analyses paper part 5: monthly hold out gam CAI first results

modification to add monthly hold out for fusion methods

running test kriging CAI with multiple hold out proportion monthly time scale, OR

running test with modified code for monthly hold out and gam CAI in OR

validation script, modifications to make use of same function for daily and monthly accuracy calculations

raster prediction script, validation call for monthly and daily hold out and outputs objects

changes in validation script to deal with hold out proportion at monthly time scale

raster script prediction modifications to deal with for monthly hold out

master script test modifications with range of monthly hold out with zero

dealing with memory swap overload, daily devation debugging following change in monthly outputs

daily deviation function and CAI function, modifications for monthly hold out

modifications for monthly hold out in raster prediction script

first modifications for hold out at monthly timescale, master script and monthly sampling function

contribution covariates fig and tables for manuscript

contribution of covariates fig and tables for paper, functions used in script

initial commit contribution of covariates functions for paper

contribution of covariates paper, script major clean up and modification -splitting functions and script

contribution of covariates paper script major modification analyses and figures

running gam daily comb3 OR with revised screening for paper analyses

running gam daily comb3 OR with revised screening for paper analyses

running kriging fusion comb3 OR with revised screening for paper analyses

running gam cai comb3 OR with revised screening for paper analyses

running gam fusion comb3 OR with revised screening for paper analyses

anlalyses paper contribution of covariates, over training tendency

raster prediction script, adding recording of training metric fits for paper analyses

validation metric script fix small bug following run with one model

results interpolation script, fixing bugs and slight changes

running gam daily mutlisampling 10 to 70% baseline comb3

paper analyses and figure contributio of covariates, modifications

running kriging daily multisampling 10 to 70% prop baseline comb3

running kriging daily with multisampling 10 to 70% for baselin comb3

running Kriging CAI with modified screening of values

covariates script, modification of screening function related to CANHEIGHT and LC

paper 1 manuscript: analyses, figures and tables -daily temp OR predictions

analyses paper part 3: comb3, multisampling and distance to closest fitting station

analyses papers part 2: comparison comb3 baseline covariates

running gam_fusion using comb3 from comparison, temp OR

running GAM_CAI with comb3 for comparison, OR temp

running kriging_CAI for temp OR, master script

running GWR_CAI for temp OR, master script

adding gwr_CAI and kriging_CAI, modifications to raster prediction function

running GWR fusion method, master script, temp OR

modification for gwr fusion and additional methods for CAI

adding gwr fusion method, modifications raster prediction function

master script, running first predictions of temp using kriging fusion in OR

adding kriging fusion method, several modifications in raster predictions functions

master script, temp predictions, for Oregon with 7 hold out prop, 10 samples and 12 dates

master script, multisampling first predictions with new code using prop hold out 10% to 70%

initial commit, analyses paper part 1 with revised results

master script, test run for NASA

master script, preparing data for Oregon for the test run

raster prediction, modification for screening of training, runs by stage

covariates production script, fixing bug without stage 2

gam day, predictions for paper testing covariates combination 4

kriging day, predictions for paper, testing covariates combination 3

gwr day predictions for paper, testing covariate combination 3, part 1

gam day predictions for paper testing covariates combination 3

gam day testing covariates combination for paper OR

gam day with additional screening of training data for model comparison paper OR

gam day additional screening for model comparison, paper OR

gam day, testing covariates combination with nesting and ti() for paper Oregon

gam fusion handling errors

covariates preparation, dealing with projection shift and keeping track of covariates names after screening

gam day with screening of values, OR analyses for paper

testing screening using GAM predictions in Oregon

covariates, fixing screening function to remove extreme values

adding function to define projection system

covariates production function, adding screening for extreme values

master script adding arguments to screen covariates

results output script, modifications to output graphs for added methods: gam_daily, gwr_daily, kriging_daily

data preparation, modifications to run anywhere, Queensland test

master script, testing code for Queensland region using Gam fusion

adding GWR daily method, modifications in interpolation day function script

LST calculation for Queensland region

adding GWR daily method, test in Oregon

running GAM CAI with monthly stations averages for 2000-2010 time period

slight modifications, solving issues for covariate brick production

raster prediction function, modifications related to kriging daily method

raster prediction function, modifications related to gam daily method

interpolation day script, adding kriging daily method prediction

interpolation day script, adding GAM daily prediciction method

LST climatology, changes to output location and adding compression to tif output

testing workflow for Oregon, fixing problems related to automation for covariates production

master script, debugging covariates production for Oregon study area

downloading North America tiles, continued

LST clim averages calc,testing parallel call to python scripts

covariates production script, major changes to automate the process, added also distance to coast product

master script, covariates production automation first changes

downloading of North America tiles, continued...

covariates production, modification related to output and parallelization to speed up

master script, gam fusion using tensor as basis e.g. te(x,y)

master script, gam fusion additional models using s(x,y), s(x,y,LST)

gam fusion prediction, minor output path changes following debugging

data preparation, debugging, clean up of input parameters names

LST script calc, modifications to allow parallel call of python+GRASS script

download and LST calc, modification of output and downloading of South America tiles

covariates preparation script, modifications to handle LST inputs and output directory

LST processing function, test and modifications

LST processing R function, initial commit, calls to python scripts

master script, calling python scripts from R function