cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17180024
title: Biases due to widespread use of low-cost sensors for urban heat stress assessments (dataset)

description: Project Title: Biases due to widespread use of low-cost sensors for urban heat stress assessments

Contact: Sarah Berk, sberk@unc.edu 

Description: This dataset accompanies the manuscript “Biases due to widespread use of low-cost sensors for urban heat stress assessments”.It contains measurements from low-cost air temperature and humidity sensors deployed in different experimental setups to quantify biases due to siting and shielding practices.

The dataset includes six calibration experiments (a–f) described below, along with derived variables (heat index, humidex) and reanalysis data used (ERA5 Land).

a: Urban lawn deployment. Sensors placed on urban lawn within radiation shieldsb: Rooftop deployment. Sensors placed on urban rooftop within radiation shieldsc: Shielded vs unshielded. Sensors placed on urban lawn within and without radiation shields, alternating. Sensors with radiation shields are denoted with the c_Shield_on field (True/ False)d: Near HVAC outlet. Sensors placed near a HVAC outlet on the urban rooftop within radiation shields.e: Controlled Environment.f: Shield Setup Test. Sensors placed in two different formats within radiation shields. Either secured via mounting based at the bottom of the shield, or suspended hanging from wire within the shield. Sensors on mounting based are denoted with the f_Mounting_base_secured field (True/ False). 

Data Fields: Calibration_Label: Label for the calibration (a-f)Calibration_Desc: Description of setupSensor_ID: Unique sensor identifierDate_Time: Date and time of measurement (EDT)Air_Temperature: Measured air temperature (°C)Relative_Humidity: Measuredrelative humidity (%)Heat_Index: Heat index (°C), calculated from air temperature and relative humidity Humidex: Humidex, calculated from air temperature and relative humidity ERA5_shortwave_solar_radiation_downwards: shortwave solar radiation downwards (W/m²), taken from ERA5 Land reanalysis (DOI: 10.24381/cds.e2161bac)c_Shield_On: Only used for calibration c, True for sensors with shields on, False for those with no shieldf_Mounting_base_secured: Only used for calibration f, True for sensors secured on mounting base, False for sensors suspended within shields. 

File Information:File format: CSVTime resolution: 10 minutes

Usage NotesCalibration labels (a–f) should always be interpreted alongside the setup descriptions above.Derived fields (Heat Index, Humidex) are based on standard formulas; see manuscript for details.ERA5 radiation is matched by nearest grid cell (the same for both urban lawn and rooftop locations). 

CitationIf you use this dataset, please cite:Berk, S. et al (2025). Biases due to widespread use of low-cost sensors for urban heat stress assessments [Dataset]. Zenodo. DOI: 10.5281/zenodo.17180024
DOI: 10.5281/zenodo.17180023
title: Biases due to widespread use of low-cost sensors for urban heat stress assessments (dataset)

description: Project Title: Biases due to widespread use of low-cost sensors for urban heat stress assessments

Contact: Sarah Berk, sberk@unc.edu 

Description: This dataset accompanies the manuscript “Biases due to widespread use of low-cost sensors for urban heat stress assessments”.It contains measurements from low-cost air temperature and humidity sensors deployed in different experimental setups to quantify biases due to siting and shielding practices.

The dataset includes six calibration experiments (a–f) described below, along with derived variables (heat index, humidex) and reanalysis data used (ERA5 Land).

a: Urban lawn deployment. Sensors placed on urban lawn within radiation shieldsb: Rooftop deployment. Sensors placed on urban rooftop within radiation shieldsc: Shielded vs unshielded. Sensors placed on urban lawn within and without radiation shields, alternating. Sensors with radiation shields are denoted with the c_Shield_on field (True/ False)d: Near HVAC outlet. Sensors placed near a HVAC outlet on the urban rooftop within radiation shields.e: Controlled Environment.f: Shield Setup Test. Sensors placed in two different formats within radiation shields. Either secured via mounting based at the bottom of the shield, or suspended hanging from wire within the shield. Sensors on mounting based are denoted with the f_Mounting_base_secured field (True/ False). 

Data Fields: Calibration_Label: Label for the calibration (a-f)Calibration_Desc: Description of setupSensor_ID: Unique sensor identifierDate_Time: Date and time of measurement (EDT)Air_Temperature: Measured air temperature (°C)Relative_Humidity: Measuredrelative humidity (%)Heat_Index: Heat index (°C), calculated from air temperature and relative humidity Humidex: Humidex, calculated from air temperature and relative humidity ERA5_shortwave_solar_radiation_downwards: shortwave solar radiation downwards (W/m²), taken from ERA5 Land reanalysis (DOI: 10.24381/cds.e2161bac)c_Shield_On: Only used for calibration c, True for sensors with shields on, False for those with no shieldf_Mounting_base_secured: Only used for calibration f, True for sensors secured on mounting base, False for sensors suspended within shields. 

File Information:File format: CSVTime resolution: 10 minutes

Usage NotesCalibration labels (a–f) should always be interpreted alongside the setup descriptions above.Derived fields (Heat Index, Humidex) are based on standard formulas; see manuscript for details.ERA5 radiation is matched by nearest grid cell (the same for both urban lawn and rooftop locations). 

CitationIf you use this dataset, please cite:Berk, S. et al (2025). Biases due to widespread use of low-cost sensors for urban heat stress assessments [Dataset]. Zenodo. DOI: 10.5281/zenodo.17180024
DOI: 10.15468/dl.zb6zfr
title: Occurrence Download

description: A dataset containing 1378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.14723 -2.75579,-55.85277 -2.75579,-55.85277 11.75579,-92.14723 11.75579,-92.14723 -2.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grallaria kaestneri"
 ]
}

 The dataset includes 1378 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006723-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/usctheses-ouc11399lowx
title: Keeping a Finger on the Pulse: Effects of Temporal Fine Structure on Pitch and Spatial Hearing in Cochlear Implant Users
DOI: 10.25549/usctheses-ouc11399lowy
title: Establishing Connection through Touch: Understanding Affective Communication with Mediated Social Touch
DOI: 10.25549/usctheses-ouc11399loww
title: Effect of Lipoxin A4 Analogue NAP1051 on MRI Dynamic Contrast Enhanced K-trans Measures of Blood-Brain Barrier Permeability and Lesion Size in a Rodent Model of Traumatic Brain Injury
DOI: 10.25549/usctheses-ouc11399lows
title: The 13 Wares: At The Intersection of Blackness, Food and Politics
DOI: 10.13012/b2idb-1414808_v1
title: Text, Image, and Collation Data for Critical Edition of Gentlemen Prefer Blondes

description: The files in this dataset include the now-public domain full raw text and illustrations for the novel Gentlemen Prefer Blondes (GBP) by Anita Loos, and files comparing the two published versions of the novel in 1925, one in Harper's Bazar magazine and the other in book format by Boni & Liveright. These files comprise the underlying data for the scholarly digital edition of the novel edited by Daniel G. Tracy. The full citation for the publication, including the DOI link for those wishing access the text, is: Loos, Anita. Gentlemen Prefer Blondes. Edited by Daniel G. Tracy, Critical Edition. Windsor & Downs Press, 2025. https://doi.org/10.21900/wd.13
DOI: 10.25549/usctheses-ouc11399lowt
title: Disobedient Aesthetics: Radical Intimacies Among Indigenous Peoples and Plants in the Americas
DOI: 10.15468/dl.3s9z7g
title: Occurrence Download

description: A dataset containing 1155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-93.14723 -1.25579,-56.85277 -1.25579,-56.85277 13.25579,-93.14723 13.25579,-93.14723 -1.25579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pogonotriccus lanyoni"
 ]
}

 The dataset includes 1155 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006724-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gd6d56
title: Occurrence Download

description: A dataset containing 16715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens pallida",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 16715 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006725-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fj5khh
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 64 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006726-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhq4dc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006727-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svvd75
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Guatemala",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006728-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmpjez
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006731-250920141307145/datasets/export for details.
DOI: 10.15468/dl.qbjw3d
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 88 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006730-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2lrtck
title: CCDC 2406169: Experimental Crystal Structure Determination

description: Related Article: Tatsuya Iwashina, Ryohei Hayami, Yohei Sato, Takuya Sagawa, Kazuki Yamamoto, Takahiro Gunji|2025|ACS Omega|10|39540|doi:10.1021/acsomega.5c01929
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.wtzn3s
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Honduras",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006729-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brwcyk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006732-250920141307145/datasets/export for details.
DOI: 10.15468/dl.pwrtyh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Niue",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006733-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28919453
title: Boreal rivers as sources of terpenoid emissions

description: Dataset 1 contains terpenoid emissions, environmental parameters, and field conditions.Dataset 2 contains continuous data from the rivers.The provided R script includes the complete code for data processing, fitting the multiple linear regression (MLR) model and mixed effect model (MEM), and generating all figures shown in the manuscript. The script is designed to be fully reproducible, allowing readers to replicate the analysis and figures from the raw data.
DOI: 10.6084/m9.figshare.28919453.v2
title: Boreal rivers as sources of terpenoid emissions

description: Dataset 1 contains terpenoid emissions, environmental parameters, and field conditions.Dataset 2 contains continuous data from the rivers.The provided R script includes the complete code for data processing, fitting the multiple linear regression (MLR) model and mixed effect model (MEM), and generating all figures shown in the manuscript. The script is designed to be fully reproducible, allowing readers to replicate the analysis and figures from the raw data.
DOI: 10.6084/m9.figshare.28919453.v1
title: Boreal rivers as sources of terpenoid emissions

description: Dataset 1 contains terpenoid emissions, environmental parameters, and conditions in the field. Dataset 2 contains continuous data from the rivers.
DOI: 10.15468/dl.kkjbzs
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006735-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6r8syh
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplismenus hirtellus",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006737-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p26f2a
title: Occurrence Download

description: A dataset containing 174308 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 one of (Conyza canadensis)"
 ]
}

 The dataset includes 174308 records from 1198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006719-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnv7bc
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyloscirtus phyllognathus (Melin, 1941)"
 ]
}

 The dataset includes 258 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076779-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8bhx4
title: Occurrence Download

description: A dataset containing 74952 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus glycyphyllos L."
 ]
}

 The dataset includes 74952 records from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0336396-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyh3az
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephalophus weynsi Thomas, 1901"
 ]
}

 The dataset includes 134 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0354498-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1xbwim
title: Occurrence Download

description: A dataset containing 34147 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Isle of Man"
 ]
}

 The dataset includes 34147 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004861-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yve8a
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Hemiptera World (Luomus)",
 "Country is Tanzania, United Republic of"
 ]
}

 The dataset includes 120 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108833-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt8849
title: Occurrence Download

description: A dataset containing 1589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Leporinus friderici (Bloch, 1794)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1589 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074504-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epxeg4
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-118.7442 27.57665,-102.08449 27.57665,-102.08449 43.13388,-118.7442 43.13388,-118.7442 27.57665))",
 "HasCoordinate is true",
 "TaxonKey is Pyrgus xanthus Edwards, 1878",
 "Year 1973-2024"
 ]
}

 The dataset includes 116 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057523-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvtb3j
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "TaxonKey is Chlorophytum Ker Gawl."
 ]
}

 The dataset includes 281 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004861-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pd2ss9
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herbarium Senckenbergianum (FR) - Fungi",
 "Country is Tanzania, United Republic of"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108838-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4upq3
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Andinobates bombetes (Myers & Daly, 1980)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 341 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035590-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqviph
title: Occurrence Download

description: A dataset containing 3216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.82288 33.56016,-117.36145 33.21158,-117.14172 32.54728,-116.46057 32.59357,-116.81213 33.22077,-117.15271 33.57847,-117.82288 33.56016))",
 "TaxonKey is Sceloporus occidentalis Baird & Girard, 1852",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3216 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004861-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2uuzut
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Storthyngurella benti (Wolff, 1956)"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133126-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.