Vave Lab · Methods & Tools

Data Analysis & Visualization

University of Hawaiʻi at Mānoa
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Data Analysis & Visualization

Mixed-methods quantitative and qualitative analysis underpins all research in the Vave Lab. A suite of tools is used to analyze ecological and social datasets — from household survey data and QGIS mapping to deep-sea video annotation and alluvial diagrams.

R Software

Statistical analysis and data visualization — hierarchical clustering, time series decomposition, correlation analysis, and ggplot2 figures.

Statistical Analysis

QGIS

Spatial mapping of marine protected areas, LMMA boundaries, CPWB sites, interview locations, and FPA distributions across Fiji.

Spatial Mapping

Qualtrics

Survey design for household surveys, community wellbeing assessments, and socioeconomic data collection across research sites.

Survey Research

TATOR

Deep-sea video annotation for taxonomic specimen identification in partnership with National Geographic — 69,091+ media files catalogued.

Video Annotation

NVivo & MAXQDA

Qualitative data analysis — thematic coding of interview transcripts, focus group data, and ethnographic field notes.

Qualitative Analysis

Adobe Photoshop

Scientific image processing and preparation of publication-quality figures and visual documentation of fieldwork.

Image Processing

Statistical Analysis & Visualizations

R Code

R Code

R script for ggplot2 visualization of anthropogenic impact data on marine and cultural resources — from Ecosystem Services journal (2024)

Funeral Cost Scatter Plots

Funeral Cost Scatter Plots

Box and scatter plots comparing village vs urban burial costs and funeral duration (days between death and burial) across iTaukei funeral categories — from World Development Sustainability (2023)

Alluvial / Sankey Diagram

Alluvial / Sankey Diagram

Sankey diagram showing relationships between Countries-Communities (Bangladesh, Hawaiʻi, Fiji), Management Goals, Rules Types, and Management Mechanisms — from Ecosystem Services journal (2024)

Spatial Mapping

QGIS Interview Locations — Fiji

QGIS Interview Locations — Fiji

QGIS map of iTaukei funeral survey data collection sites across Fiji — on-site interviews (16 villages), off-site interviews (17 ppl), phone interviews (100 ppl), and Google Survey Form (68 ppl) — from World Development Sustainability (2023)

Funerary Protected Areas (FPAs) — Fiji

Funerary Protected Areas (FPAs) — Fiji

Map showing total number of Funerary Protected Areas (FPAs) by province across Fiji from 1960–2019. Total: 188 FPAs. Naitasiri leads with 66 FPAs — from Ambio (2022)

CPWB District Mapping — Fiji

CPWB District Mapping — Fiji

QGIS choropleth maps showing the extent of 5 Culturally Protected Water Body (CPWB) practices by district across all Fiji island groups — from Ambio (2022)

Charts & Infographics

Marine Resources & Cultural Values Chart

Marine Resources & Cultural Values Chart

Multi-panel bar charts showing importance of marine resources (fish and non-fish species) and cultural values to an indigenous community in Hawaiʻi, with commercial and subsistence fishing impact assessments — from Ecosystem Services (2024)

Five CPWB Practices — Infographic

Five CPWB Practices — Infographic

Infographic summarising the five Culturally Protected Water Body (CPWB) practices of iTaukei Fijians: Conception to Eldest Child, Meconium, Circumcision, Chiefly Investiture, and Funerary — from Ambio (2022)

Deep Sea Mining Timeline — PNG

Deep Sea Mining Timeline — PNG

Timeline of deep-sea mining activity in Papua New Guinea across local community, company, and international regulatory dimensions from pre-1990 to 2019 — from Maritime Studies (2023)

Deep-Sea Video Annotation

Deep-Sea Species Annotation

TATOR Platform — NGS-ExTech Project

TATOR annotation interface using videos from Baited Remote Underwater Video (BRUV) assessment of deep waters of Rotuma, Yasawa Islands and Great Sea Reef in Fiji collected with the National Geographic Pristine Seas (NGPS). Annotation support and training through UH Manoa’s Deep-sea Animal Research Center (DARC) Lab.

Deep-Sea Fish Specimen

TATOR Platform — NGS-ExTech Project

A rare deep-sea encounter: the false catshark (Pseudotriakis microdon) photographed at depth in Fiji’s waters during BRUV surveys with the National Geographic Pristine Seas team.