Nowcasting Python Packages

pysteps

Python framework for short-term ensemble prediction systems.

pyfortracc

pyFortraCC is a Python library for tracking and forecasting clusters.

rediz

Supporting community nowcasts at www.microprediction.org

microprediction

If you can measure it, consider it predicted

dgmr

Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954

tsecon

High-performance time series econometrics: Rust core, Python-first API — validated estimators, a 15-chapter guide, and honest inference by default

satflow

Satellite Optical Flow with machine learning models

nowcasting-utils

Common functionality between SatFlow and predict_pv_yield

nowcasting-dfm

A Python implementation of the Dynamic Factor Model (DFM) for macroeconomic nowcasting, extending the FRBNY framework (Qian & Bok) with a modern API: real-time vintage management, Kalman-based news decomposition, optional Numba acceleration, caching, and interactive Plotly visualizations.

nowcast-bench

Evaluation framework for precipitation nowcasting: radar extrapolation, NWP, and blends

minxiong-hydrocast

Fail-closed official-source observations and reproducible rainfall-nowcasting research for Minxiong, Taiwan.

skillful-nowcasting

Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954

nwc-safer

An awesome CLI tool simplifying NetCDF data extraction of NWC-SAF products and transformation to different file formats!

ainpp-pb-latam

AINPP Precipitation Benchmark for Latin America.

perceiver-model

Implementation of Perceiver, General Perception with Iterative Attention, in Pytorch

nowcast-lstm

LSTM neural networks for nowcasting economic data.

insurance-nowcast

ML-EM nowcasting for claims reporting delays — joint Poisson-Multinomial EM, XGBoost/GLM M-step, exposure offset, bootstrap CIs

nowcasting-sus

Bayesian nowcasting for Brazilian disease surveillance data (Sinan) - corrects reporting delay in real time with PyMC. `pip install nowcasting-sus`