|
| 1 | +[](https://lifecycle.r-lib.org/articles/stages.html#experimental) |
| 2 | +[](https://opensource.org/licenses/BSD-3-Clause) |
| 3 | +[](https://opendatacommons.org/licenses/by/1-0/) |
| 4 | +[](https://doi.org/10.1111/gcbb.12420) |
| 5 | + |
| 6 | +**betydata** provides offline access to public data from the [BETYdb: Biofuel Ecophysiological Traits and Yields Database](https://betydb.org). This R data package enables reproducible analyses of plant traits, crop yields, and ecosystem service data without requiring database connectivity. |
| 7 | + |
| 8 | +--- |
| 9 | + |
| 10 | +## Overview |
| 11 | + |
| 12 | +| | | |
| 13 | +|---------------------------|------------------------------------------------------------------------| |
| 14 | +| **Primary Dataset** | `traitsview` - 43,532 trait and yield observations | |
| 15 | +| **Support Tables** | 15 reference tables (species, sites, variables, citations, pfts, etc.) | |
| 16 | +| **Species Coverage** | ~9,000 plant species with emphasis on bioenergy crops | |
| 17 | +| **Geographic Scope** | Global, with concentration in North America and Europe | |
| 18 | +| **Temporal Range** | 1900 – present | |
| 19 | +| **Top Genera** | *Miscanthus*, *Panicum*, *Populus*, *Salix*, *Saccharum* | |
| 20 | +| **Data License** | [ODC-By-1.0](https://opendatacommons.org/licenses/by/1-0/) | |
| 21 | +| **Frictionless Metadata** | [`inst/metadata/datapackage.json`](inst/metadata/datapackage.json) | |
| 22 | + |
| 23 | +--- |
| 24 | + |
| 25 | +## Datasets |
| 26 | + |
| 27 | +This package provides 16 datasets exported from BETYdb: |
| 28 | + |
| 29 | +### Primary Dataset |
| 30 | + |
| 31 | +| Dataset | Rows | Columns | Description | |
| 32 | +|---------------|--------|---------|----------------------------------------------| |
| 33 | +| `traitsview` | 43,532 | 36 | Denormalized view of plant traits and yields | |
| 34 | +| Dataset | Description | |
| 35 | +|---------------|---------------------------------------------------------------| |
| 36 | +| `species` | Plant taxonomy (genus, species, common names) | |
| 37 | +| `sites` | Research site locations with coordinates and climate data | |
| 38 | +| `variables` | Trait/variable definitions, units, and valid ranges | |
| 39 | +| `citations` | Literature references (author, year, title, DOI) | |
| 40 | +| `cultivars` | Plant cultivar and variety information | |
| 41 | +| `treatments` | Experimental treatment definitions | |
| 42 | +| `managements` | Management events (planting, harvest, fertilization) | |
| 43 | +| `methods` | Measurement method descriptions | |
| 44 | +| `pfts` | Plant Functional Type definitions for ecological modeling | |
| 45 | +| `priors` | Prior probability distributions for Bayesian analysis | |
| 46 | +| `entities` | Entity identifiers for repeated measures | |
| 47 | + |
| 48 | +### Relationship Tables |
| 49 | + |
| 50 | +| Dataset | Description | |
| 51 | +|----------------------------|--------------------------------| |
| 52 | +| `pfts_species` | PFT <-> species mapping | |
| 53 | +| `pfts_priors` | PFT <-> prior mapping | |
| 54 | +| `cultivars_pfts` | Cultivar <-> PFT mapping | |
| 55 | +| `managements_treatments` | Management <-> treatment mapping | |
| 56 | + |
| 57 | +--- |
| 58 | + |
| 59 | +## Installation |
| 60 | + |
| 61 | +### From GitHub (recommended) |
| 62 | +```r |
| 63 | +# install.packages("remotes") |
| 64 | +remotes::install_github("PecanProject/betydata") |
| 65 | +``` |
| 66 | + |
| 67 | +### From source |
| 68 | +```bash |
| 69 | +git clone https://github.com/PecanProject/betydata.git |
| 70 | +R CMD INSTALL betydata |
| 71 | +``` |
| 72 | + |
| 73 | +## Quick Start |
| 74 | +```r |
| 75 | +library(betydata) |
| 76 | + |
| 77 | +# Load the primary dataset |
| 78 | +data(traitsview) |
| 79 | + |
| 80 | +# Explore structure |
| 81 | +str(traitsview) |
| 82 | +head(traitsview) |
| 83 | + |
| 84 | +# Count observations by trait |
| 85 | +library(dplyr) |
| 86 | +traitsview |> count(trait, sort = TRUE) |
| 87 | + |
| 88 | +# Count by genus (top bioenergy crops) |
| 89 | +traitsview |> count(genus, sort = TRUE) |> head(10) |
| 90 | +``` |
| 91 | + |
| 92 | +--- |
| 93 | + |
| 94 | +## Data Quality |
| 95 | + |
| 96 | +### The `checked` Column |
| 97 | + |
| 98 | +All trait and yield data include a quality control flag: |
| 99 | + |
| 100 | +| Value | Meaning | Status | |
| 101 | +|-------|-----------|-----------------------------------------------------------| |
| 102 | +| `1` | Verified | Independently reviewed and confirmed | |
| 103 | +| `0` | Unchecked | Not yet reviewed | |
| 104 | +| `-1` | Flagged | Identified as incorrect (excluded from this package) | |
| 105 | + |
| 106 | +**Note:** This package exports only `checked >= 0` data. Flagged records (`checked = -1`) are excluded during data preparation. For research requiring unchecked data, access the BETYdb PostgreSQL database directly. |
| 107 | + |
| 108 | +### Access Levels |
| 109 | + |
| 110 | +All data in this package is publicly available (`access_level = 4`). Restricted data (`access_level` 1–3) requires database access with appropriate permissions. |
| 111 | + |
| 112 | +--- |
| 113 | + |
| 114 | +## Key Traits and Yields |
| 115 | + |
| 116 | +The `traitsview` dataset contains measurements of ecophysiological traits and crop yields: |
| 117 | + |
| 118 | +### Common Traits |
| 119 | + |
| 120 | +* **SLA** - Specific Leaf Area (m2/kg) |
| 121 | +* **Vcmax** - Maximum carboxylation rate (umol/m2/s) |
| 122 | +* **leafN** - Leaf nitrogen content (%) |
| 123 | +* **height** - Plant height (m) |
| 124 | +* **LAI** - Leaf Area Index (m2/m2) |
| 125 | + |
| 126 | +### Yield Variables |
| 127 | + |
| 128 | +* **Ayield** - Above-ground yield (Mg/ha) |
| 129 | +* **AGBiomass** - Above-ground biomass (Mg/ha) |
| 130 | + |
| 131 | +Use the `variables` table for complete definitions and units: |
| 132 | +```r |
| 133 | +data(variables) |
| 134 | +variables |> |
| 135 | + filter(name %in% c("SLA", "Vcmax", "Ayield")) |> |
| 136 | + select(name, description, units) |
| 137 | +``` |
| 138 | + |
| 139 | +--- |
| 140 | + |
| 141 | +## Data Formats |
| 142 | + |
| 143 | +### .rda (Default) |
| 144 | + |
| 145 | +Lazy-loaded R data objects, optimized for R workflows: |
| 146 | +```r |
| 147 | +data(traitsview) |
| 148 | +``` |
| 149 | + |
| 150 | +### Parquet (Alternative) |
| 151 | + |
| 152 | +For use with Arrow/DuckDB or cross-platform workflows: |
| 153 | +```r |
| 154 | +library(arrow) |
| 155 | +traitsview <- read_parquet( |
| 156 | + system.file("extdata/parquet/traitsview.parquet", package = "betydata") |
| 157 | +) |
| 158 | +``` |
| 159 | + |
| 160 | +### Frictionless Data Package |
| 161 | + |
| 162 | +Machine-readable metadata following the Frictionless data standard: |
| 163 | +```json |
| 164 | +// inst/metadata/datapackage.json |
| 165 | +{ |
| 166 | + "name": "betydata", |
| 167 | + "title": "BETYdb Plant Traits and Yields Data Package", |
| 168 | + "licenses": [{"name": "ODC-By-1.0", ...}], |
| 169 | + "resources": [...] |
| 170 | +} |
| 171 | +``` |
| 172 | + |
| 173 | +--- |
| 174 | + |
| 175 | +## Vignettes |
| 176 | + |
| 177 | +Detailed tutorials are available as package vignettes: |
| 178 | + |
| 179 | +| Vignette | Description | |
| 180 | +|----------------|----------------------------------------------------------| |
| 181 | +| `orientation` | Overview of package structure and data relationships | |
| 182 | +| `sql-analogs` | Migrate BETYdb SQL queries to R with dplyr | |
| 183 | +| `pfts-priors` | Working with PFTs and prior distributions | |
| 184 | +| `manuscript` | Reproduce analyses from LeBauer et al. (2018) | |
| 185 | +```r |
| 186 | +browseVignettes("betydata") |
| 187 | +``` |
0 commit comments