OHI-Science/ensembles

Name: ensembles

Owner: Ocean Health Index - Science

Description: Improving estimates of population status and trend with superensemble models

Forked from: datalimited/ensembles

Created: 2017-01-03 20:54:49.0

Updated: 2017-01-03 20:55:46.0

Pushed: 2017-02-28 22:58:18.0

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Size: 66101

Language: R

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README

Improving estimates of population status and trend with superensemble models

DOI

This repository holds the analysis for: Anderson, S. C., A. B. Cooper, O. P. Jensen, C. Minto, J. T. Thorson, J. C. Walsh, M. Dickey-Collas, K. M. Kleisner, C. Longo, G. C. Osio, D. Ovando, I. Mosqueira, A. A. Rosenberg, and E. R. Selig. 2017. Improving estimates of population status and trend with superensemble models. Fish and Fisheries. In press.

To recreate the analysis, source the .R files in the analysis folder in order. Or run the following in R:

ages <- c("mblm", "randomForest", "plyr", "dplyr", "ggplot2",
eshape2", "gbm", "devtools", "doParallel", "hexbin", "pROC",
ColorBrewer", "Rcpp", "R2jags", "arm", "bbmle")
r
all.packages(packages)
ools::install_github("datalimited/datalimited")

art in the root "ensembles" folder, then:
d("analysis")
ce("0-ensemble-functions.R")
ce("1-read-old-ram-fits.R")
ce("2-merge-ram-fits.R")
ce("3-load-sim-data.R")
ce("4-add-spectral.R")
ce("5-simulation-ensembles.R")
ce("6-sim-to-ram.R")
ce("7-plot-sims.R")
ce("8-main-figs.R")
ce("8-motivate-fig.R")
ce("9-output-values.R")

Generated data ends up in analysis/generated-data and figures in figs. Intermediate versions of some raw data have been cached in the analysis/generated-data folder so that the scripts will run from a freshly cloned version of this repository. (Some of the raw data files are too large for Git.)

Package versions used:

| package | version | date | |:————-|:————|:———–| | arm | 1.9-3 | 2016-11-27 | | bbmle | 1.0.18 | 2016-02-11 | | datalimited | 0.1.0 | 2016-12-23 | | devtools | 1.12.0.9000 | 2016-12-18 | | doParallel | 1.0.10 | 2015-10-14 | | dplyr | 0.5.0 | 2016-06-24 | | gbm | 2.1.1 | 2015-03-11 | | ggplot2 | 2.2.0 | 2016-11-11 | | hexbin | 1.27.1 | 2015-08-19 | | mblm | 0.12 | 2013-12-30 | | plyr | 1.8.4 | 2016-06-08 | | pROC | 1.8 | 2015-05-05 | | R2jags | 0.5-7 | 2015-08-23 | | randomForest | 4.6-12 | 2015-10-07 | | RColorBrewer | 1.1-2 | 2014-12-07 | | Rcpp | 0.12.8 | 2016-11-17 | | reshape2 | 1.4.2 | 2016-10-22 |


This work is supported by the National Institutes of Health's National Center for Advancing Translational Sciences, Grant Number U24TR002306. This work is solely the responsibility of the creators and does not necessarily represent the official views of the National Institutes of Health.