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Validation of alerting system results produced by tools like nrt

Project description

nrt-validate is a companion package to [nrt](https://github.com/ec-jrc/nrt), designed for near real-time monitoring of satellite image time series. It extends nrt’s capabilities by providing tools for visual interpretation of time-series data, and for the creation and management of reference/validation datasets.

Features

  • Interactive time-series annotation interface built with jupyter widgets

  • Spatial sampling for unbiased accuracy assessment

  • Various estimator or accuracy (Olofsson et al., 2013; Stehman 2014) and timeliness (Bullocks et al., 2022)

Installation

To install nrt-validate, run:

pip install nrt-validate

Usage

Here is a basic example to get started with the interactive annotation interface in a Jupyter notebook.

from nrt.validate.response import Interface
from nrt.validate import data

interface = Interface(cube=data.sentinel2_czechia(), features=samples_czechia())
interface.display_interface()

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