{"id":37084807,"url":"https://github.com/squaredev-io/timepulse","last_synced_at":"2026-01-14T10:24:37.247Z","repository":{"id":210238267,"uuid":"715532662","full_name":"squaredev-io/timepulse","owner":"squaredev-io","description":"A set of tools to help with timeseries flow","archived":false,"fork":false,"pushed_at":"2024-04-29T11:59:37.000Z","size":146,"stargazers_count":4,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-08-20T19:16:47.800Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/squaredev-io.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-11-07T10:35:10.000Z","updated_at":"2024-04-29T11:54:07.000Z","dependencies_parsed_at":"2023-12-01T15:26:19.294Z","dependency_job_id":"f61baa42-26a5-4349-b3ac-a20c2c126ff0","html_url":"https://github.com/squaredev-io/timepulse","commit_stats":null,"previous_names":["squaredev-io/timepulse"],"tags_count":5,"template":false,"template_full_name":null,"purl":"pkg:github/squaredev-io/timepulse","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/squaredev-io%2Ftimepulse","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/squaredev-io%2Ftimepulse/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/squaredev-io%2Ftimepulse/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/squaredev-io%2Ftimepulse/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/squaredev-io","download_url":"https://codeload.github.com/squaredev-io/timepulse/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/squaredev-io%2Ftimepulse/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28417060,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-14T10:18:03.274Z","status":"ssl_error","status_checked_at":"2026-01-14T10:16:11.865Z","response_time":107,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-01-14T10:24:36.531Z","updated_at":"2026-01-14T10:24:37.231Z","avatar_url":"https://github.com/squaredev-io.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🚀 Timepulse: Unleash the Power of Time Series Processing and Modeling!\n\n[![GitHub][github_badge]][github_link] [![PyPI][pypi_badge]][pypi_link] \n[![Test][test_passing_badge]][test_passing_badge]\n[![Download][download_badge]][download_link] \n[![Download][total_download_badge]][download_link]\n[![Python Version](https://img.shields.io/badge/python-3.9%20%7C%203.10%20%7C%203.11-green.svg)](#supported-python-versions)\n[![Licence][licence_badge]][licence_link]\n[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) \n\n\nWelcome to Timepulse, your ultimate destination for conquering the world of time series data with unprecedented ease and efficiency.\n\n\n## Installation 🧙‍♂️\n\nTo summon the might of Timepulse into your realm, a simple pip command shall suffice:\n\n```bash\npip install timepulse\n```\n\n# Timepulse: Unleash the Power of Time Series Processing and Modeling!\n\nWitness the seamless integration of temporal mastery into your coding sanctum!\n\n## Journey into the Time Dimension ⏳\n\nEmbark on an odyssey through time as you harness the Timepulse magic. Transform raw time series data into insights that transcend the ordinary. Your code, now a symphony of temporal brilliance!\n\n### How to use timepulse\n#### Import \n```{python}\nfrom timepulse.models.nn import MultivariateDenseWrapper\nfrom timepulse.utils.models import run_model\n```\n#### Run model \n\n```{python}\n y_pred, result_metrics = run_model(model_instance, X_train.values, y_train, X_val.values, y_val, verbose=0)\n```\n\n#### Results example\n```\n[ 8287547.5 10593171.  12349981.  13229407.  10743349.   8585146.\n  7701900.   6690604.5  6193717.5  5999759.   5651086.5  5573535.5\n  9689985.  12014953.  14384974.  14222123. ],\n\n{'mae': 452268.53, 'mse': 452862200000.0, 'rmse': 672950.4, 'mape': 4.8490524, 'smape': 10.239903, 'mase': 0.31943747, 'r2_score': 0.94421965}\n```\n\n## Spellbinding Features ✨\n\n- **Temporal Alchemy:** Shape time series data effortlessly.\n- **Predictive Sorcery:** Unlock the future with powerful modeling.\n- **Intuitive Elixir:** Simplify complexities with an enchantingly user-friendly interface.\n\n## License 📜\n\n[Timepulse - The SQD License](https://www.squaredev.io/)\n\n## Credits: Makers of Timepulse 🌈\n\nTimepulse was conjured into existence by the brilliant minds at Squaredev. Their dedication to temporal excellence knows no bounds.\n\nEmbark on a journey with Timepulse – where time meets brilliance, and magic unfolds! ✨🕰️🚀\n\n\n\n[github_badge]: https://badgen.net/badge/icon/GitHub?icon=github\u0026color=black\u0026label\n\n[github_link]: https://github.com/squaredev-io/timepulse\n\n[pypi_badge]: https://badge.fury.io/py/timepulse.svg\n\n[pypi_link]: https://pypi.org/project/timepulse\n\n[download_badge]: https://badgen.net/pypi/dm/timepulse\n\n[total_download_badge]: https://static.pepy.tech/personalized-badge/timepulse?period=total\u0026units=international_system\u0026left_color=grey\u0026right_color=green\u0026left_text=Total%20Downloads\n\n[download_link]: https://pypi.org/project/timepulse/#files\n\n[licence_badge]: https://img.shields.io/github/license/squaredev-io/timepulse\n\n[licence_link]: LICENSE\n\n[test_passing_badge]: https://github.com/squaredev-io/timepulse/actions/workflows/release-pypi-package.yml/badge.svg\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsquaredev-io%2Ftimepulse","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsquaredev-io%2Ftimepulse","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsquaredev-io%2Ftimepulse/lists"}