cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hz8g9bb259.1
title: Dataset of Double Fan Humidifier Control System for Under-Actuated Zones

description: This dataset presents comprehensive measurements and derived features used to develop and evaluate a Double Fan Humidifier Control Model for under-actuated indoor zones. The data were collected from a controlled experimental setup that integrates dual-fan airflow management, humidity sensing, and safety control mechanisms. The dataset captures a diverse range of environmental, airflow, system feedback, and safety parameters. Key environmental variables include indoor and outdoor temperature, relative humidity, and air pressure. Occupancy-related activities and temporal context are also included to represent dynamic indoor conditions. Derived features such as dew point, absolute humidity error, fan speed estimators (0–100 %), feedback lags, coordination indices, and soft constraints are systematically computed to support explainable control modeling. The dataset is intended for research in indoor air quality management, embedded AI-based control systems, HVAC optimization, and context-aware energy management. It enables machine learning researchers to reproduce and extend advanced control strategies in real-world under-actuated environments.

Data Collection and Processing Method
Data were obtained through sensor integration and simulation of a double-fan humidifier system operating in an under-actuated zone, where airflow and humidity are influenced by occupant behavior and environmental variability. Sensors and parameters: 
- Indoor and outdoor temperature and humidity (°C, %)
- Indoor and outdoor air pressure (kPa)
- Ventilation air volume (CFM) and fan channel volumes (air-vol-1, air-vol-2)
- Cooling load
- Air volume
- Energy-related metrics

Feature engineering:
Raw data were enhanced through feature derivation to improve model interpretability and control precision. The engineered features include:
- System State & Feedback: fan speed estimators, EMA, rolling mean/std, coordination indices
- Environmental Dynamics: dew point, overshoot/absolute humidity error, and pressure differentials
- Safety Rules: condensation, heat, and humidity flags
- Contextual Features: temporal (month, week, day, time) and occupancy variables

All continuous variables were normalized via robust scaling (5th–95th percentile) to reduce the effect of outliers, and categorical variables were encoded or one-hot mapped (e.g., zone identifiers).

Total records: 5,000 + time-stamped samples (rows)
Total attributes: 85 columns (including both raw and derived features)
DOI: 10.17632/skv7fr74x8
title: Replication Package: Unilateral Environmental Policy and Offshoring

description: Replication materials for "Unilateral Environmental Policy and Offshoring" by Simon J. Bolz, Fabrice Naumann, and Philipp M. Richter. Journal of International Economics. 
Includes Mathematica and R code to reproduce all figures and tables in the paper and Online Appendix. See README.txt for software versions and run instructions.
DOI: 10.17632/skv7fr74x8.1
title: Replication Package: Unilateral Environmental Policy and Offshoring

description: Replication materials for "Unilateral Environmental Policy and Offshoring" by Simon J. Bolz, Fabrice Naumann, and Philipp M. Richter. Journal of International Economics. 
Includes Mathematica and R code to reproduce all figures and tables in the paper and Online Appendix. See README.txt for software versions and run instructions.
DOI: 10.15468/dl.q6c5rz
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthotylus concolor (Kirschbaum, 1856)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 255 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008148-250310093411724/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.28594532
title: <b>Sex differences in the associations of </b><b>adiposity-related markers</b><b> with rheumatic</b><b> and musculoskeletal disease risk: A prospective cohort study</b>

description: Objectives: Obesity is associated with rheumatic and musculoskeletal diseases (RMDs); however, existing evidence has mostly focused on body mass index (BMI), and sex-specific effects are poorly understood. We aimed to investigate the associations of various adiposity-related markers with incident RMDs in women and men.Methods: This prospective cohort study included 386,008 participants free of RMDs at baseline (2006-2010) from the UK Biobank. We included 12 different adiposity phenotypes that represented body fat accumulation or distribution using anthropometric and bio-impedance measurements. Cox proportional hazards models were used to examine the associations stratified by sex.Results: Over a median follow-up of 12.9 years, 28,384 women (13.5%) and 23,625 men (13.5%) developed RMDs. All but two adiposity-related markers (waist circumference [WC] and waist-to-hip ratio [WHR] adjusted for BMI) were positively associated with the risks of overall and individual RMDs. The associations for certain RMDs remained significant and became strengthened in individuals with a normal BMI. Significant interactions were observed between adiposity markers and sex, with the adiposity-RMDs associations being more pronounced in women. The adjusted hazard ratios per one-standard deviation increment in adiposity markers in women ranged from 1.02 to 1.42 for osteoarthritis and 1.23 to 1.67 for gout, while equivalent HRs in men were 0.93 to 1.38 and 1.13 to 1.42, respectively.Conclusiona: Adiposity-related traits were sex-specifically associated with increased RMD risk regardless of BMI status. The findings highlight the importance of considering different adiposity phenotypes and sex heterogeneity in routine risk assessment and management for precise prevention of RMDs.
DOI: 10.15468/dl.a3ngvc
title: Occurrence Download

description: A dataset containing 31960 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinochloa colonum (L.) Link"
 ]
}

 The dataset includes 31960 records from 722 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008149-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ta2hjm
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ozamia Hampson, 1901",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008150-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2025.03.14-1
title: NOMAD dataset: Ru-ZrO2
DOI: 10.15468/dl.t9cm9k
title: Occurrence Download

description: A dataset containing 8377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Triplaris americana L."
 ]
}

 The dataset includes 8377 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008152-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cenpsq
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Thailand, Viet Nam, Lao People’s Democratic Republic, Cambodia)",
 "TaxonKey is Amphibia",
 "Year is 2025"
 ]
}

 The dataset includes 207 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008153-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.essax6
title: Occurrence Download

description: A dataset containing 1095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Euonymus japonicus Thunb."
 ]
}

 The dataset includes 1095 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008154-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpzfnz
title: Occurrence Download

description: A dataset containing 816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthotylus virescens (Douglas & Scott, 1865)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 816 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008155-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbn8pa
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hibiscus hamabo Siebold & Zucc."
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008157-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecsem7
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovatus mentharius (van der Goot, 1913)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008156-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5xjb8
title: Occurrence Download

description: A dataset containing 13749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Geometry POLYGON((115.16779 2.75266,115.46731 2.15446,115.62964 2.28366,116.56697 4.25951,115.70953 4.16364,115.58578 3.29875,115.16779 2.75266))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 13749 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008158-250310093411724/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.27184398
title: Global monthly and annual <i>R</i><sub>s</sub> from 1982 to 2018 (Global Change biology; https://doi.org/10.1111/gcb.70118<b>)</b>

description: We provide the data for predicted soil respiration (<i>R</i><sub>s</sub>) from deep learning model (MLP). The resolution for all .tif files is 0.05°. The unit is expressed in g C m<sup>-2</sup> year<sup>-1</sup> (for annual <i>R</i><sub>s</sub>) and in g C m<sup>-2</sup> month<sup>-1</sup> (for monthly <i>R</i><sub>s</sub>).The R code used for the paper figures is available in the zip file "R code".<br><b>Note that any use of the data or code should cite the original article:</b><br><br>Laffitte, B., Zhou, T., Yang, Z., Ciais, P., Jian, J., Huang, N., Seyler, B.C., Pei, X. and Tang, X. (2025), Timescale Matters: Finer Temporal Resolution Influences Driver Contributions to Global Soil Respiration. Glob Change Biol, 31: e70118. <b>https://doi.org/10.1111/gcb.70118</b><br>
DOI: 10.15468/dl.xwnd5r
title: Occurrence Download

description: A dataset containing 904984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is 1990"
 ]
}

 The dataset includes 904984 records from 524 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008151-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjmjrt
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pluchea chingoyo (Kunth) DC."
 ]
}

 The dataset includes 105 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033312-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tg8w2u
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ajuga decaryana Danguy ex R.A.Clement"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024099-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kbaf3
title: Occurrence Download

description: A dataset containing 10112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Catopsilia pomona (Fabricius, 1775)"
 ]
}

 The dataset includes 10112 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032080-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99wkfh
title: Occurrence Download

description: A dataset containing 4454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natator depressus (Garman, 1880)",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2014"
 ]
}

 The dataset includes 4454 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024127-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8uhaa
title: Occurrence Download

description: A dataset containing 214281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 {
 "or" : [
 "Month is March",
 "Month is April"
 ]
 },
 "Year 2000-2018",
 "Geometry POLYGON((-81.71631 -4.34641,-79.29932 -4.91583,-78.06885 -2.98693,-75.52002 -0.08789,-81.01318 1.62576,-81.71631 -4.34641))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 214281 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033313-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h77z7
title: Occurrence Download

description: A dataset containing 10967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sigesbeckia orientalis L."
 ]
}

 The dataset includes 10967 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006602-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnyhvp
title: Occurrence Download

description: A dataset containing 781 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventario de Aves y Mamíferos en humedales del departamento de Córdoba"
 ]
}

 The dataset includes 781 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033314-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdswtn
title: Occurrence Download

description: A dataset containing 2522 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 Todirostrum pictum Salvin, 1897"
 ]
}

 The dataset includes 2522 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004074-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2uxfj
title: Occurrence Download

description: A dataset containing 10765 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
 },
 "Geometry POLYGON((-90.71677 18.57745,-86.73401 18.57745,-86.7046 21.67946,-90.70948 21.69027,-90.71677 18.57745))",
 "OccurrenceStatus is Present",
 "TaxonKey is Eupsittula nana (Vigors, 1830)",
 "Year 1990-2021"
 ]
}

 The dataset includes 10765 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204744-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktdssk
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1903-2018",
 "Geometry POLYGON((-81.0791 -5.3719,-74.88281 -5.3719,-74.88281 1.43159,-81.0791 1.43159,-81.0791 -5.3719))",
 "TaxonKey is Nasua nasua (Linnaeus, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 32 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033315-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6s8pz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garcinia versteegii Lauterb."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004090-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdacan
title: Occurrence Download

description: A dataset listing the 686 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((-98.18216 36.78969,-98.18218 36.80407,-98.18218 36.815,-98.20012 36.81511,-98.20012 36.82599,-98.20013 36.83964,-98.21366 36.84061,-98.21362 36.82877,-98.21692 36.83147,-98.22362 36.83154,-98.22364 36.82599,-98.22596 36.82237,-98.22598 36.81875,-98.23495 36.81866,-98.23496 36.81503,-98.23949 36.81503,-98.23952 36.81867,-98.24405 36.81867,-98.24422 36.81212,-98.25305 36.81133,-98.25303 36.80416,-98.25753 36.80412,-98.25752 36.797,-98.25297 36.79701,-98.25297 36.78965,-98.27573 36.78962,-98.27572 36.78594,-98.27121 36.78594,-98.26225 36.77874,-98.26222 36.77148,-98.26676 36.77147,-98.26677 36.77515,-98.27135 36.77513,-98.27133 36.76779,-98.28485 36.76781,-98.28934 36.76429,-98.29389 36.76424,-98.29378 36.75712,-98.28926 36.75703,-98.28928 36.7534,-98.29826 36.75344,-98.29822 36.74984,-98.28932 36.74983,-98.28481 36.74623,-98.28475 36.74259,-98.28032 36.73898,-98.28031 36.7354,-98.2847 36.7283,-98.28471 36.72455,-98.28473 36.72105,-98.27567 36.72103,-98.27562 36.7173,-98.27113 36.71731,-98.27114 36.71008,-98.26654 36.71008,-98.26655 36.70462,-98.26657 36.69558,-98.27108 36.69553,-98.27103 36.69186,-98.26196 36.69183,-98.26196 36.68816,-98.26196 36.68455,-98.24398 36.68456,-98.24397 36.68086,-98.23755 36.68085,-98.25062 36.6917,-98.23707 36.68085,-98.21693 36.68083,-98.21325 36.68537,-98.20651 36.68992,-98.20542 36.69356,-98.19981 36.69537,-98.19088 36.7026,-98.19089 36.70627,-98.18758 36.7099,-98.18204 36.70982,-98.1731 36.717,-98.17315 36.72155,-98.16637 36.72152,-98.15525 36.73141,-98.15517 36.73856,-98.16419 36.73868,-98.16421 36.75312,-98.16199 36.75858,-98.16435 36.76191,-98.169 36.7619,-98.16897 36.76785,-98.1734 36.76794,-98.17333 36.77868,-98.17325 36.78959,-98.18216 36.78969)),((-98.19978 36.88397,-98.19974 36.8876,-98.20653 36.88769,-98.2043 36.88403,-98.20436 36.87679,-98.19984 36.87674,-98.19978 36.88397)))"
 ]
}

 The dataset's 686 records were derived from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172143-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hh9cby
title: Occurrence Download

description: A dataset containing 1516 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Genista spartioides Spach"
 ]
}

 The dataset includes 1516 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004107-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbx4tv
title: Occurrence Download

description: A dataset containing 13498 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Canadian Museum of Nature General Invertebrate Collection"
 ]
}

 The dataset includes 13498 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033315-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmvtfu
title: Occurrence Download

description: A dataset containing 1210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Leopardus pardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 1210 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158446-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.426xb5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fenixia pauciflora Merr."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004118-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vjogq
title: Occurrence Download

description: A dataset containing 3551 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Rhinella marina (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3551 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033315-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.