Notebooks

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Predicting Extreme Events in Air Quality

In this notebook, we approach the problem of predicting dangerous events in air quality from land-based sensor data in urban centres. We employ continual learning techniques to reintroduce instances ...


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Licenses:
Creative Commons Attribution-NoDerivatives 4.0 International (CC BY-ND)
Removing the contribution of seabed reflectance to water reflectance

<!--StartFragment--> ## **To anyone who would like to use my model to correct water reflectance in the intertidal regions:** Lyzenga's model is widely used to estimate water depth or water reflectan...


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Non-standard
Scaling up Benthic Primary Productivity Estimates in a Large Intertidal Estuary using Remote Sensing

Zhanchao Shao, Prof. Karin Bryan, Dr Moritz Lemann, Georgina Flowers and Prof. Conrad Pilditch have been working together to develop a new methodology using machine learning and remote sensing data t...


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To Be Determined
Estimating Chl-a from Remote Sensing - a CDE Machine Learning Approach

In this notebook, we explore state-of-the-art machine learning approaches to the task of estimating the concentration of chlorophyll-a (chl-a) from remote sensing data (satellites). The goal of this...


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Licenses:
GNU GPLv3
Critter Detector

Below is a video from a camera trap set in New Zealand for which we wish to detect the species of critter in the video.


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None
Coasts and Ocean Collective database

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None
Moana thredds server connector

This notebook describes how to get observation data from the thredds server set on top of the Moana 25 year hydrodynamic hindcast of New Zealand waters. The data is freely available from that server u...


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Licenses:
To Be Determined, Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA)
NZ Metservice Rain Radar Network

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None
NZ radar raw data connector

This notebook describes how to work with the raw radar files produced by the MetServices rain radar network. It shows how to read them and interact with the key quantities to plot the data. The last p...


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Licenses:
Creative Commons Attribution-ShareAlike 4.0 International, GNU GPLv3
Taiao Case 4

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None
MetOcean Solutions Observation API connector

This notebook describes how to get observation data from one of MetOcean Solutions' observation API. The data that can be accessed though the API come from different sources such as MetService's auto...


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Licenses:
To Be Determined