The Top 249 Time Series Open Source Projects

Awesome Open Source

Awesome Open Source

Combined Topics

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210

The Top 249 Time Series Open Source Projects

Categories > Data Storage > Time Series

Netdata ⭐ 55,363

Real-time performance monitoring, done right! https://www.netdata.cloud

Prometheus ⭐ 37,846

The Prometheus monitoring system and time series database.

Influxdb ⭐ 21,823

Scalable datastore for metrics, events, and real-time analytics

Tdengine ⭐ 15,750

An open-source big data platform designed and optimized for the Internet of Things (IoT).

Timescaledb ⭐ 11,425

An open-source time-series SQL database optimized for fast ingest and complex queries. Packaged as a PostgreSQL extension.

Telegraf ⭐ 10,367

The plugin-driven server agent for collecting & reporting metrics.

Falcon Plus ⭐ 6,616

An open-source and enterprise-level monitoring system.

Uplot ⭐ 6,479

📈 A small, fast chart for time series, lines, areas, ohlc & bars

Tsfresh ⭐ 5,813

Automatic extraction of relevant features from time series:

Graphite Web ⭐ 5,290

A highly scalable real-time graphing system

Sktime ⭐ 4,272

A unified framework for machine learning with time series

Questdb ⭐ 4,197

An open source SQL database designed to process time series data, faster

Nightingale ⭐ 3,633

💡 A Distributed and High-Performance Monitoring System. The next generation of Open-Falcon

Crate ⭐ 3,145

CrateDB is a distributed SQL database that makes it simple to store and analyze massive amounts of machine data in real-time.

Pipelinedb ⭐ 2,409

High-performance time-series aggregation for PostgreSQL

Plotjuggler ⭐ 2,386

The Time Series Visualization Tool that you deserve.

Deepdetect ⭐ 2,255

Deep Learning API and Server in C++14 support for Caffe, Caffe2, PyTorch,TensorRT, Dlib, NCNN, Tensorflow, XGBoost and TSNE

Kapacitor ⭐ 2,062

Open source framework for processing, monitoring, and alerting on time series data

Gluon Ts ⭐ 2,030

Probabilistic time series modeling in Python

Forecasting ⭐ 1,954

Time Series Forecasting Best Practices & Examples

Pyflux ⭐ 1,890

Open source time series library for Python

Awesome Ts Anomaly Detection ⭐ 1,855

List of tools & datasets for anomaly detection on time-series data.

Tslearn ⭐ 1,723

A machine learning toolkit dedicated to time-series data

Hypertools ⭐ 1,657

A Python toolbox for gaining geometric insights into high-dimensional data

Kaggle Web Traffic ⭐ 1,613

1st place solution

Informer2020 ⭐ 1,566

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

Griddb ⭐ 1,496

GridDB is a next-generation open source database that makes time series IoT and big data fast,and easy.

Mycodo ⭐ 1,486

An environmental monitoring and regulation system

Carbon ⭐ 1,426

Carbon is one of the components of Graphite, and is responsible for receiving metrics over the network and writing them down to disk using a storage backend.

Marketstore ⭐ 1,401

DataFrame Server for Financial Timeseries Data

Awesome_time_series_in_python ⭐ 1,396

This curated list contains python packages for time series analysis

Neural_prophet ⭐ 1,328

NeuralProphet - A simple forecasting model based on Neural Networks in PyTorch

Filodb ⭐ 1,307

Distributed Prometheus time series database

Darts ⭐ 1,254

A python library for easy manipulation and forecasting of time series.

Covid19 ⭐ 1,198

JSON time-series of coronavirus cases (confirmed, deaths and recovered) per country - updated daily

Whisper ⭐ 1,133

Whisper is a file-based time-series database format for Graphite.

Deep Learning Time Series ⭐ 1,058

List of papers, code and experiments using deep learning for time series forecasting

Traildb ⭐ 1,033

TrailDB is an efficient tool for storing and querying series of events

Egads ⭐ 1,023

A Java package to automatically detect anomalies in large scale time-series data

Pmdarima ⭐ 936

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

Getting Things Done With Pytorch ⭐ 936

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.

Awesome Ai Ml Dl ⭐ 923

Awesome Artificial Intelligence, Machine Learning and Deep Learning as we learn it. Study notes and a curated list of awesome resources of such topics.

Data Science ⭐ 885

Collection of useful data science topics along with code and articles

terminal-based personal organizer

The Heroic Time Series Database

Scalable, event-driven, deep-learning-friendly backtesting library

Alibi Detect ⭐ 782

Algorithms for outlier, adversarial and drift detection

Rnn Time Series Anomaly Detection ⭐ 769

RNN based Time-series Anomaly detector model implemented in Pytorch.

Akumuli ⭐ 767

Time-series database

ARCH models in Python

Fecon235 ⭐ 729

Notebooks for financial economics. Keywords: Jupyter notebook pandas Federal Reserve FRED Ferbus GDP CPI PCE inflation unemployment wage income debt Case-Shiller housing asset portfolio equities SPX bonds TIPS rates currency FX euro EUR USD JPY yen XAU gold Brent WTI oil Holt-Winters time-series forecasting statistics econometrics

Power Tools for AI Engineers With Deadlines

Rrdtool 1.x ⭐ 722

RRDtool 1.x - Round Robin Database

Implementation of Diffusion Convolutional Recurrent Neural Network in Tensorflow

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

Ad_examples ⭐ 691

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

Time series Timeseries Deep Learning Pytorch fastai - State-of-the-art Deep Learning with Time Series and Sequences in Pytorch / fastai

Tidyquant ⭐ 673

Bringing financial analysis to the tidyverse

Telemanom ⭐ 660

A framework for using LSTMs to detect anomalies in multivariate time series data. Includes spacecraft anomaly data and experiments from the Mars Science Laboratory and SMAP missions.

Time Series Benchmark Suite, a tool for comparing and evaluating databases for time series data

Matrixprofile Ts ⭐ 644

A Python library for detecting patterns and anomalies in massive datasets using the Matrix Profile

ELKI Data Mining Toolkit

An aggregating proxy to enable HA prometheus

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

Flow Forecast ⭐ 610

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

Quantmod ⭐ 608

Quantitative Financial Modelling Framework

Web Traffic Forecasting ⭐ 607

Kaggle | Web Traffic Forecasting 📈

Machine Learning on Sequential Data Using a Recurrent Weighted Average

Turbopfor Integer Compression ⭐ 545

Fastest Integer Compression

Awesome Time Series Database ⭐ 533

🕖 A curated list of awesome time series databases, benchmarks and papers

Multilabel Timeseries Classification With Lstm ⭐ 524

Tensorflow implementation of paper: Learning to Diagnose with LSTM Recurrent Neural Networks.

Realtime Action Recognition ⭐ 509

Apply ML to the skeletons from OpenPose; 9 actions; multiple people. (WARNING: I'm sorry that this is only good for course demo, not for real world applications !!! Those ary very difficult !!!)

Recurrent (conditional) generative adversarial networks for generating real-valued time series data.

Tstorage ⭐ 495

A fast time-series database engine

Time Series in Go and PostgreSQL

Ucr_time_series_classification_deep_learning_baseline ⭐ 480

Fully Convlutional Neural Networks for state-of-the-art time series classification

Seglearn ⭐ 469

Python module for machine learning time series:

Synthetic Data Generation for tabular, relational and time series data.

Python implementation of Empirical Mode Decompoisition (EMD) method

Siridb Server ⭐ 453

SiriDB is a highly-scalable, robust and super fast time series database. Build from the ground up SiriDB uses a unique mechanism to operate without a global index and allows server resources to be added on the fly. SiriDB's unique query language includes dynamic grouping of time series for easy analysis over large amounts of time series.

Pytorch Ts ⭐ 452

PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend

Sktime Dl ⭐ 443

sktime companion package for deep learning based on TensorFlow

Highly comparative time-series analysis

Tensorflow Lstm Regression ⭐ 433

Sequence prediction using recurrent neural networks(LSTM) with TensorFlow

A toolkit for working with time series in R

Time Series Prediction ⭐ 423

A collection of time series prediction methods: rnn, seq2seq, cnn, wavenet, transformer, unet, n-beats

Wavetorch ⭐ 414

🌊 Numerically solving and backpropagating through the wave equation

Luminaire ⭐ 403

Luminaire is a python package that provides ML driven solutions for monitoring time series data.

A python library for Bayesian time series modeling

Fast and flexible Gaussian Process regression in Python

Tickgrinder ⭐ 391

Low-latency algorithmic trading platform written in Rust

Time Series Papers ⭐ 385

List of awesome papers about time series, mainly including algorithms based on machine learning | 收录时间序列分析中各个研究领域的高水平文章，主要包含基于机器学习的算法

Stock Trading Ml ⭐ 383

A stock trading bot that uses machine learning to make price predictions.

Deepadots ⭐ 373

Repository of the paper "A Systematic Evaluation of Deep Anomaly Detection Methods for Time Series".

Neuralcde ⭐ 368

Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)

AtsPy: Automated Time Series Models in Python (by @firmai)

Deltapy ⭐ 362

DeltaPy - Tabular Data Augmentation (by @firmai)

Spreads ⭐ 359

Series and Panels for Real-time and Exploratory Analysis of Data Streams

Accumulo backed time series database

Influxdb Ruby ⭐ 355

Ruby client for InfluxDB

1-100 of 249 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210