Seawater chem
Umi Hoshijima
April 8, 2016
Import Data
Pulled files for the two dye batches and temps. Dye batch 1 corresponds to low temp, Dye batch 2 corresponds to high temp. Took the spec pH output file and aligned it with the in-situ temps in the CO2 calc input. Added temps for 11/5/15 as -0.5 for the res and -1 for the cultures, since that was not in the CO2 calc. Took TA values and adding those in.
The spec pH spreadsheet was missing the last few days worth of spec pH, which I pulled from the CO2 calc input file. Make sure those are right before pub, of course.
library(seacarb)## Loading required package: oce## Loading required package: gswlibrary(ggplot2)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union### Mac/Linux
# dat.pH.1 = read.csv('~/Box Sync/Manuscripts/B134.Loligo/data/waterChem/pH.dye.1.csv' )
# dat.pH.2 = read.csv('~/Box Sync/Manuscripts/B134.Loligo/data/waterChem/pH.dye.2.csv')
# dat.ta = read.csv('~/Box Sync/Manuscripts/B134.Loligo/data/waterChem/ta_all.csv')
### PC
dat.pH.1 = read.csv('../data/waterChem/pH.dye.1.csv' )
dat.pH.2 = read.csv('../data/waterChem/pH.dye.2.csv')
dat.ta = read.csv('../data/waterChem/ta_all.csv')
dat.pH.2 = dat.pH.2[,1:7] #combind the 2 pH files after getting rid of some blank columns.
dat.pH = rbind(dat.pH.1, dat.pH.2)
#Turn the dates (strings) into posixct format:
#OlsonNames().
#get rid of NA rows first
dat.pH$date = paste(as.character(dat.pH$date), as.character(dat.pH$time))
dat.pH$date = as.POSIXct(dat.pH$date, format = "%m/%d/%y %H:%M", tz = 'NZ')
dat.pH = dat.pH[complete.cases(dat.pH$date),]Align TA with Spec pH
We are really only interested in 2 experiments’ worth of spec pH: * Loligo at ambient temp runs from 2015/10/22 to 2015/11/05, * Loligo at +4 temp runs from 2015/11/14 to 2015/11/28.
Let’s parse out the data such that we only work with data that we need.
#add 1 day to end so it ends at midnight the next day
dates.amb.range = as.POSIXct( c('10/22/15', '11/05/15'), format = "%m/%d/%y", tz = 'NZ')
dates.4C.range = as.POSIXct( c('11/14/15', '11/29/15'), format = "%m/%d/%y", tz = 'NZ')
dates.amb = dat.pH$date >= dates.amb.range[1] & dat.pH$date <=dates.amb.range[2]
dates.4C = dat.pH$date >= dates.4C.range[1] & dat.pH$date <=dates.4C.range[2]
#clip data into dates.
dat.pH.amb = dat.pH[dates.amb,]
dat.pH.4C = dat.pH[dates.4C,]Now to add TA data: We will add data such that we enter the last known TA data.
dat.ta$date = as.POSIXct(as.character(dat.ta$date), format = "%m/%d/%y", tz = 'NZ')
#Since all TA dates are sequential, set TA by going through chronologically and setting TA if at or after date.
dat.pH.amb$ta = dat.pH.amb$ta = 0
for (a in 1:length(dat.ta$date)){
dat.pH.amb$ta[dat.pH.amb$date >= dat.ta$date[a]] = dat.ta$ta.corr[a];
dat.pH.4C$ta[dat.pH.4C$date >= dat.ta$date[a]] = dat.ta$ta.corr[a];
}
plot(dat.pH.amb$date, dat.pH.amb$ta)
plot(dat.pH.4C$date, dat.pH.4C$ta)
Change spec pH to tank pH:
dat.pH.amb$pH.tank = pHinsi(pH = dat.pH.amb$pH.spec,
ALK = dat.pH.amb$ta/1000000,
Tinsi = dat.pH.amb$T.tank,
Tlab = dat.pH.amb$T.spec,
S = dat.pH.amb$sal)## Warning in Ks(S = S, T = T, P = 0, ks = ks, warn = warn): S and/or T is
## outside the range of validity of the formulations available for Ks in
## seacarb.## Warning in Ks(S = S, T = T, P = P, ks = ks, warn = warn): S and/or T is
## outside the range of validity of the formulations available for Ks in
## seacarb.## Warning in Kw(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for Kw in seacarb.## Warning in Kb(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen,
## ktotal2SWS_P0, : S and/or T is outside the range of validity of the
## formulation available for Kb in seacarb.## Warning in K1p(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for K1p in seacarb.## Warning in K2p(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for K2p in seacarb.## Warning in K3p(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for K3p in seacarb.## Warning in Ksi(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for Ksi in seacarb.## Warning in Kspa(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspa in seacarb.## Warning in Kspc(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspc in seacarb.## Warning in K0(S = S, T = T, Patm = Patm, P = 0, warn = warn): S and/or T
## is outside the range of validity of the formulation available for K0 in
## seacarb.## Warning in K0(S = S, T = theta(S = S, T = T, P = P, Pref = 0), Patm =
## Patm, : S and/or T is outside the range of validity of the formulation
## available for K0 in seacarb.## Warning in K0(S = S, T = T, Patm = Patm, P = P, warn = warn): S and/or T
## is outside the range of validity of the formulation available for K0 in
## seacarb.dat.pH.4C$pH.tank = pHinsi(pH = dat.pH.4C$pH.spec,
ALK = dat.pH.4C$ta/1000000,
Tinsi = dat.pH.4C$T.tank,
Tlab = dat.pH.4C$T.spec,
S = dat.pH.4C$sal)## Warning in Kspa(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspa in seacarb.## Warning in Kspc(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspc in seacarb.Warnings are normal - no equilibrium constants are safe under 0C. Life.
Calculate carbonate parameters with newfound pH.tank:
dat.carb.amb = carb(flag = 8,
dat.pH.amb$pH.tank,
dat.pH.amb$ta/1000000,
S = dat.pH.amb$sal,
T = dat.pH.amb$T.tank)## Warning in Ks(S = S, T = T, P = 0, ks = ks, warn = warn): S and/or T is
## outside the range of validity of the formulations available for Ks in
## seacarb.## Warning in Ks(S = S, T = T, P = P, ks = ks, warn = warn): S and/or T is
## outside the range of validity of the formulations available for Ks in
## seacarb.## Warning in Kw(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for Kw in seacarb.## Warning in Kb(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen,
## ktotal2SWS_P0, : S and/or T is outside the range of validity of the
## formulation available for Kb in seacarb.## Warning in K1p(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for K1p in seacarb.## Warning in K2p(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for K2p in seacarb.## Warning in K3p(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for K3p in seacarb.## Warning in Ksi(S = S, T = T, P = P, pHscale = pHscale, kSWS2chosen, warn
## = warn): S and/or T is outside the range of validity of the formulation
## available for Ksi in seacarb.## Warning in Kspa(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspa in seacarb.## Warning in Kspc(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspc in seacarb.## Warning in K0(S = S, T = T, Patm = Patm, P = 0, warn = warn): S and/or T
## is outside the range of validity of the formulation available for K0 in
## seacarb.## Warning in K0(S = S, T = theta(S = S, T = T, P = P, Pref = 0), Patm =
## Patm, : S and/or T is outside the range of validity of the formulation
## available for K0 in seacarb.## Warning in K0(S = S, T = T, Patm = Patm, P = P, warn = warn): S and/or T
## is outside the range of validity of the formulation available for K0 in
## seacarb. dat.carb.4C = carb(flag = 8,
dat.pH.4C$pH.tank,
dat.pH.4C$ta/1000000,
S = dat.pH.4C$sal,
T = dat.pH.4C$T.tank)## Warning in Kspa(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspa in seacarb.## Warning in Kspc(S = S, T = T, P = P, warn = warn): S and/or T is outside
## the range of validity of the formulation available for Kspc in seacarb.### add onto data:
dat.pH.amb$pCO2 = dat.carb.amb$pCO2
dat.pH.amb$Arag.sat = dat.carb.amb$OmegaAragonite
dat.pH.4C$pCO2 = dat.carb.4C$pCO2
dat.pH.4C$Arag.sat = dat.carb.4C$OmegaAragoniteSeparate data into treatments, replicates , and tank type (res or culture, and rep number):
dat.pH.amb$treat = toupper (substr(dat.pH.amb$id, 1,1))
dat.pH.4C$treat = toupper (substr(dat.pH.4C$id, 1,1))
dat.pH.amb$type = ''
dat.pH.amb$type[grep(pattern = 'res', x = dat.pH.amb$id)]='res'
dat.pH.amb$type[-grep(pattern = 'res', x = dat.pH.amb$id)]='tank'
dat.pH.4C$type = ''
dat.pH.4C$type[grep(pattern = 'res', x = dat.pH.4C$id)]='res'
dat.pH.4C$type[-grep(pattern = 'res', x = dat.pH.4C$id)]='tank'Test data quality by making sure each timepoint has 3 Res and 6 tanks.
dat.amb.sum = dat.pH.amb %>%
group_by(date, treat, type) %>%
summarize(count = length(ta))
dat.4C.sum = dat.pH.4C %>%
group_by(date, treat, type) %>%
summarize(count = length(ta))
#investigate 2 timepoints:
dat.pH.amb[dat.pH.amb$date == dat.amb.sum$date[2],]## date time id T.spec sal pH.spec T.tank
## 474 2015-10-22 09:00:00 9:00 B_res_1 24.9 35.5 7.770203 -0.5
## 475 2015-10-22 09:00:00 9:00 B_res_2 25.0 35.5 7.775852 -0.5
## 476 2015-10-22 09:00:00 9:00 B_res_3 24.7 35.5 7.772150 -0.5
## 477 2015-10-22 09:00:00 9:00 b1 25.2 35.5 7.770387 -1.0
## 478 2015-10-22 09:00:00 9:00 b2 25.0 35.5 7.754745 -1.0
## 479 2015-10-22 09:00:00 9:00 b3 25.1 35.5 7.765976 -1.0
## 480 2015-10-22 09:00:00 9:00 b4 25.6 35.5 7.778026 -1.0
## 481 2015-10-22 09:00:00 9:00 b5 25.1 35.5 7.684570 -1.0
## 482 2015-10-22 09:00:00 9:00 b5_b 24.8 35.5 7.689725 -1.0
## 483 2015-10-22 09:00:00 9:00 b6 25.3 35.5 7.751446 -1.0
## 484 2015-10-22 09:00:00 9:00 R_res_1 25.5 35.5 7.346343 -0.5
## 485 2015-10-22 09:00:00 9:00 R_res_2 25.5 35.5 7.336773 -0.5
## 486 2015-10-22 09:00:00 9:00 R_res_3 25.9 35.5 7.338940 -0.5
## 487 2015-10-22 09:00:00 9:00 r1 25.4 35.5 7.350016 -1.0
## 488 2015-10-22 09:00:00 9:00 r2 25.4 35.5 7.350591 -1.0
## 489 2015-10-22 09:00:00 9:00 r3 25.5 35.5 7.347382 -1.0
## 490 2015-10-22 09:00:00 9:00 r4 25.3 35.5 7.362106 -1.0
## 491 2015-10-22 09:00:00 9:00 r5 25.1 35.5 7.363313 -1.0
## 492 2015-10-22 09:00:00 9:00 r6 26.1 35.5 7.324443 -1.0
## 493 2015-10-22 09:00:00 9:00 Y_res_1 25.3 35.5 7.594227 -0.5
## 494 2015-10-22 09:00:00 9:00 Y_res_2_b 25.1 35.5 7.609931 -0.5
## 495 2015-10-22 09:00:00 9:00 Y_res_3_b 25.2 35.5 7.626485 -0.5
## 496 2015-10-22 09:00:00 9:00 y1 25.1 35.5 7.629797 -1.0
## 497 2015-10-22 09:00:00 9:00 y2 25.0 35.5 7.633233 -1.0
## 498 2015-10-22 09:00:00 9:00 y3 25.8 35.5 7.607983 -1.0
## 499 2015-10-22 09:00:00 9:00 y4 25.4 35.5 7.611362 -1.0
## 500 2015-10-22 09:00:00 9:00 y5 25.0 35.5 7.629216 -1.0
## 501 2015-10-22 09:00:00 9:00 y6 24.8 35.5 7.625529 -1.0
## ta pH.tank pCO2 Arag.sat treat type
## 474 2362.257 8.156086 301.0667 1.8250581 B res
## 475 2362.257 8.163603 295.2365 1.8527511 B res
## 476 2362.257 8.155102 301.8379 1.8214579 B res
## 477 2362.257 8.168767 290.6544 1.8411390 B tank
## 478 2362.257 8.149081 305.8956 1.7697463 B tank
## 479 2362.257 8.162555 295.3875 1.8183486 B tank
## 480 2362.257 8.182984 280.0818 1.8942109 B tank
## 481 2362.257 8.075387 369.6836 1.5232806 B tank
## 482 2362.257 8.076404 368.7263 1.5264647 B tank
## 483 2362.257 8.150138 305.0594 1.7735170 B tank
## 484 2362.257 7.695834 948.9013 0.6907615 R res
## 485 2362.257 7.684874 974.3416 0.6743722 R res
## 486 2362.257 7.692803 955.8723 0.6861917 R res
## 487 2362.257 7.706015 922.3897 0.6936152 R tank
## 488 2362.257 7.706675 920.9200 0.6946181 R tank
## 489 2362.257 7.704365 926.0735 0.6911141 R tank
## 490 2362.257 7.718487 894.9935 0.7128008 R tank
## 491 2362.257 7.717110 897.9795 0.7106582 R tank
## 492 2362.257 7.686166 967.6531 0.6640887 R tank
## 493 2362.257 7.972201 481.2142 1.2507808 Y res
## 494 2362.257 7.986446 464.3158 1.2886819 Y res
## 495 2362.257 8.006046 441.9659 1.3425207 Y res
## 496 2362.257 8.015938 429.8413 1.3469772 Y tank
## 497 2362.257 8.018184 427.4134 1.3532908 Y tank
## 498 2362.257 8.002559 444.5756 1.3099015 Y tank
## 499 2362.257 8.000270 447.1433 1.3036503 Y tank
## 500 2362.257 8.013801 432.1640 1.3409925 Y tank
## 501 2362.257 8.006771 439.8867 1.3214747 Y tank#get rid of b5_b from the first timepoint.
dat.pH.amb = dat.pH.amb[(dat.pH.amb$date != dat.amb.sum$date[2] | dat.pH.amb$id != 'b5_b' ),]
dat.pH.amb[dat.pH.amb$date == dat.amb.sum$date[7],]## date time id T.spec sal pH.spec T.tank
## 502 2015-10-23 08:00:00 8:00 B_res_1 24.8 35.5 7.740864 -0.5
## 503 2015-10-23 08:00:00 8:00 B_res_2 24.8 35.5 7.718406 -0.5
## 504 2015-10-23 08:00:00 8:00 B_res_2_b 25.2 35.5 7.710573 -0.5
## 505 2015-10-23 08:00:00 8:00 B_res_3 24.9 35.5 7.732583 -0.5
## 506 2015-10-23 08:00:00 8:00 b1 25.1 35.5 7.709650 -0.9
## 507 2015-10-23 08:00:00 8:00 b2 24.5 35.5 7.742821 -0.9
## 508 2015-10-23 08:00:00 8:00 b3 25.2 35.5 7.739427 -0.9
## 509 2015-10-23 08:00:00 8:00 b4 25.1 35.5 7.753262 -0.9
## 510 2015-10-23 08:00:00 8:00 b5 24.9 35.5 7.745779 -0.9
## 511 2015-10-23 08:00:00 8:00 b6 25.1 35.5 7.724351 -0.9
## 512 2015-10-23 08:00:00 8:00 R_res_1 24.9 35.5 7.260089 -0.5
## 513 2015-10-23 08:00:00 8:00 R_res_2 25.5 35.5 7.329218 -0.5
## 514 2015-10-23 08:00:00 8:00 R_res_3 25.2 35.5 7.336302 -0.5
## 515 2015-10-23 08:00:00 8:00 r1 25.2 35.5 7.275224 -0.9
## 516 2015-10-23 08:00:00 8:00 r2 24.9 35.5 7.339425 -0.9
## 517 2015-10-23 08:00:00 8:00 r3 25.1 35.5 7.341787 -0.9
## 518 2015-10-23 08:00:00 8:00 r4 25.3 35.5 7.339019 -0.8
## 519 2015-10-23 08:00:00 8:00 r5 25.1 35.5 7.362508 -0.9
## 520 2015-10-23 08:00:00 8:00 r6 25.1 35.5 7.317446 -0.8
## 521 2015-10-23 08:00:00 8:00 Y_res_1 25.4 35.5 7.590594 -0.5
## 522 2015-10-23 08:00:00 8:00 Y_res_2 25.5 35.5 7.603993 -0.5
## 523 2015-10-23 08:00:00 8:00 Y_res_3 25.1 35.5 7.627876 -0.5
## 524 2015-10-23 08:00:00 8:00 y1 25.2 35.5 7.594294 -0.9
## 525 2015-10-23 08:00:00 8:00 y2 25.0 35.5 7.581828 -0.9
## 526 2015-10-23 08:00:00 8:00 y3 25.1 35.5 7.622408 -0.9
## 527 2015-10-23 08:00:00 8:00 y4 25.3 35.5 7.614171 -0.8
## 528 2015-10-23 08:00:00 8:00 y5 25.0 35.5 7.619775 -0.9
## 529 2015-10-23 08:00:00 8:00 y6 25.1 35.5 7.629861 -0.9
## ta pH.tank pCO2 Arag.sat treat type
## 502 2351.116 8.123306 326.1579 1.7001222 B res
## 503 2351.116 8.099311 346.9385 1.6192570 B res
## 504 2351.116 8.096984 349.0173 1.6115946 B res
## 505 2351.116 8.115989 332.3703 1.6751007 B res
## 506 2351.116 8.100763 344.9580 1.6022072 B tank
## 507 2351.116 8.127134 322.3367 1.6904556 B tank
## 508 2351.116 8.134163 316.5414 1.7146757 B tank
## 509 2351.116 8.147393 305.8907 1.7610776 B tank
## 510 2351.116 8.136375 314.7375 1.7223594 B tank
## 511 2351.116 8.116523 331.2696 1.6544537 B tank
## 512 2351.116 7.589396 1219.6724 0.5438444 R res
## 513 2351.116 7.676223 990.1458 0.6585448 R res
## 514 2351.116 7.680266 980.5400 0.6644117 R res
## 515 2351.116 7.616261 1140.1196 0.5687190 R tank
## 516 2351.116 7.685613 965.0608 0.6625316 R tank
## 517 2351.116 7.691030 952.5336 0.6704486 R tank
## 518 2351.116 7.689118 957.6602 0.6700776 R tank
## 519 2351.116 7.714714 899.5653 0.7061323 R tank
## 520 2351.116 7.661741 1022.9639 0.6309846 R tank
## 521 2351.116 7.969664 481.9562 1.2381615 Y res
## 522 2351.116 7.985886 462.7341 1.2809858 Y res
## 523 2351.116 8.006025 439.8622 1.3360050 Y res
## 524 2351.116 7.976938 472.1182 1.2398044 Y tank
## 525 2351.116 7.960223 492.2842 1.1969843 Y tank
## 526 2351.116 8.006272 438.5776 1.3183066 Y tank
## 527 2351.116 7.998703 447.2748 1.3021433 Y tank
## 528 2351.116 8.001892 443.4404 1.3063089 Y tank
## 529 2351.116 8.014412 429.6707 1.3408690 Y tankdat.pH.amb = dat.pH.amb[(dat.pH.amb$date != dat.amb.sum$date[7] | dat.pH.amb$id != 'B_res_2_b' ),]
dat.amb.sum = dat.pH.amb %>%
group_by(date, treat, type) %>%
summarize(count = length(ta))Looks good! NOw different summaries for tables and plots.
First, tables!
#let's just combine them vertically and do it all at once, for ease!
dat.pH.amb$exp = 'amb'
dat.pH.4C$exp = '4C'
dat = rbind(dat.pH.amb, dat.pH.4C)
sum.dat = dat %>%
group_by(exp, treat, type) %>%
summarize(mean.pH = mean(pH.tank),
sd.pH = sd(pH.tank),
mean.pCO2 = mean(pCO2),
sd.pCO2 = sd(pCO2),
mean.arag = mean(Arag.sat),
sd.arag = sd(Arag.sat)
) %>% arrange(type)
#combined over treatments, temp
sum.dat.2 = dat %>%
group_by(exp, type) %>%
summarize(mean.T = mean(T.tank),
sd.T = sd(T.tank),
mean.sal = mean(sal),
sd.sal = sd(sal))
# format and paste
# sum.dat$pH.mean.sd = paste( round(sum.dat$mean.pH,2), '±', round(sum.dat$sd.pH,3))
# sum.dat$pCO2.mean.sd = paste( round(sum.dat$mean.pCO2), '±', round(sum.dat$sd.pCO2))
# sum.dat$arag.mean.sd = paste( round(sum.dat$mean.arag,3), '±', round(sum.dat$sd.arag,4))
#
# write.csv(sum.dat, '~/Box Sync/Manuscripts/B134.Loligo/data/CO2.summary.csv')dat.sum.amb = dat.pH.amb %>%
group_by(date, treat, type) %>%
summarize(mean.pH = mean(pH.tank),
sd.pH = sd(pH.tank),
mean.Arag.sat = mean(Arag.sat),
sd.Arag.sat = sd(Arag.sat),
mean.pCO2 = mean(pCO2),
sd.pCO2 = sd(pCO2),
ta = mean(ta),
mean.temp = mean(T.tank),
sd.temp = mean(T.tank))
dat.sum.4C = dat.pH.4C %>%
group_by(date, treat, type) %>%
summarize(mean.pH = mean(pH.tank),
sd.pH = sd(pH.tank),
mean.Arag.sat = mean(Arag.sat),
sd.Arag.sat = sd(Arag.sat),
mean.pCO2 = mean(pCO2),
sd.pCO2 = sd(pCO2),
ta = mean(ta),
mean.temp = mean(T.tank),
sd.temp = mean(T.tank))# pdf('../pHplot.pdf')
pH.lim = c(7.5, 8.3)
pCO2.lim = c(290, 1060)
Arag.sat.lim = c(0.6, 2.1)
temp.lim = c(-2, 4.5)
par(mfrow = c(2,2),
lwd = 2,
# mar = c(5.1,4.1,4.1,2.1), Defaults
mar = c(0,2,0,0) ,
# oma = c(0,0,0,0)) Defaults
oma = c(3,1,4,5))
a = 5000 #width of error bar tick ends
#########
### First Plot
#########
#### blue pCO2 - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='B')
axis.date = (plot.dat$date[c(1,8,15)])
plot(plot.dat$date, plot.dat$mean.pCO2, ylim =pCO2.lim, col = 'blue', type = 'l', axes=FALSE, frame.plot=TRUE, xlab = '', ylab = '')
axis(side = 1, at = axis.date, labels=FALSE)
axis(side = 2)
mtext(expression(pCO[2]), side = 2, line = 1.8)
segments(plot.dat$date, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2-plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2+plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
#### yellow pCO2 - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='Y')
axis.date = (plot.dat$date[c(1,8,15)])
lines(plot.dat$date, plot.dat$mean.pCO2, ylim =pCO2.lim, col = 'orange')
segments(plot.dat$date, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2-plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2+plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
#### red pCO2 - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='R')
lines(plot.dat$date, plot.dat$mean.pCO2, ylim =pCO2.lim, col = 'red')
segments(plot.dat$date, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2-plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2+plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
legend(x = min(plot.dat$date), y = 800,
legend = c('high', 'mid', 'low'),
col = c('red', 'orange', 'blue'), title = 'pCO2 treatment',
bty = 'n',
lty = 1)
text('a', x = min(plot.dat$date)+20000, y = 1020, cex = 1.8)
#########
### Second Plot
#########
#### blue pCO2 - +4
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='B')
axis.date = (plot.dat$date[c(1,8,15)])
plot(plot.dat$date, plot.dat$mean.pCO2, ylim =pCO2.lim, col = 'blue', type = 'l', axes=FALSE, frame.plot=TRUE, xlab = '', ylab = '')
axis(side = 1, at = axis.date, labels=FALSE)
axis(side = 2, labels = FALSE)
segments(plot.dat$date, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2-plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2+plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
#### yellow pCO2 - +4
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='Y')
axis.date = (plot.dat$date[c(1,8,15)])
lines(plot.dat$date, plot.dat$mean.pCO2, ylim =pCO2.lim, col = 'orange')
segments(plot.dat$date, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2-plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2+plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
#### red pCO2 - +4
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='R')
axis.date = (plot.dat$date[c(1,8,15)])
lines(plot.dat$date, plot.dat$mean.pCO2, ylim =pCO2.lim, col = 'red')
segments(plot.dat$date, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2-plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2-plot.dat$sd.pCO2)
segments(plot.dat$date-a, plot.dat$mean.pCO2+plot.dat$sd.pCO2, plot.dat$date+a,
plot.dat$mean.pCO2+plot.dat$sd.pCO2)
text('b', x = min(plot.dat$date)+20000, y = 1020, cex = 1.8)
#########
### Third Plot
#########
### Blue pH - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='B')
axis.date = (plot.dat$date[c(1,8,15)])
plot(plot.dat$date, plot.dat$mean.pH, ylim = pH.lim, col = 'blue', type = 'l',axes=FALSE, frame.plot=TRUE, xlab = '', ylab = '')
axis(side = 1, at = axis.date, labels=format(axis.date,"%b-%d"))
axis(side = 2)
mtext(side = 2, text = 'pH', line = 1.8)
segments(plot.dat$date, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date, plot.dat$mean.pH+plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH-plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH+plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH+plot.dat$sd.pH)
### Yellow pH - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='Y')
lines(plot.dat$date, plot.dat$mean.pH, ylim = pH.lim, col = 'orange', type = 'l')
segments(plot.dat$date, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date, plot.dat$mean.pH+plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH-plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH+plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH+plot.dat$sd.pH)
### Red pH - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='R')
lines(plot.dat$date, plot.dat$mean.pH, ylim = pH.lim, col = 'red', type = 'l')
segments(plot.dat$date, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date, plot.dat$mean.pH+plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH-plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH+plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH+plot.dat$sd.pH)
par(new = T)
### Blue Arag.sat - amb
# Line type (lty) : 0=blank, 1=solid, 2=dashed, 3=dotted, 4=dotdash, 5=longdash, 6=twodash
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='B')
axis.date = (plot.dat$date[c(1,8,15)])
plot(plot.dat$date, plot.dat$mean.Arag.sat, ylim = Arag.sat.lim, col = 'blue', type = 'l',
axes=FALSE, frame.plot=TRUE, lty = 3, xlab = '', ylab = '')
axis(side = 1, at = axis.date, labels=format(axis.date,"%b-%d"))
axis(side = 4, labels = FALSE)
segments(plot.dat$date, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
### Yellow Arag.sat - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='Y')
lines(plot.dat$date, plot.dat$mean.Arag.sat, ylim = Arag.sat.lim, col = 'orange', type = 'l', lty = 3)
segments(plot.dat$date, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
### Red Arag.sat - amb
plot.dat = filter(dat.sum.amb, type=='tank' & treat=='R')
lines(plot.dat$date, plot.dat$mean.Arag.sat, ylim = Arag.sat.lim, col = 'red', type = 'l', lty = 3)
segments(plot.dat$date, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
text('c', x = min(plot.dat$date)+20000, y = 2, cex = 1.8)
#########
### FOURTH PLOT
#########
### Blue pH - 4C
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='B')
axis.date = (plot.dat$date[c(1,8,15)])
plot(plot.dat$date, plot.dat$mean.pH, ylim = pH.lim, col = 'blue', type = 'l',axes=FALSE, frame.plot=TRUE, xlab = '', ylab = '')
axis(side = 1, at = axis.date, labels=format(axis.date,"%b-%d"))
axis(side = 2, labels = FALSE)
segments(plot.dat$date, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date, plot.dat$mean.pH+plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH-plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH+plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH+plot.dat$sd.pH)
### Yellow pH - 4C
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='Y')
lines(plot.dat$date, plot.dat$mean.pH, ylim = pH.lim, col = 'orange', type = 'l')
segments(plot.dat$date, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date, plot.dat$mean.pH+plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH-plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH+plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH+plot.dat$sd.pH)
### Red pH - 4C
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='R')
lines(plot.dat$date, plot.dat$mean.pH, ylim = pH.lim, col = 'red', type = 'l')
segments(plot.dat$date, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date, plot.dat$mean.pH+plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH-plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH-plot.dat$sd.pH)
segments(plot.dat$date-a, plot.dat$mean.pH+plot.dat$sd.pH, plot.dat$date+a, plot.dat$mean.pH+plot.dat$sd.pH)
par(new = T)
### Blue Arag.sat - 4C
# Line type (lty) : 0=blank, 1=solid, 2=dashed, 3=dotted, 4=dotdash, 5=longdash, 6=twodash
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='B')
axis.date = (plot.dat$date[c(1,8,15)])
plot(plot.dat$date, plot.dat$mean.Arag.sat, ylim = Arag.sat.lim, col = 'blue', type = 'l',
axes=FALSE, frame.plot=TRUE, lty = 3, xlab = '', ylab = '')
axis(side = 1, at = axis.date, labels=format(axis.date,"%b-%d"))
axis(side = 4)
mtext(expression(Omega[arag]), side = 4, line = 2 )
segments(plot.dat$date, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
### Yellow Arag.sat - 4C
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='Y')
lines(plot.dat$date, plot.dat$mean.Arag.sat, ylim = Arag.sat.lim, col = 'orange', type = 'l', lty = 3)
segments(plot.dat$date, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
### Red Arag.sat - 4C
plot.dat = filter(dat.sum.4C, type=='tank' & treat=='R')
lines(plot.dat$date, plot.dat$mean.Arag.sat, ylim = Arag.sat.lim, col = 'red', type = 'l', lty = 3)
segments(plot.dat$date, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat-plot.dat$sd.Arag.sat)
segments(plot.dat$date-a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat, plot.dat$date+a, plot.dat$mean.Arag.sat+plot.dat$sd.Arag.sat)
text('d', x = min(plot.dat$date)+20000, y = 2, cex = 1.8)
# dev.off()
#### Quick tables of these results:
dat.pH %>%
dplyr::filter()## date time id T.spec sal pH.spec T.tank
## 1 2015-09-23 08:00:00 8:00 B_res_1 26.0 33.9 7.917495 0.0
## 2 2015-09-23 08:00:00 8:00 B_res_2 25.6 33.9 7.917740 0.0
## 3 2015-09-23 08:00:00 8:00 B_res_3 25.4 33.9 7.927205 0.0
## 4 2015-09-23 08:00:00 8:00 B1 25.5 33.9 7.929139 -0.5
## 5 2015-09-23 08:00:00 8:00 B2 25.7 33.9 7.934890 -0.5
## 6 2015-09-23 08:00:00 8:00 B3 25.8 33.9 7.930243 -0.5
## 7 2015-09-23 08:00:00 8:00 B4 25.7 33.9 7.943543 -0.5
## 8 2015-09-23 08:00:00 8:00 R_res_1 25.2 33.9 7.277373 0.0
## 9 2015-09-23 08:00:00 8:00 R_res_2 25.3 33.9 7.277197 0.0
## 10 2015-09-23 08:00:00 8:00 R_res_3 25.3 33.9 7.278304 0.0
## 11 2015-09-23 08:00:00 8:00 R1 25.6 33.9 7.332649 -0.5
## 12 2015-09-23 08:00:00 8:00 Y_res_1 25.4 33.9 7.553085 0.0
## 13 2015-09-23 08:00:00 8:00 Y_res_2 24.7 33.9 7.560155 0.0
## 14 2015-09-23 08:00:00 8:00 Y_res_3 25.3 33.9 7.544940 0.0
## 15 2015-09-23 08:00:00 8:00 Y1 25.2 33.9 7.594672 -0.5
## 16 2015-09-24 08:15:00 8:15 B_res_1 24.6 33.9 7.934219 -0.4
## 17 2015-09-24 08:15:00 8:15 B_res_2 24.8 33.9 7.931681 -0.4
## 18 2015-09-24 08:15:00 8:15 B_res_3 25.4 33.9 7.919608 -0.4
## 19 2015-09-24 08:15:00 8:15 B1 25.4 33.9 7.916470 -0.9
## 20 2015-09-24 08:15:00 8:15 B2 24.9 33.9 7.911943 -0.9
## 21 2015-09-24 08:15:00 8:15 B3 25.6 33.9 7.908539 -0.9
## 22 2015-09-24 08:15:00 8:15 B4 25.5 33.9 7.908733 -0.9
## 23 2015-09-24 08:15:00 8:15 R_res_1 25.6 33.9 7.319719 -0.4
## 24 2015-09-24 08:15:00 8:15 R_res_2 25.7 33.9 7.314183 -0.4
## 25 2015-09-24 08:15:00 8:15 R_res_3 25.5 33.9 7.320420 -0.4
## 26 2015-09-24 08:15:00 8:15 R1 25.9 33.9 7.324994 -0.9
## 27 2015-09-24 08:15:00 8:15 Y_res_1 24.9 33.9 7.542913 -0.4
## 28 2015-09-24 08:15:00 8:15 Y_res_2 25.4 33.9 7.541732 -0.4
## 29 2015-09-24 08:15:00 8:15 Y_res_3 25.0 33.9 7.539619 -0.4
## 30 2015-09-24 08:15:00 8:15 Y1 25.5 33.9 7.536462 -0.9
## 31 2015-09-25 08:00:00 8:00 B_res_1 24.2 33.9 7.801565 -0.6
## 32 2015-09-25 08:00:00 8:00 B_res_2 24.9 33.9 7.785878 -0.6
## 33 2015-09-25 08:00:00 8:00 B_res_3 24.6 33.9 7.815523 -0.6
## 34 2015-09-25 08:00:00 8:00 R_res_1 25.1 33.9 7.456082 -0.6
## 35 2015-09-25 08:00:00 8:00 R_res_2 25.1 33.9 7.441337 -0.6
## 36 2015-09-25 08:00:00 8:00 R_res_3 25.1 33.9 7.444406 -0.6
## 37 2015-09-25 08:00:00 8:00 Y_res_1 24.8 33.9 7.546019 -0.9
## 38 2015-09-25 08:00:00 8:00 Y_res_2 24.9 33.9 7.547324 -0.9
## 39 2015-09-25 08:00:00 8:00 Y_res_3 25.3 33.9 7.539716 -0.9
## 40 2015-09-27 09:00:00 9:00 B_res_1 24.3 33.9 7.885266 -0.6
## 41 2015-09-27 09:00:00 9:00 B_res_2 24.8 33.9 7.876353 -0.6
## 42 2015-09-27 09:00:00 9:00 B_res_3 24.7 33.9 7.883406 -0.6
## 43 2015-09-27 09:00:00 9:00 R_res_1 24.8 33.9 7.328487 -0.6
## 44 2015-09-27 09:00:00 9:00 R_res_2 24.8 33.9 7.325739 -0.6
## 45 2015-09-27 09:00:00 9:00 R_res_3 24.7 33.9 7.336485 -0.6
## 46 2015-09-27 09:00:00 9:00 Y_res_1 24.8 33.9 7.848331 -0.6
## 47 2015-09-27 09:00:00 9:00 Y_res_2 24.9 33.9 7.852527 -0.6
## 48 2015-09-27 09:00:00 9:00 Y_res_3 25.1 33.9 7.841725 -0.6
## 49 2015-09-27 16:00:00 16:00 B_res_1 25.4 33.9 7.790994 -0.6
## 50 2015-09-27 16:00:00 16:00 B_res_2 25.1 33.9 7.792671 -0.6
## 51 2015-09-27 16:00:00 16:00 B_res_3 25.1 33.9 7.791451 -0.6
## 52 2015-09-27 16:00:00 16:00 R_res_1 25.1 33.9 7.313090 -0.6
## 53 2015-09-27 16:00:00 16:00 R_res_2 25.2 33.9 7.302323 -0.6
## 54 2015-09-27 16:00:00 16:00 R_res_3 25.1 33.9 7.306653 -0.6
## 55 2015-09-27 16:00:00 16:00 Y_res_1 25.0 33.9 7.784880 -0.6
## 56 2015-09-27 16:00:00 16:00 Y_res_2 25.3 33.9 7.783216 -0.6
## 57 2015-09-27 16:00:00 16:00 Y_res_3 25.3 33.9 7.782707 -0.6
## 58 2015-09-28 07:30:00 7:30 B_res_1 24.5 33.9 7.743103 -0.6
## 59 2015-09-28 07:30:00 7:30 B_res_2 24.7 33.9 7.741974 -0.6
## 60 2015-09-28 07:30:00 7:30 B_res_3 24.7 33.9 7.740570 -0.6
## 61 2015-09-28 07:30:00 7:30 R_res_1 24.9 33.9 7.294916 -0.6
## 62 2015-09-28 07:30:00 7:30 R_res_2 25.1 33.9 7.295392 -0.6
## 63 2015-09-28 07:30:00 7:30 R_res_3 25.1 33.9 7.292966 -0.6
## 64 2015-09-28 07:30:00 7:30 Y_res_1 25.0 33.9 7.735760 -0.6
## 65 2015-09-28 07:30:00 7:30 Y_res_2 24.8 33.9 7.734519 -0.6
## 66 2015-09-28 07:30:00 7:30 Y_res_3 25.0 33.9 7.732815 -0.6
## 67 2015-09-28 20:00:00 20:00 B_res_1 24.1 33.9 7.957092 -0.6
## 68 2015-09-28 20:00:00 20:00 B_res_2 24.3 33.9 7.958734 -0.6
## 69 2015-09-28 20:00:00 20:00 B_res_3 24.5 33.9 7.953724 -0.6
## 70 2015-09-28 20:00:00 20:00 R_res_1 24.4 33.9 7.355720 -0.6
## 71 2015-09-28 20:00:00 20:00 R_res_2 24.4 33.9 7.355507 -0.6
## 72 2015-09-28 20:00:00 20:00 R_res_3 24.5 33.9 7.342145 -0.6
## 73 2015-09-28 20:00:00 20:00 Y_res_1 24.3 33.9 7.948030 -0.6
## 74 2015-09-28 20:00:00 20:00 Y_res_2 24.4 33.9 7.948670 -0.6
## 75 2015-09-28 20:00:00 20:00 Y_res_3 24.3 33.9 7.948535 -0.6
## 76 2015-09-29 08:00:00 8:00 B_res_1 24.2 33.9 7.960727 -0.5
## 77 2015-09-29 08:00:00 8:00 B_res_2 24.5 33.9 7.958067 -0.5
## 78 2015-09-29 08:00:00 8:00 B_res_3 24.2 33.9 7.958512 -0.5
## 79 2015-09-29 08:00:00 8:00 R_res_1 24.2 33.9 7.357193 -0.5
## 80 2015-09-29 08:00:00 8:00 R_res_2 24.4 33.9 7.355034 -0.5
## 81 2015-09-29 08:00:00 8:00 R_res_3 24.4 33.9 7.356042 -0.5
## 82 2015-09-29 08:00:00 8:00 Y_res_1 24.7 33.9 7.922467 -0.5
## 83 2015-09-29 08:00:00 8:00 Y_res_2 25.1 33.9 7.916548 -0.5
## 84 2015-09-29 08:00:00 8:00 Y_res_3 24.4 33.9 7.928013 -0.5
## 85 2015-09-29 16:00:00 16:00 B_res_1 25.1 33.9 7.935214 -0.6
## 86 2015-09-29 16:00:00 16:00 B_res_2 25.2 33.9 7.942722 -0.6
## 87 2015-09-29 16:00:00 16:00 B_res_3 25.6 33.9 7.932506 -0.6
## 88 2015-09-29 16:00:00 16:00 R_res_1 26.1 33.9 7.333186 -0.5
## 89 2015-09-29 16:00:00 16:00 R_res_2 26.1 33.9 7.330157 -0.5
## 90 2015-09-29 16:00:00 16:00 R_res_3 26.0 33.9 7.330292 -0.5
## 91 2015-09-29 16:00:00 16:00 Y_res_1 25.2 33.9 7.257351 -0.5
## 92 2015-09-29 16:00:00 16:00 Y_res_2 25.0 33.9 7.265561 -0.5
## 93 2015-09-29 16:00:00 16:00 Y_res_3 25.6 33.9 7.246273 -0.5
## 94 2015-09-30 08:00:00 8:00 B_res_1 24.2 33.9 7.965677 -0.6
## 95 2015-09-30 08:00:00 8:00 B_res_2 24.7 33.9 7.956402 -0.6
## 96 2015-09-30 08:00:00 8:00 B_res_3 25.2 33.9 7.944351 -0.6
## 97 2015-09-30 08:00:00 8:00 R_res_1 25.5 33.9 7.358142 -0.5
## 98 2015-09-30 08:00:00 8:00 R_res_2 25.9 33.9 7.354191 -0.5
## 99 2015-09-30 08:00:00 8:00 R_res_3 25.8 33.9 7.357067 -0.5
## 100 2015-09-30 08:00:00 8:00 Y_res_1 24.6 33.9 7.955466 -0.5
## 101 2015-09-30 08:00:00 8:00 Y_res_2 25.3 33.9 7.944676 -0.5
## 102 2015-09-30 08:00:00 8:00 Y_res_3 25.6 33.9 7.936869 -0.5
## 103 2015-10-01 08:00:00 8:00 B_res_1 24.2 33.9 7.964904 -0.5
## 104 2015-10-01 08:00:00 8:00 B_res_2 24.7 33.9 7.956058 -0.5
## 105 2015-10-01 08:00:00 8:00 B_res_3 25.2 33.9 7.948605 -0.5
## 106 2015-10-01 08:00:00 8:00 R_res_1 25.5 33.9 7.355283 -0.4
## 107 2015-10-01 08:00:00 8:00 R_res_2 25.9 33.9 7.348891 -0.4
## 108 2015-10-01 08:00:00 8:00 R_res_3 25.8 33.9 7.355683 -0.4
## 109 2015-10-01 08:00:00 8:00 Y_res_1 24.6 33.9 7.963959 -0.4
## 110 2015-10-01 08:00:00 8:00 Y_res_2 25.3 33.9 7.951894 -0.4
## 111 2015-10-01 08:00:00 8:00 Y_res_3 25.6 33.9 7.946194 -0.4
## 112 2015-10-01 17:00:00 17:00 B_res_1 24.3 33.9 7.966248 -0.6
## 113 2015-10-01 17:00:00 17:00 B_res_2 24.9 33.9 7.952132 -0.6
## 114 2015-10-01 17:00:00 17:00 B_res_3 24.9 33.9 7.954231 -0.6
## 115 2015-10-01 17:00:00 17:00 R_res_1 25.5 33.9 7.360364 -0.5
## 116 2015-10-01 17:00:00 17:00 R_res_2 25.4 33.9 7.354824 -0.5
## 117 2015-10-01 17:00:00 17:00 R_res_3 25.4 33.9 7.350589 -0.5
## 118 2015-10-01 17:00:00 17:00 Y_res_1 25.0 33.9 7.956826 -0.5
## 119 2015-10-01 17:00:00 17:00 Y_res_2 25.8 33.9 7.942209 -0.5
## 120 2015-10-01 17:00:00 17:00 Y_res_3 26.0 33.9 7.941645 -0.5
## 121 2015-10-02 07:30:00 7:30 B_res_1 23.9 33.9 7.946620 -0.6
## 122 2015-10-02 07:30:00 7:30 B_res_2 24.2 33.9 7.943309 -0.6
## 123 2015-10-02 07:30:00 7:30 B_res_3 24.2 33.9 7.941006 -0.6
## 124 2015-10-02 07:30:00 7:30 R_res_1 25.0 33.9 7.299908 -0.7
## 125 2015-10-02 07:30:00 7:30 R_res_2 24.6 33.9 7.310980 -0.7
## 126 2015-10-02 07:30:00 7:30 R_res_3 25.0 33.9 7.305503 -0.7
## 127 2015-10-02 07:30:00 7:30 Y_res_1 24.2 33.9 6.502573 -0.6
## 128 2015-10-02 07:30:00 7:30 Y_res_2 24.4 33.9 6.523299 -0.6
## 129 2015-10-02 07:30:00 7:30 Y_res_3 24.5 33.9 6.516122 -0.6
## 130 2015-10-02 15:00:00 15:00 B_res_1 24.5 33.9 7.932764 -0.6
## 131 2015-10-02 15:00:00 15:00 B_res_2 24.4 33.9 7.933593 -0.6
## 132 2015-10-02 15:00:00 15:00 B_res_3 24.3 33.9 7.932967 -0.6
## 133 2015-10-02 15:00:00 15:00 R_res_1 25.5 33.9 7.338414 -0.5
## 134 2015-10-02 15:00:00 15:00 R_res_2 26.2 33.9 7.314075 -0.5
## 135 2015-10-02 15:00:00 15:00 R_res_3 25.7 33.9 7.331380 -0.5
## 136 2015-10-02 15:00:00 15:00 Y_res_1 24.8 33.9 6.890784 -0.5
## 137 2015-10-02 15:00:00 15:00 Y_res_2 24.8 33.9 6.893273 -0.5
## 138 2015-10-02 15:00:00 15:00 Y_res_3 25.4 33.9 6.878783 -0.5
## 139 2015-10-03 07:45:00 7:45 B_res_1 25.3 33.9 7.823942 -0.6
## 140 2015-10-03 07:45:00 7:45 B_res_2 25.1 33.9 7.831182 -0.6
## 141 2015-10-03 07:45:00 7:45 B_res_3 25.5 33.9 7.819345 -0.6
## 142 2015-10-03 07:45:00 7:45 R_res_1 25.1 33.9 7.344843 -0.5
## 143 2015-10-03 07:45:00 7:45 R_res_2 25.7 33.9 7.338382 -0.5
## 144 2015-10-03 07:45:00 7:45 R_res_3 25.8 33.9 7.338259 -0.5
## 145 2015-10-03 07:45:00 7:45 Y_res_1 25.5 33.9 7.121508 -0.5
## 146 2015-10-03 07:45:00 7:45 Y_res_2 25.0 33.9 7.124662 -0.5
## 147 2015-10-03 07:45:00 7:45 Y_res_3 25.1 33.9 7.127815 -0.5
## 148 2015-10-03 15:45:00 15:45 B_res_1 24.7 33.9 7.786903 -0.6
## 149 2015-10-03 15:45:00 15:45 B_res_2 24.8 33.9 7.786399 -0.6
## 150 2015-10-03 15:45:00 15:45 B_res_3 25.0 33.9 7.779625 -0.6
## 151 2015-10-03 15:45:00 15:45 R_res_1 25.2 33.9 7.347304 -0.6
## 152 2015-10-03 15:45:00 15:45 R_res_2 25.5 33.9 7.345043 -0.6
## 153 2015-10-03 15:45:00 15:45 R_res_3 25.3 33.9 7.342182 -0.6
## 154 2015-10-03 15:45:00 15:45 Y_res_1 25.0 33.9 7.534347 -0.6
## 155 2015-10-03 15:45:00 15:45 Y_res_2 25.4 33.9 7.532054 -0.6
## 156 2015-10-03 15:45:00 15:45 Y_res_3 25.2 33.9 7.534356 -0.6
## 157 2015-10-04 08:00:00 8:00 B_res_1 24.0 33.9 7.820218 -0.6
## 158 2015-10-04 08:00:00 8:00 B_res_2 24.4 33.9 7.809231 -0.6
## 159 2015-10-04 08:00:00 8:00 B_res_3 24.8 33.9 7.804762 -0.6
## 160 2015-10-04 08:00:00 8:00 R_res_1 25.0 33.9 7.367958 -0.6
## 161 2015-10-04 08:00:00 8:00 R_res_2 25.2 33.9 7.366147 -0.6
## 162 2015-10-04 08:00:00 8:00 R_res_3 25.3 33.9 7.362050 -0.6
## 163 2015-10-04 08:00:00 8:00 Y_res_1 24.7 33.9 7.436080 -0.6
## 164 2015-10-04 08:00:00 8:00 Y_res_2 24.9 33.9 7.432697 -0.6
## 165 2015-10-04 08:00:00 8:00 Y_res_3 24.9 33.9 7.433726 -0.6
## 166 2015-10-04 16:00:00 16:00 B_res_1 25.1 33.9 7.803116 -0.5
## 167 2015-10-04 16:00:00 16:00 B_res_2 25.4 33.9 7.798635 -0.5
## 168 2015-10-04 16:00:00 16:00 B_res_3 25.4 33.9 7.800091 -0.5
## 169 2015-10-04 16:00:00 16:00 R_res_1 26.0 33.9 7.340970 -0.5
## 170 2015-10-04 16:00:00 16:00 R_res_2 25.9 33.9 7.339095 -0.5
## 171 2015-10-04 16:00:00 16:00 R_res_3 25.6 33.9 7.345401 -0.5
## 172 2015-10-04 16:00:00 16:00 Y_res_1 25.6 33.9 7.706581 -0.5
## 173 2015-10-04 16:00:00 16:00 Y_res_2 25.7 33.9 7.704420 -0.5
## 174 2015-10-04 16:00:00 16:00 Y_res_3 25.6 33.9 7.705731 -0.5
## 175 2015-10-05 10:45:00 10:45 B_1 25.3 33.9 7.800533 -1.0
## 176 2015-10-05 10:45:00 10:45 B_2 24.8 33.9 7.803883 -1.1
## 177 2015-10-05 10:45:00 10:45 B_3 25.1 33.9 7.800242 -1.0
## 178 2015-10-05 10:45:00 10:45 B_4 25.4 33.9 7.795864 -1.1
## 179 2015-10-05 10:45:00 10:45 B_5 25.5 33.9 7.798416 -1.1
## 180 2015-10-05 10:45:00 10:45 B_6 25.6 33.9 7.786503 -1.1
## 181 2015-10-05 10:45:00 10:45 B_res_1 25.6 33.9 7.797452 -0.7
## 182 2015-10-05 10:45:00 10:45 B_res_2 25.4 33.9 7.802982 -0.7
## 183 2015-10-05 10:45:00 10:45 B_res_3 25.4 33.9 7.801230 -0.7
## 184 2015-10-05 10:45:00 10:45 R_1 26.0 33.9 7.375403 -1.1
## 185 2015-10-05 10:45:00 10:45 R_2 26.0 33.9 7.366546 -1.1
## 186 2015-10-05 10:45:00 10:45 R_3 26.1 33.9 7.361638 -1.1
## 187 2015-10-05 10:45:00 10:45 R_4 25.7 33.9 7.362043 -1.0
## 188 2015-10-05 10:45:00 10:45 R_5 25.7 33.9 7.382266 -1.0
## 189 2015-10-05 10:45:00 10:45 R_6 25.7 33.9 7.349972 -1.1
## 190 2015-10-05 10:45:00 10:45 R_res_1 26.3 33.9 7.342196 -0.7
## 191 2015-10-05 10:45:00 10:45 R_res_2 26.0 33.9 7.343542 -0.7
## 192 2015-10-05 10:45:00 10:45 R_res_3 26.0 33.9 7.345143 -0.7
## 193 2015-10-05 10:45:00 10:45 Y_1 25.5 33.9 7.355752 -1.1
## 194 2015-10-05 10:45:00 10:45 Y_2 25.7 33.9 7.390459 -1.0
## 195 2015-10-05 10:45:00 10:45 Y_3 25.7 33.9 7.397294 -1.1
## 196 2015-10-05 10:45:00 10:45 Y_4 25.6 33.9 7.575613 -1.1
## 197 2015-10-05 10:45:00 10:45 Y_5 25.7 33.9 7.429013 -1.0
## 198 2015-10-05 10:45:00 10:45 Y_6 25.6 33.9 7.569828 -1.1
## 199 2015-10-05 10:45:00 10:45 Y_res_1 25.8 33.9 7.336856 -0.7
## 200 2015-10-05 10:45:00 10:45 Y_res_2 25.7 33.9 7.339460 -0.7
## 201 2015-10-05 10:45:00 10:45 Y_res_3 25.7 33.9 7.336698 -0.7
## 202 2015-10-05 17:25:00 17:25 Y_res_1 25.4 33.9 7.517671 -0.6
## 203 2015-10-05 17:25:00 17:25 Y_res_2 24.9 33.9 7.518798 -0.6
## 204 2015-10-05 17:25:00 17:25 Y_res_3 25.5 33.9 7.508453 -0.6
## 205 2015-10-06 09:00:00 9:00 B_res_1 24.5 33.9 7.828510 -0.6
## 206 2015-10-06 09:00:00 9:00 B_res_2 24.9 33.9 7.826626 -0.6
## 207 2015-10-06 09:00:00 9:00 B_res_3 25.0 33.9 7.824271 -0.6
## 208 2015-10-06 09:00:00 9:00 R_res_1 25.6 33.9 7.333628 -0.6
## 209 2015-10-06 09:00:00 9:00 R_res_2 25.3 33.9 7.348039 -0.6
## 210 2015-10-06 09:00:00 9:00 R_res_3 25.2 33.9 7.347398 -0.6
## 211 2015-10-06 09:00:00 9:00 Y_1 25.3 33.9 7.576914 -1.0
## 212 2015-10-06 09:00:00 9:00 Y_2 25.5 33.9 7.588311 -0.9
## 213 2015-10-06 09:00:00 9:00 Y_3 25.5 33.9 7.585191 -0.9
## 214 2015-10-06 09:00:00 9:00 Y_4 25.1 33.9 7.530953 -1.0
## 215 2015-10-06 09:00:00 9:00 Y_5 25.0 33.9 7.416869 -1.0
## 216 2015-10-06 09:00:00 9:00 Y_6 25.5 33.9 7.551357 -1.0
## 217 2015-10-06 09:00:00 9:00 Y_res_1 24.8 33.9 7.595785 -0.6
## 218 2015-10-06 09:00:00 9:00 Y_res_2 24.9 33.9 7.593187 -0.6
## 219 2015-10-06 09:00:00 9:00 Y_res_3 25.2 33.9 7.589527 -0.6
## 220 2015-10-06 17:30:00 17:30 B_res_1 24.4 33.9 7.858210 -0.6
## 221 2015-10-06 17:30:00 17:30 B_res_2 24.7 33.9 7.847460 -0.6
## 222 2015-10-06 17:30:00 17:30 B_res_3 25.0 33.9 7.841653 -0.6
## 223 2015-10-06 17:30:00 17:30 R_res_1 25.2 33.9 7.339442 -0.6
## 224 2015-10-06 17:30:00 17:30 R_res_2 25.8 33.9 7.308801 -0.6
## 225 2015-10-06 17:30:00 17:30 R_res_3 25.9 33.9 7.318490 -0.6
## 226 2015-10-06 17:30:00 17:30 Y_res_1 25.4 33.9 7.583522 -0.6
## 227 2015-10-06 17:30:00 17:30 Y_res_2 25.1 33.9 7.572986 -0.6
## 228 2015-10-06 17:30:00 17:30 Y_res_3 25.0 33.9 7.581671 -0.6
## 229 2015-10-07 09:30:00 9:30 B_res_1 24.9 33.9 7.846584 -0.5
## 230 2015-10-07 09:30:00 9:30 B_res_2 25.1 33.9 7.842057 -0.5
## 231 2015-10-07 09:30:00 9:30 B_res_3 25.5 33.9 7.834758 -0.5
## 232 2015-10-07 09:30:00 9:30 R_res_1 25.4 33.9 7.335882 -0.5
## 233 2015-10-07 09:30:00 9:30 R_res_2 25.5 33.9 7.334337 -0.5
## 234 2015-10-07 09:30:00 9:30 R_res_3 25.7 33.9 7.327111 -0.5
## 235 2015-10-07 09:30:00 9:30 Y_res_1 25.2 33.9 7.427259 -0.5
## 236 2015-10-07 09:30:00 9:30 Y_res_2 25.3 33.9 7.425897 -0.5
## 237 2015-10-07 09:30:00 9:30 Y_res_3 25.2 33.9 7.426737 -0.5
## 238 2015-10-07 17:00:00 17:00 B_res_1 24.6 33.9 7.860819 -0.5
## 239 2015-10-07 17:00:00 17:00 B_res_2 25.4 33.9 7.830920 -0.5
## 240 2015-10-07 17:00:00 17:00 B_res_3 25.6 33.9 7.840515 -0.5
## 241 2015-10-07 17:00:00 17:00 R_res_1 24.9 33.9 7.347814 -0.5
## 242 2015-10-07 17:00:00 17:00 R_res_2 24.2 33.9 7.352334 -0.5
## 243 2015-10-07 17:00:00 17:00 R_res_3 24.6 33.9 7.344197 -0.5
## 244 2015-10-07 17:00:00 17:00 Y_res_1 25.5 33.9 7.401625 -0.5
## 245 2015-10-07 17:00:00 17:00 Y_res_2 25.1 33.9 7.412508 -0.5
## 246 2015-10-07 17:00:00 17:00 Y_res_3 25.0 33.9 7.428743 -0.5
## 247 2015-10-08 15:30:00 15:30 B_res_1 24.6 33.9 7.866657 -0.5
## 248 2015-10-08 15:30:00 15:30 B_res_2 25.0 33.9 7.860011 -0.5
## 249 2015-10-08 15:30:00 15:30 B_res_3 25.1 33.9 7.854863 -0.5
## 250 2015-10-08 15:30:00 15:30 R_res_1 25.5 33.9 7.342373 -0.5
## 251 2015-10-08 15:30:00 15:30 R_res_2 25.1 33.9 7.346722 -0.5
## 252 2015-10-08 15:30:00 15:30 R_res_3 25.1 33.9 7.341548 -0.5
## 253 2015-10-08 15:30:00 15:30 Y_res_1 25.3 33.9 7.359072 -0.5
## 254 2015-10-08 15:30:00 15:30 Y_res_2 25.4 33.9 7.360846 -0.5
## 255 2015-10-08 15:30:00 15:30 Y_res_3 25.3 33.9 7.353569 -0.5
## 256 2015-10-10 07:30:00 7:30 B_res_1 25.2 33.9 7.849082 -0.6
## 257 2015-10-10 07:30:00 7:30 B_res_2 25.4 33.9 7.845004 -0.6
## 258 2015-10-10 07:30:00 7:30 B_res_3 25.3 33.9 7.844355 -0.6
## 259 2015-10-10 07:30:00 7:30 R_res_1 25.4 33.9 7.344117 -0.5
## 260 2015-10-10 07:30:00 7:30 R_res_2 25.4 33.9 7.344458 -0.5
## 261 2015-10-10 07:30:00 7:30 R_res_3 25.4 33.9 7.336640 -0.5
## 262 2015-10-10 07:30:00 7:30 Y_res_1 24.9 33.9 7.881516 -0.6
## 263 2015-10-10 07:30:00 7:30 Y_res_2 24.7 33.9 7.884967 -0.6
## 264 2015-10-10 07:30:00 7:30 Y_res_3 25.3 33.9 7.878416 -0.6
## 265 2015-10-10 16:00:00 16:00 B_res_1 24.8 33.9 7.851151 -0.5
## 266 2015-10-10 16:00:00 16:00 B_res_2 24.7 33.9 7.852753 -0.5
## 267 2015-10-10 16:00:00 16:00 B_res_3 25.1 33.9 7.846908 -0.5
## 268 2015-10-10 16:00:00 16:00 R_res_1 25.4 33.9 7.339273 -0.5
## 269 2015-10-10 16:00:00 16:00 R_res_2 25.4 33.9 7.340412 -0.5
## 270 2015-10-10 16:00:00 16:00 R_res_3 25.2 33.9 7.337596 -0.5
## 271 2015-10-10 16:00:00 16:00 Y_res_1 25.1 33.9 7.845972 -0.5
## 272 2015-10-10 16:00:00 16:00 Y_res_2 25.4 33.9 7.850747 -0.5
## 273 2015-10-10 16:00:00 16:00 Y_res_3 25.1 33.9 7.857687 -0.5
## 274 2015-10-11 08:00:00 8:00 B_res_1 24.4 33.9 7.862623 -0.5
## 275 2015-10-11 08:00:00 8:00 B_res_2 24.5 33.9 7.857146 -0.5
## 276 2015-10-11 08:00:00 8:00 B_res_3 24.7 33.9 7.853978 -0.5
## 277 2015-10-11 08:00:00 8:00 R_res_1 25.3 33.9 7.353398 -0.5
## 278 2015-10-11 08:00:00 8:00 R_res_2 25.1 33.9 7.352087 -0.5
## 279 2015-10-11 08:00:00 8:00 R_res_3 25.1 33.9 7.351866 -0.5
## 280 2015-10-11 08:00:00 8:00 Y_res_1 25.1 33.9 7.844146 -0.5
## 281 2015-10-11 08:00:00 8:00 Y_res_2 25.0 33.9 7.838980 -0.5
## 282 2015-10-11 08:00:00 8:00 Y_res_3 25.2 33.9 7.843778 -0.5
## 283 2015-10-11 14:00:00 14:00 Y_res_1 25.2 33.9 7.497644 -0.6
## 284 2015-10-11 14:00:00 14:00 Y_res_2 25.2 33.9 7.493524 -0.6
## 285 2015-10-11 14:00:00 14:00 Y_res_3 25.0 33.9 7.508361 -0.6
## 286 2015-10-11 18:00:00 18:00 B_res_1 25.2 33.9 7.363916 -0.5
## 287 2015-10-11 18:00:00 18:00 B_res_2 25.7 33.9 7.351143 -0.5
## 288 2015-10-11 18:00:00 18:00 B_res_3 25.4 33.9 7.358284 -0.5
## 289 2015-10-11 18:00:00 18:00 R_res_1 26.1 33.9 7.332699 -0.5
## 290 2015-10-11 18:00:00 18:00 R_res_2 26.0 33.9 7.329176 -0.5
## 291 2015-10-11 18:00:00 18:00 R_res_3 26.3 33.9 7.327837 -0.5
## 292 2015-10-11 18:00:00 18:00 Y_res_1 25.9 33.9 7.518323 -0.5
## 293 2015-10-11 18:00:00 18:00 Y_res_2 25.7 33.9 7.514744 -0.5
## 294 2015-10-11 18:00:00 18:00 Y_res_3 25.9 33.9 7.520216 -0.5
## 295 2015-10-12 06:00:00 6:00 B_res_1 24.6 33.9 7.961899 -0.6
## 296 2015-10-12 06:00:00 6:00 B_res_2 24.4 33.9 7.959925 -0.6
## 297 2015-10-12 06:00:00 6:00 B_res_3 24.3 33.9 7.968468 -0.6
## 298 2015-10-12 06:00:00 6:00 R_res_1 24.6 33.9 7.270766 -0.6
## 299 2015-10-12 06:00:00 6:00 R_res_2 24.9 33.9 7.270267 -0.6
## 300 2015-10-12 06:00:00 6:00 R_res_3 25.5 33.9 7.265488 -0.6
## 301 2015-10-12 06:00:00 6:00 Y_res_1 24.6 33.9 7.564844 -0.6
## 302 2015-10-12 06:00:00 6:00 Y_res_2 24.6 33.9 7.562141 -0.6
## 303 2015-10-12 06:00:00 6:00 Y_res_3 24.5 33.9 7.561659 -0.6
## 304 2015-10-12 11:45:00 11:45 B_res_1 25.3 33.9 7.920320 -0.6
## 305 2015-10-12 11:45:00 11:45 B_res_2 25.3 33.9 7.923473 -0.6
## 306 2015-10-12 11:45:00 11:45 B_res_3 25.2 33.9 7.923920 -0.6
## 307 2015-10-12 11:45:00 11:45 R_res_1 25.1 33.9 7.299969 -0.6
## 308 2015-10-12 11:45:00 11:45 R_res_2 25.8 33.9 7.289200 -0.6
## 309 2015-10-12 11:45:00 11:45 R_res_3 25.8 33.9 7.287919 -0.6
## 310 2015-10-12 11:45:00 11:45 Y_res_1 25.6 33.9 7.586443 -0.6
## 311 2015-10-12 11:45:00 11:45 Y_res_2 26.2 33.9 7.557972 -0.6
## 312 2015-10-12 11:45:00 11:45 Y_res_3 25.3 33.9 7.592677 -0.6
## 313 2015-10-12 18:00:00 18:00 B_res_1 25.8 33.9 7.770751 -0.6
## 314 2015-10-12 18:00:00 18:00 B_res_1_b 25.3 33.9 7.777426 -0.6
## 315 2015-10-12 18:00:00 18:00 B_res_2 25.9 33.9 7.764342 -0.6
## 316 2015-10-12 18:00:00 18:00 B_res_3 26.0 33.9 7.756975 -0.6
## 317 2015-10-12 18:00:00 18:00 R_res_1 26.2 33.9 7.338113 -0.6
## 318 2015-10-12 18:00:00 18:00 R_res_2 26.0 33.9 7.335889 -0.6
## 319 2015-10-12 18:00:00 18:00 R_res_3 26.2 33.9 7.331422 -0.6
## 320 2015-10-12 18:00:00 18:00 Y_res_1 25.9 33.9 7.623263 -0.6
## 321 2015-10-12 18:00:00 18:00 Y_res_1_b 25.4 33.9 7.624271 -0.6
## 322 2015-10-12 18:00:00 18:00 Y_res_2 25.3 33.9 7.630587 -0.6
## 323 2015-10-12 18:00:00 18:00 Y_res_2_b 25.3 33.9 7.625696 -0.6
## 324 2015-10-12 18:00:00 18:00 Y_res_3 26.0 33.9 7.623271 -0.6
## 325 2015-10-12 18:00:00 18:00 Y_res_3_b 25.6 33.9 7.628724 -0.6
## 326 2015-10-13 14:00:00 14:00 B_res_1 25.2 33.9 7.779101 -0.5
## 327 2015-10-13 14:00:00 14:00 B_res_2 25.7 33.9 7.768529 -0.5
## 328 2015-10-13 14:00:00 14:00 B_res_3 25.5 33.9 7.768132 -0.5
## 329 2015-10-13 14:00:00 14:00 R_res_1 26.1 33.9 7.347257 -0.5
## 330 2015-10-13 14:00:00 14:00 R_res_2 26.5 33.9 7.344017 -0.5
## 331 2015-10-13 14:00:00 14:00 R_res_3 26.4 33.9 7.333784 -0.5
## 332 2015-10-13 14:00:00 14:00 Y_res_1 25.3 33.9 7.630623 -0.5
## 333 2015-10-13 14:00:00 14:00 Y_res_2 25.6 33.9 7.626010 -0.5
## 334 2015-10-13 14:00:00 14:00 Y_res_3 26.1 33.9 7.623138 -0.5
## 335 2015-10-13 14:00:00 14:00 Y_res_3_b 25.8 33.9 7.625164 -0.5
## 336 2015-10-13 16:00:00 16:00 b1 24.9 33.9 7.775693 -0.9
## 337 2015-10-13 16:00:00 16:00 b2 25.8 33.9 7.759033 -0.9
## 338 2015-10-13 16:00:00 16:00 b3 25.9 33.9 7.766630 -0.9
## 339 2015-10-13 16:00:00 16:00 b4 25.8 33.9 7.755061 -0.9
## 340 2015-10-13 16:00:00 16:00 b5 25.8 33.9 7.761404 -0.9
## 341 2015-10-13 16:00:00 16:00 b6 24.9 33.9 7.800973 -0.9
## 342 2015-10-13 16:00:00 16:00 r1 25.6 33.9 7.360041 -0.9
## 343 2015-10-13 16:00:00 16:00 r2 26.1 33.9 7.338455 -0.9
## 344 2015-10-13 16:00:00 16:00 r2_b 26.3 33.9 7.338774 -0.9
## 345 2015-10-13 16:00:00 16:00 r3 25.8 33.9 7.358036 -0.9
## 346 2015-10-13 16:00:00 16:00 r4 25.5 33.9 7.360135 -0.9
## 347 2015-10-13 16:00:00 16:00 r5 25.2 33.9 7.361104 -0.9
## 348 2015-10-13 16:00:00 16:00 r6 25.6 33.9 7.348660 -0.9
## 349 2015-10-13 16:00:00 16:00 y1 24.7 33.9 7.632864 -0.9
## 350 2015-10-13 16:00:00 16:00 y2 25.0 33.9 7.626560 -0.9
## 351 2015-10-13 16:00:00 16:00 y3 25.2 33.9 7.619362 -0.9
## 352 2015-10-13 16:00:00 16:00 y4 25.7 33.9 7.623455 -0.9
## 353 2015-10-13 16:00:00 16:00 y5 25.7 33.9 7.614545 -0.9
## 354 2015-10-13 16:00:00 16:00 y6 25.3 33.9 7.626075 -0.9
## 355 2015-10-14 16:00:00 16:00 B_res_1 24.9 33.9 7.771139 -0.6
## 356 2015-10-14 16:00:00 16:00 B_res_2 25.5 33.9 7.755597 -0.6
## 357 2015-10-14 16:00:00 16:00 B_res_3 25.1 33.9 7.762350 -0.6
## 358 2015-10-14 16:00:00 16:00 R_res_1 25.6 33.9 7.347317 -0.6
## 359 2015-10-14 16:00:00 16:00 R_res_2 25.7 33.9 7.345893 -0.6
## 360 2015-10-14 16:00:00 16:00 R_res_3 25.9 33.9 7.343178 -0.6
## 361 2015-10-14 16:00:00 16:00 Y_res_1 25.5 33.9 7.621171 -0.6
## 362 2015-10-14 16:00:00 16:00 Y_res_2 25.5 33.9 7.616402 -0.6
## 363 2015-10-14 16:00:00 16:00 Y_res_3 25.6 33.9 7.622649 -0.6
## 364 2015-10-15 16:00:00 16:00 B_1 25.5 35.5 7.759172 -1.1
## 365 2015-10-15 16:00:00 16:00 B_2 25.4 35.5 7.683941 -1.1
## 366 2015-10-15 16:00:00 16:00 B_2_b 25.4 35.5 7.681022 -1.1
## 367 2015-10-15 16:00:00 16:00 B_3 24.9 35.5 7.721498 -1.1
## 368 2015-10-15 16:00:00 16:00 B_res_1 24.9 35.5 7.770110 -0.7
## 369 2015-10-15 16:00:00 16:00 B_res_2 25.3 35.5 7.767315 -0.7
## 370 2015-10-15 16:00:00 16:00 B_res_3 25.4 35.5 7.760655 -0.7
## 371 2015-10-15 16:00:00 16:00 R_1 25.4 35.5 7.341702 -1.1
## 372 2015-10-15 16:00:00 16:00 R_2 25.6 35.5 7.350510 -1.1
## 373 2015-10-15 16:00:00 16:00 R_3 25.4 35.5 7.353123 -1.1
## 374 2015-10-15 16:00:00 16:00 R_res_1 25.1 35.5 7.335052 -0.7
## 375 2015-10-15 16:00:00 16:00 R_res_2 25.6 35.5 7.334508 -0.7
## 376 2015-10-15 16:00:00 16:00 R_res_3 25.1 35.5 7.336352 -0.7
## 377 2015-10-15 16:00:00 16:00 Y_1 25.2 35.5 7.610396 -1.1
## 378 2015-10-15 16:00:00 16:00 Y_2 25.1 35.5 7.629340 -1.1
## 379 2015-10-15 16:00:00 16:00 Y_3 25.1 35.5 7.613206 -1.1
## 380 2015-10-15 16:00:00 16:00 Y_res_1 25.1 35.5 7.615244 -0.7
## 381 2015-10-15 16:00:00 16:00 Y_res_2 25.8 35.5 7.615606 -0.7
## 382 2015-10-15 16:00:00 16:00 Y_res_3 25.2 35.5 7.614487 -0.7
## 383 2015-10-16 19:00:00 19:00 B_1 25.6 35.5 7.555252 -1.1
## 384 2015-10-16 19:00:00 19:00 B_2 25.6 35.5 7.559018 -1.1
## 385 2015-10-16 19:00:00 19:00 B_3 25.6 35.5 7.551479 -1.1
## 386 2015-10-16 19:00:00 19:00 B_res_1* 25.3 35.5 7.585472 -0.7
## 387 2015-10-16 19:00:00 19:00 B_res_2 25.3 35.5 7.584927 -0.7
## 388 2015-10-16 19:00:00 19:00 B_res_3 24.9 35.5 7.591226 -0.7
## 389 2015-10-16 19:00:00 19:00 R_1 26.2 35.5 7.280752 -1.1
## 390 2015-10-16 19:00:00 19:00 R_2 26.0 35.5 7.297166 -1.1
## 391 2015-10-16 19:00:00 19:00 R_3 26.1 35.5 7.298560 -1.1
## 392 2015-10-16 19:00:00 19:00 R_res_1 26.0 35.5 7.261694 -0.7
## 393 2015-10-16 19:00:00 19:00 R_res_2 26.4 35.5 7.253772 -0.7
## 394 2015-10-16 19:00:00 19:00 R_res_3 26.0 35.5 7.257554 -0.7
## 395 2015-10-16 19:00:00 19:00 Y_1 26.0 35.5 7.470349 -1.1
## 396 2015-10-16 19:00:00 19:00 Y_2 25.7 35.5 7.485996 -1.1
## 397 2015-10-16 19:00:00 19:00 Y_3 25.9 35.5 7.486781 -1.1
## 398 2015-10-16 19:00:00 19:00 Y_res_1 26.0 35.5 7.471933 -0.7
## 399 2015-10-16 19:00:00 19:00 Y_res_2 25.7 35.5 7.463944 -0.7
## 400 2015-10-16 19:00:00 19:00 Y_res_3 25.6 35.5 7.460931 -0.7
## 401 2015-10-17 09:00:00 9:00 B_res_1 24.7 35.5 7.781944 -0.6
## 402 2015-10-17 09:00:00 9:00 B_res_2 25.0 35.5 7.777145 -0.6
## 403 2015-10-17 09:00:00 9:00 B_res_3 25.0 35.5 7.771752 -0.6
## 404 2015-10-17 09:00:00 9:00 R_res_1 24.9 35.5 7.352569 -0.6
## 405 2015-10-17 09:00:00 9:00 R_res_2 25.3 35.5 7.346642 -0.6
## 406 2015-10-17 09:00:00 9:00 R_res_3 25.4 35.5 7.343983 -0.6
## 407 2015-10-17 09:00:00 9:00 Y_res_1 24.8 35.5 7.635116 -0.6
## 408 2015-10-17 09:00:00 9:00 Y_res_2 25.1 35.5 7.629711 -0.6
## 409 2015-10-17 09:00:00 9:00 Y_res_3 25.0 35.5 7.630337 -0.6
## 410 2015-10-18 11:30:00 11:30 B_res_1 24.7 35.5 7.782771 -0.5
## 411 2015-10-18 11:30:00 11:30 B_res_2 25.0 35.5 7.772579 -0.5
## 412 2015-10-18 11:30:00 11:30 B_res_3 25.3 35.5 7.768578 -0.5
## 413 2015-10-18 11:30:00 11:30 R_res_1 25.6 35.5 7.359648 -0.5
## 414 2015-10-18 11:30:00 11:30 R_res_2 25.5 35.5 7.352881 -0.5
## 415 2015-10-18 11:30:00 11:30 R_res_3 25.8 35.5 7.348515 -0.5
## 416 2015-10-18 11:30:00 11:30 Y_res_1 25.0 35.5 7.627224 -0.5
## 417 2015-10-18 11:30:00 11:30 Y_res_2 25.2 35.5 7.629546 -0.5
## 418 2015-10-18 11:30:00 11:30 Y_res_3 25.7 35.5 7.617219 -0.5
## 419 2015-10-19 07:30:00 7:30 B_1 24.9 35.5 7.775662 -1.0
## 420 2015-10-19 07:30:00 7:30 B_2 24.7 35.5 7.769022 -1.0
## 421 2015-10-19 07:30:00 7:30 B_3 24.9 35.5 7.752954 -1.0
## 422 2015-10-19 07:30:00 7:30 B_res_1 25.0 35.5 7.770037 -0.5
## 423 2015-10-19 07:30:00 7:30 B_res_2 24.7 35.5 7.779841 -0.5
## 424 2015-10-19 07:30:00 7:30 B_res_3 24.7 35.5 7.775232 -0.5
## 425 2015-10-19 07:30:00 7:30 B_res_3* 25.6 35.5 7.763679 -0.5
## 426 2015-10-19 07:30:00 7:30 R_1 25.9 35.5 7.357822 -1.0
## 427 2015-10-19 07:30:00 7:30 R_2 25.9 35.5 7.348752 -0.9
## 428 2015-10-19 07:30:00 7:30 R_3 25.7 35.5 7.364245 -0.9
## 429 2015-10-19 07:30:00 7:30 R_res_1 25.3 35.5 7.356194 -0.5
## 430 2015-10-19 07:30:00 7:30 R_res_2 25.8 35.5 7.354688 -0.5
## 431 2015-10-19 07:30:00 7:30 R_res_3 25.6 35.5 7.354979 -0.5
## 432 2015-10-19 07:30:00 7:30 Y_1 25.3 35.5 7.621144 -1.0
## 433 2015-10-19 07:30:00 7:30 Y_2 25.7 35.5 7.619970 -0.9
## 434 2015-10-19 07:30:00 7:30 Y_3 25.5 35.5 7.616279 -0.9
## 435 2015-10-19 07:30:00 7:30 Y_res_1 25.2 35.5 7.627671 -0.5
## 436 2015-10-19 07:30:00 7:30 Y_res_2 25.2 35.5 7.626109 -0.5
## 437 2015-10-19 07:30:00 7:30 Y_res_3 25.9 35.5 7.608461 -0.5
## 438 2015-10-20 08:00:00 8:00 B_res_1 25.0 35.5 7.767513 -0.5
## 439 2015-10-20 08:00:00 8:00 B_res_2 24.4 35.5 7.782522 -0.5
## 440 2015-10-20 08:00:00 8:00 B_res_3 24.6 35.5 7.776277 -0.5
## 441 2015-10-20 08:00:00 8:00 b1 25.0 35.5 7.773835 -0.9
## 442 2015-10-20 08:00:00 8:00 b2 24.8 35.5 7.759738 -0.9
## 443 2015-10-20 08:00:00 8:00 b3 25.1 35.5 7.763242 -0.9
## 444 2015-10-20 08:00:00 8:00 R_res_1 25.0 35.5 7.354613 -0.5
## 445 2015-10-20 08:00:00 8:00 R_res_2 25.1 35.5 7.350015 -0.5
## 446 2015-10-20 08:00:00 8:00 R_res_3 25.2 35.5 7.353659 -0.5
## 447 2015-10-20 08:00:00 8:00 r1 25.2 35.5 7.340699 -0.9
## 448 2015-10-20 08:00:00 8:00 r2 25.2 35.5 7.355920 -0.9
## 449 2015-10-20 08:00:00 8:00 r3 25.2 35.5 7.351380 -0.9
## 450 2015-10-20 08:00:00 8:00 Y_res_1 25.3 35.5 7.626090 -0.5
## 451 2015-10-20 08:00:00 8:00 Y_res_2 25.1 35.5 7.624947 -0.5
## 452 2015-10-20 08:00:00 8:00 Y_res_3 24.9 35.5 7.612812 -0.5
## 453 2015-10-20 08:00:00 8:00 y1 25.0 35.5 7.611554 -0.9
## 454 2015-10-20 08:00:00 8:00 y2 25.1 35.5 7.622490 -0.9
## 455 2015-10-20 08:00:00 8:00 y3 25.0 35.5 7.624565 -0.9
## 456 2015-10-21 15:00:00 15:00 B_res_1 24.4 35.5 7.782257 -0.3
## 457 2015-10-21 15:00:00 15:00 B_res_2 24.5 35.5 7.778453 -0.3
## 458 2015-10-21 15:00:00 15:00 B_res_3 24.8 35.5 7.771248 -0.3
## 459 2015-10-21 15:00:00 15:00 b1 25.1 35.5 7.763515 -1.0
## 460 2015-10-21 15:00:00 15:00 b2 25.3 35.5 7.762429 -1.0
## 461 2015-10-21 15:00:00 15:00 b3 25.0 35.5 7.764833 -1.0
## 462 2015-10-21 15:00:00 15:00 R_res_1 25.2 35.5 7.364942 -0.3
## 463 2015-10-21 15:00:00 15:00 R_res_2 25.3 35.5 7.360226 -0.3
## 464 2015-10-21 15:00:00 15:00 R_res_3 25.3 35.5 7.360121 -0.3
## 465 2015-10-21 15:00:00 15:00 r1 25.1 35.5 7.346592 -1.0
## 466 2015-10-21 15:00:00 15:00 r2 25.4 35.5 7.352618 -1.0
## 467 2015-10-21 15:00:00 15:00 r3 25.4 35.5 7.336791 -1.0
## 468 2015-10-21 15:00:00 15:00 Y_res_1 24.8 35.5 7.634977 -0.3
## 469 2015-10-21 15:00:00 15:00 Y_res_2 24.8 35.5 7.622168 -0.3
## 470 2015-10-21 15:00:00 15:00 Y_res_3 25.2 35.5 7.623140 -0.3
## 471 2015-10-21 15:00:00 15:00 y1 24.9 35.5 7.628220 -1.0
## 472 2015-10-21 15:00:00 15:00 y2 24.9 35.5 7.630200 -1.0
## 473 2015-10-21 15:00:00 15:00 y3 25.2 35.5 7.621605 -1.0
## 474 2015-10-22 09:00:00 9:00 B_res_1 24.9 35.5 7.770203 -0.5
## 475 2015-10-22 09:00:00 9:00 B_res_2 25.0 35.5 7.775852 -0.5
## 476 2015-10-22 09:00:00 9:00 B_res_3 24.7 35.5 7.772150 -0.5
## 477 2015-10-22 09:00:00 9:00 b1 25.2 35.5 7.770387 -1.0
## 478 2015-10-22 09:00:00 9:00 b2 25.0 35.5 7.754745 -1.0
## 479 2015-10-22 09:00:00 9:00 b3 25.1 35.5 7.765976 -1.0
## 480 2015-10-22 09:00:00 9:00 b4 25.6 35.5 7.778026 -1.0
## 481 2015-10-22 09:00:00 9:00 b5 25.1 35.5 7.684570 -1.0
## 482 2015-10-22 09:00:00 9:00 b5_b 24.8 35.5 7.689725 -1.0
## 483 2015-10-22 09:00:00 9:00 b6 25.3 35.5 7.751446 -1.0
## 484 2015-10-22 09:00:00 9:00 R_res_1 25.5 35.5 7.346343 -0.5
## 485 2015-10-22 09:00:00 9:00 R_res_2 25.5 35.5 7.336773 -0.5
## 486 2015-10-22 09:00:00 9:00 R_res_3 25.9 35.5 7.338940 -0.5
## 487 2015-10-22 09:00:00 9:00 r1 25.4 35.5 7.350016 -1.0
## 488 2015-10-22 09:00:00 9:00 r2 25.4 35.5 7.350591 -1.0
## 489 2015-10-22 09:00:00 9:00 r3 25.5 35.5 7.347382 -1.0
## 490 2015-10-22 09:00:00 9:00 r4 25.3 35.5 7.362106 -1.0
## 491 2015-10-22 09:00:00 9:00 r5 25.1 35.5 7.363313 -1.0
## 492 2015-10-22 09:00:00 9:00 r6 26.1 35.5 7.324443 -1.0
## 493 2015-10-22 09:00:00 9:00 Y_res_1 25.3 35.5 7.594227 -0.5
## 494 2015-10-22 09:00:00 9:00 Y_res_2_b 25.1 35.5 7.609931 -0.5
## 495 2015-10-22 09:00:00 9:00 Y_res_3_b 25.2 35.5 7.626485 -0.5
## 496 2015-10-22 09:00:00 9:00 y1 25.1 35.5 7.629797 -1.0
## 497 2015-10-22 09:00:00 9:00 y2 25.0 35.5 7.633233 -1.0
## 498 2015-10-22 09:00:00 9:00 y3 25.8 35.5 7.607983 -1.0
## 499 2015-10-22 09:00:00 9:00 y4 25.4 35.5 7.611362 -1.0
## 500 2015-10-22 09:00:00 9:00 y5 25.0 35.5 7.629216 -1.0
## 501 2015-10-22 09:00:00 9:00 y6 24.8 35.5 7.625529 -1.0
## 502 2015-10-23 08:00:00 8:00 B_res_1 24.8 35.5 7.740864 -0.5
## 503 2015-10-23 08:00:00 8:00 B_res_2 24.8 35.5 7.718406 -0.5
## 504 2015-10-23 08:00:00 8:00 B_res_2_b 25.2 35.5 7.710573 -0.5
## 505 2015-10-23 08:00:00 8:00 B_res_3 24.9 35.5 7.732583 -0.5
## 506 2015-10-23 08:00:00 8:00 b1 25.1 35.5 7.709650 -0.9
## 507 2015-10-23 08:00:00 8:00 b2 24.5 35.5 7.742821 -0.9
## 508 2015-10-23 08:00:00 8:00 b3 25.2 35.5 7.739427 -0.9
## 509 2015-10-23 08:00:00 8:00 b4 25.1 35.5 7.753262 -0.9
## 510 2015-10-23 08:00:00 8:00 b5 24.9 35.5 7.745779 -0.9
## 511 2015-10-23 08:00:00 8:00 b6 25.1 35.5 7.724351 -0.9
## 512 2015-10-23 08:00:00 8:00 R_res_1 24.9 35.5 7.260089 -0.5
## 513 2015-10-23 08:00:00 8:00 R_res_2 25.5 35.5 7.329218 -0.5
## 514 2015-10-23 08:00:00 8:00 R_res_3 25.2 35.5 7.336302 -0.5
## 515 2015-10-23 08:00:00 8:00 r1 25.2 35.5 7.275224 -0.9
## 516 2015-10-23 08:00:00 8:00 r2 24.9 35.5 7.339425 -0.9
## 517 2015-10-23 08:00:00 8:00 r3 25.1 35.5 7.341787 -0.9
## 518 2015-10-23 08:00:00 8:00 r4 25.3 35.5 7.339019 -0.8
## 519 2015-10-23 08:00:00 8:00 r5 25.1 35.5 7.362508 -0.9
## 520 2015-10-23 08:00:00 8:00 r6 25.1 35.5 7.317446 -0.8
## 521 2015-10-23 08:00:00 8:00 Y_res_1 25.4 35.5 7.590594 -0.5
## 522 2015-10-23 08:00:00 8:00 Y_res_2 25.5 35.5 7.603993 -0.5
## 523 2015-10-23 08:00:00 8:00 Y_res_3 25.1 35.5 7.627876 -0.5
## 524 2015-10-23 08:00:00 8:00 y1 25.2 35.5 7.594294 -0.9
## 525 2015-10-23 08:00:00 8:00 y2 25.0 35.5 7.581828 -0.9
## 526 2015-10-23 08:00:00 8:00 y3 25.1 35.5 7.622408 -0.9
## 527 2015-10-23 08:00:00 8:00 y4 25.3 35.5 7.614171 -0.8
## 528 2015-10-23 08:00:00 8:00 y5 25.0 35.5 7.619775 -0.9
## 529 2015-10-23 08:00:00 8:00 y6 25.1 35.5 7.629861 -0.9
## 530 2015-10-23 17:00:00 17:00 B_res_1 25.3 35.5 7.754115 -0.5
## 531 2015-10-23 17:00:00 17:00 B_res_2 24.6 35.5 7.758626 -0.5
## 532 2015-10-23 17:00:00 17:00 B_res_3 24.9 35.5 7.753523 -0.5
## 533 2015-10-23 17:00:00 17:00 b1 24.8 35.5 7.750691 -0.9
## 534 2015-10-23 17:00:00 17:00 b2 24.9 35.5 7.749267 -0.9
## 535 2015-10-23 17:00:00 17:00 b3 24.9 35.5 7.752158 -0.9
## 536 2015-10-23 17:00:00 17:00 b4 25.0 35.5 7.753671 -0.9
## 537 2015-10-23 17:00:00 17:00 b5 24.9 35.5 7.752402 -0.9
## 538 2015-10-23 17:00:00 17:00 b6 25.1 35.5 7.739760 -0.9
## 539 2015-10-23 17:00:00 17:00 R_res_1 24.6 35.5 7.334326 -0.5
## 540 2015-10-23 17:00:00 17:00 R_res_2 24.5 35.5 7.329987 -0.5
## 541 2015-10-23 17:00:00 17:00 R_res_3 24.9 35.5 7.357443 -0.5
## 542 2015-10-23 17:00:00 17:00 r1 25.6 35.5 7.336173 -0.9
## 543 2015-10-23 17:00:00 17:00 r2 24.9 35.5 7.357980 -0.9
## 544 2015-10-23 17:00:00 17:00 r3 25.5 35.5 7.357916 -0.9
## 545 2015-10-23 17:00:00 17:00 r4 25.4 35.5 7.350899 -0.8
## 546 2015-10-23 17:00:00 17:00 r5 26.0 35.5 7.347566 -0.9
## 547 2015-10-23 17:00:00 17:00 r6 25.0 35.5 7.357458 -0.8
## 548 2015-10-23 17:00:00 17:00 Y_res_1 25.5 35.5 7.623192 -0.5
## 549 2015-10-23 17:00:00 17:00 Y_res_2 25.5 35.5 7.627212 -0.5
## 550 2015-10-23 17:00:00 17:00 Y_res_3 24.6 35.5 7.644546 -0.5
## 551 2015-10-23 17:00:00 17:00 y1 25.2 35.5 7.624655 -0.9
## 552 2015-10-23 17:00:00 17:00 y2 25.2 35.5 7.617305 -0.9
## 553 2015-10-23 17:00:00 17:00 y3 25.0 35.5 7.628579 -0.9
## 554 2015-10-23 17:00:00 17:00 y4 25.7 35.5 7.621028 -0.8
## 555 2015-10-23 17:00:00 17:00 y5 25.7 35.5 7.622278 -0.9
## 556 2015-10-23 17:00:00 17:00 y6 24.3 35.5 7.639264 -0.9
## 557 2015-10-24 15:30:00 15:30 B_res_1 24.3 35.5 7.769121 -0.5
## 558 2015-10-24 15:30:00 15:30 B_res_2 24.3 35.5 7.764742 -0.5
## 559 2015-10-24 15:30:00 15:30 B_res_3 24.3 35.5 7.765069 -0.5
## 560 2015-10-24 15:30:00 15:30 b1 24.5 35.5 7.761963 -0.9
## 561 2015-10-24 15:30:00 15:30 b2 24.6 35.5 7.753646 -0.9
## 562 2015-10-24 15:30:00 15:30 b3 24.8 35.5 7.753443 -0.9
## 563 2015-10-24 15:30:00 15:30 b4 24.6 35.5 7.759446 -0.9
## 564 2015-10-24 15:30:00 15:30 b5 24.8 35.5 7.741188 -0.9
## 565 2015-10-24 15:30:00 15:30 b6 24.8 35.5 7.741922 -0.9
## 566 2015-10-24 15:30:00 15:30 R_res_1 25.0 35.5 7.337919 -0.5
## 567 2015-10-24 15:30:00 15:30 R_res_2 25.0 35.5 7.352054 -0.5
## 568 2015-10-24 15:30:00 15:30 R_res_3 25.1 35.5 7.358232 -0.5
## 569 2015-10-24 15:30:00 15:30 r1 25.6 35.5 7.343670 -0.9
## 570 2015-10-24 15:30:00 15:30 r2 25.5 35.5 7.341050 -0.9
## 571 2015-10-24 15:30:00 15:30 r3 25.4 35.5 7.350336 -0.9
## 572 2015-10-24 15:30:00 15:30 r4 24.8 35.5 7.357872 -0.8
## 573 2015-10-24 15:30:00 15:30 r5 24.4 35.5 7.372356 -0.9
## 574 2015-10-24 15:30:00 15:30 r6 25.0 35.5 7.362514 -0.8
## 575 2015-10-24 15:30:00 15:30 Y_res_1 24.9 35.5 7.637345 -0.5
## 576 2015-10-24 15:30:00 15:30 Y_res_2 24.9 35.5 7.637696 -0.5
## 577 2015-10-24 15:30:00 15:30 Y_res_3 24.8 35.5 7.643600 -0.5
## 578 2015-10-24 15:30:00 15:30 y1 25.3 35.5 7.624412 -0.9
## 579 2015-10-24 15:30:00 15:30 y2 24.8 35.5 7.641382 -0.9
## 580 2015-10-24 15:30:00 15:30 y3 25.0 35.5 7.635064 -0.9
## 581 2015-10-24 15:30:00 15:30 y4 25.1 35.5 7.613486 -0.8
## 582 2015-10-24 15:30:00 15:30 y5 25.0 35.5 7.632074 -0.9
## 583 2015-10-24 15:30:00 15:30 y6 25.1 35.5 7.633847 -0.9
## 584 2015-10-25 08:30:00 8:30 B_res_1 25.0 35.5 7.754725 -0.5
## 585 2015-10-25 08:30:00 8:30 B_res_2 25.1 35.5 7.752334 -0.5
## 586 2015-10-25 08:30:00 8:30 B_res_3 25.1 35.5 7.751683 -0.5
## 587 2015-10-25 08:30:00 8:30 b1 25.5 35.5 7.748238 -0.9
## 588 2015-10-25 08:30:00 8:30 b2 25.0 35.5 7.743708 -0.9
## 589 2015-10-25 08:30:00 8:30 b3 25.2 35.5 7.735142 -0.9
## 590 2015-10-25 08:30:00 8:30 b4 25.2 35.5 7.739072 -0.9
## 591 2015-10-25 08:30:00 8:30 b5 25.4 35.5 7.740025 -0.9
## 592 2015-10-25 08:30:00 8:30 b6 25.3 35.5 7.744583 -0.9
## 593 2015-10-25 08:30:00 8:30 R_res_1 25.5 35.5 7.354873 -0.5
## 594 2015-10-25 08:30:00 8:30 R_res_2 24.8 35.5 7.368995 -0.5
## 595 2015-10-25 08:30:00 8:30 R_res_3 25.0 35.5 7.368005 -0.5
## 596 2015-10-25 08:30:00 8:30 r1 24.8 35.5 7.370859 -0.9
## 597 2015-10-25 08:30:00 8:30 r2 24.9 35.5 7.372670 -0.9
## 598 2015-10-25 08:30:00 8:30 r3 24.9 35.5 7.365306 -0.9
## 599 2015-10-25 08:30:00 8:30 r4 25.1 35.5 7.365145 -0.9
## 600 2015-10-25 08:30:00 8:30 r5 25.0 35.5 7.368840 -0.9
## 601 2015-10-25 08:30:00 8:30 r6 25.0 35.5 7.359303 -0.9
## 602 2015-10-25 08:30:00 8:30 Y_res_1 24.7 35.5 7.643004 -0.5
## 603 2015-10-25 08:30:00 8:30 Y_res_2 25.0 35.5 7.639407 -0.5
## 604 2015-10-25 08:30:00 8:30 Y_res_3 25.0 35.5 7.641111 -0.5
## 605 2015-10-25 08:30:00 8:30 y1 25.2 35.5 7.628512 -0.9
## 606 2015-10-25 08:30:00 8:30 y2 25.1 35.5 7.631490 -0.9
## 607 2015-10-25 08:30:00 8:30 y3 25.0 35.5 7.636728 -0.9
## 608 2015-10-25 08:30:00 8:30 y4 25.1 35.5 7.628931 -0.9
## 609 2015-10-25 08:30:00 8:30 y5 25.2 35.5 7.626533 -0.9
## 610 2015-10-25 08:30:00 8:30 y6 25.4 35.5 7.620723 -0.9
## 611 2015-10-26 13:00:00 13:00 B_res_1 25.5 35.5 7.744321 -0.5
## 612 2015-10-26 13:00:00 13:00 B_res_2 25.8 35.5 7.743404 -0.5
## 613 2015-10-26 13:00:00 13:00 B_res_3 25.6 35.5 7.744870 -0.5
## 614 2015-10-26 13:00:00 13:00 b1 26.5 35.5 7.710394 -0.9
## 615 2015-10-26 13:00:00 13:00 b2 25.0 35.5 7.709880 -0.9
## 616 2015-10-26 13:00:00 13:00 b3 26.1 35.5 7.723971 -0.9
## 617 2015-10-26 13:00:00 13:00 b4 26.2 35.5 7.720601 -0.9
## 618 2015-10-26 13:00:00 13:00 b5 26.3 35.5 7.723966 -0.9
## 619 2015-10-26 13:00:00 13:00 b6 26.3 35.5 7.713124 -0.9
## 620 2015-10-26 13:00:00 13:00 R_res_1 25.6 35.5 7.355064 -0.5
## 621 2015-10-26 13:00:00 13:00 R_res_2 25.7 35.5 7.355326 -0.5
## 622 2015-10-26 13:00:00 13:00 R_res_3 25.4 35.5 7.356392 -0.5
## 623 2015-10-26 13:00:00 13:00 r1 25.7 35.5 7.353714 -0.9
## 624 2015-10-26 13:00:00 13:00 r2 25.7 35.5 7.355323 -0.9
## 625 2015-10-26 13:00:00 13:00 r3 25.2 35.5 7.367612 -0.9
## 626 2015-10-26 13:00:00 13:00 r4 25.7 35.5 7.352594 -0.9
## 627 2015-10-26 13:00:00 13:00 r5 25.6 35.5 7.351866 -0.9
## 628 2015-10-26 13:00:00 13:00 r6 25.9 35.5 7.353267 -0.9
## 629 2015-10-26 13:00:00 13:00 Y_res_1 25.3 35.5 7.630221 -0.5
## 630 2015-10-26 13:00:00 13:00 Y_res_2 25.9 35.5 7.626379 -0.5
## 631 2015-10-26 13:00:00 13:00 Y_res_3 26.0 35.5 7.624842 -0.5
## 632 2015-10-26 13:00:00 13:00 y1 25.8 35.5 7.621191 -0.9
## 633 2015-10-26 13:00:00 13:00 y2 26.1 35.5 7.621881 -0.9
## 634 2015-10-26 13:00:00 13:00 y3 26.2 35.5 7.618589 -0.9
## 635 2015-10-26 13:00:00 13:00 y4 25.8 35.5 7.618182 -0.9
## 636 2015-10-26 13:00:00 13:00 y5 25.8 35.5 7.621423 -0.9
## 637 2015-10-26 13:00:00 13:00 y6 25.8 35.5 7.622841 -0.9
## 638 2015-10-27 09:00:00 9:00 B_res_1 25.3 35.5 7.744068 -0.8
## 639 2015-10-27 09:00:00 9:00 B_res_2 25.5 35.5 7.742003 -0.8
## 640 2015-10-27 09:00:00 9:00 B_res_3 25.6 35.5 7.740973 -0.8
## 641 2015-10-27 09:00:00 9:00 b1 25.7 35.5 7.699217 -1.0
## 642 2015-10-27 09:00:00 9:00 b2 25.8 35.5 7.727427 -1.0
## 643 2015-10-27 09:00:00 9:00 b3 26.0 35.5 7.726747 -1.0
## 644 2015-10-27 09:00:00 9:00 b4 25.8 35.5 7.731529 -1.0
## 645 2015-10-27 09:00:00 9:00 b5 26.4 35.5 7.716849 -1.0
## 646 2015-10-27 09:00:00 9:00 b6 25.8 35.5 7.732148 -1.0
## 647 2015-10-27 09:00:00 9:00 R_res_1 24.7 35.5 7.367241 -0.8
## 648 2015-10-27 09:00:00 9:00 R_res_2 25.2 35.5 7.361742 -0.8
## 649 2015-10-27 09:00:00 9:00 R_res_3 25.0 35.5 7.359866 -0.8
## 650 2015-10-27 09:00:00 9:00 r1 25.4 35.5 7.356661 -1.0
## 651 2015-10-27 09:00:00 9:00 r2 25.4 35.5 7.354044 -1.0
## 652 2015-10-27 09:00:00 9:00 r3 25.6 35.5 7.349381 -1.0
## 653 2015-10-27 09:00:00 9:00 r4 25.7 35.5 7.355438 -1.0
## 654 2015-10-27 09:00:00 9:00 r5 25.2 35.5 7.359888 -0.9
## 655 2015-10-27 09:00:00 9:00 r6 25.2 35.5 7.357973 -0.9
## 656 2015-10-27 09:00:00 9:00 Y_res_1 25.4 35.5 7.621835 -0.8
## 657 2015-10-27 09:00:00 9:00 Y_res_2 25.2 35.5 7.631427 -0.8
## 658 2015-10-27 09:00:00 9:00 Y_res_3 25.8 35.5 7.624806 -0.8
## 659 2015-10-27 09:00:00 9:00 y1 25.8 35.5 7.626783 -1.0
## 660 2015-10-27 09:00:00 9:00 y2 25.7 35.5 7.625327 -1.0
## 661 2015-10-27 09:00:00 9:00 y3 25.9 35.5 7.617675 -1.0
## 662 2015-10-27 09:00:00 9:00 y4 25.5 35.5 7.611989 -1.0
## 663 2015-10-27 09:00:00 9:00 y5 25.9 35.5 7.616497 -1.0
## 664 2015-10-27 09:00:00 9:00 y6 25.8 35.5 7.622839 -1.0
## 665 2015-10-28 08:00:00 8:00 B_res_1 26.0 35.5 7.734304 -0.5
## 666 2015-10-28 08:00:00 8:00 B_res_2 25.8 35.5 7.737545 -0.5
## 667 2015-10-28 08:00:00 8:00 B_res_3 26.4 35.5 7.731108 -0.5
## 668 2015-10-28 08:00:00 8:00 b1 26.0 35.5 7.723247 -1.1
## 669 2015-10-28 08:00:00 8:00 b2 25.9 35.5 7.732082 -1.0
## 670 2015-10-28 08:00:00 8:00 b3 26.1 35.5 7.734438 -1.1
## 671 2015-10-28 08:00:00 8:00 b4 26.2 35.5 7.734424 -1.1
## 672 2015-10-28 08:00:00 8:00 b5 26.1 35.5 7.730927 -1.0
## 673 2015-10-28 08:00:00 8:00 b6 26.2 35.5 7.727240 -1.0
## 674 2015-10-28 08:00:00 8:00 R_res_1 24.5 35.5 7.371230 -0.5
## 675 2015-10-28 08:00:00 8:00 R_res_2 24.7 35.5 7.367368 -0.5
## 676 2015-10-28 08:00:00 8:00 R_res_3 24.5 35.5 7.371666 -0.5
## 677 2015-10-28 08:00:00 8:00 r1 24.6 35.5 7.371204 -1.1
## 678 2015-10-28 08:00:00 8:00 r2 25.2 35.5 7.358947 -1.1
## 679 2015-10-28 08:00:00 8:00 r3 24.7 35.5 7.360925 -1.1
## 680 2015-10-28 08:00:00 8:00 r4 25.5 35.5 7.357925 -1.0
## 681 2015-10-28 08:00:00 8:00 r5 25.5 35.5 7.357347 -1.1
## 682 2015-10-28 08:00:00 8:00 r6 25.5 35.5 7.355002 -1.1
## 683 2015-10-28 08:00:00 8:00 Y_res_1 25.5 35.5 7.626439 -0.5
## 684 2015-10-28 08:00:00 8:00 Y_res_2 25.5 35.5 7.629804 -0.5
## 685 2015-10-28 08:00:00 8:00 Y_res_3 25.9 35.5 7.618404 -0.5
## 686 2015-10-28 08:00:00 8:00 y1 25.6 35.5 7.617874 -1.1
## 687 2015-10-28 08:00:00 8:00 y2 25.6 35.5 7.626764 -1.2
## 688 2015-10-28 08:00:00 8:00 y3 25.7 35.5 7.622706 -1.2
## 689 2015-10-28 08:00:00 8:00 y4 26.1 35.5 7.618423 -1.2
## 690 2015-10-28 08:00:00 8:00 y5 26.1 35.5 7.617488 -1.2
## 691 2015-10-28 08:00:00 8:00 y6 25.9 35.5 7.614363 -1.1
## 692 2015-10-29 11:45:00 11:45 B_res_1 25.7 35.5 7.721006 -0.5
## 693 2015-10-29 11:45:00 11:45 B_res_2 25.6 35.5 7.733170 -0.5
## 694 2015-10-29 11:45:00 11:45 B_res_3 25.6 35.5 7.728982 -0.5
## 695 2015-10-29 11:45:00 11:45 b1 25.6 35.5 7.724714 -1.0
## 696 2015-10-29 11:45:00 11:45 b2 25.5 35.5 7.721287 -1.0
## 697 2015-10-29 11:45:00 11:45 b3 25.3 35.5 7.730003 -1.0
## 698 2015-10-29 11:45:00 11:45 b4 25.4 35.5 7.721878 -1.0
## 699 2015-10-29 11:45:00 11:45 b5 25.4 35.5 7.715115 -1.0
## 700 2015-10-29 11:45:00 11:45 b6 25.4 35.5 7.728117 -1.0
## 701 2015-10-29 11:45:00 11:45 R_res_1 25.4 35.5 7.361871 -0.5
## 702 2015-10-29 11:45:00 11:45 R_res_2 25.5 35.5 7.361531 -0.5
## 703 2015-10-29 11:45:00 11:45 R_res_3 25.8 35.5 7.352925 -0.5
## 704 2015-10-29 11:45:00 11:45 r1 25.4 35.5 7.371140 -1.0
## 705 2015-10-29 11:45:00 11:45 r2 25.7 35.5 7.363107 -1.0
## 706 2015-10-29 11:45:00 11:45 r3 25.7 35.5 7.366958 -1.0
## 707 2015-10-29 11:45:00 11:45 r4 25.7 35.5 7.364530 -1.0
## 708 2015-10-29 11:45:00 11:45 r5 25.7 35.5 7.361354 -1.0
## 709 2015-10-29 11:45:00 11:45 r6 25.7 35.5 7.361531 -1.0
## 710 2015-10-29 11:45:00 11:45 Y_res_1 25.7 35.5 7.612368 -0.5
## 711 2015-10-29 11:45:00 11:45 Y_res_2_b 25.7 35.5 7.620828 -0.5
## 712 2015-10-29 11:45:00 11:45 Y_res_3_b 25.7 35.5 7.624257 -0.5
## 713 2015-10-29 11:45:00 11:45 y1 25.7 35.5 7.616747 -1.0
## 714 2015-10-29 11:45:00 11:45 y2 25.2 35.5 7.622008 -1.0
## 715 2015-10-29 11:45:00 11:45 y3 25.3 35.5 7.622911 -1.0
## 716 2015-10-29 11:45:00 11:45 y4 25.3 35.5 7.617829 -1.0
## 717 2015-10-29 11:45:00 11:45 y5 25.5 35.5 7.619440 -1.0
## 718 2015-10-29 11:45:00 11:45 y6 25.5 35.5 7.615882 -1.0
## 719 2015-10-30 10:15:00 10:15 B_res_1 25.4 35.5 7.729028 -0.5
## 720 2015-10-30 10:15:00 10:15 B_res_2 26.0 35.5 7.718658 -0.5
## 721 2015-10-30 10:15:00 10:15 B_res_3 25.5 35.5 7.719855 -0.5
## 722 2015-10-30 10:15:00 10:15 b1 25.9 35.5 7.719831 -1.0
## 723 2015-10-30 10:15:00 10:15 b2 26.8 35.5 7.665471 -1.0
## 724 2015-10-30 10:15:00 10:15 b3 25.5 35.5 7.707594 -1.0
## 725 2015-10-30 10:15:00 10:15 b4 25.3 35.5 7.718065 -1.0
## 726 2015-10-30 10:15:00 10:15 b5 26.2 35.5 7.720436 -1.0
## 727 2015-10-30 10:15:00 10:15 b6 25.7 35.5 7.720425 -1.0
## 728 2015-10-30 10:15:00 10:15 R_res_1 25.5 35.5 7.356092 -0.5
## 729 2015-10-30 10:15:00 10:15 R_res_2 25.7 35.5 7.351912 -0.5
## 730 2015-10-30 10:15:00 10:15 R_res_3 25.9 35.5 7.352363 -0.5
## 731 2015-10-30 10:15:00 10:15 r1 25.6 35.5 7.354894 -1.0
## 732 2015-10-30 10:15:00 10:15 r2 25.7 35.5 7.351905 -1.0
## 733 2015-10-30 10:15:00 10:15 r3 25.9 35.5 7.348624 -1.0
## 734 2015-10-30 10:15:00 10:15 r4 25.9 35.5 7.350592 -1.0
## 735 2015-10-30 10:15:00 10:15 r5 25.3 35.5 7.361906 -1.0
## 736 2015-10-30 10:15:00 10:15 r6 25.6 35.5 7.356085 -1.0
## 737 2015-10-30 10:15:00 10:15 Y_res_1 25.2 35.5 7.635073 -0.5
## 738 2015-10-30 10:15:00 10:15 Y_res_2_b 25.1 35.5 7.632136 -0.5
## 739 2015-10-30 10:15:00 10:15 Y_res_3_b 25.2 35.5 7.633110 -0.5
## 740 2015-10-30 10:15:00 10:15 y1 25.8 35.5 7.621098 -1.0
## 741 2015-10-30 10:15:00 10:15 y2 26.1 35.5 7.622744 -1.0
## 742 2015-10-30 10:15:00 10:15 y3 25.7 35.5 7.610132 -1.0
## 743 2015-10-30 10:15:00 10:15 y4 25.4 35.5 7.625969 -1.0
## 744 2015-10-30 10:15:00 10:15 y5 26.2 35.5 7.600375 -1.0
## 745 2015-10-30 10:15:00 10:15 y6 25.5 35.5 7.622511 -1.0
## 746 2015-10-31 14:30:00 14:30 B_res_1 25.3 35.5 7.727894 -0.5
## 747 2015-10-31 14:30:00 14:30 B_res_2 25.3 35.5 7.742927 -0.5
## 748 2015-10-31 14:30:00 14:30 B_res_3 25.4 35.5 7.740616 -0.5
## 749 2015-10-31 14:30:00 14:30 b1 25.0 35.5 7.727100 -1.0
## 750 2015-10-31 14:30:00 14:30 b2 25.5 35.5 7.738210 -1.0
## 751 2015-10-31 14:30:00 14:30 b3 25.5 35.5 7.741171 -1.0
## 752 2015-10-31 14:30:00 14:30 b4 25.2 35.5 7.746808 -1.0
## 753 2015-10-31 14:30:00 14:30 b5 25.2 35.5 7.732104 -1.0
## 754 2015-10-31 14:30:00 14:30 b6 25.5 35.5 7.697676 -1.0
## 755 2015-10-31 14:30:00 14:30 R_res_1 24.8 35.5 7.379274 -0.5
## 756 2015-10-31 14:30:00 14:30 R_res_2 24.7 35.5 7.374691 -0.5
## 757 2015-10-31 14:30:00 14:30 R_res_3 24.9 35.5 7.379197 -0.5
## 758 2015-10-31 14:30:00 14:30 r1 25.4 35.5 7.360616 -1.0
## 759 2015-10-31 14:30:00 14:30 r2 25.1 35.5 7.372486 -1.0
## 760 2015-10-31 14:30:00 14:30 r3 25.3 35.5 7.364599 -1.0
## 761 2015-10-31 14:30:00 14:30 r4 25.4 35.5 7.366110 -1.0
## 762 2015-10-31 14:30:00 14:30 r5 25.5 35.5 7.361930 -1.0
## 763 2015-10-31 14:30:00 14:30 r6 25.3 35.5 7.357998 -1.0
## 764 2015-10-31 14:30:00 14:30 Y_res_1 25.2 35.5 7.633687 -0.5
## 765 2015-10-31 14:30:00 14:30 Y_res_2_b 25.3 35.5 7.637185 -0.5
## 766 2015-10-31 14:30:00 14:30 Y_res_3_b 25.3 35.5 7.633704 -0.5
## 767 2015-10-31 14:30:00 14:30 y1 25.3 35.5 7.633914 -1.0
## 768 2015-10-31 14:30:00 14:30 y2 25.1 35.5 7.637384 -1.0
## 769 2015-10-31 14:30:00 14:30 y3 25.3 35.5 7.629452 -1.0
## 770 2015-10-31 14:30:00 14:30 y4 25.0 35.5 7.629137 -1.0
## 771 2015-10-31 14:30:00 14:30 y5 25.4 35.5 7.629324 -1.0
## 772 2015-10-31 14:30:00 14:30 y6 25.3 35.5 7.630268 -1.0
## 773 2015-11-01 09:00:00 9:00 B_res_1 25.1 35.5 7.748386 -0.5
## 774 2015-11-01 09:00:00 9:00 B_res_2 25.0 35.5 7.757612 -0.5
## 775 2015-11-01 09:00:00 9:00 B_res_3 25.0 35.5 7.755732 -0.5
## 776 2015-11-01 09:00:00 9:00 b1 24.9 35.5 7.755096 -1.0
## 777 2015-11-01 09:00:00 9:00 b2 25.4 35.5 7.734581 -1.0
## 778 2015-11-01 09:00:00 9:00 b3 25.3 35.5 7.741302 -1.0
## 779 2015-11-01 09:00:00 9:00 b4 25.5 35.5 7.744976 -1.0
## 780 2015-11-01 09:00:00 9:00 b5 25.3 35.5 7.745716 -1.0
## 781 2015-11-01 09:00:00 9:00 b6 25.5 35.5 7.691752 -1.0
## 782 2015-11-01 09:00:00 9:00 R_res_1 24.0 35.5 7.380422 -0.5
## 783 2015-11-01 09:00:00 9:00 R_res_2 24.3 35.5 7.376893 -0.5
## 784 2015-11-01 09:00:00 9:00 R_res_3 24.2 35.5 7.377786 -0.5
## 785 2015-11-01 09:00:00 9:00 r1 24.3 35.5 7.375069 -1.0
## 786 2015-11-01 09:00:00 9:00 r2 24.5 35.5 7.374688 -1.0
## 787 2015-11-01 09:00:00 9:00 r3 24.6 35.5 7.371468 -1.0
## 788 2015-11-01 09:00:00 9:00 r4 24.5 35.5 7.376758 -1.0
## 789 2015-11-01 09:00:00 9:00 r5 24.5 35.5 7.376709 -1.0
## 790 2015-11-01 09:00:00 9:00 r6 24.5 35.5 7.376824 -1.0
## 791 2015-11-01 09:00:00 9:00 Y_res_1 24.4 35.5 7.650200 -0.5
## 792 2015-11-01 09:00:00 9:00 Y_res_2_b 24.8 35.5 7.647922 -0.5
## 793 2015-11-01 09:00:00 9:00 Y_res_3_b 24.6 35.5 7.647317 -0.5
## 794 2015-11-01 09:00:00 9:00 y1 24.7 35.5 7.640653 -1.0
## 795 2015-11-01 09:00:00 9:00 y2 24.8 35.5 7.636947 -1.0
## 796 2015-11-01 09:00:00 9:00 y3 24.8 35.5 7.635964 -1.0
## 797 2015-11-01 09:00:00 9:00 y4 25.2 35.5 7.631311 -1.0
## 798 2015-11-01 09:00:00 9:00 y5 25.0 35.5 7.622038 -1.0
## 799 2015-11-01 09:00:00 9:00 y6 25.3 35.5 7.635911 -1.0
## 800 2015-11-02 13:00:00 13:00 B_res_1 25.9 35.5 7.730847 -0.5
## 801 2015-11-02 13:00:00 13:00 B_res_2 25.7 35.5 7.738753 -0.5
## 802 2015-11-02 13:00:00 13:00 B_res_3 25.8 35.5 7.735929 -0.5
## 803 2015-11-02 13:00:00 13:00 b1 25.7 35.5 7.736935 -1.0
## 804 2015-11-02 13:00:00 13:00 b2 25.8 35.5 7.718470 -1.0
## 805 2015-11-02 13:00:00 13:00 b3 26.1 35.5 7.733323 -1.0
## 806 2015-11-02 13:00:00 13:00 b4 26.0 35.5 7.734750 -1.0
## 807 2015-11-02 13:00:00 13:00 b5 26.3 35.5 7.727167 -1.0
## 808 2015-11-02 13:00:00 13:00 b6 26.2 35.5 7.725837 -1.0
## 809 2015-11-02 13:00:00 13:00 R_res_1 26.0 35.5 7.346946 -0.5
## 810 2015-11-02 13:00:00 13:00 R_res_2 25.6 35.5 7.357149 -0.5
## 811 2015-11-02 13:00:00 13:00 R_res_3 25.7 35.5 7.354598 -0.5
## 812 2015-11-02 13:00:00 13:00 r1 25.7 35.5 7.352885 -1.0
## 813 2015-11-02 13:00:00 13:00 r2 25.6 35.5 7.352599 -1.0
## 814 2015-11-02 13:00:00 13:00 r3 25.7 35.5 7.350380 -1.0
## 815 2015-11-02 13:00:00 13:00 r4 26.0 35.5 7.349344 -1.0
## 816 2015-11-02 13:00:00 13:00 r5 25.5 35.5 7.355542 -1.0
## 817 2015-11-02 13:00:00 13:00 r6 25.5 35.5 7.351158 -1.0
## 818 2015-11-02 13:00:00 13:00 Y_res_1 26.0 35.5 7.620571 -0.5
## 819 2015-11-02 13:00:00 13:00 Y_res_2_b 25.4 35.5 7.626769 -0.5
## 820 2015-11-02 13:00:00 13:00 Y_res_3_b 25.7 35.5 7.626522 -0.5
## 821 2015-11-02 13:00:00 13:00 y1 26.0 35.5 7.622852 -1.0
## 822 2015-11-02 13:00:00 13:00 y2 25.6 35.5 7.622793 -1.0
## 823 2015-11-02 13:00:00 13:00 y3 25.7 35.5 7.619922 -1.0
## 824 2015-11-02 13:00:00 13:00 y4 26.0 35.5 7.618344 -1.0
## 825 2015-11-02 13:00:00 13:00 y5 26.1 35.5 7.614229 -1.0
## 826 2015-11-02 13:00:00 13:00 y6 26.0 35.5 7.612990 -1.0
## 827 2015-11-03 09:30:00 9:30 B_res_1 25.1 35.5 7.740190 -0.5
## 828 2015-11-03 09:30:00 9:30 B_res_2 25.0 35.5 7.746942 -0.5
## 829 2015-11-03 09:30:00 9:30 B_res_3 25.2 35.5 7.743824 -0.5
## 830 2015-11-03 09:30:00 9:30 b1 25.1 35.5 7.717660 -1.0
## 831 2015-11-03 09:30:00 9:30 b2 25.0 35.5 7.744559 -1.0
## 832 2015-11-03 09:30:00 9:30 b3 25.0 35.5 7.751769 -1.0
## 833 2015-11-03 09:30:00 9:30 b4 24.9 35.5 7.749609 -1.0
## 834 2015-11-03 09:30:00 9:30 b5 25.1 35.5 7.742822 -1.0
## 835 2015-11-03 09:30:00 9:30 b6 25.0 35.5 7.745830 -1.0
## 836 2015-11-03 09:30:00 9:30 R_res_1 25.0 35.5 7.366766 -0.5
## 837 2015-11-03 09:30:00 9:30 R_res_2 24.5 35.5 7.363991 -0.5
## 838 2015-11-03 09:30:00 9:30 R_res_3 24.5 35.5 7.362385 -0.5
## 839 2015-11-03 09:30:00 9:30 r1 24.4 35.5 7.368861 -1.0
## 840 2015-11-03 09:30:00 9:30 r2 24.5 35.5 7.368401 -1.0
## 841 2015-11-03 09:30:00 9:30 r3 24.8 35.5 7.363370 -1.0
## 842 2015-11-03 09:30:00 9:30 r4 24.8 35.5 7.352963 -1.0
## 843 2015-11-03 09:30:00 9:30 r5 24.5 35.5 7.365175 -1.0
## 844 2015-11-03 09:30:00 9:30 r6 24.7 35.5 7.356169 -1.0
## 845 2015-11-03 09:30:00 9:30 Y_res_1 25.7 35.5 7.627507 -0.5
## 846 2015-11-03 09:30:00 9:30 Y_res_2 24.9 35.5 7.625401 -0.5
## 847 2015-11-03 09:30:00 9:30 Y_res_3 24.6 35.5 7.642316 -0.5
## 848 2015-11-03 09:30:00 9:30 y1 24.8 35.5 7.633939 -1.0
## 849 2015-11-03 09:30:00 9:30 y2 24.8 35.5 7.630397 -1.0
## 850 2015-11-03 09:30:00 9:30 y3 24.6 35.5 7.635955 -1.0
## 851 2015-11-03 09:30:00 9:30 y4 24.9 35.5 7.625599 -1.0
## 852 2015-11-03 09:30:00 9:30 y5 24.6 35.5 7.628867 -1.0
## 853 2015-11-03 09:30:00 9:30 y6 24.9 35.5 7.623938 -1.0
## 854 2015-11-04 09:30:00 9:30 B_res_1 24.6 35.5 7.753491 -0.5
## 855 2015-11-04 09:30:00 9:30 B_res_2 24.7 35.5 7.753982 -0.5
## 856 2015-11-04 09:30:00 9:30 B_res_3 24.8 35.5 7.750319 -0.5
## 857 2015-11-04 09:30:00 9:30 b1 25.1 35.5 7.721320 -1.0
## 858 2015-11-04 09:30:00 9:30 b2 24.8 35.5 7.747312 -1.0
## 859 2015-11-04 09:30:00 9:30 b3 24.9 35.5 7.754380 -1.0
## 860 2015-11-04 09:30:00 9:30 b4 24.7 35.5 7.757842 -1.0
## 861 2015-11-04 09:30:00 9:30 b5 25.2 35.5 7.746737 -1.0
## 862 2015-11-04 09:30:00 9:30 b6 25.1 35.5 7.750440 -1.0
## 863 2015-11-04 09:30:00 9:30 R_res_1 23.9 35.5 7.377903 -0.5
## 864 2015-11-04 09:30:00 9:30 R_res_2 24.3 35.5 7.371692 -0.5
## 865 2015-11-04 09:30:00 9:30 R_res_3 24.3 35.5 7.373744 -0.5
## 866 2015-11-04 09:30:00 9:30 r1 24.4 35.5 7.374202 -1.0
## 867 2015-11-04 09:30:00 9:30 r2 24.6 35.5 7.371190 -1.0
## 868 2015-11-04 09:30:00 9:30 r3 24.6 35.5 7.366564 -1.0
## 869 2015-11-04 09:30:00 9:30 r4 24.5 35.5 7.370722 -1.0
## 870 2015-11-04 09:30:00 9:30 r5 24.6 35.5 7.368007 -1.0
## 871 2015-11-04 09:30:00 9:30 r6 24.6 35.5 7.370914 -1.0
## 872 2015-11-04 09:30:00 9:30 Y_res_1 24.5 35.5 7.642973 -0.5
## 873 2015-11-04 09:30:00 9:30 Y_res_2 24.6 35.5 7.638706 -0.5
## 874 2015-11-04 09:30:00 9:30 Y_res_3 24.6 35.5 7.641001 -0.5
## 875 2015-11-04 09:30:00 9:30 y1 24.8 35.5 7.639310 -1.0
## 876 2015-11-04 09:30:00 9:30 y2 24.6 35.5 7.636727 -1.0
## 877 2015-11-04 09:30:00 9:30 y3 24.8 35.5 7.634772 -1.0
## 878 2015-11-04 09:30:00 9:30 y4 25.0 35.5 7.635559 -1.0
## 879 2015-11-04 09:30:00 9:30 y5 24.9 35.5 7.634584 -1.0
## 880 2015-11-04 09:30:00 9:30 y6 24.8 35.5 7.639365 -1.0
## 908 2015-11-12 13:00:00 13:00 Bres 25.4 35.9 7.786738 4.0
## 909 2015-11-12 13:00:00 13:00 Rres 25.3 35.9 7.423288 4.0
## 910 2015-11-12 13:00:00 13:00 Yres 25.1 35.9 7.693312 4.0
## 911 2015-11-13 13:00:00 13:00 B_res_1 24.5 35.9 7.783751 4.2
## 912 2015-11-13 13:00:00 13:00 B_res_2 24.6 35.9 7.783027 4.2
## 913 2015-11-13 13:00:00 13:00 B_res_3 24.5 35.9 7.780995 4.2
## 914 2015-11-13 13:00:00 13:00 b1 24.6 35.9 7.780529 4.1
## 915 2015-11-13 13:00:00 13:00 b2 24.5 35.9 7.769527 4.1
## 916 2015-11-13 13:00:00 13:00 b3 24.5 35.9 7.779994 4.1
## 917 2015-11-13 13:00:00 13:00 R_res_1 23.6 35.9 7.436099 4.2
## 918 2015-11-13 13:00:00 13:00 R_res_2 24.1 35.9 7.425567 4.2
## 919 2015-11-13 13:00:00 13:00 R_res_3 24.0 35.9 7.428161 4.2
## 920 2015-11-13 13:00:00 13:00 r1 24.3 35.9 7.429712 4.1
## 921 2015-11-13 13:00:00 13:00 r2 24.2 35.9 7.423296 4.1
## 922 2015-11-13 13:00:00 13:00 r3 24.3 35.9 7.428584 4.1
## 923 2015-11-13 13:00:00 13:00 Y_res_1 24.3 35.9 7.661464 4.2
## 924 2015-11-13 13:00:00 13:00 Y_res_2 24.2 35.9 7.665108 4.2
## 925 2015-11-13 13:00:00 13:00 Y_res_3 24.3 35.9 7.662637 4.2
## 926 2015-11-13 13:00:00 13:00 y1 24.3 35.9 7.660441 4.1
## 927 2015-11-13 13:00:00 13:00 y2 24.3 35.9 7.662300 4.1
## 928 2015-11-13 13:00:00 13:00 y3 24.5 35.9 7.659122 4.1
## 929 2015-11-14 07:00:00 7:00 B_res_1 24.4 35.9 7.775733 4.0
## 930 2015-11-14 07:00:00 7:00 B_res_2 24.4 35.9 7.777971 4.0
## 931 2015-11-14 07:00:00 7:00 B_res_3 24.5 35.9 7.771584 4.0
## 932 2015-11-14 07:00:00 7:00 b1 24.3 35.9 7.772554 3.9
## 933 2015-11-14 07:00:00 7:00 b2 24.3 35.9 7.767250 3.9
## 934 2015-11-14 07:00:00 7:00 b3 24.5 35.9 7.775218 3.9
## 935 2015-11-14 07:00:00 7:00 b4 24.6 35.9 7.779238 3.9
## 936 2015-11-14 07:00:00 7:00 b5 24.5 35.9 7.766508 3.9
## 937 2015-11-14 07:00:00 7:00 b6 24.7 35.9 7.762449 3.9
## 938 2015-11-14 07:00:00 7:00 R_res_1 23.8 35.9 7.427901 4.0
## 939 2015-11-14 07:00:00 7:00 R_res_2 24.2 35.9 7.423822 4.0
## 940 2015-11-14 07:00:00 7:00 R_res_3 24.3 35.9 7.425609 4.0
## 941 2015-11-14 07:00:00 7:00 r1 24.2 35.9 7.424534 3.9
## 942 2015-11-14 07:00:00 7:00 r2 24.4 35.9 7.419837 3.9
## 943 2015-11-14 07:00:00 7:00 r3 24.4 35.9 7.420876 3.9
## 944 2015-11-14 07:00:00 7:00 r4 24.5 35.9 7.416452 3.9
## 945 2015-11-14 07:00:00 7:00 r5 24.4 35.9 7.426087 3.9
## 946 2015-11-14 07:00:00 7:00 r6 24.5 35.9 7.421801 3.9
## 947 2015-11-14 07:00:00 7:00 Y_res_1 24.2 35.9 7.660576 4.0
## 948 2015-11-14 07:00:00 7:00 Y_res_2 24.4 35.9 7.653377 4.0
## 949 2015-11-14 07:00:00 7:00 Y_res_3 24.3 35.9 7.659063 4.0
## 950 2015-11-14 07:00:00 7:00 y1 24.3 35.9 7.648454 3.9
## 951 2015-11-14 07:00:00 7:00 y2 24.5 35.9 7.650891 3.9
## 952 2015-11-14 07:00:00 7:00 y3 24.3 35.9 7.658123 3.9
## 953 2015-11-14 07:00:00 7:00 y4 24.4 35.9 7.657382 3.9
## 954 2015-11-14 07:00:00 7:00 y5 24.3 35.9 7.662096 3.9
## 955 2015-11-14 07:00:00 7:00 y6 24.5 35.9 7.660276 3.9
## 956 2015-11-15 07:00:00 7:00 B_res_1 23.7 35.9 7.786312 4.0
## 957 2015-11-15 07:00:00 7:00 B_res_2 23.7 35.9 7.791708 4.0
## 958 2015-11-15 07:00:00 7:00 B_res_3 23.9 35.9 7.794154 4.0
## 959 2015-11-15 07:00:00 7:00 b1 24.1 35.9 7.773792 3.9
## 960 2015-11-15 07:00:00 7:00 b2 24.1 35.9 7.768978 3.9
## 961 2015-11-15 07:00:00 7:00 b3 24.4 35.9 7.780772 3.9
## 962 2015-11-15 07:00:00 7:00 b4 24.5 35.9 7.777537 3.9
## 963 2015-11-15 07:00:00 7:00 b5 24.8 35.9 7.768753 3.9
## 964 2015-11-15 07:00:00 7:00 b6 24.9 35.9 7.759515 3.9
## 965 2015-11-15 07:00:00 7:00 R_res_1 23.4 35.9 7.433415 4.0
## 966 2015-11-15 07:00:00 7:00 R_res_2 23.5 35.9 7.431746 4.0
## 967 2015-11-15 07:00:00 7:00 R_res_3 23.8 35.9 7.424046 4.0
## 968 2015-11-15 07:00:00 7:00 r1 23.5 35.9 7.430786 3.9
## 969 2015-11-15 07:00:00 7:00 r2 24.0 35.9 7.428299 3.9
## 970 2015-11-15 07:00:00 7:00 r3 24.2 35.9 7.417198 3.9
## 971 2015-11-15 07:00:00 7:00 r4 24.3 35.9 7.417691 3.9
## 972 2015-11-15 07:00:00 7:00 r5 24.3 35.9 7.410089 3.9
## 973 2015-11-15 07:00:00 7:00 r6 24.3 35.9 7.413815 3.9
## 974 2015-11-15 07:00:00 7:00 Y_res_1 24.0 35.9 7.660091 4.0
## 975 2015-11-15 07:00:00 7:00 Y_res_2 23.8 35.9 7.660521 4.0
## 976 2015-11-15 07:00:00 7:00 Y_res_3 24.2 35.9 7.661713 4.0
## 977 2015-11-15 07:00:00 7:00 y1 24.5 35.9 7.645266 3.9
## 978 2015-11-15 07:00:00 7:00 y2 24.3 35.9 7.645146 3.9
## 979 2015-11-15 07:00:00 7:00 y3 24.7 35.9 7.636089 3.9
## 980 2015-11-15 07:00:00 7:00 y4 24.8 35.9 7.646868 3.9
## 981 2015-11-15 07:00:00 7:00 y5 24.8 35.9 7.644754 3.9
## 982 2015-11-15 07:00:00 7:00 y6 24.6 35.9 7.649629 3.9
## 983 2015-11-16 07:30:00 7:30 B_res_1 24.7 35.9 7.786900 4.0
## 984 2015-11-16 07:30:00 7:30 B_res_2 24.4 35.9 7.790088 4.0
## 985 2015-11-16 07:30:00 7:30 B_res_3 24.7 35.9 7.787284 4.0
## 986 2015-11-16 07:30:00 7:30 b1 24.4 35.9 7.786029 3.9
## 987 2015-11-16 07:30:00 7:30 b2 24.4 35.9 7.779844 3.9
## 988 2015-11-16 07:30:00 7:30 b3 24.6 35.9 7.783845 3.9
## 989 2015-11-16 07:30:00 7:30 b4 24.4 35.9 7.790216 3.9
## 990 2015-11-16 07:30:00 7:30 b5 24.4 35.9 7.784429 3.9
## 991 2015-11-16 07:30:00 7:30 b6 24.6 35.9 7.779684 3.9
## 992 2015-11-16 07:30:00 7:30 R_res_1 24.2 35.9 7.421113 4.0
## 993 2015-11-16 07:30:00 7:30 R_res_2 24.5 35.9 7.416276 4.0
## 994 2015-11-16 07:30:00 7:30 R_res_3 24.1 35.9 7.421880 4.0
## 995 2015-11-16 07:30:00 7:30 r1 24.2 35.9 7.420899 3.9
## 996 2015-11-16 07:30:00 7:30 r2 24.0 35.9 7.421919 3.9
## 997 2015-11-16 07:30:00 7:30 r3 24.0 35.9 7.421333 3.9
## 998 2015-11-16 07:30:00 7:30 r4 24.3 35.9 7.413154 3.9
## 999 2015-11-16 07:30:00 7:30 r5 24.3 35.9 7.422416 3.9
## 1000 2015-11-16 07:30:00 7:30 r6 24.4 35.9 7.413549 3.9
## 1001 2015-11-16 07:30:00 7:30 Y_res_1 24.1 35.9 7.658897 4.0
## 1002 2015-11-16 07:30:00 7:30 Y_res_2 24.2 35.9 7.659216 4.0
## 1003 2015-11-16 07:30:00 7:30 Y_res_3 24.5 35.9 7.654568 4.0
## 1004 2015-11-16 07:30:00 7:30 y1 24.6 35.9 7.651433 3.9
## 1005 2015-11-16 07:30:00 7:30 y2 24.6 35.9 7.651004 3.9
## 1006 2015-11-16 07:30:00 7:30 y3 24.5 35.9 7.647365 3.9
## 1007 2015-11-16 07:30:00 7:30 y4 24.5 35.9 7.650346 3.9
## 1008 2015-11-16 07:30:00 7:30 y5 24.5 35.9 7.649964 3.9
## 1009 2015-11-16 07:30:00 7:30 y6 24.5 35.9 7.650923 3.9
## 1010 2015-11-17 10:00:00 10:00 B_res_1 24.4 35.9 7.764488 4.0
## 1011 2015-11-17 10:00:00 10:00 B_res_2 24.5 35.9 7.760839 4.0
## 1012 2015-11-17 10:00:00 10:00 B_res_3 24.3 35.9 7.766817 4.0
## 1013 2015-11-17 10:00:00 10:00 b1 24.6 35.9 7.752548 3.9
## 1014 2015-11-17 10:00:00 10:00 b2 24.4 35.9 7.751986 3.9
## 1015 2015-11-17 10:00:00 10:00 b3 24.1 35.9 7.763553 3.9
## 1016 2015-11-17 10:00:00 10:00 b4 24.3 35.9 7.762887 3.9
## 1017 2015-11-17 10:00:00 10:00 b5 24.3 35.9 7.755429 3.9
## 1018 2015-11-17 10:00:00 10:00 b6 24.3 35.9 7.758162 3.9
## 1019 2015-11-17 10:00:00 10:00 R_res_1 23.6 35.9 7.425881 4.0
## 1020 2015-11-17 10:00:00 10:00 R_res_2 23.9 35.9 7.426717 4.0
## 1021 2015-11-17 10:00:00 10:00 R_res_3 24.2 35.9 7.423379 4.0
## 1022 2015-11-17 10:00:00 10:00 r1 24.1 35.9 7.420694 3.9
## 1023 2015-11-17 10:00:00 10:00 r2 24.2 35.9 7.418403 3.9
## 1024 2015-11-17 10:00:00 10:00 r3 24.0 35.9 7.418704 3.9
## 1025 2015-11-17 10:00:00 10:00 r4 24.0 35.9 7.416594 3.9
## 1026 2015-11-17 10:00:00 10:00 r5 24.2 35.9 7.421986 3.9
## 1027 2015-11-17 10:00:00 10:00 r6 24.2 35.9 7.416115 3.9
## 1028 2015-11-17 10:00:00 10:00 Y_res_1 24.2 35.9 7.659263 4.0
## 1029 2015-11-17 10:00:00 10:00 Y_res_2 24.3 35.9 7.659132 4.0
## 1030 2015-11-17 10:00:00 10:00 Y_res_3 24.3 35.9 7.657020 4.0
## 1031 2015-11-17 10:00:00 10:00 y1 24.6 35.9 7.647393 3.9
## 1032 2015-11-17 10:00:00 10:00 y2 24.4 35.9 7.649235 3.9
## 1033 2015-11-17 10:00:00 10:00 y3 24.3 35.9 7.639045 3.9
## 1034 2015-11-17 10:00:00 10:00 y4 24.5 35.9 7.650193 3.9
## 1035 2015-11-17 10:00:00 10:00 y5 24.5 35.9 7.638081 3.9
## 1036 2015-11-17 10:00:00 10:00 y6 24.4 35.9 7.648826 3.9
## 1037 2015-11-18 07:30:00 7:30 B_res_1 24.7 35.9 7.735386 4.1
## 1038 2015-11-18 07:30:00 7:30 B_res_2 24.9 35.9 7.750419 4.1
## 1039 2015-11-18 07:30:00 7:30 B_res_3 24.5 35.9 7.749839 4.1
## 1040 2015-11-18 07:30:00 7:30 b1 24.5 35.9 7.759136 4.0
## 1041 2015-11-18 07:30:00 7:30 b2 24.2 35.9 7.760537 4.0
## 1042 2015-11-18 07:30:00 7:30 b3 24.4 35.9 7.757902 4.0
## 1043 2015-11-18 07:30:00 7:30 b4 24.5 35.9 7.764265 4.0
## 1044 2015-11-18 07:30:00 7:30 b5 24.5 35.9 7.750067 4.0
## 1045 2015-11-18 07:30:00 7:30 b6 24.3 35.9 7.749076 4.0
## 1046 2015-11-18 07:30:00 7:30 R_res_1 24.3 35.9 7.424232 4.1
## 1047 2015-11-18 07:30:00 7:30 R_res_2 24.3 35.9 7.421857 4.1
## 1048 2015-11-18 07:30:00 7:30 R_res_3 24.4 35.9 7.424452 4.1
## 1049 2015-11-18 07:30:00 7:30 r1 24.3 35.9 7.413461 4.0
## 1050 2015-11-18 07:30:00 7:30 r2 24.3 35.9 7.405206 4.0
## 1051 2015-11-18 07:30:00 7:30 r3 24.4 35.9 7.418013 4.0
## 1052 2015-11-18 07:30:00 7:30 r4 24.4 35.9 7.415523 4.0
## 1053 2015-11-18 07:30:00 7:30 r5 24.5 35.9 7.415366 4.0
## 1054 2015-11-18 07:30:00 7:30 r6 24.5 35.9 7.418207 4.0
## 1055 2015-11-18 07:30:00 7:30 Y_res_1 24.7 35.9 7.649762 4.1
## 1056 2015-11-18 07:30:00 7:30 Y_res_2 24.4 35.9 7.640839 4.1
## 1057 2015-11-18 07:30:00 7:30 Y_res_3 24.7 35.9 7.631545 4.1
## 1058 2015-11-18 07:30:00 7:30 y1 25.3 35.9 7.628125 4.0
## 1059 2015-11-18 07:30:00 7:30 y2 25.1 35.9 7.623554 4.0
## 1060 2015-11-18 07:30:00 7:30 y3 25.1 35.9 7.634271 4.0
## 1061 2015-11-18 07:30:00 7:30 y4 24.9 35.9 7.637872 4.0
## 1062 2015-11-18 07:30:00 7:30 y5 25.0 35.9 7.627748 4.0
## 1063 2015-11-18 07:30:00 7:30 y6 24.5 35.9 7.635954 4.0
## 1064 2015-11-19 10:00:00 10:00 B_res_1 24.8 35.9 7.755738 4.1
## 1065 2015-11-19 10:00:00 10:00 B_res_2 24.8 35.9 7.759663 4.1
## 1066 2015-11-19 10:00:00 10:00 B_res_3 24.8 35.9 7.756787 4.1
## 1067 2015-11-19 10:00:00 10:00 b1 24.7 35.9 7.769755 3.9
## 1068 2015-11-19 10:00:00 10:00 b2 24.9 35.9 7.761733 3.9
## 1069 2015-11-19 10:00:00 10:00 b3 24.9 35.9 7.765529 3.9
## 1070 2015-11-19 10:00:00 10:00 b4 25.0 35.9 7.765040 3.9
## 1071 2015-11-19 10:00:00 10:00 b5 24.8 35.9 7.763616 3.9
## 1072 2015-11-19 10:00:00 10:00 b6 24.7 35.9 7.765205 3.9
## 1073 2015-11-19 10:00:00 10:00 R_res_1 24.0 35.9 7.426202 4.1
## 1074 2015-11-19 10:00:00 10:00 R_res_2 24.0 35.9 7.426608 4.1
## 1075 2015-11-19 10:00:00 10:00 R_res_3 24.1 35.9 7.425314 4.1
## 1076 2015-11-19 10:00:00 10:00 r1 24.2 35.9 7.421677 3.9
## 1077 2015-11-19 10:00:00 10:00 r2 24.2 35.9 7.420188 3.9
## 1078 2015-11-19 10:00:00 10:00 r3 24.2 35.9 7.422213 3.9
## 1079 2015-11-19 10:00:00 10:00 r4 24.2 35.9 7.410699 3.9
## 1080 2015-11-19 10:00:00 10:00 r5 24.1 35.9 7.420320 3.9
## 1081 2015-11-19 10:00:00 10:00 r6 24.2 35.9 7.420661 3.9
## 1082 2015-11-19 10:00:00 10:00 Y_res_1 24.5 35.9 7.650087 4.1
## 1083 2015-11-19 10:00:00 10:00 Y_res_2 24.5 35.9 7.641953 4.1
## 1084 2015-11-19 10:00:00 10:00 Y_res_3 24.4 35.9 7.651764 4.1
## 1085 2015-11-19 10:00:00 10:00 y1 24.7 35.9 7.643193 3.9
## 1086 2015-11-19 10:00:00 10:00 y2 24.7 35.9 7.640095 3.9
## 1087 2015-11-19 10:00:00 10:00 y3 24.6 35.9 7.643867 3.9
## 1088 2015-11-19 10:00:00 10:00 y4 24.4 35.9 7.648472 3.9
## 1089 2015-11-19 10:00:00 10:00 y5 24.5 35.9 7.638859 3.9
## 1090 2015-11-19 10:00:00 10:00 y6 24.6 35.9 7.644471 3.9
## 1091 2015-11-20 08:00:00 8:00 B_res_1 25.0 35.9 7.767952 4.1
## 1092 2015-11-20 08:00:00 8:00 B_res_2 25.2 35.9 7.763168 4.1
## 1093 2015-11-20 08:00:00 8:00 B_res_3 25.0 35.9 7.767860 4.1
## 1094 2015-11-20 08:00:00 8:00 b1 25.0 35.9 7.755607 4.0
## 1095 2015-11-20 08:00:00 8:00 b2 25.0 35.9 7.758989 4.0
## 1096 2015-11-20 08:00:00 8:00 b3 25.1 35.9 7.762911 4.0
## 1097 2015-11-20 08:00:00 8:00 b4 25.0 35.9 7.749259 4.0
## 1098 2015-11-20 08:00:00 8:00 b5 25.0 35.9 7.761051 4.0
## 1099 2015-11-20 08:00:00 8:00 b6 25.0 35.9 7.738135 4.0
## 1100 2015-11-20 08:00:00 8:00 R_res_1 24.6 35.9 7.427860 4.1
## 1101 2015-11-20 08:00:00 8:00 R_res_2 24.8 35.9 7.417396 4.1
## 1102 2015-11-20 08:00:00 8:00 R_res_3 24.7 35.9 7.419265 4.1
## 1103 2015-11-20 08:00:00 8:00 r1 24.7 35.9 7.425997 4.0
## 1104 2015-11-20 08:00:00 8:00 r2 24.8 35.9 7.429144 4.0
## 1105 2015-11-20 08:00:00 8:00 r3 24.8 35.9 7.419888 4.0
## 1106 2015-11-20 08:00:00 8:00 r4 24.9 35.9 7.410911 4.0
## 1107 2015-11-20 08:00:00 8:00 r5 24.9 35.9 7.413946 4.0
## 1108 2015-11-20 08:00:00 8:00 r6 24.6 35.9 7.421517 4.0
## 1109 2015-11-20 08:00:00 8:00 Y_res_1 24.4 35.9 7.654299 4.1
## 1110 2015-11-20 08:00:00 8:00 Y_res_2 24.8 35.9 7.654973 4.1
## 1111 2015-11-20 08:00:00 8:00 Y_res_3 25.0 35.9 7.650932 4.1
## 1112 2015-11-20 08:00:00 8:00 y1 25.0 35.9 7.644160 4.0
## 1113 2015-11-20 08:00:00 8:00 y2 25.1 35.9 7.641107 4.0
## 1114 2015-11-20 08:00:00 8:00 y3 25.0 35.9 7.644587 4.0
## 1115 2015-11-20 08:00:00 8:00 y4 24.9 35.9 7.625625 4.0
## 1116 2015-11-20 08:00:00 8:00 y5 24.6 35.9 7.635417 4.0
## 1117 2015-11-20 08:00:00 8:00 y6 25.3 35.9 7.635603 4.0
## 1118 2015-11-21 08:00:00 8:00 B_res_1 24.7 35.9 7.755640 4.0
## 1119 2015-11-21 08:00:00 8:00 B_res_2 24.6 35.9 7.742295 4.0
## 1120 2015-11-21 08:00:00 8:00 B_res_3 24.5 35.9 7.762286 4.0
## 1121 2015-11-21 08:00:00 8:00 b1 24.5 35.9 7.736372 3.9
## 1122 2015-11-21 08:00:00 8:00 b2 24.7 35.9 7.730039 3.9
## 1123 2015-11-21 08:00:00 8:00 b3 24.7 35.9 7.737781 3.9
## 1124 2015-11-21 08:00:00 8:00 b4 25.0 35.9 7.735132 3.9
## 1125 2015-11-21 08:00:00 8:00 b5 24.8 35.9 7.738488 3.9
## 1126 2015-11-21 08:00:00 8:00 b6 24.9 35.9 7.738302 3.9
## 1127 2015-11-21 08:00:00 8:00 R_res_1 24.4 35.9 7.429871 4.0
## 1128 2015-11-21 08:00:00 8:00 R_res_2 24.5 35.9 7.426434 4.0
## 1129 2015-11-21 08:00:00 8:00 R_res_3 24.6 35.9 7.424939 4.0
## 1130 2015-11-21 08:00:00 8:00 r1 24.6 35.9 7.417106 3.9
## 1131 2015-11-21 08:00:00 8:00 r2 24.8 35.9 7.412984 3.9
## 1132 2015-11-21 08:00:00 8:00 r3 24.8 35.9 7.412134 3.9
## 1133 2015-11-21 08:00:00 8:00 r4 24.5 35.9 7.416530 3.9
## 1134 2015-11-21 08:00:00 8:00 r5 24.4 35.9 7.413309 3.9
## 1135 2015-11-21 08:00:00 8:00 r6 24.5 35.9 7.420965 3.9
## 1136 2015-11-21 08:00:00 8:00 Y_res_1 24.8 35.9 7.629115 4.0
## 1137 2015-11-21 08:00:00 8:00 Y_res_2 24.8 35.9 7.639165 4.0
## 1138 2015-11-21 08:00:00 8:00 Y_res_3 24.8 35.9 7.641816 4.0
## 1139 2015-11-21 08:00:00 8:00 y1 24.9 35.9 7.643525 3.9
## 1140 2015-11-21 08:00:00 8:00 y2 25.0 35.9 7.644304 3.9
## 1141 2015-11-21 08:00:00 8:00 y3 25.0 35.9 7.625314 3.9
## 1142 2015-11-21 08:00:00 8:00 y4 25.2 35.9 7.628409 3.9
## 1143 2015-11-21 08:00:00 8:00 y5 24.5 35.9 7.651594 3.9
## 1144 2015-11-21 08:00:00 8:00 y6 25.0 35.9 7.632753 3.9
## 1145 2015-11-22 08:00:00 8:00 B_res_1 23.9 35.9 7.795658 4.3
## 1146 2015-11-22 08:00:00 8:00 B_res_2 23.8 35.9 7.793135 4.3
## 1147 2015-11-22 08:00:00 8:00 B_res_3 23.9 35.9 7.793762 4.3
## 1148 2015-11-22 08:00:00 8:00 b1 24.1 35.9 7.774905 4.2
## 1149 2015-11-22 08:00:00 8:00 b2 23.9 35.9 7.779280 4.2
## 1150 2015-11-22 08:00:00 8:00 b3 24.1 35.9 7.781774 4.2
## 1151 2015-11-22 08:00:00 8:00 b4 24.2 35.9 7.780977 4.2
## 1152 2015-11-22 08:00:00 8:00 b5 24.4 35.9 7.776330 4.2
## 1153 2015-11-22 08:00:00 8:00 b6 24.3 35.9 7.773103 4.2
## 1154 2015-11-22 08:00:00 8:00 R_res_1 24.3 35.9 7.431896 4.3
## 1155 2015-11-22 08:00:00 8:00 R_res_2 24.0 35.9 7.431507 4.3
## 1156 2015-11-22 08:00:00 8:00 R_res_3 24.0 35.9 7.427996 4.3
## 1157 2015-11-22 08:00:00 8:00 r1 23.9 35.9 7.424742 4.2
## 1158 2015-11-22 08:00:00 8:00 r2 24.0 35.9 7.425385 4.2
## 1159 2015-11-22 08:00:00 8:00 r3 23.9 35.9 7.431445 4.2
## 1160 2015-11-22 08:00:00 8:00 r4 24.0 35.9 7.429028 4.2
## 1161 2015-11-22 08:00:00 8:00 r5 24.0 35.9 7.418290 4.2
## 1162 2015-11-22 08:00:00 8:00 r6 24.1 35.9 7.413939 4.2
## 1163 2015-11-22 08:00:00 8:00 Y_res_1 23.8 35.9 7.664904 4.3
## 1164 2015-11-22 08:00:00 8:00 Y_res_2 23.9 35.9 7.667846 4.3
## 1165 2015-11-22 08:00:00 8:00 Y_res_3 23.6 35.9 7.675670 4.3
## 1166 2015-11-22 08:00:00 8:00 y1 24.1 35.9 7.660235 4.2
## 1167 2015-11-22 08:00:00 8:00 y2 24.2 35.9 7.653216 4.2
## 1168 2015-11-22 08:00:00 8:00 y3 24.2 35.9 7.655041 4.2
## 1169 2015-11-22 08:00:00 8:00 y4 24.1 35.9 7.652492 4.2
## 1170 2015-11-22 08:00:00 8:00 y5 24.1 35.9 7.661681 4.2
## 1171 2015-11-22 08:00:00 8:00 y6 24.1 35.9 7.659417 4.2
## 1172 2015-11-23 09:00:00 9:00 B_res_1 25.4 35.9 7.737559 4.1
## 1173 2015-11-23 09:00:00 9:00 B_res_2 25.2 35.9 7.740209 4.1
## 1174 2015-11-23 09:00:00 9:00 B_res_3 25.3 35.9 7.737724 4.1
## 1175 2015-11-23 09:00:00 9:00 b1 25.4 35.9 7.732579 4.0
## 1176 2015-11-23 09:00:00 9:00 b2 25.0 35.9 7.721783 4.0
## 1177 2015-11-23 09:00:00 9:00 b3 25.1 35.9 7.734414 4.0
## 1178 2015-11-23 09:00:00 9:00 b4 25.4 35.9 7.727916 4.0
## 1179 2015-11-23 09:00:00 9:00 b5 25.1 35.9 7.719358 4.0
## 1180 2015-11-23 09:00:00 9:00 b6 25.4 35.9 7.721855 4.0
## 1181 2015-11-23 09:00:00 9:00 R_res_1 24.1 35.9 7.422781 4.1
## 1182 2015-11-23 09:00:00 9:00 R_res_2 24.8 35.9 7.407973 4.1
## 1183 2015-11-23 09:00:00 9:00 R_res_3 24.7 35.9 7.397337 4.1
## 1184 2015-11-23 09:00:00 9:00 r1 25.0 35.9 7.405689 4.0
## 1185 2015-11-23 09:00:00 9:00 r2 25.1 35.9 7.405217 4.0
## 1186 2015-11-23 09:00:00 9:00 r3 24.9 35.9 7.406331 4.0
## 1187 2015-11-23 09:00:00 9:00 r4 25.3 35.9 7.404034 4.0
## 1188 2015-11-23 09:00:00 9:00 r5 25.1 35.9 7.407806 4.0
## 1189 2015-11-23 09:00:00 9:00 r6 25.1 35.9 7.394637 4.0
## 1190 2015-11-23 09:00:00 9:00 Y_res_1 25.2 35.9 7.639256 4.1
## 1191 2015-11-23 09:00:00 9:00 Y_res_2 25.0 35.9 7.643330 4.1
## 1192 2015-11-23 09:00:00 9:00 Y_res_3 25.1 35.9 7.640160 4.1
## 1193 2015-11-23 09:00:00 9:00 y1 25.8 35.9 7.629495 4.0
## 1194 2015-11-23 09:00:00 9:00 y2 25.6 35.9 7.629259 4.0
## 1195 2015-11-23 09:00:00 9:00 y3 25.2 35.9 7.636449 4.0
## 1196 2015-11-23 09:00:00 9:00 y4 25.0 35.9 7.638792 4.0
## 1197 2015-11-23 09:00:00 9:00 y5 25.4 35.9 7.633574 4.0
## 1198 2015-11-23 09:00:00 9:00 y6 25.0 35.9 7.638898 4.0
## 1199 2015-11-24 08:00:00 8:00 B_res_1 25.2 35.9 7.736305 3.9
## 1200 2015-11-24 08:00:00 8:00 B_res_2 25.0 35.9 7.750180 3.9
## 1201 2015-11-24 08:00:00 8:00 B_res_3 25.3 35.9 7.743868 3.9
## 1202 2015-11-24 08:00:00 8:00 b1 25.1 35.9 7.740568 4.0
## 1203 2015-11-24 08:00:00 8:00 b2 25.5 35.9 7.729532 4.0
## 1204 2015-11-24 08:00:00 8:00 b3 25.1 35.9 7.741287 4.0
## 1205 2015-11-24 08:00:00 8:00 b4 25.4 35.9 7.733766 4.0
## 1206 2015-11-24 08:00:00 8:00 b5 25.2 35.9 7.735745 4.0
## 1207 2015-11-24 08:00:00 8:00 b6 25.3 35.9 7.737136 4.0
## 1208 2015-11-24 08:00:00 8:00 R_res_1 24.6 35.9 7.419991 3.9
## 1209 2015-11-24 08:00:00 8:00 R_res_2 24.8 35.9 7.416554 3.9
## 1210 2015-11-24 08:00:00 8:00 R_res_3 24.8 35.9 7.407503 3.9
## 1211 2015-11-24 08:00:00 8:00 r1 24.8 35.9 7.404774 4.0
## 1212 2015-11-24 08:00:00 8:00 r2 24.6 35.9 7.406676 4.0
## 1213 2015-11-24 08:00:00 8:00 r3 25.0 35.9 7.415782 4.0
## 1214 2015-11-24 08:00:00 8:00 r4 25.1 35.9 7.409650 4.0
## 1215 2015-11-24 08:00:00 8:00 r5 25.2 35.9 7.408200 4.0
## 1216 2015-11-24 08:00:00 8:00 r6 25.1 35.9 7.407463 4.0
## 1217 2015-11-24 08:00:00 8:00 Y_res_1 24.9 35.9 7.646993 3.9
## 1218 2015-11-24 08:00:00 8:00 Y_res_2 25.1 35.9 7.644163 3.9
## 1219 2015-11-24 08:00:00 8:00 Y_res_3 25.1 35.9 7.640835 3.9
## 1220 2015-11-24 08:00:00 8:00 y1 25.0 35.9 7.638896 4.0
## 1221 2015-11-24 08:00:00 8:00 y2 25.1 35.9 7.637605 4.0
## 1222 2015-11-24 08:00:00 8:00 y3 25.2 35.9 7.637611 4.0
## 1223 2015-11-24 08:00:00 8:00 y4 25.3 35.9 7.630761 4.0
## 1224 2015-11-24 08:00:00 8:00 y5 25.3 35.9 7.636987 4.0
## 1225 2015-11-24 08:00:00 8:00 y6 25.2 35.9 7.618528 4.0
## 1226 2015-11-25 08:00:00 8:00 B_res_1 25.1 35.9 7.751124 4.1
## 1227 2015-11-25 08:00:00 8:00 B_res_2 25.2 35.9 7.751631 4.1
## 1228 2015-11-25 08:00:00 8:00 B_res_3 25.1 35.9 7.753244 4.1
## 1229 2015-11-25 08:00:00 8:00 b1 24.9 35.9 7.749942 4.0
## 1230 2015-11-25 08:00:00 8:00 b2 25.1 35.9 7.747660 4.0
## 1231 2015-11-25 08:00:00 8:00 b3 25.3 35.9 7.744585 4.0
## 1232 2015-11-25 08:00:00 8:00 b4 25.1 35.9 7.742287 4.0
## 1233 2015-11-25 08:00:00 8:00 b5 25.1 35.9 7.743606 4.0
## 1234 2015-11-25 08:00:00 8:00 b6 25.2 35.9 7.745567 4.0
## 1235 2015-11-25 08:00:00 8:00 R_res_1 23.5 35.9 7.433906 4.1
## 1236 2015-11-25 08:00:00 8:00 R_res_2 24.1 35.9 7.424154 4.1
## 1237 2015-11-25 08:00:00 8:00 R_res_3 24.3 35.9 7.422224 4.1
## 1238 2015-11-25 08:00:00 8:00 r1 24.4 35.9 7.416567 4.0
## 1239 2015-11-25 08:00:00 8:00 r2 24.7 35.9 7.409153 4.0
## 1240 2015-11-25 08:00:00 8:00 r3 24.6 35.9 7.413645 4.0
## 1241 2015-11-25 08:00:00 8:00 r4 24.6 35.9 7.416039 4.0
## 1242 2015-11-25 08:00:00 8:00 r5 24.9 35.9 7.411284 4.0
## 1243 2015-11-25 08:00:00 8:00 r6 24.8 35.9 7.413479 4.0
## 1244 2015-11-25 08:00:00 8:00 Y_res_1 24.8 35.9 7.646607 4.1
## 1245 2015-11-25 08:00:00 8:00 Y_res_2 24.9 35.9 7.646827 4.1
## 1246 2015-11-25 08:00:00 8:00 Y_res_3 24.8 35.9 7.647604 4.1
## 1247 2015-11-25 08:00:00 8:00 y1 25.3 35.9 7.630997 4.0
## 1248 2015-11-25 08:00:00 8:00 y2 25.1 35.9 7.637341 4.0
## 1249 2015-11-25 08:00:00 8:00 y3 25.1 35.9 7.638679 4.0
## 1250 2015-11-25 08:00:00 8:00 y4 25.0 35.9 7.641025 4.0
## 1251 2015-11-25 08:00:00 8:00 y5 25.2 35.9 7.638080 4.0
## 1252 2015-11-25 08:00:00 8:00 y6 25.0 35.9 7.633610 4.0
## 1253 2015-11-26 08:30:00 8:30 B_res_1 25.0 35.9 7.739857 4.1
## 1254 2015-11-26 08:30:00 8:30 B_res_2 25.1 35.9 7.742526 4.1
## 1255 2015-11-26 08:30:00 8:30 B_res_3 25.1 35.9 7.741362 4.1
## 1256 2015-11-26 08:30:00 8:30 b1 25.6 35.9 7.730450 4.0
## 1257 2015-11-26 08:30:00 8:30 b2 25.1 35.9 7.730591 4.0
## 1258 2015-11-26 08:30:00 8:30 b3 25.3 35.9 7.734661 4.0
## 1259 2015-11-26 08:30:00 8:30 b4 25.3 35.9 7.732775 4.0
## 1260 2015-11-26 08:30:00 8:30 b5 25.3 35.9 7.731207 4.0
## 1261 2015-11-26 08:30:00 8:30 b6 25.2 35.9 7.733156 4.0
## 1262 2015-11-26 08:30:00 8:30 R_res_1 24.1 35.9 7.433618 4.1
## 1263 2015-11-26 08:30:00 8:30 R_res_2 24.2 35.9 7.425956 4.1
## 1264 2015-11-26 08:30:00 8:30 R_res_3 24.4 35.9 7.423167 4.1
## 1265 2015-11-26 08:30:00 8:30 r1 24.4 35.9 7.417838 4.0
## 1266 2015-11-26 08:30:00 8:30 r2 24.6 35.9 7.420343 4.0
## 1267 2015-11-26 08:30:00 8:30 r3 24.6 35.9 7.417429 4.0
## 1268 2015-11-26 08:30:00 8:30 r4 25.1 35.9 7.412357 4.0
## 1269 2015-11-26 08:30:00 8:30 r5 25.0 35.9 7.414527 4.0
## 1270 2015-11-26 08:30:00 8:30 r6 24.9 35.9 7.399720 4.0
## 1271 2015-11-26 08:30:00 8:30 Y_res_1 24.5 35.9 7.616007 4.1
## 1272 2015-11-26 08:30:00 8:30 Y_res_2 24.6 35.9 7.647417 4.1
## 1273 2015-11-26 08:30:00 8:30 Y_res_3 24.7 35.9 7.639907 4.1
## 1274 2015-11-26 08:30:00 8:30 y1 25.0 35.9 7.639901 4.0
## 1275 2015-11-26 08:30:00 8:30 y2 25.2 35.9 7.623507 4.0
## 1276 2015-11-26 08:30:00 8:30 y3 25.3 35.9 7.624511 4.0
## 1277 2015-11-26 08:30:00 8:30 y4 24.9 35.9 7.622652 4.0
## 1278 2015-11-26 08:30:00 8:30 y5 25.0 35.9 7.641145 4.0
## 1279 2015-11-26 08:30:00 8:30 y6 25.0 35.9 7.634910 4.0
## 1280 2015-11-27 08:00:00 8:00 B_res_1 24.9 35.9 7.752317 4.0
## 1281 2015-11-27 08:00:00 8:00 B_res_2 24.8 35.9 7.737999 4.0
## 1282 2015-11-27 08:00:00 8:00 B_res_3 24.7 35.9 7.755107 4.0
## 1283 2015-11-27 08:00:00 8:00 b1 24.9 35.9 7.743887 4.0
## 1284 2015-11-27 08:00:00 8:00 b2 25.4 35.9 7.723539 4.0
## 1285 2015-11-27 08:00:00 8:00 b3 25.2 35.9 7.731569 4.0
## 1286 2015-11-27 08:00:00 8:00 b4 24.9 35.9 7.719823 4.0
## 1287 2015-11-27 08:00:00 8:00 b5 24.7 35.9 7.724993 4.0
## 1288 2015-11-27 08:00:00 8:00 b6 24.7 35.9 7.747332 4.0
## 1289 2015-11-27 08:00:00 8:00 R_res_1 24.0 35.9 7.452148 4.0
## 1290 2015-11-27 08:00:00 8:00 R_res_2 24.4 35.9 7.421677 4.0
## 1291 2015-11-27 08:00:00 8:00 R_res_3 24.5 35.9 7.416912 4.0
## 1292 2015-11-27 08:00:00 8:00 r1 24.7 35.9 7.410044 4.0
## 1293 2015-11-27 08:00:00 8:00 r2 24.7 35.9 7.414983 4.0
## 1294 2015-11-27 08:00:00 8:00 r3 24.8 35.9 7.413337 4.0
## 1295 2015-11-27 08:00:00 8:00 r4 25.0 35.9 7.408066 4.0
## 1296 2015-11-27 08:00:00 8:00 r5 24.9 35.9 7.412722 4.0
## 1297 2015-11-27 08:00:00 8:00 r6 25.1 35.9 7.406905 4.0
## 1298 2015-11-27 08:00:00 8:00 Y_res_1 25.1 35.9 7.645296 4.0
## 1299 2015-11-27 08:00:00 8:00 Y_res_2 25.0 35.9 7.644667 4.0
## 1300 2015-11-27 08:00:00 8:00 Y_res_3 25.0 35.9 7.635559 4.0
## 1301 2015-11-27 08:00:00 8:00 y1 25.2 35.9 7.642584 4.0
## 1302 2015-11-27 08:00:00 8:00 y2 25.1 35.9 7.632982 4.0
## 1303 2015-11-27 08:00:00 8:00 y3 24.8 35.9 7.642924 4.0
## 1304 2015-11-27 08:00:00 8:00 y4 24.9 35.9 7.639913 4.0
## 1305 2015-11-27 08:00:00 8:00 y5 24.8 35.9 7.647289 4.0
## 1306 2015-11-27 08:00:00 8:00 y6 25.1 35.9 7.638398 4.0
## 1307 2015-11-28 08:00:00 8:00 B_res_1 24.9 35.9 7.746503 4.1
## 1308 2015-11-28 08:00:00 8:00 B_res_2 24.8 35.9 7.745406 4.1
## 1309 2015-11-28 08:00:00 8:00 B_res_3 24.7 35.9 7.747059 4.1
## 1310 2015-11-28 08:00:00 8:00 b4 24.7 35.9 7.736429 3.7
## 1311 2015-11-28 08:00:00 8:00 b5 24.7 35.9 7.735548 3.7
## 1312 2015-11-28 08:00:00 8:00 b6 24.7 35.9 7.744620 3.7
## 1313 2015-11-28 08:00:00 8:00 R_res_1 23.7 35.9 7.432811 4.1
## 1314 2015-11-28 08:00:00 8:00 R_res_2 23.4 35.9 7.435723 4.1
## 1315 2015-11-28 08:00:00 8:00 R_res_3 23.8 35.9 7.424041 4.1
## 1316 2015-11-28 08:00:00 8:00 r4 23.8 35.9 7.426169 3.7
## 1317 2015-11-28 08:00:00 8:00 r5 24.0 35.9 7.417068 3.7
## 1318 2015-11-28 08:00:00 8:00 r6 24.1 35.9 7.415883 3.7
## 1319 2015-11-28 08:00:00 8:00 Y_res_1 24.6 35.9 7.645742 4.1
## 1320 2015-11-28 08:00:00 8:00 Y_res_2 24.4 35.9 7.649721 4.1
## 1321 2015-11-28 08:00:00 8:00 Y_res_3 24.4 35.9 7.648720 4.1
## 1322 2015-11-28 08:00:00 8:00 y4 24.6 35.9 7.631147 3.7
## 1323 2015-11-28 08:00:00 8:00 y5 24.5 35.9 7.641675 3.7
## 1324 2015-11-28 08:00:00 8:00 y6 24.7 35.9 7.639066 3.7TA summaries:
dat.ta.amb = dat.ta[dat.ta$date>=dates.amb.range[1] & dat.ta$date <=dates.amb.range[2],]
dat.ta.4C = dat.ta[dat.ta$date>=dates.4C.range[1] & dat.ta$date <=dates.4C.range[2],]
dat.ta.amb$exp = 'amb'
dat.ta.4C$exp = '4C'
dat.ta.summary = rbind(dat.ta.amb, dat.ta.4C)
# Make sure TA isn't significanlty different per bucket via repeated measures anova:
summary(aov(ta.corr ~ reat + Error(date), dat = dat.ta.amb))##
## Error: date
## Df Sum Sq Mean Sq
## reat 1 1459 1459
##
## Error: Within
## Df Sum Sq Mean Sq F value Pr(>F)
## reat 2 820 409.8 1.856 0.178
## Residuals 24 5300 220.8summary(aov(ta.corr ~ reat + Error(date), dat = dat.ta.4C))##
## Error: date
## Df Sum Sq Mean Sq
## reat 1 165.6 165.6
##
## Error: Within
## Df Sum Sq Mean Sq F value Pr(>F)
## reat 2 15.9 7.96 0.192 0.827
## Residuals 14 580.1 41.44summary(aov(ta.corr ~ reat+ exp + Error(date), dat = dat.ta.summary))##
## Error: date
## Df Sum Sq Mean Sq
## reat 1 412.8 412.8
##
## Error: Within
## Df Sum Sq Mean Sq F value Pr(>F)
## reat 2 807 403.7 2.659 0.0821 .
## exp 1 944 944.3 6.219 0.0168 *
## Residuals 41 6225 151.8
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1ggplot(dat.ta.summary, aes(x = date, y = ta.corr, group = reat))+geom_line()+facet_grid(.~exp)
dat.ta.summary%>%
group_by(exp)%>%
summarize(mean.ta = mean(ta.corr), sd.ta = sd(ta.corr))## # A tibble: 2 × 3
## exp mean.ta sd.ta
## <chr> <dbl> <dbl>
## 1 4C 2349.169 6.693551
## 2 amb 2351.300 16.753144