Updates to run 12 months of mean daily precipitation using a variety of models. Includes using gamm() to incorporate spatial effects in addition to the smooth parameters. Not all clean and cozy yet, uploading as a work-in-progress...
Further updates to interpolation procedures including:
1) bugfix in MOD06_L2_data_compile. Root access is needed to run swtif in its current directory (bad design!).2) Switched to UTM output from swtif (from sinusoidal) becuase it looked like gdal was struggling with integerized sinusoidal...
Modified GAM.R interpolation script to 1) simplify validation results, 2) add full prediction (rather than just stations) and 3) some other (hopefully) simplifications and improvements.
Updated GHCN_stations script to:
1) draw station location information from postgres database and perform merge/join query within database rather than r2) add function to buffer region of interest to include stations outside region (to minimize edge effects)
Merging with bp/interp to use some of Benoit's code for precip interpolation
Merge branch 'bp/interp' into aw/precip
More updates to output plots
OR data preparation, initial commit for extraction of covariates from raster stack
OR data preparation task#363, modified code for ghcn to create a shapefile
Added initial version of LST_Landcover exploration (not finished). Also moved prior version of interpolation procedure (bayesian krig) into repository.
Minor updates to dataset size calculation
added processing for 'very cloudy days'
Added PRISM comparison to MOD06_summary and added script to calculate 'back-of-the-envelope' estimates of total daily climate layer sizes
GHNCD station data selection using Postgres database, initial commit, task #363
GAM LST, added specific and general diagnostic measures (e.g.MAE) GAM+Kriging, task #364 and #406
Updated MOD06 compile script to process the tiles in parallel using GRASS. This brings processing time for 10 year archive for oregon from 48 hours to ~2 hours on 24 cores. Also added several exploratory analysis to the data_summary script.
Added cloud flag to outputs
First 10-year processing of daily mean tifs
GAM LST, adding lines to summarize samling RMSE using plots, task #409
GAM LST, first code to test effect of sampling on GAM, task #409
GAM LST, added model and modified summary plots, run on 365 dates GAM+Kriging, task #364 and #406
GAM LST, modify code to generalize number of models and assessment,GAM+Kriging task #364
GAM LST, major modifications to create GAM+Kriging code, task #364
GAM LST, adding lines to assess RMSE per month over 365 dates, task #406
GAM LST, added model with forest only term -364 dates assessment, task #406
GAM LST, added section to save training and test residuals in shapefiles, task #361
GAM LST, changed triple nesting lat,long,Elev to double, 365 dates run, task #406 and #361
GAM LST, used monthly LST average instead of daily, task #361
GAM LST, adding new model with grass land cover, task #361
GAM using LST as input variable task #361
GAM, modification of nesting of models and clean up, task #361
Kriging, adding LST for co-kriging: task #364
Kriging, slight modification and clean up, task #364
Kriging, modification to save kriged surfaces in geotiff and png files, task #364
Kriging, modifying code to save training and testing samples in shapefiles: task #364
Kriging for OR, this is the first script, task #364
GWR modified code to save plots and images, task #364
GWR assessment by visualizing residuals using kriging
GWR in adding loop for 10 dates
GWR first script for one date in OR, task #364
MOD06 processing runs well in sequence, but not parallel
Reorganization: moved mindmap to it's own directory to isolate temporary files created when exporting to other formats
Add initial version of the 'mind map' for the interpolation project. This file contains an outline of the various stages of the project and links back to issues and code in the blessed repository.Created during Benoit's visit to Yale May 21-22.
Adding some MOD06 (cloud product) processing routines. Still a work in progress
Initial commit
Added 3 new models and nesting to GAM, task #361
Changes in the diagnostics plots, barplots.
Transform aspect in Eastness and Northness variables in the GAM.
Transformed the aspect variable and added GAM model closer to PRISM
GAM prediction added to the loop with RMSE calculation
Streamlining and slight changes to the loop to create subset dataset for different dates
Additional changes to the loop and format
Start of Task #361, modified code to subset for 10 dates
Minor format changes and clean up to code
Corrected errors in RMSE calculation and added plots to view results
made minor changes to PRISM variables
changed RMSE and AIC code in GAM script
updated GAM script for tmax
added initial R script with GAM regression for tmax (one date)
added test script for days missing from our MOD11A1 OR holdings
cleaned up file permissions
added in various previously uncommitted scripts