cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/ikrfhm
title: Meteorological and hydrological data from the Alder Creek Watershed, Grand River Basin, Ontario

description: This record is for the dataset “ Meteorological and hydrological data from the Alder Creek Watershed, Grand River Basin, Ontario” at &lt;a href= " https://doi.org/10.20383/101.0178"&gt;https://doi.org/10.20383/101.0178&lt;/a&gt;. 
&lt;p&gt;&lt;p&gt; 

The Alder Creek field observatory was instrumented by the Southern Ontario Water Consortium as the middle member of three watersheds with different degrees of urbanization. Field data were collected via the deployment of electronic instruments and manual measurements in the Alder Creek watershed to answer questions related to water management at the watershed scale. Field sites were chosen based on: 1) an attempt to distribute measurement locations spatially throughout the watershed, 2) permissions obtained from local residents, businesses, and stakeholders (e.g., the Regional Municipality of Waterloo) for installations, and 3) interest in monitoring local processes such as depression focused recharge. Cellular network telemetry was used to regularly transmit remote field data to a computer at the University of Waterloo. This was part of a “smart” watershed design whereby field data could be reviewed by technicians to make decisions regarding field monitoring and equipment maintenance. Data collection schedules could also be adjusted remotely.&lt;p&gt;
This dataset can be downloaded at &lt;a href= " https://doi.org/10.20383/101.0178"&gt;https://doi.org/10.20383/101.0178&lt;/a&gt;
DOI: 10.5683/sp3/68txty
title: ABoVE: Wildfire Carbon Emissions and Burned Plot Characteristics, NWT, CA, 2014-2016

description: This record is for the dataset “ ABoVE: Wildfire Carbon Emissions and Burned Plot Characteristics, NWT, CA, 2014-2016” at &lt;a href= "https://doi.org/10.3334/ORNLDAAC/1561 "&gt; https://doi.org/10.3334/ORNLDAAC/1561&lt;/a&gt;
&lt;p&gt;&lt;p&gt; 

This dataset provides estimates of wildfire carbon emissions and uncertainties at 30-m resolution, and measurements collected at burned and unburned field plots from the 2014 wildfire sites near Yellowknife, Northwest Territories (NWT), Canada. Field data were collected at 211 burned plots in 2015 and include site characteristics, tree cover and species, basal area, delta normalized burn ratio (dNBR), plot characteristics, soil carbon, and carbon combusted. Data were collected at 36 unburned plots with characteristics similar to the burned plots in 2016. The emission estimates were derived from a statistical modeling approach based on measurements of carbon consumption at the 211 burned field plots located in seven independent burn scars. Estimates include uncertainty of field observations of aboveground and belowground combustion, as well as prediction uncertainty from a multiplicative regression model. To apply the model across all 2014 NWT fire perimeters, the final model covariates were re-gridded to a common 30-m grid defined by the Arctic Boreal and Vulnerability Experiment (ABoVE) Project. The regression model was then applied to burned pixels defined by a threshold of Landsat-derived differenced Normalized Burn Ratio (dNBR) within fire perimeters. Derived carbon emissions and uncertainty in g/m2 are provided for each 30-m grid cell. The modeled NWT domain encompasses 29 tiles within the ABoVE 30-m reference grid system. &lt;p&gt;
This dataset can be downloaded at &lt;a href= "https://doi.org/10.3334/ORNLDAAC/1561 "&gt; https://doi.org/10.3334/ORNLDAAC/1561&lt;/a&gt;
DOI: 10.5683/sp3/0kr09p
title: Quantifying industry spending on promotional events using Open Payments data: Event classification script

description: We conducted a cross-sectional study of the publicly available 2022 Open Payments data to characterize and quantify sponsored events (available for download at: https://www.cms.gov/priorities/key-initiatives/open-payments/data/dataset-downloads). 

Data sources
We downloaded the 2022 dataset ZIP files from the Open Payments website on June 30th, 2023. We included all records for nurse practitioners, clinical nurse specialists, certified registered nurse anesthetists, and certified nurse-midwives (hereafter advanced practiced registered nurses (APRNs)); and allopathic and osteopathic physicians (hereafter, ‘physicians’). To ensure consistency in provider classification, we linked Payments data to the National Plan and Provider Enumeration System data (June 2023) by National Provider Identifier (NPI) and the National Uniform Claim Committee (NUCC) and excluded individuals with an ambiguous provider type.

Event-centric analysis of Open Payments records: Creating an event typology
We included only payments classified as “food and beverage” to reliably identify distinct sponsored events. We reasoned that food and beverage would be consumed on the same day in the same place, thus assumed that records for food and beverage associated with the same event would share the date of payment and location. We also assumed that the reported value of a food and beverage payment is the total cost of the hospitality divided by the number of attendees, thus grouped payment records with the same amount, rounded to the nearest dollar. 

Inferring which Open Payment records relate to the same sponsored event requires analytic decisions regarding the selection and representation of variables that define an event. To understand the impact of these choices, we undertook a sensitivity analysis to explore alternative ways to group Open Payments records for food and beverage, to determine how combination of variables, including date (specific date or within the same calendar week), amount (rounded to nearest dollar), and recipient’s state, affected the identification of sponsored events in the Open Payments data set. We chose to define a sponsored event as a cluster of three or more individual payment records for food and beverage (nature of payment) with the following matching Open Payments record variables:
• Submitting applicable manufacturer (name)
• Product category or therapeutic area
• Name of drug or biological or device or medical supply
• Recipient state 
• Total amount of payment (USD, rounded to nearest dollar)
• Date of payment (exact)
After examining the distribution of the data, we classified events in terms of size (≥20 attendees as “large” and 3-&lt;20 as “small”) and amount per person. We categorized events &lt;$10 as “coffee”, $10-&lt;$30 as “lunch”, $30-&lt;$150 as “dinner”, and ≥$150 as “banquet”.
DOI: 10.5683/sp3/mbjke9
title: The ABCflux Database: Arctic-Boreal CO2 Flux and Site Environmental Data, 1989-2020

description: This record is for the dataset “The ABCflux Database: Arctic-Boreal CO2 Flux and Site Environmental Data, 1989-2020 ” at &lt;a href= " https://doi.org/10.3334/ORNLDAAC/1934"&gt; https://doi.org/10.3334/ORNLDAAC/1934&lt;/a&gt;
&lt;p&gt;&lt;p&gt;
This Arctic-Boreal CO2 fluxes (ABCflux) dataset contains monthly aggregates of terrestrial net ecosystem CO2 exchange and its derived partitioned component fluxes: gross primary productivity (GPP) and ecosystem respiration. Over 70 supporting variables describe key site conditions (e.g., vegetation and disturbance type), micrometeorological and environmental measurements (e.g., air and soil temperatures), and flux measurement techniques. The data contained in this ABCflux dataset form a standardized monthly database of Arctic-Boreal CO2 fluxes (i.e., ABCflux Database) and include 244 sites and 6,309 monthly observations; 136 sites and 2,217 monthly observations represent tundra, and 108 sites and 4,092 observations represent the boreal biome. The data are for the period 1989 to 2020. &lt;p&gt;
This dataset can be downloaded at &lt;a href= " https://doi.org/10.3334/ORNLDAAC/1934"&gt; https://doi.org/10.3334/ORNLDAAC/1934&lt;/a&gt;
DOI: 10.5683/sp3/mginhw
title: Investigation of anchor ice evolution in rivers and the impact of hydrometeorological conditions

description: Time-lapse videos of two anchor ice events (Events 1 and 5) are provided; Videos were created from sequencially captured anchor ice images using an underwater imaging system on the North Saskatchewan River, Canada (53°28'30.1"N, 113°36'54.9"W); Anchor ice images were taken every three minutes during Event 1 and every four minutes during Event 5.
description: The attached two videos are supporting materials for a research article titled "Investigation of anchor ice evolution in rivers and the impact of hydrometeorological conditions", authored by Jiaqi Yang, Chuankang Pei, Yuntong She, and Mark Loewen. 

Please look at the "License/Data Use Agreement" below for the proper use of the videos.
DOI: 10.5683/sp3/esshiz
title: Delineating Grassland in British Columbia using Object-Based Image Analysis (GEOBIA) through Google Earth Engine

description: Grasslands in British Columbia (BC) play a pivotal role in biodiversity, supporting over 30% of the region's endangered species. However, rapid urbanization and forest encroachment threaten these habitats. This study addresses the urgent need for an accurate, automated method for delineating and monitoring BC's grasslands by employing Object-Based Image Analysis (GEOBIA) within the Google Earth Engine platform, utilizing high-resolution Sentinel-2 satellite imagery. The approach innovates by integrating Superpixel Segmentation Based on Simple Non-Iterative Clustering (SNIC) with Random Forest classification, aimed at overcoming the mixed pixel effect prevalent in pixel-based methods. The methodology demonstrates a significant improvement in the accuracy of grassland delineation, achieving an overall classification accuracy of 96%. Specifically, the accuracy for grassland identification increased by 26.6% compared to the previous study, underscoring the effectiveness of GEOBIA for environmental monitoring. This advancement offers a promising tool for the conservation and management of grassland ecosystems in BC, suggesting a scalable model for similar ecological studies worldwide. The findings advocate for the adoption of GEOBIA in remote sensing practices, potentially transforming how grasslands are monitored and conserved, thereby contributing to the preservation of biodiversity.
DOI: 10.5683/sp3/rx4eo1
title: Gitwangak Band Squin-lix-stat Reserve, 1900_2024
title: Plan of the Kitwangar Indian Reserve, Cassiar District

description: Georeferenced map of Gitwangak Band Squin-Lix-Stat 3 reserve along the Skeena River clipped from the original Plan of the Kitwangar Indian Reserve, Cassiar District (https://doi.org/10.58066/m35h-2e65).
description: ArcGIS Pro, 3.2.0
description: https://vault.library.uvic.ca/collections/5a2e6027-d419-4b43-bba4-c6b49aa91429
description: see also Gitwangak Band 1 and 2 Reserves, 1900_2023
<br>https://doi.org/10.5683/SP3/1XM9LT
DOI: 10.5683/sp3/1xm9lt
title: Gitwangak Band 1 and 2 Reserves, 1900_2023
title: Plan of the Kitwangar Indian Reserve, Cassiar District

description: Georeferenced map of Gitwangak Band reserves 1 and 2 on the Skeena River clipped from original Plan of the Kitwangar Indian Reserve, Cassiar District (https://doi.org/10.58066/m35h-2e65). Land cover and features include types of trees and soil, a mission, roads to Hazelton and Kitwancool, graves, and gardens.
description: ArcGIS Pro, 3.2.0
description: see also Gitwangak Band Squin-lix-stat Reserve, 1900_2024
(https://doi.org/10.5683/SP3/RX4EO1)
description: https://vault.library.uvic.ca/collections/5a2e6027-d419-4b43-bba4-c6b49aa91429
DOI: 10.5683/sp3/sqlmys
title: Lake Babine Nation Gitseguekla 1, New Gitseguekla 2 Reserves, 1900_2024
title: Plan of the Kitseguecla Indian Reserves, Cassiar District

description: Georeferenced map of Lake Babine Nation reserves Gitseguekla 1 and New Gitseguekla 2 near Skeena River near Carnaby. Land cover and features include types of trees and soil, a mission, road to Hazelton, Chig-A-Se-Cuec-La Creek [Kitseguecla River], and villages including An-Dil-Lon, Quen-Sah-Tilt and An-Se-Rout. Surveyed by E.M. Skinner, 1900. [Signed by A.W. Vowell, Indian Reserve Commissioner, no date.] [Approved by W.S. Gore, Deputy Commissioner of Lands and Works, 10 December 1901.]
description: ArcGIS Pro, 3.2.0
description: Land Title and Survey Authority of British Columbia: Indian Reserve Maps
https://vault.library.uvic.ca/collections/5a2e6027-d419-4b43-bba4-c6b49aa91429
description: See Terms. Restricted to UVic research and education uses. Log in for access or contact UVic Libraries for support. Email askus@uvic.ca
DOI: 10.15468/dl.drf5dv
title: Occurrence Download

description: A dataset containing 733884 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lythrum salicaria"
 ]
}

 The dataset includes 733884 records from 2877 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046857-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11904032
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34740/kaggle/dsv/11996641
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/h6h-0ga-wcp
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x6e-5bd-w8w
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/567-rbq-e7h
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/za6-ylf-rjd
title: Fagus L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9qr-xjb-1sv
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ndx-xzn-9q3
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4yz-394-kem
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6kf-dl9-pr0
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ntj-mam-q9j
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fm8-wqv-42f
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ndr-cd9-6nk
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/31k-73p-8pz
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cp8-rsx-rs5
title: Voacanga Thouars

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fqc-lw0-906
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8c5-veq-0yy
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qme-bwv-fjm
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ag5-rbh-y2h
title: Cystopteris Bernh.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y1k-48w-tr8
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b6r-kk0-bvb
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hrv-sck-014
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/esy-xas-h25
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ll2-jln-a5z
title: Phyllolepidum Trinajstic

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q3q-tqb-x50
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3f8-2p2-x2y
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h0y-sn4-ymc
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1m3-l9v-9q4
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bd2-v4v-lx3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w9x-7rf-zf9
title: Spirorbis (Spirorbis) Daudin, 1800

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/40v-m4c-zf3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f3b-5nl-0hl
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n43-t79-90x
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/znt-x75-r4p
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/53v-zq2-wyn
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aep-chs-xgn
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dvc-7sw-mca
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rdp-vmm-v7y
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9la-z6r-4xc
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dx8-j6z-3g8
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/96q-jeh-myn
title: Zelkova Spach

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bqb-z9v-mfn
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ygv-k1j-680
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/38z-j96-bjr
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rew-sgq-5vn
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25549/inscriptifact-ouc110815697
title: Proto-Sinaitic Inscription 365b

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 365 ❧ [Excavation Description:] Discovered in 1930 in the tumuli field known as "Camp of the Egyptians" near Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragment of a stone plaque, inscribed on both sides, 15 x 12 cm
DOI: 10.25549/inscriptifact-ouc110815746
title: Proto-Sinaitic Inscription 365b

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 365 ❧ [Excavation Description:] Discovered in 1930 in the tumuli field known as "Camp of the Egyptians" near Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragment of a stone plaque, inscribed on both sides, 15 x 12 cm
DOI: 10.25549/inscriptifact-ouc110815770
title: Proto-Sinaitic Inscription 366

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 366 ❧ [Excavation Description:] Discovered in 1930 near the entrance of Mine L, near the entrance, at Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Trapezoidal stone plaque (complete?), 13 x 9 cm
DOI: 10.25549/inscriptifact-ouc110815832
title: Proto-Sinaitic Inscription 363

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 363 ❧ [Excavation Description:] Discovered in 1930 in a tumulus on top of Mine L, north of entrance ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stone plaque (fragment?), 17 x 14 cm
DOI: 10.25549/inscriptifact-ouc110815796
title: Proto-Sinaitic Inscription 363

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 363 ❧ [Excavation Description:] Discovered in 1930 in a tumulus on top of Mine L, north of entrance ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stone plaque (fragment?), 17 x 14 cm
DOI: 10.25549/inscriptifact-ouc110815874
title: Proto-Sinaitic Inscription 364

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 364 ❧ [Excavation Description:] Discovered in 1930 in dumps in front of Mine M ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stone plaque (fragment?), 14 x 12 cm
DOI: 10.25549/inscriptifact-ouc110815915
title: Proto-Sinaitic Inscription 375c

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 375c ❧ [Excavation Description:] Discovered in 1935 in excavation of Mine M ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stone slabe (stele?), 22 x 16 cm
DOI: 10.25549/inscriptifact-ouc110815918
title: Proto-Sinaitic Inscription 375c

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 375c ❧ [Excavation Description:] Discovered in 1935 in excavation of Mine M ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Stone slabe (stele?), 22 x 16 cm
DOI: 10.15468/dl.2snepg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maulisia Parr, 1960",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.9648 28.8496,17.9648 28.8496,17.9648 19.8496,26.9648 19.8496,26.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009406-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15554493
title: LCPUFA and reading 2025

description: The dataset contains data from reading and writing tests, neuropsychological tests, PUFA values and factor loadings from 74 participants with various degrees of reading abilities.
DOI: 10.5281/zenodo.15554494
title: LCPUFA and reading 2025

description: The dataset contains data from reading and writing tests, neuropsychological tests, PUFA values and factor loadings from 74 participants with various degrees of reading abilities.