tsflex
Flexible time series feature extraction & processing (by predict-idlab)
temporian
Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖 (by google)
| tsflex | temporian | |
|---|---|---|
| 3 | 12 | |
| 361 | 624 | |
| 1.4% | 2.4% | |
| 6.3 | 9.8 | |
| 8 days ago | 9 days ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
tsflex
Posts with mentions or reviews of tsflex.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-11-12.
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[P] tsflex: flexible and efficient feature extraction for time series
tsflex its core functionality is strided-window feature extraction. This toolkit focusses on being flexible (e.g., few assumptions about sequence data, integration with other packages) and efficient (in both time & memory consumption -> see benchmark).
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Request - a good book for anomaly detection on time series
If you plan to transform your time series data in feature vectors, I would suggest to use tsflex (a rather new package) instead of TSfresh. tsflex is imo more convenient to use & multitudes more efficient for window-stride feature extraction.
temporian
Posts with mentions or reviews of temporian.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-01-05.
What are some alternatives?
When comparing tsflex and temporian you can also consider the following projects:
tsfresh - Automatic extraction of relevant features from time series:
functime - Time-series machine learning at scale. Built with Polars for embarrassingly parallel feature extraction and forecasts on panel data.