cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.c5d5xz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus hildebrandii (Hook.f.) A.Camus"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068986-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44yc5k
title: Occurrence Download

description: A dataset containing 1651 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis leibii (Audubon & Bachman, 1842)"
 ]
}

 The dataset includes 1651 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0333420-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqflxh
title: Occurrence Download

description: A dataset containing 5308755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 5308755 records from 389 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013416-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3uqc1
title: Occurrence Download

description: A dataset containing 3555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1998-2019",
 "HasCoordinate is true",
 "TaxonKey is Tapirus terrestris (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3555 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000232-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.koevpl
title: Occurrence Download

description: A dataset containing 29326 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoebastria nigripes (Audubon, 1839)"
 ]
}

 The dataset includes 29326 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012277-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ybf5r
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mangifera pedicellata Kosterm."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031299-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dwe5e
title: Occurrence Download

description: A dataset containing 514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Dipsacus asperoides C.Y.Cheng & Ai"
 ]
}

 The dataset includes 514 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022092-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdg8l3
title: Occurrence Download

description: A dataset listing the 4866 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-73.54989575922176 4.308204961913533,-73.44064047791703 4.292088435147487,-73.35207258715522 4.373312240116981,-73.19497771522 4.518332743135781,-73.23570601535135 4.622729601499219,-73.37599238247044 4.65430341560604,-73.4050840254214 4.68200988181051,-73.46456027323227 4.640127592079093,-73.49882376381896 4.591798786735459,-73.60161423557902 4.459038923100377,-73.54989575922176 4.308204961913533))",
 "HasCoordinate is true",
 "TaxonKey is Aves",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 4866 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000232-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwkfja
title: Occurrence Download

description: A dataset containing 978 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxalis obtusa Jacq."
 ]
}

 The dataset includes 978 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002669-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lgjyrj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is Australia",
 "Country is Central African Republic",
 "Country is India",
 "Country is China"
 ]
 },
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Coordinate reprojected"
 ]
 },
 "Year 2018-2018",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006287-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjpzk6
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Continent is South America",
 "Continent is North America"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Macrocystis pyrifera (L.) C.Agardh",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 162 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000146-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwkc4p
title: Occurrence Download

description: A dataset containing 17163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stratiotes aloides L.",
 "Year 2000-2020"
 ]
}

 The dataset includes 17163 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056917-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv9uq2
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Material sample"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Nasua nasua (Linnaeus, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 424 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051099-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0ydunw
title: Occurrence Download

description: A dataset containing 774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fungi",
 "DecimalLatitude is greater than 47.5172159059676",
 "DecimalLatitude is less than 49.1424753239688",
 "DecimalLongitude is greater than -119.400163016439",
 "DecimalLongitude is less than -117.453348701715"
 ]
}

 The dataset includes 774 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006287-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w72ujm
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Year 2009-2019",
 "Geometry POLYGON((-87.21617 41.80101,-83.37678 41.70998,-81.39092 41.662,-76.13467 43.65721,-76.50291 44.2134,-78.82863 44.09971,-79.81868 44.81208,-81.03881 46.06055,-81.60031 46.14102,-84.39622 46.73797,-84.93648 47.94817,-86.37299 48.7872,-88.11785 48.9863,-89.41566 48.15647,-91.95574 46.74233,-90.04824 46.62563,-87.22698 45.7868,-87.93371 44.63177,-88.0077 42.63194,-87.21617 41.80101))",
 "TaxonKey is Acipenser fulvescens Rafinesque, 1817",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012959-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m25szh
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 "TaxonKey is Cambarellus zempoalensis Villalobos, 1943"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051101-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbzbk9
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Klarobelia pumila Chatrou",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006287-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.14wsoc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Etlingera spinulosa A.D.Poulsen"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035144-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z96grx
title: Occurrence Download

description: A dataset containing 4418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus pardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 4418 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042891-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4qnzm
title: Occurrence Download

description: A dataset containing 8232 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gossypium barbadense L."
 ]
}

 The dataset includes 8232 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0353748-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0h3wql
title: Occurrence Download

description: A dataset containing 2018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alytes cisternasii Boscá, 1879",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 2018 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025991-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdmgrx
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ribes henryi Franch."
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056918-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hqstbg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thoopterus suhaniahae Maryanto, Yani, Prijono & Wiantoro, 2012"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0353754-210914110416597/datasets/export for details.
DOI: 10.15468/dl.58h734
title: Occurrence Download

description: A dataset containing 1775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1990-2020",
 "HasCoordinate is true",
 "TaxonKey is Cypripedium parviflorum Salisb.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1775 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051105-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cmmf7
title: Occurrence Download

description: A dataset containing 1251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corvus moneduloides Lesson, 1831)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1251 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056919-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9ugjg
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "TaxonKey is Neogobius melanostomus (Pallas, 1814)"
 ]
}

 The dataset includes 718 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006287-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxm7kv
title: Occurrence Download

description: A dataset containing 20206 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cantorchilus leucotis (Lafresnaye, 1845)"
 ]
}

 The dataset includes 20206 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051116-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znmdci
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cupaniopsis strigosa Adema"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035149-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gdn9b
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porella canariensis (F.Weber) Underw."
 ]
}

 The dataset includes 226 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006302-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yepaj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnothorax eurygnathos Böhlke, 2001"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051086-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbkyyt
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aquilegia pyrenaica subsp. pyrenaica",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 338 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025990-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6kvai
title: Occurrence Download

description: A dataset containing 2618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Ninia sebae (Duméril, Bibron & Duméril, 1854)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2618 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006287-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14712844
title: California Weather and Fire Prediction Dataset (1984–2025) with Engineered Features

description: Description:This dataset provides a comprehensive compilation of weather observations and wildfire data in California from 1984 to 2025. Designed for researchers and practitioners, it integrates meteorological data from NOAA Climate Data Online with fire incident data from CAL FIRE. The dataset includes engineered features that enhance predictive modeling capabilities, making it suitable for wildfire prediction and analysis tasks.

Dataset Contents:The dataset consists of daily records with the following fields:



DATE: The date of the observation.

PRECIPITATION: Daily precipitation in inches.

MAX_TEMP: Maximum daily temperature in degrees Fahrenheit.

MIN_TEMP: Minimum daily temperature in degrees Fahrenheit.

AVG_WIND_SPEED: Average daily wind speed in mph.

FIRE_START_DAY: A binary indicator (True/False) showing whether a wildfire started on that date.

YEAR: The year of the observation.

TEMP_RANGE: The difference between maximum and minimum temperatures, indicating daily temperature variability.

WIND_TEMP_RATIO: The ratio of average wind speed to maximum temperature, capturing wind-temperature dynamics.

MONTH: The calendar month of the observation (1–12).

SEASON: The season of the observation (Winter, Spring, Summer, Fall).

LAGGED_PRECIPITATION: Cumulative precipitation over the preceding 7 days, reflecting recent moisture conditions.

LAGGED_AVG_WIND_SPEED: Average wind speed over the preceding 7 days, indicating sustained wind patterns.

DAY_OF_YEAR: The numeric day within the year (1–365/366).


Potential Applications:



Wildfire Prediction: The dataset supports machine learning models for predicting fire start days, enabling proactive wildfire management strategies.

Environmental Analysis: Researchers can study the relationship between meteorological variables and wildfire dynamics.

Seasonal Trends Analysis: Temporal features allow for insights into seasonal patterns of wildfires.

Model Benchmarking: The dataset is ideal for testing and benchmarking predictive algorithms, including Random Forest, XGBoost, and other machine learning methods.

Climate Impact Studies: It can be used to analyze how climate variability influences fire risk over time.


Target Audience:This dataset is suitable for data scientists, environmental researchers, wildfire management professionals, and machine learning practitioners seeking to explore the interplay between weather conditions and wildfire occurrences.

Usage:The dataset is in CSV format and is ready for use in Python, R, MATLAB, or other data analysis tools. It requires no additional preprocessing and is accompanied by clear, descriptive variable names.
DOI: 10.5281/zenodo.14712845
title: California Weather and Fire Prediction Dataset (1984–2025) with Engineered Features

description: Description:This dataset provides a comprehensive compilation of weather observations and wildfire data in California from 1984 to 2025. Designed for researchers and practitioners, it integrates meteorological data from NOAA Climate Data Online with fire incident data from CAL FIRE. The dataset includes engineered features that enhance predictive modeling capabilities, making it suitable for wildfire prediction and analysis tasks.

Dataset Contents:The dataset consists of daily records with the following fields:



DATE: The date of the observation.

PRECIPITATION: Daily precipitation in inches.

MAX_TEMP: Maximum daily temperature in degrees Fahrenheit.

MIN_TEMP: Minimum daily temperature in degrees Fahrenheit.

AVG_WIND_SPEED: Average daily wind speed in mph.

FIRE_START_DAY: A binary indicator (True/False) showing whether a wildfire started on that date.

YEAR: The year of the observation.

TEMP_RANGE: The difference between maximum and minimum temperatures, indicating daily temperature variability.

WIND_TEMP_RATIO: The ratio of average wind speed to maximum temperature, capturing wind-temperature dynamics.

MONTH: The calendar month of the observation (1–12).

SEASON: The season of the observation (Winter, Spring, Summer, Fall).

LAGGED_PRECIPITATION: Cumulative precipitation over the preceding 7 days, reflecting recent moisture conditions.

LAGGED_AVG_WIND_SPEED: Average wind speed over the preceding 7 days, indicating sustained wind patterns.

DAY_OF_YEAR: The numeric day within the year (1–365/366).


Potential Applications:



Wildfire Prediction: The dataset supports machine learning models for predicting fire start days, enabling proactive wildfire management strategies.

Environmental Analysis: Researchers can study the relationship between meteorological variables and wildfire dynamics.

Seasonal Trends Analysis: Temporal features allow for insights into seasonal patterns of wildfires.

Model Benchmarking: The dataset is ideal for testing and benchmarking predictive algorithms, including Random Forest, XGBoost, and other machine learning methods.

Climate Impact Studies: It can be used to analyze how climate variability influences fire risk over time.


Target Audience:This dataset is suitable for data scientists, environmental researchers, wildfire management professionals, and machine learning practitioners seeking to explore the interplay between weather conditions and wildfire occurrences.

Usage:The dataset is in CSV format and is ready for use in Python, R, MATLAB, or other data analysis tools. It requires no additional preprocessing and is accompanied by clear, descriptive variable names.
DOI: 10.17909/pg5j-ta08
title: WR146

description: WR146 images and spectrums used
DOI: 10.15468/dl.tf3gac
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "GadmGid is IND.15_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "Year 2024-2025"
 ]
}

 The dataset includes 228 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000211-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.