Open Cycling Framework

Requirements

• Python 3 (tested on 3.8.7)
• pip requirements from requirements.txt
• open dataset

Installation

The whole pip requirements could be installed with

pip install -r requirements.txt

Dataset

When the dataset is loaded please copy folder Sport5 to the folder 'data'. Otherwise please specify the location in config.py.

Pipeline

1. Calculate FTP of the riders

First of all, it is necessary to calculate FTP (functional threshold power). You could do that with

python calculate_ftp.py

This step could be skipped since the FTP values for the default dataset are already available in the metadata directory

2. Processing of the .tcx files

The framework should preprocess the raw .tcx files into the aggregated .csv table. Please use

python data_preprocessing.py

to prepare this table.

3. Prediction model

All the analytical code is delivered in a jupyter notebook data_overview.ipynb