cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/x7r7wdb39k.1
title: Structured Dataset of Daily Electricity Demand, Generation, Load Shedding, and Supply Constraints in Bangladesh (2019–2024).

description: This dataset presents a structured, multi-version compilation of daily electricity system records for Bangladesh, spanning the period from November 21, 2019, to December 30, 2024. It was developed by programmatically extracting 1,867 daily PDF reports from the publicly accessible archive of the Bangladesh Power Development Board (BPDB): https://misc.bpdb.gov.bd/daily-generation-archive.

The dataset is organized into five progressive versions, each contained in a separate folder. These versions reflect successive enhancements—ranging from initial raw extraction to final preprocessing suitable for machine learning workflows. The dataset supports granular investigation at both national and divisional levels.

Version 1 comprises raw records parsed directly from the BPDB reports. It contains unprocessed inconsistencies, missing entries, and formatting noise. This version is preserved to support traceability.

Version 2 offers a cleaned and verified dataset where duplicate entries were removed, and missing values were recovered using source files. Daily national and divisional records were reconciled and validated.

Version 3 adds temporal and calendar-based features. National and religious holidays were annotated manually and categorized by type. These features are intended to help capture behavioral variations in electricity consumption related to festive or reduced-activity periods.

Version 4 applies robust data curation techniques, including forward and backward interpolation for missing values, logical imputation for invalid demand records, and column-wise consistency checks. Two temporal attributes—year and month—were also added to facilitate seasonal analysis.

Version 5 is optimized for time series modeling. It incorporates smoothed corrections for outlier values using centered rolling medians and scales key numerical features for modeling readiness. The tabular structure remains unchanged from earlier versions, ensuring continuity for comparative analysis.

Each version is supplied as a single .xlsx file with flat headers. A README.txt file explains the processing logic and provides a full breakdown of the steps followed in dataset construction. Although the source code is not included, the process is thoroughly documented to enable reproducibility. A separate column_descriptions.xlsx file describes all variables in the final version in detail.

The dataset exhibits multiple seasonal and temporal trends that reflect operational rhythms of Bangladesh’s energy system. Distinct patterns emerge across weekdays, months, and holidays, and regional variation is evident across administrative divisions. These characteristics make the dataset well-suited for predictive modeling, policy analysis, and infrastructure planning under varying demand scenarios.
DOI: 10.17632/6fg9hpdm9v
title: MolCell_2025_fig1

description: Fig1. b and c
DOI: 10.17632/6fg9hpdm9v.1
title: MolCell_2025_fig1

description: Fig1. b and c
DOI: 10.17632/9cfcs73jm6.2
title: Investigating the Association between Season of Birth and Symptoms of Depression and Anxiety in Adults

description: Background: The season of birth exposes a fetus to varying environmental and developmental conditions which may influence health outcomes after birth. The influence of season of birth has been observed in neuropsychiatric disorders and chronic health conditions. However, research on the association between season of birth and common mental health disorders is currently limited. This study sought to fill this gap by investigating the association between season of birth and symptoms of depression and anxiety in adults using a survey-based cross-sectional research design.

Methods: Participants for this study (n=303) were primarily women (65%) with a mean age of 26 years old. Season of birth was assessed as Winter, Spring, Summer or Fall based on birth month. Depression symptoms were assessed using the Patient Health Questionnaire-9 (PHQ-9) and anxiety symptoms were assessed using the Generalized Anxiety Disorder-7 (GAD-7) scale. Other variables included include biological sex, age, income, and latitude.

Findings: Mental health conditions were common among participants, with 84% and 66% of participants experiencing symptoms of depression and anxiety, respectively. Season of birth was not associated with anxiety symptoms However, while males born during summer had a higher risk of developing depression symptoms, there was no observed association among females. 

Interpretation: This study provided further evidence supporting the association between season of birth and emergence of adulthood depression symptoms, particularly in relation to sex. Future studies should investigate the biological sex-specific mechanisms that underlie mental health outcomes in relation to the developmental conditions experienced at different times of the year.
DOI: 10.17632/swwk4xhkjd
title: Dynamics of poverty

description: Excel dataset of a cross-sectional survey of 702 respondents from poverty zones in northern and southern Ghana
DOI: 10.17632/swwk4xhkjd.1
title: Dynamics of poverty

description: Excel dataset of a cross-sectional survey of 702 respondents from poverty zones in northern and southern Ghana
DOI: 10.17632/6b9g6g9y5d
title: Dataset for geochemical characterisation of Kupferschiefer

description: The dataset contains results of Geochemical investigation on Kupfershiefer samples from Fore-Sudetic Monocline within Poland borders. The samples of Kupfershiefer were collected from underground workings of the Legnica–Głogów Copper District (LGOM), operated by KGHM Polska Miedź S.A., as well as from several boreholes located within the Fore-Sudetic Monocline. After preliminary analyses of 38 rock samples, 10 Kupferschiefer shale samples were selected for detailed investigation. The selection criterion for detailed analysis was based on parameters obtained from Rock-Eval pyrolysis. In addition, kerogen was isolated from selected samples to determine its elemental composition, including atomic H/C and O/C ratios. For the same samples, extractable organic matter (EOM) was also obtained and subsequently analyzed to assess its genetic origin.
The sample symbols used in article ”Geochemical characterization of Kupferschiefer in terms of assessment of hydrocarbon generation potential” (Matyasik et al.) are correlated here (Table_Samples) to codes given at the laboratory testing stage. 
The raw data are arranged in folders referring to the used analytical methods: Rock Eval prolysis (RE), capillary gas chromatography (GC), elemental composition (Elem), thermal analysis (TG), and calculation of decomposition kinetics, based on thermal analysis (Kinetics).
DOI: 10.17632/6b9g6g9y5d.1
title: Dataset for geochemical characterisation of Kupferschiefer

description: The dataset contains results of Geochemical investigation on Kupfershiefer samples from Fore-Sudetic Monocline within Poland borders. The samples of Kupfershiefer were collected from underground workings of the Legnica–Głogów Copper District (LGOM), operated by KGHM Polska Miedź S.A., as well as from several boreholes located within the Fore-Sudetic Monocline. After preliminary analyses of 38 rock samples, 10 Kupferschiefer shale samples were selected for detailed investigation. The selection criterion for detailed analysis was based on parameters obtained from Rock-Eval pyrolysis. In addition, kerogen was isolated from selected samples to determine its elemental composition, including atomic H/C and O/C ratios. For the same samples, extractable organic matter (EOM) was also obtained and subsequently analyzed to assess its genetic origin.
The sample symbols used in article ”Geochemical characterization of Kupferschiefer in terms of assessment of hydrocarbon generation potential” (Matyasik et al.) are correlated here (Table_Samples) to codes given at the laboratory testing stage. 
The raw data are arranged in folders referring to the used analytical methods: Rock Eval prolysis (RE), capillary gas chromatography (GC), elemental composition (Elem), thermal analysis (TG), and calculation of decomposition kinetics, based on thermal analysis (Kinetics).
DOI: 10.17632/9vvx5g5gkz
title: Source Data: CAND1 inhibits Cullin-2-RING ubiquitin ligases for enhanced substrate specificity

description: Source data for the published research article.
DOI: 10.17632/9vvx5g5gkz.1
title: Source Data: CAND1 inhibits Cullin-2-RING ubiquitin ligases for enhanced substrate specificity

description: Source data for the published research article.
DOI: 10.15468/dl.34qy8f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cocconeis engelbrechtii Cholnoky, 1955",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057285-250525065834625/datasets/export for details.
DOI: 10.17632/jpcwgwszz4
title: Source Data: Molecular mechanisms of CAND2 in regulating SCF ubiquitin ligases

description: Source data for the published research article.
DOI: 10.17632/jpcwgwszz4.1
title: Source Data: Molecular mechanisms of CAND2 in regulating SCF ubiquitin ligases

description: Source data for the published research article.
DOI: 10.58119/ulg/2sqbkz
title: Replication Data for: Vingt ans de discours médiatiques autour des salles de consommation à moindre risque : analyse textométrique de la presse francophone belge

description: Corpus de texte pour l'article "Vingt ans de discours médiatiques autour des salles de consommation à moindre risque: analyse textométrique de la presse francophone belge". Le corpus mis au format adéquat pour exploitation via Iramuetq
DOI: 10.17632/v78r5ys3nb
title: Tariff data

description: This is the tariff data that we used for the paper The Effects of Consumer Goods Tariff Reductions on Market Competition in China.
DOI: 10.17632/v78r5ys3nb.1
title: Tariff data

description: This is the tariff data that we used for the paper The Effects of Consumer Goods Tariff Reductions on Market Competition in China.
DOI: 10.17632/p4p25gzzsk
title: Conventional Laparoscopic vs. Multi-Degree of Freedom Articulating Instruments in Minimally Invasive Surgical Suturing

description: The Artisential instruments are multi-degree of freedom instruments that use traditional laparoscopic ports. The additional articulation may have benefits over traditional laparoscopic instruments, such as during laparoscopic suturing. The purpose of this study was to compare suturing times using conventional laparoscopic instruments versus the Artisential laparoscopic instrument.
DOI: 10.17632/p4p25gzzsk.1
title: Conventional Laparoscopic vs. Multi-Degree of Freedom Articulating Instruments in Minimally Invasive Surgical Suturing

description: The Artisential instruments are multi-degree of freedom instruments that use traditional laparoscopic ports. The additional articulation may have benefits over traditional laparoscopic instruments, such as during laparoscopic suturing. The purpose of this study was to compare suturing times using conventional laparoscopic instruments versus the Artisential laparoscopic instrument.
DOI: 10.17632/mj5cmszrfp
title: Job Ad LLM Exposure Hungary

description: This is a database that contains calculated LLM exposures for over 13,000 job ads webscraped from the largest online job portal in Hungary. Please cite working paper if you use this database.
DOI: 10.17632/mj5cmszrfp.1
title: Job Ad LLM Exposure Hungary

description: This is a database that contains calculated LLM exposures for over 13,000 job ads webscraped from the largest online job portal in Hungary. Please cite working paper if you use this database.
DOI: 10.17632/5hhk6g8mnz
title: Effects of Triclosan on Cytokine Production by Human Immune Cells ex vivo

description: Data of cytokine concentrations: Human peripheral blood mononuclear cells (PBMCs) were exposed to triclosan and incubated for one hour prior to incubation with or without lipopolysaccharide (LPS) or phytohemagglutinin-L (PHA-L). After 20-22 hours, the cytokine concentrations in supernatants were assessed.
DOI: 10.17632/5hhk6g8mnz.2
title: Effects of Triclosan on Cytokine Production by Human Immune Cells ex vivo

description: Data of cytokine concentrations: Human peripheral blood mononuclear cells (PBMCs) were exposed to triclosan and incubated for one hour prior to incubation with or without lipopolysaccharide (LPS) or phytohemagglutinin-L (PHA-L). After 20-22 hours, the cytokine concentrations in supernatants were assessed.
DOI: 10.15468/dl.spgnnz
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-78.6325 41.42441,-74.61373 41.42441,-74.61373 43.98998,-78.6325 43.98998,-78.6325 41.42441))",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula (White, 1845)"
 ]
}

 The dataset includes 47 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057287-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5gkykpvvm8
title: From technological attributes to student traits: Modeling gender-based differences in the acceptance of a virtual reality learning environment for electric circuits.

description: PEOU is perceived ease of use; PU is perceived usefulness; ATU is attitude toward using; BIU is behavioral intention to use; IQ is information quality; TC is technology complexity; CAN is computer anxiety; CAT is computer attitudes.
DOI: 10.17632/5gkykpvvm8.1
title: From technological attributes to student traits: Modeling gender-based differences in the acceptance of a virtual reality learning environment for electric circuits.

description: PEOU is perceived ease of use; PU is perceived usefulness; ATU is attitude toward using; BIU is behavioral intention to use; IQ is information quality; TC is technology complexity; CAN is computer anxiety; CAT is computer attitudes.
DOI: 10.16904/envidat.565
title: Continuity in morphological disparity in tropical reef fishes across evolutionary scales

description: Tropical reef fishes exhibit a large disparity of organismal morphologies contributing to their astonishing biodiversity. Morphological disparity, scaling from differences among individuals within populations to differences among species, is governed by ecological and evolutionary processes.
Here, we examined the relationship between intra- and interspecific disparity in 1111 individuals from 17 tropical reef fish species, representing 10 families with different dispersal abilities, across four Indian Ocean regions. We compared intraspecific measurements with species-level measures from a database of 1061 reef fish species. Species with high morphological disparity among individuals from distinct regions are found to be nested in families that display a high disparity among their genera. We show an association between the morphological disparity at the intra- and interspecific levels for several morphological ratios such as the caudal peduncle elongation. We evaluated the link between morphological disparity and genetic diversity with species dispersal ability. A structural equation model indicates that dispersal ability correlates positively with species genetic diversity, which is associated with morphological disparity.
Our results suggest that traits associated with dispersal may foster gene flow and morphological evolution. However, future works combining genomic, morphological and environmental data across more species is necessary to generalize these findings to other regions.
description: Resource Title: Donati_et_al_COMMSBIO-23-3727.zip
 Size: 40953027 bytes
 Format: application/zip
 URL: https://www.envidat.ch/dataset/38f9c034-c8eb-47b9-83df-95e85d8c3569/resource/288dea00-4f8c-458c-ac83-34dab2534119/download/donati_et_al_commsbio-23-3727.zip
 Description:
DOI: 10.17632/bb4mbw8fc9
title: Mutation and Clinical dataset for NSCLC patients with and without malignant pleural effusion

description: This dataset contains anonymized summary-level data from 130 NSCLC patients, including clinical and molecular variables such as age, smoking history, histology, tumor location, PD-L1 expression, and driver mutations (ALK, ROS1, EGFR T790M). The dataset was used in the manuscript titled “Driver Mutations and Malignant Pleural Effusion in Non-Small Cell Lung Cancer” to evaluate predictors of pleural dissemination. No raw sequencing data is included.
DOI: 10.16904/envidat.589
title: Drifting and blowing snow distribution around structures for Alpine PV applications

description: This dataset groups numerical simulation outputs and validation measurement data produced in the context of the following [publication]: _not published yet_
The snow transport model [snowBedFoam] was used to analyse snow deposition around a specific type of Alpine PV structures named HELIOPLANT®. 
The results of a sensitivity analysis of multiple key parameters that govern the spatial organisation of these structures are provided here. Measurements of snow distribution taken from the test-site of the [Gondosolar] project, are provided too.
 
To reproduce the results of the aforementioned publication, follow the instructions on this [repository]. 
[publication]: https://
[snowBedFoam]: https://www.doi.org/10.16904/envidat.223
[Gondosolar]: https://www.gondosolar.ch
[repository]: https://github.com/frischwood/snowbed-helio.git
description: Resource Title: simulations.zip
 Size: 11811160064 bytes
 Format: .zip
 URL: https://os.zhdk.cloud.switch.ch/envicloud/doi/envidat.589/simulations.zip
 Description: This file contains the snowBedFoam simulations carried out to produce the results presented in: _article not published yet_.

## Content

### 1. /simulations
Groups all simulations folders organised by parameter (azimuth, groupsize, height, interspace) and by type of experiment (single_ref, group_ref).

### 2. /simulations/[parameter]/
For each parameter multiple simulations were carried out. Each simulation folder follows the same naming systematic: 

`helioplant_n#_h#_ARL#_BL#_az#_windDir#`
- n: number of Helioplant units
- h: height-above-surface
- sp: regular distance between the units
- ARL: additional refinement level
- BL: boundary layer first cell height
- windDir: wind direction
- stag: staggered arangement (suffix)

Here is an example of a folder content for a specific parameter
(simulations/azimuth/): 
- `helioplant_n9_h07_sp10_ARL45_BL0015_az30_windDir5`: following the naming systematic this folder corresponds to a simulation with 9 aligned Helioplant units with 0.7m of height-above-surface, an inter-unit distance of 10m an azimuth of 30° and a wind direction of 5°. 

### 3. /simulations/[parameter]/[helioplant_n#_h#_ARL#_BL#_az#_windDir#]
Each simulation folder contains multiple sub-folders (0/, 100/, 300/, constant/ etc.) and files that define the experiment. For each simulation, the files used in the processing [scripts] are the following:
- 0/Cx: contains the x coordinates of sampling grid cells and of the Helioplants structures.
- 0/Cy: contains the y coordinates of sampling grid cells and of the Helioplants structures.
- 300/kinematicCloud-massCheckPatterns: contains the snow mass distribution values [kg/m2] for each grid cell.


[scripts]: https://github.com/frischwood/snowbed-helio.git
description: Resource Title: Browse simulation files
 Size: 1024 bytes
 Format: No Info
 URL: https://envicloud.wsl.ch/#/?bucket=https%3A%2F%2Fos.zhdk.cloud.switch.ch%2Fenvicloud%2F&prefix=doi%2Fenvidat.589%2Fsimulations%2F
 Description:
DOI: 10.17632/bb4mbw8fc9.1
title: Mutation and Clinical dataset for NSCLC patients with and without malignant pleural effusion

description: This dataset contains anonymized summary-level data from 130 NSCLC patients, including clinical and molecular variables such as age, smoking history, histology, tumor location, PD-L1 expression, and driver mutations (ALK, ROS1, EGFR T790M). The dataset was used in the manuscript titled “Driver Mutations and Malignant Pleural Effusion in Non-Small Cell Lung Cancer” to evaluate predictors of pleural dissemination. No raw sequencing data is included.
DOI: 10.16904/envidat.430
title: Swiss FluxNet Site Lägeren

description: The Swiss FluxNet Site Lägeren is a managed mixed deciduous mountain forest located on the steep Lägeren mountain (NW of Zurich, Swiss Plateau). The forest is highly diverse, dominated by beech, but also including ash, maple, spruce and fir trees. Eddy covariance flux measurements were started in April 2004. The site was part of the international CarboEurope IP network and the National Air Pollution Monitoring Network (NABEL). In addition to Swiss FluxNet, the site is part of the Long-term Forest Ecosystem Research (LWF) of WSL and the biological drought and growth indicator network (TreeNet) of WSL.
Measurements
- Ecosystem flux measurements of CO2, H2O vapour are performed with the eddy-covariance method. This method is based on measurements of trace gas mixing ratios, using infrared gas analyzers (for CO2, H2O vapor), combined with wind speed and wind direction measurements, using 3D sonic anemometers. To resolve the short-term turbulent fluctuations in the atmosphere, very fast measurements are needed: we measure at 10-20 Hz, i.e., 10-20 times per second. To assess the energy budget of each ecosystem, also radiation sensors and soil climate profiles are installed at the site.
- Sub-canopy eddy fluxes (CO2, H2O), soil respiration campaigns
- Continuous CO2 profile measurements.
- Auxiliary micrometeorology and soil climate measurements.
Data availability
All data are available from the European Fluxes Database Cluster, but are also part of Fluxnet2015 dataset.
Data policy
ICOS data license: 
[https://www.icos-cp.eu/data-services/about-data-portal/data-license](https://www.icos-cp.eu/data-services/about-data-portal/data-license)
Detailed site info: 
[https://www.swissfluxnet.ethz.ch/index.php/sites/ch-lae-laegeren/site-info-ch-lae//](https://www.swissfluxnet.ethz.ch/index.php/sites/ch-lae-laegeren/site-info-ch-lae/)
description: Resource Title: Site description
 Size: 512219 bytes
 Format: application/pdf
 URL: https://www.envidat.ch/dataset/4666c33f-b2af-495c-ac49-4fdec3e26bd1/resource/3e9fc3ba-afc4-41f9-b8ca-488ca6810669/download/swissfluxnet_lae_sitedescription.pdf
 Description:
description: Resource Title: Data access
 Size: 1024 bytes
 Format: No Info
 URL: http://www.europe-fluxdata.eu/home/site-details?id=CH-Lae
 Description: The flux and meteo data of the Swiss FluxNet site Lägeren are openly available from the European Fluxes Database Cluster.