images and to map the avalanches are available on GitHub: https://github.com/MarinKneib/S1_avalanches
DOI: 10.5281/zenodo.10895011
title: Data for 'Mapping and characterization of avalanches on mountain glaciers with Sentinel-1 satellite imagery'

description: This dataset contains avalanche deposit outlines (as shapefiles) derived for the study 'Mapping and characterization of avalanches on mountain glaciers with Sentinel-1 satellite imagery'

 

They were outlined at three different sites (Mt Blanc, Everest and Hispar regions) for the periods 11/2016-10/2021 (Mt Blanc) and 11/2017-10/2022 (Everest and Hispar). The time period is indicated in the file name.

 

For each dataset we give the raw outlines (Automated_outlines_dates), the manually updated (Automated_outlines_dates_ManualUpd) and the manually updated after accounting for surface elevation change (Automated_outlines_dates_ManualUpd_shifted). 

 

In order to know which scenes were used for the mapping (if no avalanche was detected, we did not provide a shapefile, but this doesn't been that there is a gap in the Sentinel-1 time series), we provide a Sentinel1_date file that shows all the Sentinel-1 RGB pairs that we used to detect the avalanches.

 

We also provide as geotiffs the temporally aggregated outlines (Automated_outlines_dates_ManualUpd_shifted_aggregated; over one specific year yn - from 01/11/yn-1 to 01/11/yn - or the full study period):

- as heatmaps (where the value of each pixel corresponds to the number of avalanches that occured) 

- as binary maps of deposits (where 1 is when an avalanche occured over the time period and 0 is where none were detected).

 

 

Finally we provide a csv file for each region with metrics per glacier:

 

RGI ID

Glacier size (in m^2)

Catchment size (in m^2)

Area of slopes steeper than 30° (in m^2)

The area of total deposits detected (by summing all the pixels of the deposit binary maps) in the ascending obits (in m^2)

The area of total deposits detected (by summing all the pixels of the deposit binary maps) in the descending obits (in m^2)

The avalanche activity detected (by summing all pixels of the heat maps) in the ascending orbits (in m^2)

The avalanche activity detected (by summing all pixels of the heat maps) in the descending orbits (in m^2)

The area of the glacier visible in the ascending orbits (in m^2)

The area of the glacier visible in the descending orbits (in m^2)

 

 

The main Google Earth Engine and Matlab scripts used to pre-process the Sentinel-1 GRD images and to map the avalanches are available on GitHub: https://github.com/MarinKneib/S1_avalanches
DOI: 10.15468/dl.pzatcs
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon klaineanum Jacq.-Fél."
 ]
}

 The dataset includes 255 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056127-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwyz5v
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna lamii Verdc."
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056128-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptuawa
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops obovata Sond."
 ]
}

 The dataset includes 355 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056129-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gj5u78
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myodocarpus vieillardii Brongn. & Gris"
 ]
}

 The dataset includes 150 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056130-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwf4ry
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla quadrialata Ohwi ex Regalado"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056131-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfdpav
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum monstrosum (Copel.) Copel."
 ]
}

 The dataset includes 92 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056132-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wk2avx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon korupense R.D.Stone"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056133-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvs6kv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna laticifera Ingalh., N.V.Page & S.S.Gaikwad"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056134-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3mseb
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myopordon aucheri Boiss."
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056136-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gum7tw
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops obtusifolia Lam."
 ]
}

 The dataset includes 186 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056135-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh32qp
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla quadrifolia (Blume) Blume"
 ]
}

 The dataset includes 441 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056137-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ww4f6w
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum musifolium (Blume) Copel."
 ]
}

 The dataset includes 202 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056138-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gexj8x
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon kosiense R.D.Stone & I.G.Mona"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056139-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grhb25
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna longipedunculata Merr."
 ]
}

 The dataset includes 70 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056140-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1kixer9
title: National Assessment of Oil and Gas Tuscaloosa and Woodbine Downdip Gas Assessment Units

description: The Assessment Unit is the fundamental unit used in the National Assessment Project for the assessment of undiscovered oil and gas resources.  The Assessment Unit is defined within the context of the higher-level Total Petroleum System.  The Assessment Unit is shown here as a geographic boundary interpreted, defined, and mapped by the geologists responsible for the province and incorporates a set of known or postulated oil and (or) gas accumulations sharing similar geologic, geographic, and temporal properties within the Total Petroleum System, such as source rock, timing, migration pathways, trapping mechanism, and hydrocarbon type.  The Assessment Unit boundary is defined geologically as the limits of the geologic elements that define the Assessment Unit, such as limits of reservoir rock, geologic structures, source rock, and seal lithologies.  The only exceptions to this are Assessment Units that border the Federal-State water boundary.  In these cases, the Federal-State water boundary forms part of the Assessment Unit boundary.
DOI: 10.15468/dl.wnmgu3
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myopordon hyrcanum (Bornm.) Wagenitz"
 ]
}

 The dataset includes 21 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056141-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdsdkq
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops occidentalis Aubrév."
 ]
}

 The dataset includes 63 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056142-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dywmay
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla quartzitarum Jum. & H.Perrier"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056143-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky4km9
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon kunstleri King"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056144-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3gg8e
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum pappei (Mett.) Tardieu"
 ]
}

 The dataset includes 116 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056145-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyf7ky
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna macrobotrys Hance"
 ]
}

 The dataset includes 43 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056146-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ukv4v
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops penduliflora Engl."
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056147-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wszert
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myopordon persicum Boiss."
 ]
}

 The dataset includes 35 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056148-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7enbr
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla quintuplinervis Cogn."
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056149-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k4jw2
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Memecylon kupeanum R.D.Stone, Ghogue & Cheek"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056150-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdqx5f
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microsorum pentaphyllum (Baker) Copel."
 ]
}

 The dataset includes 51 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056151-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrjrxp
title: Occurrence Download

description: A dataset containing 1382 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mucuna macrocarpa Wall."
 ]
}

 The dataset includes 1382 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056152-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxnumg
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimusops perrieri Capuron ex Aubrév."
 ]
}

 The dataset includes 245 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056154-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3ca99
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myopordon pulchellum (Winkl. & Barbey) Wagenitz"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056153-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtt2mh
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medinilla racemosa H.St.John"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056155-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e186563
title: Code for: Time Aggregation in Health Insurance Deductibles

description: Health insurance plans increasingly pay for expenses only beyond a large annual deductible. This paper explores the implications of deductibles that reset over shorter timespans. We develop a model of insurance demand between two actuarially equivalent deductible policies, in which one deductible is larger and resets annually and the other deductible is smaller and resets biannually. Our model incorporates borrowing constraints, moral hazard, mid-year contract switching, and delayable care. Calibrations using claims data show that the liquidity benefits of resetting deductibles can generate welfare gains of 3-10% of premium costs, particularly for individuals with borrowing constraints.
description: Individuals and families with employer-sponsored health insurance coverage in large commercial plans from approximately 350 insurers nationwide.. Smallest Geographic Unit: National