Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "time-series" keyword

Top 2.7% on pypi.org
skforecast 0.12.0 💰
Forecasting time series with scikit-learn regressors. It also works with any regressor compatible...
19 versions - Latest release: 12 minutes ago - 8 dependent packages - 18 dependent repositories - 46.5 thousand downloads last month - 872 stars on GitHub - 2 maintainers
ceruleo 3.0.3
Remaining useful life estimation utilities
11 versions - Latest release: 2 months ago - 100 downloads last month - 26 stars on GitHub - 1 maintainer
Top 6.5% on pypi.org
auto-ts 0.0.91
Automatically Build Multiple Time Series models fast - now with Facebook Prophet!
38 versions - Latest release: about 1 hour ago - 2 dependent repositories - 6.33 thousand downloads last month - 674 stars on GitHub - 2 maintainers
hurst-exponent 1.0.0
Hurst exponent estimator
2 versions - Latest release: 7 months ago - 44 downloads last month - 3 stars on GitHub - 2 maintainers
Top 0.9% on pypi.org
sktime 0.29.0 💰
A unified framework for machine learning with time series
67 versions - Latest release: 4 days ago - 43 dependent packages - 217 dependent repositories - 903 thousand downloads last month - 7,134 stars on GitHub - 2 maintainers
sktime-backup 0.16.1 💰
A unified framework for machine learning with time series
1 version - Latest release: about 1 year ago - 22 downloads last month - 7,134 stars on GitHub - 1 maintainer
skytime 0.16.1 💰
A unified framework for machine learning with time series
1 version - Latest release: about 1 year ago - 26 downloads last month - 7,134 stars on GitHub - 1 maintainer
Top 1.7% on pypi.org
autogluon 1.1.0
Fast and Accurate ML in 3 Lines of Code
1,473 versions - Latest release: 18 days ago - 4 dependent packages - 59 dependent repositories - 79.9 thousand downloads last month - 6,566 stars on GitHub - 5 maintainers
Top 1.2% on pypi.org
autogluon.tabular 1.1.0
Fast and Accurate ML in 3 Lines of Code
1,272 versions - Latest release: 18 days ago - 6 dependent packages - 44 dependent repositories - 98.8 thousand downloads last month - 6,566 stars on GitHub - 3 maintainers
Top 1.3% on pypi.org
autogluon.features 1.1.0
Fast and Accurate ML in 3 Lines of Code
1,169 versions - Latest release: 18 days ago - 6 dependent packages - 39 dependent repositories - 98.6 thousand downloads last month - 6,566 stars on GitHub - 3 maintainers
Top 1.8% on pypi.org
autogluon.multimodal 1.1.0
Fast and Accurate ML in 3 Lines of Code
656 versions - Latest release: 18 days ago - 3 dependent packages - 15 dependent repositories - 65.5 thousand downloads last month - 6,566 stars on GitHub - 1 maintainer
Top 4.0% on pypi.org
autogluon.timeseries 1.1.0
Fast and Accurate ML in 3 Lines of Code
649 versions - Latest release: 18 days ago - 4 dependent repositories - 64.2 thousand downloads last month - 7,099 stars on GitHub - 1 maintainer
napari-time-series-plotter 0.0.6
A Plugin for napari to visualize pixel values over the first dimension (time -> t+3D, t+2D) as gr...
6 versions - Latest release: 9 months ago - 1 dependent package - 1 dependent repositories - 45 downloads last month - 10 stars on GitHub - 1 maintainer
hotstepper 1.0.10
Numpy based step function library.
7 versions - Latest release: about 3 years ago - 5 dependent repositories - 118 downloads last month - 14 stars on GitHub - 2 maintainers
Top 0.9% on pypi.org
autogluon.core 1.1.0
Fast and Accurate ML in 3 Lines of Code
1,282 versions - Latest release: 18 days ago - 11 dependent packages - 111 dependent repositories - 102 thousand downloads last month - 6,566 stars on GitHub - 3 maintainers
Top 1.3% on pypi.org
autogluon.common 1.1.0
Fast and Accurate ML in 3 Lines of Code
863 versions - Latest release: 18 days ago - 9 dependent packages - 23 dependent repositories - 91.8 thousand downloads last month - 6,566 stars on GitHub - 1 maintainer
python-slick-reporting 0.1.4
A one-stop report adn analytics generation and computation with batteries included
1 version - Latest release: about 4 years ago - 1 dependent repositories - 9 downloads last month - 419 stars on GitHub - 1 maintainer
skpro 2.2.2 💰
A unified framework for probability distributions and probabilistic supervised regression
11 versions - Latest release: 15 days ago - 1 dependent package - 1 dependent repositories - 26.3 thousand downloads last month - 189 stars on GitHub - 4 maintainers
pyodds 1.0.0rc1
An end-to-end anomaly detection system
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 23 downloads last month - 243 stars on GitHub - 2 maintainers
draco-ml 0.3.0
AutoML for Time Series.
10 versions - Latest release: 9 months ago - 1 dependent repositories - 96 downloads last month - 50 stars on GitHub - 6 maintainers
climateserv 1.0.5
This is a package to access the ClimateSERV API](https://climateserv.servirglobal.net/)
17 versions - Latest release: about 2 months ago - 1 dependent repositories - 199 downloads last month - 6 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
openstef 3.4.25
Open short term energy forecaster
134 versions - Latest release: 5 days ago - 1 dependent package - 3 dependent repositories - 3.37 thousand downloads last month - 74 stars on GitHub - 1 maintainer
Top 4.9% on pypi.org
act-atmos 2.0.5
Package for working with atmospheric time series datasets
66 versions - Latest release: 30 days ago - 3 dependent packages - 16 dependent repositories - 2.6 thousand downloads last month - 124 stars on GitHub - 3 maintainers
Top 4.0% on pypi.org
autots 0.6.11
Automated Time Series Forecasting
58 versions - Latest release: 27 days ago - 12 dependent repositories - 36 thousand downloads last month - 1,012 stars on GitHub - 1 maintainer
chaosgenius 0.0.1
Chaos Genius: The Open-Source Business Observability Platform
1 version - Latest release: over 2 years ago - 1 dependent repositories - 22 downloads last month - 702 stars on GitHub - 1 maintainer
Top 2.5% on pypi.org
pyflux 0.4.15
PyFlux: A time-series analysis library for Python
35 versions - Latest release: almost 7 years ago - 1 dependent package - 60 dependent repositories - 42.2 thousand downloads last month - 2,089 stars on GitHub - 2 maintainers
Top 1.3% on pypi.org
tslearn 0.6.3
A machine learning toolkit dedicated to time-series data
80 versions - Latest release: 5 months ago - 26 dependent packages - 315 dependent repositories - 313 thousand downloads last month - 2,786 stars on GitHub - 1 maintainer
tslearn-m1 0.5.3 removed
A machine learning toolkit dedicated to time-series data
2 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 23 downloads last month - 2,419 stars on GitHub - 1 maintainer
functime 0.9.5
Time-series machine learning at scale.
40 versions - Latest release: 2 months ago - 1 dependent repositories - 2.84 thousand downloads last month - 912 stars on GitHub - 2 maintainers
tz-canary 0.1.2
Infer plausible time zones for a time series dataset based on Daylight Savings Time switches
3 versions - Latest release: 8 months ago - 93 downloads last month - 7 stars on GitHub - 1 maintainer
Top 5.3% on pypi.org
wetterdienst 0.83.0 💰
Open weather data for humans
116 versions - Latest release: 9 days ago - 5 dependent repositories - 7.25 thousand downloads last month - 325 stars on GitHub - 1 maintainer
Top 4.7% on pypi.org
tsam 2.3.1
Time series aggregation module (tsam) to create typical periods
21 versions - Latest release: 8 months ago - 5 dependent packages - 29 dependent repositories - 1.88 thousand downloads last month - 134 stars on GitHub - 2 maintainers
Top 5.1% on pypi.org
seglearn 1.2.5
A template for scikit-learn compatible packages.
24 versions - Latest release: over 1 year ago - 1 dependent package - 7 dependent repositories - 1.47 thousand downloads last month - 553 stars on GitHub - 2 maintainers
Top 4.6% on pypi.org
mlforecast 0.12.1
Scalable machine learning based time series forecasting
40 versions - Latest release: 27 days ago - 3 dependent packages - 4 dependent repositories - 101 thousand downloads last month - 721 stars on GitHub - 5 maintainers
time-interpret 0.3.0
Model interpretability library for PyTorch with a focus on time series.
5 versions - Latest release: 11 months ago - 72 downloads last month - 27 stars on GitHub - 2 maintainers
ts-train 0.2
Time-Series Handling for Machine Learning Tasks
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 22 downloads last month - 0 stars on GitHub - 2 maintainers
opents 0.1.3
OpenTS is a friendly Python Library for time series analysis
11 versions - Latest release: 10 months ago - 35 downloads last month - 13 stars on GitHub - 2 maintainers
gigagan-pytorch 0.2.20 💰
GigaGAN - Pytorch
130 versions - Latest release: 6 months ago - 1 dependent repositories - 120 downloads last month - 141 stars on GitHub - 2 maintainers
Top 1.8% on pypi.org
sdv 1.12.1
Generate synthetic data for single table, multi table and sequential data
129 versions - Latest release: 16 days ago - 18 dependent packages - 36 dependent repositories - 60.8 thousand downloads last month - 2,144 stars on GitHub - 12 maintainers
vce 0.1.0
Virtual Constellation Engine.
1 version - Latest release: over 3 years ago - 1 dependent repositories - 35 downloads last month - 27,800 stars on GitHub - 2 maintainers
ttseries 0.2.2
Time series data store in Redis
6 versions - Latest release: over 3 years ago - 1 dependent repositories - 136 downloads last month - 21 stars on GitHub - 2 maintainers
metats 0.2.1
Meta-Learning for Time Series Forecasting
3 versions - Latest release: about 1 year ago - 41 downloads last month - 32 stars on GitHub - 2 maintainers
fastsst 0.0.4
A fast implementation of change point detection algorithm(SST).
4 versions - Latest release: almost 6 years ago - 1 dependent repositories - 845 downloads last month - 50 stars on GitHub - 2 maintainers
Top 3.3% on pypi.org
nixtlats 0.5.0
Python SDK for Nixtla API (TimeGPT)
33 versions - Latest release: 4 days ago - 3 dependent packages - 16 dependent repositories - 11.1 thousand downloads last month - 1,443 stars on GitHub - 3 maintainers
autotimeseries 0.0.7
Scalable time series processing
7 versions - Latest release: about 2 years ago - 1 dependent repositories - 78 downloads last month - 1,443 stars on GitHub - 2 maintainers
nixtla 5.3.7
Python SDK for Nixtla API (TimeGPT)
5 versions - Latest release: over 9 years ago - 2 dependent repositories - 1.34 thousand downloads last month - 1,443 stars on GitHub - 3 maintainers
support-resistance-line 0.0.7
A well-tuned algorithm to generate & draw support/resistance line on time series. 根据时间序列自动生成支撑线压力线
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 38 downloads last month - 103 stars on GitHub - 2 maintainers
usempl-plots 0.0.6
Package for creating plots of US employment and unemployment
7 versions - Latest release: 2 days ago - 460 downloads last month - 0 stars on GitHub - 2 maintainers
kryptoflow 0.5.1
Add a short description here!
6 versions - Latest release: over 5 years ago - 1 dependent repositories - 43 downloads last month - 69 stars on GitHub - 2 maintainers
Top 1.3% on pypi.org
gluonts 0.14.4
Probabilistic time series modeling in Python.
105 versions - Latest release: 3 months ago - 12 dependent packages - 77 dependent repositories - 303 thousand downloads last month - 4,258 stars on GitHub - 3 maintainers
slick-reporting 0.1.3
A one-stop report adn analytics generation and computation with batteries included
1 version - Latest release: about 4 years ago - 1 dependent repositories - 16 downloads last month - 406 stars on GitHub - 1 maintainer
pywatts 0.3.0
A python time series pipelining project
1 version - Latest release: about 2 years ago - 1 dependent repositories - 20 downloads last month - 2 maintainers
Top 1.9% on pypi.org
neuralprophet 0.8.0
NeuralProphet is an easy to learn framework for interpretable time series forecasting.
31 versions - Latest release: 2 months ago - 4 dependent packages - 69 dependent repositories - 116 thousand downloads last month - 3,647 stars on GitHub - 8 maintainers
Top 7.3% on pypi.org
dtwalign 0.1.1
Comprehensive DTW package which enables partial mathing and has various constraint options
7 versions - Latest release: over 1 year ago - 2 dependent packages - 3 dependent repositories - 600 downloads last month - 102 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
orbit-ml 1.1.4
Orbit is a package for Bayesian time series modeling and inference.
34 versions - Latest release: over 1 year ago - 2 dependent packages - 3 dependent repositories - 22.2 thousand downloads last month - 1,804 stars on GitHub - 3 maintainers
pyfts 1.2.2
Fuzzy Time Series for Python
3 versions - Latest release: about 6 years ago - 1 dependent repositories - 236 downloads last month - 257 stars on GitHub - 2 maintainers
Top 0.8% on pypi.org
tsfresh 0.20.2
tsfresh extracts relevant characteristics from time series
30 versions - Latest release: 3 months ago - 29 dependent packages - 246 dependent repositories - 242 thousand downloads last month - 8,076 stars on GitHub - 4 maintainers
Top 3.8% on pypi.org
hurst 0.0.5
Hurst exponent evaluation and R/S-analysis
3 versions - Latest release: about 5 years ago - 2 dependent packages - 18 dependent repositories - 6.55 thousand downloads last month - 274 stars on GitHub - 2 maintainers
pyoats 0.1.3
Quick and Easy Time Series Outlier Detection
4 versions - Latest release: about 2 months ago - 53 downloads last month - 98 stars on GitHub - 2 maintainers
Top 7.5% on pypi.org
numalogic 0.9.1
Collection of operational Machine Learning models and tools.
68 versions - Latest release: 18 days ago - 4 dependent repositories - 987 downloads last month - 159 stars on GitHub - 4 maintainers
outatime 3.2.2
Python framework to manage time series
16 versions - Latest release: over 1 year ago - 1 dependent repositories - 35 downloads last month - 6 stars on GitHub - 2 maintainers
Top 3.0% on pypi.org
hcrystalball 0.1.12
A library that unifies the API for most commonly used libraries and modelling techniques for time...
16 versions - Latest release: about 2 years ago - 3 dependent packages - 8 dependent repositories - 18.3 thousand downloads last month - 151 stars on GitHub - 6 maintainers
coreforecast 0.0.8
Fast implementations of common forecasting routines
8 versions - Latest release: 25 days ago - 182 thousand downloads last month - 24 stars on GitHub - 2 maintainers
pynumdiff 0.1.2
pynumdiff: numerical derivatives in python
6 versions - Latest release: about 2 years ago - 1 dependent package - 1 dependent repositories - 2.09 million downloads last month - 0 stars on GitHub - 4 maintainers
Top 6.9% on pypi.org
python-bcb 0.2.0
Python interface to Brazilian Central Bank web services
11 versions - Latest release: 10 months ago - 4 dependent repositories - 8.36 thousand downloads last month - 61 stars on GitHub - 2 maintainers
Top 7.8% on pypi.org
ydata-synthetic 1.3.2
Synthetic data generation methods with different synthetization methods.
30 versions - Latest release: 5 months ago - 1 dependent repositories - 5.39 thousand downloads last month - 1,296 stars on GitHub - 1 maintainer
changepoint-cython 0.1.5
A cython version of the changepoint R package
5 versions - Latest release: 12 months ago - 1 dependent repositories - 109 downloads last month - 9 stars on GitHub - 2 maintainers
astrosource 1.7.0
Analysis script for sources with variability in their brightness
24 versions - Latest release: about 1 year ago - 1 dependent repositories - 208 downloads last month - 4 stars on GitHub - 2 maintainers
spartan2 0.1.3
collection of data mining algorithms on big graphs and time series
8 versions - Latest release: over 2 years ago - 1 dependent repositories - 52 downloads last month - 76 stars on GitHub - 2 maintainers
tactis 0.1.3
Transformer-Attentional Copulas for Multivariate Time Series
11 versions - Latest release: 4 months ago - 204 downloads last month - 103 stars on GitHub - 6 maintainers
Top 3.8% on pypi.org
tsfel 0.1.7
Library for time series feature extraction
10 versions - Latest release: about 1 month ago - 1 dependent package - 10 dependent repositories - 17.9 thousand downloads last month - 860 stars on GitHub - 6 maintainers
mt3scm 0.4.8
Python package for 'Multivariate Time Series Sub-Sequence CLustering Metric'
3 versions - Latest release: over 1 year ago - 1 dependent repositories - 29 downloads last month - 3 stars on GitHub - 1 maintainer
energyquantified 0.13.4
Energy Quantified Time series API client.
27 versions - Latest release: 2 days ago - 1 dependent repositories - 18.8 thousand downloads last month - 14 stars on GitHub - 2 maintainers
tsinterpret 0.4.5
todo
33 versions - Latest release: about 1 month ago - 668 downloads last month - 99 stars on GitHub - 2 maintainers
Top 2.8% on pypi.org
causal-learn 0.1.3.8
causal-learn Python Package
23 versions - Latest release: 3 months ago - 4 dependent packages - 14 dependent repositories - 30.9 thousand downloads last month - 876 stars on GitHub - 2 maintainers
Top 7.2% on pypi.org
mintpy 1.5.3
Miami INsar Time-series software in PYthon
11 versions - Latest release: 5 months ago - 5 dependent repositories - 201 downloads last month - 493 stars on GitHub - 4 maintainers
burrowts 0.0.1
Simple plug and play timeseries database for storing and retreiving time-stamped values
1 version - Latest release: 12 months ago - 9 downloads last month - 0 stars on GitHub - 2 maintainers
Top 2.8% on pypi.org
neuralforecast 1.7.1
Time series forecasting suite using deep learning models
22 versions - Latest release: 25 days ago - 2 dependent packages - 21 dependent repositories - 28.7 thousand downloads last month - 2,446 stars on GitHub - 4 maintainers
deepts-forecasting 0.1.2
Deep Learning Models for time series prediction..
3 versions - Latest release: about 2 years ago - 1 dependent repositories - 41 downloads last month - 4 stars on GitHub - 2 maintainers
thyro 0.1.0a3
Create feature spaces from time series data for machine learning
1 version - Latest release: about 7 years ago - 1 dependent repositories - 17 downloads last month - 0 stars on GitHub - 1 maintainer
deep-time-series 0.1.2
Deep learning library for time series forecasting based on PyTorch.
3 versions - Latest release: about 1 year ago - 29 downloads last month - 5 stars on GitHub - 2 maintainers
Top 1.6% on pypi.org
statsforecast 1.7.4
Time series forecasting suite using statistical models
32 versions - Latest release: 27 days ago - 25 dependent packages - 235 dependent repositories - 566 thousand downloads last month - 3,568 stars on GitHub - 4 maintainers
tsgettoolbox 25.1.10
Will get time series from different sources on the internet
96 versions - Latest release: about 1 month ago - 3 dependent repositories - 149 downloads last month - 1 maintainer
elasticsearch-curator-internal 5.8.5
Tending your Elasticsearch indices
1 version - Latest release: almost 2 years ago - 1 dependent repositories - 21 downloads last month - 3,026 stars on GitHub - 1 maintainer
timekeep 0.2.0
Defensive timeseries analytics
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 8 downloads last month - 1 stars on GitHub - 2 maintainers
Top 8.6% on pypi.org
pypots 0.4.1 💰
A Python Toolbox for Data Mining on Partially-Observed Time Series
25 versions - Latest release: 18 days ago - 1 dependent repositories - 26.7 thousand downloads last month - 668 stars on GitHub - 2 maintainers
dsfaker 0.2.3
Data Science Faker
5 versions - Latest release: almost 5 years ago - 1 dependent repositories - 1.54 thousand downloads last month - 6 stars on GitHub - 4 maintainers
blitzml 0.20.0
A low-code library for machine learning pipelines
19 versions - Latest release: 8 months ago - 63 downloads last month - 5 stars on GitHub - 1 maintainer
timeseria 1.0.1
An object-oriented time series processing library
6 versions - Latest release: almost 2 years ago - 1 dependent repositories - 73 downloads last month - 18 stars on GitHub - 2 maintainers
torchts 0.1.1
Time series forecasting with PyTorch
2 versions - Latest release: over 2 years ago - 1 dependent repositories - 32 downloads last month - 76 stars on GitHub - 2 maintainers
lf-tape 0.4.1
Package for working with LSST time series data
12 versions - Latest release: 5 days ago - 153 downloads last month - 10 stars on GitHub - 4 maintainers
tcmb 0.4.1
Central Bank of the Republic of Türkiye (TCMB) Python API.
5 versions - Latest release: 5 days ago - 243 downloads last month - 11 stars on GitHub - 2 maintainers
pyspi 1.0.3
Library for pairwise analysis of time series data.
5 versions - Latest release: 13 days ago - 2 dependent repositories - 223 downloads last month - 172 stars on GitHub - 2 maintainers
sttpapi 0.6.0 💰
Streaming Telemetry Transport Protocol API
6 versions - Latest release: over 1 year ago - 37 downloads last month - 3 stars on GitHub - 3 maintainers
pyspi-lib 0.4.2 removed
Library for pairwise analysis of time series data.
1 version - Latest release: 3 months ago - 189 downloads last month - 147 stars on GitHub - 2 maintainers
toolbox-utils 5.0.9
Python toolbox for common utilities
25 versions - Latest release: about 1 month ago - 1 dependent package - 227 downloads last month - 1 maintainer
choochoo 0.41.1
Data Science for Training
190 versions - Latest release: over 2 years ago - 1 dependent repositories - 1.5 thousand downloads last month - 240 stars on GitHub - 1 maintainer
smos 0.2
SMOS (Soil Moisture and Ocean Salinity) image data readers and TS converter
2 versions - Latest release: almost 4 years ago - 4 dependent repositories - 89 downloads last month - 5 stars on GitHub - 3 maintainers
hspf-reader 1.0.7
Command line script and Python library to read HSPF WDM, binary, and plotgen time series.
16 versions - Latest release: about 1 month ago - 62 downloads last month - 1 maintainer
Top 7.0% on pypi.org
orion-ml 0.6.0
Orion is a machine learning library built for unsupervised time series anomaly detection.
41 versions - Latest release: 3 months ago - 3 dependent repositories - 1.92 thousand downloads last month - 898 stars on GitHub - 8 maintainers
Related Keywords
python 227 machine-learning 165 forecasting 126 data-science 100 deep-learning 91 time-series-analysis 73 timeseries 64 pytorch 54 scikit-learn 45 automl 40 anomaly-detection 32 time series 32 tabular-data 29 hyperparameter-optimization 27 time 26 ensemble-learning 26 natural-language-processing 25 computer-vision 25 pandas 25 time-series-classification 25 transfer-learning 24 automated-machine-learning 24 structured-data 24 object-detection 24 autogluon 24 gluon 24 python3 23 classification 23 time-series-forecasting 22 series 21 visualization 20 analysis 20 data 20 forecast 18 finance 18 astronomy 16 data-analysis 16 statistics 15 data-mining 14 prediction 14 time-series-regression 14 machine learning 14 database 13 clustering 13 hacktoberfest 13 timeseries-analysis 12 regression 12 metrics 11 feature-extraction 11 data-visualization 11 forecasting-models 11 neural-networks 11 feature-engineering 11 optimization 10 time-series-clustering 10 gaussian-processes 10 neural-network 10 econometrics 10 arima 10 keras 9 explainability 9 unsupervised-learning 9 analytics 9 xai 8 fbprophet 8 deep-neural-networks 8 timeseries-data 8 outlier-detection 8 machinelearning 8 time-series-prediction 8 datasets 8 lstm 8 timeseries-forecasting 8 elasticsearch 8 cli-app 8 learning 7 statsmodels 7 dtw 7 model-agnostic 7 dynamic-time-warping 7 filter 7 prophet 7 rule-based 7 multivariate 7 bayesian 6 model 6 deep learning 6 exponential-smoothing 6 artificial-intelligence 6 algorithm 6 benchmarking 6 machine-learning-algorithms 6 hydrology 6 supervised-learning 6 rnn 6 sensor 6 iot 6 autoregressive 6 image-classification 6 multivariate-timeseries 6