cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ptfx3w
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella C.A.Agardh, 1830",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058374-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25910/yhat-4863
title: Event-based Satellite Docking

description: Dataset to accompany Le Gentil et al. "Mixing Data-driven and Geometric Models for Satellite Docking Port State Estimation using an RGB or Event Camera", IEEE International Conference on Robotics and Automation (ICRA) 2025. In-orbit automated servicing is a promising path towards lowering the cost of satellite operations and reducing the amount of orbital debris. For this purpose, we present a pipeline for automated satellite docking port detection and state estimation using monocular vision data from standard RGB sensing or an event camera. Rather than taking snapshots of the environment, an event camera has independent pixels that asynchronously respond to light changes, offering advantages such as high dynamic range, low power consumption and latency, etc. This work focuses on satellite-agnostic operations (only a geometric knowledge of the actual port is required) using the recently released Lockheed Martin Mission Augmentation Port (LM-MAP) as the target. By leveraging shallow data-driven techniques to preprocess the incoming data to highlight the LM-MAP's reflective navigational aids and then using basic geometric models for state estimation, we present a lightweight and data-efficient pipeline that can be used independently with either RGB or event cameras. We demonstrate the soundness of the pipeline and perform a quantitative comparison of the two modalities based on data collected with a photometrically accurate test bench that includes a robotic arm to simulate the target satellite's uncontrolled motion.
DOI: 10.15468/dl.tz9rrh
title: Occurrence Download

description: A dataset containing 4349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hippocamelus bisulcus (Molina, 1782)"
 ]
}

 The dataset includes 4349 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058376-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hepykn
title: Occurrence Download

description: A dataset containing 19474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lathyrus venetus (Mill.) Wohlf., Arnica angustifolia Vahl, Betula dahurica Pall., Silene arabica Boiss., Chamaedaphne calyculata (L.) Moench)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 19474 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058375-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zkhvs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abactochromis labrosus (Trewavas, 1935)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((34.8752 27.7528,35.2765 29.0599,28.1382 29.0599,28.1382 20.0599,37.1382 20.0599,37.1382 22.4869,36.4196 23.1029,36.7113 23.3743,36.7246 23.7183,35.8613 24.5048,35.1435 25.653,35.0599 25.8405,35.3478 26.1707,35.2694 26.5949,34.978 26.7967,34.4974 26.7726,34.5022 27.2926,34.8752 27.7528))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058377-250525065834625/datasets/export for details.
DOI: 10.15468/dl.68uguq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella C.A.Agardh, 1830",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058378-250525065834625/datasets/export for details.
DOI: 10.25952/btvp-5z24

description: <p>This treatment guide outlines a telehealth-delivered, narrative-informed group intervention designed specifically for postpartum mothers who have experienced birth trauma. The intervention aims to facilitate healing through psychoeducation, narrative techniques, and group support within a structured six-session format.</p>
description: <p>This treatment guide outlines a telehealth-delivered, narrative-informed group intervention designed specifically for postpartum mothers who have experienced birth trauma. The intervention aims to facilitate healing through psychoeducation, narrative techniques, and group support within a structured six-session format.</p>
DOI: 10.15468/dl.hwfxhb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus scorialis Troncoso-Palacios, Díaz, Esquerré & Urra, 2015"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058379-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkegcj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abactochromis labrosus (Trewavas, 1935)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2494 -34.8049,19.1382 -35.0665,19.1382 -33.9401,17.8437 -33.9401,17.8729 -34.3757,18.2494 -34.8049))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058380-250525065834625/datasets/export for details.
DOI: 10.15468/dl.5v3q3p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella C.A.Agardh, 1830",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058381-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4j7zz3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abactochromis labrosus (Trewavas, 1935)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((17.8386 -33.865,17.8437 -33.9401,19.1382 -33.9401,19.1382 -24.9401,14.1824 -24.9401,14.3369 -25.1139,14.4676 -26.4801,15.0951 -27.969,16.3584 -29.3533,16.8305 -30.5692,17.7504 -31.9517,17.8134 -32.2275,17.4732 -32.4288,17.3432 -32.826,17.8386 -33.865))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058382-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29178344
title: Supplementary Figures and Data for "Wing base morphology supports paraphyly of Papilionoidea <i>s.s. </i>(Lepidoptera)" published in Entomological Science

description: Supplementary Figures in PDF and Data matrix used for analyses in NEXUS
DOI: 10.6084/m9.figshare.29178344.v1
title: Supplementary Figures and Data for "Wing base morphology supports paraphyly of Papilionoidea <i>s.s. </i>(Lepidoptera)" published in Entomological Science

description: Supplementary Figures in PDF and Data matrix used for analyses in NEXUS
DOI: 10.15468/dl.qgyvdb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus scrocchii Quinteros, Abdala & Lobo, 2008"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058383-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7r5z3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella C.A.Agardh, 1830",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058384-250525065834625/datasets/export for details.
DOI: 10.15468/dl.bva9qg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abactochromis labrosus (Trewavas, 1935)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((19.5797 31.1722,19.1382 30.7949,19.1382 29.0599,28.1382 29.0599,28.1382 31.6271,27.0568 31.9369,25.941 32.1276,25.5225 32.0458,25.172 32.4321,23.6289 32.6801,23.3344 33.0794,22.2903 33.4173,21.7076 33.4407,20.3542 32.9952,19.684 32.4793,19.4254 31.8299,19.5797 31.1722))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058385-250525065834625/datasets/export for details.
DOI: 10.15468/dl.7tvcnu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella C.A.Agardh, 1830",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058386-250525065834625/datasets/export for details.
DOI: 10.15468/dl.522ntt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abactochromis labrosus (Trewavas, 1935)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((10.1382 29.0599,1.1382 29.0599,1.1382 20.0599,10.1382 20.0599,10.1382 29.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058387-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cf8pr3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella C.A.Agardh, 1830",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058388-250525065834625/datasets/export for details.
DOI: 10.7910/dvn/8hfcio
title: Price Leadership in Global Wheat Markets: Evidence from Dynamic Market Interactions

description: To investigate price linkages and identify the price leader among the selected wheat-exporting countries, this study utilized data from the Food and Agriculture Organization of the United Nations (FAO) food price monitoring and analysis online portal (FAO-FPMA, 2025). While price data for Argentina, Australia, Canada, and the U.S. were available from January 2000, price information for the other sampled countries was only accessible from 2007. To ensure consistency across countries, this study used data starting from January 2008 to January 2025 . Missing price data for Argentina, Australia, Canada, Russia, and Ukraine were filled in using linear interpolation. In addition, this dataset also includes monthly real prices of crude oil and urea fertilizer.
description: Datasets are already available online. I have uploaded here the real data in Stata data format. Also the Stata do file on ADRL model estimation process in Stata.
DOI: 10.15468/dl.zdv87a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abactochromis labrosus (Trewavas, 1935)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((5.9985 -1.8197,6.1596 -1.4443,5.9957 -1.0552,5.6304 -0.9035,5.2841 -1.0308,5.1008 -1.4539,5.2222 -1.7725,5.639 -1.9676,5.9985 -1.8197))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058389-250525065834625/datasets/export for details.
DOI: 10.15468/dl.y2t9wc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella aspera (Ehrenberg) H.Peragallo, 1889",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058390-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15494047
title: EarthByte/ Scripts and Dataset for Global Crustal thickness Estimation and Analysis

description: This repository contains the dataset, Python scripts, and Jupyter notebooks used to generate the figures for the paper "Crustal thickness pulses track Earth's interior cooling and surface environmental evolution."





The dataset corresponds to Supplementary Table 1 in the manuscript.




All code and data are organized to ensure reproducibility of the figures and analyses presented in the paper.
DOI: 10.5281/zenodo.15494048
title: EarthByte/ Scripts and Dataset for Global Crustal thickness Estimation and Analysis

description: This repository contains the dataset, Python scripts, and Jupyter notebooks used to generate the figures for the paper "Crustal thickness pulses track Earth's interior cooling and surface environmental evolution."





The dataset corresponds to Supplementary Table 1 in the manuscript.




All code and data are organized to ensure reproducibility of the figures and analyses presented in the paper.
DOI: 10.15468/dl.7me35w
title: Occurrence Download

description: A dataset containing 49502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oreomecon Banfi, Bartolucci, J.-M.Tison & Galasso, Oreomecon alpina, Geum glaciale Adams ex Fisch., Salix myrtilloides L., Saxifraga oppositifolia L.)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 49502 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058391-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjh22t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abactochromis labrosus (Trewavas, 1935)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((6.524 -0.514,7.0065 -0.2456,7.2624 0.2943,7.123 0.7051,6.6607 0.9135,6.1391 0.6726,5.9617 0.2289,6.1206 -0.3209,6.524 -0.514))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058392-250525065834625/datasets/export for details.
DOI: 10.15468/dl.zcrqhe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella aspera (Ehrenberg) H.Peragallo, 1889",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058393-250525065834625/datasets/export for details.
DOI: 10.15468/dl.m87jsx
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Liolaemus septentrionalis Pincheira-Donoso & Nunez, 2005, Liolaemus senguer Abdala, 2005)"
 ]
}

 The dataset includes 155 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058394-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15701880
title: mirzaakhi/UL-WSN-DDoS-Attack-H-IoT2023: Initial public release

description: This dataset and preprocessing notebook support the poster paper presented at the 12th IEEE International Conference on Healthcare Informatics (IEEE ICHI 2024), held in Orlando, Florida, USA:  

"Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT" (IEEE ICHI 2024)

The dataset captures Distributed Denial-of-Service (DDoS) attacks in a Wireless Sensor Network (WSN) deployed within a Healthcare-IoT (H-IoT) environment. It is generated using the Cooja IoT network simulator, with environmental sensors primarily monitoring room temperature and humidity. The final dataset includes engineered features used to train a CNN-based anomaly detection model.

If you use this dataset or the preprocessing notebook in your research or applications, please cite the following paper. This dataset is shared under the [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license.

Plain Text:

M. A. Khatun, M. Bhattacharya, C. Eising and L. L. Dhirani, "Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT,"* 2024 IEEE 12th International Conference on Healthcare Informatics (ICHI), Orlando, FL, USA, 2024, pp. 522–524, doi: [10.1109/ICHI61247.2024.00075](https://doi.org/10.1109/ICHI61247.2024.00075)

🔗 [View paper on IEEE Xplore](https://ieeexplore.ieee.org/abstract/document/10628718)
DOI: 10.5281/zenodo.15701881
title: mirzaakhi/UL-WSN-DDoS-Attack-H-IoT2023: Initial public release

description: This dataset and preprocessing notebook support the poster paper presented at the 12th IEEE International Conference on Healthcare Informatics (IEEE ICHI 2024), held in Orlando, Florida, USA:  

"Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT" (IEEE ICHI 2024)

The dataset captures Distributed Denial-of-Service (DDoS) attacks in a Wireless Sensor Network (WSN) deployed within a Healthcare-IoT (H-IoT) environment. It is generated using the Cooja IoT network simulator, with environmental sensors primarily monitoring room temperature and humidity. The final dataset includes engineered features used to train a CNN-based anomaly detection model.

If you use this dataset or the preprocessing notebook in your research or applications, please cite the following paper. This dataset is shared under the [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license.

Plain Text:

M. A. Khatun, M. Bhattacharya, C. Eising and L. L. Dhirani, "Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT,"* 2024 IEEE 12th International Conference on Healthcare Informatics (ICHI), Orlando, FL, USA, 2024, pp. 522–524, doi: [10.1109/ICHI61247.2024.00075](https://doi.org/10.1109/ICHI61247.2024.00075)

🔗 [View paper on IEEE Xplore](https://ieeexplore.ieee.org/abstract/document/10628718)