tsfresh_robot_failure_dataset_feature_extraction_quickstart.py

1from tsfresh import extract_features
2from tsfresh.examples.robot_execution_failures import download_robot_execution_failures, \
3    load_robot_execution_failures
4
5# Download and load the example data
6download_robot_execution_failures()
7timeseries, y = load_robot_execution_failures()
8
9# Extract features
10# The 'column_id' is the identifier for different time series
11# The 'column_sort' is the time step or sorting column
12extracted_features = extract_features(timeseries, column_id="id", column_sort="time")
13
14# Display the result
15print(extracted_features.head())