cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fablv5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Joint Nature Conservation Committee - Vegetation surveys of coastal shingle in Great Britain"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007189-160910150852091/datasets/export for details.
DOI: 10.15468/dl.ytzw7z
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Censo aéreo de poblaciones de borrego cimarrón (Ovis canadensis cremnobates) en Baja California, México"
 ]
}

 The dataset includes 154 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003809-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96lqjj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Joint Nature Conservation Committee - Seabird 2000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007190-160910150852091/datasets/export for details.
DOI: 10.15468/dl.efa7dx
title: Occurrence Download

description: A dataset containing 7529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Coluber flagellum Shaw, 1802",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7529 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017432-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdba7d
title: Occurrence Download

description: A dataset containing 2462 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Photinia serratifolia (Desf.) Kalkman"
 ]
}

 The dataset includes 2462 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001333-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7jxwu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Joint Nature Conservation Committee - Marine benthic dataset (version 1) commissioned by UKOOA"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007193-160910150852091/datasets/export for details.
DOI: 10.15468/dl.jfojvz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is JTYPE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007247-160910150852091/datasets/export for details.
DOI: 10.15468/dl.5yvzwa
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoenix roebelenii O'Brien"
 ]
}

 The dataset includes 669 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001298-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pcq7f
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cookia sulcata (Lightfoot), 1786",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 238 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017439-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.no5svd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2016",
 "Month is greater than or equal to December",
 "Country is Canada",
 "TaxonKey is Hemiptera"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040157-160910150852091/datasets/export for details.
DOI: 10.15468/dl.kaku4v
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "TaxonKey is Scolia hirta (Schrank, 1781)"
 ]
}

 The dataset includes 107 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025698-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kg26mu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nottinghamshire Biological and Geological Records Centre - UK abstract from Nottingham City Museums & Galleries (NCMG) Insect Collection Baseline database"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006733-160910150852091/datasets/export for details.
DOI: 10.15468/dl.xt3hzj
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops pulcher (Peters, 1862)"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067548-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky2dsf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nottinghamshire Biological and Geological Records Centre - Nottinghamshire Biodiversity Action Group Brown Hare Survey"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006738-160910150852091/datasets/export for details.
DOI: 10.15468/dl.ukldca
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Norwich Reptile Study Group - Norwich Reptile Study Group Records for 2010"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006743-160910150852091/datasets/export for details.
DOI: 10.15468/dl.lwkljq
title: Occurrence Download

description: A dataset containing 7127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Great Backyard Bird Count",
 "HasCoordinate is true",
 "TaxonKey is Columbina inca (R.Lesson, 1847)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7127 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017437-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urlo0u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Norwich Reptile Study Group - Norwich Reptile Study Group Records for 2011"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006742-160910150852091/datasets/export for details.
DOI: 10.15468/dl.ylgn5h
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cophixalus exiguus Zweifel & Parker, 1969",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 83 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017443-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sx2hb6
title: Occurrence Download

description: A dataset containing 76551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphyrna Rafinesque, 1810",
 "Year 1900-2023"
 ]
}

 The dataset includes 76551 records from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013669-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mqpuo
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Conocephalus saltator (Saussure, 1859)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 189 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017436-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cb94ru
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pristimantis luscombei (Duellman & Mendelson, 1995)"
 ]
}

 The dataset includes 54 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021870-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sz0d7q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Northern Ireland Environment Agency - EHS Species Datasets"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006777-160910150852091/datasets/export for details.
DOI: 10.15468/dl.cmgqf7
title: Occurrence Download

description: A dataset containing 1053 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arbutus andrachne L."
 ]
}

 The dataset includes 1053 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017448-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7zisg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Northumberland Wildlife Trust - Red squirrel (Sciurus vulgaris) and grey squirrel (Sciurus carolinensis) distribution for Northern England for the period August 2006 to May 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006775-160910150852091/datasets/export for details.
DOI: 10.15468/dl.rh5w66
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.15_1, CHN.31_1, CHN.1_1, CHN.24_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Zoysia sinica Hance, Chikusichloa aquatica Koidz., Rhynchostylis retusa (L.) Blume)"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013671-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmve9q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Northern Ireland Mammal Database"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006776-160910150852091/datasets/export for details.
DOI: 10.15468/dl.x5jp5g
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Siriella gracilis Dana, 1852"
 ]
}

 The dataset includes 146 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132560-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv4uu8
title: Occurrence Download

description: A dataset containing 640185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arenga pinnata (Wurmb) Merr., Dolomiaea costus (Falc.) Kasana & A.K.Pandey, Betula pendula Roth, Bidens bipinnata L., Bombax ceiba L., Brassica juncea (L.) Czern., Camellia sinensis (L.) Kuntze)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 640185 records from 2357 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016669-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quwq8n
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solea solea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1940",
 "Year is less than or equal to 1949"
 ]
}

 The dataset includes 145 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012953-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppkjjc
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mixcoatlus barbouri"
 ]
}

 The dataset includes 39 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012952-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5y9gc
title: Occurrence Download

description: A dataset listing the 182 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Locality is Salt Spring Island",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 182 records were derived from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012945-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ed4rge
title: Occurrence Download

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

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012955-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5qu5t
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solea solea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 1959"
 ]
}

 The dataset includes 193 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012954-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/xkpc7
title: Heating Degree Days Canada 1951-1980, 1981-2010
DOI: 10.15468/dl.ryqq6z
title: Occurrence Download

description: A dataset containing 895974 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 19.085278",
 "DecimalLatitude is less than or equal to 24.085278",
 "DecimalLongitude is greater than or equal to -100.0",
 "DecimalLongitude is less than or equal to -95.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 895974 records from 441 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012937-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7w52e
title: Occurrence Download

description: A dataset containing 3223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solea solea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1960",
 "Year is less than or equal to 1969"
 ]
}

 The dataset includes 3223 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012956-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17743633
title: CNT Physics Drift Universality — Observable-Dependent Hazard Phases in a 2D Ising Model (CPDU-ISING-G1)

description: This record provides data and analysis artifacts for the CNT physics claimCPDU-ISING-G1 — Observable-Dependent Hazard Phases in the 2D Ising Model.

Using Cognitive Nexus Theory (CNT) drift features, we study hazard prediction in a 2D Ising model (L=24, standard dynamics) across temperatures. From a single timeseries containing temperature T, sweep index, magnetization per spin M_per_spin, and domain-wall density dw_density, we build sliding windows (length 256, stride 64) and compute local drift features (mean, variance, skew, kurtosis, increment statistics, roughness).

For each temperature, we define “events” as windows whose H = 8-step future absolute change in the observable lies in the top 10% quantile, and train logistic regression models to predict event vs non-event from the drift features. We estimate AUC and compare against label-shuffle surrogates to obtain z-scores.

For the domain-wall density observable (dw_density), we find a predictive hazard phase in the ordered regime (T = 1.8: AUC ≈ 0.81, z ≈ +1.96), followed by a predictive–blind–anti-predictive transition across the critical region (T ≈ 2.2–2.3; T = 2.3: AUC ≈ 0.31, z ≈ −1.08).In contrast, for the bulk magnetization per spin (M_per_spin), the same feature family is mostly sub-chance or anti-predictive, with a strong inversion near criticality (T = 2.3: AUC ≈ 0.18, z ≈ −1.51).

CNT interprets these results as evidence that hazard structure belongs to an underlying drift field, while observables act as gauges or projections. Some gauges (domain walls) align with this field and reveal predictive phases; others (magnetization) misalign and invert apparent hazard vs safety.

This package is intended to be used alongside the broader CNT codebase, but the core claim can be reproduced directly from the included CSV files.
DOI: 10.5281/zenodo.17743634
title: CNT Physics Drift Universality — Observable-Dependent Hazard Phases in a 2D Ising Model (CPDU-ISING-G1)

description: This record provides data and analysis artifacts for the CNT physics claimCPDU-ISING-G1 — Observable-Dependent Hazard Phases in the 2D Ising Model.

Using Cognitive Nexus Theory (CNT) drift features, we study hazard prediction in a 2D Ising model (L=24, standard dynamics) across temperatures. From a single timeseries containing temperature T, sweep index, magnetization per spin M_per_spin, and domain-wall density dw_density, we build sliding windows (length 256, stride 64) and compute local drift features (mean, variance, skew, kurtosis, increment statistics, roughness).

For each temperature, we define “events” as windows whose H = 8-step future absolute change in the observable lies in the top 10% quantile, and train logistic regression models to predict event vs non-event from the drift features. We estimate AUC and compare against label-shuffle surrogates to obtain z-scores.

For the domain-wall density observable (dw_density), we find a predictive hazard phase in the ordered regime (T = 1.8: AUC ≈ 0.81, z ≈ +1.96), followed by a predictive–blind–anti-predictive transition across the critical region (T ≈ 2.2–2.3; T = 2.3: AUC ≈ 0.31, z ≈ −1.08).In contrast, for the bulk magnetization per spin (M_per_spin), the same feature family is mostly sub-chance or anti-predictive, with a strong inversion near criticality (T = 2.3: AUC ≈ 0.18, z ≈ −1.51).

CNT interprets these results as evidence that hazard structure belongs to an underlying drift field, while observables act as gauges or projections. Some gauges (domain walls) align with this field and reveal predictive phases; others (magnetization) misalign and invert apparent hazard vs safety.

This package is intended to be used alongside the broader CNT codebase, but the core claim can be reproduced directly from the included CSV files.
DOI: 10.15468/dl.rkxtqn
title: Occurrence Download

description: A dataset containing 1913 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ninia diademata"
 ]
}

 The dataset includes 1913 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012957-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qk7ztf
title: Occurrence Download

description: A dataset containing 80491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.01911 24.52277,-103.52660 24.52277,-103.52660 25.56885,-106.01911 25.56885,-106.01911 24.52277))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 80491 records from 397 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012938-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57783/pmac-8414
title: Wisconsin HCUP
DOI: 10.17632/5wjxhkyzv6
title: Risk Performance Assessment Questionnaire and Evaluation Steps for Risk Assessment of Railway Construction Projects

description: This analysis enriches the decision-making process and provides risk evaluation criterion and indicators, which help to evaluate the quality risk level of a construction project using the Fuzzy Comprehensive Evaluation integrated with the AHP.
DOI: 10.17632/5wjxhkyzv6.1
title: Risk Performance Assessment Questionnaire and Evaluation Steps for Risk Assessment of Railway Construction Projects

description: This analysis enriches the decision-making process and provides risk evaluation criterion and indicators, which help to evaluate the quality risk level of a construction project using the Fuzzy Comprehensive Evaluation integrated with the AHP.