marianoviz/ccrf-candidate-oecms
Domain:
environment and energyCreator:
mar
Host:
Reproducible workflows, data, and figures for assessing Fisheries OECM effectiveness using the Composite Coastal Resilience Framework across the Fish Forever portfolio and Mozambique/Wilipihera project sites.
# CCRF Reproducible Figures for Candidate OECMs
This repository contains the data and RMarkdown workflow used to reproduce the figures for the paper on the **Composite Coastal Resilience Framework (CCRF)** and Fisheries Other Effective Area-based Conservation Measure (OECM) effectiveness.
The workflow focuses on four figure groups used in the paper:
1. Fish Forever portfolio CCRF results.
2. Mozambique and Wilipihera CCRF results.
3. Selected CCRF indicator values across Wilipihera candidate OECMs.
4. Top 20 income-source combinations in Wilipihera candidate OECMs.
The main reproducible analysis file is:
```text
ccrf_paper_reproducible_figures.Rmd
```
Running this RMarkdown file reads the input data from `data/raw/` and writes figure outputs to `outputs/figures/`.
---
## Repository structure
```text
fisheries-oecm-ccrf/
├── README.md
├── fisheries-oecm-ccrf.Rproj
├── ccrf_paper_reproducible_figures.Rmd
│
├── src/
│
├── data/
│ └── raw/
│ ├── compound_variables_export_2026-08-07.csv
│ ├── resilience_scores_export_2026-08-07.csv
│ ├── abm.csv
│ ├── cpue_metrics.xlsx
│ ├── critical_habitat_protected 2.xlsx
│ └── all_hhs_moz.csv
│
└── outputs/
└── figures/
├── fig01_portfolio_ccrf_results.png
├── fig02_mozambique_wilipihera_ccrf_results.png
├── fig03_wilipihera_indicator_values.png
└── fig04_wilipihera_income_source_combinations.png
```
The `src/` folder is reserved for future helper scripts or reusable functions. The current workflow is contained in the RMarkdown file.
---
## Input data
All required input files should be placed in `data/raw/`.
### `compound_variables_export_2026-08-07.csv`
Main site-level CCRF dataset. This file is used to reproduce:
- Composite Resilience Index Score distributions.
- Portfolio CCRF status summaries.
- Mozambique CCRF status summaries.
- Resilience-factor score distributions.
- Wilipihera financial sufficiency and food-security indicator values.
The workflow expects columns corresp …