care1e55/ds_case_solution

case solution

Bicycle and Workhours test case

Train and evaluation pipeline on Bicycle Dataset and get workhours function

Installation:

For pipeline solution represented as typer command line application. Packages needed can be installed via poetry:

poetry shell
poetry install

or requirements.txt:

pip install -e requirements.txt

Usage

Pipeline

Command line arguments needed can be viewed with --help option:

python src/pipeline.py --help

Run with parameters:

python src/pipeline.py --data-path 'resources/data.csv' --test-size '0.25'

Or just put the data.csv in the project root path:

python src/pipeline.py

Workhours

Instantiate the difference in workhours by iterating through and check if hour is a workhour.

Help:

python src/workhours.py --help

Run with parameters:

python src/workhours.py --date-from '2019-12-02 08:00:00' --date-to '2019-12-04 12:15:00'