Daily marine heatwave / cold-spell categories for a date window
Source:R/category_daily3.R
category_daily3.RdBuilds the per-pixel, per-day series for a window of dates directly from an
SST file, a heatwave3 climatology, and a heatwave3 events file, using the C++
readers throughout. It returns the full daily grid for the window with the
same columns as the detect_event3 daily = "also" product
(lon, lat, t, temp, seas, thresh,
intensity, event, event_no, category).
Usage
category_daily3(
sst_file,
clim_file,
event_file,
time_range,
var_name = NULL,
coldSpells = FALSE,
ice_thresh = -1.7,
roundRes = 2L,
skip_bad_files = FALSE
)Arguments
- sst_file
SST source: a single multi-time NetCDF (for example a per-longitude OISST time series), or a directory / character vector of daily files (one time step each, e.g. daily-global OSTIA/GHRSST). Only files covering
time_rangeshould be passed for a directory/vector. The variable is auto-detected unlessvar_nameis given.- clim_file
Path to the climatology NetCDF from
ts2clm3.- event_file
Path to the events NetCDF from
detect_event3.- time_range
Character vector of length 2,
c(start, end)dates, for examplec("2026-05-10", "2026-05-20").- var_name
Name of the SST variable. If
NULL, auto-detected.- coldSpells
Logical. Categorise marine cold-spells instead of heatwaves? Default
FALSE.- ice_thresh
Numeric. For cold-spells only, days whose threshold is below this value (in the SST's units) are assigned category 5 ("ice"), following the Marine Heatwave Tracker convention. Default
-1.7. Ignored for heatwaves.- roundRes
Number of decimal places for the returned
intensity. Default2, mirroring the Marine Heatwave Tracker'sload_sub_cat_clim()(round(temp - seas, 2)). PassroundRes = 4to matchdetect_event3'sdaily = "also"product exactly.- skip_bad_files
Logical. When
sst_fileis a directory or vector, skip unreadable files or files with mismatched grids instead of failing. DefaultFALSE.
Value
A data.frame with one row per pixel per day in the window:
lon, lat, t (Date), temp, seas,
thresh, intensity (temp - seas), event (logical;
is the day inside a detected event?), event_no (integer, NA
off-event), and category (integer on event-member exceedance days;
1 = I Moderate ... 4 = IV Extreme, 5 = ice for cold-spells; NA
otherwise). Columns match the detect_event3 daily = "also"
product. A depth column (metres) is added automatically when
clim_file/event_file are depth-resolved (from
ts2clm3(depth_range = ...)) – one row per pixel per depth level
per day, no separate argument needed here.
Details
Crucially, event membership is read from the events file rather than
re-detected on the window, so events that began before time_range are
still recognised. Re-running detect_event3() on a short recent window
instead would silently drop ongoing events whose in-window portion is shorter
than the minimum duration. Only the requested time window of the SST file is
read (a hyperslab), which makes it cheap to call repeatedly for the most
recent days, as a daily operational pipeline does.
The Marine Heatwave Tracker's load_sub_cat_clim() subset (event-member
days with a category) is recovered with
subset(x, !is.na(category))[c("t", "lon", "lat", "event_no",
"intensity", "category")].
The SST, climatology, and events files must share the same spatial grid (as
they do when produced from one heatwave3 run for a given region or longitude).
Event membership and event_no are taken from event_file, so the
events must already cover the requested window.
Examples
# \donttest{
sst_file <- system.file("extdata/sst_test.nc", package = "heatwave3")
stem <- file.path(tempdir(), "demo")
detect3(sst_file, name = stem,
climatologyPeriod = c("1982-01-01", "2011-12-31"))
#> Reading SST data from /Users/rschlegel/Library/R/arm64/4.6/library/heatwave3/extdata/sst_test.nc...
#> Grid: 2 lon x 3 lat x 14276 time = 6 pixels
#> Computing climatology with 1 thread(s)...
#>
1/6 pixels (16%)
2/6 pixels (33%)
3/6 pixels (50%)
4/6 pixels (66%)
5/6 pixels (83%)
6/6 pixels (100%)
#> Writing climatology to /var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_clim.nc...
#> Done.
#>
#> ------------------------------------------------------------------
#> Climatology written to: /var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_clim.nc
#> Rows (long format): 2,196 grid: 2 lon x 3 lat
#>
#> Head:
#> lon lat doy seas thresh
#> 1 26.525 -34.125 1 294.4175 295.9932
#> 2 26.525 -34.125 2 294.4615 296.0291
#> 3 26.525 -34.125 3 294.5055 296.0700
#> 4 26.525 -34.125 4 294.5491 296.1114
#> 5 26.525 -34.125 5 294.5922 296.1533
#>
#> Tail:
#> lon lat doy seas thresh
#> 2192 26.575 -34.025 362 293.5284 295.1877
#> 2193 26.575 -34.025 363 293.5648 295.2171
#> 2194 26.575 -34.025 364 293.6041 295.2490
#> 2195 26.575 -34.025 365 293.6456 295.2806
#> 2196 26.575 -34.025 366 293.6883 295.3129
#>
#> Summary:
#> ocean pixels (valid climatology): 6
#> seas: 291.1 to 295.6
#> thresh: 292.4 to 297.6
#>
#> Examine with hw3_export("/var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_clim.nc", n = 20)
#> or export with hw3_export("/var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_clim.nc", file_out = "out.csv") (.csv/.rds/.parquet)
#> ------------------------------------------------------------------
#> Reading climatology from /var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_clim.nc...
#> Reading SST data from /Users/rschlegel/Library/R/arm64/4.6/library/heatwave3/extdata/sst_test.nc...
#> Grid: 2 lon x 3 lat x 14276 time = 6 pixels
#> Detecting events with 1 thread(s)...
#>
1/6 pixels (16%)
2/6 pixels (33%)
3/6 pixels (50%)
4/6 pixels (66%)
5/6 pixels (83%)
6/6 pixels (100%)
#> Found 609 events across 6 pixels
#> Writing events to /var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_events.nc...
#> Done.
#>
#> ------------------------------------------------------------------
#> Events written to: /var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_events.nc
#> Rows (long format): 609
#>
#> Head:
#> lon lat pixel_index event_no date_start date_peak date_end duration
#> 1 26.525 -34.125 0 1 1982-11-06 1982-11-14 1982-11-24 19
#> 2 26.525 -34.125 0 2 1983-04-19 1983-04-20 1983-04-23 5
#> 3 26.525 -34.125 0 3 1983-05-27 1983-05-30 1983-06-01 6
#> 4 26.525 -34.125 0 4 1983-06-24 1983-06-25 1983-06-30 7
#> 5 26.525 -34.125 0 5 1983-07-10 1983-07-12 1983-07-15 6
#> intensity_mean intensity_max intensity_var intensity_cumulative
#> 1 2.2099 3.1531 0.5616 41.9874
#> 2 3.4849 3.6150 0.1535 17.4243
#> 3 1.9696 2.0416 0.0668 11.8179
#> 4 1.9655 2.4626 0.3339 13.7587
#> 5 1.5890 1.8050 0.1784 9.5342
#> intensity_mean_relThresh intensity_max_relThresh intensity_var_relThresh
#> 1 0.6780 1.6275 0.5667
#> 2 1.6822 1.8107 0.1481
#> 3 0.2178 0.2885 0.0702
#> 4 0.5567 1.0416 0.3225
#> 5 0.2596 0.4747 0.1772
#> intensity_cumulative_relThresh intensity_mean_abs intensity_max_abs
#> 1 12.8813 295.2789 296.22
#> 2 8.4110 297.9640 298.10
#> 3 1.3069 295.6150 295.67
#> 4 3.8969 294.7100 295.27
#> 5 1.5575 294.0717 294.29
#> intensity_var_abs intensity_cumulative_abs rate_onset rate_decline
#> 1 0.5886 5610.30 0.2375 0.1539
#> 2 0.1573 1489.82 0.7084 0.3201
#> 3 0.0677 1773.69 0.0579 0.0985
#> 4 0.3945 2062.97 0.7383 0.2044
#> 5 0.1824 1764.43 0.2438 0.1360
#>
#> Tail:
#> lon lat pixel_index event_no date_start date_peak date_end
#> 605 26.575 -34.025 5 98 2019-07-07 2019-07-11 2019-07-14
#> 606 26.575 -34.025 5 99 2019-08-30 2019-09-02 2019-09-05
#> 607 26.575 -34.025 5 100 2019-10-21 2019-10-26 2019-11-01
#> 608 26.575 -34.025 5 101 2020-07-05 2020-07-06 2020-07-09
#> 609 26.575 -34.025 5 102 2020-08-24 2020-08-25 2020-08-30
#> duration intensity_mean intensity_max intensity_var intensity_cumulative
#> 605 8 1.9123 2.6167 0.3509 15.2983
#> 606 7 2.6135 3.2218 0.6238 18.2944
#> 607 12 2.7097 4.2806 0.9613 32.5162
#> 608 5 1.9184 2.4610 0.4567 9.5918
#> 609 7 1.7027 1.8887 0.1673 11.9191
#> intensity_mean_relThresh intensity_max_relThresh intensity_var_relThresh
#> 605 0.5331 1.2395 0.3545
#> 606 1.2196 1.8291 0.6356
#> 607 1.2481 2.8252 0.9574
#> 608 0.5193 1.0566 0.4505
#> 609 0.3486 0.5476 0.1719
#> intensity_cumulative_relThresh intensity_mean_abs intensity_max_abs
#> 605 4.2646 293.7725 294.47
#> 606 8.5369 293.8743 294.48
#> 607 14.9767 294.3308 295.87
#> 608 2.5966 293.8140 294.37
#> 609 2.4402 292.9757 293.17
#> intensity_var_abs intensity_cumulative_abs rate_onset rate_decline
#> 605 0.3438 2350.18 0.3962 0.3769
#> 606 0.6214 2057.12 0.4158 0.6025
#> 607 0.9940 3531.97 0.5238 0.4265
#> 608 0.4723 1469.07 0.6940 0.4588
#> 609 0.1695 2050.83 0.4821 0.1454
#>
#> Summary:
#> events: 609 pixels with events: 6
#> dates: 1982-11-06 to 2020-09-26
#> duration (days): 5 to 38
#> intensity_max: 1.314 to 4.911
#>
#> Examine with hw3_export("/var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_events.nc", n = 20)
#> or export with hw3_export("/var/folders/w8/8kw9l4sx1v57nx6l9s0rrklw0000gp/T//Rtmpe7lMQ4/demo_events.nc", file_out = "out.csv") (.csv/.rds/.parquet)
#> ------------------------------------------------------------------
category_daily3(
sst_file = sst_file,
clim_file = paste0(stem, "_clim.nc"),
event_file = paste0(stem, "_events.nc"),
time_range = c("2020-01-01", "2020-03-31")
)
#> lon lat t temp seas thresh intensity event event_no
#> 1 26.525 -34.125 2020-01-01 291.90 294.4175 295.9932 -2.52 FALSE NA
#> 2 26.525 -34.125 2020-01-02 291.80 294.4615 296.0291 -2.66 FALSE NA
#> 3 26.525 -34.125 2020-01-03 292.10 294.5055 296.0700 -2.41 FALSE NA
#> 4 26.525 -34.125 2020-01-04 293.04 294.5491 296.1114 -1.51 FALSE NA
#> 5 26.525 -34.125 2020-01-05 293.64 294.5922 296.1533 -0.95 FALSE NA
#> 6 26.525 -34.125 2020-01-06 294.01 294.6347 296.1968 -0.62 FALSE NA
#> 7 26.525 -34.125 2020-01-07 294.62 294.6748 296.2404 -0.05 FALSE NA
#> 8 26.525 -34.125 2020-01-08 294.00 294.7114 296.2847 -0.71 FALSE NA
#> 9 26.525 -34.125 2020-01-09 294.87 294.7447 296.3292 0.13 FALSE NA
#> 10 26.525 -34.125 2020-01-10 295.17 294.7761 296.3735 0.39 FALSE NA
#> 11 26.525 -34.125 2020-01-11 295.05 294.8072 296.4223 0.24 FALSE NA
#> 12 26.525 -34.125 2020-01-12 295.85 294.8377 296.4690 1.01 FALSE NA
#> 13 26.525 -34.125 2020-01-13 295.05 294.8674 296.5144 0.18 FALSE NA
#> 14 26.525 -34.125 2020-01-14 293.45 294.8959 296.5591 -1.45 FALSE NA
#> 15 26.525 -34.125 2020-01-15 292.78 294.9245 296.6030 -2.14 FALSE NA
#> 16 26.525 -34.125 2020-01-16 293.72 294.9532 296.6463 -1.23 FALSE NA
#> 17 26.525 -34.125 2020-01-17 293.83 294.9821 296.6892 -1.15 FALSE NA
#> 18 26.525 -34.125 2020-01-18 294.13 295.0114 296.7297 -0.88 FALSE NA
#> 19 26.525 -34.125 2020-01-19 294.51 295.0415 296.7687 -0.53 FALSE NA
#> 20 26.525 -34.125 2020-01-20 294.68 295.0719 296.8080 -0.39 FALSE NA
#> 21 26.525 -34.125 2020-01-21 294.92 295.1014 296.8458 -0.18 FALSE NA
#> 22 26.525 -34.125 2020-01-22 292.38 295.1277 296.8819 -2.75 FALSE NA
#> 23 26.525 -34.125 2020-01-23 293.16 295.1510 296.9123 -1.99 FALSE NA
#> 24 26.525 -34.125 2020-01-24 292.90 295.1716 296.9416 -2.27 FALSE NA
#> 25 26.525 -34.125 2020-01-25 292.25 295.1904 296.9710 -2.94 FALSE NA
#> 26 26.525 -34.125 2020-01-26 292.21 295.2068 297.0001 -3.00 FALSE NA
#> 27 26.525 -34.125 2020-01-27 294.22 295.2201 297.0289 -1.00 FALSE NA
#> 28 26.525 -34.125 2020-01-28 294.35 295.2300 297.0589 -0.88 FALSE NA
#> 29 26.525 -34.125 2020-01-29 294.66 295.2382 297.0865 -0.58 FALSE NA
#> 30 26.525 -34.125 2020-01-30 294.86 295.2455 297.1141 -0.39 FALSE NA
#> 31 26.525 -34.125 2020-01-31 294.71 295.2527 297.1402 -0.54 FALSE NA
#> 32 26.525 -34.125 2020-02-01 294.73 295.2596 297.1642 -0.53 FALSE NA
#> 33 26.525 -34.125 2020-02-02 296.78 295.2668 297.1882 1.51 FALSE NA
#> 34 26.525 -34.125 2020-02-03 297.33 295.2731 297.2044 2.06 FALSE NA
#> 35 26.525 -34.125 2020-02-04 297.35 295.2789 297.2186 2.07 FALSE NA
#> 36 26.525 -34.125 2020-02-05 297.01 295.2831 297.2306 1.73 FALSE NA
#> 37 26.525 -34.125 2020-02-06 297.22 295.2863 297.2410 1.93 FALSE NA
#> 38 26.525 -34.125 2020-02-07 295.81 295.2889 297.2469 0.52 FALSE NA
#> 39 26.525 -34.125 2020-02-08 294.36 295.2914 297.2479 -0.93 FALSE NA
#> 40 26.525 -34.125 2020-02-09 294.20 295.2926 297.2453 -1.09 FALSE NA
#> 41 26.525 -34.125 2020-02-10 294.38 295.2920 297.2410 -0.91 FALSE NA
#> 42 26.525 -34.125 2020-02-11 295.32 295.2884 297.2323 0.03 FALSE NA
#> 43 26.525 -34.125 2020-02-12 295.47 295.2822 297.2229 0.19 FALSE NA
#> 44 26.525 -34.125 2020-02-13 295.34 295.2740 297.2125 0.07 FALSE NA
#> 45 26.525 -34.125 2020-02-14 295.35 295.2644 297.2022 0.09 FALSE NA
#> 46 26.525 -34.125 2020-02-15 295.24 295.2534 297.1906 -0.01 FALSE NA
#> 47 26.525 -34.125 2020-02-16 295.75 295.2407 297.1729 0.51 FALSE NA
#> 48 26.525 -34.125 2020-02-17 294.56 295.2261 297.1509 -0.67 FALSE NA
#> 49 26.525 -34.125 2020-02-18 293.52 295.2100 297.1279 -1.69 FALSE NA
#> 50 26.525 -34.125 2020-02-19 293.13 295.1922 297.1056 -2.06 FALSE NA
#> 51 26.525 -34.125 2020-02-20 293.34 295.1731 297.0876 -1.83 FALSE NA
#> 52 26.525 -34.125 2020-02-21 294.08 295.1539 297.0713 -1.07 FALSE NA
#> 53 26.525 -34.125 2020-02-22 294.48 295.1369 297.0565 -0.66 FALSE NA
#> 54 26.525 -34.125 2020-02-23 298.49 295.1232 297.0435 3.37 FALSE NA
#> 55 26.525 -34.125 2020-02-24 298.21 295.1129 297.0332 3.10 FALSE NA
#> 56 26.525 -34.125 2020-02-25 297.49 295.1039 297.0235 2.39 FALSE NA
#> 57 26.525 -34.125 2020-02-26 296.84 295.0958 297.0147 1.74 FALSE NA
#> 58 26.525 -34.125 2020-02-27 295.61 295.0889 297.0095 0.52 FALSE NA
#> 59 26.525 -34.125 2020-02-28 294.07 295.0841 297.0034 -1.01 FALSE NA
#> 60 26.525 -34.125 2020-02-29 292.79 295.0800 296.9994 -2.29 FALSE NA
#> 61 26.525 -34.125 2020-03-01 292.35 295.0764 296.9959 -2.73 FALSE NA
#> 62 26.525 -34.125 2020-03-02 291.55 295.0733 296.9933 -3.52 FALSE NA
#> 63 26.525 -34.125 2020-03-03 291.33 295.0704 296.9913 -3.74 FALSE NA
#> 64 26.525 -34.125 2020-03-04 291.31 295.0669 296.9894 -3.76 FALSE NA
#> 65 26.525 -34.125 2020-03-05 292.44 295.0621 296.9877 -2.62 FALSE NA
#> 66 26.525 -34.125 2020-03-06 292.62 295.0562 296.9861 -2.44 FALSE NA
#> 67 26.525 -34.125 2020-03-07 292.44 295.0515 296.9855 -2.61 FALSE NA
#> 68 26.525 -34.125 2020-03-08 290.73 295.0487 296.9847 -4.32 FALSE NA
#> 69 26.525 -34.125 2020-03-09 291.27 295.0468 296.9840 -3.78 FALSE NA
#> 70 26.525 -34.125 2020-03-10 292.43 295.0456 296.9878 -2.62 FALSE NA
#> 71 26.525 -34.125 2020-03-11 293.38 295.0455 296.9911 -1.67 FALSE NA
#> 72 26.525 -34.125 2020-03-12 292.69 295.0466 296.9961 -2.36 FALSE NA
#> 73 26.525 -34.125 2020-03-13 292.02 295.0482 296.9975 -3.03 FALSE NA
#> 74 26.525 -34.125 2020-03-14 291.70 295.0498 296.9982 -3.35 FALSE NA
#> 75 26.525 -34.125 2020-03-15 294.70 295.0509 296.9985 -0.35 FALSE NA
#> 76 26.525 -34.125 2020-03-16 295.01 295.0517 296.9993 -0.04 FALSE NA
#> 77 26.525 -34.125 2020-03-17 294.79 295.0521 297.0011 -0.26 FALSE NA
#> 78 26.525 -34.125 2020-03-18 294.42 295.0518 297.0079 -0.63 FALSE NA
#> 79 26.525 -34.125 2020-03-19 293.13 295.0504 297.0176 -1.92 FALSE NA
#> 80 26.525 -34.125 2020-03-20 293.00 295.0478 297.0261 -2.05 FALSE NA
#> 81 26.525 -34.125 2020-03-21 294.57 295.0437 297.0305 -0.47 FALSE NA
#> 82 26.525 -34.125 2020-03-22 294.56 295.0384 297.0295 -0.48 FALSE NA
#> 83 26.525 -34.125 2020-03-23 293.91 295.0320 297.0216 -1.12 FALSE NA
#> 84 26.525 -34.125 2020-03-24 293.87 295.0246 297.0125 -1.15 FALSE NA
#> 85 26.525 -34.125 2020-03-25 293.86 295.0151 297.0002 -1.16 FALSE NA
#> 86 26.525 -34.125 2020-03-26 294.76 295.0027 296.9852 -0.24 FALSE NA
#> 87 26.525 -34.125 2020-03-27 296.25 294.9881 296.9684 1.26 FALSE NA
#> 88 26.525 -34.125 2020-03-28 296.49 294.9715 296.9487 1.52 FALSE NA
#> 89 26.525 -34.125 2020-03-29 296.40 294.9534 296.9248 1.45 FALSE NA
#> 90 26.525 -34.125 2020-03-30 296.48 294.9339 296.8989 1.55 FALSE NA
#> 91 26.525 -34.125 2020-03-31 296.43 294.9142 296.8737 1.52 FALSE NA
#> 92 26.525 -34.075 2020-01-01 291.59 293.9286 295.4967 -2.34 FALSE NA
#> 93 26.525 -34.075 2020-01-02 291.78 293.9724 295.5337 -2.19 FALSE NA
#> 94 26.525 -34.075 2020-01-03 292.02 294.0164 295.5727 -2.00 FALSE NA
#> 95 26.525 -34.075 2020-01-04 292.82 294.0599 295.6144 -1.24 FALSE NA
#> 96 26.525 -34.075 2020-01-05 293.41 294.1028 295.6573 -0.69 FALSE NA
#> 97 26.525 -34.075 2020-01-06 293.76 294.1452 295.7016 -0.39 FALSE NA
#> 98 26.525 -34.075 2020-01-07 294.34 294.1850 295.7459 0.15 FALSE NA
#> 99 26.525 -34.075 2020-01-08 293.54 294.2212 295.7908 -0.68 FALSE NA
#> 100 26.525 -34.075 2020-01-09 294.38 294.2540 295.8373 0.13 FALSE NA
#> 101 26.525 -34.075 2020-01-10 294.25 294.2844 295.8840 -0.03 FALSE NA
#> 102 26.525 -34.075 2020-01-11 294.58 294.3141 295.9311 0.27 FALSE NA
#> 103 26.525 -34.075 2020-01-12 295.59 294.3426 295.9779 1.25 FALSE NA
#> 104 26.525 -34.075 2020-01-13 294.63 294.3697 296.0214 0.26 FALSE NA
#> 105 26.525 -34.075 2020-01-14 292.44 294.3954 296.0635 -1.96 FALSE NA
#> 106 26.525 -34.075 2020-01-15 292.29 294.4214 296.1068 -2.13 FALSE NA
#> 107 26.525 -34.075 2020-01-16 293.02 294.4475 296.1501 -1.43 FALSE NA
#> 108 26.525 -34.075 2020-01-17 292.96 294.4735 296.1913 -1.51 FALSE NA
#> 109 26.525 -34.075 2020-01-18 293.39 294.5002 296.2307 -1.11 FALSE NA
#> 110 26.525 -34.075 2020-01-19 293.87 294.5282 296.2683 -0.66 FALSE NA
#> 111 26.525 -34.075 2020-01-20 294.14 294.5569 296.3045 -0.42 FALSE NA
#> 112 26.525 -34.075 2020-01-21 294.46 294.5852 296.3403 -0.13 FALSE NA
#> 113 26.525 -34.075 2020-01-22 292.12 294.6110 296.3735 -2.49 FALSE NA
#> 114 26.525 -34.075 2020-01-23 292.92 294.6347 296.4062 -1.71 FALSE NA
#> 115 26.525 -34.075 2020-01-24 292.16 294.6562 296.4376 -2.50 FALSE NA
#> 116 26.525 -34.075 2020-01-25 290.71 294.6761 296.4679 -3.97 FALSE NA
#> 117 26.525 -34.075 2020-01-26 290.68 294.6936 296.4961 -4.01 FALSE NA
#> 118 26.525 -34.075 2020-01-27 293.36 294.7081 296.5225 -1.35 FALSE NA
#> 119 26.525 -34.075 2020-01-28 293.73 294.7191 296.5483 -0.99 FALSE NA
#> 120 26.525 -34.075 2020-01-29 293.97 294.7283 296.5672 -0.76 FALSE NA
#> 121 26.525 -34.075 2020-01-30 294.22 294.7360 296.5822 -0.52 FALSE NA
#> 122 26.525 -34.075 2020-01-31 294.27 294.7431 296.5953 -0.47 FALSE NA
#> 123 26.525 -34.075 2020-02-01 294.29 294.7496 296.6059 -0.46 FALSE NA
#> 124 26.525 -34.075 2020-02-02 296.53 294.7560 296.6150 1.77 FALSE NA
#> 125 26.525 -34.075 2020-02-03 296.88 294.7614 296.6209 2.12 FALSE NA
#> 126 26.525 -34.075 2020-02-04 297.01 294.7663 296.6215 2.24 FALSE NA
#> 127 26.525 -34.075 2020-02-05 296.72 294.7699 296.6205 1.95 FALSE NA
#> 128 26.525 -34.075 2020-02-06 296.89 294.7726 296.6185 2.12 FALSE NA
#> 129 26.525 -34.075 2020-02-07 295.51 294.7751 296.6133 0.73 FALSE NA
#> 130 26.525 -34.075 2020-02-08 294.25 294.7779 296.6058 -0.53 FALSE NA
#> 131 26.525 -34.075 2020-02-09 294.25 294.7799 296.5941 -0.53 FALSE NA
#> 132 26.525 -34.075 2020-02-10 294.14 294.7806 296.5817 -0.64 FALSE NA
#> 133 26.525 -34.075 2020-02-11 293.82 294.7790 296.5707 -0.96 FALSE NA
#> 134 26.525 -34.075 2020-02-12 293.77 294.7757 296.5601 -1.01 FALSE NA
#> 135 26.525 -34.075 2020-02-13 293.62 294.7708 296.5495 -1.15 FALSE NA
#> 136 26.525 -34.075 2020-02-14 293.65 294.7649 296.5402 -1.11 FALSE NA
#> 137 26.525 -34.075 2020-02-15 293.54 294.7571 296.5299 -1.22 FALSE NA
#> 138 26.525 -34.075 2020-02-16 294.20 294.7471 296.5189 -0.55 FALSE NA
#> 139 26.525 -34.075 2020-02-17 293.42 294.7349 296.5051 -1.31 FALSE NA
#> 140 26.525 -34.075 2020-02-18 292.97 294.7206 296.4910 -1.75 FALSE NA
#> 141 26.525 -34.075 2020-02-19 292.54 294.7042 296.4768 -2.16 FALSE NA
#> 142 26.525 -34.075 2020-02-20 292.43 294.6864 296.4656 -2.26 FALSE NA
#> 143 26.525 -34.075 2020-02-21 293.11 294.6679 296.4475 -1.56 FALSE NA
#> 144 26.525 -34.075 2020-02-22 293.32 294.6509 296.4279 -1.33 FALSE NA
#> 145 26.525 -34.075 2020-02-23 297.67 294.6358 296.4089 3.03 FALSE NA
#> 146 26.525 -34.075 2020-02-24 296.72 294.6229 296.3929 2.10 FALSE NA
#> 147 26.525 -34.075 2020-02-25 295.80 294.6103 296.3778 1.19 FALSE NA
#> 148 26.525 -34.075 2020-02-26 295.00 294.5985 296.3646 0.40 FALSE NA
#> 149 26.525 -34.075 2020-02-27 293.44 294.5878 296.3540 -1.15 FALSE NA
#> 150 26.525 -34.075 2020-02-28 292.04 294.5792 296.3441 -2.54 FALSE NA
#> 151 26.525 -34.075 2020-02-29 291.21 294.5714 296.3408 -3.36 FALSE NA
#> 152 26.525 -34.075 2020-03-01 291.01 294.5641 296.3405 -3.55 FALSE NA
#> 153 26.525 -34.075 2020-03-02 291.25 294.5571 296.3405 -3.31 FALSE NA
#> 154 26.525 -34.075 2020-03-03 291.41 294.5504 296.3409 -3.14 FALSE NA
#> 155 26.525 -34.075 2020-03-04 291.28 294.5430 296.3421 -3.26 FALSE NA
#> 156 26.525 -34.075 2020-03-05 291.35 294.5350 296.3437 -3.19 FALSE NA
#> 157 26.525 -34.075 2020-03-06 291.33 294.5261 296.3456 -3.20 FALSE NA
#> 158 26.525 -34.075 2020-03-07 291.15 294.5187 296.3475 -3.37 FALSE NA
#> 159 26.525 -34.075 2020-03-08 290.14 294.5132 296.3514 -4.37 FALSE NA
#> 160 26.525 -34.075 2020-03-09 290.74 294.5086 296.3572 -3.77 FALSE NA
#> 161 26.525 -34.075 2020-03-10 291.83 294.5045 296.3635 -2.67 FALSE NA
#> 162 26.525 -34.075 2020-03-11 292.73 294.5014 296.3700 -1.77 FALSE NA
#> 163 26.525 -34.075 2020-03-12 291.81 294.4992 296.3767 -2.69 FALSE NA
#> 164 26.525 -34.075 2020-03-13 291.27 294.4973 296.3812 -3.23 FALSE NA
#> 165 26.525 -34.075 2020-03-14 291.00 294.4953 296.3851 -3.50 FALSE NA
#> 166 26.525 -34.075 2020-03-15 293.23 294.4926 296.3880 -1.26 FALSE NA
#> 167 26.525 -34.075 2020-03-16 293.51 294.4895 296.3906 -0.98 FALSE NA
#> 168 26.525 -34.075 2020-03-17 293.26 294.4865 296.3934 -1.23 FALSE NA
#> 169 26.525 -34.075 2020-03-18 292.48 294.4830 296.3931 -2.00 FALSE NA
#> 170 26.525 -34.075 2020-03-19 290.79 294.4788 296.3915 -3.69 FALSE NA
#> 171 26.525 -34.075 2020-03-20 291.77 294.4736 296.3867 -2.70 FALSE NA
#> 172 26.525 -34.075 2020-03-21 293.58 294.4670 296.3766 -0.89 FALSE NA
#> 173 26.525 -34.075 2020-03-22 293.55 294.4592 296.3629 -0.91 FALSE NA
#> 174 26.525 -34.075 2020-03-23 293.64 294.4503 296.3543 -0.81 FALSE NA
#> 175 26.525 -34.075 2020-03-24 293.30 294.4406 296.3471 -1.14 FALSE NA
#> 176 26.525 -34.075 2020-03-25 293.07 294.4294 296.3367 -1.36 FALSE NA
#> 177 26.525 -34.075 2020-03-26 294.54 294.4161 296.3245 0.12 FALSE NA
#> 178 26.525 -34.075 2020-03-27 295.63 294.4011 296.3102 1.23 FALSE NA
#> 179 26.525 -34.075 2020-03-28 295.71 294.3837 296.2907 1.33 FALSE NA
#> 180 26.525 -34.075 2020-03-29 295.23 294.3651 296.2688 0.86 FALSE NA
#> 181 26.525 -34.075 2020-03-30 295.46 294.3449 296.2443 1.12 FALSE NA
#> 182 26.525 -34.075 2020-03-31 295.38 294.3247 296.2217 1.06 FALSE NA
#> 183 26.525 -34.025 2020-01-01 291.78 293.5483 295.2321 -1.77 FALSE NA
#> 184 26.525 -34.025 2020-01-02 292.11 293.5916 295.2692 -1.48 FALSE NA
#> 185 26.525 -34.025 2020-01-03 292.26 293.6354 295.3083 -1.38 FALSE NA
#> 186 26.525 -34.025 2020-01-04 292.87 293.6790 295.3497 -0.81 FALSE NA
#> 187 26.525 -34.025 2020-01-05 293.35 293.7222 295.3952 -0.37 FALSE NA
#> 188 26.525 -34.025 2020-01-06 293.65 293.7649 295.4425 -0.11 FALSE NA
#> 189 26.525 -34.025 2020-01-07 294.19 293.8052 295.4885 0.38 FALSE NA
#> 190 26.525 -34.025 2020-01-08 293.34 293.8420 295.5322 -0.50 FALSE NA
#> 191 26.525 -34.025 2020-01-09 293.87 293.8752 295.5767 -0.01 FALSE NA
#> 192 26.525 -34.025 2020-01-10 293.62 293.9058 295.6207 -0.29 FALSE NA
#> 193 26.525 -34.025 2020-01-11 294.51 293.9351 295.6626 0.57 FALSE NA
#> 194 26.525 -34.025 2020-01-12 295.38 293.9625 295.7019 1.42 FALSE NA
#> 195 26.525 -34.025 2020-01-13 294.26 293.9879 295.7381 0.27 FALSE NA
#> 196 26.525 -34.025 2020-01-14 292.02 294.0117 295.7692 -1.99 FALSE NA
#> 197 26.525 -34.025 2020-01-15 292.33 294.0356 295.7991 -1.71 FALSE NA
#> 198 26.525 -34.025 2020-01-16 292.91 294.0593 295.8274 -1.15 FALSE NA
#> 199 26.525 -34.025 2020-01-17 292.64 294.0825 295.8521 -1.44 FALSE NA
#> 200 26.525 -34.025 2020-01-18 293.06 294.1066 295.8778 -1.05 FALSE NA
#> 201 26.525 -34.025 2020-01-19 293.54 294.1321 295.9040 -0.59 FALSE NA
#> 202 26.525 -34.025 2020-01-20 293.85 294.1588 295.9301 -0.31 FALSE NA
#> 203 26.525 -34.025 2020-01-21 294.19 294.1855 295.9563 0.00 FALSE NA
#> 204 26.525 -34.025 2020-01-22 292.22 294.2103 295.9827 -1.99 FALSE NA
#> 205 26.525 -34.025 2020-01-23 292.87 294.2336 296.0092 -1.36 FALSE NA
#> 206 26.525 -34.025 2020-01-24 291.73 294.2553 296.0347 -2.53 FALSE NA
#> 207 26.525 -34.025 2020-01-25 289.45 294.2756 296.0603 -4.83 FALSE NA
#> 208 26.525 -34.025 2020-01-26 289.51 294.2935 296.0845 -4.78 FALSE NA
#> 209 26.525 -34.025 2020-01-27 292.76 294.3085 296.1058 -1.55 FALSE NA
#> 210 26.525 -34.025 2020-01-28 293.32 294.3204 296.1255 -1.00 FALSE NA
#> 211 26.525 -34.025 2020-01-29 293.47 294.3299 296.1394 -0.86 FALSE NA
#> 212 26.525 -34.025 2020-01-30 293.68 294.3376 296.1513 -0.66 FALSE NA
#> 213 26.525 -34.025 2020-01-31 293.87 294.3442 296.1610 -0.47 FALSE NA
#> 214 26.525 -34.025 2020-02-01 293.90 294.3496 296.1668 -0.45 FALSE NA
#> 215 26.525 -34.025 2020-02-02 296.26 294.3546 296.1704 1.91 TRUE 99
#> 216 26.525 -34.025 2020-02-03 296.39 294.3584 296.1705 2.03 TRUE 99
#> 217 26.525 -34.025 2020-02-04 296.56 294.3616 296.1658 2.20 TRUE 99
#> 218 26.525 -34.025 2020-02-05 296.32 294.3637 296.1560 1.96 TRUE 99
#> 219 26.525 -34.025 2020-02-06 296.47 294.3649 296.1442 2.11 TRUE 99
#> 220 26.525 -34.025 2020-02-07 295.22 294.3662 296.1313 0.85 FALSE NA
#> 221 26.525 -34.025 2020-02-08 294.15 294.3680 296.1175 -0.22 FALSE NA
#> 222 26.525 -34.025 2020-02-09 294.37 294.3694 296.1003 0.00 FALSE NA
#> 223 26.525 -34.025 2020-02-10 294.04 294.3702 296.0808 -0.33 FALSE NA
#> 224 26.525 -34.025 2020-02-11 292.49 294.3695 296.0623 -1.88 FALSE NA
#> 225 26.525 -34.025 2020-02-12 292.37 294.3680 296.0473 -2.00 FALSE NA
#> 226 26.525 -34.025 2020-02-13 292.30 294.3658 296.0359 -2.07 FALSE NA
#> 227 26.525 -34.025 2020-02-14 292.34 294.3630 296.0290 -2.02 FALSE NA
#> 228 26.525 -34.025 2020-02-15 292.28 294.3581 296.0237 -2.08 FALSE NA
#> 229 26.525 -34.025 2020-02-16 292.92 294.3511 296.0172 -1.43 FALSE NA
#> 230 26.525 -34.025 2020-02-17 292.60 294.3416 296.0101 -1.74 FALSE NA
#> 231 26.525 -34.025 2020-02-18 292.61 294.3299 296.0017 -1.72 FALSE NA
#> 232 26.525 -34.025 2020-02-19 292.23 294.3160 295.9924 -2.09 FALSE NA
#> 233 26.525 -34.025 2020-02-20 292.03 294.3003 295.9821 -2.27 FALSE NA
#> 234 26.525 -34.025 2020-02-21 292.66 294.2835 295.9712 -1.62 FALSE NA
#> 235 26.525 -34.025 2020-02-22 292.51 294.2674 295.9563 -1.76 FALSE NA
#> 236 26.525 -34.025 2020-02-23 296.60 294.2517 295.9382 2.35 FALSE NA
#> 237 26.525 -34.025 2020-02-24 295.18 294.2368 295.9202 0.94 FALSE NA
#> 238 26.525 -34.025 2020-02-25 294.26 294.2215 295.9011 0.04 FALSE NA
#> 239 26.525 -34.025 2020-02-26 293.45 294.2066 295.8824 -0.76 FALSE NA
#> 240 26.525 -34.025 2020-02-27 291.78 294.1926 295.8647 -2.41 FALSE NA
#> 241 26.525 -34.025 2020-02-28 290.49 294.1805 295.8489 -3.69 FALSE NA
#> 242 26.525 -34.025 2020-02-29 290.04 294.1692 295.8372 -4.13 FALSE NA
#> 243 26.525 -34.025 2020-03-01 289.88 294.1583 295.8282 -4.28 FALSE NA
#> 244 26.525 -34.025 2020-03-02 291.20 294.1475 295.8231 -2.95 FALSE NA
#> 245 26.525 -34.025 2020-03-03 291.49 294.1367 295.8202 -2.65 FALSE NA
#> 246 26.525 -34.025 2020-03-04 291.38 294.1252 295.8202 -2.75 FALSE NA
#> 247 26.525 -34.025 2020-03-05 290.80 294.1136 295.8220 -3.31 FALSE NA
#> 248 26.525 -34.025 2020-03-06 290.73 294.1016 295.8242 -3.37 FALSE NA
#> 249 26.525 -34.025 2020-03-07 290.56 294.0910 295.8261 -3.53 FALSE NA
#> 250 26.525 -34.025 2020-03-08 290.07 294.0820 295.8283 -4.01 FALSE NA
#> 251 26.525 -34.025 2020-03-09 290.59 294.0740 295.8315 -3.48 FALSE NA
#> 252 26.525 -34.025 2020-03-10 291.49 294.0664 295.8437 -2.58 FALSE NA
#> 253 26.525 -34.025 2020-03-11 292.25 294.0596 295.8580 -1.81 FALSE NA
#> 254 26.525 -34.025 2020-03-12 291.39 294.0533 295.8738 -2.66 FALSE NA
#> 255 26.525 -34.025 2020-03-13 291.07 294.0473 295.8888 -2.98 FALSE NA
#> 256 26.525 -34.025 2020-03-14 290.87 294.0411 295.9008 -3.17 FALSE NA
#> 257 26.525 -34.025 2020-03-15 292.04 294.0341 295.9076 -1.99 FALSE NA
#> 258 26.525 -34.025 2020-03-16 292.26 294.0266 295.9132 -1.77 FALSE NA
#> 259 26.525 -34.025 2020-03-17 291.90 294.0195 295.9137 -2.12 FALSE NA
#> 260 26.525 -34.025 2020-03-18 290.69 294.0120 295.9149 -3.32 FALSE NA
#> 261 26.525 -34.025 2020-03-19 288.78 294.0041 295.9116 -5.22 FALSE NA
#> 262 26.525 -34.025 2020-03-20 290.39 293.9954 295.9032 -3.61 FALSE NA
#> 263 26.525 -34.025 2020-03-21 291.91 293.9853 295.8919 -2.08 FALSE NA
#> 264 26.525 -34.025 2020-03-22 291.89 293.9741 295.8812 -2.08 FALSE NA
#> 265 26.525 -34.025 2020-03-23 293.06 293.9620 295.8705 -0.90 FALSE NA
#> 266 26.525 -34.025 2020-03-24 292.82 293.9495 295.8622 -1.13 FALSE NA
#> 267 26.525 -34.025 2020-03-25 292.52 293.9366 295.8544 -1.42 FALSE NA
#> 268 26.525 -34.025 2020-03-26 294.35 293.9225 295.8440 0.43 FALSE NA
#> 269 26.525 -34.025 2020-03-27 295.08 293.9073 295.8315 1.17 FALSE NA
#> 270 26.525 -34.025 2020-03-28 294.91 293.8899 295.8176 1.02 FALSE NA
#> 271 26.525 -34.025 2020-03-29 294.15 293.8715 295.8026 0.28 FALSE NA
#> 272 26.525 -34.025 2020-03-30 294.64 293.8517 295.7851 0.79 FALSE NA
#> 273 26.525 -34.025 2020-03-31 294.54 293.8319 295.7675 0.71 FALSE NA
#> 274 26.575 -34.125 2020-01-01 292.31 294.7638 296.3699 -2.45 FALSE NA
#> 275 26.575 -34.125 2020-01-02 291.93 294.8077 296.4064 -2.88 FALSE NA
#> 276 26.575 -34.125 2020-01-03 292.25 294.8515 296.4432 -2.60 FALSE NA
#> 277 26.575 -34.125 2020-01-04 293.23 294.8949 296.4833 -1.66 FALSE NA
#> 278 26.575 -34.125 2020-01-05 293.87 294.9379 296.5233 -1.07 FALSE NA
#> 279 26.575 -34.125 2020-01-06 294.26 294.9804 296.5684 -0.72 FALSE NA
#> 280 26.575 -34.125 2020-01-07 294.91 295.0204 296.6148 -0.11 FALSE NA
#> 281 26.575 -34.125 2020-01-08 294.63 295.0570 296.6610 -0.43 FALSE NA
#> 282 26.575 -34.125 2020-01-09 296.19 295.0906 296.7055 1.10 FALSE NA
#> 283 26.575 -34.125 2020-01-10 296.59 295.1222 296.7518 1.47 FALSE NA
#> 284 26.575 -34.125 2020-01-11 295.57 295.1534 296.7984 0.42 FALSE NA
#> 285 26.575 -34.125 2020-01-12 296.40 295.1844 296.8442 1.22 FALSE NA
#> 286 26.575 -34.125 2020-01-13 295.88 295.2147 296.8880 0.67 FALSE NA
#> 287 26.575 -34.125 2020-01-14 293.92 295.2441 296.9296 -1.32 FALSE NA
#> 288 26.575 -34.125 2020-01-15 293.39 295.2735 296.9695 -1.88 FALSE NA
#> 289 26.575 -34.125 2020-01-16 294.74 295.3025 297.0087 -0.56 FALSE NA
#> 290 26.575 -34.125 2020-01-17 294.88 295.3316 297.0458 -0.45 FALSE NA
#> 291 26.575 -34.125 2020-01-18 294.94 295.3609 297.0818 -0.42 FALSE NA
#> 292 26.575 -34.125 2020-01-19 295.19 295.3910 297.1157 -0.20 FALSE NA
#> 293 26.575 -34.125 2020-01-20 295.25 295.4212 297.1503 -0.17 FALSE NA
#> 294 26.575 -34.125 2020-01-21 295.40 295.4505 297.1822 -0.05 FALSE NA
#> 295 26.575 -34.125 2020-01-22 292.71 295.4764 297.2135 -2.77 FALSE NA
#> 296 26.575 -34.125 2020-01-23 293.08 295.4994 297.2429 -2.42 FALSE NA
#> 297 26.575 -34.125 2020-01-24 293.17 295.5197 297.2729 -2.35 FALSE NA
#> 298 26.575 -34.125 2020-01-25 292.76 295.5380 297.3029 -2.78 FALSE NA
#> 299 26.575 -34.125 2020-01-26 292.72 295.5538 297.3342 -2.83 FALSE NA
#> 300 26.575 -34.125 2020-01-27 294.91 295.5668 297.3649 -0.66 FALSE NA
#> 301 26.575 -34.125 2020-01-28 295.37 295.5766 297.3956 -0.21 FALSE NA
#> 302 26.575 -34.125 2020-01-29 295.81 295.5850 297.4259 0.23 FALSE NA
#> 303 26.575 -34.125 2020-01-30 295.35 295.5925 297.4556 -0.24 FALSE NA
#> 304 26.575 -34.125 2020-01-31 294.96 295.6000 297.4846 -0.64 FALSE NA
#> 305 26.575 -34.125 2020-02-01 294.97 295.6072 297.5135 -0.64 FALSE NA
#> 306 26.575 -34.125 2020-02-02 296.91 295.6148 297.5426 1.30 FALSE NA
#> 307 26.575 -34.125 2020-02-03 297.37 295.6212 297.5677 1.75 FALSE NA
#> 308 26.575 -34.125 2020-02-04 297.41 295.6271 297.5890 1.78 FALSE NA
#> 309 26.575 -34.125 2020-02-05 297.10 295.6311 297.6073 1.47 FALSE NA
#> 310 26.575 -34.125 2020-02-06 297.35 295.6341 297.6190 1.72 FALSE NA
#> 311 26.575 -34.125 2020-02-07 295.99 295.6363 297.6284 0.35 FALSE NA
#> 312 26.575 -34.125 2020-02-08 294.85 295.6382 297.6355 -0.79 FALSE NA
#> 313 26.575 -34.125 2020-02-09 294.74 295.6384 297.6355 -0.90 FALSE NA
#> 314 26.575 -34.125 2020-02-10 295.05 295.6366 297.6325 -0.59 FALSE NA
#> 315 26.575 -34.125 2020-02-11 296.70 295.6314 297.6266 1.07 FALSE NA
#> 316 26.575 -34.125 2020-02-12 296.84 295.6236 297.6171 1.22 FALSE NA
#> 317 26.575 -34.125 2020-02-13 296.76 295.6135 297.6049 1.15 FALSE NA
#> 318 26.575 -34.125 2020-02-14 296.49 295.6023 297.5925 0.89 FALSE NA
#> 319 26.575 -34.125 2020-02-15 296.23 295.5899 297.5802 0.64 FALSE NA
#> 320 26.575 -34.125 2020-02-16 296.40 295.5763 297.5656 0.82 FALSE NA
#> 321 26.575 -34.125 2020-02-17 295.29 295.5615 297.5520 -0.27 FALSE NA
#> 322 26.575 -34.125 2020-02-18 294.15 295.5454 297.5381 -1.40 FALSE NA
#> 323 26.575 -34.125 2020-02-19 293.72 295.5279 297.5251 -1.81 FALSE NA
#> 324 26.575 -34.125 2020-02-20 293.97 295.5096 297.5098 -1.54 FALSE NA
#> 325 26.575 -34.125 2020-02-21 294.57 295.4919 297.4943 -0.92 FALSE NA
#> 326 26.575 -34.125 2020-02-22 294.87 295.4771 297.4791 -0.61 FALSE NA
#> 327 26.575 -34.125 2020-02-23 298.60 295.4659 297.4664 3.13 FALSE NA
#> 328 26.575 -34.125 2020-02-24 298.69 295.4585 297.4551 3.23 FALSE NA
#> 329 26.575 -34.125 2020-02-25 298.25 295.4526 297.4440 2.80 FALSE NA
#> 330 26.575 -34.125 2020-02-26 297.87 295.4478 297.4327 2.42 FALSE NA
#> 331 26.575 -34.125 2020-02-27 296.71 295.4440 297.4244 1.27 FALSE NA
#> 332 26.575 -34.125 2020-02-28 295.36 295.4419 297.4175 -0.08 FALSE NA
#> 333 26.575 -34.125 2020-02-29 294.16 295.4405 297.4111 -1.28 FALSE NA
#> 334 26.575 -34.125 2020-03-01 293.20 295.4396 297.4053 -2.24 FALSE NA
#> 335 26.575 -34.125 2020-03-02 292.31 295.4391 297.4007 -3.13 FALSE NA
#> 336 26.575 -34.125 2020-03-03 291.75 295.4386 297.3985 -3.69 FALSE NA
#> 337 26.575 -34.125 2020-03-04 291.68 295.4376 297.3962 -3.76 FALSE NA
#> 338 26.575 -34.125 2020-03-05 293.35 295.4352 297.3952 -2.09 FALSE NA
#> 339 26.575 -34.125 2020-03-06 293.50 295.4316 297.3950 -1.93 FALSE NA
#> 340 26.575 -34.125 2020-03-07 293.19 295.4292 297.3960 -2.24 FALSE NA
#> 341 26.575 -34.125 2020-03-08 291.27 295.4284 297.4002 -4.16 FALSE NA
#> 342 26.575 -34.125 2020-03-09 291.91 295.4286 297.4061 -3.52 FALSE NA
#> 343 26.575 -34.125 2020-03-10 292.98 295.4298 297.4128 -2.45 FALSE NA
#> 344 26.575 -34.125 2020-03-11 293.85 295.4324 297.4209 -1.58 FALSE NA
#> 345 26.575 -34.125 2020-03-12 293.62 295.4368 297.4289 -1.82 FALSE NA
#> 346 26.575 -34.125 2020-03-13 293.15 295.4418 297.4354 -2.29 FALSE NA
#> 347 26.575 -34.125 2020-03-14 292.73 295.4470 297.4418 -2.72 FALSE NA
#> 348 26.575 -34.125 2020-03-15 296.02 295.4513 297.4492 0.57 FALSE NA
#> 349 26.575 -34.125 2020-03-16 295.94 295.4550 297.4565 0.49 FALSE NA
#> 350 26.575 -34.125 2020-03-17 295.57 295.4580 297.4630 0.11 FALSE NA
#> 351 26.575 -34.125 2020-03-18 295.27 295.4600 297.4718 -0.19 FALSE NA
#> 352 26.575 -34.125 2020-03-19 294.64 295.4604 297.4797 -0.82 FALSE NA
#> 353 26.575 -34.125 2020-03-20 294.04 295.4592 297.4868 -1.42 FALSE NA
#> 354 26.575 -34.125 2020-03-21 294.67 295.4559 297.4853 -0.79 FALSE NA
#> 355 26.575 -34.125 2020-03-22 294.70 295.4510 297.4812 -0.75 FALSE NA
#> 356 26.575 -34.125 2020-03-23 294.32 295.4443 297.4777 -1.12 FALSE NA
#> 357 26.575 -34.125 2020-03-24 294.77 295.4363 297.4741 -0.67 FALSE NA
#> 358 26.575 -34.125 2020-03-25 294.85 295.4258 297.4693 -0.58 FALSE NA
#> 359 26.575 -34.125 2020-03-26 295.98 295.4122 297.4622 0.57 FALSE NA
#> 360 26.575 -34.125 2020-03-27 297.07 295.3967 297.4528 1.67 FALSE NA
#> 361 26.575 -34.125 2020-03-28 297.04 295.3793 297.4349 1.66 FALSE NA
#> 362 26.575 -34.125 2020-03-29 296.79 295.3605 297.4136 1.43 FALSE NA
#> 363 26.575 -34.125 2020-03-30 296.91 295.3405 297.3901 1.57 FALSE NA
#> 364 26.575 -34.125 2020-03-31 296.89 295.3207 297.3662 1.57 FALSE NA
#> 365 26.575 -34.075 2020-01-01 291.60 294.1988 295.8006 -2.60 FALSE NA
#> 366 26.575 -34.075 2020-01-02 291.60 294.2433 295.8367 -2.64 FALSE NA
#> 367 26.575 -34.075 2020-01-03 291.93 294.2879 295.8776 -2.36 FALSE NA
#> 368 26.575 -34.075 2020-01-04 292.80 294.3318 295.9179 -1.53 FALSE NA
#> 369 26.575 -34.075 2020-01-05 293.47 294.3753 295.9579 -0.91 FALSE NA
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#> 371 26.575 -34.075 2020-01-07 294.50 294.4581 296.0485 0.04 FALSE NA
#> 372 26.575 -34.075 2020-01-08 293.83 294.4947 296.0971 -0.66 FALSE NA
#> 373 26.575 -34.075 2020-01-09 295.40 294.5277 296.1425 0.87 FALSE NA
#> 374 26.575 -34.075 2020-01-10 295.31 294.5585 296.1875 0.75 FALSE NA
#> 375 26.575 -34.075 2020-01-11 294.87 294.5885 296.2342 0.28 FALSE NA
#> 376 26.575 -34.075 2020-01-12 295.91 294.6175 296.2802 1.29 FALSE NA
#> 377 26.575 -34.075 2020-01-13 295.17 294.6456 296.3256 0.52 FALSE NA
#> 378 26.575 -34.075 2020-01-14 292.58 294.6726 296.3688 -2.09 FALSE NA
#> 379 26.575 -34.075 2020-01-15 292.42 294.6999 296.4120 -2.28 FALSE NA
#> 380 26.575 -34.075 2020-01-16 293.60 294.7270 296.4557 -1.13 FALSE NA
#> 381 26.575 -34.075 2020-01-17 293.64 294.7541 296.4946 -1.11 FALSE NA
#> 382 26.575 -34.075 2020-01-18 293.94 294.7818 296.5305 -0.84 FALSE NA
#> 383 26.575 -34.075 2020-01-19 294.33 294.8109 296.5646 -0.48 FALSE NA
#> 384 26.575 -34.075 2020-01-20 294.54 294.8406 296.5982 -0.30 FALSE NA
#> 385 26.575 -34.075 2020-01-21 294.81 294.8698 296.6317 -0.06 FALSE NA
#> 386 26.575 -34.075 2020-01-22 292.32 294.8965 296.6621 -2.58 FALSE NA
#> 387 26.575 -34.075 2020-01-23 292.62 294.9209 296.6917 -2.30 FALSE NA
#> 388 26.575 -34.075 2020-01-24 292.05 294.9431 296.7204 -2.89 FALSE NA
#> 389 26.575 -34.075 2020-01-25 290.86 294.9635 296.7475 -4.10 FALSE NA
#> 390 26.575 -34.075 2020-01-26 290.88 294.9816 296.7726 -4.10 FALSE NA
#> 391 26.575 -34.075 2020-01-27 293.91 294.9967 296.7963 -1.09 FALSE NA
#> 392 26.575 -34.075 2020-01-28 294.50 295.0087 296.8189 -0.51 FALSE NA
#> 393 26.575 -34.075 2020-01-29 294.87 295.0190 296.8408 -0.15 FALSE NA
#> 394 26.575 -34.075 2020-01-30 294.51 295.0279 296.8608 -0.52 FALSE NA
#> 395 26.575 -34.075 2020-01-31 294.33 295.0363 296.8794 -0.71 FALSE NA
#> 396 26.575 -34.075 2020-02-01 294.37 295.0441 296.8971 -0.67 FALSE NA
#> 397 26.575 -34.075 2020-02-02 296.51 295.0520 296.9142 1.46 FALSE NA
#> 398 26.575 -34.075 2020-02-03 296.85 295.0587 296.9236 1.79 FALSE NA
#> 399 26.575 -34.075 2020-02-04 297.00 295.0647 296.9320 1.94 FALSE NA
#> 400 26.575 -34.075 2020-02-05 296.72 295.0691 296.9404 1.65 FALSE NA
#> 401 26.575 -34.075 2020-02-06 296.93 295.0725 296.9478 1.86 FALSE NA
#> 402 26.575 -34.075 2020-02-07 295.60 295.0755 296.9494 0.52 FALSE NA
#> 403 26.575 -34.075 2020-02-08 294.49 295.0784 296.9479 -0.59 FALSE NA
#> 404 26.575 -34.075 2020-02-09 294.44 295.0801 296.9441 -0.64 FALSE NA
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#> 406 26.575 -34.075 2020-02-11 295.14 295.0775 296.9300 0.06 FALSE NA
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#> 359 NA
#> 360 NA
#> 361 NA
#> 362 NA
#> 363 NA
#> 364 NA
#> 365 NA
#> 366 NA
#> 367 NA
#> 368 NA
#> 369 NA
#> 370 NA
#> 371 NA
#> 372 NA
#> 373 NA
#> 374 NA
#> 375 NA
#> 376 NA
#> 377 NA
#> 378 NA
#> 379 NA
#> 380 NA
#> 381 NA
#> 382 NA
#> 383 NA
#> 384 NA
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#> 386 NA
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#> 388 NA
#> 389 NA
#> 390 NA
#> 391 NA
#> 392 NA
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#> 400 NA
#> 401 NA
#> 402 NA
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#> 470 NA
#> 471 NA
#> 472 NA
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#> 489 NA
#> 490 NA
#> 491 NA
#> 492 NA
#> 493 NA
#> 494 NA
#> 495 NA
#> 496 NA
#> 497 NA
#> 498 NA
#> 499 NA
#> 500 NA
#> 501 NA
#> 502 NA
#> 503 NA
#> 504 NA
#> 505 NA
#> 506 NA
#> 507 NA
#> 508 NA
#> 509 NA
#> 510 NA
#> 511 NA
#> 512 NA
#> 513 NA
#> 514 NA
#> 515 NA
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#> 517 NA
#> 518 NA
#> 519 NA
#> 520 NA
#> 521 NA
#> 522 NA
#> 523 NA
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#> 527 NA
#> 528 NA
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#> 530 NA
#> 531 NA
#> 532 NA
#> 533 NA
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#> 535 NA
#> 536 NA
#> 537 NA
#> 538 NA
#> 539 NA
#> 540 NA
#> 541 NA
#> 542 NA
#> 543 NA
#> 544 NA
#> 545 NA
#> 546 NA
# }