cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.575znt
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astragalus spinosus",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045939-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/3tym-89kq-6505
title: SGP97: NCDC Summary of the Day COOP Dataset. Version 1.0

description: This dataset contains the National Climatic Data Center (NCDC) Summary of the Day Co-operative (COOP) data for the Southern Great Plains 1997 (SGP-97) domain. The observations in this dataset are primarily those from the cooperative network, augmented by observations from principal observing stations operated by the National Weather Service (NWS) and other sites having highly trained observers. Quality Control (QC) for this data was provided by NCDC. No additional QC was performed by Joint Office for Science Support (JOSS) on this dataset.
DOI: 10.15468/dl.4nx28g
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedlundia arranensis"
 ]
}

 The dataset includes 140 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045940-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17264870
title: A robust CatBoost model for cardiovascular disease screening validated on external clinical data (Cardio Dataset and Z-Alizadeh Sani Data)

description: This dataset repository was compiled as part of an experimental effort to develop and rigorously validate a **highly sensitive machine learning model (CatBoost)** for **cardiovascular disease (CVD) screening**. The primary effort involved preprocessing, feature engineering, and applying advanced imbalance handling techniques (SMOTEENN) to optimize the model for maximum **Recall (sensitivity)**. The data provided here enables full reproduction of the model training and the crucial **external validation** phase, which forms the core finding of our associated manuscript.

### **Included Files and Descriptions**

This submission contains three key files necessary for the full reproducibility of the CatBoost model:

1.  **`cardio_train.csv` (Primary Training and Internal Validation Data):**    This is the main cleaned and processed dataset used for training and internal validation of the CatBoost machine learning model. It contains the demographic and clinical features extracted from the main dataset, used to predict the presence of cardiovascular disease (CVD).

2.  **`Z-Alizadeh_sani_dataset.csv` (External Validation Data):**    This dataset serves as the independent, external validation set for the trained CatBoost model. It was used to rigorously test the model's generalization capability specifically for Coronary Artery Disease (CAD) diagnosis in a completely separate clinical context.

3.  **`Ghalb_AI.ipynb` (Python Code/Software):**    This Jupyter Notebook contains the complete workflow, from data loading, full preprocessing (including SMOTEENN application), model training, optimization, and final evaluation on both the internal test set and the external validation data.

### **Key Variables Description**

The main clinical variables included in the two datasets are defined as follows:

**1. `cardio_train.csv` Variables:*** **age:** Age of the patient (in days).* **gender:** Patient's sex (1: Female; 2: Male).* **ap_hi:** Systolic blood pressure (in mm Hg).* **ap_lo:** Diastolic blood pressure (in mm Hg).* **cholesterol:** Cholesterol level (1: normal, 2: above normal, 3: well above normal).* **cardio:** **Target Variable** (0: Healthy, 1: CVD present).

**2. `Z-Alizadeh_sani_dataset.csv` Variables (External Data):*** **Age:** Age of the patient (in years).* **Sex:** Patient's sex (0: Female, 1: Male).* **HTN:** Hypertension status (0: No, 1: Yes).* **DM:** Diabetes Mellitus status (0: No, 1: Yes).* **CAD:** **Target Variable** (Coronary Artery Disease diagnosis) (0: No, 1: Yes).
DOI: 10.5281/zenodo.17264871
title: A robust CatBoost model for cardiovascular disease screening validated on external clinical data (Cardio Dataset and Z-Alizadeh Sani Data)

description: This dataset repository was compiled as part of an experimental effort to develop and rigorously validate a **highly sensitive machine learning model (CatBoost)** for **cardiovascular disease (CVD) screening**. The primary effort involved preprocessing, feature engineering, and applying advanced imbalance handling techniques (SMOTEENN) to optimize the model for maximum **Recall (sensitivity)**. The data provided here enables full reproduction of the model training and the crucial **external validation** phase, which forms the core finding of our associated manuscript.

### **Included Files and Descriptions**

This submission contains three key files necessary for the full reproducibility of the CatBoost model:

1.  **`cardio_train.csv` (Primary Training and Internal Validation Data):**    This is the main cleaned and processed dataset used for training and internal validation of the CatBoost machine learning model. It contains the demographic and clinical features extracted from the main dataset, used to predict the presence of cardiovascular disease (CVD).

2.  **`Z-Alizadeh_sani_dataset.csv` (External Validation Data):**    This dataset serves as the independent, external validation set for the trained CatBoost model. It was used to rigorously test the model's generalization capability specifically for Coronary Artery Disease (CAD) diagnosis in a completely separate clinical context.

3.  **`Ghalb_AI.ipynb` (Python Code/Software):**    This Jupyter Notebook contains the complete workflow, from data loading, full preprocessing (including SMOTEENN application), model training, optimization, and final evaluation on both the internal test set and the external validation data.

### **Key Variables Description**

The main clinical variables included in the two datasets are defined as follows:

**1. `cardio_train.csv` Variables:*** **age:** Age of the patient (in days).* **gender:** Patient's sex (1: Female; 2: Male).* **ap_hi:** Systolic blood pressure (in mm Hg).* **ap_lo:** Diastolic blood pressure (in mm Hg).* **cholesterol:** Cholesterol level (1: normal, 2: above normal, 3: well above normal).* **cardio:** **Target Variable** (0: Healthy, 1: CVD present).

**2. `Z-Alizadeh_sani_dataset.csv` Variables (External Data):*** **Age:** Age of the patient (in years).* **Sex:** Patient's sex (0: Female, 1: Male).* **HTN:** Hypertension status (0: No, 1: Yes).* **DM:** Diabetes Mellitus status (0: No, 1: Yes).* **CAD:** **Target Variable** (Coronary Artery Disease diagnosis) (0: No, 1: Yes).
DOI: 10.26023/c7ns-6zgz-jc14
title: SGP97: NCDC Summary of the Day COOP Precipitation Data. Version 1.0

description: This dataset contains daily precipitation data extracted from the National Climatic Data Center (NCDC) Summary of the Day Co-operative (COOP) data for the SGP-97 domain. The observations in this dataset are primarily those from the cooperative network, augmented by observations from principal observing stations operated by the NWS and other sites having highly trained observers. Quality Control for this data was provided by NCDC, with additional QC performed by JOSS.
DOI: 10.15468/dl.x2d48g
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045942-250920141307145/datasets/export for details.
DOI: 10.15468/dl.n36pbx
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045943-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ryknp
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Karpatiosorbus bristoliensis"
 ]
}

 The dataset includes 223 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045944-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgccy8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phelipanche aegyptiaca",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045945-250920141307145/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.30278353
title: <b>C</b><b>-</b><b>H Activation Initiated Skeletal Recasting of Cyclopropane Carboxylic Acid</b>: XYZ Structures and Excel Files

description: C-H Activation Initiated Skeletal Recasting of Cyclopropane Carboxylic Acid: XYZ Structures and Excel Files
DOI: 10.6084/m9.figshare.30278353.v1
title: <b>C</b><b>-</b><b>H Activation Initiated Skeletal Recasting of Cyclopropane Carboxylic Acid</b>: XYZ Structures and Excel Files

description: C-H Activation Initiated Skeletal Recasting of Cyclopropane Carboxylic Acid: XYZ Structures and Excel Files
DOI: 10.26023/g6g3-729j-qf0v
title: SGP97: NOAA Wind Profiler Network Hourly Winds. Version 1.0

description: This dataset contains the National Oceanic and Atmospheric Administration (NOAA) 405 MHZ Wind Profiler Network (NPN) hourly data from 2 sites within the SGP 1997 area of interest. This data consists of a series of hourly observations, each containing wind speed and direction data. These data were not quality controlled by the University Corporation for Atmospheric Research/Joint Office for Science Support (UCAR/JOSS).
DOI: 10.26023/fbeh-h12f-1602
title: SGP97: NCEP Eta model 1000 mb Maps. Version 1.0

description: NCEP Eta Model 1000 mb Analysis map images for the SGP97 period.
DOI: 10.15468/dl.tcwqmu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phelipanche aegyptiaca",
 "Country is Tajikistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045946-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czq8tg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phelipanche aegyptiaca",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045947-250920141307145/datasets/export for details.
DOI: 10.15468/dl.xwyurw
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes scapularis",
 "Continent is North America"
 ]
}

 The dataset includes 629 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045948-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/wmrt-4mrq-4m0q
title: SGP97: Composite Radar Imagery. Version 1.0

description: This dataset contains images generated from the the WSI NIDS 2 km national radar mosaic for the SGP97 period. One image per day is loaded with a 48 hour delay. These data are provided for data browsing purposes.
DOI: 10.15468/dl.cn65ea
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Heteranthera rotundifolia",
 "Country is Mexico",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045938-250920141307145/datasets/export for details.
DOI: 10.15468/dl.7r52vk
title: Occurrence Download

description: A dataset containing 2198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes scapularis",
 "Continent is South America"
 ]
}

 The dataset includes 2198 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045949-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gjkt4
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045950-250920141307145/datasets/export for details.
DOI: 10.15468/dl.3s5xkd
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sida acuta",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045951-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/n8dh-qz2d-qb03
title: SGP97: NCEP Eta model 500 mb Maps. Version 1.0

description: NCEP Eta Model 500 mb Analysis map images for the SGP97 period.
DOI: 10.5281/zenodo.17019049
title: NazoNazo Benchmark Project 2025-A

description: Added evaluations_nazonazo_v0, model_parameter_estimates, models_catalog.
DOI: 10.5281/zenodo.17244833
title: NazoNazo Benchmark Project 2025-A

description: Added evaluations_nazonazo_v0, model_parameter_estimates, models_catalog.
DOI: 10.15468/dl.4xaupt
title: Occurrence Download

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

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045952-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17264907
title: Reconstructed neutron charge structure via selective flattening: Insights from Patterson function analysis

description: We present the first accurate reconstruction of the neutron charge structure using a selective flattening method applied to Patterson function analysis. By tuning the radial Patterson charge density to match experimental data, we derive a charge distribution that reveals the internal structure of the neutron with unprecedented clarity. The resulting profile is consistent with electrical neutrality and offers a refined spatial characterization of the neutron’s charge density. This represents an empirical and model-independent approach, free from theoretical bias.
DOI: 10.26023/7cdy-y027-7v0q
title: SGP97: GOES-8 4-km VIS CONUS Sector Satellite Imagery. Version 1.0

description: GOES-8 Visible 4-km resolution continental US sector imagery during the SGP99 period in McIDAS AREA file format. These data are available for browsing purposes.
DOI: 10.15468/dl.gp4qbf
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sida acuta",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 64 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045956-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jsk22
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sida acuta",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045955-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f72k8e
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045957-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqk6fj
title: Occurrence Download

description: A dataset containing 41326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus",
 "Continent is North America"
 ]
}

 The dataset includes 41326 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045954-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/vvwg-j1dy-4r0k
title: SGP97: GOES-8 4-km IR CONUS Sector Satellite Imagery. Version 1.0

description: GOES-8 4-km resolution Infrared (11 micron) imagery collected for the SGP99 in McIDAS AREA file format. These data are available for browsing purposes.
DOI: 10.26023/2sa1-mhyn-at03
title: SGP97: GOES-8 4-km WV CONUS Sector Satellite Imagery. Version 1.0

description: GOES-8 4km resolution Water Vapor (6.7 micron) imagery collected for SGP97 in McIDAS AREA file format. These data are available for browsing purposes.
DOI: 10.15468/dl.8g4x8v
title: Occurrence Download

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

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045960-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jm7psf
title: Occurrence Download

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

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045961-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3q2p3
title: Occurrence Download

description: A dataset containing 5639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus",
 "Continent is South America"
 ]
}

 The dataset includes 5639 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045958-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfdz99
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sida acuta",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 72 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045962-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/drz8-9nxq-0w0j
title: SGP97: NOAA Wind Profiler Network Hourly Surface Meteorological Data. Version 1.0

description: This dataset contains the National Oceanic and Atmospheric Administration (NOAA) 405 MHZ Wind Profiler Network (NPN) hourly surface data in JOSS Quality Control format from 2 sites within the SGP 1997 area of interest. These data were not quality controlled by the University Corporation for Atmospheric Research/Joint Office for Science Support (UCAR/JOSS).
DOI: 10.15468/dl.86nmnc
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.60767 40.03009,-3.60615 40.03009,-3.60616 40.03268,-3.60764 40.03255,-3.60767 40.03009))",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045963-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzaym3
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045965-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/jfx8-0z6v-t114
title: SGP97: DOE ARM SGP 915 MHz Profiler RASS. Version 1.0

description: The Department of Energy (DOE) Atmospheric Radiation Measurement (ARM) program operates 915 MHz profilers at the Central Facility and three Intermediate Facilities of its Southern Great Plains site. The 915 MHz profiler Radio Acoustic Sounding System (RASS) provides hourly vertical profiles of the virtual temperature. The measurements start at 0.097 km and continue up to 2.408 km with a vertical spacing of about 0.1 km. See the README and header portion of the netcdf file for futher information.
DOI: 10.15468/dl.a3aj65
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sida acuta",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045966-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkdz3q
title: Occurrence Download

description: A dataset containing 33953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes aegypti",
 "Continent is North America"
 ]
}

 The dataset includes 33953 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045964-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.