cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3p52ydcyv3.1
title: Exercise, circadian rhythms & night work

description: This dataset accompanies the manuscript “Regular physical activity and a 12-week structured program: effects on circadian organization and sleep in night-shift workers” submitted to Chronobiology International (2025).

It includes all raw and processed data from two complementary field studies among permanent night-shift technicians at PSA Peugeot Citroën (Normandy, France):

Study 1 (cross-sectional): physically active (n = 12) vs. sedentary (n = 12) night-shift workers.

Study 2 (longitudinal): sixteen initially sedentary workers assessed before and after a 12-week structured training program.

Content: time-stamped oral temperature (every 30–60 min), wrist actigraphy (activity–rest, sleep–wake; TIB, TST, SOL, WASO, SE), repeated tests (handgrip strength, vertical jump, peak expiratory flow, Stroop, blood pressure), derived circadian parameters (amplitude, acrophase, τ) from Population-Mean Cosinor and Lomb–Scargle analyses, plus README.

Ethics & privacy: non-interventional research (Loi Jardé, MR-004); data anonymized under CNIL authorization (University of Caen Normandie).

License: CC BY 4.0 — reuse with citation.

Recommended citation:
Mauvieux, B. (2025). Dataset for “Regular physical activity and a 12-week structured program: effects on circadian organization and sleep in night-shift workers.” Mendeley Data, V1.
DOI: 10.17632/hvgbcm2s8z
title: Nengroo et al., Molecular Cell 2025

description: This repository hosts the raw data for Nengroo et al., a study on how succinate dehydrogenase regulates de novo purine synthesis and cancer cell proliferation.
DOI: 10.17632/hvgbcm2s8z.1
title: Nengroo et al., Molecular Cell 2025

description: This repository hosts the raw data for Nengroo et al., a study on how succinate dehydrogenase regulates de novo purine synthesis and cancer cell proliferation.
DOI: 10.17632/x837bngczn
title: Optimized KNN with Domain-Informed Features and LIME Explainability for Improved Breast Cancer Classification

description: Breast cancer remains one of the most common causes of mortality among women with more than 2.3 million new cases and 670,000 deaths reported globally since 2022. Early detection and accurate diagnosis significantly improve survival rate; conventional diagnostic methods remain time consuming and subjective. Machine learning offers a promising alternative solution, but many studies either lack systematic hyperparameter tuning or limited to address model generalization. This study employed the Breast Cancer Wisconsin (Diagnostic) Dataset, consisting of 569 samples with 32 features, to develop an optimized K-Nearest Neighbour (KNN) framework. The methodology integrated rigorous preprocessing, biologically informed feature engineering, hybrid feature selection and hyperparameter tuning via GridSearchCV. Furthermore, an ensemble KNN model using soft voting was introduced to improve accuracy. The optimized KNN and ensemble models both achieved an accuracy of 98.21%, outperform the baseline model’s achieved accuracy of 96.49%. These results confirm the clinical potential of KNN in diagnostic tasks. However, the limited dataset restricts broader applicability, and future work will explore hybrid ensembles and validation on larger clinical datasets
DOI: 10.17632/x837bngczn.1
title: Optimized KNN with Domain-Informed Features and LIME Explainability for Improved Breast Cancer Classification

description: Breast cancer remains one of the most common causes of mortality among women with more than 2.3 million new cases and 670,000 deaths reported globally since 2022. Early detection and accurate diagnosis significantly improve survival rate; conventional diagnostic methods remain time consuming and subjective. Machine learning offers a promising alternative solution, but many studies either lack systematic hyperparameter tuning or limited to address model generalization. This study employed the Breast Cancer Wisconsin (Diagnostic) Dataset, consisting of 569 samples with 32 features, to develop an optimized K-Nearest Neighbour (KNN) framework. The methodology integrated rigorous preprocessing, biologically informed feature engineering, hybrid feature selection and hyperparameter tuning via GridSearchCV. Furthermore, an ensemble KNN model using soft voting was introduced to improve accuracy. The optimized KNN and ensemble models both achieved an accuracy of 98.21%, outperform the baseline model’s achieved accuracy of 96.49%. These results confirm the clinical potential of KNN in diagnostic tasks. However, the limited dataset restricts broader applicability, and future work will explore hybrid ensembles and validation on larger clinical datasets
DOI: 10.17632/spjx3b4tcf
title: GBD - Dietary risk factor estimates GBD 2019 and GBD 2021

description: Global Burden of Disease Death and DALYs for dietary risks. Downloaded from IHME GBD Results tools.
DOI: 10.15468/dl.c68jpz
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andrena albopunctata",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 259 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006755-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/spjx3b4tcf.1
title: GBD - Dietary risk factor estimates GBD 2019 and GBD 2021

description: Global Burden of Disease Death and DALYs for dietary risks. Downloaded from IHME GBD Results tools.
DOI: 10.17632/yb7wftjchk.4
title: Merkel Cell Carcinoma Supplementary Data

description: Supplementary Materials for Comparative response patterns to immune checkpoint inhibition in Merkel cell carcinoma: A Merkel cell polyomavirus-stratified systematic review
DOI: 10.17632/6rgt94mtbs.1
title: Measuring stabilized heart rates in small vertebrate ectotherms dataset

description: Measuring stabilized heart rates in small vertebrate ectotherms.xlsx : dataset for publication, 28C and 32C only used 
Measuring stabilized heart rates in small vertebrate ectotherms.R : Accompanying r code for deviation analysis and graph
Appendix A.pdf: Detailed instructions for building the Wolfsohn apparatus
DOI: 10.5281/zenodo.17476992
title: Multiple time window VRP dataset

description: Explanation of the Multi-Time Windows Dataset for the Vehicle Routing Problem with Time Windows Dataset

Introduction

This document provides an overview of the newly created dataset that extends the classic Solomon benchmark instances for the Vehicle Routing Problem with Time Windows (VRPTW). The dataset introduces multiple time windows for each customer, enhancing the realism and applicability of routing algorithms in logistics and supply chain management.

Dataset Structure

The dataset consists of six CSV files, each corresponding to a specific problem type from the original Solomon datasets. The first (most) preferred time window is READY_TIME_1 - DUE_TIME_1. The second preferred time window is READY_TIME_2 - DUE_TIME_2. The third (least) preferred time window is READY_TIME_3 - DUE_TIME_3. Each file contains data for 100 customers, including the depot, and includes the following columns:



CUST_NO: Customer ID (0 represents the depot)

XCOORD: X-coordinate of the customer's location

YCOORD: Y-coordinate of the customer's location

DEMAND: The demand of the customer (in units)

READY_TIME_1: Start time of the first time window

DUE_TIME_1: End time of the first time window

READY_TIME_2: Start time of the second time window

DUE_TIME_2: End time of the second time window

READY_TIME_3: Start time of the third time window

DUE_TIME_3: End time of the third time window


Example of the New Dataset

The following table illustrates a sample of the new dataset, showing the first six customers, including the depot:








CUST_NO



XCOORD



YCOORD



DEMAND



READY_TIME_1



DUE_TIME_1



READY_TIME_2



DUE_TIME_2



READY_TIME_3



DUE_TIME_3





0



40



50



0



0



960



0



960



0



960





1



45



68



10



690



750



570



630



900



960





2



45



70



30



750



810



480



540



570



630





3



42



66



10



780



840



540



600



720



780





4



42



68



10



480



540



810



870



750



810





5



42



65



10



690



750



810



870



480



540






Original Solomon Dataset Analysis

The following table summarizes the analysis of the original Solomon datasets, highlighting key metrics for each problem type:








Problem Type



Count



Mean Ready Time



Mean Due Time



Mean Duration



Min Duration



Max Duration





C1



900



316.33



637.32



320.99



29



1136





C2



800



1114.85



2035.36



920.51



160



3291





R1



1200



59.46



146.42



86.95



10



215





R2



1100



241.34



695.08



453.73



27



985





RC1



800



64.26



149.69



85.42



10



225





RC2



800



258.90



628.66



369.75



60



945
DOI: 10.17632/n6tnh34bh5
title: Investigación cuantitativa y mixta en el espectro de la esquizofrenia desde la psicopatología fenomenológica: Una revisión sistemática

description: Anexos: I Matriz de análisis; II Criterios matriz de análisis; III Evaluación de sesgo
DOI: 10.17632/n6tnh34bh5.2
title: Investigación cuantitativa y mixta en el espectro de la esquizofrenia desde la psicopatología fenomenológica: Una revisión sistemática

description: Anexos: I Matriz de análisis; II Criterios matriz de análisis; III Evaluación de sesgo
DOI: 10.17632/bxw4d78mp4
title: Evaluating WRF-Chem Simulations of Present-day (1981–2010) Saharan Dust Aerosols

description: WRF-Chem simulation of Saharan dust aerosols using ECMWF (wrf-era) and NCEP (wrf-ncep) as lateral boundary conditions from 1981 to 2010. The data contains dust variables e.g., PM10 concentrations, aerosol optical depth at 550 nm (AOD550), and aerosol extinction coefficient at 550 (EXTCOF55), and some selected meteorological variables, e.g., uwind (ua), vwind (va), 10 m uwind (U10), 10 m vwind (V10), and sea level pressure (slp).
DOI: 10.17632/bxw4d78mp4.1
title: Evaluating WRF-Chem Simulations of Present-day (1981–2010) Saharan Dust Aerosols

description: WRF-Chem simulation of Saharan dust aerosols using ECMWF (wrf-era) and NCEP (wrf-ncep) as lateral boundary conditions from 1981 to 2010. The data contains dust variables e.g., PM10 concentrations, aerosol optical depth at 550 nm (AOD550), and aerosol extinction coefficient at 550 (EXTCOF55), and some selected meteorological variables, e.g., uwind (ua), vwind (va), 10 m uwind (U10), 10 m vwind (V10), and sea level pressure (slp).
DOI: 10.15468/dl.6rrf8t
title: Occurrence Download

description: A dataset containing 19557213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 {
 "or" : [
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2024"
 ]
 },
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Continent is Europe"
 ]
}

 The dataset includes 19557213 records from 10549 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006737-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.en3qvs
title: Occurrence Download

description: A dataset containing 6636 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sepia officinalis Linnaeus, 1758"
 ]
}

 The dataset includes 6636 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324529-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcuzpg
title: Occurrence Download

description: A dataset containing 1729 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sophora japonica L."
 ]
}

 The dataset includes 1729 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231410-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckzdks
title: Occurrence Download

description: A dataset listing the 19245 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-71.6803 -13.13965,-70.4718 -13.12866,-70.53772 -12.60132,-71.08704 -11.72241,-72.61414 -11.71143,-73.61389 -10.57983,-76.07483 -10.87646,-75.98694 -11.06323,-75.33875 -11.57959,-74.48181 -11.89819,-73.42712 -13.17261,-71.6803 -13.13965))"
 ]
}

 The dataset's 19245 records were derived from 400 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032768-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s5ksm
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Annona cornifolia A.St.-Hil."
 ]
}

 The dataset includes 305 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271600-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zk7efu
title: Occurrence Download

description: A dataset containing 139542 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thalassarche Reichenbach, 1853"
 ]
}

 The dataset includes 139542 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012364-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32t2f3
title: Occurrence Download

description: A dataset containing 5068 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alternanthera ficoidea (L.) R.Br."
 ]
}

 The dataset includes 5068 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014893-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qa1esa
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 {
 "or" : [
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate rounded"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Passiflora edulis Sims",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 85 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002385-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ke5kd2
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydoras pygmaeus Knaack, 1966"
 ]
}

 The dataset includes 46 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231415-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ojbbrj
title: Occurrence Download

description: A dataset containing 148415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Zambia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 148415 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012365-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.babwlk
title: Occurrence Download

description: A dataset containing 525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cymbopogon citratus (DC.) Stapf",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 525 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002930-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fry67
title: Occurrence Download

description: A dataset containing 1624291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((73.37403 50.55176,69.917 39.88769,77.3584 31.50879,83.04199 26.46972,96.81153 25.82519,105.42481 18.96972,113.51075 14.34082,113.74512 21.84082,113.51075 50.37598,108.23731 50.55176,93.58887 50.96191,73.37403 50.55176))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1624291 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269180-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8b2a4f
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Elachistocleis pearsei (Ruthven, 1914))"
 ]
}

 The dataset includes 550 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005401-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3uqv86
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sacciolepis micrococca Mez",
 "Continent is Africa"
 ]
}

 The dataset includes 278 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005400-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ni7nim
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058977-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qr6esq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001941-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyr7en
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002469-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3rx5a
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008388-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwzja3
title: Occurrence Download

description: A dataset containing 63328225 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 63328225 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008365-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pr2zjt
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002120-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wr6wjr
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002520-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jha97h
title: Occurrence Download

description: A dataset containing 89889459 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Artportalen (Swedish Species Observation System)"
 ]
}

 The dataset includes 89889459 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009168-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygvyic
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005113-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.