## Warning: NAs introduced by coercion

1. LETS GET A QUICK INITIAL VISUALISATION BY PLOTTING ALL THE SAMPLE RUNS

2. NEXT WE’LL MOVE ON TO PLOT THE RESULTS OF EACH ~3 DAY RUN INDIVIDUALLY

IN THE ORDER OF -5, 0, -10 AND -15 PRESSURE HEADS. RESAMPLING WAS DONE WITHIN THE SAMPLES THAT SHOWED VARIATION OVER THE 3 DAYS. 12 RANDOM 2 HOUR SLOPES WITHIN THIS 3 DAY TIMEFRAME WERE PLOTTED AND AVERAGE TAKEN TO GIVE US SOMETHING TO COMPARE TO THE 24 HOUR CONTROL PLOTS LATER.

2.1 -5 HPA 3 DAY RUN

RESAMPLING 1/3RD OF THE DATA RESULTS

## [1] "Average slope from 12 resamples of 2-hour slopes (-5 HPA): 0.00372"
## [1] "Average R-squared from 12 resamples of 2-hour slopes (-5 HPA): 0.99984"

2.2 0 HPA 3 DAY RUN. NO POINT RESAMPLING HERE

2.3 -10 HPA 3 DAY RUN

RESAMPLING 1/3RD OF THE DATA RESULTS

## [1] "Average slope from 12 resamples of 2-hour slopes (-10 HPA): 0.00292"
## [1] "Average R-squared from 12 resamples of 2-hour slopes (-10 HPA): 0.99983"

2.4 -15 HPA 3 DAY RUN

RESAMPLING 1/3RD OF THE DATA RESULTS

## [1] "Average slope from 12 resamples of 2-hour slopes (-15 HPA): 0.00731"
## [1] "Average R-squared from 12 resamples of 2-hour slopes (-15 HPA): 0.99999"

3. 24 HOUR RANDOM SAMPLES FOR EACH PRESSURE HEAD

3.1 -10 HPa 24 HOUR CONTROL 1

3.2 0 HPa 24 HOUR CONTROL 1.

3.3 -5 HPa 24 HOUR CONTROL 1

3.4 -15 HPa 24 HOUR CONTROL 1

3.5 -10 HPa 24 Hour Control 2

3.6 -5 HPa 24 Hour Control 2

4. NEXT WE WILL AGGREGATE TO SHOW HOURLY OUTFLOW OVER TIME PERIOD

4.2 -5 HPa FULL RUN

-5 HPa 24 HOUR CONTROL 1

-5 HPa 24 HOUR CONTROL 2

4.3 0 HPa FULL RUN

0 HPa 24 CONTROL 1

4.4 -10 HPa FULL RUN

-10 HPa 24 CONTROL 1

-10 HPa 24 CONTROL 2

4.5 -15 HPa FULL RUN

-15 HPa 24 CONTROL 1