cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4042821
title: BAM Generalized National Models Documentation, Version 4.0

description: Reliable information on species' population sizes, trends, habitat associations, and distributions is important for conservation and land-use planning, as well as status assessment and recovery planning for species at risk. However, the development of such estimates at a national scale is challenged by a variety of factors, including sparse data coverage in remote regions, differential habitat selection across large geographies, and variation in survey protocols.

With these factors in mind, we developed a generalized analytical approach to model species density in relation to environmental covariates, using the Boreal Avian Modelling Project database of point-count surveys (through 2018) and widely available spatial predictors. We developed separate models for each geographic region (bird conservation regions intersected by jurisdiction boundaries) based on covariates such as tree species biomass (local and landscape scale), forest age, topography, land use, and climate. We used machine learning to allow for variable interactions and non-linear responses while avoiding time-consuming species-by-species parameterization. We applied cross-validation to avoid overfitting and bootstrap resampling to estimate uncertainty associated with our density estimates.

Results available at https://borealbirds.github.io/

Please note, in late March 2025, we discovered and fixed a bug in the code for calculating QPAD offsets that dated back approximately ten years. The bug was within the code used to adjust time zones and therefore affects QPAD offsets used for



species with time since sunrise in the top model and

in areas outside the mountain time zone.


Since QPAD offsets only adjust the intercept of model estimates, this bug will only affect model outcomes if



models were built for density or population estimates per se, or

models were compared or integrated across time zones. Relative patterns of density (e.g., habitat coefficients) within time zones should be unaffected.


If you have been affected by this bug, please see the QPAD-offsets-correction repository for further details or email bamp@ualberta.ca for assistance.
DOI: 10.5281/zenodo.15745941
title: Data used in "Longitudinal analysis of immune responses to SARS-CoV-2 recombinant vaccine S-268019- b in phase 1/2 prime-boost study"

description: To elucidate the profile of adaptive immune cells contributing to the vaccine effectiveness, we analyzed the B-cell receptor and T-cell receptor, and the expression levels of protein and mRNA using peripheral blood collected from subjects of the clinical trials of the COVID-19 preventive vaccine (S-268019).
DOI: 10.15468/dl.cr6z4k
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen)",
 "Country is Peru",
 "Geometry POLYGON((-138.67467 -51.45584,-11.32533 -51.45584,-11.32533 -0.54416,-138.67467 -0.54416,-138.67467 -51.45584))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eurhomalea rufa (Lamarck, 1818)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070750-250525065834625/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/12296997
title: SOLANA Price Data Binance API (2020–Now)
DOI: 10.15468/dl.uy2ftj
title: Occurrence Download

description: A dataset containing 11965 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"SPECIES_KEY","values":["2152307","2152309","2152312","2152303","2152305","2152308","2152311","7495345","7621066","2152304","2152310","2152302","2152282","2152292","4659391","4659389","2161141","2163805","2163864","2155093","2153571","2153637","2153620","2153596","2153626","2153584","2153625","2153593","2153608","2153633","2153642","2153641","2167612","2167615","2167609","2167617","2167613","2162567","2162566","2162558","2140105","2140112","2140115","2140116","2140109","2140110","2140117","2140135","2149519","2149522","2149524","2149517","2149523","2139331","2140267","2140264","2150089","2149679","2150131","2149937","2150549","2150555","2149801","2149787","2149788","2149772","2149793","2149770","2149771","2149804","2149775","2149795","2149847","2138966","2138962","2138964","2138969","2138990","2138984","2138977","2138972","2138987","2138980","2138970","2138979","2138974","2138991","5800163","5168969","5169895","5169931","5169957"],"matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["PRESERVED_SPECIMEN","HUMAN_OBSERVATION","OBSERVATION","MATERIAL CITATION"],"matchCase":false},{"type":"equals","key":"COUNTRY","value":"US","matchCase":false},{"type":"equals","key":"STATE_PROVINCE","value":"California","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"PRESENT","matchCase":false}]}

 The dataset includes 11965 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070751-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvs6ta
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Peru",
 "Geometry POLYGON((-126.56223 -49.21320,-20.43777 -49.21320,-20.43777 -6.78680,-126.56223 -6.78680,-126.56223 -49.21320))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eurhomalea lenticularis (Broderip & G.B.Sowerby I, 1835)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070756-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwuay9
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Halictus patellatus Morawitz, 1873)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-29 36, 42 36, 42 70, -29 70, -29 36))"
 ]
}

 The dataset includes 104 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070757-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnf8sr
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Halictus patellatus Morawitz, 1873)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-29 36, 42 36, 42 70, -29 70, -29 36))"
 ]
}

 The dataset includes 104 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070759-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97thvg
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ginkgo biloba L."
 ]
}

 The dataset includes 122 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070760-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15728360
title: MetaLogicV1.0_ValidationData_RwandaCohort
title: Cognitive Folding Dynamics in Cross-cultural Contexts
title: Conflict Resolution Mechanism through Belief Remapping

description: **Description of MetaLogic Validation Dataset**  This dataset contains behavioral and fMRI evidence supporting the MetaLogic Model—a novel framework for dimensional cognitive upgrades.

**Core Contents**  | Data Type          | File Name                         | Key Measure Description                                   ||--------------------|-----------------------------------|-----------------------------------------------------------|| Behavioral Data    | Rwanda_HostileScore.csv           | Hostile cognition score (pre/post, 1–10 Likert scale)     || fMRI Connectivity  | dIPFC_Amygdala_FC.mat             | Functional connectivity (r-value) between dIPFC and amygdala || Simulation Code    | CognitiveFolding_Simulation.py    | MetaLogic structure propagation modeling script           |

**Usage Terms**  - Licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)  - For institutional collaboration or restricted data access, contact: makvims@gmail.com

**Experimental Background**  The dataset originates from a Rwanda-based intervention study (2024) designed to evaluate the effectiveness of the MetaLogic cognitive model.Based on Likert-scale hostility ratings (pre vs. post), a 37% reduction in hostile cognition was observed.

 

 

**Description of MetaLogic Validation Dataset**  This dataset contains behavioral and fMRI evidence supporting the MetaLogic Model—a novel framework for dimensional cognitive upgrades.  

**核心内容**  | **数据类型**       | **文件列表**                       | **关键指标**                ||--------------------|-----------------------------------|---------------------------|| **行为数据**       | `Rwanda_HostileScore.csv`         | 敌意认知评分(前/后测;1-10 Likert) || **fMRI 数据**      | `dlPFC_Amygdala_FC.mat`           | dlPFC-杏仁核功能连接矩阵(r值)  || **仿真代码**       | `CognitiveFolding_Simulation.py`  | 元逻辑组合毒性传播模拟         |

**使用条款**  - 遵循 [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) 许可  - 临床数据需签署访问协议(联系 makvims@gmail.com)

**实验背景**  
> *数据源于卢旺达和解项目(2024),验证认知折叠模型在跨文化冲突干预中的有效性(37%敌意认知下降)。*
DOI: 10.5281/zenodo.15699930
title: Iron and Heavy Metal Removal from Bauxite Residue by Flash Joule Heating with Chlorination

description: Supplementary Datasets including:

Supplementary Data_Reductions Roasting.xlsx

Supplementary Data_Hydrometallurgy.xlsx

Supplementary Data_H2 Plasma.xlsx

Supplementary Data_Furnace Smelting.xlsx

Supplementary Data_FJH-Cl2.xlsx
DOI: 10.5281/zenodo.15699931
title: Iron and Heavy Metal Removal from Bauxite Residue by Flash Joule Heating with Chlorination

description: Supplementary Datasets including:

Supplementary Data_Reductions Roasting.xlsx

Supplementary Data_Hydrometallurgy.xlsx

Supplementary Data_H2 Plasma.xlsx

Supplementary Data_Furnace Smelting.xlsx

Supplementary Data_FJH-Cl2.xlsx
DOI: 10.15468/dl.97qvh6
title: Occurrence Download

description: A dataset containing 8206695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1950-2025"
 ]
}

 The dataset includes 8206695 records from 2562 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070748-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76q54s
title: Occurrence Download

description: A dataset containing 779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Sorghastrum nutans (L.) Nash",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 779 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018726-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mq8nja
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((163.05542 -23.19423,168.87085 -23.5707,169.09058 -19.75981,163.02612 -18.90282,163.05542 -23.19423))",
 "HasCoordinate is true",
 "TaxonKey is Cakile maritima Scop.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022611-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5nufb
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fimbristylis striolata Napper"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001351-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4pz3b
title: Occurrence Download

description: A dataset containing 65197 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Portugal",
 "Country is Spain"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Phoenicopterus roseus Pallas, 1811"
 ]
}

 The dataset includes 65197 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128023-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wq4pg
title: Occurrence Download

description: A dataset containing 766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leptacinus pusillus (Stephens, 1833))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 766 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042588-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqaxml
title: Occurrence Download

description: A dataset containing 8015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Year is 2015",
 "HasCoordinate is true",
 "TaxonKey is Scincidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8015 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010606-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b88ktd
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala stenophylla A.Gray"
 ]
}

 The dataset includes 53 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110966-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbn87g
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amyema edanoi (Merr.) Barlow"
 ]
}

 The dataset includes 40 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008841-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1xhoos
title: Occurrence Download

description: A dataset containing 6807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Year is 2016",
 "HasCoordinate is true",
 "TaxonKey is Scincidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6807 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010607-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.846kdm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material citation",
 "OccurrenceStatus is Present",
 "TaxonKey is Botryocladia pseudodichotoma (Farlow) Kylin, 1931"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068812-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3ueak
title: Occurrence Download

description: A dataset containing 27462 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 27462 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118808-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3kxyr
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "TaxonKey is Hamelia patens Jacq.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 239 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011877-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bj7mg
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "TaxonKey is Harpia harpyja (Linnaeus, 1758)"
 ]
}

 The dataset includes 271 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124724-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7yp5y
title: Occurrence Download

description: A dataset containing 3857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia herba-alba Asso",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3857 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072454-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5zck6
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Lagothrix lagothricha (Humboldt, 1812)"
 ]
}

 The dataset includes 88 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011870-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4px527
title: Occurrence Download

description: A dataset containing 18045 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 },
 "Geometry POLYGON((-122.71729 21.92871,-96.8335 21.92871,-96.8335 37.13379,-122.71729 37.13379,-122.71729 21.92871))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhus L."
 ]
}

 The dataset includes 18045 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124728-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cegs55
title: Occurrence Download

description: A dataset containing 431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamelia longipes Standl."
 ]
}

 The dataset includes 431 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042589-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zydy5u
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121.71114349352138 25.106182336709026,121.71243095384852 25.106182336709026,121.71243095384852 25.107469797036174,121.71114349352138 25.107469797036174,121.71114349352138 25.106182336709026))",
 "DatasetKey is The Taiwan Breeding Bird Survey Data",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 63 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011879-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8yuhx
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amyema finisterrae (Warb.) Danser"
 ]
}

 The dataset includes 153 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008856-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8m8alv
title: Occurrence Download

description: A dataset containing 45063 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odocoileus virginianus (Zimmermann, 1780)"
 ]
}

 The dataset includes 45063 records from 202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011875-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqyzhn
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosopidastrum striatum (Benth.) R.A.Palacios & Hoc"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110969-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.