Skip to main content

A good Timeseries Anomaly Generator.

Project description

TimeEval logo

A good Timeseries Anomaly Generator.

pipeline status coverage report

Git tag License: MIT python version 3.8

GutenTAG is an extensible tool to generate time series datasets with and without anomalies. A GutenTAG time series consists of a single (univariate) or multiple (multivariate) channels containing a base osciallation with different anomalies at different positions and of different kinds.

tl;dr

base-oscillations base-oscillations base-oscillations

base-oscillations

The following call uses the example-config.yaml configuration file to generate a single time series with two anomalies in the middle and the end of the series.

python -m gutenTAG --config-yaml generation_configs/example-config.yaml --seed 11 --no-save --plot

Example unsupervised time series with two anomalies

Documentation

GutenTAG's documentation can be found here.

TODO

  • negation anomaly (does a pattern not appear)

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

timeeval-gutenTAG-0.2.0rc2.tar.gz (29.6 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

timeeval_gutenTAG-0.2.0rc2-py3-none-any.whl (37.0 kB view details)

Uploaded Python 3

File details

Details for the file timeeval-gutenTAG-0.2.0rc2.tar.gz.

File metadata

  • Download URL: timeeval-gutenTAG-0.2.0rc2.tar.gz
  • Upload date:
  • Size: 29.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.54.1 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.7.11

File hashes

Hashes for timeeval-gutenTAG-0.2.0rc2.tar.gz
Algorithm Hash digest
SHA256 c3bb5b688c31d4ec9d876f79284072ad9ed6e0c0a272d4c96a226fc7510a2e17
MD5 d7b4c27eb3fe37b5f979a0dc59e1b879
BLAKE2b-256 b6645739acf6710411a339ce14c7f2aa9c6125b2542cb589ff727d8890700613

See more details on using hashes here.

File details

Details for the file timeeval_gutenTAG-0.2.0rc2-py3-none-any.whl.

File metadata

  • Download URL: timeeval_gutenTAG-0.2.0rc2-py3-none-any.whl
  • Upload date:
  • Size: 37.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.54.1 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.7.11

File hashes

Hashes for timeeval_gutenTAG-0.2.0rc2-py3-none-any.whl
Algorithm Hash digest
SHA256 b1a8a4dd320a0e8dca4906b2042eb166753391fbbbe0beb55088a90a78d5896b
MD5 4be0b0fe2642039041eaa932e80fa1f8
BLAKE2b-256 8d738f8f2f1af30aa04545661803e0abface3df4a41d2ed61f5223ac9c747be1

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page