Table of provenance data for ceramic and lithic artefacts from Samoa.

This dataset was used for for the 2017 thesis linked below, "Vegetation ecology and conservation of potential turlough systems in the East Burren Complex SAC, Co. Clare."Files include raw quadrat data (unedited to final form), GPS data, cluster analysis files, and indicator species analysis files.

Data tables for archaeological auger cores with full core descriptions (e.g., depth of layers, layer characteristics); ArcGIS files and R markdown to run kriging and variogram analyses; Oxcal script for Bayesian dating analysis

These are the lava flow areal footprints simulated by MOLASSES for the Birkenhead, Otahuhu, and Mt Eden Suburb DEVORA scenarios. Please see README for more information.

Thermal modelling has been undertaken for the Birkenhead eruptive scenario created by the Determining Volcanic Risk in Auckland (DEVORA) research programme (Hayes et al. 2018). First, FLOWGO (Chevrel et al. 2018) was used to calculate the temperature of the lava flow with increasing distance from the vent. Then, the thickness from the MOLASSES modelling...

Chain code, normalized Elliptic Fourier descriptors, PCA scores, and measurements of valve area (size) for the fourth, head, and tail valves (all samples used in the geometric morphometrics analyses of the paper ‘Hitchhiking consequences for genetic and morphological patterns: the influence of kelp rafting on a brooding chiton’) DESCRIPTION OF FILES...

To study the role of population size and how it relates to the Allee effect in the early stage of establishment, the leaf beetle Neolema ogloblini (Chrysomelidae) a biocontrol agent released against Tradescantia fluminensis (Commelinaceae) in New Zealand, was used as a model species. By manipulating initial population size over replicated releases, we...

Overview: Three new datasets available here represent normal household areas with common objects - lounge, kitchen and garden - with varying trajectories. Description: Lounge: The lounge dataset with common household objects. Lounge_oc: The lounge dataset with object occlusions near the end of trajectory. Kitchen: The kitchen dataset with common household...

Lobster catch rate data across marine reserve boundaries used in Hanns and Shears 2022 'MODELLING SPATIAL VARIATION IN AN EXPLOITED SPECIES ACROSS MARINE RESERVE BOUNDARIES'.

Dataset IV: We collected routine anonymous Student Evaluation of Teaching [SET] and formative evaluations from the course 'MEDSCI 203 - Mechanisms of Disease' from 2018 to 2021. We retrospectively analyzed the data to compare students' perceptions of the course before and after incorporating interactive online resources made with H5P, first introduced in...

The H5P workshop exit survey (see ESM D) incorporated elements of two validated questionaires, Brookfield's (1998) critical incident questionnaire; captured participants' reactions in the emotional domain using an emoji sentiment scale (Marder et al. 2020), and used the Net Promoter Score (Reichheld 2003) as a global satisfaction metric. Members of the...

Dataset IV: We collected routine anonymous Student Evaluation of Teaching [SET] and formative evaluations from the course 'MEDSCI 203 - Mechanisms of Disease' from 2018 to 2021. We retrospectively analyzed the data to compare students' perceptions of the course before and after incorporating interactive online resources made with H5P, first introduced in...

Dataset II: We designed the interviews (see ESM C) to capture a holistic view of the teaching staff's perceptions of all the Faculty Development (FD) available and how they have applied any knowledge or skills acquired from them. Members of the research team completed the questionnaire and refined it. We emailed an online survey to the Faculty of Medical...

Dataset I: We designed the all-teaching staff survey (dataset I, also see ESM B) to capture a holistic view of the teaching staff's perceptions of all the Faculty Development (FD) available and how they have applied any knowledge or skills acquired from them. Members of the research team completed the survey and refined it. We emailed an online survey to...

Dataset IV: We collected routine anonymous Student Evaluation of Teaching [SET] and formative evaluations from the course 'MEDSCI 203 - Mechanisms of Disease' from 2018 to 2021. We retrospectively analyzed the data to compare students' perceptions of the course before and after incorporating interactive online resources made with H5P, first introduced in...

Dataset IV: We collected routine anonymous Student Evaluation of Teaching [SET] and formative evaluations from the course 'MEDSCI 203 - Mechanisms of Disease' from 2018 to 2021. We retrospectively analyzed the data to compare students' perceptions of the course before and after incorporating interactive online resources made with H5P, first introduced in...

Dataset V: We analyzed student grades from the MEDSCI 203 course (Faculty of Medical and Health Sciences, University of Auckland), to compare student grades in coursework assignments before (2018) and after incorporating interactive online resources using H5P in 2019. We undertook descriptive analyses using Excel and ran a t-test analysis on dataset V to...

In 2023-2024 summer, Soilsafe Aotearoa followed up with our soil heavy metals screening participants to see how receiving screening results affected participants' actions. This is a cleaned version of the resulting dataset.

CSV file contains a new label (empty) for an open source embryo morphokinetic dataset[1]. Updating these labels was done with a EfficientNetV2 Large built upon a proprietary dataset. Relabeling these images had an outsized effect on model performance in our work[2].[1] Gomez T, Feyeux M, Boulant J, Normand N, David L, Paul-Gilloteaux P, Fréour T, Mouchère...