library(readr)
## Warning: package 'readr' was built under R version 4.3.3
library(dplyr)
## Warning: package 'dplyr' was built under R version 4.3.3
##
## 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
library(lubridate)
## Warning: package 'lubridate' was built under R version 4.3.3
##
## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, union
wifi <- read.csv("C:/Users/HP/Downloads/wifi.csv")
print(head(wifi))
## time Event.Time Associa.ted.Cli.ent.Count.
## 1 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 184
## 2 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 6
## 3 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 18
## 4 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 23
## 5 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 45
## 6 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 16
## Aut.henticated.Client.Count Uni Buil.ding
## 1 182 Lancaster Universi;ty Graduate College
## 2 6 Lancaster University ;Management School
## 3 18 Lancaster University; SW hse 32-33
## 4 23 Lancaster University; SW hse 29
## 5 45 Lancaster University; Furness outer
## 6 16 Lancaster University; Slaidburn House (LUSU)
## Floor.
## 1 A Flo;or
## 2 C Floor;
## 3 D Floor;
## 4 B floor;
## 5 C floor;
## 6 E;floor
lib1 <- read.csv("C:/Users/HP/Downloads/library1.csv")
print(head(lib1))
## ts name reading units cumulative rate
## 1 2020-01-01 00:00:00 MC065-L01/M9R2048 1489442 KWh 1489442 NA
## 2 2020-01-01 00:10:00 MC065-L01/M9R2048 1489449 KWh 1489449 7
## 3 2020-01-01 00:20:00 MC065-L01/M9R2048 1489456 KWh 1489456 7
## 4 2020-01-01 00:30:00 MC065-L01/M9R2048 1489464 KWh 1489464 8
## 5 2020-01-01 00:40:00 MC065-L01/M9R2048 1489471 KWh 1489471 7
## 6 2020-01-01 00:50:00 MC065-L01/M9R2048 1489479 KWh 1489479 8
lib2 <- read.csv("C:/Users/HP/Downloads/library2.csv")
print(head(lib2))
## ts name reading units cumulative rate
## 1 2020-01-01 00:00:00 MC065-L01/M11R2056 2129016 KWh 2129016 NA
## 2 2020-01-01 00:10:00 MC065-L01/M11R2056 2129034 KWh 2129034 18
## 3 2020-01-01 00:20:00 MC065-L01/M11R2056 2129054 KWh 2129054 20
## 4 2020-01-01 00:30:00 MC065-L01/M11R2056 2129071 KWh 2129071 17
## 5 2020-01-01 00:40:00 MC065-L01/M11R2056 2129086 KWh 2129086 15
## 6 2020-01-01 00:50:00 MC065-L01/M11R2056 2129103 KWh 2129103 17
lib3 <- read.csv("C:/Users/HP/Downloads/library3.csv")
print(head(lib3))
## ts name reading units cumulative rate
## 1 2020-01-01 00:00:00 MC065-L01/M13R2064 6914209 KWh 6914209 NA
## 2 2020-01-01 00:10:00 MC065-L01/M13R2064 6914266 KWh 6914266 57
## 3 2020-01-01 00:20:00 MC065-L01/M13R2064 6914310 KWh 6914310 44
## 4 2020-01-01 00:30:00 MC065-L01/M13R2064 6914376 KWh 6914376 66
## 5 2020-01-01 00:40:00 MC065-L01/M13R2064 6914439 KWh 6914439 63
## 6 2020-01-01 00:50:00 MC065-L01/M13R2064 6914474 KWh 6914474 35
print(head(wifi))
## time Event.Time Associa.ted.Cli.ent.Count.
## 1 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 184
## 2 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 6
## 3 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 18
## 4 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 23
## 5 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 45
## 6 01/02/2020;00:02:12 Sat;Feb;1;00:02:12;UTC;2020 16
## Aut.henticated.Client.Count Uni Buil.ding
## 1 182 Lancaster Universi;ty Graduate College
## 2 6 Lancaster University ;Management School
## 3 18 Lancaster University; SW hse 32-33
## 4 23 Lancaster University; SW hse 29
## 5 45 Lancaster University; Furness outer
## 6 16 Lancaster University; Slaidburn House (LUSU)
## Floor.
## 1 A Flo;or
## 2 C Floor;
## 3 D Floor;
## 4 B floor;
## 5 C floor;
## 6 E;floor
head(wifi$time)
## [1] "01/02/2020;00:02:12" "01/02/2020;00:02:12" "01/02/2020;00:02:12"
## [4] "01/02/2020;00:02:12" "01/02/2020;00:02:12" "01/02/2020;00:02:12"
colnames(wifi)
## [1] "time" "Event.Time"
## [3] "Associa.ted.Cli.ent.Count." "Aut.henticated.Client.Count"
## [5] "Uni" "Buil.ding"
## [7] "Floor."
# Ubah nama kolom 'Associated.Client.Count' menjadi 'Occupancy'
wifi <- wifi %>%
rename(occupancy = Associa.ted.Cli.ent.Count.)
colnames(wifi)
## [1] "time" "Event.Time"
## [3] "occupancy" "Aut.henticated.Client.Count"
## [5] "Uni" "Buil.ding"
## [7] "Floor."
# Ubah kolom 'time' menjadi format datetime.
wifi$time <- dmy_hms(wifi$time)
# Filter data WiFi yang gedungnya "Library" (tidak peduli huruf besar/kecil)
wifi_lib <- wifi %>%
filter(grepl("Library", Buil.ding, ignore.case = TRUE))
# Tampilkan data yang sudah difilter
print(head(wifi_lib))
## time Event.Time occupancy
## 1 2020-02-01 00:02:12 Sat;Feb;1;00:02:12;UTC;2020 1
## 2 2020-02-01 00:02:12 Sat;Feb;1;00:02:12;UTC;2020 29
## 3 2020-02-01 00:02:12 Sat;Feb;1;00:02:12;UTC;2020 0
## 4 2020-02-01 00:02:12 Sat;Feb;1;00:02:12;UTC;2020 0
## 5 2020-02-01 00:02:12 Sat;Feb;1;00:02:12;UTC;2020 0
## 6 2020-02-01 00:02:12 Sat;Feb;1;00:02:12;UTC;2020 21
## Aut.henticated.Client.Count Uni Buil.ding Floor.
## 1 0 Lancaster University ;Ruskin Library A Floor;
## 2 28 Lancaster University; Library A floor;
## 3 0 Lancaster University ;Ruskin Library B floor;
## 4 0 Lancaster University ;Ruskin Library LG Floor;
## 5 0 Lancaster University ;Library LG floor;
## 6 20 Lancaster University; Library C floor;
# Resample data setiap 10 menit
wifi_resampled <- wifi_lib %>%
mutate(time = floor_date(time, "10 minutes")) %>% # Buat interval 10 menit
group_by(time) %>% # Kelompokkan data berdasarkan interval
summarise(`occupancy` = mean(`occupancy`, na.rm = TRUE)) # Hitung rata-rata
# Tampilkan data yang sudah di-resample
print(head(wifi_resampled))
## # A tibble: 6 × 2
## time occupancy
## <dttm> <dbl>
## 1 2020-02-01 00:00:00 13.1
## 2 2020-02-01 00:10:00 11.8
## 3 2020-02-01 00:20:00 10
## 4 2020-02-01 00:30:00 8.79
## 5 2020-02-01 00:40:00 7.07
## 6 2020-02-01 00:50:00 6
colnames(lib1)
## [1] "ts" "name" "reading" "units" "cumulative"
## [6] "rate"
colnames(lib2)
## [1] "ts" "name" "reading" "units" "cumulative"
## [6] "rate"
colnames(lib3)
## [1] "ts" "name" "reading" "units" "cumulative"
## [6] "rate"
# Ubah kolom 'ts' menjadi format datetime untuk setiap data frame
lib1$ts <- ymd_hms(lib1$ts)
lib2$ts <- ymd_hms(lib2$ts)
lib3$ts <- ymd_hms(lib3$ts)
# Gabungkan (merge) data dari ketiga file meter listrik
lib_energy <- lib1 %>%
select(ts, rate) %>%
rename(m1 = rate) %>%
full_join(
lib2 %>%
select(ts, rate) %>%
rename(m2 = rate),
by = "ts"
) %>%
full_join(
lib3 %>%
select(ts, rate) %>%
rename(m3 = rate),
by = "ts"
)
# Hitung kolom total_energy sebagai jumlah dari m1, m2, dan m3
lib_energy <- lib_energy %>%
mutate(total_energy = rowSums(select(., m1, m2, m3), na.rm = TRUE))
# Tampilkan beberapa baris pertama dari data hasil
print(head(lib_energy))
## ts m1 m2 m3 total_energy
## 1 2020-01-01 00:00:00 NA NA NA 0
## 2 2020-01-01 00:10:00 7 18 57 82
## 3 2020-01-01 00:20:00 7 20 44 71
## 4 2020-01-01 00:30:00 8 17 66 91
## 5 2020-01-01 00:40:00 7 15 63 85
## 6 2020-01-01 00:50:00 8 17 35 60
print(colSums(is.na(lib_energy)))
## ts m1 m2 m3 total_energy
## 0 3047 3047 3047 0
print(colSums(is.na(wifi_resampled)))
## time occupancy
## 0 0
# Isi missing value per meter menggunakan rata-rata 144 data pertama.
for (col in c('m1', 'm2', 'm3')) {
# Hitung rata-rata 144 data pertama, abaikan nilai NA
mean144 <- mean(lib_energy[[col]][1:144], na.rm = TRUE)
# Isi nilai NA dengan rata-rata yang telah dihitung
lib_energy[[col]][is.na(lib_energy[[col]])] <- mean144
}
print(lib_energy)
## ts m1 m2 m3 total_energy
## 1 2020-01-01 00:00:00 7.384615 17.87413 39.55944 0
## 2 2020-01-01 00:10:00 7.000000 18.00000 57.00000 82
## 3 2020-01-01 00:20:00 7.000000 20.00000 44.00000 71
## 4 2020-01-01 00:30:00 8.000000 17.00000 66.00000 91
## 5 2020-01-01 00:40:00 7.000000 15.00000 63.00000 85
## 6 2020-01-01 00:50:00 8.000000 17.00000 35.00000 60
## 7 2020-01-01 01:00:00 7.000000 17.00000 47.00000 71
## 8 2020-01-01 01:10:00 8.000000 17.00000 55.00000 80
## 9 2020-01-01 01:20:00 7.000000 17.00000 34.00000 58
## 10 2020-01-01 01:30:00 8.000000 17.00000 41.00000 66
## 11 2020-01-01 01:40:00 7.000000 17.00000 61.00000 85
## 12 2020-01-01 01:50:00 8.000000 15.00000 61.00000 84
## 13 2020-01-01 02:00:00 7.000000 17.00000 62.00000 86
## 14 2020-01-01 02:10:00 8.000000 17.00000 47.00000 72
## 15 2020-01-01 02:20:00 7.000000 17.00000 60.00000 84
## 16 2020-01-01 02:30:00 8.000000 17.00000 51.00000 76
## 17 2020-01-01 02:40:00 7.000000 17.00000 39.00000 63
## 18 2020-01-01 02:50:00 8.000000 17.00000 64.00000 89
## 19 2020-01-01 03:00:00 7.000000 15.00000 39.00000 61
## 20 2020-01-01 03:10:00 7.000000 17.00000 40.00000 64
## 21 2020-01-01 03:20:00 8.000000 18.00000 40.00000 66
## 22 2020-01-01 03:30:00 7.000000 17.00000 30.00000 54
## 23 2020-01-01 03:40:00 8.000000 17.00000 42.00000 67
## 24 2020-01-01 03:50:00 8.000000 17.00000 59.00000 84
## 25 2020-01-01 04:00:00 7.000000 17.00000 41.00000 65
## 26 2020-01-01 04:10:00 7.000000 15.00000 65.00000 87
## 27 2020-01-01 04:20:00 8.000000 17.00000 41.00000 66
## 28 2020-01-01 04:30:00 7.000000 21.00000 40.00000 68
## 29 2020-01-01 04:40:00 7.000000 21.00000 30.00000 58
## 30 2020-01-01 04:50:00 8.000000 20.00000 28.00000 56
## 31 2020-01-01 05:00:00 7.000000 20.00000 27.00000 54
## 32 2020-01-01 05:10:00 7.000000 21.00000 29.00000 57
## 33 2020-01-01 05:20:00 7.000000 22.00000 51.00000 80
## 34 2020-01-01 05:30:00 8.000000 23.00000 23.00000 54
## 35 2020-01-01 05:40:00 7.000000 20.00000 25.00000 52
## 36 2020-01-01 05:50:00 7.000000 20.00000 35.00000 62
## 37 2020-01-01 06:00:00 8.000000 18.00000 46.00000 72
## 38 2020-01-01 06:10:00 7.000000 17.00000 25.00000 49
## 39 2020-01-01 06:20:00 8.000000 17.00000 23.00000 48
## 40 2020-01-01 06:30:00 7.000000 18.00000 51.00000 76
## 41 2020-01-01 06:40:00 8.000000 17.00000 29.00000 54
## 42 2020-01-01 06:50:00 7.000000 16.00000 28.00000 51
## 43 2020-01-01 07:00:00 7.000000 17.00000 27.00000 51
## 44 2020-01-01 07:10:00 8.000000 16.00000 50.00000 74
## 45 2020-01-01 07:20:00 7.000000 17.00000 26.00000 50
## 46 2020-01-01 07:30:00 7.000000 17.00000 29.00000 53
## 47 2020-01-01 07:40:00 8.000000 18.00000 32.00000 58
## 48 2020-01-01 07:50:00 7.000000 17.00000 29.00000 53
## 49 2020-01-01 08:00:00 8.000000 17.00000 55.00000 80
## 50 2020-01-01 08:10:00 7.000000 17.00000 48.00000 72
## 51 2020-01-01 08:20:00 8.000000 16.00000 60.00000 84
## 52 2020-01-01 08:30:00 7.000000 18.00000 37.00000 62
## 53 2020-01-01 08:40:00 7.000000 17.00000 33.00000 57
## 54 2020-01-01 08:50:00 8.000000 17.00000 27.00000 52
## 55 2020-01-01 09:00:00 7.000000 17.00000 27.00000 51
## 56 2020-01-01 09:10:00 8.000000 18.00000 36.00000 62
## 57 2020-01-01 09:20:00 7.000000 18.00000 37.00000 62
## 58 2020-01-01 09:30:00 8.000000 17.00000 41.00000 66
## 59 2020-01-01 09:40:00 7.000000 18.00000 56.00000 81
## 60 2020-01-01 09:50:00 8.000000 17.00000 30.00000 55
## 61 2020-01-01 10:00:00 7.000000 16.00000 25.00000 48
## 62 2020-01-01 10:10:00 7.000000 17.00000 32.00000 56
## 63 2020-01-01 10:20:00 8.000000 17.00000 37.00000 62
## 64 2020-01-01 10:30:00 7.000000 17.00000 39.00000 63
## 65 2020-01-01 10:40:00 8.000000 17.00000 30.00000 55
## 66 2020-01-01 10:50:00 7.000000 18.00000 41.00000 66
## 67 2020-01-01 11:00:00 7.000000 17.00000 36.00000 60
## 68 2020-01-01 11:10:00 7.000000 15.00000 41.00000 63
## 69 2020-01-01 11:20:00 7.000000 15.00000 35.00000 57
## 70 2020-01-01 11:30:00 8.000000 17.00000 37.00000 62
## 71 2020-01-01 11:40:00 7.000000 18.00000 41.00000 66
## 72 2020-01-01 11:50:00 8.000000 18.00000 41.00000 67
## 73 2020-01-01 12:00:00 7.000000 22.00000 59.00000 88
## 74 2020-01-01 12:10:00 8.000000 21.00000 38.00000 67
## 75 2020-01-01 12:20:00 7.000000 20.00000 43.00000 70
## 76 2020-01-01 12:30:00 8.000000 20.00000 50.00000 78
## 77 2020-01-01 12:40:00 7.000000 18.00000 41.00000 66
## 78 2020-01-01 12:50:00 8.000000 19.00000 41.00000 68
## 79 2020-01-01 13:00:00 7.000000 19.00000 40.00000 66
## 80 2020-01-01 13:10:00 8.000000 20.00000 34.00000 62
## 81 2020-01-01 13:20:00 8.000000 20.00000 64.00000 92
## 82 2020-01-01 13:30:00 7.000000 20.00000 30.00000 57
## 83 2020-01-01 13:40:00 8.000000 20.00000 40.00000 68
## 84 2020-01-01 13:50:00 7.000000 19.00000 40.00000 66
## 85 2020-01-01 14:00:00 8.000000 18.00000 41.00000 67
## 86 2020-01-01 14:10:00 7.000000 18.00000 35.00000 60
## 87 2020-01-01 14:20:00 8.000000 18.00000 44.00000 70
## 88 2020-01-01 14:30:00 7.000000 19.00000 40.00000 66
## 89 2020-01-01 14:40:00 8.000000 21.00000 36.00000 65
## 90 2020-01-01 14:50:00 7.000000 20.00000 38.00000 65
## 91 2020-01-01 15:00:00 8.000000 20.00000 35.00000 63
## 92 2020-01-01 15:10:00 7.000000 20.00000 41.00000 68
## 93 2020-01-01 15:20:00 8.000000 20.00000 33.00000 61
## 94 2020-01-01 15:30:00 7.000000 20.00000 25.00000 52
## 95 2020-01-01 15:40:00 8.000000 19.00000 54.00000 81
## 96 2020-01-01 15:50:00 7.000000 20.00000 29.00000 56
## 97 2020-01-01 16:00:00 8.000000 20.00000 37.00000 65
## 98 2020-01-01 16:10:00 7.000000 20.00000 25.00000 52
## 99 2020-01-01 16:20:00 8.000000 20.00000 62.00000 90
## 100 2020-01-01 16:30:00 7.000000 20.00000 45.00000 72
## 101 2020-01-01 16:40:00 8.000000 20.00000 35.00000 63
## 102 2020-01-01 16:50:00 7.000000 20.00000 33.00000 60
## 103 2020-01-01 17:00:00 7.000000 20.00000 33.00000 60
## 104 2020-01-01 17:10:00 7.000000 20.00000 37.00000 64
## 105 2020-01-01 17:20:00 7.000000 17.00000 33.00000 57
## 106 2020-01-01 17:30:00 8.000000 17.00000 32.00000 57
## 107 2020-01-01 17:40:00 7.000000 17.00000 38.00000 62
## 108 2020-01-01 17:50:00 7.000000 17.00000 38.00000 62
## 109 2020-01-01 18:00:00 7.000000 17.00000 36.00000 60
## 110 2020-01-01 18:10:00 8.000000 21.00000 32.00000 61
## 111 2020-01-01 18:20:00 7.000000 20.00000 37.00000 64
## 112 2020-01-01 18:30:00 7.000000 19.00000 32.00000 58
## 113 2020-01-01 18:40:00 8.000000 20.00000 38.00000 66
## 114 2020-01-01 18:50:00 7.000000 20.00000 66.00000 93
## 115 2020-01-01 19:00:00 7.000000 19.00000 41.00000 67
## 116 2020-01-01 19:10:00 8.000000 18.00000 33.00000 59
## 117 2020-01-01 19:20:00 7.000000 15.00000 35.00000 57
## 118 2020-01-01 19:30:00 7.000000 16.00000 51.00000 74
## 119 2020-01-01 19:40:00 7.000000 17.00000 48.00000 72
## 120 2020-01-01 19:50:00 8.000000 17.00000 33.00000 58
## 121 2020-01-01 20:00:00 7.000000 17.00000 34.00000 58
## 122 2020-01-01 20:10:00 7.000000 17.00000 41.00000 65
## 123 2020-01-01 20:20:00 7.000000 17.00000 41.00000 65
## 124 2020-01-01 20:30:00 7.000000 16.00000 28.00000 51
## 125 2020-01-01 20:40:00 8.000000 14.00000 32.00000 54
## 126 2020-01-01 20:50:00 7.000000 14.00000 39.00000 60
## 127 2020-01-01 21:00:00 7.000000 18.00000 38.00000 63
## 128 2020-01-01 21:10:00 8.000000 17.00000 33.00000 58
## 129 2020-01-01 21:20:00 7.000000 17.00000 33.00000 57
## 130 2020-01-01 21:30:00 7.000000 17.00000 33.00000 57
## 131 2020-01-01 21:40:00 8.000000 17.00000 27.00000 52
## 132 2020-01-01 21:50:00 7.000000 17.00000 39.00000 63
## 133 2020-01-01 22:00:00 7.000000 16.00000 38.00000 61
## 134 2020-01-01 22:10:00 7.000000 17.00000 39.00000 63
## 135 2020-01-01 22:20:00 8.000000 17.00000 28.00000 53
## 136 2020-01-01 22:30:00 7.000000 16.00000 41.00000 64
## 137 2020-01-01 22:40:00 7.000000 17.00000 39.00000 63
## 138 2020-01-01 22:50:00 7.000000 17.00000 41.00000 65
## 139 2020-01-01 23:00:00 8.000000 17.00000 37.00000 62
## 140 2020-01-01 23:10:00 7.000000 16.00000 35.00000 58
## 141 2020-01-01 23:20:00 7.000000 15.00000 41.00000 63
## 142 2020-01-01 23:30:00 7.000000 17.00000 35.00000 59
## 143 2020-01-01 23:40:00 7.000000 17.00000 38.00000 62
## 144 2020-01-01 23:50:00 8.000000 17.00000 37.00000 62
## 145 2020-01-02 00:00:00 7.000000 17.00000 39.00000 63
## 146 2020-01-02 00:10:00 7.000000 17.00000 35.00000 59
## 147 2020-01-02 00:20:00 7.000000 16.00000 26.00000 49
## 148 2020-01-02 00:30:00 7.000000 14.00000 36.00000 57
## 149 2020-01-02 00:40:00 8.000000 17.00000 35.00000 60
## 150 2020-01-02 00:50:00 7.000000 17.00000 29.00000 53
## 151 2020-01-02 01:00:00 8.000000 17.00000 39.00000 64
## 152 2020-01-02 01:10:00 7.000000 17.00000 30.00000 54
## 153 2020-01-02 01:20:00 7.000000 17.00000 36.00000 60
## 154 2020-01-02 01:30:00 7.000000 17.00000 41.00000 65
## 155 2020-01-02 01:40:00 7.000000 16.00000 60.00000 83
## 156 2020-01-02 01:50:00 8.000000 17.00000 42.00000 67
## 157 2020-01-02 02:00:00 7.000000 17.00000 36.00000 60
## 158 2020-01-02 02:10:00 7.000000 17.00000 40.00000 64
## 159 2020-01-02 02:20:00 7.000000 17.00000 34.00000 58
## 160 2020-01-02 02:30:00 8.000000 17.00000 25.00000 50
## 161 2020-01-02 02:40:00 7.000000 16.00000 31.00000 54
## 162 2020-01-02 02:50:00 7.000000 14.00000 27.00000 48
## 163 2020-01-02 03:00:00 8.000000 16.00000 27.00000 51
## 164 2020-01-02 03:10:00 7.000000 18.00000 38.00000 63
## 165 2020-01-02 03:20:00 7.000000 17.00000 31.00000 55
## 166 2020-01-02 03:30:00 8.000000 17.00000 39.00000 64
## 167 2020-01-02 03:40:00 7.000000 18.00000 39.00000 64
## 168 2020-01-02 03:50:00 7.000000 17.00000 37.00000 61
## 169 2020-01-02 04:00:00 8.000000 16.00000 41.00000 65
## 170 2020-01-02 04:10:00 7.000000 15.00000 38.00000 60
## 171 2020-01-02 04:20:00 7.000000 14.00000 40.00000 61
## 172 2020-01-02 04:30:00 8.000000 15.00000 31.00000 54
## 173 2020-01-02 04:40:00 7.000000 19.00000 19.00000 45
## 174 2020-01-02 04:50:00 8.000000 17.00000 12.00000 37
## 175 2020-01-02 05:00:00 7.000000 17.00000 32.00000 56
## 176 2020-01-02 05:10:00 8.000000 19.00000 27.00000 54
## 177 2020-01-02 05:20:00 7.000000 19.00000 27.00000 53
## 178 2020-01-02 05:30:00 7.000000 20.00000 51.00000 78
## 179 2020-01-02 05:40:00 8.000000 22.00000 22.00000 52
## 180 2020-01-02 05:50:00 7.000000 20.00000 47.00000 74
## 181 2020-01-02 06:00:00 8.000000 19.00000 26.00000 53
## 182 2020-01-02 06:10:00 7.000000 18.00000 22.00000 47
## 183 2020-01-02 06:20:00 7.000000 17.00000 32.00000 56
## 184 2020-01-02 06:30:00 8.000000 16.00000 50.00000 74
## 185 2020-01-02 06:40:00 7.000000 17.00000 43.00000 67
## 186 2020-01-02 06:50:00 7.000000 19.00000 37.00000 63
## 187 2020-01-02 07:00:00 8.000000 17.00000 40.00000 65
## 188 2020-01-02 07:10:00 14.000000 28.00000 34.00000 76
## 189 2020-01-02 07:20:00 11.000000 27.00000 37.00000 75
## 190 2020-01-02 07:30:00 11.000000 18.00000 80.00000 109
## 191 2020-01-02 07:40:00 9.000000 16.00000 33.00000 58
## 192 2020-01-02 07:50:00 8.000000 19.00000 56.00000 83
## 193 2020-01-02 08:00:00 9.000000 11.00000 80.00000 100
## 194 2020-01-02 08:10:00 9.000000 9.00000 63.00000 81
## 195 2020-01-02 08:20:00 10.000000 10.00000 76.00000 96
## 196 2020-01-02 08:30:00 9.000000 11.00000 85.00000 105
## 197 2020-01-02 08:40:00 9.000000 11.00000 89.00000 109
## 198 2020-01-02 08:50:00 9.000000 13.00000 70.00000 92
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## 1845 2020-01-13 19:20:00 15.000000 42.00000 119.00000 176
## 1846 2020-01-13 19:30:00 16.000000 41.00000 122.00000 179
## 1847 2020-01-13 19:40:00 15.000000 40.00000 125.00000 180
## 1848 2020-01-13 19:50:00 15.000000 37.00000 124.00000 176
## 1849 2020-01-13 20:00:00 15.000000 37.00000 114.00000 166
## 1850 2020-01-13 20:10:00 14.000000 36.00000 114.00000 164
## 1851 2020-01-13 20:20:00 13.000000 37.00000 122.00000 172
## 1852 2020-01-13 20:30:00 13.000000 38.00000 110.00000 161
## 1853 2020-01-13 20:40:00 13.000000 39.00000 106.00000 158
## 1854 2020-01-13 20:50:00 13.000000 38.00000 106.00000 157
## 1855 2020-01-13 21:00:00 13.000000 37.00000 111.00000 161
## 1856 2020-01-13 21:10:00 17.000000 35.00000 112.00000 164
## 1857 2020-01-13 21:20:00 16.000000 34.00000 105.00000 155
## 1858 2020-01-13 21:30:00 16.000000 33.00000 97.00000 146
## 1859 2020-01-13 21:40:00 16.000000 36.00000 102.00000 154
## 1860 2020-01-13 21:50:00 15.000000 36.00000 102.00000 153
## 1861 2020-01-13 22:00:00 15.000000 35.00000 101.00000 151
## 1862 2020-01-13 22:10:00 15.000000 34.00000 94.00000 143
## 1863 2020-01-13 22:20:00 15.000000 33.00000 108.00000 156
## 1864 2020-01-13 22:30:00 14.000000 34.00000 99.00000 147
## 1865 2020-01-13 22:40:00 15.000000 31.00000 90.00000 136
## 1866 2020-01-13 22:50:00 15.000000 32.00000 87.00000 134
## 1867 2020-01-13 23:00:00 15.000000 31.00000 100.00000 146
## 1868 2020-01-13 23:10:00 14.000000 32.00000 93.00000 139
## 1869 2020-01-13 23:20:00 13.000000 30.00000 93.00000 136
## 1870 2020-01-13 23:30:00 13.000000 33.00000 91.00000 137
## 1871 2020-01-13 23:40:00 13.000000 33.00000 99.00000 145
## 1872 2020-01-13 23:50:00 12.000000 33.00000 93.00000 138
## 1873 2020-01-14 00:00:00 7.384615 17.87413 39.55944 0
## 1874 2020-01-14 00:10:00 7.384615 17.87413 39.55944 0
## 1875 2020-01-14 00:20:00 7.384615 17.87413 39.55944 0
## 1876 2020-01-14 00:30:00 7.384615 17.87413 39.55944 0
## 1877 2020-01-14 00:40:00 7.384615 17.87413 39.55944 0
## 1878 2020-01-14 00:50:00 7.384615 17.87413 39.55944 0
## 1879 2020-01-14 01:00:00 7.384615 17.87413 39.55944 0
## 1880 2020-01-14 01:10:00 7.384615 17.87413 39.55944 0
## 1881 2020-01-14 01:20:00 7.384615 17.87413 39.55944 0
## 1882 2020-01-14 01:30:00 7.384615 17.87413 39.55944 0
## 1883 2020-01-14 01:40:00 7.384615 17.87413 39.55944 0
## 1884 2020-01-14 01:50:00 7.384615 17.87413 39.55944 0
## 1885 2020-01-14 02:00:00 7.384615 17.87413 39.55944 0
## 1886 2020-01-14 02:10:00 7.384615 17.87413 39.55944 0
## 1887 2020-01-14 02:20:00 7.384615 17.87413 39.55944 0
## 1888 2020-01-14 02:30:00 7.384615 17.87413 39.55944 0
## 1889 2020-01-14 02:40:00 7.384615 17.87413 39.55944 0
## 1890 2020-01-14 02:50:00 7.384615 17.87413 39.55944 0
## 1891 2020-01-14 03:00:00 7.384615 17.87413 39.55944 0
## 1892 2020-01-14 03:10:00 7.384615 17.87413 39.55944 0
## 1893 2020-01-14 03:20:00 7.384615 17.87413 39.55944 0
## 1894 2020-01-14 03:30:00 7.384615 17.87413 39.55944 0
## 1895 2020-01-14 03:40:00 7.384615 17.87413 39.55944 0
## 1896 2020-01-14 03:50:00 7.384615 17.87413 39.55944 0
## 1897 2020-01-14 04:00:00 7.384615 17.87413 39.55944 0
## 1898 2020-01-14 04:10:00 7.384615 17.87413 39.55944 0
## 1899 2020-01-14 04:20:00 7.384615 17.87413 39.55944 0
## 1900 2020-01-14 04:30:00 7.384615 17.87413 39.55944 0
## 1901 2020-01-14 04:40:00 7.384615 17.87413 39.55944 0
## 1902 2020-01-14 04:50:00 7.384615 17.87413 39.55944 0
## 1903 2020-01-14 05:00:00 7.384615 17.87413 39.55944 0
## 1904 2020-01-14 05:10:00 7.384615 17.87413 39.55944 0
## 1905 2020-01-14 05:20:00 7.384615 17.87413 39.55944 0
## 1906 2020-01-14 05:30:00 7.384615 17.87413 39.55944 0
## 1907 2020-01-14 05:40:00 7.384615 17.87413 39.55944 0
## 1908 2020-01-14 05:50:00 7.384615 17.87413 39.55944 0
## 1909 2020-01-14 06:00:00 7.384615 17.87413 39.55944 0
## 1910 2020-01-14 06:10:00 7.384615 17.87413 39.55944 0
## 1911 2020-01-14 06:20:00 7.384615 17.87413 39.55944 0
## 1912 2020-01-14 06:30:00 7.384615 17.87413 39.55944 0
## 1913 2020-01-14 06:40:00 7.384615 17.87413 39.55944 0
## 1914 2020-01-14 06:50:00 7.384615 17.87413 39.55944 0
## 1915 2020-01-14 07:00:00 7.384615 17.87413 39.55944 0
## 1916 2020-01-14 07:10:00 7.384615 17.87413 39.55944 0
## 1917 2020-01-14 07:20:00 7.384615 17.87413 39.55944 0
## 1918 2020-01-14 07:30:00 7.384615 17.87413 39.55944 0
## 1919 2020-01-14 07:40:00 7.384615 17.87413 39.55944 0
## 1920 2020-01-14 07:50:00 7.384615 17.87413 39.55944 0
## 1921 2020-01-14 08:00:00 7.384615 17.87413 39.55944 0
## 1922 2020-01-14 08:10:00 7.384615 17.87413 39.55944 0
## 1923 2020-01-14 08:20:00 7.384615 17.87413 39.55944 0
## 1924 2020-01-14 08:30:00 7.384615 17.87413 39.55944 0
## 1925 2020-01-14 08:40:00 7.384615 17.87413 39.55944 0
## 1926 2020-01-14 08:50:00 7.384615 17.87413 39.55944 0
## 1927 2020-01-14 09:00:00 7.384615 17.87413 39.55944 0
## 1928 2020-01-14 09:10:00 7.384615 17.87413 39.55944 0
## 1929 2020-01-14 09:20:00 7.384615 17.87413 39.55944 0
## 1930 2020-01-14 09:30:00 7.384615 17.87413 39.55944 0
## 1931 2020-01-14 09:40:00 7.384615 17.87413 39.55944 0
## 1932 2020-01-14 09:50:00 7.384615 17.87413 39.55944 0
## 1933 2020-01-14 10:00:00 7.384615 17.87413 39.55944 0
## 1934 2020-01-14 10:10:00 7.384615 17.87413 39.55944 0
## 1935 2020-01-14 10:20:00 7.384615 17.87413 39.55944 0
## 1936 2020-01-14 10:30:00 7.384615 17.87413 39.55944 0
## 1937 2020-01-14 10:40:00 7.384615 17.87413 39.55944 0
## 1938 2020-01-14 10:50:00 7.384615 17.87413 39.55944 0
## 1939 2020-01-14 11:00:00 7.384615 17.87413 39.55944 0
## 1940 2020-01-14 11:10:00 7.384615 17.87413 39.55944 0
## 1941 2020-01-14 11:20:00 7.384615 17.87413 39.55944 0
## 1942 2020-01-14 11:30:00 7.384615 17.87413 39.55944 0
## 1943 2020-01-14 11:40:00 7.384615 17.87413 39.55944 0
## 1944 2020-01-14 11:50:00 7.384615 17.87413 39.55944 0
## 1945 2020-01-14 12:00:00 7.384615 17.87413 39.55944 0
## 1946 2020-01-14 12:10:00 7.384615 17.87413 39.55944 0
## 1947 2020-01-14 12:20:00 7.384615 17.87413 39.55944 0
## 1948 2020-01-14 12:30:00 7.384615 17.87413 39.55944 0
## 1949 2020-01-14 12:40:00 7.384615 17.87413 39.55944 0
## 1950 2020-01-14 12:50:00 7.384615 17.87413 39.55944 0
## 1951 2020-01-14 13:00:00 7.384615 17.87413 39.55944 0
## 1952 2020-01-14 13:10:00 7.384615 17.87413 39.55944 0
## 1953 2020-01-14 13:20:00 7.384615 17.87413 39.55944 0
## 1954 2020-01-14 13:30:00 7.384615 17.87413 39.55944 0
## 1955 2020-01-14 13:40:00 7.384615 17.87413 39.55944 0
## 1956 2020-01-14 13:50:00 7.384615 17.87413 39.55944 0
## 1957 2020-01-14 14:00:00 7.384615 17.87413 39.55944 0
## 1958 2020-01-14 14:10:00 7.384615 17.87413 39.55944 0
## 1959 2020-01-14 14:20:00 7.384615 17.87413 39.55944 0
## 1960 2020-01-14 14:30:00 7.384615 17.87413 39.55944 0
## 1961 2020-01-14 14:40:00 7.384615 17.87413 39.55944 0
## 1962 2020-01-14 14:50:00 7.384615 17.87413 39.55944 0
## 1963 2020-01-14 15:00:00 7.384615 17.87413 39.55944 0
## 1964 2020-01-14 15:10:00 7.384615 17.87413 39.55944 0
## 1965 2020-01-14 15:20:00 7.384615 17.87413 39.55944 0
## 1966 2020-01-14 15:30:00 7.384615 17.87413 39.55944 0
## 1967 2020-01-14 15:40:00 7.384615 17.87413 39.55944 0
## 1968 2020-01-14 15:50:00 7.384615 17.87413 39.55944 0
## 1969 2020-01-14 16:00:00 7.384615 17.87413 39.55944 0
## 1970 2020-01-14 16:10:00 7.384615 17.87413 39.55944 0
## 1971 2020-01-14 16:20:00 7.384615 17.87413 39.55944 0
## 1972 2020-01-14 16:30:00 7.384615 17.87413 39.55944 0
## 1973 2020-01-14 16:40:00 7.384615 17.87413 39.55944 0
## 1974 2020-01-14 16:50:00 7.384615 17.87413 39.55944 0
## 1975 2020-01-14 17:00:00 7.384615 17.87413 39.55944 0
## 1976 2020-01-14 17:10:00 7.384615 17.87413 39.55944 0
## 1977 2020-01-14 17:20:00 7.384615 17.87413 39.55944 0
## 1978 2020-01-14 17:30:00 7.384615 17.87413 39.55944 0
## 1979 2020-01-14 17:40:00 7.384615 17.87413 39.55944 0
## 1980 2020-01-14 17:50:00 7.384615 17.87413 39.55944 0
## 1981 2020-01-14 18:00:00 7.384615 17.87413 39.55944 0
## 1982 2020-01-14 18:10:00 7.384615 17.87413 39.55944 0
## 1983 2020-01-14 18:20:00 7.384615 17.87413 39.55944 0
## 1984 2020-01-14 18:30:00 7.384615 17.87413 39.55944 0
## 1985 2020-01-14 18:40:00 7.384615 17.87413 39.55944 0
## 1986 2020-01-14 18:50:00 7.384615 17.87413 39.55944 0
## 1987 2020-01-14 19:00:00 7.384615 17.87413 39.55944 0
## 1988 2020-01-14 19:10:00 7.384615 17.87413 39.55944 0
## 1989 2020-01-14 19:20:00 7.384615 17.87413 39.55944 0
## 1990 2020-01-14 19:30:00 7.384615 17.87413 39.55944 0
## 1991 2020-01-14 19:40:00 7.384615 17.87413 39.55944 0
## 1992 2020-01-14 19:50:00 7.384615 17.87413 39.55944 0
## 1993 2020-01-14 20:00:00 7.384615 17.87413 39.55944 0
## 1994 2020-01-14 20:10:00 7.384615 17.87413 39.55944 0
## 1995 2020-01-14 20:20:00 7.384615 17.87413 39.55944 0
## 1996 2020-01-14 20:30:00 7.384615 17.87413 39.55944 0
## 1997 2020-01-14 20:40:00 7.384615 17.87413 39.55944 0
## 1998 2020-01-14 20:50:00 7.384615 17.87413 39.55944 0
## 1999 2020-01-14 21:00:00 7.384615 17.87413 39.55944 0
## 2000 2020-01-14 21:10:00 7.384615 17.87413 39.55944 0
## 2001 2020-01-14 21:20:00 7.384615 17.87413 39.55944 0
## 2002 2020-01-14 21:30:00 7.384615 17.87413 39.55944 0
## 2003 2020-01-14 21:40:00 7.384615 17.87413 39.55944 0
## 2004 2020-01-14 21:50:00 7.384615 17.87413 39.55944 0
## 2005 2020-01-14 22:00:00 7.384615 17.87413 39.55944 0
## 2006 2020-01-14 22:10:00 7.384615 17.87413 39.55944 0
## 2007 2020-01-14 22:20:00 7.384615 17.87413 39.55944 0
## 2008 2020-01-14 22:30:00 7.384615 17.87413 39.55944 0
## 2009 2020-01-14 22:40:00 7.384615 17.87413 39.55944 0
## 2010 2020-01-14 22:50:00 7.384615 17.87413 39.55944 0
## 2011 2020-01-14 23:00:00 7.384615 17.87413 39.55944 0
## 2012 2020-01-14 23:10:00 7.384615 17.87413 39.55944 0
## 2013 2020-01-14 23:20:00 7.384615 17.87413 39.55944 0
## 2014 2020-01-14 23:30:00 7.384615 17.87413 39.55944 0
## 2015 2020-01-14 23:40:00 7.384615 17.87413 39.55944 0
## 2016 2020-01-14 23:50:00 7.384615 17.87413 39.55944 0
## 2017 2020-01-15 00:00:00 7.384615 17.87413 39.55944 0
## 2018 2020-01-15 00:10:00 7.384615 17.87413 39.55944 0
## 2019 2020-01-15 00:20:00 7.384615 17.87413 39.55944 0
## 2020 2020-01-15 00:30:00 7.384615 17.87413 39.55944 0
## 2021 2020-01-15 00:40:00 7.384615 17.87413 39.55944 0
## 2022 2020-01-15 00:50:00 7.384615 17.87413 39.55944 0
## 2023 2020-01-15 01:00:00 7.384615 17.87413 39.55944 0
## 2024 2020-01-15 01:10:00 7.384615 17.87413 39.55944 0
## 2025 2020-01-15 01:20:00 7.384615 17.87413 39.55944 0
## 2026 2020-01-15 01:30:00 7.384615 17.87413 39.55944 0
## 2027 2020-01-15 01:40:00 7.384615 17.87413 39.55944 0
## 2028 2020-01-15 01:50:00 7.384615 17.87413 39.55944 0
## 2029 2020-01-15 02:00:00 7.384615 17.87413 39.55944 0
## 2030 2020-01-15 02:10:00 7.384615 17.87413 39.55944 0
## 2031 2020-01-15 02:20:00 7.384615 17.87413 39.55944 0
## 2032 2020-01-15 02:30:00 7.384615 17.87413 39.55944 0
## 2033 2020-01-15 02:40:00 7.384615 17.87413 39.55944 0
## 2034 2020-01-15 02:50:00 7.384615 17.87413 39.55944 0
## 2035 2020-01-15 03:00:00 7.384615 17.87413 39.55944 0
## 2036 2020-01-15 03:10:00 7.384615 17.87413 39.55944 0
## 2037 2020-01-15 03:20:00 7.384615 17.87413 39.55944 0
## 2038 2020-01-15 03:30:00 7.384615 17.87413 39.55944 0
## 2039 2020-01-15 03:40:00 7.384615 17.87413 39.55944 0
## 2040 2020-01-15 03:50:00 7.384615 17.87413 39.55944 0
## 2041 2020-01-15 04:00:00 7.384615 17.87413 39.55944 0
## 2042 2020-01-15 04:10:00 7.384615 17.87413 39.55944 0
## 2043 2020-01-15 04:20:00 7.384615 17.87413 39.55944 0
## 2044 2020-01-15 04:30:00 7.384615 17.87413 39.55944 0
## 2045 2020-01-15 04:40:00 7.384615 17.87413 39.55944 0
## 2046 2020-01-15 04:50:00 7.384615 17.87413 39.55944 0
## 2047 2020-01-15 05:00:00 7.384615 17.87413 39.55944 0
## 2048 2020-01-15 05:10:00 7.384615 17.87413 39.55944 0
## 2049 2020-01-15 05:20:00 7.384615 17.87413 39.55944 0
## 2050 2020-01-15 05:30:00 7.384615 17.87413 39.55944 0
## 2051 2020-01-15 05:40:00 7.384615 17.87413 39.55944 0
## 2052 2020-01-15 05:50:00 7.384615 17.87413 39.55944 0
## 2053 2020-01-15 06:00:00 7.384615 17.87413 39.55944 0
## 2054 2020-01-15 06:10:00 7.384615 17.87413 39.55944 0
## 2055 2020-01-15 06:20:00 7.384615 17.87413 39.55944 0
## 2056 2020-01-15 06:30:00 7.384615 17.87413 39.55944 0
## 2057 2020-01-15 06:40:00 7.384615 17.87413 39.55944 0
## 2058 2020-01-15 06:50:00 7.384615 17.87413 39.55944 0
## 2059 2020-01-15 07:00:00 7.384615 17.87413 39.55944 0
## 2060 2020-01-15 07:10:00 7.384615 17.87413 39.55944 0
## 2061 2020-01-15 07:20:00 7.384615 17.87413 39.55944 0
## 2062 2020-01-15 07:30:00 7.384615 17.87413 39.55944 0
## 2063 2020-01-15 07:40:00 7.384615 17.87413 39.55944 0
## 2064 2020-01-15 07:50:00 7.384615 17.87413 39.55944 0
## 2065 2020-01-15 08:00:00 7.384615 17.87413 39.55944 0
## 2066 2020-01-15 08:10:00 7.384615 17.87413 39.55944 0
## 2067 2020-01-15 08:20:00 7.384615 17.87413 39.55944 0
## 2068 2020-01-15 08:30:00 7.384615 17.87413 39.55944 0
## 2069 2020-01-15 08:40:00 7.384615 17.87413 39.55944 0
## 2070 2020-01-15 08:50:00 7.384615 17.87413 39.55944 0
## 2071 2020-01-15 09:00:00 7.384615 17.87413 39.55944 0
## 2072 2020-01-15 09:10:00 7.384615 17.87413 39.55944 0
## 2073 2020-01-15 09:20:00 7.384615 17.87413 39.55944 0
## 2074 2020-01-15 09:30:00 7.384615 17.87413 39.55944 0
## 2075 2020-01-15 09:40:00 7.384615 17.87413 39.55944 0
## 2076 2020-01-15 09:50:00 7.384615 17.87413 39.55944 0
## 2077 2020-01-15 10:00:00 7.384615 17.87413 39.55944 0
## 2078 2020-01-15 10:10:00 7.384615 17.87413 39.55944 0
## 2079 2020-01-15 10:20:00 7.384615 17.87413 39.55944 0
## 2080 2020-01-15 10:30:00 7.384615 17.87413 39.55944 0
## 2081 2020-01-15 10:40:00 7.384615 17.87413 39.55944 0
## 2082 2020-01-15 10:50:00 7.384615 17.87413 39.55944 0
## 2083 2020-01-15 11:00:00 7.384615 17.87413 39.55944 0
## 2084 2020-01-15 11:10:00 7.384615 17.87413 39.55944 0
## 2085 2020-01-15 11:20:00 7.384615 17.87413 39.55944 0
## 2086 2020-01-15 11:30:00 7.384615 17.87413 39.55944 0
## 2087 2020-01-15 11:40:00 7.384615 17.87413 39.55944 0
## 2088 2020-01-15 11:50:00 7.384615 17.87413 39.55944 0
## 2089 2020-01-15 12:00:00 7.384615 17.87413 39.55944 0
## 2090 2020-01-15 12:10:00 7.384615 17.87413 39.55944 0
## 2091 2020-01-15 12:20:00 7.384615 17.87413 39.55944 0
## 2092 2020-01-15 12:30:00 7.384615 17.87413 39.55944 0
## 2093 2020-01-15 12:40:00 7.384615 17.87413 39.55944 0
## 2094 2020-01-15 12:50:00 7.384615 17.87413 39.55944 0
## 2095 2020-01-15 13:00:00 7.384615 17.87413 39.55944 0
## 2096 2020-01-15 13:10:00 7.384615 17.87413 39.55944 0
## 2097 2020-01-15 13:20:00 7.384615 17.87413 39.55944 0
## 2098 2020-01-15 13:30:00 7.384615 17.87413 39.55944 0
## 2099 2020-01-15 13:40:00 7.384615 17.87413 39.55944 0
## 2100 2020-01-15 13:50:00 7.384615 17.87413 39.55944 0
## 2101 2020-01-15 14:00:00 7.384615 17.87413 39.55944 0
## 2102 2020-01-15 14:10:00 7.384615 17.87413 39.55944 0
## 2103 2020-01-15 14:20:00 7.384615 17.87413 39.55944 0
## 2104 2020-01-15 14:30:00 7.384615 17.87413 39.55944 0
## 2105 2020-01-15 14:40:00 7.384615 17.87413 39.55944 0
## 2106 2020-01-15 14:50:00 7.384615 17.87413 39.55944 0
## 2107 2020-01-15 15:00:00 7.384615 17.87413 39.55944 0
## 2108 2020-01-15 15:10:00 7.384615 17.87413 39.55944 0
## 2109 2020-01-15 15:20:00 7.384615 17.87413 39.55944 0
## 2110 2020-01-15 15:30:00 7.384615 17.87413 39.55944 0
## 2111 2020-01-15 15:40:00 7.384615 17.87413 39.55944 0
## 2112 2020-01-15 15:50:00 7.384615 17.87413 39.55944 0
## 2113 2020-01-15 16:00:00 7.384615 17.87413 39.55944 0
## 2114 2020-01-15 16:10:00 7.384615 17.87413 39.55944 0
## 2115 2020-01-15 16:20:00 7.384615 17.87413 39.55944 0
## 2116 2020-01-15 16:30:00 7.384615 17.87413 39.55944 0
## 2117 2020-01-15 16:40:00 7.384615 17.87413 39.55944 0
## 2118 2020-01-15 16:50:00 7.384615 17.87413 39.55944 0
## 2119 2020-01-15 17:00:00 7.384615 17.87413 39.55944 0
## 2120 2020-01-15 17:10:00 7.384615 17.87413 39.55944 0
## 2121 2020-01-15 17:20:00 7.384615 17.87413 39.55944 0
## 2122 2020-01-15 17:30:00 7.384615 17.87413 39.55944 0
## 2123 2020-01-15 17:40:00 7.384615 17.87413 39.55944 0
## 2124 2020-01-15 17:50:00 7.384615 17.87413 39.55944 0
## 2125 2020-01-15 18:00:00 7.384615 17.87413 39.55944 0
## 2126 2020-01-15 18:10:00 7.384615 17.87413 39.55944 0
## 2127 2020-01-15 18:20:00 7.384615 17.87413 39.55944 0
## 2128 2020-01-15 18:30:00 7.384615 17.87413 39.55944 0
## 2129 2020-01-15 18:40:00 7.384615 17.87413 39.55944 0
## 2130 2020-01-15 18:50:00 7.384615 17.87413 39.55944 0
## 2131 2020-01-15 19:00:00 7.384615 17.87413 39.55944 0
## 2132 2020-01-15 19:10:00 7.384615 17.87413 39.55944 0
## 2133 2020-01-15 19:20:00 7.384615 17.87413 39.55944 0
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## 18587 2020-05-09 01:40:00 8.000000 23.00000 41.00000 72
## 18588 2020-05-09 01:50:00 8.000000 23.00000 44.00000 75
## 18589 2020-05-09 02:00:00 8.000000 23.00000 43.00000 74
## 18590 2020-05-09 02:10:00 8.000000 23.00000 50.00000 81
## 18591 2020-05-09 02:20:00 8.000000 23.00000 57.00000 88
## 18592 2020-05-09 02:30:00 8.000000 23.00000 41.00000 72
## 18593 2020-05-09 02:40:00 7.000000 23.00000 66.00000 96
## 18594 2020-05-09 02:50:00 8.000000 23.00000 41.00000 72
## 18595 2020-05-09 03:00:00 8.000000 23.00000 41.00000 72
## 18596 2020-05-09 03:10:00 8.000000 23.00000 42.00000 73
## 18597 2020-05-09 03:20:00 8.000000 23.00000 42.00000 73
## 18598 2020-05-09 03:30:00 8.000000 24.00000 42.00000 74
## 18599 2020-05-09 03:40:00 8.000000 23.00000 43.00000 74
## 18600 2020-05-09 03:50:00 8.000000 23.00000 41.00000 72
## 18601 2020-05-09 04:00:00 8.000000 22.00000 41.00000 71
## 18602 2020-05-09 04:10:00 7.000000 23.00000 40.00000 70
## 18603 2020-05-09 04:20:00 8.000000 23.00000 42.00000 73
## 18604 2020-05-09 04:30:00 8.000000 24.00000 41.00000 73
## 18605 2020-05-09 04:40:00 8.000000 23.00000 40.00000 71
## 18606 2020-05-09 04:50:00 8.000000 23.00000 29.00000 60
## 18607 2020-05-09 05:00:00 8.000000 23.00000 29.00000 60
## 18608 2020-05-09 05:10:00 8.000000 26.00000 48.00000 82
## 18609 2020-05-09 05:20:00 8.000000 30.00000 34.00000 72
## 18610 2020-05-09 05:30:00 8.000000 29.00000 29.00000 66
## 18611 2020-05-09 05:40:00 8.000000 27.00000 28.00000 63
## 18612 2020-05-09 05:50:00 8.000000 26.00000 29.00000 63
## 18613 2020-05-09 06:00:00 8.000000 26.00000 29.00000 63
## 18614 2020-05-09 06:10:00 7.000000 25.00000 29.00000 61
## 18615 2020-05-09 06:20:00 9.000000 27.00000 29.00000 65
## 18616 2020-05-09 06:30:00 7.000000 26.00000 29.00000 62
## 18617 2020-05-09 06:40:00 8.000000 25.00000 28.00000 61
## 18618 2020-05-09 06:50:00 8.000000 26.00000 29.00000 63
## 18619 2020-05-09 07:00:00 8.000000 26.00000 31.00000 65
## 18620 2020-05-09 07:10:00 8.000000 26.00000 51.00000 85
## 18621 2020-05-09 07:20:00 8.000000 23.00000 29.00000 60
## 18622 2020-05-09 07:30:00 8.000000 23.00000 29.00000 60
## 18623 2020-05-09 07:40:00 7.000000 24.00000 29.00000 60
## 18624 2020-05-09 07:50:00 8.000000 23.00000 42.00000 73
## 18625 2020-05-09 08:00:00 8.000000 23.00000 41.00000 72
## 18626 2020-05-09 08:10:00 9.000000 24.00000 42.00000 75
## 18627 2020-05-09 08:20:00 7.000000 22.00000 40.00000 69
## 18628 2020-05-09 08:30:00 9.000000 24.00000 42.00000 75
## 18629 2020-05-09 08:40:00 7.000000 22.00000 41.00000 70
## 18630 2020-05-09 08:50:00 8.000000 24.00000 41.00000 73
## 18631 2020-05-09 09:00:00 8.000000 23.00000 41.00000 72
## 18632 2020-05-09 09:10:00 8.000000 23.00000 42.00000 73
## 18633 2020-05-09 09:20:00 7.000000 23.00000 62.00000 92
## 18634 2020-05-09 09:30:00 8.000000 23.00000 67.00000 98
## 18635 2020-05-09 09:40:00 8.000000 24.00000 41.00000 73
## 18636 2020-05-09 09:50:00 8.000000 23.00000 41.00000 72
## 18637 2020-05-09 10:00:00 7.000000 23.00000 42.00000 72
## 18638 2020-05-09 10:10:00 8.000000 24.00000 42.00000 74
## 18639 2020-05-09 10:20:00 8.000000 23.00000 41.00000 72
## 18640 2020-05-09 10:30:00 8.000000 23.00000 41.00000 72
## 18641 2020-05-09 10:40:00 8.000000 29.00000 42.00000 79
## 18642 2020-05-09 10:50:00 7.000000 25.00000 64.00000 96
## 18643 2020-05-09 11:00:00 8.000000 26.00000 41.00000 75
## 18644 2020-05-09 11:10:00 8.000000 27.00000 41.00000 76
## 18645 2020-05-09 11:20:00 8.000000 27.00000 41.00000 76
## 18646 2020-05-09 11:30:00 8.000000 29.00000 41.00000 78
## 18647 2020-05-09 11:40:00 8.000000 26.00000 41.00000 75
## 18648 2020-05-09 11:50:00 7.000000 26.00000 41.00000 74
## 18649 2020-05-09 12:00:00 8.000000 30.00000 41.00000 79
## 18650 2020-05-09 12:10:00 8.000000 29.00000 61.00000 98
## 18651 2020-05-09 12:20:00 8.000000 29.00000 45.00000 82
## 18652 2020-05-09 12:30:00 8.000000 28.00000 41.00000 77
## 18653 2020-05-09 12:40:00 7.000000 28.00000 41.00000 76
## 18654 2020-05-09 12:50:00 8.000000 29.00000 67.00000 104
## 18655 2020-05-09 13:00:00 8.000000 27.00000 40.00000 75
## 18656 2020-05-09 13:10:00 8.000000 27.00000 40.00000 75
## 18657 2020-05-09 13:20:00 7.000000 28.00000 60.00000 95
## 18658 2020-05-09 13:30:00 8.000000 29.00000 47.00000 84
## 18659 2020-05-09 13:40:00 8.000000 28.00000 40.00000 76
## 18660 2020-05-09 13:50:00 8.000000 28.00000 41.00000 77
## 18661 2020-05-09 14:00:00 8.000000 28.00000 41.00000 77
## 18662 2020-05-09 14:10:00 7.000000 28.00000 41.00000 76
## 18663 2020-05-09 14:20:00 8.000000 29.00000 42.00000 79
## 18664 2020-05-09 14:30:00 8.000000 28.00000 41.00000 77
## 18665 2020-05-09 14:40:00 8.000000 28.00000 41.00000 77
## 18666 2020-05-09 14:50:00 8.000000 26.00000 42.00000 76
## 18667 2020-05-09 15:00:00 8.000000 26.00000 41.00000 75
## 18668 2020-05-09 15:10:00 7.000000 25.00000 60.00000 92
## 18669 2020-05-09 15:20:00 8.000000 26.00000 46.00000 80
## 18670 2020-05-09 15:30:00 8.000000 25.00000 41.00000 74
## 18671 2020-05-09 15:40:00 8.000000 26.00000 41.00000 75
## 18672 2020-05-09 15:50:00 8.000000 30.00000 42.00000 80
## 18673 2020-05-09 16:00:00 7.000000 27.00000 39.00000 73
## 18674 2020-05-09 16:10:00 8.000000 29.00000 41.00000 78
## 18675 2020-05-09 16:20:00 8.000000 28.00000 42.00000 78
## 18676 2020-05-09 16:30:00 8.000000 28.00000 41.00000 77
## 18677 2020-05-09 16:40:00 8.000000 28.00000 46.00000 82
## 18678 2020-05-09 16:50:00 8.000000 28.00000 60.00000 96
## 18679 2020-05-09 17:00:00 7.000000 28.00000 41.00000 76
## 18680 2020-05-09 17:10:00 8.000000 29.00000 42.00000 79
## 18681 2020-05-09 17:20:00 8.000000 30.00000 64.00000 102
## 18682 2020-05-09 17:30:00 8.000000 29.00000 42.00000 79
## 18683 2020-05-09 17:40:00 8.000000 29.00000 41.00000 78
## 18684 2020-05-09 17:50:00 7.000000 29.00000 41.00000 77
## 18685 2020-05-09 18:00:00 8.000000 28.00000 41.00000 77
## 18686 2020-05-09 18:10:00 8.000000 28.00000 41.00000 77
## 18687 2020-05-09 18:20:00 8.000000 28.00000 41.00000 77
## 18688 2020-05-09 18:30:00 8.000000 28.00000 41.00000 77
## 18689 2020-05-09 18:40:00 8.000000 28.00000 41.00000 77
## 18690 2020-05-09 18:50:00 7.000000 26.00000 41.00000 74
## 18691 2020-05-09 19:00:00 8.000000 25.00000 41.00000 74
## 18692 2020-05-09 19:10:00 8.000000 26.00000 41.00000 75
## 18693 2020-05-09 19:20:00 8.000000 25.00000 42.00000 75
## 18694 2020-05-09 19:30:00 8.000000 26.00000 64.00000 98
## 18695 2020-05-09 19:40:00 8.000000 25.00000 66.00000 99
## 18696 2020-05-09 19:50:00 8.000000 26.00000 42.00000 76
## 18697 2020-05-09 20:00:00 7.000000 26.00000 41.00000 74
## 18698 2020-05-09 20:10:00 8.000000 25.00000 55.00000 88
## 18699 2020-05-09 20:20:00 8.000000 26.00000 53.00000 87
## 18700 2020-05-09 20:30:00 8.000000 26.00000 42.00000 76
## 18701 2020-05-09 20:40:00 8.000000 26.00000 41.00000 75
## 18702 2020-05-09 20:50:00 8.000000 23.00000 45.00000 76
## 18703 2020-05-09 21:00:00 8.000000 23.00000 42.00000 73
## 18704 2020-05-09 21:10:00 8.000000 27.00000 42.00000 77
## 18705 2020-05-09 21:20:00 8.000000 29.00000 41.00000 78
## 18706 2020-05-09 21:30:00 9.000000 30.00000 42.00000 81
## 18707 2020-05-09 21:40:00 8.000000 29.00000 42.00000 79
## 18708 2020-05-09 21:50:00 7.000000 29.00000 41.00000 77
## 18709 2020-05-09 22:00:00 8.000000 27.00000 40.00000 75
## 18710 2020-05-09 22:10:00 8.000000 29.00000 43.00000 80
## 18711 2020-05-09 22:20:00 8.000000 29.00000 41.00000 78
## 18712 2020-05-09 22:30:00 8.000000 28.00000 41.00000 77
## 18713 2020-05-09 22:40:00 8.000000 28.00000 42.00000 78
## 18714 2020-05-09 22:50:00 8.000000 28.00000 41.00000 77
## 18715 2020-05-09 23:00:00 8.000000 26.00000 42.00000 76
## 18716 2020-05-09 23:10:00 8.000000 26.00000 41.00000 75
## 18717 2020-05-09 23:20:00 8.000000 27.00000 42.00000 77
## 18718 2020-05-09 23:30:00 8.000000 26.00000 42.00000 76
## 18719 2020-05-09 23:40:00 8.000000 25.00000 42.00000 75
## 18720 2020-05-09 23:50:00 8.000000 23.00000 41.00000 72
## 18721 2020-05-10 00:00:00 7.000000 23.00000 42.00000 72
## 18722 2020-05-10 00:10:00 8.000000 23.00000 41.00000 72
## 18723 2020-05-10 00:20:00 8.000000 23.00000 41.00000 72
## 18724 2020-05-10 00:30:00 8.000000 28.00000 41.00000 77
## 18725 2020-05-10 00:40:00 8.000000 26.00000 42.00000 76
## 18726 2020-05-10 00:50:00 8.000000 26.00000 55.00000 89
## 18727 2020-05-10 01:00:00 8.000000 26.00000 51.00000 85
## 18728 2020-05-10 01:10:00 7.000000 26.00000 42.00000 75
## 18729 2020-05-10 01:20:00 8.000000 25.00000 40.00000 73
## 18730 2020-05-10 01:30:00 8.000000 25.00000 41.00000 74
## 18731 2020-05-10 01:40:00 8.000000 25.00000 41.00000 74
## 18732 2020-05-10 01:50:00 8.000000 26.00000 41.00000 75
## 18733 2020-05-10 02:00:00 7.000000 26.00000 49.00000 82
## 18734 2020-05-10 02:10:00 8.000000 26.00000 64.00000 98
## 18735 2020-05-10 02:20:00 8.000000 26.00000 42.00000 76
## 18736 2020-05-10 02:30:00 8.000000 25.00000 65.00000 98
## 18737 2020-05-10 02:40:00 8.000000 25.00000 42.00000 75
## 18738 2020-05-10 02:50:00 8.000000 25.00000 41.00000 74
## 18739 2020-05-10 03:00:00 8.000000 26.00000 41.00000 75
## 18740 2020-05-10 03:10:00 8.000000 26.00000 42.00000 76
## 18741 2020-05-10 03:20:00 8.000000 26.00000 66.00000 100
## 18742 2020-05-10 03:30:00 8.000000 26.00000 41.00000 75
## 18743 2020-05-10 03:40:00 8.000000 25.00000 42.00000 75
## 18744 2020-05-10 03:50:00 8.000000 25.00000 41.00000 74
## 18745 2020-05-10 04:00:00 7.000000 23.00000 65.00000 95
## 18746 2020-05-10 04:10:00 8.000000 23.00000 41.00000 72
## 18747 2020-05-10 04:20:00 8.000000 22.00000 40.00000 70
## 18748 2020-05-10 04:30:00 8.000000 24.00000 41.00000 73
## 18749 2020-05-10 04:40:00 8.000000 23.00000 40.00000 71
## 18750 2020-05-10 04:50:00 7.000000 23.00000 29.00000 59
## 18751 2020-05-10 05:00:00 8.000000 23.00000 29.00000 60
## 18752 2020-05-10 05:10:00 8.000000 25.00000 29.00000 62
## 18753 2020-05-10 05:20:00 8.000000 25.00000 31.00000 64
## 18754 2020-05-10 05:30:00 8.000000 25.00000 51.00000 84
## 18755 2020-05-10 05:40:00 8.000000 23.00000 29.00000 60
## 18756 2020-05-10 05:50:00 7.000000 22.00000 29.00000 58
## 18757 2020-05-10 06:00:00 8.000000 24.00000 29.00000 61
## 18758 2020-05-10 06:10:00 9.000000 23.00000 29.00000 61
## 18759 2020-05-10 06:20:00 7.000000 23.00000 29.00000 59
## 18760 2020-05-10 06:30:00 8.000000 23.00000 29.00000 60
## 18761 2020-05-10 06:40:00 8.000000 24.00000 29.00000 61
## 18762 2020-05-10 06:50:00 8.000000 23.00000 29.00000 60
## 18763 2020-05-10 07:00:00 8.000000 28.00000 32.00000 68
## 18764 2020-05-10 07:10:00 8.000000 27.00000 28.00000 63
## 18765 2020-05-10 07:20:00 8.000000 26.00000 41.00000 75
## 18766 2020-05-10 07:30:00 8.000000 26.00000 43.00000 77
## 18767 2020-05-10 07:40:00 8.000000 26.00000 29.00000 63
## 18768 2020-05-10 07:50:00 7.000000 26.00000 65.00000 98
## 18769 2020-05-10 08:00:00 8.000000 24.00000 45.00000 77
## 18770 2020-05-10 08:10:00 8.000000 23.00000 65.00000 96
## 18771 2020-05-10 08:20:00 8.000000 23.00000 41.00000 72
## 18772 2020-05-10 08:30:00 8.000000 23.00000 45.00000 76
## 18773 2020-05-10 08:40:00 8.000000 23.00000 41.00000 72
## 18774 2020-05-10 08:50:00 8.000000 24.00000 50.00000 82
## 18775 2020-05-10 09:00:00 7.000000 23.00000 61.00000 91
## 18776 2020-05-10 09:10:00 8.000000 23.00000 45.00000 76
## 18777 2020-05-10 09:20:00 8.000000 23.00000 44.00000 75
## 18778 2020-05-10 09:30:00 8.000000 23.00000 42.00000 73
## 18779 2020-05-10 09:40:00 8.000000 24.00000 41.00000 73
## 18780 2020-05-10 09:50:00 8.000000 23.00000 44.00000 75
## 18781 2020-05-10 10:00:00 7.000000 27.00000 41.00000 75
## 18782 2020-05-10 10:10:00 8.000000 27.00000 45.00000 80
## 18783 2020-05-10 10:20:00 8.000000 27.00000 43.00000 78
## 18784 2020-05-10 10:30:00 8.000000 26.00000 43.00000 77
## 18785 2020-05-10 10:40:00 8.000000 25.00000 44.00000 77
## 18786 2020-05-10 10:50:00 8.000000 26.00000 45.00000 79
## 18787 2020-05-10 11:00:00 7.000000 31.00000 41.00000 79
## 18788 2020-05-10 11:10:00 8.000000 30.00000 48.00000 86
## 18789 2020-05-10 11:20:00 8.000000 30.00000 46.00000 84
## 18790 2020-05-10 11:30:00 8.000000 32.00000 47.00000 87
## 18791 2020-05-10 11:40:00 8.000000 29.00000 41.00000 78
## 18792 2020-05-10 11:50:00 8.000000 28.00000 42.00000 78
## 18793 2020-05-10 12:00:00 7.000000 29.00000 45.00000 81
## 18794 2020-05-10 12:10:00 8.000000 28.00000 46.00000 82
## 18795 2020-05-10 12:20:00 8.000000 28.00000 46.00000 82
## 18796 2020-05-10 12:30:00 8.000000 25.00000 41.00000 74
## 18797 2020-05-10 12:40:00 8.000000 26.00000 45.00000 79
## 18798 2020-05-10 12:50:00 7.000000 25.00000 46.00000 78
## 18799 2020-05-10 13:00:00 8.000000 26.00000 41.00000 75
## 18800 2020-05-10 13:10:00 8.000000 26.00000 44.00000 78
## 18801 2020-05-10 13:20:00 8.000000 29.00000 42.00000 79
## 18802 2020-05-10 13:30:00 8.000000 29.00000 43.00000 80
## 18803 2020-05-10 13:40:00 8.000000 29.00000 46.00000 83
## 18804 2020-05-10 13:50:00 8.000000 28.00000 44.00000 80
## 18805 2020-05-10 14:00:00 7.000000 28.00000 44.00000 79
## 18806 2020-05-10 14:10:00 8.000000 29.00000 42.00000 79
## 18807 2020-05-10 14:20:00 8.000000 27.00000 40.00000 75
## 18808 2020-05-10 14:30:00 8.000000 29.00000 42.00000 79
## 18809 2020-05-10 14:40:00 8.000000 28.00000 41.00000 77
## 18810 2020-05-10 14:50:00 8.000000 28.00000 49.00000 85
## 18811 2020-05-10 15:00:00 7.000000 28.00000 58.00000 93
## 18812 2020-05-10 15:10:00 8.000000 28.00000 44.00000 80
## 18813 2020-05-10 15:20:00 8.000000 28.00000 42.00000 78
## 18814 2020-05-10 15:30:00 8.000000 29.00000 42.00000 79
## 18815 2020-05-10 15:40:00 8.000000 28.00000 44.00000 80
## 18816 2020-05-10 15:50:00 8.000000 28.00000 42.00000 78
## 18817 2020-05-10 16:00:00 8.000000 28.00000 41.00000 77
## 18818 2020-05-10 16:10:00 8.000000 28.00000 47.00000 83
## 18819 2020-05-10 16:20:00 8.000000 28.00000 59.00000 95
## 18820 2020-05-10 16:30:00 8.000000 27.00000 44.00000 79
## 18821 2020-05-10 16:40:00 7.000000 28.00000 64.00000 99
## 18822 2020-05-10 16:50:00 8.000000 27.00000 42.00000 77
## 18823 2020-05-10 17:00:00 8.000000 26.00000 41.00000 75
## 18824 2020-05-10 17:10:00 8.000000 27.00000 42.00000 77
## 18825 2020-05-10 17:20:00 8.000000 29.00000 46.00000 83
## 18826 2020-05-10 17:30:00 8.000000 27.00000 44.00000 79
## 18827 2020-05-10 17:40:00 7.000000 27.00000 46.00000 80
## 18828 2020-05-10 17:50:00 8.000000 25.00000 45.00000 78
## 18829 2020-05-10 18:00:00 8.000000 26.00000 41.00000 75
## 18830 2020-05-10 18:10:00 8.000000 25.00000 41.00000 74
## 18831 2020-05-10 18:20:00 8.000000 26.00000 41.00000 75
## 18832 2020-05-10 18:30:00 8.000000 26.00000 41.00000 75
## 18833 2020-05-10 18:40:00 7.000000 25.00000 42.00000 74
## 18834 2020-05-10 18:50:00 8.000000 26.00000 44.00000 78
## 18835 2020-05-10 19:00:00 8.000000 25.00000 41.00000 74
## 18836 2020-05-10 19:10:00 8.000000 23.00000 41.00000 72
## 18837 2020-05-10 19:20:00 8.000000 24.00000 41.00000 73
## 18838 2020-05-10 19:30:00 7.000000 22.00000 65.00000 94
## 18839 2020-05-10 19:40:00 9.000000 24.00000 42.00000 75
## 18840 2020-05-10 19:50:00 7.000000 22.00000 40.00000 69
## 18841 2020-05-10 20:00:00 8.000000 23.00000 41.00000 72
## 18842 2020-05-10 20:10:00 8.000000 23.00000 44.00000 75
## 18843 2020-05-10 20:20:00 8.000000 23.00000 65.00000 96
## 18844 2020-05-10 20:30:00 8.000000 23.00000 42.00000 73
## 18845 2020-05-10 20:40:00 7.000000 29.00000 41.00000 77
## 18846 2020-05-10 20:50:00 8.000000 27.00000 41.00000 76
## 18847 2020-05-10 21:00:00 8.000000 26.00000 41.00000 75
## 18848 2020-05-10 21:10:00 8.000000 28.00000 42.00000 78
## 18849 2020-05-10 21:20:00 8.000000 30.00000 42.00000 80
## 18850 2020-05-10 21:30:00 7.000000 29.00000 41.00000 77
## 18851 2020-05-10 21:40:00 8.000000 26.00000 41.00000 75
## 18852 2020-05-10 21:50:00 8.000000 25.00000 41.00000 74
## 18853 2020-05-10 22:00:00 8.000000 26.00000 41.00000 75
## 18854 2020-05-10 22:10:00 8.000000 25.00000 64.00000 97
## 18855 2020-05-10 22:20:00 8.000000 23.00000 43.00000 74
## 18856 2020-05-10 22:30:00 8.000000 23.00000 41.00000 72
## 18857 2020-05-10 22:40:00 7.000000 23.00000 41.00000 71
## 18858 2020-05-10 22:50:00 8.000000 23.00000 41.00000 72
## 18859 2020-05-10 23:00:00 8.000000 23.00000 41.00000 72
## 18860 2020-05-10 23:10:00 8.000000 24.00000 42.00000 74
## 18861 2020-05-10 23:20:00 8.000000 33.00000 41.00000 82
## 18862 2020-05-10 23:30:00 8.000000 33.00000 41.00000 82
## 18863 2020-05-10 23:40:00 8.000000 30.00000 41.00000 79
## 18864 2020-05-10 23:50:00 8.000000 29.00000 41.00000 78
# Perbarui kolom 'total_energy' setelah mengisi missing value
lib_energy <- lib_energy %>%
mutate(total_energy = rowSums(select(., m1, m2, m3), na.rm = TRUE))
# Tampilkan ulang data hasil
print(lib_energy)
## ts m1 m2 m3 total_energy
## 1 2020-01-01 00:00:00 7.384615 17.87413 39.55944 64.81818
## 2 2020-01-01 00:10:00 7.000000 18.00000 57.00000 82.00000
## 3 2020-01-01 00:20:00 7.000000 20.00000 44.00000 71.00000
## 4 2020-01-01 00:30:00 8.000000 17.00000 66.00000 91.00000
## 5 2020-01-01 00:40:00 7.000000 15.00000 63.00000 85.00000
## 6 2020-01-01 00:50:00 8.000000 17.00000 35.00000 60.00000
## 7 2020-01-01 01:00:00 7.000000 17.00000 47.00000 71.00000
## 8 2020-01-01 01:10:00 8.000000 17.00000 55.00000 80.00000
## 9 2020-01-01 01:20:00 7.000000 17.00000 34.00000 58.00000
## 10 2020-01-01 01:30:00 8.000000 17.00000 41.00000 66.00000
## 11 2020-01-01 01:40:00 7.000000 17.00000 61.00000 85.00000
## 12 2020-01-01 01:50:00 8.000000 15.00000 61.00000 84.00000
## 13 2020-01-01 02:00:00 7.000000 17.00000 62.00000 86.00000
## 14 2020-01-01 02:10:00 8.000000 17.00000 47.00000 72.00000
## 15 2020-01-01 02:20:00 7.000000 17.00000 60.00000 84.00000
## 16 2020-01-01 02:30:00 8.000000 17.00000 51.00000 76.00000
## 17 2020-01-01 02:40:00 7.000000 17.00000 39.00000 63.00000
## 18 2020-01-01 02:50:00 8.000000 17.00000 64.00000 89.00000
## 19 2020-01-01 03:00:00 7.000000 15.00000 39.00000 61.00000
## 20 2020-01-01 03:10:00 7.000000 17.00000 40.00000 64.00000
## 21 2020-01-01 03:20:00 8.000000 18.00000 40.00000 66.00000
## 22 2020-01-01 03:30:00 7.000000 17.00000 30.00000 54.00000
## 23 2020-01-01 03:40:00 8.000000 17.00000 42.00000 67.00000
## 24 2020-01-01 03:50:00 8.000000 17.00000 59.00000 84.00000
## 25 2020-01-01 04:00:00 7.000000 17.00000 41.00000 65.00000
## 26 2020-01-01 04:10:00 7.000000 15.00000 65.00000 87.00000
## 27 2020-01-01 04:20:00 8.000000 17.00000 41.00000 66.00000
## 28 2020-01-01 04:30:00 7.000000 21.00000 40.00000 68.00000
## 29 2020-01-01 04:40:00 7.000000 21.00000 30.00000 58.00000
## 30 2020-01-01 04:50:00 8.000000 20.00000 28.00000 56.00000
## 31 2020-01-01 05:00:00 7.000000 20.00000 27.00000 54.00000
## 32 2020-01-01 05:10:00 7.000000 21.00000 29.00000 57.00000
## 33 2020-01-01 05:20:00 7.000000 22.00000 51.00000 80.00000
## 34 2020-01-01 05:30:00 8.000000 23.00000 23.00000 54.00000
## 35 2020-01-01 05:40:00 7.000000 20.00000 25.00000 52.00000
## 36 2020-01-01 05:50:00 7.000000 20.00000 35.00000 62.00000
## 37 2020-01-01 06:00:00 8.000000 18.00000 46.00000 72.00000
## 38 2020-01-01 06:10:00 7.000000 17.00000 25.00000 49.00000
## 39 2020-01-01 06:20:00 8.000000 17.00000 23.00000 48.00000
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## 1868 2020-01-13 23:10:00 14.000000 32.00000 93.00000 139.00000
## 1869 2020-01-13 23:20:00 13.000000 30.00000 93.00000 136.00000
## 1870 2020-01-13 23:30:00 13.000000 33.00000 91.00000 137.00000
## 1871 2020-01-13 23:40:00 13.000000 33.00000 99.00000 145.00000
## 1872 2020-01-13 23:50:00 12.000000 33.00000 93.00000 138.00000
## 1873 2020-01-14 00:00:00 7.384615 17.87413 39.55944 64.81818
## 1874 2020-01-14 00:10:00 7.384615 17.87413 39.55944 64.81818
## 1875 2020-01-14 00:20:00 7.384615 17.87413 39.55944 64.81818
## 1876 2020-01-14 00:30:00 7.384615 17.87413 39.55944 64.81818
## 1877 2020-01-14 00:40:00 7.384615 17.87413 39.55944 64.81818
## 1878 2020-01-14 00:50:00 7.384615 17.87413 39.55944 64.81818
## 1879 2020-01-14 01:00:00 7.384615 17.87413 39.55944 64.81818
## 1880 2020-01-14 01:10:00 7.384615 17.87413 39.55944 64.81818
## 1881 2020-01-14 01:20:00 7.384615 17.87413 39.55944 64.81818
## 1882 2020-01-14 01:30:00 7.384615 17.87413 39.55944 64.81818
## 1883 2020-01-14 01:40:00 7.384615 17.87413 39.55944 64.81818
## 1884 2020-01-14 01:50:00 7.384615 17.87413 39.55944 64.81818
## 1885 2020-01-14 02:00:00 7.384615 17.87413 39.55944 64.81818
## 1886 2020-01-14 02:10:00 7.384615 17.87413 39.55944 64.81818
## 1887 2020-01-14 02:20:00 7.384615 17.87413 39.55944 64.81818
## 1888 2020-01-14 02:30:00 7.384615 17.87413 39.55944 64.81818
## 1889 2020-01-14 02:40:00 7.384615 17.87413 39.55944 64.81818
## 1890 2020-01-14 02:50:00 7.384615 17.87413 39.55944 64.81818
## 1891 2020-01-14 03:00:00 7.384615 17.87413 39.55944 64.81818
## 1892 2020-01-14 03:10:00 7.384615 17.87413 39.55944 64.81818
## 1893 2020-01-14 03:20:00 7.384615 17.87413 39.55944 64.81818
## 1894 2020-01-14 03:30:00 7.384615 17.87413 39.55944 64.81818
## 1895 2020-01-14 03:40:00 7.384615 17.87413 39.55944 64.81818
## 1896 2020-01-14 03:50:00 7.384615 17.87413 39.55944 64.81818
## 1897 2020-01-14 04:00:00 7.384615 17.87413 39.55944 64.81818
## 1898 2020-01-14 04:10:00 7.384615 17.87413 39.55944 64.81818
## 1899 2020-01-14 04:20:00 7.384615 17.87413 39.55944 64.81818
## 1900 2020-01-14 04:30:00 7.384615 17.87413 39.55944 64.81818
## 1901 2020-01-14 04:40:00 7.384615 17.87413 39.55944 64.81818
## 1902 2020-01-14 04:50:00 7.384615 17.87413 39.55944 64.81818
## 1903 2020-01-14 05:00:00 7.384615 17.87413 39.55944 64.81818
## 1904 2020-01-14 05:10:00 7.384615 17.87413 39.55944 64.81818
## 1905 2020-01-14 05:20:00 7.384615 17.87413 39.55944 64.81818
## 1906 2020-01-14 05:30:00 7.384615 17.87413 39.55944 64.81818
## 1907 2020-01-14 05:40:00 7.384615 17.87413 39.55944 64.81818
## 1908 2020-01-14 05:50:00 7.384615 17.87413 39.55944 64.81818
## 1909 2020-01-14 06:00:00 7.384615 17.87413 39.55944 64.81818
## 1910 2020-01-14 06:10:00 7.384615 17.87413 39.55944 64.81818
## 1911 2020-01-14 06:20:00 7.384615 17.87413 39.55944 64.81818
## 1912 2020-01-14 06:30:00 7.384615 17.87413 39.55944 64.81818
## 1913 2020-01-14 06:40:00 7.384615 17.87413 39.55944 64.81818
## 1914 2020-01-14 06:50:00 7.384615 17.87413 39.55944 64.81818
## 1915 2020-01-14 07:00:00 7.384615 17.87413 39.55944 64.81818
## 1916 2020-01-14 07:10:00 7.384615 17.87413 39.55944 64.81818
## 1917 2020-01-14 07:20:00 7.384615 17.87413 39.55944 64.81818
## 1918 2020-01-14 07:30:00 7.384615 17.87413 39.55944 64.81818
## 1919 2020-01-14 07:40:00 7.384615 17.87413 39.55944 64.81818
## 1920 2020-01-14 07:50:00 7.384615 17.87413 39.55944 64.81818
## 1921 2020-01-14 08:00:00 7.384615 17.87413 39.55944 64.81818
## 1922 2020-01-14 08:10:00 7.384615 17.87413 39.55944 64.81818
## 1923 2020-01-14 08:20:00 7.384615 17.87413 39.55944 64.81818
## 1924 2020-01-14 08:30:00 7.384615 17.87413 39.55944 64.81818
## 1925 2020-01-14 08:40:00 7.384615 17.87413 39.55944 64.81818
## 1926 2020-01-14 08:50:00 7.384615 17.87413 39.55944 64.81818
## 1927 2020-01-14 09:00:00 7.384615 17.87413 39.55944 64.81818
## 1928 2020-01-14 09:10:00 7.384615 17.87413 39.55944 64.81818
## 1929 2020-01-14 09:20:00 7.384615 17.87413 39.55944 64.81818
## 1930 2020-01-14 09:30:00 7.384615 17.87413 39.55944 64.81818
## 1931 2020-01-14 09:40:00 7.384615 17.87413 39.55944 64.81818
## 1932 2020-01-14 09:50:00 7.384615 17.87413 39.55944 64.81818
## 1933 2020-01-14 10:00:00 7.384615 17.87413 39.55944 64.81818
## 1934 2020-01-14 10:10:00 7.384615 17.87413 39.55944 64.81818
## 1935 2020-01-14 10:20:00 7.384615 17.87413 39.55944 64.81818
## 1936 2020-01-14 10:30:00 7.384615 17.87413 39.55944 64.81818
## 1937 2020-01-14 10:40:00 7.384615 17.87413 39.55944 64.81818
## 1938 2020-01-14 10:50:00 7.384615 17.87413 39.55944 64.81818
## 1939 2020-01-14 11:00:00 7.384615 17.87413 39.55944 64.81818
## 1940 2020-01-14 11:10:00 7.384615 17.87413 39.55944 64.81818
## 1941 2020-01-14 11:20:00 7.384615 17.87413 39.55944 64.81818
## 1942 2020-01-14 11:30:00 7.384615 17.87413 39.55944 64.81818
## 1943 2020-01-14 11:40:00 7.384615 17.87413 39.55944 64.81818
## 1944 2020-01-14 11:50:00 7.384615 17.87413 39.55944 64.81818
## 1945 2020-01-14 12:00:00 7.384615 17.87413 39.55944 64.81818
## 1946 2020-01-14 12:10:00 7.384615 17.87413 39.55944 64.81818
## 1947 2020-01-14 12:20:00 7.384615 17.87413 39.55944 64.81818
## 1948 2020-01-14 12:30:00 7.384615 17.87413 39.55944 64.81818
## 1949 2020-01-14 12:40:00 7.384615 17.87413 39.55944 64.81818
## 1950 2020-01-14 12:50:00 7.384615 17.87413 39.55944 64.81818
## 1951 2020-01-14 13:00:00 7.384615 17.87413 39.55944 64.81818
## 1952 2020-01-14 13:10:00 7.384615 17.87413 39.55944 64.81818
## 1953 2020-01-14 13:20:00 7.384615 17.87413 39.55944 64.81818
## 1954 2020-01-14 13:30:00 7.384615 17.87413 39.55944 64.81818
## 1955 2020-01-14 13:40:00 7.384615 17.87413 39.55944 64.81818
## 1956 2020-01-14 13:50:00 7.384615 17.87413 39.55944 64.81818
## 1957 2020-01-14 14:00:00 7.384615 17.87413 39.55944 64.81818
## 1958 2020-01-14 14:10:00 7.384615 17.87413 39.55944 64.81818
## 1959 2020-01-14 14:20:00 7.384615 17.87413 39.55944 64.81818
## 1960 2020-01-14 14:30:00 7.384615 17.87413 39.55944 64.81818
## 1961 2020-01-14 14:40:00 7.384615 17.87413 39.55944 64.81818
## 1962 2020-01-14 14:50:00 7.384615 17.87413 39.55944 64.81818
## 1963 2020-01-14 15:00:00 7.384615 17.87413 39.55944 64.81818
## 1964 2020-01-14 15:10:00 7.384615 17.87413 39.55944 64.81818
## 1965 2020-01-14 15:20:00 7.384615 17.87413 39.55944 64.81818
## 1966 2020-01-14 15:30:00 7.384615 17.87413 39.55944 64.81818
## 1967 2020-01-14 15:40:00 7.384615 17.87413 39.55944 64.81818
## 1968 2020-01-14 15:50:00 7.384615 17.87413 39.55944 64.81818
## 1969 2020-01-14 16:00:00 7.384615 17.87413 39.55944 64.81818
## 1970 2020-01-14 16:10:00 7.384615 17.87413 39.55944 64.81818
## 1971 2020-01-14 16:20:00 7.384615 17.87413 39.55944 64.81818
## 1972 2020-01-14 16:30:00 7.384615 17.87413 39.55944 64.81818
## 1973 2020-01-14 16:40:00 7.384615 17.87413 39.55944 64.81818
## 1974 2020-01-14 16:50:00 7.384615 17.87413 39.55944 64.81818
## 1975 2020-01-14 17:00:00 7.384615 17.87413 39.55944 64.81818
## 1976 2020-01-14 17:10:00 7.384615 17.87413 39.55944 64.81818
## 1977 2020-01-14 17:20:00 7.384615 17.87413 39.55944 64.81818
## 1978 2020-01-14 17:30:00 7.384615 17.87413 39.55944 64.81818
## 1979 2020-01-14 17:40:00 7.384615 17.87413 39.55944 64.81818
## 1980 2020-01-14 17:50:00 7.384615 17.87413 39.55944 64.81818
## 1981 2020-01-14 18:00:00 7.384615 17.87413 39.55944 64.81818
## 1982 2020-01-14 18:10:00 7.384615 17.87413 39.55944 64.81818
## 1983 2020-01-14 18:20:00 7.384615 17.87413 39.55944 64.81818
## 1984 2020-01-14 18:30:00 7.384615 17.87413 39.55944 64.81818
## 1985 2020-01-14 18:40:00 7.384615 17.87413 39.55944 64.81818
## 1986 2020-01-14 18:50:00 7.384615 17.87413 39.55944 64.81818
## 1987 2020-01-14 19:00:00 7.384615 17.87413 39.55944 64.81818
## 1988 2020-01-14 19:10:00 7.384615 17.87413 39.55944 64.81818
## 1989 2020-01-14 19:20:00 7.384615 17.87413 39.55944 64.81818
## 1990 2020-01-14 19:30:00 7.384615 17.87413 39.55944 64.81818
## 1991 2020-01-14 19:40:00 7.384615 17.87413 39.55944 64.81818
## 1992 2020-01-14 19:50:00 7.384615 17.87413 39.55944 64.81818
## 1993 2020-01-14 20:00:00 7.384615 17.87413 39.55944 64.81818
## 1994 2020-01-14 20:10:00 7.384615 17.87413 39.55944 64.81818
## 1995 2020-01-14 20:20:00 7.384615 17.87413 39.55944 64.81818
## 1996 2020-01-14 20:30:00 7.384615 17.87413 39.55944 64.81818
## 1997 2020-01-14 20:40:00 7.384615 17.87413 39.55944 64.81818
## 1998 2020-01-14 20:50:00 7.384615 17.87413 39.55944 64.81818
## 1999 2020-01-14 21:00:00 7.384615 17.87413 39.55944 64.81818
## 2000 2020-01-14 21:10:00 7.384615 17.87413 39.55944 64.81818
## 2001 2020-01-14 21:20:00 7.384615 17.87413 39.55944 64.81818
## 2002 2020-01-14 21:30:00 7.384615 17.87413 39.55944 64.81818
## 2003 2020-01-14 21:40:00 7.384615 17.87413 39.55944 64.81818
## 2004 2020-01-14 21:50:00 7.384615 17.87413 39.55944 64.81818
## 2005 2020-01-14 22:00:00 7.384615 17.87413 39.55944 64.81818
## 2006 2020-01-14 22:10:00 7.384615 17.87413 39.55944 64.81818
## 2007 2020-01-14 22:20:00 7.384615 17.87413 39.55944 64.81818
## 2008 2020-01-14 22:30:00 7.384615 17.87413 39.55944 64.81818
## 2009 2020-01-14 22:40:00 7.384615 17.87413 39.55944 64.81818
## 2010 2020-01-14 22:50:00 7.384615 17.87413 39.55944 64.81818
## 2011 2020-01-14 23:00:00 7.384615 17.87413 39.55944 64.81818
## 2012 2020-01-14 23:10:00 7.384615 17.87413 39.55944 64.81818
## 2013 2020-01-14 23:20:00 7.384615 17.87413 39.55944 64.81818
## 2014 2020-01-14 23:30:00 7.384615 17.87413 39.55944 64.81818
## 2015 2020-01-14 23:40:00 7.384615 17.87413 39.55944 64.81818
## 2016 2020-01-14 23:50:00 7.384615 17.87413 39.55944 64.81818
## 2017 2020-01-15 00:00:00 7.384615 17.87413 39.55944 64.81818
## 2018 2020-01-15 00:10:00 7.384615 17.87413 39.55944 64.81818
## 2019 2020-01-15 00:20:00 7.384615 17.87413 39.55944 64.81818
## 2020 2020-01-15 00:30:00 7.384615 17.87413 39.55944 64.81818
## 2021 2020-01-15 00:40:00 7.384615 17.87413 39.55944 64.81818
## 2022 2020-01-15 00:50:00 7.384615 17.87413 39.55944 64.81818
## 2023 2020-01-15 01:00:00 7.384615 17.87413 39.55944 64.81818
## 2024 2020-01-15 01:10:00 7.384615 17.87413 39.55944 64.81818
## 2025 2020-01-15 01:20:00 7.384615 17.87413 39.55944 64.81818
## 2026 2020-01-15 01:30:00 7.384615 17.87413 39.55944 64.81818
## 2027 2020-01-15 01:40:00 7.384615 17.87413 39.55944 64.81818
## 2028 2020-01-15 01:50:00 7.384615 17.87413 39.55944 64.81818
## 2029 2020-01-15 02:00:00 7.384615 17.87413 39.55944 64.81818
## 2030 2020-01-15 02:10:00 7.384615 17.87413 39.55944 64.81818
## 2031 2020-01-15 02:20:00 7.384615 17.87413 39.55944 64.81818
## 2032 2020-01-15 02:30:00 7.384615 17.87413 39.55944 64.81818
## 2033 2020-01-15 02:40:00 7.384615 17.87413 39.55944 64.81818
## 2034 2020-01-15 02:50:00 7.384615 17.87413 39.55944 64.81818
## 2035 2020-01-15 03:00:00 7.384615 17.87413 39.55944 64.81818
## 2036 2020-01-15 03:10:00 7.384615 17.87413 39.55944 64.81818
## 2037 2020-01-15 03:20:00 7.384615 17.87413 39.55944 64.81818
## 2038 2020-01-15 03:30:00 7.384615 17.87413 39.55944 64.81818
## 2039 2020-01-15 03:40:00 7.384615 17.87413 39.55944 64.81818
## 2040 2020-01-15 03:50:00 7.384615 17.87413 39.55944 64.81818
## 2041 2020-01-15 04:00:00 7.384615 17.87413 39.55944 64.81818
## 2042 2020-01-15 04:10:00 7.384615 17.87413 39.55944 64.81818
## 2043 2020-01-15 04:20:00 7.384615 17.87413 39.55944 64.81818
## 2044 2020-01-15 04:30:00 7.384615 17.87413 39.55944 64.81818
## 2045 2020-01-15 04:40:00 7.384615 17.87413 39.55944 64.81818
## 2046 2020-01-15 04:50:00 7.384615 17.87413 39.55944 64.81818
## 2047 2020-01-15 05:00:00 7.384615 17.87413 39.55944 64.81818
## 2048 2020-01-15 05:10:00 7.384615 17.87413 39.55944 64.81818
## 2049 2020-01-15 05:20:00 7.384615 17.87413 39.55944 64.81818
## 2050 2020-01-15 05:30:00 7.384615 17.87413 39.55944 64.81818
## 2051 2020-01-15 05:40:00 7.384615 17.87413 39.55944 64.81818
## 2052 2020-01-15 05:50:00 7.384615 17.87413 39.55944 64.81818
## 2053 2020-01-15 06:00:00 7.384615 17.87413 39.55944 64.81818
## 2054 2020-01-15 06:10:00 7.384615 17.87413 39.55944 64.81818
## 2055 2020-01-15 06:20:00 7.384615 17.87413 39.55944 64.81818
## 2056 2020-01-15 06:30:00 7.384615 17.87413 39.55944 64.81818
## 2057 2020-01-15 06:40:00 7.384615 17.87413 39.55944 64.81818
## 2058 2020-01-15 06:50:00 7.384615 17.87413 39.55944 64.81818
## 2059 2020-01-15 07:00:00 7.384615 17.87413 39.55944 64.81818
## 2060 2020-01-15 07:10:00 7.384615 17.87413 39.55944 64.81818
## 2061 2020-01-15 07:20:00 7.384615 17.87413 39.55944 64.81818
## 2062 2020-01-15 07:30:00 7.384615 17.87413 39.55944 64.81818
## 2063 2020-01-15 07:40:00 7.384615 17.87413 39.55944 64.81818
## 2064 2020-01-15 07:50:00 7.384615 17.87413 39.55944 64.81818
## 2065 2020-01-15 08:00:00 7.384615 17.87413 39.55944 64.81818
## 2066 2020-01-15 08:10:00 7.384615 17.87413 39.55944 64.81818
## 2067 2020-01-15 08:20:00 7.384615 17.87413 39.55944 64.81818
## 2068 2020-01-15 08:30:00 7.384615 17.87413 39.55944 64.81818
## 2069 2020-01-15 08:40:00 7.384615 17.87413 39.55944 64.81818
## 2070 2020-01-15 08:50:00 7.384615 17.87413 39.55944 64.81818
## 2071 2020-01-15 09:00:00 7.384615 17.87413 39.55944 64.81818
## 2072 2020-01-15 09:10:00 7.384615 17.87413 39.55944 64.81818
## 2073 2020-01-15 09:20:00 7.384615 17.87413 39.55944 64.81818
## 2074 2020-01-15 09:30:00 7.384615 17.87413 39.55944 64.81818
## 2075 2020-01-15 09:40:00 7.384615 17.87413 39.55944 64.81818
## 2076 2020-01-15 09:50:00 7.384615 17.87413 39.55944 64.81818
## 2077 2020-01-15 10:00:00 7.384615 17.87413 39.55944 64.81818
## 2078 2020-01-15 10:10:00 7.384615 17.87413 39.55944 64.81818
## 2079 2020-01-15 10:20:00 7.384615 17.87413 39.55944 64.81818
## 2080 2020-01-15 10:30:00 7.384615 17.87413 39.55944 64.81818
## 2081 2020-01-15 10:40:00 7.384615 17.87413 39.55944 64.81818
## 2082 2020-01-15 10:50:00 7.384615 17.87413 39.55944 64.81818
## 2083 2020-01-15 11:00:00 7.384615 17.87413 39.55944 64.81818
## 2084 2020-01-15 11:10:00 7.384615 17.87413 39.55944 64.81818
## 2085 2020-01-15 11:20:00 7.384615 17.87413 39.55944 64.81818
## 2086 2020-01-15 11:30:00 7.384615 17.87413 39.55944 64.81818
## 2087 2020-01-15 11:40:00 7.384615 17.87413 39.55944 64.81818
## 2088 2020-01-15 11:50:00 7.384615 17.87413 39.55944 64.81818
## 2089 2020-01-15 12:00:00 7.384615 17.87413 39.55944 64.81818
## 2090 2020-01-15 12:10:00 7.384615 17.87413 39.55944 64.81818
## 2091 2020-01-15 12:20:00 7.384615 17.87413 39.55944 64.81818
## 2092 2020-01-15 12:30:00 7.384615 17.87413 39.55944 64.81818
## 2093 2020-01-15 12:40:00 7.384615 17.87413 39.55944 64.81818
## 2094 2020-01-15 12:50:00 7.384615 17.87413 39.55944 64.81818
## 2095 2020-01-15 13:00:00 7.384615 17.87413 39.55944 64.81818
## 2096 2020-01-15 13:10:00 7.384615 17.87413 39.55944 64.81818
## 2097 2020-01-15 13:20:00 7.384615 17.87413 39.55944 64.81818
## 2098 2020-01-15 13:30:00 7.384615 17.87413 39.55944 64.81818
## 2099 2020-01-15 13:40:00 7.384615 17.87413 39.55944 64.81818
## 2100 2020-01-15 13:50:00 7.384615 17.87413 39.55944 64.81818
## 2101 2020-01-15 14:00:00 7.384615 17.87413 39.55944 64.81818
## 2102 2020-01-15 14:10:00 7.384615 17.87413 39.55944 64.81818
## 2103 2020-01-15 14:20:00 7.384615 17.87413 39.55944 64.81818
## 2104 2020-01-15 14:30:00 7.384615 17.87413 39.55944 64.81818
## 2105 2020-01-15 14:40:00 7.384615 17.87413 39.55944 64.81818
## 2106 2020-01-15 14:50:00 7.384615 17.87413 39.55944 64.81818
## 2107 2020-01-15 15:00:00 7.384615 17.87413 39.55944 64.81818
## 2108 2020-01-15 15:10:00 7.384615 17.87413 39.55944 64.81818
## 2109 2020-01-15 15:20:00 7.384615 17.87413 39.55944 64.81818
## 2110 2020-01-15 15:30:00 7.384615 17.87413 39.55944 64.81818
## 2111 2020-01-15 15:40:00 7.384615 17.87413 39.55944 64.81818
## 2112 2020-01-15 15:50:00 7.384615 17.87413 39.55944 64.81818
## 2113 2020-01-15 16:00:00 7.384615 17.87413 39.55944 64.81818
## 2114 2020-01-15 16:10:00 7.384615 17.87413 39.55944 64.81818
## 2115 2020-01-15 16:20:00 7.384615 17.87413 39.55944 64.81818
## 2116 2020-01-15 16:30:00 7.384615 17.87413 39.55944 64.81818
## 2117 2020-01-15 16:40:00 7.384615 17.87413 39.55944 64.81818
## 2118 2020-01-15 16:50:00 7.384615 17.87413 39.55944 64.81818
## 2119 2020-01-15 17:00:00 7.384615 17.87413 39.55944 64.81818
## 2120 2020-01-15 17:10:00 7.384615 17.87413 39.55944 64.81818
## 2121 2020-01-15 17:20:00 7.384615 17.87413 39.55944 64.81818
## 2122 2020-01-15 17:30:00 7.384615 17.87413 39.55944 64.81818
## 2123 2020-01-15 17:40:00 7.384615 17.87413 39.55944 64.81818
## 2124 2020-01-15 17:50:00 7.384615 17.87413 39.55944 64.81818
## 2125 2020-01-15 18:00:00 7.384615 17.87413 39.55944 64.81818
## 2126 2020-01-15 18:10:00 7.384615 17.87413 39.55944 64.81818
## 2127 2020-01-15 18:20:00 7.384615 17.87413 39.55944 64.81818
## 2128 2020-01-15 18:30:00 7.384615 17.87413 39.55944 64.81818
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## 3139 2020-01-22 19:00:00 7.384615 17.87413 39.55944 64.81818
## 3140 2020-01-22 19:10:00 7.384615 17.87413 39.55944 64.81818
## 3141 2020-01-22 19:20:00 7.384615 17.87413 39.55944 64.81818
## 3142 2020-01-22 19:30:00 7.384615 17.87413 39.55944 64.81818
## 3143 2020-01-22 19:40:00 7.384615 17.87413 39.55944 64.81818
## 3144 2020-01-22 19:50:00 7.384615 17.87413 39.55944 64.81818
## 3145 2020-01-22 20:00:00 7.384615 17.87413 39.55944 64.81818
## 3146 2020-01-22 20:10:00 7.384615 17.87413 39.55944 64.81818
## 3147 2020-01-22 20:20:00 7.384615 17.87413 39.55944 64.81818
## 3148 2020-01-22 20:30:00 7.384615 17.87413 39.55944 64.81818
## 3149 2020-01-22 20:40:00 7.384615 17.87413 39.55944 64.81818
## 3150 2020-01-22 20:50:00 7.384615 17.87413 39.55944 64.81818
## 3151 2020-01-22 21:00:00 7.384615 17.87413 39.55944 64.81818
## 3152 2020-01-22 21:10:00 7.384615 17.87413 39.55944 64.81818
## 3153 2020-01-22 21:20:00 7.384615 17.87413 39.55944 64.81818
## 3154 2020-01-22 21:30:00 7.384615 17.87413 39.55944 64.81818
## 3155 2020-01-22 21:40:00 7.384615 17.87413 39.55944 64.81818
## 3156 2020-01-22 21:50:00 7.384615 17.87413 39.55944 64.81818
## 3157 2020-01-22 22:00:00 7.384615 17.87413 39.55944 64.81818
## 3158 2020-01-22 22:10:00 7.384615 17.87413 39.55944 64.81818
## 3159 2020-01-22 22:20:00 7.384615 17.87413 39.55944 64.81818
## 3160 2020-01-22 22:30:00 7.384615 17.87413 39.55944 64.81818
## 3161 2020-01-22 22:40:00 7.384615 17.87413 39.55944 64.81818
## 3162 2020-01-22 22:50:00 7.384615 17.87413 39.55944 64.81818
## 3163 2020-01-22 23:00:00 7.384615 17.87413 39.55944 64.81818
## 3164 2020-01-22 23:10:00 7.384615 17.87413 39.55944 64.81818
## 3165 2020-01-22 23:20:00 7.384615 17.87413 39.55944 64.81818
## 3166 2020-01-22 23:30:00 7.384615 17.87413 39.55944 64.81818
## 3167 2020-01-22 23:40:00 7.384615 17.87413 39.55944 64.81818
## 3168 2020-01-22 23:50:00 7.384615 17.87413 39.55944 64.81818
## 3169 2020-01-23 00:00:00 7.384615 17.87413 39.55944 64.81818
## 3170 2020-01-23 00:10:00 7.384615 17.87413 39.55944 64.81818
## 3171 2020-01-23 00:20:00 7.384615 17.87413 39.55944 64.81818
## 3172 2020-01-23 00:30:00 7.384615 17.87413 39.55944 64.81818
## 3173 2020-01-23 00:40:00 7.384615 17.87413 39.55944 64.81818
## 3174 2020-01-23 00:50:00 7.384615 17.87413 39.55944 64.81818
## 3175 2020-01-23 01:00:00 7.384615 17.87413 39.55944 64.81818
## 3176 2020-01-23 01:10:00 7.384615 17.87413 39.55944 64.81818
## 3177 2020-01-23 01:20:00 7.384615 17.87413 39.55944 64.81818
## 3178 2020-01-23 01:30:00 7.384615 17.87413 39.55944 64.81818
## 3179 2020-01-23 01:40:00 7.384615 17.87413 39.55944 64.81818
## 3180 2020-01-23 01:50:00 7.384615 17.87413 39.55944 64.81818
## 3181 2020-01-23 02:00:00 7.384615 17.87413 39.55944 64.81818
## 3182 2020-01-23 02:10:00 7.384615 17.87413 39.55944 64.81818
## 3183 2020-01-23 02:20:00 7.384615 17.87413 39.55944 64.81818
## 3184 2020-01-23 02:30:00 7.384615 17.87413 39.55944 64.81818
## 3185 2020-01-23 02:40:00 7.384615 17.87413 39.55944 64.81818
## 3186 2020-01-23 02:50:00 7.384615 17.87413 39.55944 64.81818
## 3187 2020-01-23 03:00:00 7.384615 17.87413 39.55944 64.81818
## 3188 2020-01-23 03:10:00 7.384615 17.87413 39.55944 64.81818
## 3189 2020-01-23 03:20:00 7.384615 17.87413 39.55944 64.81818
## 3190 2020-01-23 03:30:00 7.384615 17.87413 39.55944 64.81818
## 3191 2020-01-23 03:40:00 7.384615 17.87413 39.55944 64.81818
## 3192 2020-01-23 03:50:00 7.384615 17.87413 39.55944 64.81818
## 3193 2020-01-23 04:00:00 7.384615 17.87413 39.55944 64.81818
## 3194 2020-01-23 04:10:00 7.384615 17.87413 39.55944 64.81818
## 3195 2020-01-23 04:20:00 7.384615 17.87413 39.55944 64.81818
## 3196 2020-01-23 04:30:00 7.384615 17.87413 39.55944 64.81818
## 3197 2020-01-23 04:40:00 7.384615 17.87413 39.55944 64.81818
## 3198 2020-01-23 04:50:00 7.384615 17.87413 39.55944 64.81818
## 3199 2020-01-23 05:00:00 7.384615 17.87413 39.55944 64.81818
## 3200 2020-01-23 05:10:00 7.384615 17.87413 39.55944 64.81818
## 3201 2020-01-23 05:20:00 7.384615 17.87413 39.55944 64.81818
## 3202 2020-01-23 05:30:00 7.384615 17.87413 39.55944 64.81818
## 3203 2020-01-23 05:40:00 7.384615 17.87413 39.55944 64.81818
## 3204 2020-01-23 05:50:00 7.384615 17.87413 39.55944 64.81818
## 3205 2020-01-23 06:00:00 7.384615 17.87413 39.55944 64.81818
## 3206 2020-01-23 06:10:00 7.384615 17.87413 39.55944 64.81818
## 3207 2020-01-23 06:20:00 7.384615 17.87413 39.55944 64.81818
## 3208 2020-01-23 06:30:00 7.384615 17.87413 39.55944 64.81818
## 3209 2020-01-23 06:40:00 7.384615 17.87413 39.55944 64.81818
## 3210 2020-01-23 06:50:00 7.384615 17.87413 39.55944 64.81818
## 3211 2020-01-23 07:00:00 7.384615 17.87413 39.55944 64.81818
## 3212 2020-01-23 07:10:00 7.384615 17.87413 39.55944 64.81818
## 3213 2020-01-23 07:20:00 7.384615 17.87413 39.55944 64.81818
## 3214 2020-01-23 07:30:00 7.384615 17.87413 39.55944 64.81818
## 3215 2020-01-23 07:40:00 7.384615 17.87413 39.55944 64.81818
## 3216 2020-01-23 07:50:00 7.384615 17.87413 39.55944 64.81818
## 3217 2020-01-23 08:00:00 7.384615 17.87413 39.55944 64.81818
## 3218 2020-01-23 08:10:00 7.384615 17.87413 39.55944 64.81818
## 3219 2020-01-23 08:20:00 7.384615 17.87413 39.55944 64.81818
## 3220 2020-01-23 08:30:00 7.384615 17.87413 39.55944 64.81818
## 3221 2020-01-23 08:40:00 7.384615 17.87413 39.55944 64.81818
## 3222 2020-01-23 08:50:00 7.384615 17.87413 39.55944 64.81818
## 3223 2020-01-23 09:00:00 7.384615 17.87413 39.55944 64.81818
## 3224 2020-01-23 09:10:00 7.384615 17.87413 39.55944 64.81818
## 3225 2020-01-23 09:20:00 7.384615 17.87413 39.55944 64.81818
## 3226 2020-01-23 09:30:00 7.384615 17.87413 39.55944 64.81818
## 3227 2020-01-23 09:40:00 7.384615 17.87413 39.55944 64.81818
## 3228 2020-01-23 09:50:00 7.384615 17.87413 39.55944 64.81818
## 3229 2020-01-23 10:00:00 7.384615 17.87413 39.55944 64.81818
## 3230 2020-01-23 10:10:00 7.384615 17.87413 39.55944 64.81818
## 3231 2020-01-23 10:20:00 7.384615 17.87413 39.55944 64.81818
## 3232 2020-01-23 10:30:00 7.384615 17.87413 39.55944 64.81818
## 3233 2020-01-23 10:40:00 7.384615 17.87413 39.55944 64.81818
## 3234 2020-01-23 10:50:00 7.384615 17.87413 39.55944 64.81818
## 3235 2020-01-23 11:00:00 7.384615 17.87413 39.55944 64.81818
## 3236 2020-01-23 11:10:00 7.384615 17.87413 39.55944 64.81818
## 3237 2020-01-23 11:20:00 7.384615 17.87413 39.55944 64.81818
## 3238 2020-01-23 11:30:00 7.384615 17.87413 39.55944 64.81818
## 3239 2020-01-23 11:40:00 7.384615 17.87413 39.55944 64.81818
## 3240 2020-01-23 11:50:00 7.384615 17.87413 39.55944 64.81818
## 3241 2020-01-23 12:00:00 7.384615 17.87413 39.55944 64.81818
## 3242 2020-01-23 12:10:00 7.384615 17.87413 39.55944 64.81818
## 3243 2020-01-23 12:20:00 7.384615 17.87413 39.55944 64.81818
## 3244 2020-01-23 12:30:00 7.384615 17.87413 39.55944 64.81818
## 3245 2020-01-23 12:40:00 7.384615 17.87413 39.55944 64.81818
## 3246 2020-01-23 12:50:00 7.384615 17.87413 39.55944 64.81818
## 3247 2020-01-23 13:00:00 7.384615 17.87413 39.55944 64.81818
## 3248 2020-01-23 13:10:00 7.384615 17.87413 39.55944 64.81818
## 3249 2020-01-23 13:20:00 7.384615 17.87413 39.55944 64.81818
## 3250 2020-01-23 13:30:00 7.384615 17.87413 39.55944 64.81818
## 3251 2020-01-23 13:40:00 7.384615 17.87413 39.55944 64.81818
## 3252 2020-01-23 13:50:00 7.384615 17.87413 39.55944 64.81818
## 3253 2020-01-23 14:00:00 7.384615 17.87413 39.55944 64.81818
## 3254 2020-01-23 14:10:00 7.384615 17.87413 39.55944 64.81818
## 3255 2020-01-23 14:20:00 7.384615 17.87413 39.55944 64.81818
## 3256 2020-01-23 14:30:00 7.384615 17.87413 39.55944 64.81818
## 3257 2020-01-23 14:40:00 7.384615 17.87413 39.55944 64.81818
## 3258 2020-01-23 14:50:00 7.384615 17.87413 39.55944 64.81818
## 3259 2020-01-23 15:00:00 7.384615 17.87413 39.55944 64.81818
## 3260 2020-01-23 15:10:00 7.384615 17.87413 39.55944 64.81818
## 3261 2020-01-23 15:20:00 7.384615 17.87413 39.55944 64.81818
## 3262 2020-01-23 15:30:00 7.384615 17.87413 39.55944 64.81818
## 3263 2020-01-23 15:40:00 7.384615 17.87413 39.55944 64.81818
## 3264 2020-01-23 15:50:00 7.384615 17.87413 39.55944 64.81818
## 3265 2020-01-23 16:00:00 7.384615 17.87413 39.55944 64.81818
## 3266 2020-01-23 16:10:00 7.384615 17.87413 39.55944 64.81818
## 3267 2020-01-23 16:20:00 7.384615 17.87413 39.55944 64.81818
## 3268 2020-01-23 16:30:00 7.384615 17.87413 39.55944 64.81818
## 3269 2020-01-23 16:40:00 7.384615 17.87413 39.55944 64.81818
## 3270 2020-01-23 16:50:00 7.384615 17.87413 39.55944 64.81818
## 3271 2020-01-23 17:00:00 7.384615 17.87413 39.55944 64.81818
## 3272 2020-01-23 17:10:00 7.384615 17.87413 39.55944 64.81818
## 3273 2020-01-23 17:20:00 7.384615 17.87413 39.55944 64.81818
## 3274 2020-01-23 17:30:00 7.384615 17.87413 39.55944 64.81818
## 3275 2020-01-23 17:40:00 7.384615 17.87413 39.55944 64.81818
## 3276 2020-01-23 17:50:00 7.384615 17.87413 39.55944 64.81818
## 3277 2020-01-23 18:00:00 7.384615 17.87413 39.55944 64.81818
## 3278 2020-01-23 18:10:00 7.384615 17.87413 39.55944 64.81818
## 3279 2020-01-23 18:20:00 7.384615 17.87413 39.55944 64.81818
## 3280 2020-01-23 18:30:00 7.384615 17.87413 39.55944 64.81818
## 3281 2020-01-23 18:40:00 7.384615 17.87413 39.55944 64.81818
## 3282 2020-01-23 18:50:00 7.384615 17.87413 39.55944 64.81818
## 3283 2020-01-23 19:00:00 7.384615 17.87413 39.55944 64.81818
## 3284 2020-01-23 19:10:00 7.384615 17.87413 39.55944 64.81818
## 3285 2020-01-23 19:20:00 7.384615 17.87413 39.55944 64.81818
## 3286 2020-01-23 19:30:00 7.384615 17.87413 39.55944 64.81818
## 3287 2020-01-23 19:40:00 7.384615 17.87413 39.55944 64.81818
## 3288 2020-01-23 19:50:00 7.384615 17.87413 39.55944 64.81818
## 3289 2020-01-23 20:00:00 7.384615 17.87413 39.55944 64.81818
## 3290 2020-01-23 20:10:00 7.384615 17.87413 39.55944 64.81818
## 3291 2020-01-23 20:20:00 7.384615 17.87413 39.55944 64.81818
## 3292 2020-01-23 20:30:00 7.384615 17.87413 39.55944 64.81818
## 3293 2020-01-23 20:40:00 7.384615 17.87413 39.55944 64.81818
## 3294 2020-01-23 20:50:00 7.384615 17.87413 39.55944 64.81818
## 3295 2020-01-23 21:00:00 7.384615 17.87413 39.55944 64.81818
## 3296 2020-01-23 21:10:00 7.384615 17.87413 39.55944 64.81818
## 3297 2020-01-23 21:20:00 7.384615 17.87413 39.55944 64.81818
## 3298 2020-01-23 21:30:00 7.384615 17.87413 39.55944 64.81818
## 3299 2020-01-23 21:40:00 7.384615 17.87413 39.55944 64.81818
## 3300 2020-01-23 21:50:00 7.384615 17.87413 39.55944 64.81818
## 3301 2020-01-23 22:00:00 7.384615 17.87413 39.55944 64.81818
## 3302 2020-01-23 22:10:00 7.384615 17.87413 39.55944 64.81818
## 3303 2020-01-23 22:20:00 7.384615 17.87413 39.55944 64.81818
## 3304 2020-01-23 22:30:00 7.384615 17.87413 39.55944 64.81818
## 3305 2020-01-23 22:40:00 7.384615 17.87413 39.55944 64.81818
## 3306 2020-01-23 22:50:00 7.384615 17.87413 39.55944 64.81818
## 3307 2020-01-23 23:00:00 7.384615 17.87413 39.55944 64.81818
## 3308 2020-01-23 23:10:00 7.384615 17.87413 39.55944 64.81818
## 3309 2020-01-23 23:20:00 7.384615 17.87413 39.55944 64.81818
## 3310 2020-01-23 23:30:00 7.384615 17.87413 39.55944 64.81818
## 3311 2020-01-23 23:40:00 7.384615 17.87413 39.55944 64.81818
## 3312 2020-01-23 23:50:00 7.384615 17.87413 39.55944 64.81818
## 3313 2020-01-24 00:00:00 7.384615 17.87413 39.55944 64.81818
## 3314 2020-01-24 00:10:00 7.384615 17.87413 39.55944 64.81818
## 3315 2020-01-24 00:20:00 7.384615 17.87413 39.55944 64.81818
## 3316 2020-01-24 00:30:00 7.384615 17.87413 39.55944 64.81818
## 3317 2020-01-24 00:40:00 7.384615 17.87413 39.55944 64.81818
## 3318 2020-01-24 00:50:00 7.384615 17.87413 39.55944 64.81818
## 3319 2020-01-24 01:00:00 7.384615 17.87413 39.55944 64.81818
## 3320 2020-01-24 01:10:00 7.384615 17.87413 39.55944 64.81818
## 3321 2020-01-24 01:20:00 7.384615 17.87413 39.55944 64.81818
## 3322 2020-01-24 01:30:00 7.384615 17.87413 39.55944 64.81818
## 3323 2020-01-24 01:40:00 7.384615 17.87413 39.55944 64.81818
## 3324 2020-01-24 01:50:00 7.384615 17.87413 39.55944 64.81818
## 3325 2020-01-24 02:00:00 7.384615 17.87413 39.55944 64.81818
## 3326 2020-01-24 02:10:00 7.384615 17.87413 39.55944 64.81818
## 3327 2020-01-24 02:20:00 7.384615 17.87413 39.55944 64.81818
## 3328 2020-01-24 02:30:00 7.384615 17.87413 39.55944 64.81818
## 3329 2020-01-24 02:40:00 7.384615 17.87413 39.55944 64.81818
## 3330 2020-01-24 02:50:00 7.384615 17.87413 39.55944 64.81818
## 3331 2020-01-24 03:00:00 7.384615 17.87413 39.55944 64.81818
## 3332 2020-01-24 03:10:00 7.384615 17.87413 39.55944 64.81818
## 3333 2020-01-24 03:20:00 7.384615 17.87413 39.55944 64.81818
## 3334 2020-01-24 03:30:00 7.384615 17.87413 39.55944 64.81818
## 3335 2020-01-24 03:40:00 7.384615 17.87413 39.55944 64.81818
## 3336 2020-01-24 03:50:00 7.384615 17.87413 39.55944 64.81818
## 3337 2020-01-24 04:00:00 7.384615 17.87413 39.55944 64.81818
## 3338 2020-01-24 04:10:00 7.384615 17.87413 39.55944 64.81818
## 3339 2020-01-24 04:20:00 7.384615 17.87413 39.55944 64.81818
## 3340 2020-01-24 04:30:00 7.384615 17.87413 39.55944 64.81818
## 3341 2020-01-24 04:40:00 7.384615 17.87413 39.55944 64.81818
## 3342 2020-01-24 04:50:00 7.384615 17.87413 39.55944 64.81818
## 3343 2020-01-24 05:00:00 7.384615 17.87413 39.55944 64.81818
## 3344 2020-01-24 05:10:00 7.384615 17.87413 39.55944 64.81818
## 3345 2020-01-24 05:20:00 7.384615 17.87413 39.55944 64.81818
## 3346 2020-01-24 05:30:00 7.384615 17.87413 39.55944 64.81818
## 3347 2020-01-24 05:40:00 7.384615 17.87413 39.55944 64.81818
## 3348 2020-01-24 05:50:00 7.384615 17.87413 39.55944 64.81818
## 3349 2020-01-24 06:00:00 7.384615 17.87413 39.55944 64.81818
## 3350 2020-01-24 06:10:00 7.384615 17.87413 39.55944 64.81818
## 3351 2020-01-24 06:20:00 7.384615 17.87413 39.55944 64.81818
## 3352 2020-01-24 06:30:00 7.384615 17.87413 39.55944 64.81818
## 3353 2020-01-24 06:40:00 7.384615 17.87413 39.55944 64.81818
## 3354 2020-01-24 06:50:00 7.384615 17.87413 39.55944 64.81818
## 3355 2020-01-24 07:00:00 7.384615 17.87413 39.55944 64.81818
## 3356 2020-01-24 07:10:00 7.384615 17.87413 39.55944 64.81818
## 3357 2020-01-24 07:20:00 7.384615 17.87413 39.55944 64.81818
## 3358 2020-01-24 07:30:00 7.384615 17.87413 39.55944 64.81818
## 3359 2020-01-24 07:40:00 7.384615 17.87413 39.55944 64.81818
## 3360 2020-01-24 07:50:00 7.384615 17.87413 39.55944 64.81818
## 3361 2020-01-24 08:00:00 7.384615 17.87413 39.55944 64.81818
## 3362 2020-01-24 08:10:00 7.384615 17.87413 39.55944 64.81818
## 3363 2020-01-24 08:20:00 7.384615 17.87413 39.55944 64.81818
## 3364 2020-01-24 08:30:00 7.384615 17.87413 39.55944 64.81818
## 3365 2020-01-24 08:40:00 7.384615 17.87413 39.55944 64.81818
## 3366 2020-01-24 08:50:00 7.384615 17.87413 39.55944 64.81818
## 3367 2020-01-24 09:00:00 7.384615 17.87413 39.55944 64.81818
## 3368 2020-01-24 09:10:00 7.384615 17.87413 39.55944 64.81818
## 3369 2020-01-24 09:20:00 7.384615 17.87413 39.55944 64.81818
## 3370 2020-01-24 09:30:00 7.384615 17.87413 39.55944 64.81818
## 3371 2020-01-24 09:40:00 7.384615 17.87413 39.55944 64.81818
## 3372 2020-01-24 09:50:00 7.384615 17.87413 39.55944 64.81818
## 3373 2020-01-24 10:00:00 7.384615 17.87413 39.55944 64.81818
## 3374 2020-01-24 10:10:00 7.384615 17.87413 39.55944 64.81818
## 3375 2020-01-24 10:20:00 7.384615 17.87413 39.55944 64.81818
## 3376 2020-01-24 10:30:00 7.384615 17.87413 39.55944 64.81818
## 3377 2020-01-24 10:40:00 7.384615 17.87413 39.55944 64.81818
## 3378 2020-01-24 10:50:00 7.384615 17.87413 39.55944 64.81818
## 3379 2020-01-24 11:00:00 7.384615 17.87413 39.55944 64.81818
## 3380 2020-01-24 11:10:00 7.384615 17.87413 39.55944 64.81818
## 3381 2020-01-24 11:20:00 7.384615 17.87413 39.55944 64.81818
## 3382 2020-01-24 11:30:00 7.384615 17.87413 39.55944 64.81818
## 3383 2020-01-24 11:40:00 7.384615 17.87413 39.55944 64.81818
## 3384 2020-01-24 11:50:00 7.384615 17.87413 39.55944 64.81818
## 3385 2020-01-24 12:00:00 7.384615 17.87413 39.55944 64.81818
## 3386 2020-01-24 12:10:00 7.384615 17.87413 39.55944 64.81818
## 3387 2020-01-24 12:20:00 7.384615 17.87413 39.55944 64.81818
## 3388 2020-01-24 12:30:00 7.384615 17.87413 39.55944 64.81818
## 3389 2020-01-24 12:40:00 7.384615 17.87413 39.55944 64.81818
## 3390 2020-01-24 12:50:00 7.384615 17.87413 39.55944 64.81818
## 3391 2020-01-24 13:00:00 7.384615 17.87413 39.55944 64.81818
## 3392 2020-01-24 13:10:00 7.384615 17.87413 39.55944 64.81818
## 3393 2020-01-24 13:20:00 7.384615 17.87413 39.55944 64.81818
## 3394 2020-01-24 13:30:00 7.384615 17.87413 39.55944 64.81818
## 3395 2020-01-24 13:40:00 7.384615 17.87413 39.55944 64.81818
## 3396 2020-01-24 13:50:00 7.384615 17.87413 39.55944 64.81818
## 3397 2020-01-24 14:00:00 7.384615 17.87413 39.55944 64.81818
## 3398 2020-01-24 14:10:00 7.384615 17.87413 39.55944 64.81818
## 3399 2020-01-24 14:20:00 7.384615 17.87413 39.55944 64.81818
## 3400 2020-01-24 14:30:00 7.384615 17.87413 39.55944 64.81818
## 3401 2020-01-24 14:40:00 7.384615 17.87413 39.55944 64.81818
## 3402 2020-01-24 14:50:00 7.384615 17.87413 39.55944 64.81818
## 3403 2020-01-24 15:00:00 7.384615 17.87413 39.55944 64.81818
## 3404 2020-01-24 15:10:00 7.384615 17.87413 39.55944 64.81818
## 3405 2020-01-24 15:20:00 7.384615 17.87413 39.55944 64.81818
## 3406 2020-01-24 15:30:00 7.384615 17.87413 39.55944 64.81818
## 3407 2020-01-24 15:40:00 7.384615 17.87413 39.55944 64.81818
## 3408 2020-01-24 15:50:00 7.384615 17.87413 39.55944 64.81818
## 3409 2020-01-24 16:00:00 7.384615 17.87413 39.55944 64.81818
## 3410 2020-01-24 16:10:00 7.384615 17.87413 39.55944 64.81818
## 3411 2020-01-24 16:20:00 7.384615 17.87413 39.55944 64.81818
## 3412 2020-01-24 16:30:00 7.384615 17.87413 39.55944 64.81818
## 3413 2020-01-24 16:40:00 7.384615 17.87413 39.55944 64.81818
## 3414 2020-01-24 16:50:00 7.384615 17.87413 39.55944 64.81818
## 3415 2020-01-24 17:00:00 7.384615 17.87413 39.55944 64.81818
## 3416 2020-01-24 17:10:00 7.384615 17.87413 39.55944 64.81818
## 3417 2020-01-24 17:20:00 7.384615 17.87413 39.55944 64.81818
## 3418 2020-01-24 17:30:00 7.384615 17.87413 39.55944 64.81818
## 3419 2020-01-24 17:40:00 7.384615 17.87413 39.55944 64.81818
## 3420 2020-01-24 17:50:00 7.384615 17.87413 39.55944 64.81818
## 3421 2020-01-24 18:00:00 7.384615 17.87413 39.55944 64.81818
## 3422 2020-01-24 18:10:00 7.384615 17.87413 39.55944 64.81818
## 3423 2020-01-24 18:20:00 7.384615 17.87413 39.55944 64.81818
## 3424 2020-01-24 18:30:00 7.384615 17.87413 39.55944 64.81818
## 3425 2020-01-24 18:40:00 7.384615 17.87413 39.55944 64.81818
## 3426 2020-01-24 18:50:00 7.384615 17.87413 39.55944 64.81818
## 3427 2020-01-24 19:00:00 7.384615 17.87413 39.55944 64.81818
## 3428 2020-01-24 19:10:00 7.384615 17.87413 39.55944 64.81818
## 3429 2020-01-24 19:20:00 7.384615 17.87413 39.55944 64.81818
## 3430 2020-01-24 19:30:00 7.384615 17.87413 39.55944 64.81818
## 3431 2020-01-24 19:40:00 7.384615 17.87413 39.55944 64.81818
## 3432 2020-01-24 19:50:00 7.384615 17.87413 39.55944 64.81818
## 3433 2020-01-24 20:00:00 7.384615 17.87413 39.55944 64.81818
## 3434 2020-01-24 20:10:00 7.384615 17.87413 39.55944 64.81818
## 3435 2020-01-24 20:20:00 7.384615 17.87413 39.55944 64.81818
## 3436 2020-01-24 20:30:00 7.384615 17.87413 39.55944 64.81818
## 3437 2020-01-24 20:40:00 7.384615 17.87413 39.55944 64.81818
## 3438 2020-01-24 20:50:00 7.384615 17.87413 39.55944 64.81818
## 3439 2020-01-24 21:00:00 7.384615 17.87413 39.55944 64.81818
## 3440 2020-01-24 21:10:00 7.384615 17.87413 39.55944 64.81818
## 3441 2020-01-24 21:20:00 7.384615 17.87413 39.55944 64.81818
## 3442 2020-01-24 21:30:00 7.384615 17.87413 39.55944 64.81818
## 3443 2020-01-24 21:40:00 7.384615 17.87413 39.55944 64.81818
## 3444 2020-01-24 21:50:00 7.384615 17.87413 39.55944 64.81818
## 3445 2020-01-24 22:00:00 7.384615 17.87413 39.55944 64.81818
## 3446 2020-01-24 22:10:00 7.384615 17.87413 39.55944 64.81818
## 3447 2020-01-24 22:20:00 7.384615 17.87413 39.55944 64.81818
## 3448 2020-01-24 22:30:00 7.384615 17.87413 39.55944 64.81818
## 3449 2020-01-24 22:40:00 7.384615 17.87413 39.55944 64.81818
## 3450 2020-01-24 22:50:00 7.384615 17.87413 39.55944 64.81818
## 3451 2020-01-24 23:00:00 7.384615 17.87413 39.55944 64.81818
## 3452 2020-01-24 23:10:00 7.384615 17.87413 39.55944 64.81818
## 3453 2020-01-24 23:20:00 7.384615 17.87413 39.55944 64.81818
## 3454 2020-01-24 23:30:00 7.384615 17.87413 39.55944 64.81818
## 3455 2020-01-24 23:40:00 7.384615 17.87413 39.55944 64.81818
## 3456 2020-01-24 23:50:00 7.384615 17.87413 39.55944 64.81818
## 3457 2020-01-25 00:00:00 7.384615 17.87413 39.55944 64.81818
## 3458 2020-01-25 00:10:00 7.384615 17.87413 39.55944 64.81818
## 3459 2020-01-25 00:20:00 7.384615 17.87413 39.55944 64.81818
## 3460 2020-01-25 00:30:00 7.384615 17.87413 39.55944 64.81818
## 3461 2020-01-25 00:40:00 7.384615 17.87413 39.55944 64.81818
## 3462 2020-01-25 00:50:00 7.384615 17.87413 39.55944 64.81818
## 3463 2020-01-25 01:00:00 7.384615 17.87413 39.55944 64.81818
## 3464 2020-01-25 01:10:00 7.384615 17.87413 39.55944 64.81818
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## 3467 2020-01-25 01:40:00 7.384615 17.87413 39.55944 64.81818
## 3468 2020-01-25 01:50:00 7.384615 17.87413 39.55944 64.81818
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## 3470 2020-01-25 02:10:00 7.384615 17.87413 39.55944 64.81818
## 3471 2020-01-25 02:20:00 7.384615 17.87413 39.55944 64.81818
## 3472 2020-01-25 02:30:00 7.384615 17.87413 39.55944 64.81818
## 3473 2020-01-25 02:40:00 7.384615 17.87413 39.55944 64.81818
## 3474 2020-01-25 02:50:00 7.384615 17.87413 39.55944 64.81818
## 3475 2020-01-25 03:00:00 7.384615 17.87413 39.55944 64.81818
## 3476 2020-01-25 03:10:00 7.384615 17.87413 39.55944 64.81818
## 3477 2020-01-25 03:20:00 7.384615 17.87413 39.55944 64.81818
## 3478 2020-01-25 03:30:00 7.384615 17.87413 39.55944 64.81818
## 3479 2020-01-25 03:40:00 7.384615 17.87413 39.55944 64.81818
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## 3625 2020-01-26 04:00:00 7.384615 17.87413 39.55944 64.81818
## 3626 2020-01-26 04:10:00 7.384615 17.87413 39.55944 64.81818
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## 3645 2020-01-26 07:20:00 7.384615 17.87413 39.55944 64.81818
## 3646 2020-01-26 07:30:00 7.384615 17.87413 39.55944 64.81818
## 3647 2020-01-26 07:40:00 7.384615 17.87413 39.55944 64.81818
## 3648 2020-01-26 07:50:00 7.384615 17.87413 39.55944 64.81818
## 3649 2020-01-26 08:00:00 7.384615 17.87413 39.55944 64.81818
## 3650 2020-01-26 08:10:00 7.384615 17.87413 39.55944 64.81818
## 3651 2020-01-26 08:20:00 7.384615 17.87413 39.55944 64.81818
## 3652 2020-01-26 08:30:00 7.384615 17.87413 39.55944 64.81818
## 3653 2020-01-26 08:40:00 7.384615 17.87413 39.55944 64.81818
## 3654 2020-01-26 08:50:00 7.384615 17.87413 39.55944 64.81818
## 3655 2020-01-26 09:00:00 7.384615 17.87413 39.55944 64.81818
## 3656 2020-01-26 09:10:00 7.384615 17.87413 39.55944 64.81818
## 3657 2020-01-26 09:20:00 7.384615 17.87413 39.55944 64.81818
## 3658 2020-01-26 09:30:00 7.384615 17.87413 39.55944 64.81818
## 3659 2020-01-26 09:40:00 7.384615 17.87413 39.55944 64.81818
## 3660 2020-01-26 09:50:00 7.384615 17.87413 39.55944 64.81818
## 3661 2020-01-26 10:00:00 7.384615 17.87413 39.55944 64.81818
## 3662 2020-01-26 10:10:00 7.384615 17.87413 39.55944 64.81818
## 3663 2020-01-26 10:20:00 7.384615 17.87413 39.55944 64.81818
## 3664 2020-01-26 10:30:00 7.384615 17.87413 39.55944 64.81818
## 3665 2020-01-26 10:40:00 7.384615 17.87413 39.55944 64.81818
## 3666 2020-01-26 10:50:00 7.384615 17.87413 39.55944 64.81818
## 3667 2020-01-26 11:00:00 7.384615 17.87413 39.55944 64.81818
## 3668 2020-01-26 11:10:00 7.384615 17.87413 39.55944 64.81818
## 3669 2020-01-26 11:20:00 7.384615 17.87413 39.55944 64.81818
## 3670 2020-01-26 11:30:00 7.384615 17.87413 39.55944 64.81818
## 3671 2020-01-26 11:40:00 7.384615 17.87413 39.55944 64.81818
## 3672 2020-01-26 11:50:00 7.384615 17.87413 39.55944 64.81818
## 3673 2020-01-26 12:00:00 7.384615 17.87413 39.55944 64.81818
## 3674 2020-01-26 12:10:00 7.384615 17.87413 39.55944 64.81818
## 3675 2020-01-26 12:20:00 7.384615 17.87413 39.55944 64.81818
## 3676 2020-01-26 12:30:00 7.384615 17.87413 39.55944 64.81818
## 3677 2020-01-26 12:40:00 7.384615 17.87413 39.55944 64.81818
## 3678 2020-01-26 12:50:00 7.384615 17.87413 39.55944 64.81818
## 3679 2020-01-26 13:00:00 7.384615 17.87413 39.55944 64.81818
## 3680 2020-01-26 13:10:00 7.384615 17.87413 39.55944 64.81818
## 3681 2020-01-26 13:20:00 7.384615 17.87413 39.55944 64.81818
## 3682 2020-01-26 13:30:00 7.384615 17.87413 39.55944 64.81818
## 3683 2020-01-26 13:40:00 7.384615 17.87413 39.55944 64.81818
## 3684 2020-01-26 13:50:00 7.384615 17.87413 39.55944 64.81818
## 3685 2020-01-26 14:00:00 7.384615 17.87413 39.55944 64.81818
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## 3687 2020-01-26 14:20:00 7.384615 17.87413 39.55944 64.81818
## 3688 2020-01-26 14:30:00 7.384615 17.87413 39.55944 64.81818
## 3689 2020-01-26 14:40:00 7.384615 17.87413 39.55944 64.81818
## 3690 2020-01-26 14:50:00 7.384615 17.87413 39.55944 64.81818
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## 3788 2020-01-27 07:10:00 7.384615 17.87413 39.55944 64.81818
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## 3857 2020-01-27 18:40:00 7.384615 17.87413 39.55944 64.81818
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## 3859 2020-01-27 19:00:00 7.384615 17.87413 39.55944 64.81818
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## 3866 2020-01-27 20:10:00 7.384615 17.87413 39.55944 64.81818
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## 3868 2020-01-27 20:30:00 7.384615 17.87413 39.55944 64.81818
## 3869 2020-01-27 20:40:00 7.384615 17.87413 39.55944 64.81818
## 3870 2020-01-27 20:50:00 7.384615 17.87413 39.55944 64.81818
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## 3898 2020-01-28 01:30:00 7.384615 17.87413 39.55944 64.81818
## 3899 2020-01-28 01:40:00 7.384615 17.87413 39.55944 64.81818
## 3900 2020-01-28 01:50:00 7.384615 17.87413 39.55944 64.81818
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## 3904 2020-01-28 02:30:00 7.384615 17.87413 39.55944 64.81818
## 3905 2020-01-28 02:40:00 7.384615 17.87413 39.55944 64.81818
## 3906 2020-01-28 02:50:00 7.384615 17.87413 39.55944 64.81818
## 3907 2020-01-28 03:00:00 7.384615 17.87413 39.55944 64.81818
## 3908 2020-01-28 03:10:00 7.384615 17.87413 39.55944 64.81818
## 3909 2020-01-28 03:20:00 7.384615 17.87413 39.55944 64.81818
## 3910 2020-01-28 03:30:00 7.384615 17.87413 39.55944 64.81818
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## 3947 2020-01-28 09:40:00 7.384615 17.87413 39.55944 64.81818
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## 3950 2020-01-28 10:10:00 7.384615 17.87413 39.55944 64.81818
## 3951 2020-01-28 10:20:00 7.384615 17.87413 39.55944 64.81818
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## 3953 2020-01-28 10:40:00 7.384615 17.87413 39.55944 64.81818
## 3954 2020-01-28 10:50:00 7.384615 17.87413 39.55944 64.81818
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## 3983 2020-01-28 15:40:00 7.384615 17.87413 39.55944 64.81818
## 3984 2020-01-28 15:50:00 7.384615 17.87413 39.55944 64.81818
## 3985 2020-01-28 16:00:00 7.384615 17.87413 39.55944 64.81818
## 3986 2020-01-28 16:10:00 7.384615 17.87413 39.55944 64.81818
## 3987 2020-01-28 16:20:00 7.384615 17.87413 39.55944 64.81818
## 3988 2020-01-28 16:30:00 7.384615 17.87413 39.55944 64.81818
## 3989 2020-01-28 16:40:00 7.384615 17.87413 39.55944 64.81818
## 3990 2020-01-28 16:50:00 7.384615 17.87413 39.55944 64.81818
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## 3993 2020-01-28 17:20:00 7.384615 17.87413 39.55944 64.81818
## 3994 2020-01-28 17:30:00 7.384615 17.87413 39.55944 64.81818
## 3995 2020-01-28 17:40:00 7.384615 17.87413 39.55944 64.81818
## 3996 2020-01-28 17:50:00 7.384615 17.87413 39.55944 64.81818
## 3997 2020-01-28 18:00:00 7.384615 17.87413 39.55944 64.81818
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## 4000 2020-01-28 18:30:00 7.384615 17.87413 39.55944 64.81818
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## 4010 2020-01-28 20:10:00 7.384615 17.87413 39.55944 64.81818
## 4011 2020-01-28 20:20:00 7.384615 17.87413 39.55944 64.81818
## 4012 2020-01-28 20:30:00 7.384615 17.87413 39.55944 64.81818
## 4013 2020-01-28 20:40:00 7.384615 17.87413 39.55944 64.81818
## 4014 2020-01-28 20:50:00 7.384615 17.87413 39.55944 64.81818
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## 4079 2020-01-29 07:40:00 7.384615 17.87413 39.55944 64.81818
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## 4081 2020-01-29 08:00:00 7.384615 17.87413 39.55944 64.81818
## 4082 2020-01-29 08:10:00 7.384615 17.87413 39.55944 64.81818
## 4083 2020-01-29 08:20:00 7.384615 17.87413 39.55944 64.81818
## 4084 2020-01-29 08:30:00 7.384615 17.87413 39.55944 64.81818
## 4085 2020-01-29 08:40:00 7.384615 17.87413 39.55944 64.81818
## 4086 2020-01-29 08:50:00 7.384615 17.87413 39.55944 64.81818
## 4087 2020-01-29 09:00:00 7.384615 17.87413 39.55944 64.81818
## 4088 2020-01-29 09:10:00 7.384615 17.87413 39.55944 64.81818
## 4089 2020-01-29 09:20:00 7.384615 17.87413 39.55944 64.81818
## 4090 2020-01-29 09:30:00 7.384615 17.87413 39.55944 64.81818
## 4091 2020-01-29 09:40:00 7.384615 17.87413 39.55944 64.81818
## 4092 2020-01-29 09:50:00 7.384615 17.87413 39.55944 64.81818
## 4093 2020-01-29 10:00:00 7.384615 17.87413 39.55944 64.81818
## 4094 2020-01-29 10:10:00 7.384615 17.87413 39.55944 64.81818
## 4095 2020-01-29 10:20:00 7.384615 17.87413 39.55944 64.81818
## 4096 2020-01-29 10:30:00 7.384615 17.87413 39.55944 64.81818
## 4097 2020-01-29 10:40:00 7.384615 17.87413 39.55944 64.81818
## 4098 2020-01-29 10:50:00 7.384615 17.87413 39.55944 64.81818
## 4099 2020-01-29 11:00:00 7.384615 17.87413 39.55944 64.81818
## 4100 2020-01-29 11:10:00 7.384615 17.87413 39.55944 64.81818
## 4101 2020-01-29 11:20:00 7.384615 17.87413 39.55944 64.81818
## 4102 2020-01-29 11:30:00 7.384615 17.87413 39.55944 64.81818
## 4103 2020-01-29 11:40:00 7.384615 17.87413 39.55944 64.81818
## 4104 2020-01-29 11:50:00 7.384615 17.87413 39.55944 64.81818
## 4105 2020-01-29 12:00:00 7.384615 17.87413 39.55944 64.81818
## 4106 2020-01-29 12:10:00 7.384615 17.87413 39.55944 64.81818
## 4107 2020-01-29 12:20:00 7.384615 17.87413 39.55944 64.81818
## 4108 2020-01-29 12:30:00 7.384615 17.87413 39.55944 64.81818
## 4109 2020-01-29 12:40:00 7.384615 17.87413 39.55944 64.81818
## 4110 2020-01-29 12:50:00 7.384615 17.87413 39.55944 64.81818
## 4111 2020-01-29 13:00:00 7.384615 17.87413 39.55944 64.81818
## 4112 2020-01-29 13:10:00 7.384615 17.87413 39.55944 64.81818
## 4113 2020-01-29 13:20:00 7.384615 17.87413 39.55944 64.81818
## 4114 2020-01-29 13:30:00 7.384615 17.87413 39.55944 64.81818
## 4115 2020-01-29 13:40:00 7.384615 17.87413 39.55944 64.81818
## 4116 2020-01-29 13:50:00 7.384615 17.87413 39.55944 64.81818
## 4117 2020-01-29 14:00:00 7.384615 17.87413 39.55944 64.81818
## 4118 2020-01-29 14:10:00 7.384615 17.87413 39.55944 64.81818
## 4119 2020-01-29 14:20:00 7.384615 17.87413 39.55944 64.81818
## 4120 2020-01-29 14:30:00 7.384615 17.87413 39.55944 64.81818
## 4121 2020-01-29 14:40:00 7.384615 17.87413 39.55944 64.81818
## 4122 2020-01-29 14:50:00 7.384615 17.87413 39.55944 64.81818
## 4123 2020-01-29 15:00:00 7.384615 17.87413 39.55944 64.81818
## 4124 2020-01-29 15:10:00 7.384615 17.87413 39.55944 64.81818
## 4125 2020-01-29 15:20:00 7.384615 17.87413 39.55944 64.81818
## 4126 2020-01-29 15:30:00 7.384615 17.87413 39.55944 64.81818
## 4127 2020-01-29 15:40:00 7.384615 17.87413 39.55944 64.81818
## 4128 2020-01-29 15:50:00 7.384615 17.87413 39.55944 64.81818
## 4129 2020-01-29 16:00:00 7.384615 17.87413 39.55944 64.81818
## 4130 2020-01-29 16:10:00 7.384615 17.87413 39.55944 64.81818
## 4131 2020-01-29 16:20:00 7.384615 17.87413 39.55944 64.81818
## 4132 2020-01-29 16:30:00 7.384615 17.87413 39.55944 64.81818
## 4133 2020-01-29 16:40:00 7.384615 17.87413 39.55944 64.81818
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## 4135 2020-01-29 17:00:00 7.384615 17.87413 39.55944 64.81818
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## 4145 2020-01-29 18:40:00 7.384615 17.87413 39.55944 64.81818
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## 4151 2020-01-29 19:40:00 7.384615 17.87413 39.55944 64.81818
## 4152 2020-01-29 19:50:00 7.384615 17.87413 39.55944 64.81818
## 4153 2020-01-29 20:00:00 7.384615 17.87413 39.55944 64.81818
## 4154 2020-01-29 20:10:00 7.384615 17.87413 39.55944 64.81818
## 4155 2020-01-29 20:20:00 7.384615 17.87413 39.55944 64.81818
## 4156 2020-01-29 20:30:00 7.384615 17.87413 39.55944 64.81818
## 4157 2020-01-29 20:40:00 7.384615 17.87413 39.55944 64.81818
## 4158 2020-01-29 20:50:00 7.384615 17.87413 39.55944 64.81818
## 4159 2020-01-29 21:00:00 7.384615 17.87413 39.55944 64.81818
## 4160 2020-01-29 21:10:00 7.384615 17.87413 39.55944 64.81818
## 4161 2020-01-29 21:20:00 7.384615 17.87413 39.55944 64.81818
## 4162 2020-01-29 21:30:00 7.384615 17.87413 39.55944 64.81818
## 4163 2020-01-29 21:40:00 7.384615 17.87413 39.55944 64.81818
## 4164 2020-01-29 21:50:00 7.384615 17.87413 39.55944 64.81818
## 4165 2020-01-29 22:00:00 7.384615 17.87413 39.55944 64.81818
## 4166 2020-01-29 22:10:00 7.384615 17.87413 39.55944 64.81818
## 4167 2020-01-29 22:20:00 7.384615 17.87413 39.55944 64.81818
## 4168 2020-01-29 22:30:00 7.384615 17.87413 39.55944 64.81818
## 4169 2020-01-29 22:40:00 7.384615 17.87413 39.55944 64.81818
## 4170 2020-01-29 22:50:00 7.384615 17.87413 39.55944 64.81818
## 4171 2020-01-29 23:00:00 7.384615 17.87413 39.55944 64.81818
## 4172 2020-01-29 23:10:00 7.384615 17.87413 39.55944 64.81818
## 4173 2020-01-29 23:20:00 7.384615 17.87413 39.55944 64.81818
## 4174 2020-01-29 23:30:00 7.384615 17.87413 39.55944 64.81818
## 4175 2020-01-29 23:40:00 7.384615 17.87413 39.55944 64.81818
## 4176 2020-01-29 23:50:00 7.384615 17.87413 39.55944 64.81818
## 4177 2020-01-30 00:00:00 7.384615 17.87413 39.55944 64.81818
## 4178 2020-01-30 00:10:00 7.384615 17.87413 39.55944 64.81818
## 4179 2020-01-30 00:20:00 7.384615 17.87413 39.55944 64.81818
## 4180 2020-01-30 00:30:00 7.384615 17.87413 39.55944 64.81818
## 4181 2020-01-30 00:40:00 7.384615 17.87413 39.55944 64.81818
## 4182 2020-01-30 00:50:00 7.384615 17.87413 39.55944 64.81818
## 4183 2020-01-30 01:00:00 7.384615 17.87413 39.55944 64.81818
## 4184 2020-01-30 01:10:00 7.384615 17.87413 39.55944 64.81818
## 4185 2020-01-30 01:20:00 7.384615 17.87413 39.55944 64.81818
## 4186 2020-01-30 01:30:00 7.384615 17.87413 39.55944 64.81818
## 4187 2020-01-30 01:40:00 7.384615 17.87413 39.55944 64.81818
## 4188 2020-01-30 01:50:00 7.384615 17.87413 39.55944 64.81818
## 4189 2020-01-30 02:00:00 7.384615 17.87413 39.55944 64.81818
## 4190 2020-01-30 02:10:00 7.384615 17.87413 39.55944 64.81818
## 4191 2020-01-30 02:20:00 7.384615 17.87413 39.55944 64.81818
## 4192 2020-01-30 02:30:00 7.384615 17.87413 39.55944 64.81818
## 4193 2020-01-30 02:40:00 7.384615 17.87413 39.55944 64.81818
## 4194 2020-01-30 02:50:00 7.384615 17.87413 39.55944 64.81818
## 4195 2020-01-30 03:00:00 7.384615 17.87413 39.55944 64.81818
## 4196 2020-01-30 03:10:00 7.384615 17.87413 39.55944 64.81818
## 4197 2020-01-30 03:20:00 7.384615 17.87413 39.55944 64.81818
## 4198 2020-01-30 03:30:00 7.384615 17.87413 39.55944 64.81818
## 4199 2020-01-30 03:40:00 7.384615 17.87413 39.55944 64.81818
## 4200 2020-01-30 03:50:00 7.384615 17.87413 39.55944 64.81818
## 4201 2020-01-30 04:00:00 7.384615 17.87413 39.55944 64.81818
## 4202 2020-01-30 04:10:00 7.384615 17.87413 39.55944 64.81818
## 4203 2020-01-30 04:20:00 7.384615 17.87413 39.55944 64.81818
## 4204 2020-01-30 04:30:00 7.384615 17.87413 39.55944 64.81818
## 4205 2020-01-30 04:40:00 7.384615 17.87413 39.55944 64.81818
## 4206 2020-01-30 04:50:00 7.384615 17.87413 39.55944 64.81818
## 4207 2020-01-30 05:00:00 7.384615 17.87413 39.55944 64.81818
## 4208 2020-01-30 05:10:00 7.384615 17.87413 39.55944 64.81818
## 4209 2020-01-30 05:20:00 7.384615 17.87413 39.55944 64.81818
## 4210 2020-01-30 05:30:00 7.384615 17.87413 39.55944 64.81818
## 4211 2020-01-30 05:40:00 7.384615 17.87413 39.55944 64.81818
## 4212 2020-01-30 05:50:00 7.384615 17.87413 39.55944 64.81818
## 4213 2020-01-30 06:00:00 7.384615 17.87413 39.55944 64.81818
## 4214 2020-01-30 06:10:00 7.384615 17.87413 39.55944 64.81818
## 4215 2020-01-30 06:20:00 7.384615 17.87413 39.55944 64.81818
## 4216 2020-01-30 06:30:00 7.384615 17.87413 39.55944 64.81818
## 4217 2020-01-30 06:40:00 7.384615 17.87413 39.55944 64.81818
## 4218 2020-01-30 06:50:00 7.384615 17.87413 39.55944 64.81818
## 4219 2020-01-30 07:00:00 7.384615 17.87413 39.55944 64.81818
## 4220 2020-01-30 07:10:00 7.384615 17.87413 39.55944 64.81818
## 4221 2020-01-30 07:20:00 7.384615 17.87413 39.55944 64.81818
## 4222 2020-01-30 07:30:00 7.384615 17.87413 39.55944 64.81818
## 4223 2020-01-30 07:40:00 7.384615 17.87413 39.55944 64.81818
## 4224 2020-01-30 07:50:00 7.384615 17.87413 39.55944 64.81818
## 4225 2020-01-30 08:00:00 7.384615 17.87413 39.55944 64.81818
## 4226 2020-01-30 08:10:00 7.384615 17.87413 39.55944 64.81818
## 4227 2020-01-30 08:20:00 7.384615 17.87413 39.55944 64.81818
## 4228 2020-01-30 08:30:00 7.384615 17.87413 39.55944 64.81818
## 4229 2020-01-30 08:40:00 7.384615 17.87413 39.55944 64.81818
## 4230 2020-01-30 08:50:00 7.384615 17.87413 39.55944 64.81818
## 4231 2020-01-30 09:00:00 7.384615 17.87413 39.55944 64.81818
## 4232 2020-01-30 09:10:00 7.384615 17.87413 39.55944 64.81818
## 4233 2020-01-30 09:20:00 7.384615 17.87413 39.55944 64.81818
## 4234 2020-01-30 09:30:00 7.384615 17.87413 39.55944 64.81818
## 4235 2020-01-30 09:40:00 7.384615 17.87413 39.55944 64.81818
## 4236 2020-01-30 09:50:00 7.384615 17.87413 39.55944 64.81818
## 4237 2020-01-30 10:00:00 7.384615 17.87413 39.55944 64.81818
## 4238 2020-01-30 10:10:00 7.384615 17.87413 39.55944 64.81818
## 4239 2020-01-30 10:20:00 7.384615 17.87413 39.55944 64.81818
## 4240 2020-01-30 10:30:00 7.384615 17.87413 39.55944 64.81818
## 4241 2020-01-30 10:40:00 7.384615 17.87413 39.55944 64.81818
## 4242 2020-01-30 10:50:00 7.384615 17.87413 39.55944 64.81818
## 4243 2020-01-30 11:00:00 7.384615 17.87413 39.55944 64.81818
## 4244 2020-01-30 11:10:00 7.384615 17.87413 39.55944 64.81818
## 4245 2020-01-30 11:20:00 7.384615 17.87413 39.55944 64.81818
## 4246 2020-01-30 11:30:00 7.384615 17.87413 39.55944 64.81818
## 4247 2020-01-30 11:40:00 7.384615 17.87413 39.55944 64.81818
## 4248 2020-01-30 11:50:00 7.384615 17.87413 39.55944 64.81818
## 4249 2020-01-30 12:00:00 7.384615 17.87413 39.55944 64.81818
## 4250 2020-01-30 12:10:00 7.384615 17.87413 39.55944 64.81818
## 4251 2020-01-30 12:20:00 7.384615 17.87413 39.55944 64.81818
## 4252 2020-01-30 12:30:00 7.384615 17.87413 39.55944 64.81818
## 4253 2020-01-30 12:40:00 7.384615 17.87413 39.55944 64.81818
## 4254 2020-01-30 12:50:00 7.384615 17.87413 39.55944 64.81818
## 4255 2020-01-30 13:00:00 7.384615 17.87413 39.55944 64.81818
## 4256 2020-01-30 13:10:00 7.384615 17.87413 39.55944 64.81818
## 4257 2020-01-30 13:20:00 7.384615 17.87413 39.55944 64.81818
## 4258 2020-01-30 13:30:00 7.384615 17.87413 39.55944 64.81818
## 4259 2020-01-30 13:40:00 7.384615 17.87413 39.55944 64.81818
## 4260 2020-01-30 13:50:00 7.384615 17.87413 39.55944 64.81818
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## 4262 2020-01-30 14:10:00 7.384615 17.87413 39.55944 64.81818
## 4263 2020-01-30 14:20:00 7.384615 17.87413 39.55944 64.81818
## 4264 2020-01-30 14:30:00 7.384615 17.87413 39.55944 64.81818
## 4265 2020-01-30 14:40:00 7.384615 17.87413 39.55944 64.81818
## 4266 2020-01-30 14:50:00 7.384615 17.87413 39.55944 64.81818
## 4267 2020-01-30 15:00:00 7.384615 17.87413 39.55944 64.81818
## 4268 2020-01-30 15:10:00 7.384615 17.87413 39.55944 64.81818
## 4269 2020-01-30 15:20:00 7.384615 17.87413 39.55944 64.81818
## 4270 2020-01-30 15:30:00 7.384615 17.87413 39.55944 64.81818
## 4271 2020-01-30 15:40:00 7.384615 17.87413 39.55944 64.81818
## 4272 2020-01-30 15:50:00 7.384615 17.87413 39.55944 64.81818
## 4273 2020-01-30 16:00:00 7.384615 17.87413 39.55944 64.81818
## 4274 2020-01-30 16:10:00 7.384615 17.87413 39.55944 64.81818
## 4275 2020-01-30 16:20:00 7.384615 17.87413 39.55944 64.81818
## 4276 2020-01-30 16:30:00 7.384615 17.87413 39.55944 64.81818
## 4277 2020-01-30 16:40:00 7.384615 17.87413 39.55944 64.81818
## 4278 2020-01-30 16:50:00 7.384615 17.87413 39.55944 64.81818
## 4279 2020-01-30 17:00:00 7.384615 17.87413 39.55944 64.81818
## 4280 2020-01-30 17:10:00 7.384615 17.87413 39.55944 64.81818
## 4281 2020-01-30 17:20:00 7.384615 17.87413 39.55944 64.81818
## 4282 2020-01-30 17:30:00 7.384615 17.87413 39.55944 64.81818
## 4283 2020-01-30 17:40:00 7.384615 17.87413 39.55944 64.81818
## 4284 2020-01-30 17:50:00 7.384615 17.87413 39.55944 64.81818
## 4285 2020-01-30 18:00:00 7.384615 17.87413 39.55944 64.81818
## 4286 2020-01-30 18:10:00 7.384615 17.87413 39.55944 64.81818
## 4287 2020-01-30 18:20:00 7.384615 17.87413 39.55944 64.81818
## 4288 2020-01-30 18:30:00 7.384615 17.87413 39.55944 64.81818
## 4289 2020-01-30 18:40:00 7.384615 17.87413 39.55944 64.81818
## 4290 2020-01-30 18:50:00 7.384615 17.87413 39.55944 64.81818
## 4291 2020-01-30 19:00:00 7.384615 17.87413 39.55944 64.81818
## 4292 2020-01-30 19:10:00 7.384615 17.87413 39.55944 64.81818
## 4293 2020-01-30 19:20:00 7.384615 17.87413 39.55944 64.81818
## 4294 2020-01-30 19:30:00 7.384615 17.87413 39.55944 64.81818
## 4295 2020-01-30 19:40:00 7.384615 17.87413 39.55944 64.81818
## 4296 2020-01-30 19:50:00 7.384615 17.87413 39.55944 64.81818
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## 4298 2020-01-30 20:10:00 7.384615 17.87413 39.55944 64.81818
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## 4301 2020-01-30 20:40:00 7.384615 17.87413 39.55944 64.81818
## 4302 2020-01-30 20:50:00 7.384615 17.87413 39.55944 64.81818
## 4303 2020-01-30 21:00:00 7.384615 17.87413 39.55944 64.81818
## 4304 2020-01-30 21:10:00 7.384615 17.87413 39.55944 64.81818
## 4305 2020-01-30 21:20:00 7.384615 17.87413 39.55944 64.81818
## 4306 2020-01-30 21:30:00 7.384615 17.87413 39.55944 64.81818
## 4307 2020-01-30 21:40:00 7.384615 17.87413 39.55944 64.81818
## 4308 2020-01-30 21:50:00 7.384615 17.87413 39.55944 64.81818
## 4309 2020-01-30 22:00:00 7.384615 17.87413 39.55944 64.81818
## 4310 2020-01-30 22:10:00 7.384615 17.87413 39.55944 64.81818
## 4311 2020-01-30 22:20:00 7.384615 17.87413 39.55944 64.81818
## 4312 2020-01-30 22:30:00 7.384615 17.87413 39.55944 64.81818
## 4313 2020-01-30 22:40:00 7.384615 17.87413 39.55944 64.81818
## 4314 2020-01-30 22:50:00 7.384615 17.87413 39.55944 64.81818
## 4315 2020-01-30 23:00:00 7.384615 17.87413 39.55944 64.81818
## 4316 2020-01-30 23:10:00 7.384615 17.87413 39.55944 64.81818
## 4317 2020-01-30 23:20:00 7.384615 17.87413 39.55944 64.81818
## 4318 2020-01-30 23:30:00 7.384615 17.87413 39.55944 64.81818
## 4319 2020-01-30 23:40:00 7.384615 17.87413 39.55944 64.81818
## 4320 2020-01-30 23:50:00 7.384615 17.87413 39.55944 64.81818
## 4321 2020-01-31 00:00:00 7.384615 17.87413 39.55944 64.81818
## 4322 2020-01-31 00:10:00 7.384615 17.87413 39.55944 64.81818
## 4323 2020-01-31 00:20:00 7.384615 17.87413 39.55944 64.81818
## 4324 2020-01-31 00:30:00 7.384615 17.87413 39.55944 64.81818
## 4325 2020-01-31 00:40:00 7.384615 17.87413 39.55944 64.81818
## 4326 2020-01-31 00:50:00 7.384615 17.87413 39.55944 64.81818
## 4327 2020-01-31 01:00:00 7.384615 17.87413 39.55944 64.81818
## 4328 2020-01-31 01:10:00 7.384615 17.87413 39.55944 64.81818
## 4329 2020-01-31 01:20:00 7.384615 17.87413 39.55944 64.81818
## 4330 2020-01-31 01:30:00 7.384615 17.87413 39.55944 64.81818
## 4331 2020-01-31 01:40:00 7.384615 17.87413 39.55944 64.81818
## 4332 2020-01-31 01:50:00 7.384615 17.87413 39.55944 64.81818
## 4333 2020-01-31 02:00:00 7.384615 17.87413 39.55944 64.81818
## 4334 2020-01-31 02:10:00 7.384615 17.87413 39.55944 64.81818
## 4335 2020-01-31 02:20:00 7.384615 17.87413 39.55944 64.81818
## 4336 2020-01-31 02:30:00 7.384615 17.87413 39.55944 64.81818
## 4337 2020-01-31 02:40:00 7.384615 17.87413 39.55944 64.81818
## 4338 2020-01-31 02:50:00 7.384615 17.87413 39.55944 64.81818
## 4339 2020-01-31 03:00:00 7.384615 17.87413 39.55944 64.81818
## 4340 2020-01-31 03:10:00 7.384615 17.87413 39.55944 64.81818
## 4341 2020-01-31 03:20:00 7.384615 17.87413 39.55944 64.81818
## 4342 2020-01-31 03:30:00 7.384615 17.87413 39.55944 64.81818
## 4343 2020-01-31 03:40:00 7.384615 17.87413 39.55944 64.81818
## 4344 2020-01-31 03:50:00 7.384615 17.87413 39.55944 64.81818
## 4345 2020-01-31 04:00:00 7.384615 17.87413 39.55944 64.81818
## 4346 2020-01-31 04:10:00 7.384615 17.87413 39.55944 64.81818
## 4347 2020-01-31 04:20:00 7.384615 17.87413 39.55944 64.81818
## 4348 2020-01-31 04:30:00 7.384615 17.87413 39.55944 64.81818
## 4349 2020-01-31 04:40:00 7.384615 17.87413 39.55944 64.81818
## 4350 2020-01-31 04:50:00 7.384615 17.87413 39.55944 64.81818
## 4351 2020-01-31 05:00:00 7.384615 17.87413 39.55944 64.81818
## 4352 2020-01-31 05:10:00 7.384615 17.87413 39.55944 64.81818
## 4353 2020-01-31 05:20:00 7.384615 17.87413 39.55944 64.81818
## 4354 2020-01-31 05:30:00 7.384615 17.87413 39.55944 64.81818
## 4355 2020-01-31 05:40:00 7.384615 17.87413 39.55944 64.81818
## 4356 2020-01-31 05:50:00 7.384615 17.87413 39.55944 64.81818
## 4357 2020-01-31 06:00:00 7.384615 17.87413 39.55944 64.81818
## 4358 2020-01-31 06:10:00 7.384615 17.87413 39.55944 64.81818
## 4359 2020-01-31 06:20:00 7.384615 17.87413 39.55944 64.81818
## 4360 2020-01-31 06:30:00 7.384615 17.87413 39.55944 64.81818
## 4361 2020-01-31 06:40:00 7.384615 17.87413 39.55944 64.81818
## 4362 2020-01-31 06:50:00 7.384615 17.87413 39.55944 64.81818
## 4363 2020-01-31 07:00:00 7.384615 17.87413 39.55944 64.81818
## 4364 2020-01-31 07:10:00 7.384615 17.87413 39.55944 64.81818
## 4365 2020-01-31 07:20:00 7.384615 17.87413 39.55944 64.81818
## 4366 2020-01-31 07:30:00 7.384615 17.87413 39.55944 64.81818
## 4367 2020-01-31 07:40:00 7.384615 17.87413 39.55944 64.81818
## 4368 2020-01-31 07:50:00 7.384615 17.87413 39.55944 64.81818
## 4369 2020-01-31 08:00:00 7.384615 17.87413 39.55944 64.81818
## 4370 2020-01-31 08:10:00 7.384615 17.87413 39.55944 64.81818
## 4371 2020-01-31 08:20:00 7.384615 17.87413 39.55944 64.81818
## 4372 2020-01-31 08:30:00 7.384615 17.87413 39.55944 64.81818
## 4373 2020-01-31 08:40:00 7.384615 17.87413 39.55944 64.81818
## 4374 2020-01-31 08:50:00 7.384615 17.87413 39.55944 64.81818
## 4375 2020-01-31 09:00:00 7.384615 17.87413 39.55944 64.81818
## 4376 2020-01-31 09:10:00 7.384615 17.87413 39.55944 64.81818
## 4377 2020-01-31 09:20:00 7.384615 17.87413 39.55944 64.81818
## 4378 2020-01-31 09:30:00 7.384615 17.87413 39.55944 64.81818
## 4379 2020-01-31 09:40:00 7.384615 17.87413 39.55944 64.81818
## 4380 2020-01-31 09:50:00 7.384615 17.87413 39.55944 64.81818
## 4381 2020-01-31 10:00:00 7.384615 17.87413 39.55944 64.81818
## 4382 2020-01-31 10:10:00 7.384615 17.87413 39.55944 64.81818
## 4383 2020-01-31 10:20:00 7.384615 17.87413 39.55944 64.81818
## 4384 2020-01-31 10:30:00 7.384615 17.87413 39.55944 64.81818
## 4385 2020-01-31 10:40:00 7.384615 17.87413 39.55944 64.81818
## 4386 2020-01-31 10:50:00 7.384615 17.87413 39.55944 64.81818
## 4387 2020-01-31 11:00:00 7.384615 17.87413 39.55944 64.81818
## 4388 2020-01-31 11:10:00 7.384615 17.87413 39.55944 64.81818
## 4389 2020-01-31 11:20:00 7.384615 17.87413 39.55944 64.81818
## 4390 2020-01-31 11:30:00 7.384615 17.87413 39.55944 64.81818
## 4391 2020-01-31 11:40:00 7.384615 17.87413 39.55944 64.81818
## 4392 2020-01-31 11:50:00 7.384615 17.87413 39.55944 64.81818
## 4393 2020-01-31 12:00:00 7.384615 17.87413 39.55944 64.81818
## 4394 2020-01-31 12:10:00 7.384615 17.87413 39.55944 64.81818
## 4395 2020-01-31 12:20:00 7.384615 17.87413 39.55944 64.81818
## 4396 2020-01-31 12:30:00 7.384615 17.87413 39.55944 64.81818
## 4397 2020-01-31 12:40:00 7.384615 17.87413 39.55944 64.81818
## 4398 2020-01-31 12:50:00 7.384615 17.87413 39.55944 64.81818
## 4399 2020-01-31 13:00:00 7.384615 17.87413 39.55944 64.81818
## 4400 2020-01-31 13:10:00 7.384615 17.87413 39.55944 64.81818
## 4401 2020-01-31 13:20:00 7.384615 17.87413 39.55944 64.81818
## 4402 2020-01-31 13:30:00 7.384615 17.87413 39.55944 64.81818
## 4403 2020-01-31 13:40:00 7.384615 17.87413 39.55944 64.81818
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## 18756 2020-05-10 05:50:00 7.000000 22.00000 29.00000 58.00000
## 18757 2020-05-10 06:00:00 8.000000 24.00000 29.00000 61.00000
## 18758 2020-05-10 06:10:00 9.000000 23.00000 29.00000 61.00000
## 18759 2020-05-10 06:20:00 7.000000 23.00000 29.00000 59.00000
## 18760 2020-05-10 06:30:00 8.000000 23.00000 29.00000 60.00000
## 18761 2020-05-10 06:40:00 8.000000 24.00000 29.00000 61.00000
## 18762 2020-05-10 06:50:00 8.000000 23.00000 29.00000 60.00000
## 18763 2020-05-10 07:00:00 8.000000 28.00000 32.00000 68.00000
## 18764 2020-05-10 07:10:00 8.000000 27.00000 28.00000 63.00000
## 18765 2020-05-10 07:20:00 8.000000 26.00000 41.00000 75.00000
## 18766 2020-05-10 07:30:00 8.000000 26.00000 43.00000 77.00000
## 18767 2020-05-10 07:40:00 8.000000 26.00000 29.00000 63.00000
## 18768 2020-05-10 07:50:00 7.000000 26.00000 65.00000 98.00000
## 18769 2020-05-10 08:00:00 8.000000 24.00000 45.00000 77.00000
## 18770 2020-05-10 08:10:00 8.000000 23.00000 65.00000 96.00000
## 18771 2020-05-10 08:20:00 8.000000 23.00000 41.00000 72.00000
## 18772 2020-05-10 08:30:00 8.000000 23.00000 45.00000 76.00000
## 18773 2020-05-10 08:40:00 8.000000 23.00000 41.00000 72.00000
## 18774 2020-05-10 08:50:00 8.000000 24.00000 50.00000 82.00000
## 18775 2020-05-10 09:00:00 7.000000 23.00000 61.00000 91.00000
## 18776 2020-05-10 09:10:00 8.000000 23.00000 45.00000 76.00000
## 18777 2020-05-10 09:20:00 8.000000 23.00000 44.00000 75.00000
## 18778 2020-05-10 09:30:00 8.000000 23.00000 42.00000 73.00000
## 18779 2020-05-10 09:40:00 8.000000 24.00000 41.00000 73.00000
## 18780 2020-05-10 09:50:00 8.000000 23.00000 44.00000 75.00000
## 18781 2020-05-10 10:00:00 7.000000 27.00000 41.00000 75.00000
## 18782 2020-05-10 10:10:00 8.000000 27.00000 45.00000 80.00000
## 18783 2020-05-10 10:20:00 8.000000 27.00000 43.00000 78.00000
## 18784 2020-05-10 10:30:00 8.000000 26.00000 43.00000 77.00000
## 18785 2020-05-10 10:40:00 8.000000 25.00000 44.00000 77.00000
## 18786 2020-05-10 10:50:00 8.000000 26.00000 45.00000 79.00000
## 18787 2020-05-10 11:00:00 7.000000 31.00000 41.00000 79.00000
## 18788 2020-05-10 11:10:00 8.000000 30.00000 48.00000 86.00000
## 18789 2020-05-10 11:20:00 8.000000 30.00000 46.00000 84.00000
## 18790 2020-05-10 11:30:00 8.000000 32.00000 47.00000 87.00000
## 18791 2020-05-10 11:40:00 8.000000 29.00000 41.00000 78.00000
## 18792 2020-05-10 11:50:00 8.000000 28.00000 42.00000 78.00000
## 18793 2020-05-10 12:00:00 7.000000 29.00000 45.00000 81.00000
## 18794 2020-05-10 12:10:00 8.000000 28.00000 46.00000 82.00000
## 18795 2020-05-10 12:20:00 8.000000 28.00000 46.00000 82.00000
## 18796 2020-05-10 12:30:00 8.000000 25.00000 41.00000 74.00000
## 18797 2020-05-10 12:40:00 8.000000 26.00000 45.00000 79.00000
## 18798 2020-05-10 12:50:00 7.000000 25.00000 46.00000 78.00000
## 18799 2020-05-10 13:00:00 8.000000 26.00000 41.00000 75.00000
## 18800 2020-05-10 13:10:00 8.000000 26.00000 44.00000 78.00000
## 18801 2020-05-10 13:20:00 8.000000 29.00000 42.00000 79.00000
## 18802 2020-05-10 13:30:00 8.000000 29.00000 43.00000 80.00000
## 18803 2020-05-10 13:40:00 8.000000 29.00000 46.00000 83.00000
## 18804 2020-05-10 13:50:00 8.000000 28.00000 44.00000 80.00000
## 18805 2020-05-10 14:00:00 7.000000 28.00000 44.00000 79.00000
## 18806 2020-05-10 14:10:00 8.000000 29.00000 42.00000 79.00000
## 18807 2020-05-10 14:20:00 8.000000 27.00000 40.00000 75.00000
## 18808 2020-05-10 14:30:00 8.000000 29.00000 42.00000 79.00000
## 18809 2020-05-10 14:40:00 8.000000 28.00000 41.00000 77.00000
## 18810 2020-05-10 14:50:00 8.000000 28.00000 49.00000 85.00000
## 18811 2020-05-10 15:00:00 7.000000 28.00000 58.00000 93.00000
## 18812 2020-05-10 15:10:00 8.000000 28.00000 44.00000 80.00000
## 18813 2020-05-10 15:20:00 8.000000 28.00000 42.00000 78.00000
## 18814 2020-05-10 15:30:00 8.000000 29.00000 42.00000 79.00000
## 18815 2020-05-10 15:40:00 8.000000 28.00000 44.00000 80.00000
## 18816 2020-05-10 15:50:00 8.000000 28.00000 42.00000 78.00000
## 18817 2020-05-10 16:00:00 8.000000 28.00000 41.00000 77.00000
## 18818 2020-05-10 16:10:00 8.000000 28.00000 47.00000 83.00000
## 18819 2020-05-10 16:20:00 8.000000 28.00000 59.00000 95.00000
## 18820 2020-05-10 16:30:00 8.000000 27.00000 44.00000 79.00000
## 18821 2020-05-10 16:40:00 7.000000 28.00000 64.00000 99.00000
## 18822 2020-05-10 16:50:00 8.000000 27.00000 42.00000 77.00000
## 18823 2020-05-10 17:00:00 8.000000 26.00000 41.00000 75.00000
## 18824 2020-05-10 17:10:00 8.000000 27.00000 42.00000 77.00000
## 18825 2020-05-10 17:20:00 8.000000 29.00000 46.00000 83.00000
## 18826 2020-05-10 17:30:00 8.000000 27.00000 44.00000 79.00000
## 18827 2020-05-10 17:40:00 7.000000 27.00000 46.00000 80.00000
## 18828 2020-05-10 17:50:00 8.000000 25.00000 45.00000 78.00000
## 18829 2020-05-10 18:00:00 8.000000 26.00000 41.00000 75.00000
## 18830 2020-05-10 18:10:00 8.000000 25.00000 41.00000 74.00000
## 18831 2020-05-10 18:20:00 8.000000 26.00000 41.00000 75.00000
## 18832 2020-05-10 18:30:00 8.000000 26.00000 41.00000 75.00000
## 18833 2020-05-10 18:40:00 7.000000 25.00000 42.00000 74.00000
## 18834 2020-05-10 18:50:00 8.000000 26.00000 44.00000 78.00000
## 18835 2020-05-10 19:00:00 8.000000 25.00000 41.00000 74.00000
## 18836 2020-05-10 19:10:00 8.000000 23.00000 41.00000 72.00000
## 18837 2020-05-10 19:20:00 8.000000 24.00000 41.00000 73.00000
## 18838 2020-05-10 19:30:00 7.000000 22.00000 65.00000 94.00000
## 18839 2020-05-10 19:40:00 9.000000 24.00000 42.00000 75.00000
## 18840 2020-05-10 19:50:00 7.000000 22.00000 40.00000 69.00000
## 18841 2020-05-10 20:00:00 8.000000 23.00000 41.00000 72.00000
## 18842 2020-05-10 20:10:00 8.000000 23.00000 44.00000 75.00000
## 18843 2020-05-10 20:20:00 8.000000 23.00000 65.00000 96.00000
## 18844 2020-05-10 20:30:00 8.000000 23.00000 42.00000 73.00000
## 18845 2020-05-10 20:40:00 7.000000 29.00000 41.00000 77.00000
## 18846 2020-05-10 20:50:00 8.000000 27.00000 41.00000 76.00000
## 18847 2020-05-10 21:00:00 8.000000 26.00000 41.00000 75.00000
## 18848 2020-05-10 21:10:00 8.000000 28.00000 42.00000 78.00000
## 18849 2020-05-10 21:20:00 8.000000 30.00000 42.00000 80.00000
## 18850 2020-05-10 21:30:00 7.000000 29.00000 41.00000 77.00000
## 18851 2020-05-10 21:40:00 8.000000 26.00000 41.00000 75.00000
## 18852 2020-05-10 21:50:00 8.000000 25.00000 41.00000 74.00000
## 18853 2020-05-10 22:00:00 8.000000 26.00000 41.00000 75.00000
## 18854 2020-05-10 22:10:00 8.000000 25.00000 64.00000 97.00000
## 18855 2020-05-10 22:20:00 8.000000 23.00000 43.00000 74.00000
## 18856 2020-05-10 22:30:00 8.000000 23.00000 41.00000 72.00000
## 18857 2020-05-10 22:40:00 7.000000 23.00000 41.00000 71.00000
## 18858 2020-05-10 22:50:00 8.000000 23.00000 41.00000 72.00000
## 18859 2020-05-10 23:00:00 8.000000 23.00000 41.00000 72.00000
## 18860 2020-05-10 23:10:00 8.000000 24.00000 42.00000 74.00000
## 18861 2020-05-10 23:20:00 8.000000 33.00000 41.00000 82.00000
## 18862 2020-05-10 23:30:00 8.000000 33.00000 41.00000 82.00000
## 18863 2020-05-10 23:40:00 8.000000 30.00000 41.00000 79.00000
## 18864 2020-05-10 23:50:00 8.000000 29.00000 41.00000 78.00000
# Jumlah NA setelah cleaning data Librar
print(colSums(is.na(lib_energy[, c('m1', 'm2', 'm3', 'total_energy')])))
## m1 m2 m3 total_energy
## 0 0 0 0
# Cek apakah ada duplikasi pada data wifi_resampled enggunakan kolom 'time' untuk mengidentifikasi duplikat
sum(duplicated(wifi_resampled$time))
## [1] 0
# Cek apakah ada duplikasi pada data lib_energy menggunakan kolom 'ts' untuk mengidentifikasi duplikat
sum(duplicated(lib_energy$ts))
## [1] 0
# Gabungkan data frame wifi_resampled dan lib_energy berdasarkan waktu.
# Inner join hanya akan mempertahankan baris yang memiliki kecocokan di kedua data frame.
df <- wifi_resampled %>%
inner_join(lib_energy, by = c("time" = "ts"))
# Ambil hanya kolom yang digunakan
df <- df %>%
select(time, `occupancy`, total_energy)
# Buat kolom-kolom baru berdasarkan data waktu
df <- df %>%
mutate(
date = as.Date(time),
hour = hour(time),
hour_of_day = format(time, "%H:%M:%S"), # Ubah format waktu menjadi string
day_of_week = wday(time, week_start = 1) - 1, # Hari Senin = 0, Minggu = 6
weekend = day_of_week >= 5 # 5 dan 6 adalah hari Sabtu dan Minggu
)
# Tampilkan beberapa baris pertama dari data hasil
print(df)
## # A tibble: 2,055 × 8
## time occupancy total_energy date hour hour_of_day
## <dttm> <dbl> <dbl> <date> <int> <chr>
## 1 2020-02-01 00:00:00 13.1 64.8 2020-02-01 0 00:00:00
## 2 2020-02-01 00:10:00 11.8 97 2020-02-01 0 00:10:00
## 3 2020-02-01 00:20:00 10 96 2020-02-01 0 00:20:00
## 4 2020-02-01 00:30:00 8.79 100 2020-02-01 0 00:30:00
## 5 2020-02-01 00:40:00 7.07 89 2020-02-01 0 00:40:00
## 6 2020-02-01 00:50:00 6 91 2020-02-01 0 00:50:00
## 7 2020-02-01 01:00:00 5.29 90 2020-02-01 1 01:00:00
## 8 2020-02-01 01:10:00 4.95 92 2020-02-01 1 01:10:00
## 9 2020-02-01 01:20:00 4.86 87 2020-02-01 1 01:20:00
## 10 2020-02-01 01:30:00 4.79 83 2020-02-01 1 01:30:00
## # ℹ 2,045 more rows
## # ℹ 2 more variables: day_of_week <dbl>, weekend <lgl>
#install.packages("caret")
#library(caret)
library(dplyr)
# bikin preprocessor
#preproc2 <- preProcess(df %>% select(occupancy) %>% as.data.frame(), method = "range")
# hasil normalisasi
#df$Occupancy_MinMax <- predict(preproc2, df %>% select(occupancy) %>% as.data.frame())[,1]
# 1. PASTIKAN NUMERIC
df <- df %>% mutate(total_energy = as.numeric(total_energy))
# 2. NORMALISASI MIN-MAX MANUAL
min_val <- min(df$total_energy, na.rm = TRUE)
max_val <- max(df$total_energy, na.rm = TRUE)
df$energy_MinMax <- (df$total_energy - min_val) / (max_val - min_val)
# 3. STANDARDISASI Z-SCORE MANUAL
mean_val <- mean(df$total_energy, na.rm = TRUE)
sd_val <- sd(df$total_energy, na.rm = TRUE)
df$energy_Zscore <- (df$total_energy - mean_val) / sd_val
# 4. CEK HASIL
print("Hasil Normalisasi:")
## [1] "Hasil Normalisasi:"
print(head(df %>% select(total_energy, energy_MinMax, energy_Zscore)))
## # A tibble: 6 × 3
## total_energy energy_MinMax energy_Zscore
## <dbl> <dbl> <dbl>
## 1 64.8 0.0989 -1.78
## 2 97 0.3 -1.03
## 3 96 0.294 -1.05
## 4 100 0.319 -0.962
## 5 89 0.25 -1.22
## 6 91 0.262 -1.17
# 5. SUMMARY
print("Summary Statistics:")
## [1] "Summary Statistics:"
print(summary(df %>% select(total_energy, energy_MinMax, energy_Zscore)))
## total_energy energy_MinMax energy_Zscore
## Min. : 49.0 Min. :0.0000 Min. :-2.1497
## 1st Qu.:102.0 1st Qu.:0.3312 1st Qu.:-0.9150
## Median :148.0 Median :0.6188 Median : 0.1566
## Mean :141.3 Mean :0.5767 Mean : 0.0000
## 3rd Qu.:181.0 3rd Qu.:0.8250 3rd Qu.: 0.9254
## Max. :209.0 Max. :1.0000 Max. : 1.5777
library(ggplot2)
df %>%
ggplot(aes(x = time)) +
geom_line(aes(y = total_energy)) +
geom_line(aes(y = energy_MinMax * max(total_energy))) +
scale_y_continuous(
name = "Energy Consumption (Asli)",
sec.axis = sec_axis(~./max(df$total_energy), name = "MinMax (0-1)")
) +
labs(title = "Visualisasi Data Asli vs Data Normalisasi (Dual Axis)",
x = "Waktu") +
theme_minimal() +
theme(legend.title = element_blank(),
axis.title.y.left = element_text(color = "black"),
axis.title.y.right = element_text(color = "black"))
# pastikan numeric
df <- df %>% mutate(occupancy = as.numeric(occupancy))
# bikin preprocessor
#preproc2 <- preProcess(df %>% select(occupancy) %>% as.data.frame(), method = "range")
# hasil normalisasi
#df$Occupancy_MinMax <- predict(preproc2, df %>% select(occupancy) %>% as.data.frame())[,1]
min_max_normalize <- function(x) {
(x - min(x, na.rm = TRUE)) / (max(x, na.rm = TRUE) - min(x, na.rm = TRUE))
}
# hasil normalisasi
df$Occupancy_MinMax= min_max_normalize(df$occupancy)
# tampilkan hasil
print("Hasil Normalisasi Min-Max:")
## [1] "Hasil Normalisasi Min-Max:"
print(summary(df$Occupancy_MinMax))
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0253 0.1687 0.2769 0.4695 1.0000
print(head(df %>% select(occupancy, Occupancy_MinMax)))
## # A tibble: 6 × 2
## occupancy Occupancy_MinMax
## <dbl> <dbl>
## 1 13.1 0.0392
## 2 11.8 0.0347
## 3 10 0.0285
## 4 8.79 0.0243
## 5 7.07 0.0184
## 6 6 0.0146
df %>%
ggplot(aes(x = time)) +
geom_line(aes(y = occupancy)) +
geom_line(aes(y = Occupancy_MinMax * max(occupancy))) +
scale_y_continuous(
name = "Occupancy (Asli)",
sec.axis = sec_axis(~./max(df$total_energy), name = "MinMax (0-1)")
) +
labs(title = "Visualisasi Data Asli vs Data Normalisasi (Dual Axis)",
x = "Waktu") +
theme_minimal() +
theme(legend.title = element_blank(),
axis.title.y.left = element_text(color = "black"),
axis.title.y.right = element_text(color = "black"))
ggplot(df, aes(x = Occupancy_MinMax, y = energy_MinMax)) +
geom_point(color = "black", size = 3) +
labs(title = "Scatterplot Occupancy vs Energy",
x = "Occupancy",
y = "Energy") +
theme_minimal()
library(ggplot2)
library(dplyr)
library(tidyr)
## Warning: package 'tidyr' was built under R version 4.3.3
library(lubridate)
# Konversi character ke hms (jam:menit:detik)
df <- df %>%
mutate(
hour_of_day = hms::as_hms(hour_of_day), # jadi tipe waktu
date = as.Date(time)
)
# Hitung rata-rata per jam (dari semua hari)
mean1 <- df %>%
group_by(hour_of_day) %>%
summarise(
mean_minmax = mean(Occupancy_MinMax, na.rm = TRUE),
mean_orig = mean(occupancy, na.rm = TRUE),
.groups = "drop"
)
# Hitung range untuk scaling manual
range_orig <- range(df$occupancy, na.rm = TRUE)
range_scaled <- range(df$Occupancy_MinMax, na.rm = TRUE)
scale_factor <- diff(range_orig) / diff(range_scaled)
ggplot() +
# Occupancy MinMax (harian, diskalakan)
geom_line(data = df,
aes(x = hour_of_day, y = Occupancy_MinMax * scale_factor,
group = date),
color = "gray", alpha = 0.2) +
# Occupancy Original (harian)
geom_line(data = df,
aes(x = hour_of_day, y = occupancy,
group = date),
color = "blue", alpha = 0.2) +
# Rata-rata Occupancy MinMax (diskalakan)
geom_line(data = mean1,
aes(x = hour_of_day, y = mean_minmax * scale_factor),
color = "black", size = 0.9, linetype = "dashed") +
# Rata-rata Occupancy Original
geom_line(data = mean1,
aes(x = hour_of_day, y = mean_orig),
color = "red", size = 0.9) +
scale_x_time(
breaks = scales::breaks_width("3 hour"),
labels = scales::time_format("%H:%M")
) +
scale_y_continuous(
name = "Occupancy (Original Scale)",
sec.axis = sec_axis(~ . / scale_factor, name = "Occupancy (Min-Max Scaled)")
) +
labs(
x = "Time of Day",
title = "Daily Profiles of Occupancy (Overlay with Mean)"
) +
theme_minimal() +
theme(
axis.title.y.left = element_text(color = "blue"),
axis.text.y.left = element_text(color = "blue"),
axis.title.y.right = element_text(color = "gray"),
axis.text.y.right = element_text(color = "gray")
)
## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
# Rata-rata per waktu (agregasi across days)
df_mean <- df %>%
group_by(hour_of_day) %>%
summarise(
mean_minmax = mean(energy_MinMax, na.rm = TRUE),
mean_orig = mean(total_energy, na.rm = TRUE),
.groups = "drop"
)
# Range asli & minmax
min_orig <- min(df$total_energy, na.rm = TRUE)
max_orig <- max(df$total_energy, na.rm = TRUE)
min_scaled <- min(df$energy_MinMax, na.rm = TRUE)
max_scaled <- max(df$energy_MinMax, na.rm = TRUE)
# Hitung slope & intercept
b <- (max_orig - min_orig) / (max_scaled - min_scaled)
a <- min_orig - b * min_scaled
ggplot() +
# MinMax (ditransformasi ke skala original)
geom_line(data = df,
aes(x = hour_of_day, y = a + b * energy_MinMax, group = date),
color = "gray", alpha = 0.3) +
# Original
geom_line(data = df,
aes(x = hour_of_day, y = total_energy, group = date),
color = "blue", alpha = 0.1) +
# Overlay rata-rata - MinMax
geom_line(data = df_mean,
aes(x = hour_of_day, y = a + b * mean_minmax),
color = "black", size = 0.9, linetype = "dashed") +
# Overlay rata-rata - Original
geom_line(data = df_mean,
aes(x = hour_of_day, y = mean_orig),
color = "red", size = 0.9) +
scale_x_time(
breaks = scales::breaks_width("3 hour"),
labels = scales::time_format("%H:%M")
) +
scale_y_continuous(
name = "Energy (Original Scale)",
sec.axis = sec_axis(~ (. - a) / b, name = "Energy (Min-Max Scaled)")
) +
labs(
x = "Time of Day",
title = "Daily Profiles of Energy"
) +
theme_minimal() +
theme(
axis.title.y.left = element_text(color = "blue"),
axis.text.y.left = element_text(color = "blue"),
axis.title.y.right = element_text(color = "gray"),
axis.text.y.right = element_text(color = "gray")
)
#Identify peak hour
# Cari jam dengan rata-rata occupancy tertinggi
# Cari peak hour berdasarkan occupancy original
peak_orig <- mean1 %>%
slice(which.max(mean_orig)) %>%
select(hour_of_day, mean_orig)
# Cari peak hour berdasarkan occupancy min-max scaled
peak_minmax <- mean1 %>%
slice(which.max(mean_minmax)) %>%
select(hour_of_day, mean_minmax)
peak_orig
## # A tibble: 1 × 2
## hour_of_day mean_orig
## <time> <dbl>
## 1 15:30 212.
peak_minmax
## # A tibble: 1 × 2
## hour_of_day mean_minmax
## <time> <dbl>
## 1 15:30 0.731
#misaligned
df_anom <- df %>%
mutate(
anomaly = case_when(
Occupancy_MinMax > 0.7 & energy_MinMax < 0.3 ~ "High Occ - Low Energy",
Occupancy_MinMax < 0.3 & energy_MinMax > 0.7 ~ "Low Occ - High Energy",
TRUE ~ "Normal"
)
)
# Filter anomaly
high_occ_low_energy <- df_anom %>% filter(anomaly == "High Occ - Low Energy")
low_occ_high_energy <- df_anom %>% filter(anomaly == "Low Occ - High Energy")
# 3. PRINT SEMUA HASIL SEKALIGUS
cat("=== HASIL DETEKSI ANOMALI ===\n\n")
## === HASIL DETEKSI ANOMALI ===
cat("1. HIGH OCCUPANCY - LOW ENERGY:\n")
## 1. HIGH OCCUPANCY - LOW ENERGY:
if(nrow(high_occ_low_energy) == 0) {
cat(" Tidak ada data yang memenuhi kriteria\n\n")
} else {
print(high_occ_low_energy %>% select(time, occupancy, total_energy, Occupancy_MinMax, energy_MinMax, anomaly))
cat("\n")
}
## Tidak ada data yang memenuhi kriteria
cat("2. LOW OCCUPANCY - HIGH ENERGY:\n")
## 2. LOW OCCUPANCY - HIGH ENERGY:
if(nrow(low_occ_high_energy) == 0) {
cat(" Tidak ada data yang memenuhi kriteria\n\n")
} else {
print(low_occ_high_energy %>% select(time, occupancy, total_energy, Occupancy_MinMax, energy_MinMax, anomaly))
cat("\n")
}
## # A tibble: 111 × 6
## time occupancy total_energy Occupancy_MinMax energy_MinMax
## <dttm> <dbl> <dbl> <dbl> <dbl>
## 1 2020-02-01 12:30:00 59.5 162 0.200 0.706
## 2 2020-02-01 13:00:00 62.7 166 0.212 0.731
## 3 2020-02-01 13:10:00 64.9 168 0.219 0.744
## 4 2020-02-01 13:20:00 68.3 168 0.231 0.744
## 5 2020-02-01 13:30:00 74 168 0.251 0.744
## 6 2020-02-01 18:00:00 83.9 178 0.285 0.806
## 7 2020-02-01 18:10:00 85.3 163 0.290 0.712
## 8 2020-02-01 18:30:00 80.7 169 0.274 0.75
## 9 2020-02-02 12:30:00 75.8 163 0.257 0.712
## 10 2020-02-02 12:40:00 75.7 167 0.257 0.738
## # ℹ 101 more rows
## # ℹ 1 more variable: anomaly <chr>
cat("3. SUMMARY:\n")
## 3. SUMMARY:
cat(" Total data High Occ - Low Energy:", nrow(high_occ_low_energy), "\n")
## Total data High Occ - Low Energy: 0
cat(" Total data Low Occ - High Energy:", nrow(low_occ_high_energy), "\n")
## Total data Low Occ - High Energy: 111
cat(" Total data Normal:", nrow(df_anom) - nrow(high_occ_low_energy) - nrow(low_occ_high_energy), "\n")
## Total data Normal: 1944
library(dplyr)
library(lubridate)
library(ggplot2)
# Pastikan kolom time sudah format datetime
df$time <- as.POSIXct(df$time)
# Tambahkan kolom hari dan weekend
df <- df %>%
mutate(
day_of_week = wday(time, label = TRUE), # nama hari (Sun, Mon, etc)
is_weekend = wday(time) %in% c(1, 7) # 1 = Minggu, 7 = Sabtu
)
# Split data
df_weekday <- df %>% filter(is_weekend == FALSE) # Hari kerja
df_weekend <- df %>% filter(is_weekend == TRUE) # Akhir pekan
# Cek jumlah data
cat("Jumlah data weekday:", nrow(df_weekday), "\n")
## Jumlah data weekday: 1440
cat("Jumlah data weekend:", nrow(df_weekend), "\n")
## Jumlah data weekend: 615
#PLOT Time Series
library(gridExtra)
## Warning: package 'gridExtra' was built under R version 4.3.3
##
## Attaching package: 'gridExtra'
## The following object is masked from 'package:dplyr':
##
## combine
# Plot 1: Time Series Energy (Weekday vs Weekend)
plot_energy <- ggplot() +
# Plot data WEEKDAY
geom_line(data = df_weekday, aes(x = time, y = total_energy, color = "Weekday - Asli")) +
geom_line(data = df_weekday, aes(x = time, y = energy_MinMax * max(df$total_energy),
color = "Weekday - Normalisasi"), linetype = "dashed") +
# Plot data WEEKEND
geom_line(data = df_weekend, aes(x = time, y = total_energy, color = "Weekend - Asli")) +
geom_line(data = df_weekend, aes(x = time, y = energy_MinMax * max(df$total_energy),
color = "Weekend - Normalisasi"), linetype = "dashed") +
scale_y_continuous(
name = "Energy Consumption (Asli)",
sec.axis = sec_axis(~./max(df$total_energy), name = "MinMax (0-1)")
) +
scale_color_manual(values = c(
"Weekday - Asli" = "blue",
"Weekday - Normalisasi" = "lightblue",
"Weekend - Asli" = "red",
"Weekend - Normalisasi" = "pink"
)) +
labs(title = "Time Series Energy: Weekday vs Weekend",
x = "Waktu",
color = "Kategori") +
theme_minimal() +
theme(legend.position = "bottom",
axis.title.y.left = element_text(color = "black"),
axis.title.y.right = element_text(color = "black"))
# Plot 2: Time Series Occupancy (Weekday vs Weekend) - DUAL AXIS
plot_occupancy <- ggplot() +
# Plot data WEEKDAY
geom_line(data = df_weekday, aes(x = time, y = occupancy, color = "Weekday - Asli")) +
geom_line(data = df_weekday, aes(x = time, y = Occupancy_MinMax * max(df$occupancy),
color = "Weekday - Normalisasi"), linetype = "dashed") +
# Plot data WEEKEND
geom_line(data = df_weekend, aes(x = time, y = occupancy, color = "Weekend - Asli")) +
geom_line(data = df_weekend, aes(x = time, y = Occupancy_MinMax * max(df$occupancy),
color = "Weekend - Normalisasi"), linetype = "dashed") +
scale_y_continuous(
name = "Occupancy (Asli)",
sec.axis = sec_axis(~./max(df$occupancy), name = "MinMax (0-1)")
) +
scale_color_manual(values = c(
"Weekday - Asli" = "blue",
"Weekday - Normalisasi" = "lightblue",
"Weekend - Asli" = "red",
"Weekend - Normalisasi" = "pink"
)) +
labs(title = "Time Series Occupancy: Weekday vs Weekend",
x = "Waktu",
color = "Kategori") +
theme_minimal() +
theme(legend.position = "bottom",
axis.title.y.left = element_text(color = "black"),
axis.title.y.right = element_text(color = "black"))
# Tampilkan kedua plot bersebelahan
grid.arrange(plot_energy, plot_occupancy, ncol = 1)
#Plot Daily Profile
# Plot 1 : Daily Profile Occupancy (Weekday vs Weekend)
library(ggplot2)
library(dplyr)
library(lubridate)
# Pastikan kolom time dan occupancy ada
if(all(c("time", "occupancy", "Occupancy_MinMax") %in% colnames(df))) {
df$time <- as.POSIXct(df$time)
df$hour <- hour(df$time)
df$day_type <- ifelse(wday(df$time) %in% c(1, 7), "Weekend", "Weekday")
# Hitung rata-rata per jam
mean_data <- df %>%
group_by(hour, day_type) %>%
summarise(
mean_occupancy = mean(occupancy, na.rm = TRUE),
mean_minmax = mean(Occupancy_MinMax, na.rm = TRUE),
.groups = "drop"
)
# Hitung scaling factor untuk dual axis
max_occupancy <- max(df$occupancy, na.rm = TRUE)
ggplot(mean_data, aes(x = hour, color = day_type)) +
geom_line(aes(y = mean_occupancy), linewidth = 1.2) +
geom_line(aes(y = mean_minmax * max_occupancy), linetype = "dashed", linewidth = 1.2) +
scale_x_continuous(
breaks = seq(0, 24, by = 3), # Break setiap 3 jam
labels = function(x) {
sprintf("%02d:00", x) # Format menjadi "00:00", "03:00", dst.
},
limits = c(0, 24) # Batas dari 0 sampai 24
) +
scale_y_continuous(
name = "Occupancy (Original Scale)",
sec.axis = sec_axis(~./max_occupancy, name = "Occupancy (Min-Max Scaled)")
) +
scale_color_manual(values = c("Weekday" = "blue", "Weekend" = "red")) +
labs(
x = "Time of Day",
title = "Daily Occupancy Profile: Weekday vs Weekend",
color = "Day Type"
) +
theme_minimal() +
theme(
axis.text.x = element_text(angle = 0, hjust = 0.5), # Teks horizontal
axis.title.y.left = element_text(color = "black"),
axis.title.y.right = element_text(color = "gray"),
axis.text.y.left = element_text(color = "black"),
axis.text.y.right = element_text(color = "gray")
)
} else {
print("Error: Kolom 'time', 'occupancy', atau 'Occupancy_MinMax' tidak ditemukan dalam data frame")
print(colnames(df))
}
#Plot 2 : Daily Profile Energy (Weekday vs Weekend)
library(ggplot2)
library(dplyr)
library(lubridate)
if(all(c("time", "total_energy", "energy_MinMax") %in% colnames(df))) {
df$time <- as.POSIXct(df$time)
df$hour <- hour(df$time)
df$day_type <- ifelse(wday(df$time) %in% c(1, 7), "Weekend", "Weekday")
# Hitung rata-rata per jam
mean_data <- df %>%
group_by(hour, day_type) %>%
summarise(
mean_energy = mean(total_energy, na.rm = TRUE),
.groups = "drop"
)
# Hitung max energy untuk scaling
max_energy <- max(df$total_energy, na.rm = TRUE)
ggplot(mean_data, aes(x = hour, y = mean_energy, color = day_type)) +
geom_line(linewidth = 1.2) +
geom_point(size = 2) +
scale_x_continuous(
breaks = seq(0, 24, by = 3),
labels = function(x) {
sprintf("%02d:00", x)
},
limits = c(0, 24)
) +
scale_y_continuous(
name = "Energy Consumption (Asli)",
limits = c(0, 250), # Skala 0-250 untuk sumbu kiri
sec.axis = sec_axis(
trans = ~ . / max_energy * 0.8, # Transformasi untuk skala 0-0.8
name = "Energy (Min-Max Scaled)",
breaks = seq(0, 0.8, by = 0.2) # Break setiap 0.2
)
) +
scale_color_manual(values = c("Weekday" = "blue", "Weekend" = "red")) +
labs(
x = "Time of Day",
title = "Daily Energy Profile: Weekday vs Weekend",
color = "Day Type"
) +
theme_minimal() +
theme(
axis.text.x = element_text(angle = 0, hjust = 0.5),
axis.title.y.left = element_text(color = "black"),
axis.title.y.right = element_text(color = "gray"),
axis.text.y.left = element_text(color = "black"),
axis.text.y.right = element_text(color = "gray")
)
} else {
print("Error: Kolom yang diperlukan tidak ditemukan dalam data frame")
print(colnames(df))
}
## Warning: The `trans` argument of `sec_axis()` is deprecated as of ggplot2 3.5.0.
## ℹ Please use the `transform` argument instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
