Method 1 IPT test

The ITP test evaluates whether the temporal patterns of a weather variable differ significantly between epidemic and non-epidemic conditions, highlighting the critical time periods in which these differences occur.

function FDATEST

library(gsheet)
trials_weather = gsheet2tbl("https://docs.google.com/spreadsheets/d/1SIb-z-c2R4DiNAV8AcFAn7UPjlQe5t5bPxxl1tMdQwA/edit?usp=sharing")

library(fdatest)
library(dplyr)
library(tidyr)

run_ITP_test <- function(data, weather_var = "RH2M", B = 100) {
  
  # Preprocessing
  data <- data %>%
    mutate(
      YYYYMMDD = as.Date(YYYYMMDD),
      days = days
     
    )
  
  weather_var_sym <- sym(weather_var)
  
  # Filter epidemic data
  df_epidemic <- data %>%
    mutate(days = round(days)) %>%
    filter(epidemic == 1, days > -10) %>%
    dplyr::select(!!weather_var_sym, days, study) %>%
    group_by(study, days) %>%
    summarise(value = mean(!!weather_var_sym, na.rm = TRUE), .groups = "drop")
  
  # Filter non-epidemic data
  df_non_epidemic <- data %>%
    mutate(days = round(days)) %>%
    filter(epidemic != 1, days > -10) %>%
    dplyr::select(!!weather_var_sym, days, study) %>%
    group_by(study, days) %>%
    summarise(value = mean(!!weather_var_sym, na.rm = TRUE), .groups = "drop")
  
  # Pivot to wide format
  df_epidemic_wide <- df_epidemic %>%
    pivot_wider(names_from = days, values_from = value) %>%
    ungroup() %>%
    dplyr::select(-study)
  
  df_non_epidemic_wide <- df_non_epidemic %>%
    pivot_wider(names_from = days, values_from = value) %>%
    ungroup() %>%
    dplyr::select(-study)
  
 
  
  # Convert to matrix
  data_epidemic <- as.matrix(df_epidemic_wide)
  data_non_epidemic <- as.matrix(df_non_epidemic_wide)
  
  # Perform FDA test
  itp_result <- ITP2bspline(data1 = data_epidemic, data2 = data_non_epidemic, B = B)
  
  # Output results
  cat("Global p-value for", weather_var, ":", itp_result$corrected.pval, "\n")
  significant_components <- which(itp_result$corrected.pval < 0.05)
  
  if (length(significant_components) > 0) {
    cat("Significant components (basis coefficients) for", weather_var, ":\n")
    print(significant_components)
  } else {
    cat("No significant components found for", weather_var, "\n")
  }
  
  # Plot FDA results
  plot(itp_result, main = weather_var, xrange = c(-10, 90), xlab = 'Day', xaxt = 'n')
  axis(1, at = seq(-10, 90, by = 2), labels = seq(-10, 90, by = 2))
  pvals <- itp_result$pval

  # Define significance threshold
  alpha <- 0.05

  # Identify significant time points
  significant_points <- which(pvals < alpha)

  # Group into contiguous regions
  if (length(significant_points) > 0) {
    stable_regions <- split(significant_points, cumsum(c(1, diff(significant_points) != 1)))
    region_ranges <- lapply(stable_regions, function(x) range(x))

    cat("Stable regions (p-value <", alpha, "):\n")
    for (r in region_ranges) {
      cat("Day", r[1] - 10, "to", r[2] - 10, "\n")
    }
  } else {
    cat("No stable regions with p-value <", alpha, " found.\n")
  }
  
  return(itp_result)
}

fdatest variables

str(trials_weather)

spc_tbl_ [18,624 × 46] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
 $ municipality     : chr [1:18624] "Arapoti" "Arapoti" "Arapoti" "Arapoti" ...
 $ sowing           : Date[1:18624], format: "2014-11-14" "2014-11-14" ...
 $ ano              : num [1:18624] 2014 2014 2014 2014 2014 ...
 $ MES              : num [1:18624] 11 11 11 11 11 11 11 11 11 11 ...
 $ DIA              : num [1:18624] 14 14 14 14 14 14 14 14 14 14 ...
 $ lon              : num [1:18624] -50 -50 -50 -50 -50 ...
 $ lat              : num [1:18624] -24.2 -24.2 -24.2 -24.2 -24.2 ...
 $ inc              : num [1:18624] 4.28 4.28 4.28 4.28 4.28 4.28 4.28 4.28 4.28 4.28 ...
 $ source           : chr [1:18624] "ABC_met_obs" "ABC_met_obs" "ABC_met_obs" "ABC_met_obs" ...
 $ study            : num [1:18624] 1 1 1 1 1 1 1 1 1 1 ...
 $ ensaios          : num [1:18624] 4 4 4 4 4 4 4 4 4 4 ...
 $ state            : chr [1:18624] "PR" "PR" "PR" "PR" ...
 $ region           : chr [1:18624] "Sul" "Sul" "Sul" "Sul" ...
 $ dia_seq          : num [1:18624] 318 318 318 318 318 318 318 318 318 318 ...
 $ minus5           : Date[1:18624], format: "2014-11-09" "2014-11-09" ...
 $ plus90           : Date[1:18624], format: "2015-02-12" "2015-02-12" ...
 $ epidemic         : num [1:18624] 0 0 0 0 0 0 0 0 0 0 ...
 $ LON              : num [1:18624] -50 -50 -50 -50 -50 ...
 $ LAT              : num [1:18624] -24.2 -24.2 -24.2 -24.2 -24.2 ...
 $ YEAR             : num [1:18624] 2014 2014 2014 2014 2014 ...
 $ MM               : num [1:18624] 11 11 11 11 11 11 11 11 11 11 ...
 $ DD               : num [1:18624] 9 10 11 12 13 14 15 16 17 18 ...
 $ DOY              : num [1:18624] 313 314 315 316 317 318 319 320 321 322 ...
 $ YYYYMMDD         : Date[1:18624], format: "2014-11-09" "2014-11-10" ...
 $ GWETROOT         : num [1:18624] 0.49 0.48 0.47 0.47 0.47 0.47 0.47 0.46 0.46 0.46 ...
 $ GWETTOP          : num [1:18624] 0.55 0.51 0.48 0.47 0.48 0.51 0.48 0.45 0.43 0.42 ...
 $ T2M              : num [1:18624] 22.5 22.1 22 21.2 24.2 ...
 $ T2M_MAX          : num [1:18624] 30.1 30.6 31.6 27.4 32.5 ...
 $ T2M_MIN          : num [1:18624] 16.1 14.5 13.2 15.4 16.8 ...
 $ T2M_RANGE        : num [1:18624] 14 16 18.4 12 15.7 ...
 $ RH2M             : num [1:18624] 65.8 59.9 53.6 68.8 67.5 ...
 $ PRECTOTCORR      : num [1:18624] 0.05 0 0.12 0.08 2.79 3.81 0.04 0.01 0 0 ...
 $ T2MDEW           : num [1:18624] 14.7 12.2 10.4 14.8 16.5 ...
 $ WS2M             : num [1:18624] 0.06 0.08 0.07 0.08 0.06 0.08 0.08 0.07 0.07 0.07 ...
 $ PS               : num [1:18624] 92.9 92.9 92.7 92.4 92.4 ...
 $ ALLSKY_SFC_SW_DWN: num [1:18624] 26 31.2 27.8 19.7 24.9 ...
 $ CLRSKY_SFC_SW_DWN: num [1:18624] 30.9 31.5 30.8 28.6 29.6 ...
 $ days             : num [1:18624] -5 -4 -3 -2 -1 0 1 2 3 4 ...
 $ e_s              : num [1:18624] 2.72 2.65 2.64 2.51 3.02 ...
 $ e_a              : num [1:18624] 1.79 1.59 1.42 1.73 2.04 ...
 $ VPD              : num [1:18624] 0.93 1.065 1.225 0.784 0.98 ...
 $ TDD              : num [1:18624] 7.79 9.87 11.61 6.42 7.67 ...
 $ T2M_night        : num [1:18624] 19.3 18.3 17.6 18.3 20.5 ...
 $ LWD_hours        : num [1:18624] 0 0 0 0 0 0 0 0 0 0 ...
 $ int1             : num [1:18624] 1270 1096 946 1256 1383 ...
 $ CLOUDCOVER       : num [1:18624] 15.868 0.763 9.525 30.952 16.07 ...
 - attr(*, "spec")=
  .. cols(
  ..   municipality = col_character(),
  ..   sowing = col_date(format = ""),
  ..   ano = col_double(),
  ..   MES = col_double(),
  ..   DIA = col_double(),
  ..   lon = col_double(),
  ..   lat = col_double(),
  ..   inc = col_double(),
  ..   source = col_character(),
  ..   study = col_double(),
  ..   ensaios = col_double(),
  ..   state = col_character(),
  ..   region = col_character(),
  ..   dia_seq = col_double(),
  ..   minus5 = col_date(format = ""),
  ..   plus90 = col_date(format = ""),
  ..   epidemic = col_double(),
  ..   LON = col_double(),
  ..   LAT = col_double(),
  ..   YEAR = col_double(),
  ..   MM = col_double(),
  ..   DD = col_double(),
  ..   DOY = col_double(),
  ..   YYYYMMDD = col_date(format = ""),
  ..   GWETROOT = col_double(),
  ..   GWETTOP = col_double(),
  ..   T2M = col_double(),
  ..   T2M_MAX = col_double(),
  ..   T2M_MIN = col_double(),
  ..   T2M_RANGE = col_double(),
  ..   RH2M = col_double(),
  ..   PRECTOTCORR = col_double(),
  ..   T2MDEW = col_double(),
  ..   WS2M = col_double(),
  ..   PS = col_double(),
  ..   ALLSKY_SFC_SW_DWN = col_double(),
  ..   CLRSKY_SFC_SW_DWN = col_double(),
  ..   days = col_double(),
  ..   e_s = col_double(),
  ..   e_a = col_double(),
  ..   VPD = col_double(),
  ..   TDD = col_double(),
  ..   T2M_night = col_double(),
  ..   LWD_hours = col_double(),
  ..   int1 = col_double(),
  ..   CLOUDCOVER = col_double()
  .. )
 - attr(*, "problems")=<externalptr> 

library(fdatest)
itp_tmean <- run_ITP_test(data = trials_weather, weather_var = "T2M", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
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[1] "Interval Testing Procedure completed"
Global p-value for T2M : 0.9 0.9 0.9 0.9 0.9 0.9 0.9 0.9 0.91 0.92 0.93 0.94 0.94 0.94 0.94 0.95 0.95 0.95 0.97 0.97 1 1 1 1 1 1 1 1 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0.98 0.98 0.98 0.98 1 1 1 0.97 0.97 0.97 0.97 0.97 0.97 0.96 0.91 0.88 0.85 0.81 0.83 0.83 0.86 0.88 0.89 
No significant components found for T2M 

No stable regions with p-value < 0.05  found.

itp_GWETROOT <- run_ITP_test(data = trials_weather, weather_var = "GWETROOT", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
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[1] "Interval Testing Procedure completed"
Global p-value for GWETROOT : 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.99 0.99 1 1 1 1 1 
No significant components found for GWETROOT 

No stable regions with p-value < 0.05  found.

itp_GWETTOP <- run_ITP_test(data = trials_weather, weather_var = "GWETTOP", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for GWETTOP : 0.88 0.88 0.9 0.95 0.95 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.96 0.93 0.92 0.92 0.92 0.92 0.96 0.92 0.92 0.93 0.95 0.98 0.95 0.94 0.92 0.92 0.92 0.92 0.92 0.92 0.92 0.92 0.97 1 0.97 0.97 0.95 0.95 0.95 0.92 0.89 0.8 0.78 0.76 0.73 0.7 0.69 0.69 0.7 0.72 0.77 0.77 0.83 0.86 0.87 0.87 0.87 0.87 0.87 0.9 0.92 0.92 0.87 0.87 0.88 0.84 0.83 0.79 0.79 0.77 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.73 0.77 0.79 0.8 0.84 0.85 0.86 0.86 0.87 
No significant components found for GWETTOP 

No stable regions with p-value < 0.05  found.

itp_TMAX <- run_ITP_test(data = trials_weather, weather_var = "T2M_MAX", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for T2M_MAX : 0.99 0.99 0.99 0.99 0.99 0.94 0.81 0.87 0.87 0.93 0.82 0.79 0.79 0.79 0.8 0.79 0.79 0.79 0.93 0.84 0.79 0.74 0.74 0.74 0.74 0.74 0.96 0.89 0.76 0.81 0.98 0.99 0.99 0.95 0.98 0.88 0.9 0.88 0.95 0.88 0.9 0.9 0.96 0.94 0.84 0.84 0.94 0.94 0.94 0.92 0.7 0.6 0.56 0.78 0.52 0.47 0 0.43 0.51 0.51 0.7 0.85 0.85 0.85 0.85 0.8 0.8 0.8 0.8 0.87 0.88 0.9 0.96 0.98 0.98 0.91 0.91 0.88 0.8 0.74 0.54 0.39 0.46 0.59 0.96 0.77 0 0.48 0.56 0.6 0.62 0.69 0.7 0.79 0.91 0.91 
Significant components (basis coefficients) for T2M_MAX :
[1] 57 87

Stable regions (p-value < 0.05 ):
Day 42 to 42 
Day 46 to 47 
Day 50 to 50 
Day 71 to 72 
Day 77 to 79 

tp_TMIN <- run_ITP_test(data = trials_weather, weather_var = "T2M_MIN", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for T2M_MIN : 0.54 0.54 0.54 0.63 0.64 0.68 0.69 0.61 0.61 0.61 0.63 0.69 0.64 0.64 0.61 0.56 0.48 0.44 0.4 0.43 0.56 0.69 0.81 0.83 0.83 0.94 0.96 0.96 0.96 0.96 0.94 0.88 0.83 0.75 0.46 0 0.35 0.32 0.26 0.24 0.28 0.41 0.56 0.59 0.88 0.97 0.61 0.2 0.14 0.13 0.14 0.16 0.22 0.14 0.14 0.16 0.19 0.27 0.34 0.43 0.49 0.58 0.59 0.61 0.59 0.59 0.59 0.59 0.66 0.51 0.42 0.41 0.34 0.28 0.24 0.25 0.35 0.41 0.42 0.49 0.69 0.81 0.87 0.91 0.94 0.99 1 1 1 1 1 1 0.98 0.96 0.63 0.54 
Significant components (basis coefficients) for T2M_MIN :
[1] 36

Stable regions (p-value < 0.05 ):
Day 25 to 26 
Day 38 to 40 
Day 45 to 47 
Day 66 to 67 
Day 85 to 85 

tp_rh2m <- run_ITP_test(data = trials_weather, weather_var = "RH2M", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for RH2M : 0.7 0.65 0.81 0.87 0.89 0.91 0.92 0.96 0.96 0.98 0.96 0.94 0.94 0.94 0.94 0.94 0.93 0.93 0.85 0.59 0 0 0.06 0.03 0 0.45 0.97 0.97 0.97 0.9 0.8 0.8 0.8 0.74 0 0 0.79 1 0.37 0 0.06 0.11 0.25 0.21 0.13 0.18 0.17 0.19 0.1 0.07 0 0 0 0.08 0 0 0 0.03 0 0 0.23 0.41 0.45 0.34 0.39 0.27 0.3 0.25 0.28 0.29 0.4 0.85 0.73 0.44 0.4 0.31 0.28 0.17 0.13 0.1 0.08 0.14 0.3 0.22 0.38 0.43 0 0.12 0.16 0.25 0.29 0.35 0.48 0.7 0.87 0.78 
Significant components (basis coefficients) for RH2M :
 [1] 21 22 24 25 35 36 40 51 52 53 55 56 57 58 59 60 87

Stable regions (p-value < 0.05 ):
Day 10 to 12 
Day 14 to 16 
Day 25 to 26 
Day 30 to 30 
Day 40 to 43 
Day 45 to 50 
Day 68 to 72 
Day 77 to 79 
Day 82 to 83 

tp_PREC <- run_ITP_test(data = trials_weather, weather_var = "PRECTOTCORR", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for PRECTOTCORR : 0.97 0.97 0.97 0.98 0.97 0.97 0.97 0.97 1 1 1 1 1 1 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.97 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.94 0.94 0.94 0.94 0.94 0.94 0.94 0.94 0.94 0.96 0.96 0.91 0.91 0.91 0.89 0.88 0.82 0 0.86 0.91 0.94 0.95 0.97 0.97 0.97 0.95 0.95 0.95 0.95 0.95 0.96 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.95 0.97 0.97 0.98 0.98 0.98 0.98 0.98 0.97 
Significant components (basis coefficients) for PRECTOTCORR :
[1] 52

Stable regions (p-value < 0.05 ):
Day 25 to 25 
Day 41 to 42 

tp_PREC <- run_ITP_test(data = trials_weather, weather_var = "T2MDEW", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for T2MDEW : 0.38 0 0.37 0.58 0.64 0.75 0.85 0.85 0.9 0.93 0.93 0.93 0.93 0.93 0.93 0.85 0.77 0.59 0.4 0.27 0 0.25 0.35 0.44 0.52 0.8 0.96 0.98 0.98 0.98 0.94 0.89 0.81 0.56 0 0 0.23 0.29 0.19 0.09 0.09 0.18 0.24 0.32 0.37 0.56 0.27 0.18 0 0.01 0.01 0.02 0.05 0.05 0 0.02 0.03 0.03 0 0.16 0.34 0.44 0.44 0.33 0.35 0.3 0.32 0.23 0.35 0.22 0.16 0.26 0.15 0.13 0.12 0.09 0.09 0.07 0 0 0.27 0.37 0.4 0.42 0.54 0.76 0.76 0.66 0.6 0.83 0.75 0.61 0.61 0.6 0.45 0.45 
Significant components (basis coefficients) for T2MDEW :
 [1]  2 21 35 36 49 50 51 52 55 56 57 58 59 79 80

Stable regions (p-value < 0.05 ):
Day -8 to -7 
Day 9 to 12 
Day 25 to 26 
Day 30 to 31 
Day 39 to 43 
Day 45 to 50 
Day 64 to 64 
Day 66 to 66 
Day 68 to 71 

tp_PREC <- run_ITP_test(data = trials_weather, weather_var = "CLRSKY_SFC_SW_DWN", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for CLRSKY_SFC_SW_DWN : 0.06 0.22 0.09 0.04 0.04 0 0.02 0.03 0.05 0.03 0 0.01 0 0 0.07 0.09 0.1 0.26 0.76 0.29 0.22 0.21 0.19 0.21 0.13 0.12 0.08 0.08 0.08 0.06 0.06 0 0 0.49 0.59 0.68 0.58 0.7 0.96 0.96 0.96 0.96 0.96 0.98 0.98 0.98 0.93 0.89 0.79 0.6 0 0.12 0.14 0.34 0.3 0.17 0.18 0.2 0.41 0.37 0.53 0.51 0.44 0.71 0.83 0.83 0.33 0.32 0.31 0.25 0.43 0.48 0.47 0.28 0.14 0 0 0 0 0 0 0 0 0 0 0 0 0.01 0 0 0 0 0.02 0.04 0.08 0.03 
Significant components (basis coefficients) for CLRSKY_SFC_SW_DWN :
 [1]  4  5  6  7  8 10 11 12 13 14 32 33 51 76 77 78 79 80 81 82 83 84 85 86 87
[26] 88 89 90 91 92 93 94 96

Stable regions (p-value < 0.05 ):
Day -9 to -9 
Day -6 to -2 
Day 0 to 7 
Day 17 to 17 
Day 20 to 23 
Day 41 to 41 
Day 48 to 48 
Day 65 to 84 
Day 86 to 86 

tp_PREC <- run_ITP_test(data = trials_weather, weather_var = "WS2M", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for WS2M : 0.75 0.71 0.85 0.92 0.73 0.67 0.8 0.87 1 0.99 0.97 0.86 0.81 0.62 0.57 0.56 0.58 0.71 0.56 0.7 0.77 0.84 0.79 0.59 0.59 0.64 0.74 0.73 0.58 0.63 0.7 0.8 0.57 0.53 0.58 0.63 0.62 0.53 0.53 0.57 0.73 0.65 0.55 0.53 0.58 0.56 0.66 0.77 0.78 0.87 0.94 0.94 0.91 0.9 0.98 0.9 0.9 0.89 0.89 0.89 0.84 0.73 0.7 0.87 0.79 0.62 0.77 0.62 0.62 0.69 0.81 0.74 0.74 0.63 0.6 0.61 0.76 0.76 0.79 0.89 0.82 0.73 0.71 0.79 0.69 0.69 0.87 1 0.94 1 0.96 0.96 0.96 0.96 0.96 0.96 
No significant components found for WS2M 

No stable regions with p-value < 0.05  found.

tp_PREC <- run_ITP_test(data = trials_weather, weather_var = "PS", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
[1] "creating the p-value matrix: end of row 54 out of 96"
[1] "creating the p-value matrix: end of row 55 out of 96"
[1] "creating the p-value matrix: end of row 56 out of 96"
[1] "creating the p-value matrix: end of row 57 out of 96"
[1] "creating the p-value matrix: end of row 58 out of 96"
[1] "creating the p-value matrix: end of row 59 out of 96"
[1] "creating the p-value matrix: end of row 60 out of 96"
[1] "creating the p-value matrix: end of row 61 out of 96"
[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
[1] "creating the p-value matrix: end of row 66 out of 96"
[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
[1] "creating the p-value matrix: end of row 76 out of 96"
[1] "creating the p-value matrix: end of row 77 out of 96"
[1] "creating the p-value matrix: end of row 78 out of 96"
[1] "creating the p-value matrix: end of row 79 out of 96"
[1] "creating the p-value matrix: end of row 80 out of 96"
[1] "creating the p-value matrix: end of row 81 out of 96"
[1] "creating the p-value matrix: end of row 82 out of 96"
[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
[1] "creating the p-value matrix: end of row 94 out of 96"
[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for PS : 0.9 0.99 0.95 0.98 1 0.99 0.96 0.94 0.87 0.85 0.84 0.81 0.8 0.81 0.81 0.81 0.83 0.88 0.93 0.88 0.85 0.85 0.85 0.85 0.85 0.84 0.81 0.81 0.81 0.81 0.81 0.83 0.83 0.88 0.93 0.96 0.96 0.97 0.97 0.97 0.97 0.96 0.95 0.88 0.86 0.84 0.82 0.8 0.76 0.75 0.75 0.74 0.72 0.72 0.76 0.78 0.8 0.91 0.92 0.82 0.74 0.72 0.71 0.71 0.71 0.7 0.68 0.67 0.67 0.66 0.65 0.65 0.65 0.65 0.65 0.65 0.66 0.66 0.66 0.67 0.67 0.67 0.68 0.68 0.68 0.68 0.68 0.68 0.68 0.68 0.7 0.72 0.74 0.74 0.75 0.8 
No significant components found for PS 

No stable regions with p-value < 0.05  found.

tp_PREC <- run_ITP_test(data = trials_weather, weather_var = "ALLSKY_SFC_SW_DWN", B = 100)

[1] "First step: basis expansion"
Swapping 'y' and 'argvals', because 'y' is  simpler,
  and 'argvals' should be;  now  dim(argvals) =  96 ;  dim(y) =  96 x 194 
[1] "Second step: joint univariate tests"
[1] "Third step: interval-wise combination and correction"
[1] "creating the p-value matrix: end of row 2 out of 96"
[1] "creating the p-value matrix: end of row 3 out of 96"
[1] "creating the p-value matrix: end of row 4 out of 96"
[1] "creating the p-value matrix: end of row 5 out of 96"
[1] "creating the p-value matrix: end of row 6 out of 96"
[1] "creating the p-value matrix: end of row 7 out of 96"
[1] "creating the p-value matrix: end of row 8 out of 96"
[1] "creating the p-value matrix: end of row 9 out of 96"
[1] "creating the p-value matrix: end of row 10 out of 96"
[1] "creating the p-value matrix: end of row 11 out of 96"
[1] "creating the p-value matrix: end of row 12 out of 96"
[1] "creating the p-value matrix: end of row 13 out of 96"
[1] "creating the p-value matrix: end of row 14 out of 96"
[1] "creating the p-value matrix: end of row 15 out of 96"
[1] "creating the p-value matrix: end of row 16 out of 96"
[1] "creating the p-value matrix: end of row 17 out of 96"
[1] "creating the p-value matrix: end of row 18 out of 96"
[1] "creating the p-value matrix: end of row 19 out of 96"
[1] "creating the p-value matrix: end of row 20 out of 96"
[1] "creating the p-value matrix: end of row 21 out of 96"
[1] "creating the p-value matrix: end of row 22 out of 96"
[1] "creating the p-value matrix: end of row 23 out of 96"
[1] "creating the p-value matrix: end of row 24 out of 96"
[1] "creating the p-value matrix: end of row 25 out of 96"
[1] "creating the p-value matrix: end of row 26 out of 96"
[1] "creating the p-value matrix: end of row 27 out of 96"
[1] "creating the p-value matrix: end of row 28 out of 96"
[1] "creating the p-value matrix: end of row 29 out of 96"
[1] "creating the p-value matrix: end of row 30 out of 96"
[1] "creating the p-value matrix: end of row 31 out of 96"
[1] "creating the p-value matrix: end of row 32 out of 96"
[1] "creating the p-value matrix: end of row 33 out of 96"
[1] "creating the p-value matrix: end of row 34 out of 96"
[1] "creating the p-value matrix: end of row 35 out of 96"
[1] "creating the p-value matrix: end of row 36 out of 96"
[1] "creating the p-value matrix: end of row 37 out of 96"
[1] "creating the p-value matrix: end of row 38 out of 96"
[1] "creating the p-value matrix: end of row 39 out of 96"
[1] "creating the p-value matrix: end of row 40 out of 96"
[1] "creating the p-value matrix: end of row 41 out of 96"
[1] "creating the p-value matrix: end of row 42 out of 96"
[1] "creating the p-value matrix: end of row 43 out of 96"
[1] "creating the p-value matrix: end of row 44 out of 96"
[1] "creating the p-value matrix: end of row 45 out of 96"
[1] "creating the p-value matrix: end of row 46 out of 96"
[1] "creating the p-value matrix: end of row 47 out of 96"
[1] "creating the p-value matrix: end of row 48 out of 96"
[1] "creating the p-value matrix: end of row 49 out of 96"
[1] "creating the p-value matrix: end of row 50 out of 96"
[1] "creating the p-value matrix: end of row 51 out of 96"
[1] "creating the p-value matrix: end of row 52 out of 96"
[1] "creating the p-value matrix: end of row 53 out of 96"
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[1] "creating the p-value matrix: end of row 57 out of 96"
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[1] "creating the p-value matrix: end of row 62 out of 96"
[1] "creating the p-value matrix: end of row 63 out of 96"
[1] "creating the p-value matrix: end of row 64 out of 96"
[1] "creating the p-value matrix: end of row 65 out of 96"
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[1] "creating the p-value matrix: end of row 67 out of 96"
[1] "creating the p-value matrix: end of row 68 out of 96"
[1] "creating the p-value matrix: end of row 69 out of 96"
[1] "creating the p-value matrix: end of row 70 out of 96"
[1] "creating the p-value matrix: end of row 71 out of 96"
[1] "creating the p-value matrix: end of row 72 out of 96"
[1] "creating the p-value matrix: end of row 73 out of 96"
[1] "creating the p-value matrix: end of row 74 out of 96"
[1] "creating the p-value matrix: end of row 75 out of 96"
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[1] "creating the p-value matrix: end of row 83 out of 96"
[1] "creating the p-value matrix: end of row 84 out of 96"
[1] "creating the p-value matrix: end of row 85 out of 96"
[1] "creating the p-value matrix: end of row 86 out of 96"
[1] "creating the p-value matrix: end of row 87 out of 96"
[1] "creating the p-value matrix: end of row 88 out of 96"
[1] "creating the p-value matrix: end of row 89 out of 96"
[1] "creating the p-value matrix: end of row 90 out of 96"
[1] "creating the p-value matrix: end of row 91 out of 96"
[1] "creating the p-value matrix: end of row 92 out of 96"
[1] "creating the p-value matrix: end of row 93 out of 96"
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[1] "creating the p-value matrix: end of row 95 out of 96"
[1] "creating the p-value matrix: end of row 96 out of 96"
[1] "Interval Testing Procedure completed"
Global p-value for ALLSKY_SFC_SW_DWN : 0.79 0.79 0.79 0.99 0.87 0 0.41 0.82 0.82 0.82 0.53 0.53 0.6 0.34 0.54 0.94 0.94 1 0.61 0.46 0.43 0.54 0.64 0.68 0.75 0.95 0.74 0.83 0.94 0.94 0.87 0.66 0.66 0.66 0.38 0 0.25 0.24 0.5 0.5 0.77 0.87 0.92 0.66 0.66 0.53 0.52 0.47 0.48 0.43 0 0.25 0.35 0.72 0.46 0.46 0.54 0.87 0.9 0.9 0.96 0.96 0.96 0.96 0.96 0.96 0.96 0.96 0.96 0.96 0.95 0.84 0.84 0.84 0.82 0.81 0.94 0.86 0.76 0.66 0.71 0.77 0.82 0.81 0.81 0.81 0.81 0.69 0.89 0.68 0.68 0.69 0.69 0.86 0.79 0.79 
Significant components (basis coefficients) for ALLSKY_SFC_SW_DWN :
[1]  6 36 51

Stable regions (p-value < 0.05 ):
Day -4 to -4 
Day 25 to 26 
Day 28 to 28 
Day 41 to 42 
Day 47 to 47 
Day 70 to 70