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

pypi.org "forecasting" keyword

Top 1.8% on pypi.org
autogluon.multimodal 1.6.1
Fast and Accurate ML in 3 Lines of Code
1,455 versions - Latest release: 9 days ago - 3 dependent packages - 15 dependent repositories - 306 thousand downloads last month - 6,566 stars on GitHub - 1 maintainer
openstef-meta 4.2.3
Meta models for OpenSTEF
32 versions - Latest release: 1 day ago - 10.2 thousand downloads last month - 159 stars on GitHub - 1 maintainer
openstef-core 4.2.3
Core functionality for OpenSTEF, a framework for short-term energy forecasting.
54 versions - Latest release: 1 day ago - 10.8 thousand downloads last month - 159 stars on GitHub - 1 maintainer
openstef-foundation-models 4.2.3
Foundation model support for OpenSTEF
7 versions - Latest release: 1 day ago - 10.1 thousand downloads last month - 159 stars on GitHub - 1 maintainer
openstef-models 4.2.3
Core models for OpenSTEF
54 versions - Latest release: 1 day ago - 10.7 thousand downloads last month - 159 stars on GitHub - 1 maintainer
openstef-beam 4.2.3
Backtesting, Evaluation, Analysis and Metrics (BEAM) library for OpenSTEF
54 versions - Latest release: 1 day ago - 10.7 thousand downloads last month - 159 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
openstef 4.2.3
Open Short Term Energy forecasting library
249 versions - Latest release: 1 day ago - 1 dependent package - 3 dependent repositories - 11.9 thousand downloads last month - 92 stars on GitHub - 1 maintainer
scores 2.6.0
Scores is a Python package containing mathematical functions for the verification, evaluation and...
30 versions - Latest release: 30 days ago - 2 dependent repositories - 8.79 thousand downloads last month - 62 stars on GitHub - 1 maintainer
Top 9.0% on pypi.org
flexmeasures 0.33.1
The *FlexMeasures Platform* is the intelligent backend to support real-time energy flexibility ap...
127 versions - Latest release: about 1 month ago - 2 dependent repositories - 594 downloads last month - 205 stars on GitHub - 2 maintainers
prophet-freddy 1.0.2
Automatic Forecasting Procedure
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 7 downloads last month - 20,357 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
prophet 1.4.0
Automatic Forecasting Procedure
16 versions - Latest release: about 12 hours ago - 81 dependent packages - 1,298 dependent repositories - 6.94 million downloads last month - 17,861 stars on GitHub - 3 maintainers
Top 0.5% on pypi.org
fbprophet 0.7.1
Automatic Forecasting Procedure
14 versions - Latest release: almost 6 years ago - 18 dependent packages - 931 dependent repositories - 24.1 thousand downloads last month - 18,435 stars on GitHub - 2 maintainers
Top 1.9% on pypi.org
neuralprophet 0.9.0
NeuralProphet is an easy to learn framework for interpretable time series forecasting.
33 versions - Latest release: about 2 years ago - 4 dependent packages - 69 dependent repositories - 89.7 thousand downloads last month - 3,799 stars on GitHub - 2 maintainers
uni2ts 2.0.0
Unified Training of Universal Time Series Forecasting Transformers
4 versions - Latest release: 9 months ago - 14.1 thousand downloads last month - 1,567 stars on GitHub - 1 maintainer
openchatbi 0.3.0
OpenChatBI - Natural language business intelligence powered by LLMs for intuitive data analysis a...
8 versions - Latest release: 3 months ago - 77 downloads last month - 617 stars on GitHub - 1 maintainer
Top 2.7% on pypi.org
skforecast 0.23.0 ๐Ÿ’ฐ
Skforecast is a Python library for time series forecasting using scikit-learn compatible models, ...
34 versions - Latest release: about 1 month ago - 8 dependent packages - 18 dependent repositories - 155 thousand downloads last month - 1,524 stars on GitHub - 2 maintainers
tirex-ts 1.4.2
A pre-trained Time Series Forecasting Model based on xLSTM supporting zero-shot forecasting
8 versions - Latest release: 2 months ago - 11 thousand downloads last month - 296 stars on GitHub - 2 maintainers
timecopilot-tirex 0.1.1
A pre-trained Time Series Forecasting Model based on xLSTM supporting zero-shot forecasting
2 versions - Latest release: 2 months ago - 1.93 thousand downloads last month - 296 stars on GitHub - 1 maintainer
forestatrisk 1.3.2
Modelling and forecasting deforestation in the tropics
21 versions - Latest release: over 1 year ago - 1 dependent repositories - 199 downloads last month - 128 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
cfdm 1.8.5
A Python reference implementation of the CF data model
60 versions - Latest release: about 6 years ago - 4 dependent repositories - 5.34 thousand downloads last month - 31 stars on GitHub - 2 maintainers
sysidentpy 0.9.0 ๐Ÿ’ฐ
A Python Package For System Identification Using NARMAX Models
27 versions - Latest release: 2 months ago - 1 dependent repositories - 878 downloads last month - 379 stars on GitHub - 4 maintainers
mosqlient 2.6.0
client library for the mosqlimate client library
44 versions - Latest release: about 1 month ago - 665 downloads last month - 5 stars on GitHub - 1 maintainer
chainopy 1.0.3
A Python Library for Markov Chain based Stochastic Analysis!
5 versions - Latest release: about 2 years ago - 17 downloads last month - 23 stars on GitHub - 1 maintainer
chronax 0.1.1
A JAX-based time-series forecasting library.
2 versions - Latest release: 5 months ago - 1.14 thousand downloads last month - 60 stars on GitHub - 5 maintainers
Top 1.7% on pypi.org
autogluon 1.6.1
Fast and Accurate ML in 3 Lines of Code
2,271 versions - Latest release: 9 days ago - 8 dependent packages - 59 dependent repositories - 270 thousand downloads last month - 6,566 stars on GitHub - 2 maintainers
Top 0.9% on pypi.org
autogluon.core 1.6.1
Fast and Accurate ML in 3 Lines of Code
2,082 versions - Latest release: 9 days ago - 11 dependent packages - 111 dependent repositories - 288 thousand downloads last month - 6,566 stars on GitHub - 3 maintainers
Top 8.8% on pypi.org
autogluon.eda 0.8.3
AutoML for Image, Text, and Tabular Data
189 versions - Latest release: over 2 years ago - 486 downloads last month - 10,596 stars on GitHub - 1 maintainer
Top 4.0% on pypi.org
autogluon.timeseries 1.6.1
Fast and Accurate ML in 3 Lines of Code
1,448 versions - Latest release: 9 days ago - 4 dependent repositories - 507 thousand downloads last month - 10,596 stars on GitHub - 1 maintainer
aglite-test 0.7.0b20230314
AutoML for Image, Text, and Tabular Data
8 versions - Latest release: over 3 years ago - 26 downloads last month - 10,596 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
autogluon.features 1.6.1
Fast and Accurate ML in 3 Lines of Code
1,968 versions - Latest release: 9 days ago - 7 dependent packages - 39 dependent repositories - 283 thousand downloads last month - 6,566 stars on GitHub - 3 maintainers
Top 2.5% on pypi.org
autogluon.vision 0.6.2
AutoML for Image, Text, and Tabular Data
846 versions - Latest release: over 3 years ago - 1 dependent package - 18 dependent repositories - 41.9 thousand downloads last month - 10,596 stars on GitHub - 1 maintainer
extremeweatherbench 1.0.2
Benchmarking weather and weather AI models using extreme events
4 versions - Latest release: 4 months ago - 72 downloads last month - 126 stars on GitHub - 1 maintainer
Top 8.7% on pypi.org
verif 1.4.0
A verification program for meteorological forecasts and observations
21 versions - Latest release: 3 months ago - 1 dependent package - 5 dependent repositories - 454 downloads last month - 102 stars on GitHub - 1 maintainer
autogluon-tonyhu-test.multimodal 1.0.5b20240302
AutoML for Image, Text, and Tabular Data
5 versions - Latest release: over 2 years ago - 1 dependent package - 788 downloads last month - 10,596 stars on GitHub - 1 maintainer
autogluon-tonyhu-test.common 1.0.5b20240302
AutoML for Image, Text, and Tabular Data
5 versions - Latest release: over 2 years ago - 4 dependent packages - 741 downloads last month - 10,596 stars on GitHub - 1 maintainer
autogluon-tonyhu-test.timeseries 1.0.5b20240302
AutoML for Image, Text, and Tabular Data
5 versions - Latest release: over 2 years ago - 743 downloads last month - 10,596 stars on GitHub - 1 maintainer
autogluon-tonyhu-test.core 1.0.5b20240302
AutoML for Image, Text, and Tabular Data
5 versions - Latest release: over 2 years ago - 1 dependent package - 781 downloads last month - 10,596 stars on GitHub - 1 maintainer
aglite-test.tabular 0.7.0b20230314
AutoML for Image, Text, and Tabular Data
8 versions - Latest release: over 3 years ago - 1 dependent package - 34 downloads last month - 10,596 stars on GitHub - 1 maintainer
Top 2.5% on pypi.org
autogluon.text 0.6.2
AutoML for Image, Text, and Tabular Data
837 versions - Latest release: over 3 years ago - 1 dependent package - 17 dependent repositories - 176 thousand downloads last month - 10,596 stars on GitHub - 1 maintainer
aglite-test.core 0.7.0b20230314
AutoML for Image, Text, and Tabular Data
8 versions - Latest release: over 3 years ago - 2 dependent packages - 27 downloads last month - 10,596 stars on GitHub - 1 maintainer
aglite-test.common 0.7.0b20230314
AutoML for Image, Text, and Tabular Data
8 versions - Latest release: over 3 years ago - 2 dependent packages - 19 downloads last month - 10,596 stars on GitHub - 1 maintainer
autogluon-tonyhu-test.tabular 1.0.5b20240302
AutoML for Image, Text, and Tabular Data
5 versions - Latest release: over 2 years ago - 747 downloads last month - 10,596 stars on GitHub - 1 maintainer
autogluon-tonyhu-test 1.0.5b20240302
AutoML for Image, Text, and Tabular Data
4 versions - Latest release: over 2 years ago - 748 downloads last month - 10,596 stars on GitHub - 1 maintainer
aglite-test.features 0.7.0b20230314
AutoML for Image, Text, and Tabular Data
8 versions - Latest release: over 3 years ago - 2 dependent packages - 25 downloads last month - 10,596 stars on GitHub - 1 maintainer
autogluon-tonyhu-test.features 1.0.5b20240302
AutoML for Image, Text, and Tabular Data
5 versions - Latest release: over 2 years ago - 3 dependent packages - 779 downloads last month - 10,596 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
autogluon.common 1.6.1
Fast and Accurate ML in 3 Lines of Code
1,679 versions - Latest release: 9 days ago - 11 dependent packages - 23 dependent repositories - 324 thousand downloads last month - 6,566 stars on GitHub - 1 maintainer
Top 1.2% on pypi.org
autogluon.tabular 1.6.1
Fast and Accurate ML in 3 Lines of Code
2,071 versions - Latest release: 9 days ago - 7 dependent packages - 44 dependent repositories - 984 thousand downloads last month - 7,185 stars on GitHub - 3 maintainers
cosmowap 0.7.1
A package for forecasting with the galaxy clustering power spectra and bispectra
17 versions - Latest release: about 2 months ago - 117 downloads last month - 12 stars on GitHub - 1 maintainer
lisflood-model 5.0.0
LISFLOOD model python module
44 versions - Latest release: about 2 months ago - 1 dependent repositories - 170 downloads last month - 119 stars on GitHub - 3 maintainers
sounderpy 3.1.0
Vertical Profile Data Retrieval and Analysis Tool For Python
38 versions - Latest release: 10 months ago - 1.1 thousand downloads last month - 50 stars on GitHub - 1 maintainer
skyrim 0.0.2
AI weather models united.
3 versions - Latest release: over 2 years ago - 32 downloads last month - 255 stars on GitHub - 1 maintainer
utilsforecast 0.2.16
Forecasting utilities
57 versions - Latest release: 4 months ago - 8 dependent packages - 1 dependent repositories - 2.25 million downloads last month - 108 stars on GitHub - 3 maintainers
Top 4.6% on pypi.org
mlforecast 1.1.0
Scalable machine learning based time series forecasting
58 versions - Latest release: about 1 month ago - 4 dependent packages - 4 dependent repositories - 492 thousand downloads last month - 830 stars on GitHub - 3 maintainers
Top 4.2% on pypi.org
hierarchicalforecast 1.5.1
Hierarchical Methods Time Series Forecasting
26 versions - Latest release: 5 months ago - 5 dependent packages - 48 dependent repositories - 274 thousand downloads last month - 565 stars on GitHub - 3 maintainers
Top 6.2% on pypi.org
datasetsforecast 1.0.1
Datasets for Time series forecasting
10 versions - Latest release: 6 months ago - 8 dependent packages - 9 dependent repositories - 105 thousand downloads last month - 64 stars on GitHub - 3 maintainers
shyft.time-series 13.0.3
Open Shyft for advanced high performance time-series handling
152 versions - Latest release: over 2 years ago - 431 downloads last month - 32 stars on gitlab.com - 2 maintainers
shyft 15.0.1
('Open Shyft, - An framework providing python enabled tools and services for the energy-market, h...
285 versions - Latest release: about 2 years ago - 1 dependent repositories - 460 downloads last month - 32 stars on gitlab.com - 2 maintainers
Top 8.3% on pypi.org
metnet 4.1.25 ๐Ÿ’ฐ
PyTorch MetNet Implementation
49 versions - Latest release: about 1 month ago - 2 dependent repositories - 911 downloads last month - 217 stars on GitHub - 2 maintainers
Top 6.5% on pypi.org
climpred 2.6.0
"""Verification of weather and climate forecasts and prediction."""
19 versions - Latest release: 6 months ago - 1 dependent package - 2 dependent repositories - 763 downloads last month - 233 stars on GitHub - 3 maintainers
Top 3.8% on pypi.org
xskillscore 0.0.29
Metrics for verifying forecasts
28 versions - Latest release: 6 months ago - 5 dependent packages - 13 dependent repositories - 14.6 thousand downloads last month - 224 stars on GitHub - 3 maintainers
Top 0.2% on pypi.org
statsmodels 0.14.6
Statistical computations and models for Python
41 versions - Latest release: 8 months ago - 1,565 dependent packages - 23,993 dependent repositories - 41.3 million downloads last month - 9,506 stars on GitHub - 5 maintainers
numpyro-forecast 0.2.3 ๐Ÿ’ฐ
A JAX/NumPyro port of Pyro's forecasting module.
8 versions - Latest release: 25 days ago - 332 downloads last month - 34 stars on GitHub - 1 maintainer
synforecast 0.1.0
Fast synthetic time series for testing, augmentation, and pretraining
1 version - Latest release: 10 days ago - 823 downloads last month - 0 stars on GitHub - 1 maintainer
ewstools 2.1.3
A Python package for early warning signals (EWS) of bifurcations in time series data.
18 versions - Latest release: 17 days ago - 3 dependent repositories - 487 downloads last month - 98 stars on GitHub - 2 maintainers
systemgmmkit 1.0.0
Panel-data econometrics workflows for OLS, FE, RE, IV/2SLS, Difference GMM, System GMM, diagnosti...
12 versions - Latest release: 1 day ago - 458 downloads last month - 0 stars on GitHub - 1 maintainer
Top 1.6% on pypi.org
statsforecast 2.1.1
Time series forecasting suite using statistical models
43 versions - Latest release: 30 days ago - 31 dependent packages - 235 dependent repositories - 1.79 million downloads last month - 4,867 stars on GitHub - 3 maintainers
derivkit 1.2.1
A robust toolkit for stable numerical derivatives
6 versions - Latest release: 4 months ago - 156 downloads last month - 25 stars on GitHub - 1 maintainer
chronocratic-models 0.1.0a17
Ready-to-use time series models implemented in PyTorch and Lightning.
17 versions - Latest release: 16 days ago - 3 stars on GitHub - 1 maintainer
Top 1.2% on pypi.org
pmdarima 2.1.1 ๐Ÿ’ฐ
Python's forecast::auto.arima equivalent
29 versions - Latest release: 9 months ago - 50 dependent packages - 819 dependent repositories - 2.99 million downloads last month - 1,558 stars on GitHub - 2 maintainers
brontide 0.1.1
Forecasting the research frontier: which regions of the arXiv embedding cloud are emerging vs sat...
2 versions - Latest release: 4 days ago - 204 downloads last month - 1 maintainer
prophet-sucks 1.0.0
A joke package that re-exports `laplace` from skaters. Use skaters instead.
1 version - Latest release: about 2 months ago - 123 downloads last month - 64 stars on GitHub - 1 maintainer
skaters 0.16.0
Fast univariate time series models that run in Pyodide
19 versions - Latest release: 5 days ago - 444 downloads last month - 64 stars on GitHub - 1 maintainer
accord-rosetta 0.1.14
Canonical data acquisition for seasonal climate forecasting
13 versions - Latest release: 3 days ago - 0 stars on GitHub - 2 maintainers
yohou 0.1.0a12
A time series forecasting package based on Scikit-Learn and Polars
12 versions - Latest release: 3 days ago - 3.85 thousand downloads last month - 6 stars on GitHub - 1 maintainer
victron-vrm 0.1.12
Async Python client for the Victron Energy VRM API and MQTT client for VRM
11 versions - Latest release: 2 months ago - 21 thousand downloads last month - 1 stars on GitHub - 1 maintainer
loadforecast 0.0.4
A package for easy time series forecasting of electrical load
2 versions - Latest release: about 5 years ago - 1 dependent repositories - 36 downloads last month - 0 stars on GitHub - 1 maintainer
Top 0.9% on pypi.org
sktime 1.1.0 ๐Ÿ’ฐ
A unified framework for machine learning with time series
103 versions - Latest release: 18 days ago - 61 dependent packages - 217 dependent repositories - 1.14 million downloads last month - 7,134 stars on GitHub - 2 maintainers
Top 2.8% on pypi.org
neuralforecast 3.2.1
Time series forecasting suite using deep learning models
44 versions - Latest release: 11 days ago - 8 dependent packages - 21 dependent repositories - 294 thousand downloads last month - 4,238 stars on GitHub - 3 maintainers
rraider 0.1.0
Trading tools in python
1 version - Latest release: almost 6 years ago - 1 dependent repositories - 10 downloads last month - 1 stars on GitHub - 1 maintainer
sprint-forecast 0.1.0
Exact-state sprint success forecasting for small agile teams
1 version - Latest release: 7 months ago - 82 downloads last month - 1 maintainer
Top 1.1% on pypi.org
arch 8.0.0
ARCH for Python
48 versions - Latest release: 10 months ago - 33 dependent packages - 292 dependent repositories - 989 thousand downloads last month - 1,337 stars on GitHub - 1 maintainer
hydrotools.nwm-client 9.2.1
Retrieve National Water Model data from various sources.
9 versions - Latest release: 5 months ago - 397 downloads last month - 60 stars on GitHub - 3 maintainers
volcano-forecast 1.0.0
Multi-parameter volcanic unrest monitoring and eruption forecasting framework
1 version - Latest release: 6 months ago - 52 downloads last month - 1 maintainer
eb-contracts 0.2.2
Electric Barometer data contracts and validation utilities.
3 versions - Latest release: 7 months ago - 64 downloads last month - 1 maintainer
fractime 0.7.0
Python library for advanced time series forecasting using fractal geometry and chaos theory
6 versions - Latest release: 6 months ago - 111 downloads last month - 1 maintainer
macrovolpy 0.1.0
Deep statistical forecasting and volatility learning for macro-financial time series.
1 version - Latest release: about 1 month ago - 1 maintainer
pytsal 1.1.1
An easy to use open-source python framework for Time Series analysis, visualization and forecasti...
6 versions - Latest release: about 5 years ago - 1 dependent repositories - 79 downloads last month - 40 stars on GitHub - 1 maintainer
timecopilot 0.0.30 ๐Ÿ’ฐ
The GenAI Forecasting Agent ยท LLMs ร— Time Series Foundation Models
30 versions - Latest release: 5 days ago - 2.81 thousand downloads last month - 587 stars on GitHub - 1 maintainer
Top 5.5% on pypi.org
pyaf 2.0.1
Python Automatic Forecasting
12 versions - Latest release: about 6 years ago - 6 dependent repositories - 8.6 thousand downloads last month - 460 stars on GitHub - 1 maintainer
timecopilot-chronos-forecasting 0.2.2
Chronos: Pretrained models for time series forecasting
4 versions - Latest release: about 2 months ago - 1.98 thousand downloads last month - 5,696 stars on GitHub - 1 maintainer
chronos-forecasting 2.3.1
Chronos: Pretrained models for time series forecasting
21 versions - Latest release: about 1 month ago - 781 thousand downloads last month - 5,696 stars on GitHub - 2 maintainers
pgml-extension 1.0.1
Simple machine learning in PostgreSQL.
17 versions - Latest release: almost 4 years ago - 1 dependent repositories - 54 downloads last month - 6,817 stars on GitHub - 2 maintainers
Top 4.9% on pypi.org
pgml 1.1.1
Python SDK is designed to facilitate the development of scalable vector search applications on Po...
29 versions - Latest release: about 2 years ago - 1 dependent package - 4 dependent repositories - 444 downloads last month - 6,817 stars on GitHub - 3 maintainers
dgmr 1.4.4 ๐Ÿ’ฐ
PyTorch Skillful Nowcasting GAN Implementation
34 versions - Latest release: 3 months ago - 1 dependent repositories - 372 downloads last month - 209 stars on GitHub - 1 maintainer
polypoll-sdk 0.3.0
Unified SDK for prediction market data aggregation across Polymarket, Kalshi, Manifold, Metaculus...
7 versions - Latest release: 6 months ago - 55 downloads last month - 1 maintainer
forecast-tools 0.4.1
Tools to support forecasting education in Python
9 versions - Latest release: over 1 year ago - 2 dependent repositories - 79 downloads last month - 8 stars on GitHub - 2 maintainers
garch-calculator 2.0.0
High-Performance GARCH Calculator with Incremental Updates and Preset Parameters
8 versions - Latest release: about 1 year ago - 68 downloads last month - 1 maintainer
Top 1.8% on pypi.org
pytorch-forecasting 1.8.0 ๐Ÿ’ฐ
Forecasting timeseries with PyTorch - dataloaders, normalizers, metrics and models
44 versions - Latest release: about 2 months ago - 9 dependent packages - 34 dependent repositories - 326 thousand downloads last month - 4,968 stars on GitHub - 2 maintainers
jointfm-client 0.2.2
A Python SDK for the JointFM REST API
4 versions - Latest release: 14 days ago - 1 maintainer
genformer 0.1.2
Deep Generative Transformers for Probabilistic Time Series and Spatiotemporal Forecasting
3 versions - Latest release: about 2 months ago - 457 downloads last month - 1 maintainer
Related Keywords
time-series 276 machine-learning 164 python 148 deep-learning 81 time series 78 data-science 76 pytorch 60 timeseries 44 scikit-learn 42 prediction 38 automl 37 anomaly-detection 35 time-series-analysis 34 machine learning 33 pandas 29 statistics 28 finance 27 ensemble-learning 27 econometrics 27 time-series-forecasting 26 arima 26 autogluon 26 computer-vision 26 hyperparameter-optimization 25 ai 25 automated-machine-learning 24 gluon 24 classification 24 natural-language-processing 24 object-detection 24 structured-data 24 tabular-data 24 transfer-learning 24 energy 23 regression 23 transformer 22 llm 20 evaluation 20 artificial-intelligence 20 forecast 20 weather 19 deep learning 19 simulation 19 verification 18 prophet 18 mcp 17 climate 16 api 16 ARIMA 15 time 15 modeling 15 hydrology 15 agents 13 machinelearning 13 forecasting-models 13 validation 13 bayesian 12 time-series-regression 12 xgboost 12 sdk 12 time-series-classification 12 analysis 12 meteorology 11 data-analysis 11 hierarchical 11 visualization 11 ml 11 predictions 11 foundation-models 10 trading 10 lstm 10 seasonality 10 series 10 transformers 10 metrics 10 observations 10 noaa 10 calibration 9 exponential-smoothing 9 data science 9 lightgbm 9 feature-engineering 9 timeseries-forecasting 9 data-mining 9 neural-networks 8 neural-network 8 trend 8 timeseries-analysis 8 clustering 8 analytics 8 cli 8 benchmarking 8 probabilistic-forecasting 8 statsmodels 8 backtesting 8 artificial intelligence 8 datasets 8 python3 8 imputation 8 tensorflow 7