cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8s73jfvgr5.3
title: Fish Health and Water Quality Monitoring Dataset (Montería, 2024) – Tilapia (Oreochromis niloticus)

description: This dataset contains six months of water quality and fish health monitoring data collected from aquaculture ponds in Montería, Colombia. The dataset focuses on tilapia (Oreochromis niloticus), using an IoT-based system to monitor critical parameters such as dissolved oxygen (DO), pH, water temperature, and turbidity. Fish health indicators, including average fish weight and survival rate, are also recorded.

The data was collected from January to June 2024, with readings taken every 6 hours to capture daily fluctuations and ensure comprehensive monitoring of water conditions and fish health.

---

Files Included:

1. Data Model IoTMLCQ 2024.xlsx
 - Contains sensor readings and fish health data collected over six months.
 - Columns:
 - Month: Data collection month (January to June).
 - Average Fish Weight (g): The average weight of the tilapia fish in grams.
 - Survival Rate (%): Percentage of fish survival during the monitoring period.
 - Disease Occurrence (Cases): Number of disease cases observed.
 - Temperature (°C): Water temperature readings.
 - Dissolved Oxygen (mg/L): Levels of dissolved oxygen in the water.
 - pH: Water pH values.
 - Turbidity (NTU): Water turbidity measured in Nephelometric Turbidity Units (NTU).
 - Oxygenation Interventions: Whether oxygenation was applied (Yes/No).
 - Corrective Interventions: Number of corrective measures taken.

---

Data Collection Method:

The data was collected using IoT sensors strategically placed in the aquaculture ponds. Readings were taken every 6 hours throughout the monitoring period. This dataset provides valuable insights into the relationship between water quality parameters and the health of Tilapia (Oreochromis niloticus).

---

Usage Notes:

- This dataset can be used for research in aquaculture management, water quality monitoring, and predictive modeling of fish health and growth.
- Missing data due to sensor or communication failures were addressed using interpolation methods.
- Regular sensor calibrations were performed to ensure accuracy in the collected data.

---
DOI: 10.17632/tj2m7zz4rg.2
title: Dataset of Unpaved and Paved Road Surface with Seasons

description: The uneven road surface may cause significant harm to vehicles, drivers and pedestrians. At the same time, safety precautions need to be followed when speed braker or roadside barrier appears. Therefore, this dataset was prepared to detect different types of road surfaces. The dataset consists of 8484 RGB  (512 x 512 pixels) images and 13 videos of various road structures such as potholes, speed braker and roadside barriers. This dataset was created during the rain and summer seasons for paved and unpaved roads. The images were taken from the top and side views with varying day-light conditions at Nashik and Mumbai. At the same time, videos were shot from a side view. The images and videos were captured using the rear camera of a mobile phone.
DOI: 10.17632/2hwhv32gs2.4
title: Multifactorial heterogeneity of the human mutation landscape related to DNA replication dynamics

description: Code related to the manuscripts: 
- Caballero M, Boos D, and Koren A. The landscape of somatic mutations in lymphoblastoid cell lines. (2023).
- Caballero M and Koren A. Cell type specificity of the human mutation landscape with respect to DNA replication dynamics  (2023)

Files include:
- Consensus replication timing profiles for LCL, HT115, HCT116, and LS180 in hg38 coordinates.
- Mutations for LCL, CLL, HT115, HCT116, and LS180 in hg38 coordinates.
- Code used in analyses including replication timing generation and mutation calling.
DOI: 10.15468/dl.wagqrs
title: Occurrence Download

description: A dataset containing 1580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sasaella Makino"
 ]
}

 The dataset includes 1580 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009411-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8bs7hb2wj2.1
title: An updated skin permeation database of compounds applied as aqueous solutions in in vitro

description: The database represented in this article is referred to by the review article entitled “Topical drug delivery: history, percutaneous absorption and product development” (MS Roberts et al., 2021) and also as a supplementary table for the article entitled "An updated dataset of human maximum skin fluxes and epidermal permeability coefficients for drugs, xenobiotics and other solutes applied as aqueous solutions" (HS Cheruvu et al., 2022). This database contains maximal flux (Jmax), and permeability coefficient (kp) values collated from In Vitro human skin Permeation Test (IVPT) reports published to date for various drugs, xenobiotics and other solutes applied to human epidermis from aqueous solutions. Also included are each solute’s physicochemical properties and the experimental conditions, such as temperature, skin thickness, and skin integrity, under which the data was generated. This database is limited to diluted or saturated aqueous solutions of solutes applied on human epidermal membranes or isolated stratum corneum in large volumes so that there was minimal change in the donor phase concentration. It can be used for establishing the The data may also be useful in developing new QSPRs that may aid in: (1) drug choice and (2) product design for both topical and transdermal delivery, as well as (3) characterising the potential skin exposure of hazardous substances.
DOI: 10.15468/dl.wjujwx
title: Occurrence Download

description: A dataset containing 2758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sasamorpha Nakai"
 ]
}

 The dataset includes 2758 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009413-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fj4krvmrr5.2
title: MIXED PCB DEFECT DATASET

description: This dataset contains images focusing on printed circuit boards (PCBs) and their defects. To maintain uniformity, the images are resized to a standard 640 x 640 pixels. To increase the dataset's realism and relevance for real-time sensor applications, intentional augmentation was applied, adding extra defects to simulate real-world scenarios in PCB manufacturing. Various augmentation techniques were used to diversify the dataset, ensuring better algorithm performance during training and evaluation. The dataset features annotations that precisely label the induced defects, such as missing holes, mouse bites, open circuits, shorts, spurs, and spurious copper issues. With its precise annotations and intentional augmentation, this dataset is a valuable resource for advancing research in real-time PCB defect detection and classification.
DOI: 10.17632/7my5y26jj3.1
title: CATHODE-ANODE REACTION COUPLES CAUSE CORROSION

description: The cathode is the electrode where the reduction reaction occurs. At the cathode, there is an addition of electrons or a reduction in the oxidation number of a chemical substance. For example, in an electrochemical cell that uses metal electrodes such as copper, reduction of copper ions (Cu2+) to copper metal (Cu) occurs at the cathode.
The anode, on the other hand, is the electrode where the oxidation reaction takes place. At the anode, there is a release of electrons or an increase in the oxidation number of a chemical substance. For example, in an electrochemical cell that uses metal electrodes such as zinc, oxidation of zinc metal (Zn) to zinc ions (Zn2+) occurs at the anode.
The cathode-anode reaction pair arises due to the difference in electrochemical potential between the two electrodes. This potential difference drives the flow of electric current in an electrochemical cell. The electrons released at the anode travel via a metal wire or other conductive path to the cathode, forming an electric current. This process is known as a redox reaction or an electrochemical reaction.
DOI: 10.17632/77tf23zbgy.1
title: Supplemental data files for: Stress and Deformation Characteristics of the Southern Tibetan Lithosphere: Insights from Electrical Anisotropic Studies

description: Data files for a magnetotellurics profile to study the electrical anisotropy structures of the southern Tibetan Plateau, conducted by China University of Geosciences, Beijing.
DOI: 10.15468/dl.emc8c8
title: Occurrence Download

description: A dataset containing 895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Schizostachyum Nees"
 ]
}

 The dataset includes 895 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009414-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xecgg
title: Occurrence Download

description: A dataset containing 990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus douglasii Hook. & Arn.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 990 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009415-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f58rbf
title: Occurrence Download

description: A dataset containing 56245 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 (Phoebe formosana (Hayata) Hayata, Decaisnea insignis (Griff.) Hook.fil. & Thomson, Ginkgo biloba L.)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null",
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 56245 records from 396 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009412-241126133413365/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.28804409
title: Grassland Resilience Assessment Using Explainable Machine Learning in Arid Ecosystems of Northwest China (2001–2023)

description: 📝 Dataset DescriptionThis dataset supports the study “A Study of Explainable Machine Learning Method to Explore Grassland Resilience in the Arid Ecosystem”. It focuses on grassland ecosystems in northwest China, covering the period 2001–2023. The project integrates multiple data sources and explainable machine learning techniques to analyze the resilience of vegetation under climate variability.The dataset includes:Raw climate and vegetation data: Including weather station records, ERA5 reanalysis data, MODIS NDVI, and FVC datasets at 1 km resolution.grassland classification maps: For spatial filtering and labeling of grassland types.Processed environmental indicators: Such as long-term vegetation trends (TAC), climate variability metrics (CV, AC1), and predicted climate variables.Machine learning results: From random forest models and SHAP-based explainability analyses.Visualization scripts and boxplots: Showing grassland type responses and feature importance.All data and code are organized under a reproducible structure for climate interpolation, ecological modeling, and explainable ML analysis.
DOI: 10.6084/m9.figshare.28804409.v2
title: Grassland Resilience Assessment Using Explainable Machine Learning in Arid Ecosystems of Northwest China (2001–2023)

description: 📝 Dataset DescriptionThis dataset supports the study “A Study of Explainable Machine Learning Method to Explore Grassland Resilience in the Arid Ecosystem”. It focuses on grassland ecosystems in northwest China, covering the period 2001–2023. The project integrates multiple data sources and explainable machine learning techniques to analyze the resilience of vegetation under climate variability.The dataset includes:Raw climate and vegetation data: Including weather station records, ERA5 reanalysis data, MODIS NDVI, and FVC datasets at 1 km resolution.grassland classification maps: For spatial filtering and labeling of grassland types.Processed environmental indicators: Such as long-term vegetation trends (TAC), climate variability metrics (CV, AC1), and predicted climate variables.Machine learning results: From random forest models and SHAP-based explainability analyses.Visualization scripts and boxplots: Showing grassland type responses and feature importance.All data and code are organized under a reproducible structure for climate interpolation, ecological modeling, and explainable ML analysis.
DOI: 10.6084/m9.figshare.28804409.v1
title: Grassland Resilience Assessment Using Explainable Machine Learning in Arid Ecosystems of Northwest China (2001–2023)

description: 📝 Dataset DescriptionThis dataset supports the study “A Study of Explainable Machine Learning Method to Explore Grassland Resilience in the Arid Ecosystem”. It focuses on grassland ecosystems in northwest China, covering the period 2001–2023. The project integrates multiple data sources and explainable machine learning techniques to analyze the resilience of vegetation under climate variability.The dataset includes:Raw climate and vegetation data: Including weather station records, ERA5 reanalysis data, MODIS NDVI, and FVC datasets at 1 km resolution.grassland classification maps: For spatial filtering and labeling of grassland types.Processed environmental indicators: Such as long-term vegetation trends (TAC), climate variability metrics (CV, AC1), and predicted climate variables.Machine learning results: From random forest models and SHAP-based explainability analyses.Visualization scripts and boxplots: Showing grassland type responses and feature importance.All data and code are organized under a reproducible structure for climate interpolation, ecological modeling, and explainable ML analysis.
DOI: 10.15468/dl.ayytqu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthoxanthum sikkimense (Maxim.) Ohwi"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008043-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.492htm
title: Occurrence Download

description: A dataset containing 4792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mangifera L.",
 "MediaType is Image"
 ]
}

 The dataset includes 4792 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130455-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jilb5p
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Herpailurus yagouaroundi (Lacépède, 1809)"
 ]
}

 The dataset includes 30 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013015-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mve2vq
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicotiana wigandioides C.Koch & Fintelm."
 ]
}

 The dataset includes 190 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067341-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxdy77
title: Occurrence Download

description: A dataset containing 1099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((77.56313 13.12729,77.52605 13.14445,77.43885 13.11768,77.42855 13.06686,77.42306 13.00507,77.43267 12.88696,77.46494 12.83615,77.51644 12.82997,77.57 12.82722,77.6572 12.83272,77.70733 12.86499,77.75677 12.90619,77.75196 12.98927,77.72655 13.04626,77.68467 13.09845,77.6215 13.13896,77.56313 13.12729))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2015-2020"
 ]
}

 The dataset includes 1099 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134325-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xetrpp
title: Occurrence Download

description: A dataset listing the 330 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Virtual Herbarium ALTB (South-Siberian Botanical Garden)"
 ]
}

 The dataset's 330 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005575-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3yprm
title: Occurrence Download

description: A dataset containing 2508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.75454820606869",
 "DecimalLongitude is less than 8.75760775925308",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2508 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008023-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a55mzd
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynobrissus cuneus Cooke, 1957"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127669-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuhwlc
title: Occurrence Download

description: A dataset containing 110162 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Abies alba Mill.",
 "TaxonKey is Abies grandis (Douglas ex D.Don) Lindl."
 ]
 }
 ]
}

 The dataset includes 110162 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013027-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfv88r
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquilegia borodinii Schischk."
 ]
}

 The dataset includes 126 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012712-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9dvrj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pseudoeurycea tenchalli Adler, 1996"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100938-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.divgyt
title: Occurrence Download

description: A dataset containing 1645 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is IFO Bacteria database"
 ]
}

 The dataset includes 1645 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005578-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps8bpz
title: Occurrence Download

description: A dataset containing 302 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 Treron sanctithomae (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 302 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001634-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ycoe3
title: Occurrence Download

description: A dataset containing 44944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Conium maculatum L."
 ]
}

 The dataset includes 44944 records from 500 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013025-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crbem6
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "License is CC0 1.0",
 "License is CC-BY 4.0",
 "License is CC-BY-NC 4.0"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Sceloporus omiltemanus Günther, 1890"
 ]
}

 The dataset includes 488 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124398-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.