Sentinel-3 - Remote Sensing Data

Global analysis ready multispectral satellite data from Sentinel-3 satellites. The Sentinel-3's Ocean and Land Colour Instrument (OLCI) sensor provides data with low spatial resolution (~300m pixels)...


Licensor:
European Space Agency
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
Coromandel River and Rain Gauge Time Series

This dataset contains ten-year historical river and rain gauge measurements from the Coromandel region. These measurements being water stage values recorded from the Tairua, Opitonui and Kauaeranga ri...


Licensor:
Waikato Regional Council
Licenses:
To Be Determined
GPATS Oceania Lightning Feed

Archive of lightning records and live feed for Oceania area. Spanning February 2004 to the present day.


Licensor:
MetraWeather Australia
Licenses:
Non-standard
Images of Wildlife from Cameras

The WCS training set contains 217,959 images from 441 locations, and the WCS test set contains 62,894 images from 111 locations. These 552 locations are spread across the globe. You may also choose...


Licensor:
N/A
Licenses:
Creative Commons Attribution 4.0 International
Predator camera images

Images of predators species extracted from camera trap video taken in the Karioi region from 2018-2020. This data is available in PNG files, with the folders defining the classes (predator species) o...


Licensor:
Waikato Regional Council
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
LILA Wellington Camera Trap

This data set contains 270,450 images from 187 camera locations in Wellington, New Zealand. The cameras (Bushnell 119537, 119476, and 119436) recorded sequences of three images when triggered. Each se...


Licensor:
Victor Anton, Stephen Hartley, Andre Geldenhuis, Heiko U Wittmer
Licenses:
Creative Commons Attribution 4.0 International
Crown-of-Thorns Starfish

Images of crown-of-thorns starfish predators taken from the Great Barrier Reef. This data contains three folders with sample image sequences of swimming across coral reefs.


Licensor:
TAIAO Project
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
LCDB and Waikato Regional Aerial Photography (2017)

Land cover database (LCDB) and Waikato Regional Aerial Photography paired imagery for the Waikato region taken in 2017. This data is available in PNG files, with the folders defining the classes (lan...


Licensor:
TAIAO Project
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
Himawari 8 Weather Satellite

The Himawari-8 weather satellite is a geostationary satellite owned and operated by the Japan Meteorological Agency (JMA) and provides data covering East Asia, and includes the West and central Pacifi...


Licensor:
Japan Meteorological Agency
Licenses:
Non-standard, Creative Commons Public Domain Dedication 1.0 Universal (CC0 1.0)
Bay of Plenty Water Quality and Discharge Data

Collection of data sources reporting on Water quality and Discharge rates within the Bay of Plenty region.


Licensor:
Bay of Plenty Regional Council
Licenses:
Non-standard
Aggregated interpolated wave and Atmospheric forecast

This dataset provides waves and atmospheric statistics interpolated at any location on Earth. The data in this dataset comes from multiple sources and is generated by numerical models solving the fund...


Licensor:
MetOcean
Licenses:
To Be Determined
NZ MetService Rain Radar Network

This dataset is an archive of data from the MetService doppler radar network. [Sample Data](https://github.com/metocean/TAIAO/tree/master/data_connectors/nzradar_connector/sample_data)


Licensor:
Meteorological Service of New Zealand Ltd
Licenses:
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA)
Auckland/Hamilton Aerial Photography

Archive of twenty-thousand aerial photographs captured at an altitude of one-hundred feet above sea level, together with corresponding port and starboard images offset at an angle of approximately 30o...


Licensor:
N/A
Licenses:
To Be Determined
LINZ tidal gauge data

This data set is a collection of water level time-series measured by tidal gauges at a number of location around New Zealand (including Antarctica and Chatham Islands). Most time-series are over 10 y...


Licensor:
Toitū Te Whenua Land Information New Zealand
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
Sentinel Satellite snapshot of Waikato region

Spanning the period 2014 through 2020, focusing on the Lake Whangape area within the Waikato region of New Zealand, images captured by the satellites; [Sentinel 1](https://developers.google.com/earth-...


Licensor:
European Space Agency
Licenses:
Creative Commons Attribution 4.0 International
Mt Karioi Predator Project

This data set encompasses more than two-thousand one hundred, thirty-second video clips captured using Infra-red triggered Bushnell cameras. The cameras are distributed through thirty locations within...


Licensor:
N/A
Licenses:
To Be Determined
Google Earth Data Catalog

A multi-petabyte catalog of planetary scale satellite imagery and associated data products. Data sets are categorised into: Climate & Weather, Imagery, and Geophysical and include climate, weather, s...


Licensor:
Google
Licenses:
Multiple
River and Radar sensor data (2015-2018)

Gridded rain radar, and river sensor information taken from August 2015 to January 2018, taken at 15 minutes samples. This data is available in CSV files: Column 0 contains the timestamp of the recor...


Licensor:
TAIAO Project
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
Moana hydrodynamic hindcast version 1.9

The Moana backbone hindcast version 1.9 dataset is a 25 year hydrodynamic hindcast of New Zealands water generated the Meteorological Service of New Zealand as part of the NZ MBIE funded Moana project...


Licensor:
Meteorological Service of New Zealand Ltd
Licenses:
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA)
MetService Automatic Weather Stations hourly subset

Hourly subset of the MetService Automatic Weather Station (AWS) data as available on the Global Telecommunications System Data collected from an array of fixed weather stations located across the cou...


Licensor:
Meteorological Service of New Zealand
Licenses:
Creative Commons Public Domain Dedication 1.0 Universal (CC0 1.0)
MetService weather stations

MetService (Te Ratonga Tirorangi) compiled hourly data from weather stations around the country, with the data ranging from January 1993 to August 2022. The data is available in CSV files, one per we...


Licensor:
MetService
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
Global Topography

Topography measurement covering the entire surface of the globe. Data captured from the satellite includes: Topography metrics; ARD tile format. Extracted from the NASA Making Earth System Data Recor...


Licensor:
Global Land Analysis and Discovery Team, University of Maryland
Licenses:
Creative Commons Attribution 4.0 International
Kahikatea aerial imagery

This dataset contains images for Kahikatea (an indigenous plant in New Zealand) classification. Positive examples (in which Kahikatea trees can be identified) are annotated with true explanations suc...


Licensor:
Waikato Regional Council
Licenses:
Creative Commons Attribution-NoDerivatives 4.0 International (CC BY-ND)
New Zealand radiosonde (balloon flights) data

Weather balloons measuring upper air temperatures and winds are routinely launched from four stations around New Zealand. The four New Zealand upper air observatories at Raoul Island, Whenuapai, Para...


Licensor:
Meteorological Service of New Zealand
Licenses:
Creative Commons Public Domain Dedication 1.0 Universal (CC0 1.0)
Landsat 8 - Remote Sensing Data

Global analysis ready multispectral satellite data from Landsat 8 OLI sensor. Landsat 8 provides the capability to capture data medium resolution image data covering the global landmass.


Licensor:
N/A
Licenses:
Creative Commons Attribution 4.0 International (CC BY)
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...


Licensor:
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.


Licensor:
Licenses:
None
Coasts and Ocean Collective database

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Licensor:
Licenses:
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...


Licensor:
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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Licensor:
Licenses:
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...


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

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Licensor:
Licenses:
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...


Licensor:
Licenses:
To Be Determined
Moa

MOA is the most popular open source framework for data stream mining, with a very active growing community.

Explainable AI

This resource provides a demonstration of the capability for Machine Learning algorithms to provide a measure of understandability given the output from the algorithm.

Weka

WEKA (Waikato Environment for Knowledge Analysis) is an open source machine learning software in JAVA. It contains tools for data preparation, classification, regression, clustering, association rules mining, and visualization.

River

A Python package for online/streaming machine learning.

ADAMS

The Advanced Data Mining And Machine Learning System (ADAMS) is a flexible workflow engine aimed at quickly building and maintaining data-driven, reactive workflows, easily integrated into business processes, released under GPLv3.

Satellite derived bathymetry for intertidal zones

Prediction of coastal flooding events within New Zealand. Important to have some capability to describe the event, and its impact on the environment. An area of particular concern is the estimation of bathymetry data for estuaries.

SciKit Learn - machine learning in Python

A machine learning library in Python

How to use Jupyter Notebooks and Python

This instructional material will provide an introductory guide to Jupyter Notebooks and the Python programming language.

Introduction to PyTorch

An introduction to a framework for machine learning.

River - a library for data stream mining

A library for data stream mining