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Bibliographic Details
Main Author: Double-blind, Process
Format: Recurso digital
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Published: Zenodo 2025
Subjects:
Heart rate variability
RR intervals
Wearable sensors
Polar H10
Verity Sense
PPG
ECG
athletes
Sports science
Fatigue detection
Online Access:https://doi.org/10.5281/zenodo.15076183
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Table of Contents:
  • <p>This dataset includes demographic, physiological, and fatigue-related data collected from 8 male futsal athletes during regular training sessions between <strong>25 July 2024 and 8 August 2024</strong>. The goal of this dataset is to support the development of machine learning models for <strong>fatigue monitoring and performance evaluation</strong> using <strong>wearable sensor data</strong>.</p> <p>All data have been anonymized in compliance with the <strong>European General Data Protection Regulation (GDPR)</strong>.</p> <p><strong><span lang="FR">Data Description</span></strong></p> <ul> <li><strong><span lang="FR">Demographic data</span></strong></li> <ul> <li>Player ID, Age, Height (cm), Weight (kg), Playing Position, Smoking Status.</li> </ul> <li><strong><span lang="FR">Physiological data</span></strong></li> <ul> <li><strong>Heart Rate (HR)</strong> (from ECG and PPG)</li> <li><strong>RR Intervals</strong> (ms, from ECG)</li> <li><strong><span lang="FR">Heart Rate Variability (HRV) Features</span></strong></li> <ul> <li><span lang="FR">Time-domain features</span></li> <li><span lang="FR">Non-linear features</span></li> </ul> <li><strong><span lang="FR">Heart Rate-derived Features</span></strong></li> <ul> <li>%HR Reserve, HR Index, Net HR, VO₂ estimates</li> </ul> </ul> <li><strong><span lang="FR">Fatigue Labels</span></strong></li> <ul> <li>Borg RPE scale values annotated by athletes and corrected by the coach, categorized into: Low, Moderate, High, and Very High fatigue.</li> </ul> </ul> <p><strong><span lang="FR">Used Devices</span></strong></p> <ul> <li><strong><span lang="FR">Polar H10 ECG Sensor</span></strong></li> <li><strong><span lang="FR">Polar Verity Sense PPG Sensor</span></strong></li> <li><strong>Smartphone app</strong> for data collection and timestamping</li> </ul> <p><strong><span lang="FR">Intended Use</span></strong></p> <p>This dataset is intended for:</p> <ul> <li><span lang="FR">Fatigue detection and classification research</span></li> <li>Machine learning and signal processing applications</li> <li><span lang="FR">HRV and RR interval analysis</span></li> <li><span lang="FR">Sports performance analytics</span></li> <li><span lang="FR">Wearable sensor benchmarking</span></li> </ul> <p><span lang="FR"> </span></p> <p><strong><span lang="FR">Training Exercises</span></strong></p> <table style="border-collapse: collapse; width: 99.9748%; height: 542.8px;"><colgroup><col style="width: 24.9937%;"><col style="width: 13.2542%;"><col style="width: 36.7331%;"><col style="width: 24.9937%;"></colgroup> <tbody> <tr style="height: 19.6px;"> <td style="height: 19.6px; width: 97pt;"> </td> <td style="width: 63pt; height: 19.6px;"><strong>ExerciseId<span> </span></strong></td> <td style="width: 186pt; height: 19.6px;"><strong>Exercise Description</strong></td> <td style="width: 126pt; height: 19.6px;"><strong>Duration (minutes )</strong></td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>1st session<span> </span></strong></td> <td style="height: 19.6px;">125</td> <td style="height: 19.6px;">Dynamic Team Warm-up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">127</td> <td style="height: 19.6px;">metabolic training</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">129</td> <td style="height: 19.6px;">strength transformation phase<span> </span></td> <td style="height: 19.6px;">20</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px; width: 97pt;"><strong>2nd session</strong></td> <td style="width: 63pt; height: 19.6px;">130</td> <td style="width: 186pt; height: 19.6px;">Core stability<span> </span></td> <td style="width: 126pt; height: 19.6px;">4</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">132</td> <td style="height: 19.6px;">Strength & Agility Warm-Up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">134</td> <td style="height: 19.6px;">Metabolic circuit </td> <td style="height: 19.6px;">25</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>3rd session</strong></td> <td style="height: 19.6px;">136</td> <td style="height: 19.6px;">Full-Body Warm-Up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">138</td> <td style="height: 19.6px;">Reactive speed training<span> </span></td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">140</td> <td style="height: 19.6px;">Game-situation tactics </td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>4th session</strong></td> <td style="height: 19.6px;">141</td> <td style="height: 19.6px;">Core Endurance<span> </span></td> <td style="height: 19.6px;">5</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">143</td> <td style="height: 19.6px;">Progressive Speed Warm-Up</td> <td style="height: 19.6px;">10</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">145</td> <td style="height: 19.6px;">Dry aerobic training </td> <td style="height: 19.6px;">16</td> </tr> <tr style="height: 13.6px;"> <td style="height: 13.6px;"><strong>5th session</strong></td> <td style="height: 13.6px;">146</td> <td style="height: 13.6px;">General Warm-up</td> <td style="height: 13.6px;">20</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">148</td> <td style="height: 19.6px;">Agility & Acceleration Circuit </td> <td style="height: 19.6px;">5</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">150</td> <td style="height: 19.6px;">Reactive Sprint Drill</td> <td style="height: 19.6px;">4</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">152</td> <td style="height: 19.6px;">Max Sprint End-to-Mid Drill<span> </span></td> <td style="height: 19.6px;">4</td> </tr> </tbody> </table> <p> </p> <p><strong>Keywords</strong></p> <p>Fatigue detection, Heart rate variability, RR intervals, Wearable sensors, Polar H10, Polar Verity Sense, PPG, ECG, Athletes, Sports science</p>

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