cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17365905
title: Hybrid glacio-hydrological modeling of historical and future runoff in Western Patagonia

description: This dataset provides historical and future runoff data for 2,236 catchments in Western Patagonia, along with static catchment attributes. It accompanies the study "Hybrid glacio-hydrological modelling reveals contrasting runoff changes in Western Patagonia over the 21st century" by Aguayo et al. (2025). The dataset includes three files:

1. Basin_attributes.csv



A tabular dataset where each row (with basin_id) represents one of the 2,236 catchments, and each column corresponds to a specific attribute.

Detailed descriptions of each attribute are available in the Table S1 of Supplementary Material.


2. Basin_boundaries.gpkg



A GeoPackage file containing the polygon boundaries of the 2,236 catchments in vector format.

Each feature includes the corresponding basin_id, allowing for spatial linkage with other dataset components.


3. Q_historical.nc



Contains historical daily runoff time series (2000-2019) for each catchment, based on historical climate conditions from PMET-sim (Aguayo et al., 2024).

Provided in NetCDF format with dimensions: date, basin_id, and model. 


4. Q_future.nc





Provides daily runoff projections for 2022-2099 under multiple General Circulation Models (GCMs; n = 5) and Shared Socioeconomic Pathways (SSPs; n = 2).




Stored in NetCDF format with dimensions: date, basin_id, model, gcm, and ssp.



The runoff time series are based on different modeling approaches, including: hybrid models (LSTM+OGGM), pure deep learning models (LSTM), and process-based coupled glacio-hydrological models (TUWmodel+OGGM and GR4J+OGGM)
DOI: 10.3535/bfm-wrq-es1
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/gdb-1tj-kgh
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.15076803
title: Hybrid glacio-hydrological modeling of historical and future runoff in Western Patagonia

description: This dataset provides historical and future runoff data for 2,236 catchments in Western Patagonia, along with static catchment attributes. It accompanies the study "Hybrid glacio-hydrological modelling reveals contrasting runoff changes in Western Patagonia over the 21st century" by Aguayo et al. (2025). The dataset includes three files:

1. Basin_attributes.csv



A tabular dataset where each row (with basin_id) represents one of the 2,236 catchments, and each column corresponds to a specific attribute.

Detailed descriptions of each attribute are available in the Table S1 of Supplementary Material.


2. Basin_boundaries.gpkg



A GeoPackage file containing the polygon boundaries of the 2,236 catchments in vector format.

Each feature includes the corresponding basin_id, allowing for spatial linkage with other dataset components.


3. Q_historical.nc



Contains historical daily runoff time series (2000-2019) for each catchment, based on historical climate conditions from PMET-sim (Aguayo et al., 2024).

Provided in NetCDF format with dimensions: date, basin_id, and model. 


4. Q_future.nc





Provides daily runoff projections for 2022-2099 under multiple General Circulation Models (GCMs; n = 5) and Shared Socioeconomic Pathways (SSPs; n = 2).




Stored in NetCDF format with dimensions: date, basin_id, model, gcm, and ssp.



The runoff time series are based on different modeling approaches, including: hybrid models (LSTM+OGGM), pure deep learning models (LSTM), and process-based coupled glacio-hydrological models (TUWmodel+OGGM and GR4J+OGGM)
DOI: 10.3535/bgg-42f-wtp
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ns5-vth-t3m
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/rr4-t0k-hc5
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/58a-fep-4qq
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/agl-v66-96a
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/b8y-kc5-39a
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/0gh-6x9-msx
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/dvd-naa-pg8
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/qcw-v2y-tqx
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/6g9-5e7-6xs
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/zy8-d03-fkg
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/05g-5d9-jd6
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/hzz-tv6-7h0
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/xk0-3bf-dz4
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/509-n7w-e8k
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ct9-kjg-ml0
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/lv7-hxn-0zr
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ayv-ay4-zyf
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/j12-71d-t18
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/dcg-akd-pye
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/pjs-j4m-nwb
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/s08-53w-j4v
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3zz-4ga-w84
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/9nd-lv9-9pr
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/x9c-h20-7be
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/442-7ma-bpr
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/96y-3m7-3z2
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/zrn-k5r-prx
title: Elymus cordilleranus Davidse & R. W. Pohl

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/bye-6ch-wnh
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/g74-elj-l9y
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/hdv-0pf-ylr
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/2ks-kaz-gm3
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/9z6-4x0-shk
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.21227/b07f-7w72
title: "Experimental Data and Analysis for Restoring Limb Awareness Using sEMG-Driven Haptic Feedback in Post-Stroke Proprioceptive Loss"

description: "This dataset contains experimental results from a clinical study evaluating an sEMG-driven haptic feedback system for proprioceptive rehabilitation in stroke survivors. The data includes five sequential trials testing system latency (N=39 trials), angle matching accuracy in healthy participants with simulated impairment (N=10), drift compensation during sustained holding (N=5), angle matching in chronic stroke patients (N=3), and Fugl-Meyer sensory assessments (N=3). Key findings demonstrate 319ms mean system latency, 57% error reduction in healthy participants, 37% improvement in stroke survivors, 61% drift reduction, and clinically significant Fugl-Meyer score improvements (+1.33 points). All data are provided in CSV format with summary statistics, p-values, and effect sizes. The dataset supports research in sensory substitution, stroke rehabilitation, wearable assistive technologies, and haptic feedback systems. Results validate immediate proprioceptive augmentation without training, offering a low-cost alternative to conventional rehabilitation approaches for the estimated 2-3 million Americans with chronic proprioceptive deficits."
DOI: 10.3535/fq6-mhg-lm2
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/tmc-5eg-bw8
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/yeb-0wq-kvr
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/5gz-w8x-ap0
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ej8-hdb-507
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/wnh-hrm-avz
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/90f-dlj-y38
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/wnj-wem-kt8
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/a3f-50n-365
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/nax-gwq-p3t
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/p7g-18x-fb3
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/0jb-0nt-bbp
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/2d4-w34-1cn
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/392-9s4-gkn
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/cyq-mz2-f3b
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/tlv-2ns-lr7
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3af-thk-735
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/k3z-anc-dqx
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/qqy-lyd-yrp
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.6084/m9.figshare.30372742
title: Bibliography of published scientific and grey literature related to cannabis policy in India

description: This dataset contains bibliography of published scientific and grey literature of relevance to study cannabis-related public policy in India over time. It has a total of 128 documents published over 1859-2020 period providing commentary about cannabis-related policy/issues historically till the early part of 21<sup>st </sup>century in India.This bibliography was produced as part of a scoping review to map alcohol-related public policies in India since its industrial scale production in India. Documents were sourced through systematic searches using keywords related to cannabis and policy in the two major social science databases: the EBSCO Host, and JSTOR. This scoping review was part of a broader research initiative titled, DRITHI (Developing Research and Action Capacities to Counter Harm Industries) - a historical comparative public policy study across the four psychoactive substances (tobacco, alcohol, cannabis and opium).The search for literature was limited to time period of 1600-2024 and to English language. The search for EBSCO Host: [cannabis OR marijuana OR hemp OR tetrahydrocannabinol OR cannabidiol OR hashish OR ganja OR charas OR bhang]<i> </i>AND [policy OR law OR statute* OR legislation OR regulation OR notification OR control OR prohibit* OR excise OR revenue OR tax OR restrict* OR licens*] AND [India]. The search for JSTOR: [ti:cannabis OR marijuana OR hemp OR tetrahydrocannabinol OR cannabidiol OR hashish OR ganja OR charas OR bhang] AND [policy OR law OR regulation OR control OR prohibit OR license OR tax OR revenue] AND [India]. ANG and SS independently reviewed titles and abstracts of all sourced documents for their inclusion/exclusion in the review. They developed consensus on inclusion/exclusion decision and the documents, where consensus could not be achieved, were referred to UB for the final decision.Our sole intention of publishing this bibliography is that it may be of help to other researchers/actors interested in cannabis related policy/issues in India.
DOI: 10.3535/5kb-cd8-vm6
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/zm4-fnx-rlg
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/h17-7r8-lxf
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/l4m-hzx-92p
title: Elymus scabriglumis (Hack.) Á. Löve

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/qna-se0-125
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.6084/m9.figshare.30372742.v2
title: Bibliography of published scientific and grey literature related to cannabis policy in India

description: This dataset contains bibliography of published scientific and grey literature of relevance to study cannabis-related public policy in India over time. It has a total of 128 documents published over 1859-2020 period providing commentary about cannabis-related policy/issues historically till the early part of 21<sup>st </sup>century in India.This bibliography was produced as part of a scoping review to map alcohol-related public policies in India since its industrial scale production in India. Documents were sourced through systematic searches using keywords related to cannabis and policy in the two major social science databases: the EBSCO Host, and JSTOR. This scoping review was part of a broader research initiative titled, DRITHI (Developing Research and Action Capacities to Counter Harm Industries) - a historical comparative public policy study across the four psychoactive substances (tobacco, alcohol, cannabis and opium).The search for literature was limited to time period of 1600-2024 and to English language. The search for EBSCO Host: [cannabis OR marijuana OR hemp OR tetrahydrocannabinol OR cannabidiol OR hashish OR ganja OR charas OR bhang]<i> </i>AND [policy OR law OR statute* OR legislation OR regulation OR notification OR control OR prohibit* OR excise OR revenue OR tax OR restrict* OR licens*] AND [India]. The search for JSTOR: [ti:cannabis OR marijuana OR hemp OR tetrahydrocannabinol OR cannabidiol OR hashish OR ganja OR charas OR bhang] AND [policy OR law OR regulation OR control OR prohibit OR license OR tax OR revenue] AND [India]. ANG and SS independently reviewed titles and abstracts of all sourced documents for their inclusion/exclusion in the review. They developed consensus on inclusion/exclusion decision and the documents, where consensus could not be achieved, were referred to UB for the final decision.Our sole intention of publishing this bibliography is that it may be of help to other researchers/actors interested in cannabis related policy/issues in India.
DOI: 10.15468/dl.x9a8mj
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-35.66277 22.74421,0.66277 22.74421,0.66277 37.25579,-35.66277 37.25579,-35.66277 22.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemionitis gluckuk"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027718-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cgm-n7x-ng8
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/y2w-kpx-cvd
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.6084/m9.figshare.30372742.v1
title: Bibliography of published scientific and grey literature related to cannabis policy in IndiaBibliography of published scientific and grey literature related to cannabis policy in India

description: This dataset contains bibliography of published scientific and grey literature of relevance to study cannabis-related public policy in India over time. It has a total of 128 documents published over 1859-2020 period providing commentary about cannabis-related policy/issues historically till the early part of 21<sup>st </sup>century in India.This bibliography was produced as part of a scoping review to map alcohol-related public policies in India since its industrial scale production in India. Documents were sourced through systematic searches using keywords related to cannabis and policy in the two major social science databases: the EBSCO Host, and JSTOR. This scoping review was part of a broader research initiative titled, DRITHI (Developing Research and Action Capacities to Counter Harm Industries) - a historical comparative public policy study across the four psychoactive substances (tobacco, alcohol, cannabis and opium).The search for literature was limited to time period of 1600-2024 and to English language. The search for EBSCO Host: [cannabis OR marijuana OR hemp OR tetrahydrocannabinol OR cannabidiol OR hashish OR ganja OR charas OR bhang]<i> </i>AND [policy OR law OR statute* OR legislation OR regulation OR notification OR control OR prohibit* OR excise OR revenue OR tax OR restrict* OR licens*] AND [India]. The search for JSTOR: [ti:cannabis OR marijuana OR hemp OR tetrahydrocannabinol OR cannabidiol OR hashish OR ganja OR charas OR bhang] AND [policy OR law OR regulation OR control OR prohibit OR license OR tax OR revenue] AND [India]. ANG and SS independently reviewed titles and abstracts of all sourced documents for their inclusion/exclusion in the review. They developed consensus on inclusion/exclusion decision and the documents, where consensus could not be achieved, were referred to UB for the final decision.Our sole intention of publishing this bibliography is that it may be of help to other researchers/actors interested in cannabis related policy/issues in India.
DOI: 10.3535/9lq-qws-gab
title: Seseli bulgaricum P. W. Ball

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/bx1-02d-20f
title: Elymus trachycaulus (Link) Gould ex Shinners

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/q6h-z8g-1f7
title: Elymus cordilleranus Davidse & R. W. Pohl

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/38n-x4f-tsf
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/7p7-k94-axm
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/crh-gnw-328
title: Gentiana grata Harry Sm.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3ve-xbw-39n
title: Agrostis tenuis Sibth.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/hse-esb-vvj
title: Dryopteris setigera (Blume) Kuntze

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/87c-w53-q6x
title: Gentiana formosa Harry Sm.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/nl3-8kw-5se
title: Agrostis gigantea Roth

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/vt8-y7n-zyq
title: Erysimum virgatum Roth

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/20r-gsd-7ha
title: Papaver argemone subsp. nigrotinctum (Fedde) Kadereit

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/gqs-j3e-2bm
title: Lomatogonium oreocharis (Diels) C. Marquand

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/zqc-lft-8ea
title: Hieracium bigeminum Lönnr.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/7zz-2rh-zpd
title: Swertia elata Harry Sm.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/r7b-ryl-mh9
title: Dryopteris serrata (Cav.) C. Chr.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/64j-8em-r0m
title: Galium trifidum subsp. trifidum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/9yy-bwk-tyz
title: Leontopodium giraldii Diels

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.