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Time Series Python Packages

Python packages with the GitHub topic time-series. Sorted by relevance, with stars and monthly downloads.
alkaline-ml
pmdarima

A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.

3.4M 2K 252
databrickslabs
dbl-tempo

API for manipulating time series on top of Apache Spark: lagged time values, rolling statistics (mean, avg, sum, count, etc), AS OF joins, downsampling, and interpolation

3.3M 342 59
yzhao062
pyod

A Python library for anomaly detection across tabular, time series, graph, text, and image data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

2.7M 10K 1K
Nixtla
statsforecast

Lightning ⚡️ fast forecasting with statistical and econometric models.

1.9M 5K 368
awslabs
gluonts

Probabilistic time series modeling in Python

1.7M 5K 818
sktime
sktime

A unified framework for machine learning with time series

1.3M 10K 2K
autogluon
autogluon-tabular

Fast and Accurate ML in 3 Lines of Code

1.2M 10K 1K
autogluon
autogluon-core

Fast and Accurate ML in 3 Lines of Code

1.1M 10K 1K
autogluon
autogluon-features

Fast and Accurate ML in 3 Lines of Code

1.1M 10K 1K
autogluon
autogluon-common

Fast and Accurate ML in 3 Lines of Code

1M 10K 1K
bashtage
arch

ARCH models in Python

972K 2K 280
Nixtla
mlforecast

Scalable machine 🤖 learning for time series forecasting.

606K 1K 126
amazon-science
chronos-forecasting

Chronos: Pretrained Models for Time Series Forecasting

594K 5K 636
predict-idlab
tsdownsample

High-performance time series downsampling algorithms for visualization

558K 229 20
predict-idlab
plotly-resampler

Visualize large time series data with plotly.py

520K 1K 74
arundo
adtk

A Python toolkit for rule-based/unsupervised anomaly detection in time series

475K 1K 161
autogluon
autogluon-timeseries

Fast and Accurate ML in 3 Lines of Code

471K 10K 1K
autogluon
autogluon

Fast and Accurate ML in 3 Lines of Code

460K 10K 1K
polakowo
vectorbt

The backtesting engine that gives you an unfair advantage. Run thousands of trading ideas before others finish one.

441K 8K 972
unit8co
darts

A python library for user-friendly forecasting and anomaly detection on time series.

424K 9K 1K
autogluon
autogluon-multimodal

Fast and Accurate ML in 3 Lines of Code

403K 10K 1K
blue-yonder
tsfresh

Automatic extraction of relevant features from time series:

398K 9K 1K
tslearn-team
tslearn

The machine learning toolkit for time series analysis in Python

347K 3K 372
Nixtla
neuralforecast

Scalable and user friendly neural :brain: forecasting algorithms.

332K 4K 488
    • Data from PyPI, GitHub, ClickHouse, and BigQuery