cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jg3ft86cc4.1
title: A dataset of particulate matters measurements from a network of mobile and fixed sensors and monitoring stations in Rouen (France)

description: Data was collected by ATMO Normandie comprising mobile and fixed measurements of particulate matters (PM) collected by means of low-cost sensors and monitoring stations. Data were collected in Rouen, France, over a 42-day period, from October 25, 2023 to December 6, 2023. This dataset consists of measurements made by three types of devices:
- 3 monitoring stations. Two are urban traffic ones (named QDP, SUD3) and one (named JUS) is an urban background. Measurements are made every 15 minutes.
- 22 AirSensEUR low-cost sensors located on traffic lights. Their measurements are made every minute. 
- 2 mobile low-cost sensors, of brand ATMOTrack. Sensors are located on public buses, and measurement are made every 10 seconds. 
The dataset consists of 70 .csv files, that can be divided into 4 groups. 
First, the table ‘coordinates.csv’ describe the coordinates of all fixed devices (the three monitoring stations and twenty-two AirSensEUR sensors). It is organized into three columns, namely ‘name’, ‘longitude’ and ‘latitude’, with longitude and latitude expressed in standard WGS84 system. 
Secondly, the file ‘reference_measures.csv’ address every measurement collected by a monitoring station. It consists of 7 columns. The first one, ‘time’, indicates the moment of measurement (format UTC±00:00:00), then each column is named as follows ‘AAA_T_PXX’ with ‘AAA’ the name of the station (SUD3, QDP or JUS), ‘T’ the brand of the station (‘T’ for TEOM, ‘B’ for BAM and ‘F’ for FIDAS) and XX the size of particulate matters. Indeed, PM10 correspond to particulate matter with diameter under 10 µm while PM2.5 have a diameter of less than 2.5 µm. Those columns contain PM measurements in µg/m3.
The third type of document is for measurements from AirSensEUR sensors. Those files are named ‘ASEXX_YY.csv’, with ‘XX’ going from 4 to 13 (first wave of deployment) and from 40 to 53, 
with exception of 47 and 51 (second wave of deployment) and ‘YY’ being PM, GAS or MTO. Since there are 22 sensors, there are 66 of these files. Each one contains the column ‘date’ for the time of measurement (format UTC±00:00:00). PM files also contain columns ‘PM10’ and ‘PM2.5’ for particulate matters measurement in µg/m3. GAS contains the column ‘date’ and measurements of pollutants in columns ‘NO’, ‘NO2’, ‘Ox’, ‘CO’. Those four parameters are measured in µV. Finally, files labels ‘MTO’ contains the column ‘date’, ‘T’ for temperature in °C, ‘HR’ for relative humidity in % and PA for atmospheric pressure in hPa. 
Finally, the dataset is completed by two .csv files, named ‘ATM1.csv’ and ‘ATM2.csv’, each one dedicated to an ATMOTrack mobile sensor. Files contain the time of measurement (column ‘time’, format UTC±00:00:00), the coordinates of the sensor at that time (‘longitude’ and ‘latitude’ in standard WGS84 system), and measurements of PM2.5 (column ‘pm25’) and PM10 (column ‘pm10’) in µg/m3. Sensors also provide bus speed in km/h.
DOI: 10.17632/r74syfxwxj.1
title: Peruvian regions: demographic and socioeconomic data from the 2007 and 2017 censuses

description: Data for comparing the Quality of Life (QoL) of the urban population in geographical areas and administrative regions of Peru between 2007 and 2017. This dataset utilizes data from the 2007 and 2017 Peruvian Censuses (Instituto Nacional de Estadística e Informática - INEI) and the Peruvian Institute of Economics (Instituto Peruano de Economía - IPE). It comprises 10 indicators: 
1. Households with floors made of natural materials.
2. Households without a sewage connection.
3. Households with no access to electricity.
4. Income-poor persons (defined as those below the national poverty line).
5. Individuals aged 15 and over without completed primary education.
6. Illiterate persons aged 15 and over.
7. Mothers aged 12 to 14 years old.
8. Mothers with four or more children.
9. Individuals aged 18 and over without a National ID.
10. Individuals aged 18 and over without a birth certificate.
DOI: 10.17632/r2hhshbx2y.1
title: Human Activity Recognition Dataset with Saudi Cultural Activities

description: This dataset provides a comprehensive collection of human activity recognition data, including daily, workplace, and cultural-specific activities commonly observed in Saudi Arabian society. Activities range from general motions like walking, running, and stretching to culturally unique practices such as wearing a shmag, using miswak, and performing salah. The dataset is designed to support applications in healthcare, smart environments, workplace ergonomics, and cultural AI systems. Each activity is annotated with clear descriptions, making it valuable for research in activity recognition, human-computer interaction, and context-aware systems.
DOI: 10.17632/8tfd6c7wnd.1
title: Raw data

description: Soil health assessment of natural coniferous and broad-leaved mixed forests in the Changbai Mountains, China, via a structural equation model
DOI: 10.17632/hfj2w84ggk.1
title: Hasil Pengolahan Data Dengan Menggunakan Simulasi Monte Carlo Secara Individual Order

description: Pada database ini akan berisikan seluruh proses pengolahan data dan hasil pengolahan data menggunakan simulasi Monte Carlo secara individual order untuk 25 produk yang diteliti yaitu Export 90, Export 120, Export 140, Export 160, Export 180, Pioneer 90, Pioneer 115, Pioneer 120, Pioneer 140, Pioneer 160, Royal 90, Royal 120, Royal 140, Royal 160, Royal 180, Supra 90, Supra 120, Supra 140, Supra, 160, Supra 180, Teratai 90, Teratai 115, Teratai 120, Teratai 140, dan Teratai 160
DOI: 10.17632/4w3gfs993b.1
title: Reproducible model for comparing risk-averse hydropower medium-term scheduling in centralized and liberalized power systems

description: This dataset supports reproduction of the analysis of risk aversion in hydropower medium-term scheduling in centralized and liberalized power systems presented in the associated paper "Whose heads are we keeping above water? Impacts of risk aversion on hydropower medium-term scheduling" (see Related links). Input (Data folder) and output (Results folder) data for the stylized case study of the Norwegian and Swedish parts of the Nordic Power System are provided alongside two models (.jl). The first model is a central dispatch optimization model (OM) with system cost minimization, and the second is an equilibrium model (EM) with revenue-maximizing producers. For detailed description of the models and the data, please refer to Sections 4, 5, and 6 of the associated paper.
DOI: 10.15468/dl.q27f56
title: Occurrence Download

description: A dataset containing 14117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (Europe, Asia)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus sylvestris L."
 ]
}

 The dataset includes 14117 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003057-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fck6w
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coregonus ussuriensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017333-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f4k4x
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heuchera sanguinea",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 161 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017334-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vs9mpj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamocorbula fasciata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017335-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/sx1yfm
title: Immunohistochemistry and analysis data for staining of tight junction proteins

description: For immunohistochemistry, slides were processed using an automated platform (Leica Bond RXm, Leica Biosystems, Deer Park, IL, USA). Targets were Claudin 1 (Abcam, Cat. #ab15098), Claudin 2 (Invitrogen, Cat. #51-6100), Occludin (Invitrogen, Cat. #33-1500, Clone OC-3F10), E-Cadherin (BD Biosciences, Cat. #610181), and MAC-387 (Invitrogen, Cat. #MA1-80446). Complete methodology for each marker can be found in Supplementary Table 3. Slides were scanned using a NanoZoomer S60 (Hamamatsu Photonics, Shizuoka, Japan) and visualized using NDP.view2 version 2.9.29 (Hamamatsu Photonics). 
 Stained images were scored both objectively and subjectively. For objective scoring, images were uploaded into QuPath version 0.5.1 (Bankhead et al., 2017). Areas of the mucosa were selected by a trained operator (JDY) with supervision by a board-certified pathologist (JPC) to exclude luminal contents and processing artifacts. Tissues were only considered if selected areas totaled 2.37 mm2. Pixelwise H-scores were calculated using modified scripts based on publicly available scripts implemented by Peter Bankhead and used scripts can be found in Supplementary File 2. Subjective scores were generated by a panel of three board-certified pathologists (JPC, JE, KL) following recommendations by Meyerholz and Beck (2018). Pathologists were instructed to score the epithelium and the lamina propria (LP) of each tissue separately. In brief, scores were created based off the approximate percentage of cells with immunoreactivity (0-100%) and the estimated intensity of the immunoreactivity (mild (1), moderate (2), marked (3)). By multiplying the % positivity of cells with the percentage of staining that was mild, moderate, and marked, which were represented by the numerical values 1, 2, and 3, respectively, the H-score for the epithelium and lamina propria were determined by all three pathologists independently.
DOI: 10.15468/dl.gjwp2p
title: Occurrence Download

description: A dataset containing 331011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "Year is 2020"
 ]
}

 The dataset includes 331011 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017265-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd2g7w
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Raiamas kheeli)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 78 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017336-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edejay
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cucullaea labiata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 132 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017340-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yjm46
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saxifraga geum",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017337-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tp6yqd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saxifraga geum",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017338-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfqa98
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017339-250914085247600/datasets/export for details.
DOI: 10.6084/m9.figshare.30162403
title: Bremsstrahlung

description: Bremsstrahlung Asymmetry.
DOI: 10.6084/m9.figshare.30162403.v1
title: Bremsstrahlung

description: Bremsstrahlung Asymmetry.
DOI: 10.15468/dl.uywkgr
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Peperomia crypticola"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017342-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ju9kze
title: Occurrence Download

description: A dataset containing 19512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Papilionidae"
 ]
}

 The dataset includes 19512 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017341-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufgxyv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuneus vittatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017344-250914085247600/datasets/export for details.
DOI: 10.15468/dl.xrq884
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Roeboides oligistos)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017345-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vj2n9t
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017347-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q326gy
title: Occurrence Download

description: A dataset containing 13609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen, Material sample, Human Observation, Fossil)",
 "Country is New Zealand",
 "TaxonKey is Apterygidae"
 ]
}

 The dataset includes 13609 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017346-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16994697
title: The data for "Beryllium as a Superior Dopant for Heavy p-Type Doping in Boron Arsenide"

description: # The data for "Beryllium as a Superior Dopant for Heavy p-Type Doping in Boron Arsenide"


```

Authors: Jing Huang, and Jun Kang

DOI: 10.5281/zenodo.16994698

Date: 2025-08-29

```


This repository contains main input and output files for calculations related to Boron Arsenide and associated defects, as referenced in the main text. Below is a detailed description of each file or directory.


## Files and Directories


- **`XXX.vasp`**

The optimized structures for BAs with or without an impurity.


- **`INCAR.XXX`**

VASP input files for:

- `opt-hse`: Structural optimization calculations.

- `scf-hse`: Self-consistent calculations.

- `phonon`: Phonon spectrum calculations.

- `ML_train`: On-the-fly machine training.

- `ML_run`: Machine training MD.


- **`XXX.input`**

Contains input files for phonopy (phonon), ShengBTE (BTE thermal conductivity and specific heat), petot and escan (defect energy level calculations).


- **`DATA.zip`**

All data (almost) for this work, all plotting data in the manuscript and the supporting material.


## Contact


If you have any questions or need further clarification, please feel free to reach out:

**Email**: [jinghuang@csrc.ac.cn](mailto:jinghuang@csrc.ac.cn)
DOI: 10.5281/zenodo.16994698
title: The data for "Beryllium as a Superior Dopant for Heavy p-Type Doping in Boron Arsenide"

description: # The data for "Beryllium as a Superior Dopant for Heavy p-Type Doping in Boron Arsenide"


```

Authors: Jing Huang, and Jun Kang

DOI: 10.5281/zenodo.16994698

Date: 2025-08-29

```


This repository contains main input and output files for calculations related to Boron Arsenide and associated defects, as referenced in the main text. Below is a detailed description of each file or directory.


## Files and Directories


- **`XXX.vasp`**

The optimized structures for BAs with or without an impurity.


- **`INCAR.XXX`**

VASP input files for:

- `opt-hse`: Structural optimization calculations.

- `scf-hse`: Self-consistent calculations.

- `phonon`: Phonon spectrum calculations.

- `ML_train`: On-the-fly machine training.

- `ML_run`: Machine training MD.


- **`XXX.input`**

Contains input files for phonopy (phonon), ShengBTE (BTE thermal conductivity and specific heat), petot and escan (defect energy level calculations).


- **`DATA.zip`**

All data (almost) for this work, all plotting data in the manuscript and the supporting material.


## Contact


If you have any questions or need further clarification, please feel free to reach out:

**Email**: [jinghuang@csrc.ac.cn](mailto:jinghuang@csrc.ac.cn)
DOI: 10.15468/dl.85qu4q
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saxifraga geum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017348-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agc5sg
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saxifraga geum",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017349-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nraue
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "OccurrenceStatus is Present",
 "TaxonKey is Angelica sinensis"
 ]
}

 The dataset includes 312 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017351-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2f2zr
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Donax hanleyanus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 424 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017352-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8pvkt
title: Occurrence Download

description: A dataset containing 1501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Epipedobates tricolor"
 ]
}

 The dataset includes 1501 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017353-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dh85a
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saxifraga geum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017354-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.