cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26023/sy2g-jqr2-nb0s
title: PLOWS: NOAA Profiler Network Radial Velocity Imagery. Version 1.0

description: This data set contains hourly radial velocity time-height charts of the six minute data from the NOAA Profiler Network stations located in the PLOWS region. The levels included are Bloomfield MO, Blue River WI, Conway MO, Lathrop MO, Slater IA, Winchester IL, and Wood Lake MN. The plots were generated through the NOAA Profiler Network web site. During PLOWS 2009-2010 the following additional stations were collected: Fairbury NE, Neligh NE and Walcott IN. This data set contains imagery from the two PLOWS field phases, 6 February to 30 March 2009 and 12 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.34740/kaggle/dsv/9734207
title: 12M+ Website Domains with Industry Labels
DOI: 10.5284/1133113
title: Digital Archive from Archaeological Monitoring and Recording at Wingfield College, Church Road, Wingfield, Suffolk, March-May 2024

description: This collection comprises photographs, documents, a CAD drawing and site records from archaeological monitoring and recording at Wingfield College, Suffolk carried out by Colchester Archaeological Trust between March and May 2024. The removal of flooring in the 'Great Hall', the 'Back Kitchen' and connecting hallway were monitored prior to the installation of underfloor heating and new floor coverings.
DOI: 10.5284/1133098
title: Digital Archive from Archaeological Monitoring and Recording at 61 Endsleigh Court, Colchester, Essex, May 2024

description: This collection comprises photographs, a CAD drawing, site records and documents from archaeological monitoring and recording at 61 Endsleigh Court, Colchester, Essex carried out by Colchester Archaeological Trust in May 2024. Monitoring revealed a large assemblage of Roman pottery.
DOI: 10.5284/1133090
title: Digital Archive from Archaeological Monitoring and Recording at 4 St Catherine's Road, Long Melford, Suffolk, April 2024

description: This collection comprises images, a CAD drawing, site records and documents from archaeological monitoring and recording at 4 St Catherine's Road. Work was carried out by Colchester Archaeological Trust in April 2024. A possible former yard surface and a wall foundation were recorded.
DOI: 10.26023/zkeq-w9ar-4b0n
title: PLOWS: NOAA Profiler Network Signal to Noise Ratio Imagery. Version 1.0

description: This data set contains hourly signal to noise ratio time-height charts of the six minute data from the NOAA Profiler Network stations located in the PLOWS region. The levels included are Bloomfield MO, Blue River WI, Conway MO, Lathrop MO, Slater IA, Winchester IL, and Wood Lake MN. The plots were generated through the NOAA Profiler Network web site. During PLOWS 2009-2010 the following additional stations were collected: Fairbury NE, Neligh NE and Walcott IN. This data set contains imagery from the two PLOWS field phases, 6 February to 30 March 2009 and 12 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.kvjpez
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum pennellii",
 "Year is 1970,2025",
 "HasCoordinate is true"
 ]
}

 The dataset includes 103 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043517-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djm6v7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halesia carolina",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043515-250920141307145/datasets/export for details.
DOI: 10.15468/dl.vhnbjy
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halesia carolina",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 48 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043516-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/zn62-p0tk-vc0b
title: PLOWS: NOAA Profiler Network Wind Profile Imagery. Version 1.0

description: This data set contains hourly wind profile time-height charts of the hourly data from the NOAA Profiler Network stations located in the PLOWS region. The stations included are Bloomfield MO, Blue River WI, Conway MO, Lathrop MO, Slater IA, Winchester IL, and Wood Lake MN. The plots were generated through the NOAA Profiler Network web site. During PLOWS 2009-2010 the following additional stations were collected: Fairbury NE, Neligh NE and Walcott IN. This data set contains imagery from the two PLOWS field phases, 6 February to 30 March 2009 and 12 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.57kpcy
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum peruvianum",
 "Year is 1970,2025",
 "HasCoordinate is true"
 ]
}

 The dataset includes 246 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043518-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00005173.1
title: Available IPD datapackage for study 'A Phase II Open Label Study of CB7630 (Abiraterone Acetate) in Patients With Advanced Prostate Cancer Who Have Failed Androgen Deprivation and Docetaxel-Based Chemotherapy'

description: The purpose of this study is to assess the anti-tumor activities and safety of abiraterone acetate in participants with prostate cancer (a disease in which cells in the prostate gland [a gland in the male reproductive system found below the bladder and in front of the rectum] become abnormal and start to grow uncontrollably, forming tumors) who have failed taxane (docetaxel)-based chemotherapy.
DOI: 10.26023/zhkf-43ag-yf0w
title: PLOWS: GOES-12 1km Visible Satellite Imagery. Version 1.0

description: This data set contains GOES-12 1km resolution visible channel satellite imagery over the PLOWS region. The routine 15-minute imagery as well as any rapid scan imagery are included. The images were created by NCAR/EOL. This data set contains imagery from the two PLOWS field phases, 13 January to 30 March 2009 and 1 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.m9e6jc
title: Occurrence Download

description: A dataset containing 877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum pimpinellifolium",
 "Year is 1970,2025",
 "HasCoordinate is true"
 ]
}

 The dataset includes 877 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043519-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/fng8-7bjg-n00
title: PLOWS: GOES-12 4km Visible Satellite Imagery. Version 1.0

description: This data set contains GOES-12 4km resolution visible channel satellite imagery over the PLOWS region. The routine 15-minute imagery as well as any rapid scan imagery are included. The images were created by NCAR/EOL. This data set contains imagery from the two PLOWS field phases, 12 January to 31 March 2009 and 1 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.xtw4uq
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cebrenis centrolineata",
 "HasCoordinate is True"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043521-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/x2j4-ht2b-4x11
title: PLOWS: GOES-12 4km Channel 2 (Near-Infrared) Satellite Imagery. Version 1.0

description: This data set contains GOES-12 4km resolution near-IR (Channel 2) satellite imagery over the PLOWS region. The routine 15-minute imagery as well as any rapid scan imagery are included. The images were created by NCAR/EOL. This data set contains imagery from the two PLOWS field phases, 21 January to 31 March 2009 and 1 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.52g5af
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is Italy",
 "TaxonKey is Reynoutria sachalinensis",
 "Year 2000-2025"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043523-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/vs84-2rwx-mn03
title: PLOWS: GOES-12 4km Channel 3 (Water Vapor) Satellite Imagery. Version 1.0

description: This data set contains GOES-12 4km resolution water vapor (Channel 3) satellite imagery over the PLOWS region. The routine 15-minute imagery as well as any rapid scan imagery are included. The images were created by NCAR/EOL. This data set contains imagery from the two PLOWS field phases, 12 January to 31 March 2009 and 1 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.pbugh5
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The major and minor Aedes mosquitoes from southern Nigeria exhibit low resistance towards public health insecticides"
 ]
}

 The dataset includes 427 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043522-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fz239j
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colutea arborescens",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 63 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043524-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6ufrk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colutea arborescens",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043525-250920141307145/datasets/export for details.
DOI: 10.21947/2997173
title: Laser Disdrometer / Daily Standardized Files

description: The Parsivel2 Laser Disdrometers provide accurate measurements of precipitation, hail and snow. They also provide droplet size distributions.
DOI: 10.26023/3dh1-pg0w-0y02
title: PLOWS: GOES-12 4km Channel 4 (Thermal Infrared) Satellite Imagery. Version 1.0

description: This data set contains GOES-12 4km resolution thermal-IR (Channel 4) satellite imagery over the PLOWS region. The routine 15-minute imagery as well as any rapid scan imagery are included. The images were created by NCAR/EOL. This data set contains imagery from the two PLOWS field phases, 12 January to 31 March 2009 and 1 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.5281/zenodo.17154905
title: SARS-CoV-2 RBD Escape Velocity Outpaces mAb Development for 2025 Variants Already Encoded in Global Diversity

description: Structural surveillance of 5M+ genomes and filtered 133,893 SARS-CoV-2 genomes (≤2023) reveals pervasive escape at therapeutic mAb interfaces, with 100% of sequences that have been extracted from larger dataset harboring non-reference states at ≥1 of positions 417, 484, 486, 493, 498, 501. Dominant patterns including S417N/S484A/S501H (BA.1/BA.2; 67.9K seqs), S484E/S501Y (Gamma-like; 12.3K), and S417T (Beta/Omicron convergence; 4.8K) map directly to residues 498, 505, the structurally constrained overlap zone between hACE2 and next-gen mAbs like VYD2311. Mutational entropy and lineage turnover at these sites are not stochastic, they reflect targeted selection against antibody binding, already encoded in global pre-2024 diversity.

Full analysis of 10M+ genomes (2019 - August 2025) is underway, incorporating FLiRT variants (KP.3.1.1, LP.8.1, XEC) and quantifying silent pressure at 455, 456, 475, 477, 487, 489, 494 - residues poised to erode IC50 stability (0.0017 - 0.0420 μg/mL) within 12 months of market entry. Lineage extinction kinetics already outpace clinical development cycles; declining global sequencing coverage (driven by H5N1 redirection) will further probably reduce therapeutic durability assessments. This release serves as an early warning that may be helpful for teams working on mAb that are soon to be finalized for production grade - the full predictive framework, scripts, and preprint will follow.

——— Sample Data Preview ———

Top Escape Patterns (n=133,893; ≤2023):Pattern    CountNGYYLFAGNAFNYRSRTYGH    67,868  → S417N + S484A + S501H (BA.1/BA.2 core)KGYYLFAGSEFNYQSQTYGY    12,298  → S484E + S501Y (Gamma-like)TGYYLFAGSKFNYQSQTYGY    4,806   → S417T (Beta/Omicron convergence)

Critical mAb Interface Residues (Overlap hACE2: 498, 500, 501, 502, 505) show 100% non-reference occupancy.

Sample Sequence IDs with Escape:ARG/210316-1/2021AUS/KP.2/2024(and 133,891 others)

Full dataset (10M+ genomes, 2019 - 2025) under analysis - predictive escape maps for VYD2311 to be released with preprint.
DOI: 10.5281/zenodo.17161331
title: Global Haplotype Landscape of SARS-CoV-2 Spike Contact Residues Reveals Dominant Escape Signatures and Systemic Sequencing Ambiguity

description: Audit of 4.5M SARS-CoV-2 contact residue haplotypes (20 positions, 60 nt each) extracted from global genomes.

All sequences length-validated (60 nt).

Top haplotype (1M+ copies) encodes Omicron signature (N417, G446, Y449...). 5.64% N-content highlights technical dropout at hypervariable sites.

11k duplicated haplotypes enable lineage tracking.

Includes full report, translated top variants, reproducible scripts.

Privately uploaded for job applications - available upon request.

Derived from real public data. 
description: Thsi is part of analysis of residues at 3 to 5 angstrom, the study is related to the measure of mAb escape.
DOI: 10.26023/5gcm-fseh-dg0j
title: PLOWS: GOES-12 4km Channel 6 (12-micron Infrared) Satellite Imagery. Version 1.0

description: This data set contains GOES-12 4km resolution 12 micron IR (Channel 6) satellite imagery over the PLOWS region. The routine 15-minute imagery as well as any rapid scan imagery are included. The images were created by NCAR/EOL. This data set contains imagery from the two PLOWS field phases, 12 January to 31 March 2009 and 1 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.60909/4tvzkr
title: Sistema del Subsidio Familiar en Colombia Datos agregados para 2019 y 2020

description: Las Cajas de Compensaci��n Familiar- CCF juegan un rol importante en la seguridad social integral para la minimizaci��n del riesgo social. Son administradoras de los recursos que aportan las empresas por sus trabajadores y prestadoras de servicios sociales.
Se ofrece una base con los aportes y el n��mero de afiliados a cada una de las Cajas en Colombia, as�� como un an��lisis y un tablero de control que visualiza la informaci��n ofrecida.
description: Descripci��n del proyecto:
Los NotiLabs son espacios de investigaci��n del Laboratorio de Medici��n de Din��micas Sociales ��� LabMediSocial, de la Facultad de Ciencias Sociales y Humanas de la Universidad Externado de Colombia que identifica una fuente de informaci��n, hace la consecuci��n de los datos, procesa y ofrece un peque��o art��culo, infograf��a o tablero de control y la base de datos a los usuarios del sitio web.
https://fcsh.uexternado.edu.co/bases_de_datos/base_ssf.php
DOI: 10.6084/m9.figshare.25044413
title: Mindfulness-based Intervention & Second Language Anxiety

description: Here is the data
DOI: 10.6084/m9.figshare.25044413.v2
title: Mindfulness-based Intervention & Second Language Anxiety

description: Here is the data
DOI: 10.6084/m9.figshare.25044413.v1
title: Mindfulness-based Intervention & Second Language Anxiety

description: Here is the raw data for our article (The effectiveness of mindfulness-based interventions on second language anxiety among students: A meta-analysis).
DOI: 10.26023/3ff5-kwg6-5r0f
title: PLOWS: GOES East Satellite Derived Wind Imagery. Version 1.0

description: This data set contains GOES-12 satellite derived winds imagery over the continental US. High, middle and low level cloud drift winds are included. The images were created by NOAA. This data set contains imagery from the two PLOWS field phases, 6 February to 31 March 2009 and 19 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.wdcs3u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria juncea",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043527-250920141307145/datasets/export for details.
DOI: 10.26023/6zx9-sw24-2y14
title: PLOWS: Canadian GEM Global Model Forecast Imagery. Version 1.0

description: This data set contains the four panel forecast imagery from the Environment Canada global GEM model over North America. The panels contain 500 mb height/wind/vorticity, mean sea level pressure/1000-500mb thickness, 700mb hieghts/humidity, and 850mb heights/temperature. The products are available every 12 hours out to the 144 hour forecast. The images were created by Environment Canada. This data set contains imagery from the two PLOWS field phases, 6 February to 31 March 2009 and 14 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.wpphjz
title: Occurrence Download

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

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043528-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sac8p9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cebrenis supina",
 "HasCoordinate is True"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043530-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yccufb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria juncea",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043526-250920141307145/datasets/export for details.
DOI: 10.15468/dl.hqxdyh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cebrenis duplicata",
 "HasCoordinate is True"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043529-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1133132
title: Digital Archive from an Analytical Buildings Recording at Camp Poultry Farm, Mill Lane, Hatfield Heath, Essex, August 2024

description: This collection consists of images and reports from a level 3 historic building recording by Colchester Archaeological Trust. Work occurred at Camp Poultry Farm, Mill Lane, Hatfield Heath, Essex in August 2024. Twenty World War II era huts were recorded. During the war, the huts formed part of a prisoner of war camp, the camp was decommissioned in 1955.
DOI: 10.26023/v0w6-6827-hg0a
title: PLOWS: Canadian GEM Regional Model Forecast Imagery. Version 1.0

description: This data set contains the four panel forecast imagery from the Environment Canada GEM regional model over the US and Canada. The panels contain 500 mb height/wind/vorticity, mean sea level pressure/1000-500mb thickness, 700mb hieghts/humidity, and 850mb heights/temperature. The products are available every 12 hours out to the 48 hour forecast. The images were created by Environment Canada. This data set contains imagery from the two PLOWS field phases, 6 February to 31 March 2009 and 14 October 2009 to 10 March 2010. No imagery are available for the period between the field phases.
DOI: 10.15468/dl.hzbbzh
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulipa scardica"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043531-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17256979
title: Raw Datasets for Rados et al 2025 "Tissue-Like Multicellular Development Triggered by Mechanical Compression in Archaea"

description: Raw Measurements used for analysis in the publication in Rados et al. 2025 DOI: 10.1126/science.adu004
DOI: 10.5281/zenodo.17256980
title: Raw Datasets for Rados et al 2025 "Tissue-Like Multicellular Development Triggered by Mechanical Compression in Archaea"

description: Raw Measurements used for analysis in the publication in Rados et al. 2025 DOI: 10.1126/science.adu004