Data Cleaning Manufacturing Quality
Muharakhmi Arrizki
2026-05-10
Data Cleaning
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.2.1 ✔ readr 2.2.0
## ✔ forcats 1.0.1 ✔ stringr 1.6.0
## ✔ ggplot2 4.0.3 ✔ tibble 3.3.1
## ✔ lubridate 1.9.5 ✔ tidyr 1.3.2
## ✔ purrr 1.2.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(naniar)
library(lubridate)
# Load data
df_mfg <- read.csv("02_MANUFACTURING_QUALITY.csv")
# Profiling singkat
glimpse(df_mfg)## Rows: 1,000
## Columns: 7
## $ production_line <int> 3, 4, 3, 2, 2, 1, 1, 2, 5, 5, 4, 1, 4, 1, 2, 5, 5, 2, …
## $ shift <chr> "Night", "Morning", "Afternoon", "Afternoon", "Night",…
## $ timestamp <chr> "2024-01-01 00:00:00", "2024-01-01 01:00:00", "2024-01…
## $ weight <dbl> 508.6619, 505.0686, 503.5621, 500.5776, 503.8322, 512.…
## $ defect_count <int> 0, 3, 2, 6, 2, 2, 4, 3, 1, 2, 2, 3, 2, 1, 0, 2, 2, 1, …
## $ temperature <dbl> 32.74513, 26.56423, 34.52342, 34.31234, 31.59914, 33.9…
## $ humidity <dbl> 40.72798, 72.08712, 77.87584, 41.28258, 41.82324, 53.7…gg_miss_var(df_mfg) # Cek kolom mana yang paling banyak NA
#panggil dataset
df_mfg## production_line shift timestamp weight defect_count
## 1 3 Night 2024-01-01 00:00:00 508.6619 0
## 2 4 Morning 2024-01-01 01:00:00 505.0686 3
## 3 3 Afternoon 2024-01-01 02:00:00 503.5621 2
## 4 2 Afternoon 2024-01-01 03:00:00 500.5776 6
## 5 2 Night 2024-01-01 04:00:00 503.8322 2
## 6 1 Afternoon 2024-01-01 05:00:00 512.1443 2
## 7 1 Night 2024-01-01 06:00:00 498.5665 4
## 8 2 Night 2024-01-01 07:00:00 503.1050 3
## 9 5 Afternoon 2024-01-01 08:00:00 510.3784 1
## 10 5 Night 2024-01-01 09:00:00 508.7469 2
## 11 4 Afternoon 2024-01-01 10:00:00 511.0000 2
## 12 1 Morning 2024-01-01 11:00:00 505.6108 3
## 13 4 Morning 2024-01-01 12:00:00 506.3888 2
## 14 1 Afternoon 2024-01-01 13:00:00 505.4015 1
## 15 2 Afternoon 2024-01-01 14:00:00 510.3534 0
## 16 5 Afternoon 2024-01-01 15:00:00 506.0193 2
## 17 5 Afternoon 2024-01-01 16:00:00 508.4065 2
## 18 2 Morning 2024-01-01 17:00:00 505.5448 1
## 19 4 Night 2024-01-01 18:00:00 498.9028 1
## 20 4 Night 2024-01-01 19:00:00 501.4228 0
## 21 3 Morning 2024-01-01 20:00:00 502.0454 4
## 22 1 Night 2024-01-01 21:00:00 450.0000 1
## 23 4 Morning 2024-01-01 22:00:00 511.2352 0
## 24 2 Night 2024-01-01 23:00:00 506.0872 1
## 25 4 Afternoon 2024-01-02 00:00:00 504.6826 1
## 26 5 Afternoon 2024-01-02 01:00:00 508.7157 2
## 27 1 Afternoon 2024-01-02 02:00:00 500.6443 3
## 28 3 Morning 2024-01-02 03:00:00 503.5309 3
## 29 1 Morning 2024-01-02 04:00:00 503.0880 2
## 30 5 Night 2024-01-02 05:00:00 506.1941 3
## 31 5 Night 2024-01-02 06:00:00 507.6875 3
## 32 5 Night 2024-01-02 07:00:00 506.4145 3
## 33 5 Morning 2024-01-02 08:00:00 506.4619 2
## 34 2 Night 2024-01-02 09:00:00 503.9167 2
## 35 3 Afternoon 2024-01-02 10:00:00 NA 1
## 36 5 Night 2024-01-02 11:00:00 502.4805 3
## 37 5 Afternoon 2024-01-02 12:00:00 507.0224 2
## 38 4 Morning 2024-01-02 13:00:00 503.4982 2
## 39 3 Afternoon 2024-01-02 14:00:00 501.6355 1
## 40 1 Afternoon 2024-01-02 15:00:00 505.1135 0
## 41 3 Afternoon 2024-01-02 16:00:00 499.2607 2
## 42 3 Morning 2024-01-02 17:00:00 509.4231 1
## 43 3 Morning 2024-01-02 18:00:00 507.3913 2
## 44 5 Morning 2024-01-02 19:00:00 506.0109 1
## 45 5 Morning 2024-01-02 20:00:00 500.1289 2
## 46 2 Night 2024-01-02 21:00:00 502.8994 1
## 47 1 Morning 2024-01-02 22:00:00 505.1217 1
## 48 4 Afternoon 2024-01-02 23:00:00 504.2107 3
## 49 3 Morning 2024-01-03 00:00:00 499.9343 3
## 50 1 Night 2024-01-03 01:00:00 501.0507 2
## 51 1 Night 2024-01-03 02:00:00 504.1507 2
## 52 2 Night 2024-01-03 03:00:00 501.1501 1
## 53 4 Afternoon 2024-01-03 04:00:00 509.1142 4
## 54 3 Morning 2024-01-03 05:00:00 506.4836 2
## 55 4 Morning 2024-01-03 06:00:00 502.5896 1
## 56 2 Morning 2024-01-03 07:00:00 508.5075 5
## 57 5 Afternoon 2024-01-03 08:00:00 507.9031 6
## 58 1 Afternoon 2024-01-03 09:00:00 505.8669 4
## 59 3 Night 2024-01-03 10:00:00 504.8812 3
## 60 5 Night 2024-01-03 11:00:00 504.1046 0
## 61 2 Morning 2024-01-03 12:00:00 503.3802 1
## 62 4 Afternoon 2024-01-03 13:00:00 500.9896 0
## 63 1 Afternoon 2024-01-03 14:00:00 509.5850 2
## 64 3 Morning 2024-01-03 15:00:00 503.4385 0
## 65 5 Morning 2024-01-03 16:00:00 505.0846 2
## 66 5 Night 2024-01-03 17:00:00 502.2693 2
## 67 1 Night 2024-01-03 18:00:00 504.2216 3
## 68 4 Night 2024-01-03 19:00:00 513.5523 4
## 69 2 Morning 2024-01-03 20:00:00 502.8220 2
## 70 4 Morning 2024-01-03 21:00:00 509.3458 2
## 71 4 Night 2024-01-03 22:00:00 504.9166 3
## 72 4 night 2024-01-03 23:00:00 507.0398 1
## 73 1 Afternoon 2024-01-04 00:00:00 508.7337 2
## 74 1 Afternoon 2024-01-04 01:00:00 505.8168 2
## 75 2 Night 2024-01-04 02:00:00 503.9449 3
## 76 4 Night 2024-01-04 03:00:00 504.4417 3
## 77 1 Afternoon 2024-01-04 04:00:00 504.5427 3
## 78 2 Night 2024-01-04 05:00:00 510.5931 2
## 79 2 Afternoon 2024-01-04 06:00:00 500.5476 3
## 80 4 Afternoon 2024-01-04 07:00:00 499.6878 1
## 81 3 Afternoon 2024-01-04 08:00:00 499.8878 2
## 82 4 Morning 2024-01-04 09:00:00 511.0000 2
## 83 3 Morning 2024-01-04 10:00:00 507.1002 0
## 84 2 Night 2024-01-04 11:00:00 507.2843 3
## 85 1 Afternoon 2024-01-04 12:00:00 503.1775 3
## 86 5 Morning 2024-01-04 13:00:00 504.9145 4
## 87 2 Night 2024-01-04 14:00:00 501.6511 0
## 88 1 Night 2024-01-04 15:00:00 501.9293 0
## 89 2 Night 2024-01-04 16:00:00 506.7396 2
## 90 4 Night 2024-01-04 17:00:00 508.1431 1
## 91 3 Night 2024-01-04 18:00:00 503.5695 4
## 92 2 Afternoon 2024-01-04 19:00:00 509.9050 2
## 93 1 Night 2024-01-04 20:00:00 507.8968 3
## 94 4 Afternoon 2024-01-04 21:00:00 509.7752 0
## 95 5 Morning 2024-01-04 22:00:00 504.0972 2
## 96 4 Night 2024-01-04 23:00:00 509.5621 1
## 97 3 Morning 2024-01-05 00:00:00 511.5386 1
## 98 4 Afternoon 2024-01-05 01:00:00 503.7624 0
## 99 5 Afternoon 2024-01-05 02:00:00 560.0000 1
## 100 1 Morning 2024-01-05 03:00:00 502.1568 1
## 101 2 Night 2024-01-05 04:00:00 450.0000 1
## 102 3 Night 2024-01-05 05:00:00 501.6023 0
## 103 5 Morning 2024-01-05 06:00:00 502.5656 3
## 104 3 Morning 2024-01-05 07:00:00 505.8242 1
## 105 4 Morning 2024-01-05 08:00:00 502.6924 0
## 106 3 Night 2024-01-05 09:00:00 505.7325 1
## 107 5 Night 2024-01-05 10:00:00 505.7945 2
## 108 2 Night 2024-01-05 11:00:00 503.5896 3
## 109 2 Morning 2024-01-05 12:00:00 499.0000 2
## 110 3 Night 2024-01-05 13:00:00 503.4163 3
## 111 1 Afternoon 2024-01-05 14:00:00 504.0678 1
## 112 3 Morning 2024-01-05 15:00:00 502.5734 1
## 113 4 Night 2024-01-05 16:00:00 505.2523 2
## 114 2 Morning 2024-01-05 17:00:00 503.1984 1
## 115 2 Afternoon 2024-01-05 18:00:00 501.5018 2
## 116 2 Afternoon 2024-01-05 19:00:00 506.7803 1
## 117 1 Morning 2024-01-05 20:00:00 506.8819 2
## 118 1 Morning 2024-01-05 21:00:00 508.3351 1
## 119 5 Afternoon 2024-01-05 22:00:00 501.9268 4
## 120 3 Morning 2024-01-05 23:00:00 503.5572 2
## 121 3 Afternoon 2024-01-06 00:00:00 505.6915 1
## 122 4 Afternoon 2024-01-06 01:00:00 503.4939 3
## 123 2 Night 2024-01-06 02:00:00 506.7127 2
## 124 1 Morning 2024-01-06 03:00:00 506.4938 1
## 125 4 Morning 2024-01-06 04:00:00 506.4379 3
## 126 4 Night 2024-01-06 05:00:00 509.3790 3
## 127 1 afternoon 2024-01-06 06:00:00 506.9322 0
## 128 3 Morning 2024-01-06 07:00:00 505.4617 1
## 129 2 Night 2024-01-06 08:00:00 504.4194 0
## 130 3 Night 2024-01-06 09:00:00 504.6284 0
## 131 4 Morning 2024-01-06 10:00:00 501.8074 3
## 132 2 Night 2024-01-06 11:00:00 499.7029 1
## 133 5 Afternoon 2024-01-06 12:00:00 506.3913 3
## 134 4 Night 2024-01-06 13:00:00 508.6709 0
## 135 3 Afternoon 2024-01-06 14:00:00 504.0097 2
## 136 3 Afternoon 2024-01-06 15:00:00 509.7613 4
## 137 3 Morning 2024-01-06 16:00:00 504.4705 0
## 138 1 Night 2024-01-06 17:00:00 499.1387 0
## 139 4 Afternoon 2024-01-06 18:00:00 507.7547 1
## 140 2 Afternoon 2024-01-06 19:00:00 503.5621 2
## 141 3 Night 2024-01-06 20:00:00 508.0263 2
## 142 3 Afternoon 2024-01-06 21:00:00 501.1674 2
## 143 1 Night 2024-01-06 22:00:00 506.2361 1
## 144 2 Morning 2024-01-06 23:00:00 502.5986 3
## 145 4 Afternoon 2024-01-07 00:00:00 505.6042 2
## 146 5 Afternoon 2024-01-07 01:00:00 507.2998 3
## 147 1 Night 2024-01-07 02:00:00 506.6032 1
## 148 4 Night 2024-01-07 03:00:00 505.2081 0
## 149 5 Night 2024-01-07 04:00:00 500.8646 3
## 150 3 Night 2024-01-07 05:00:00 507.1910 0
## 151 3 Afternoon 2024-01-07 06:00:00 508.0943 1
## 152 2 Morning 2024-01-07 07:00:00 501.8710 1
## 153 5 Morning 2024-01-07 08:00:00 502.3119 0
## 154 3 Morning 2024-01-07 09:00:00 508.2207 2
## 155 3 Morning 2024-01-07 10:00:00 504.3747 1
## 156 2 Night 2024-01-07 11:00:00 502.3897 2
## 157 4 Afternoon 2024-01-07 12:00:00 505.8177 3
## 158 3 Afternoon 2024-01-07 13:00:00 503.0844 5
## 159 1 afternoon 2024-01-07 14:00:00 505.4831 2
## 160 1 Night 2024-01-07 15:00:00 503.7604 3
## 161 4 Afternoon 2024-01-07 16:00:00 504.0175 2
## 162 5 Night 2024-01-07 17:00:00 508.3312 3
## 163 2 Afternoon 2024-01-07 18:00:00 497.5944 1
## 164 1 Morning 2024-01-07 19:00:00 506.6643 2
## 165 1 Night 2024-01-07 20:00:00 507.8364 0
## 166 4 Afternoon 2024-01-07 21:00:00 503.1340 1
## 167 5 Morning 2024-01-07 22:00:00 507.8133 0
## 168 5 Morning 2024-01-07 23:00:00 502.1229 3
## 169 4 Morning 2024-01-08 00:00:00 503.0200 1
## 170 1 Night 2024-01-08 01:00:00 502.6745 2
## 171 2 Night 2024-01-08 02:00:00 507.8539 1
## 172 1 Afternoon 2024-01-08 03:00:00 499.7652 0
## 173 5 Morning 2024-01-08 04:00:00 509.9204 2
## 174 1 Afternoon 2024-01-08 05:00:00 504.0852 2
## 175 2 afternoon 2024-01-08 06:00:00 506.8447 2
## 176 3 Morning 2024-01-08 07:00:00 506.5861 1
## 177 1 Afternoon 2024-01-08 08:00:00 505.4537 3
## 178 4 Night 2024-01-08 09:00:00 503.1979 4
## 179 3 Afternoon 2024-01-08 10:00:00 508.7271 2
## 180 4 Morning 2024-01-08 11:00:00 503.4554 3
## 181 4 Night 2024-01-08 12:00:00 502.8063 2
## 182 4 Night 2024-01-08 13:00:00 507.6331 6
## 183 1 Afternoon 2024-01-08 14:00:00 505.4372 5
## 184 5 Afternoon 2024-01-08 15:00:00 509.0735 1
## 185 3 Night 2024-01-08 16:00:00 504.8120 1
## 186 2 Afternoon 2024-01-08 17:00:00 503.0474 3
## 187 5 Morning 2024-01-08 18:00:00 505.8242 3
## 188 1 Afternoon 2024-01-08 19:00:00 503.6571 6
## 189 4 Afternoon 2024-01-08 20:00:00 503.1342 2
## 190 2 Night 2024-01-08 21:00:00 507.4957 1
## 191 3 Afternoon 2024-01-08 22:00:00 510.4947 0
## 192 5 Afternoon 2024-01-08 23:00:00 504.2606 2
## 193 5 Afternoon 2024-01-09 00:00:00 502.0758 3
## 194 2 Morning 2024-01-09 01:00:00 504.5396 2
## 195 1 Afternoon 2024-01-09 02:00:00 506.5444 3
## 196 3 Morning 2024-01-09 03:00:00 505.7724 1
## 197 2 Morning 2024-01-09 04:00:00 508.5827 1
## 198 4 Morning 2024-01-09 05:00:00 506.9953 3
## 199 3 Morning 2024-01-09 06:00:00 501.6898 0
## 200 5 Night 2024-01-09 07:00:00 503.5200 1
## 201 2 Morning 2024-01-09 08:00:00 500.8575 3
## 202 5 Afternoon 2024-01-09 09:00:00 508.4340 2
## 203 5 Morning 2024-01-09 10:00:00 499.0243 1
## 204 5 Afternoon 2024-01-09 11:00:00 501.1500 1
## 205 1 Morning 2024-01-09 12:00:00 503.4646 6
## 206 5 Night 2024-01-09 13:00:00 506.6918 1
## 207 4 Morning 2024-01-09 14:00:00 503.4350 2
## 208 4 Morning 2024-01-09 15:00:00 503.9043 1
## 209 3 Night 2024-01-09 16:00:00 503.9634 1
## 210 5 Morning 2024-01-09 17:00:00 505.5183 2
## 211 5 Afternoon 2024-01-09 18:00:00 501.3385 2
## 212 2 Morning 2024-01-09 19:00:00 502.1585 1
## 213 1 Morning 2024-01-09 20:00:00 510.0428 2
## 214 3 Morning 2024-01-09 21:00:00 506.2072 1
## 215 5 Night 2024-01-09 22:00:00 507.2823 3
## 216 2 Morning 2024-01-09 23:00:00 505.1741 3
## 217 1 Morning 2024-01-10 00:00:00 504.5792 3
## 218 3 Afternoon 2024-01-10 01:00:00 506.3714 3
## 219 3 Morning 2024-01-10 02:00:00 507.1828 4
## 220 5 Morning 2024-01-10 03:00:00 507.5382 3
## 221 3 Morning 2024-01-10 04:00:00 504.6203 0
## 222 2 Morning 2024-01-10 05:00:00 507.8661 0
## 223 3 Afternoon 2024-01-10 06:00:00 497.6013 2
## 224 4 Afternoon 2024-01-10 07:00:00 507.6769 3
## 225 2 Night 2024-01-10 08:00:00 503.7193 1
## 226 1 Morning 2024-01-10 09:00:00 506.6601 2
## 227 1 Night 2024-01-10 10:00:00 503.0520 2
## 228 5 Night 2024-01-10 11:00:00 501.0199 3
## 229 5 Morning 2024-01-10 12:00:00 506.0191 0
## 230 4 Afternoon 2024-01-10 13:00:00 500.4954 1
## 231 1 Afternoon 2024-01-10 14:00:00 503.8010 1
## 232 1 Morning 2024-01-10 15:00:00 502.5627 1
## 233 1 Morning 2024-01-10 16:00:00 504.4749 0
## 234 1 Afternoon 2024-01-10 17:00:00 507.3916 2
## 235 3 Morning 2024-01-10 18:00:00 503.5305 0
## 236 2 Morning 2024-01-10 19:00:00 505.9437 0
## 237 2 Morning 2024-01-10 20:00:00 507.2180 2
## 238 4 Afternoon 2024-01-10 21:00:00 503.1782 4
## 239 3 Night 2024-01-10 22:00:00 503.2217 1
## 240 1 Night 2024-01-10 23:00:00 509.1080 3
## 241 1 Morning 2024-01-11 00:00:00 504.7618 1
## 242 5 Afternoon 2024-01-11 01:00:00 506.5274 2
## 243 5 Morning 2024-01-11 02:00:00 506.5047 2
## 244 4 Afternoon 2024-01-11 03:00:00 501.4060 0
## 245 1 Morning 2024-01-11 04:00:00 502.7174 3
## 246 4 Afternoon 2024-01-11 05:00:00 506.1260 2
## 247 3 Afternoon 2024-01-11 06:00:00 498.7981 7
## 248 2 Night 2024-01-11 07:00:00 504.3661 1
## 249 1 Morning 2024-01-11 08:00:00 502.4041 2
## 250 3 Night 2024-01-11 09:00:00 NA 1
## 251 1 Night 2024-01-11 10:00:00 506.0383 1
## 252 5 Afternoon 2024-01-11 11:00:00 508.5737 1
## 253 4 Morning 2024-01-11 12:00:00 504.8826 6
## 254 5 Afternoon 2024-01-11 13:00:00 504.6583 0
## 255 2 Afternoon 2024-01-11 14:00:00 504.0852 1
## 256 5 Afternoon 2024-01-11 15:00:00 503.4908 0
## 257 1 Morning 2024-01-11 16:00:00 513.0540 6
## 258 5 Morning 2024-01-11 17:00:00 507.4215 1
## 259 1 Afternoon 2024-01-11 18:00:00 501.8014 2
## 260 2 Morning 2024-01-11 19:00:00 512.9179 4
## 261 5 Afternoon 2024-01-11 20:00:00 503.7851 0
## 262 4 Morning 2024-01-11 21:00:00 505.9635 2
## 263 4 Morning 2024-01-11 22:00:00 507.8188 2
## 264 4 Night 2024-01-11 23:00:00 500.3861 1
## 265 5 Afternoon 2024-01-12 00:00:00 502.5180 4
## 266 5 Night 2024-01-12 01:00:00 509.9445 2
## 267 5 Night 2024-01-12 02:00:00 504.3255 2
## 268 1 Afternoon 2024-01-12 03:00:00 511.0000 1
## 269 2 Afternoon 2024-01-12 04:00:00 503.6396 1
## 270 4 Morning 2024-01-12 05:00:00 504.7148 6
## 271 1 Afternoon 2024-01-12 06:00:00 510.3558 3
## 272 4 Night 2024-01-12 07:00:00 506.3125 2
## 273 1 Night 2024-01-12 08:00:00 503.9655 4
## 274 5 Afternoon 2024-01-12 09:00:00 502.9499 0
## 275 4 Night 2024-01-12 10:00:00 503.2244 0
## 276 5 Morning 2024-01-12 11:00:00 508.7247 2
## 277 4 Night 2024-01-12 12:00:00 507.2965 2
## 278 3 Morning 2024-01-12 13:00:00 501.5540 3
## 279 1 Night 2024-01-12 14:00:00 505.2615 2
## 280 3 Morning 2024-01-12 15:00:00 504.7996 4
## 281 1 Morning 2024-01-12 16:00:00 505.9483 6
## 282 2 Afternoon 2024-01-12 17:00:00 503.1893 0
## 283 4 Morning 2024-01-12 18:00:00 508.2934 2
## 284 2 Afternoon 2024-01-12 19:00:00 504.9960 0
## 285 2 Night 2024-01-12 20:00:00 506.1203 1
## 286 1 night 2024-01-12 21:00:00 502.6459 0
## 287 3 Night 2024-01-12 22:00:00 499.0000 1
## 288 5 Morning 2024-01-12 23:00:00 512.9725 4
## 289 1 Night 2024-01-13 00:00:00 510.4002 2
## 290 5 Night 2024-01-13 01:00:00 504.7910 5
## 291 2 Afternoon 2024-01-13 02:00:00 509.5990 2
## 292 5 Afternoon 2024-01-13 03:00:00 508.6382 3
## 293 3 Night 2024-01-13 04:00:00 503.1244 1
## 294 1 Night 2024-01-13 05:00:00 502.8252 5
## 295 3 Morning 2024-01-13 06:00:00 507.0060 2
## 296 3 Morning 2024-01-13 07:00:00 505.7802 0
## 297 1 Night 2024-01-13 08:00:00 503.7940 4
## 298 3 Afternoon 2024-01-13 09:00:00 507.1637 1
## 299 4 Night 2024-01-13 10:00:00 500.6726 2
## 300 4 Morning 2024-01-13 11:00:00 505.3450 5
## 301 4 Afternoon 2024-01-13 12:00:00 501.2832 2
## 302 5 Afternoon 2024-01-13 13:00:00 501.3820 2
## 303 3 Morning 2024-01-13 14:00:00 502.8797 5
## 304 1 Night 2024-01-13 15:00:00 506.0899 0
## 305 1 Night 2024-01-13 16:00:00 502.9743 4
## 306 5 Night 2024-01-13 17:00:00 501.3457 3
## 307 1 Morning 2024-01-13 18:00:00 506.4317 5
## 308 4 Afternoon 2024-01-13 19:00:00 509.4782 0
## 309 3 Morning 2024-01-13 20:00:00 506.9166 2
## 310 1 Night 2024-01-13 21:00:00 510.4054 1
## 311 1 Morning 2024-01-13 22:00:00 509.2275 5
## 312 2 Afternoon 2024-01-13 23:00:00 503.5377 3
## 313 2 Morning 2024-01-14 00:00:00 506.8965 1
## 314 2 Night 2024-01-14 01:00:00 504.7251 2
## 315 3 Afternoon 2024-01-14 02:00:00 508.1863 0
## 316 4 Morning 2024-01-14 03:00:00 504.7246 1
## 317 4 Morning 2024-01-14 04:00:00 502.6339 5
## 318 4 Afternoon 2024-01-14 05:00:00 509.1202 1
## 319 3 Afternoon 2024-01-14 06:00:00 505.9534 3
## 320 3 Night 2024-01-14 07:00:00 503.0094 1
## 321 2 Afternoon 2024-01-14 08:00:00 503.5038 3
## 322 1 Night 2024-01-14 09:00:00 502.9902 5
## 323 5 Morning 2024-01-14 10:00:00 501.9948 0
## 324 5 Night 2024-01-14 11:00:00 503.5675 1
## 325 1 Morning 2024-01-14 12:00:00 506.1191 3
## 326 2 Afternoon 2024-01-14 13:00:00 505.1922 1
## 327 1 Morning 2024-01-14 14:00:00 503.6853 3
## 328 1 Afternoon 2024-01-14 15:00:00 509.4865 0
## 329 5 Morning 2024-01-14 16:00:00 498.9681 1
## 330 2 Morning 2024-01-14 17:00:00 505.9184 0
## 331 3 Morning 2024-01-14 18:00:00 504.5717 2
## 332 5 Morning 2024-01-14 19:00:00 502.0895 4
## 333 3 Night 2024-01-14 20:00:00 506.0934 1
## 334 2 Morning 2024-01-14 21:00:00 504.3408 3
## 335 1 Night 2024-01-14 22:00:00 508.7412 1
## 336 4 Afternoon 2024-01-14 23:00:00 507.6042 2
## 337 4 Afternoon 2024-01-15 00:00:00 510.7184 3
## 338 2 Night 2024-01-15 01:00:00 503.5500 0
## 339 4 afternoon 2024-01-15 02:00:00 509.1897 2
## 340 3 Afternoon 2024-01-15 03:00:00 501.5024 3
## 341 4 Morning 2024-01-15 04:00:00 504.6681 3
## 342 2 Morning 2024-01-15 05:00:00 503.6043 1
## 343 2 morning 2024-01-15 06:00:00 506.8073 1
## 344 3 Night 2024-01-15 07:00:00 506.7348 2
## 345 4 Night 2024-01-15 08:00:00 502.2981 0
## 346 4 Afternoon 2024-01-15 09:00:00 506.9746 1
## 347 1 Morning 2024-01-15 10:00:00 503.8585 4
## 348 5 Night 2024-01-15 11:00:00 502.5496 1
## 349 2 Night 2024-01-15 12:00:00 504.9647 3
## 350 1 morning 2024-01-15 13:00:00 511.0000 5
## 351 2 Night 2024-01-15 14:00:00 507.7939 2
## 352 1 Morning 2024-01-15 15:00:00 504.8331 2
## 353 5 Afternoon 2024-01-15 16:00:00 504.8988 1
## 354 1 Afternoon 2024-01-15 17:00:00 504.7385 3
## 355 2 Afternoon 2024-01-15 18:00:00 509.9406 1
## 356 4 Morning 2024-01-15 19:00:00 509.5566 2
## 357 2 Night 2024-01-15 20:00:00 509.0523 2
## 358 3 Afternoon 2024-01-15 21:00:00 504.7449 1
## 359 3 Afternoon 2024-01-15 22:00:00 501.6531 4
## 360 3 Afternoon 2024-01-15 23:00:00 504.9521 2
## 361 3 Night 2024-01-16 00:00:00 505.9432 1
## 362 5 Night 2024-01-16 01:00:00 507.4378 2
## 363 4 Morning 2024-01-16 02:00:00 505.9335 0
## 364 4 Afternoon 2024-01-16 03:00:00 501.9205 0
## 365 2 Night 2024-01-16 04:00:00 503.3938 1
## 366 1 Morning 2024-01-16 05:00:00 503.1216 0
## 367 2 Afternoon 2024-01-16 06:00:00 506.6172 2
## 368 2 Night 2024-01-16 07:00:00 506.6908 4
## 369 2 Night 2024-01-16 08:00:00 507.0839 2
## 370 2 Morning 2024-01-16 09:00:00 505.9031 5
## 371 4 Afternoon 2024-01-16 10:00:00 498.8224 4
## 372 1 Afternoon 2024-01-16 11:00:00 499.8224 4
## 373 2 Night 2024-01-16 12:00:00 504.5794 2
## 374 4 Afternoon 2024-01-16 13:00:00 505.2942 3
## 375 2 Morning 2024-01-16 14:00:00 508.7610 3
## 376 3 Night 2024-01-16 15:00:00 505.2334 2
## 377 2 Night 2024-01-16 16:00:00 502.0722 3
## 378 2 Morning 2024-01-16 17:00:00 506.9865 2
## 379 5 Night 2024-01-16 18:00:00 504.9482 1
## 380 3 Afternoon 2024-01-16 19:00:00 503.7938 2
## 381 1 Afternoon 2024-01-16 20:00:00 500.1562 1
## 382 2 Night 2024-01-16 21:00:00 505.2556 1
## 383 1 Morning 2024-01-16 22:00:00 505.6865 6
## 384 3 Morning 2024-01-16 23:00:00 502.0116 2
## 385 2 Afternoon 2024-01-17 00:00:00 507.2331 1
## 386 5 Morning 2024-01-17 01:00:00 506.9644 2
## 387 4 Night 2024-01-17 02:00:00 505.1467 1
## 388 5 Night 2024-01-17 03:00:00 505.0352 2
## 389 5 Afternoon 2024-01-17 04:00:00 507.8381 4
## 390 4 Afternoon 2024-01-17 05:00:00 506.1026 1
## 391 4 Afternoon 2024-01-17 06:00:00 502.8932 1
## 392 4 Morning 2024-01-17 07:00:00 504.4071 4
## 393 2 Night 2024-01-17 08:00:00 506.6705 4
## 394 1 Night 2024-01-17 09:00:00 498.9030 2
## 395 1 Night 2024-01-17 10:00:00 502.2054 3
## 396 4 Afternoon 2024-01-17 11:00:00 507.0464 3
## 397 5 Night 2024-01-17 12:00:00 508.6266 3
## 398 3 morning 2024-01-17 13:00:00 508.0631 1
## 399 4 Morning 2024-01-17 14:00:00 507.6799 1
## 400 5 Night 2024-01-17 15:00:00 505.3892 0
## 401 5 Afternoon 2024-01-17 16:00:00 501.9133 0
## 402 2 Night 2024-01-17 17:00:00 504.4101 2
## 403 2 Morning 2024-01-17 18:00:00 499.0202 2
## 404 1 Morning 2024-01-17 19:00:00 508.9020 3
## 405 1 Morning 2024-01-17 20:00:00 502.5487 3
## 406 3 Night 2024-01-17 21:00:00 503.4000 3
## 407 3 Morning 2024-01-17 22:00:00 508.1759 2
## 408 3 Afternoon 2024-01-17 23:00:00 500.1561 2
## 409 3 Night 2024-01-18 00:00:00 501.4318 1
## 410 5 Night 2024-01-18 01:00:00 505.8039 1
## 411 5 Morning 2024-01-18 02:00:00 506.5611 3
## 412 1 Morning 2024-01-18 03:00:00 504.7849 6
## 413 2 Afternoon 2024-01-18 04:00:00 504.8828 0
## 414 2 Night 2024-01-18 05:00:00 508.8051 2
## 415 4 Morning 2024-01-18 06:00:00 506.9090 2
## 416 5 Afternoon 2024-01-18 07:00:00 506.5035 2
## 417 3 Morning 2024-01-18 08:00:00 507.3269 1
## 418 3 Night 2024-01-18 09:00:00 504.0982 2
## 419 4 Morning 2024-01-18 10:00:00 511.5195 2
## 420 2 Night 2024-01-18 11:00:00 498.0774 2
## 421 3 Morning 2024-01-18 12:00:00 509.3738 1
## 422 2 Night 2024-01-18 13:00:00 507.7063 2
## 423 4 Afternoon 2024-01-18 14:00:00 505.7449 0
## 424 2 Night 2024-01-18 15:00:00 505.2401 2
## 425 2 Afternoon 2024-01-18 16:00:00 504.5333 2
## 426 2 Night 2024-01-18 17:00:00 508.3103 3
## 427 3 afternoon 2024-01-18 18:00:00 504.8804 0
## 428 1 Morning 2024-01-18 19:00:00 502.8163 1
## 429 5 Night 2024-01-18 20:00:00 507.7059 2
## 430 2 Morning 2024-01-18 21:00:00 509.7543 5
## 431 2 Afternoon 2024-01-18 22:00:00 499.2185 2
## 432 2 Night 2024-01-18 23:00:00 NA 3
## 433 1 Night 2024-01-19 00:00:00 501.8898 3
## 434 4 Morning 2024-01-19 01:00:00 502.1191 0
## 435 3 Night 2024-01-19 02:00:00 501.2653 2
## 436 1 Night 2024-01-19 03:00:00 505.0025 1
## 437 2 morning 2024-01-19 04:00:00 501.1608 1
## 438 1 Night 2024-01-19 05:00:00 501.5252 2
## 439 1 Morning 2024-01-19 06:00:00 502.9343 2
## 440 1 Morning 2024-01-19 07:00:00 505.4154 2
## 441 4 Morning 2024-01-19 08:00:00 505.7046 1
## 442 5 Morning 2024-01-19 09:00:00 508.7236 3
## 443 3 Morning 2024-01-19 10:00:00 508.6544 6
## 444 4 Afternoon 2024-01-19 11:00:00 508.0738 1
## 445 4 Afternoon 2024-01-19 12:00:00 504.2151 4
## 446 5 Morning 2024-01-19 13:00:00 499.4765 1
## 447 4 Afternoon 2024-01-19 14:00:00 499.4101 2
## 448 1 Afternoon 2024-01-19 15:00:00 508.0532 0
## 449 1 Night 2024-01-19 16:00:00 507.5313 3
## 450 2 Morning 2024-01-19 17:00:00 503.1499 1
## 451 4 Afternoon 2024-01-19 18:00:00 500.6778 1
## 452 2 Night 2024-01-19 19:00:00 501.8585 1
## 453 3 Night 2024-01-19 20:00:00 505.5241 1
## 454 1 Morning 2024-01-19 21:00:00 505.5297 0
## 455 3 Morning 2024-01-19 22:00:00 508.1276 3
## 456 5 Night 2024-01-19 23:00:00 503.6489 0
## 457 1 Morning 2024-01-20 00:00:00 504.2679 0
## 458 3 Morning 2024-01-20 01:00:00 508.3760 4
## 459 5 Night 2024-01-20 02:00:00 498.6247 3
## 460 3 Night 2024-01-20 03:00:00 505.9524 3
## 461 5 Morning 2024-01-20 04:00:00 503.9973 1
## 462 5 Afternoon 2024-01-20 05:00:00 507.1383 1
## 463 1 Morning 2024-01-20 06:00:00 506.5378 3
## 464 2 Afternoon 2024-01-20 07:00:00 502.9111 0
## 465 5 Night 2024-01-20 08:00:00 503.4780 3
## 466 5 Afternoon 2024-01-20 09:00:00 498.0941 3
## 467 1 Night 2024-01-20 10:00:00 507.2500 2
## 468 2 Morning 2024-01-20 11:00:00 505.7193 1
## 469 4 Morning 2024-01-20 12:00:00 509.1955 4
## 470 4 Night 2024-01-20 13:00:00 503.8018 2
## 471 2 Night 2024-01-20 14:00:00 507.7430 3
## 472 3 Night 2024-01-20 15:00:00 501.7902 2
## 473 1 Morning 2024-01-20 16:00:00 496.8856 3
## 474 2 morning 2024-01-20 17:00:00 504.7165 0
## 475 4 Afternoon 2024-01-20 18:00:00 503.3000 5
## 476 5 Night 2024-01-20 19:00:00 501.8475 3
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## 478 5 Morning 2024-01-20 21:00:00 508.6247 4
## 479 1 Afternoon 2024-01-20 22:00:00 505.3163 1
## 480 5 Afternoon 2024-01-20 23:00:00 504.4524 2
## 481 2 Morning 2024-01-21 00:00:00 505.1881 1
## 482 5 Morning 2024-01-21 01:00:00 503.0412 2
## 483 3 Night 2024-01-21 02:00:00 506.6878 0
## 484 2 Afternoon 2024-01-21 03:00:00 500.3819 1
## 485 1 Morning 2024-01-21 04:00:00 501.7808 2
## 486 2 Morning 2024-01-21 05:00:00 502.6262 2
## 487 3 Afternoon 2024-01-21 06:00:00 506.6241 2
## 488 1 Morning 2024-01-21 07:00:00 504.0925 3
## 489 4 Night 2024-01-21 08:00:00 509.0812 1
## 490 3 Night 2024-01-21 09:00:00 507.4099 2
## 491 1 Afternoon 2024-01-21 10:00:00 502.5967 1
## 492 5 Night 2024-01-21 11:00:00 506.9004 3
## 493 2 Morning 2024-01-21 12:00:00 503.7754 1
## 494 1 Morning 2024-01-21 13:00:00 506.4195 1
## 495 2 Morning 2024-01-21 14:00:00 507.5553 2
## 496 5 Morning 2024-01-21 15:00:00 508.3441 1
## 497 1 Afternoon 2024-01-21 16:00:00 505.6061 4
## 498 4 Night 2024-01-21 17:00:00 509.8004 1
## 499 3 Night 2024-01-21 18:00:00 506.3239 1
## 500 1 Morning 2024-01-21 19:00:00 505.4052 1
## 501 5 Afternoon 2024-01-21 20:00:00 504.0925 1
## 502 1 Morning 2024-01-21 21:00:00 503.1061 2
## 503 2 Morning 2024-01-21 22:00:00 506.2597 3
## 504 1 Afternoon 2024-01-21 23:00:00 505.3023 3
## 505 4 Afternoon 2024-01-22 00:00:00 505.7825 4
## 506 1 Morning 2024-01-22 01:00:00 506.4422 3
## 507 3 Night 2024-01-22 02:00:00 505.7698 0
## 508 1 Morning 2024-01-22 03:00:00 511.0399 1
## 509 2 Night 2024-01-22 04:00:00 503.4161 1
## 510 1 Night 2024-01-22 05:00:00 506.2969 1
## 511 4 Afternoon 2024-01-22 06:00:00 504.3169 3
## 512 5 Afternoon 2024-01-22 07:00:00 497.6156 3
## 513 1 Morning 2024-01-22 08:00:00 504.4196 3
## 514 1 Night 2024-01-22 09:00:00 502.1905 2
## 515 3 Night 2024-01-22 10:00:00 NA 2
## 516 4 Morning 2024-01-22 11:00:00 504.9208 3
## 517 5 Morning 2024-01-22 12:00:00 506.1561 1
## 518 2 Morning 2024-01-22 13:00:00 503.4095 3
## 519 1 Afternoon 2024-01-22 14:00:00 503.7847 2
## 520 5 Morning 2024-01-22 15:00:00 507.1021 5
## 521 2 Morning 2024-01-22 16:00:00 502.5728 2
## 522 4 Night 2024-01-22 17:00:00 499.4846 2
## 523 4 Morning 2024-01-22 18:00:00 505.4711 1
## 524 5 Night 2024-01-22 19:00:00 508.2125 2
## 525 2 Night 2024-01-22 20:00:00 507.0675 4
## 526 4 Afternoon 2024-01-22 21:00:00 505.5265 1
## 527 5 Morning 2024-01-22 22:00:00 508.7519 1
## 528 4 Morning 2024-01-22 23:00:00 508.2461 1
## 529 4 Night 2024-01-23 00:00:00 504.0073 3
## 530 4 Afternoon 2024-01-23 01:00:00 505.7426 0
## 531 3 Afternoon 2024-01-23 02:00:00 505.8714 3
## 532 2 Morning 2024-01-23 03:00:00 504.7397 0
## 533 5 Night 2024-01-23 04:00:00 508.4027 1
## 534 5 Morning 2024-01-23 05:00:00 504.5436 0
## 535 2 Morning 2024-01-23 06:00:00 503.4992 0
## 536 2 Morning 2024-01-23 07:00:00 497.2254 0
## 537 2 Morning 2024-01-23 08:00:00 502.6051 1
## 538 2 Night 2024-01-23 09:00:00 501.0537 2
## 539 1 Afternoon 2024-01-23 10:00:00 504.8788 1
## 540 5 Morning 2024-01-23 11:00:00 501.2389 3
## 541 1 Morning 2024-01-23 12:00:00 506.8261 2
## 542 4 Morning 2024-01-23 13:00:00 508.3253 4
## 543 4 Morning 2024-01-23 14:00:00 504.9065 0
## 544 5 Afternoon 2024-01-23 15:00:00 502.0479 3
## 545 4 Afternoon 2024-01-23 16:00:00 505.8592 4
## 546 2 Afternoon 2024-01-23 17:00:00 510.6804 1
## 547 1 Afternoon 2024-01-23 18:00:00 509.7474 4
## 548 2 Morning 2024-01-23 19:00:00 500.7818 2
## 549 4 Night 2024-01-23 20:00:00 500.6705 0
## 550 1 Afternoon 2024-01-23 21:00:00 499.9014 1
## 551 2 Afternoon 2024-01-23 22:00:00 501.5891 1
## 552 5 Morning 2024-01-23 23:00:00 505.7548 2
## 553 2 Morning 2024-01-24 00:00:00 503.3299 2
## 554 4 Morning 2024-01-24 01:00:00 502.4840 3
## 555 1 Morning 2024-01-24 02:00:00 508.1173 2
## 556 5 Night 2024-01-24 03:00:00 506.5903 3
## 557 1 Night 2024-01-24 04:00:00 499.8859 1
## 558 5 Afternoon 2024-01-24 05:00:00 507.9452 1
## 559 1 Night 2024-01-24 06:00:00 506.5181 3
## 560 4 Afternoon 2024-01-24 07:00:00 506.5848 1
## 561 5 Afternoon 2024-01-24 08:00:00 503.2886 3
## 562 3 Night 2024-01-24 09:00:00 504.4381 1
## 563 1 Afternoon 2024-01-24 10:00:00 499.0818 2
## 564 1 Morning 2024-01-24 11:00:00 507.6010 1
## 565 2 Afternoon 2024-01-24 12:00:00 502.0032 2
## 566 5 Morning 2024-01-24 13:00:00 502.3881 4
## 567 3 Night 2024-01-24 14:00:00 502.3476 2
## 568 4 Night 2024-01-24 15:00:00 510.4012 2
## 569 2 Afternoon 2024-01-24 16:00:00 450.0000 3
## 570 3 Morning 2024-01-24 17:00:00 507.8268 3
## 571 5 Afternoon 2024-01-24 18:00:00 504.9280 1
## 572 3 Night 2024-01-24 19:00:00 502.5127 2
## 573 1 Afternoon 2024-01-24 20:00:00 501.9688 1
## 574 1 Afternoon 2024-01-24 21:00:00 503.1134 3
## 575 2 Morning 2024-01-24 22:00:00 504.7766 3
## 576 5 Night 2024-01-24 23:00:00 506.8052 1
## 577 5 Afternoon 2024-01-25 00:00:00 450.0000 3
## 578 3 Morning 2024-01-25 01:00:00 503.4748 1
## 579 2 Afternoon 2024-01-25 02:00:00 502.3565 2
## 580 5 Morning 2024-01-25 03:00:00 501.4179 3
## 581 1 Morning 2024-01-25 04:00:00 501.1669 3
## 582 3 Afternoon 2024-01-25 05:00:00 507.9641 3
## 583 4 Night 2024-01-25 06:00:00 503.4135 0
## 584 1 Night 2024-01-25 07:00:00 503.6792 0
## 585 2 Morning 2024-01-25 08:00:00 503.0002 5
## 586 5 Night 2024-01-25 09:00:00 504.0494 0
## 587 1 Morning 2024-01-25 10:00:00 506.1132 1
## 588 4 Night 2024-01-25 11:00:00 503.5394 0
## 589 4 Afternoon 2024-01-25 12:00:00 505.5422 3
## 590 2 Night 2024-01-25 13:00:00 509.2546 1
## 591 1 Morning 2024-01-25 14:00:00 502.5410 3
## 592 3 Morning 2024-01-25 15:00:00 503.6816 1
## 593 1 Night 2024-01-25 16:00:00 506.9232 7
## 594 4 Afternoon 2024-01-25 17:00:00 509.4919 3
## 595 2 Morning 2024-01-25 18:00:00 501.2731 2
## 596 2 Morning 2024-01-25 19:00:00 499.8976 1
## 597 3 Morning 2024-01-25 20:00:00 504.9982 2
## 598 2 Morning 2024-01-25 21:00:00 504.6884 2
## 599 2 Morning 2024-01-25 22:00:00 507.1005 4
## 600 2 Afternoon 2024-01-25 23:00:00 506.6427 1
## 601 2 Night 2024-01-26 00:00:00 504.8981 5
## 602 2 Afternoon 2024-01-26 01:00:00 508.1476 1
## 603 4 Afternoon 2024-01-26 02:00:00 502.9569 2
## 604 1 Morning 2024-01-26 03:00:00 NA 1
## 605 5 Afternoon 2024-01-26 04:00:00 501.3529 2
## 606 2 morning 2024-01-26 05:00:00 504.8736 2
## 607 5 Afternoon 2024-01-26 06:00:00 500.6166 0
## 608 5 Morning 2024-01-26 07:00:00 501.6525 4
## 609 4 Morning 2024-01-26 08:00:00 510.1284 2
## 610 2 Afternoon 2024-01-26 09:00:00 499.5264 3
## 611 5 Afternoon 2024-01-26 10:00:00 504.3500 0
## 612 2 Night 2024-01-26 11:00:00 507.4816 2
## 613 3 Night 2024-01-26 12:00:00 511.6641 1
## 614 3 Night 2024-01-26 13:00:00 505.5312 3
## 615 3 Afternoon 2024-01-26 14:00:00 505.7027 1
## 616 5 Afternoon 2024-01-26 15:00:00 505.1191 7
## 617 3 Morning 2024-01-26 16:00:00 508.1717 2
## 618 4 Night 2024-01-26 17:00:00 506.2951 0
## 619 4 Morning 2024-01-26 18:00:00 503.2747 3
## 620 5 Morning 2024-01-26 19:00:00 508.3465 5
## 621 2 Morning 2024-01-26 20:00:00 503.6134 1
## 622 1 Morning 2024-01-26 21:00:00 500.2045 1
## 623 2 Night 2024-01-26 22:00:00 500.2140 1
## 624 2 Morning 2024-01-26 23:00:00 504.3968 2
## 625 2 Afternoon 2024-01-27 00:00:00 505.3091 1
## 626 2 Afternoon 2024-01-27 01:00:00 507.8669 4
## 627 1 Afternoon 2024-01-27 02:00:00 506.9224 2
## 628 3 Night 2024-01-27 03:00:00 505.2396 3
## 629 2 Morning 2024-01-27 04:00:00 508.0345 2
## 630 4 Night 2024-01-27 05:00:00 505.0382 0
## 631 5 Morning 2024-01-27 06:00:00 501.1285 1
## 632 5 Night 2024-01-27 07:00:00 500.4746 5
## 633 4 Night 2024-01-27 08:00:00 508.8361 4
## 634 2 Morning 2024-01-27 09:00:00 498.2643 1
## 635 1 Night 2024-01-27 10:00:00 504.3978 3
## 636 3 Morning 2024-01-27 11:00:00 513.9454 2
## 637 5 Afternoon 2024-01-27 12:00:00 506.3777 3
## 638 3 Afternoon 2024-01-27 13:00:00 504.3744 1
## 639 1 Afternoon 2024-01-27 14:00:00 499.9466 1
## 640 5 Night 2024-01-27 15:00:00 509.8521 1
## 641 3 Afternoon 2024-01-27 16:00:00 508.6415 1
## 642 1 Morning 2024-01-27 17:00:00 507.0544 2
## 643 3 Afternoon 2024-01-27 18:00:00 504.9983 2
## 644 2 Afternoon 2024-01-27 19:00:00 506.7160 0
## 645 1 Night 2024-01-27 20:00:00 504.5541 1
## 646 3 Morning 2024-01-27 21:00:00 502.0802 0
## 647 2 Night 2024-01-27 22:00:00 507.8690 2
## 648 2 night 2024-01-27 23:00:00 504.8480 0
## 649 1 Morning 2024-01-28 00:00:00 506.5658 3
## 650 4 Night 2024-01-28 01:00:00 504.6366 2
## 651 5 Morning 2024-01-28 02:00:00 506.3855 2
## 652 1 Afternoon 2024-01-28 03:00:00 504.9565 4
## 653 2 Morning 2024-01-28 04:00:00 504.7224 2
## 654 2 Morning 2024-01-28 05:00:00 505.0900 1
## 655 1 Morning 2024-01-28 06:00:00 513.8826 0
## 656 4 Night 2024-01-28 07:00:00 507.4072 1
## 657 5 Morning 2024-01-28 08:00:00 512.7582 1
## 658 3 Morning 2024-01-28 09:00:00 504.9757 2
## 659 1 Morning 2024-01-28 10:00:00 499.0000 1
## 660 5 Afternoon 2024-01-28 11:00:00 501.7774 4
## 661 5 Morning 2024-01-28 12:00:00 509.8097 1
## 662 2 Night 2024-01-28 13:00:00 502.2844 2
## 663 3 Morning 2024-01-28 14:00:00 510.4287 0
## 664 1 Morning 2024-01-28 15:00:00 501.9514 1
## 665 2 Afternoon 2024-01-28 16:00:00 507.6600 2
## 666 2 morning 2024-01-28 17:00:00 500.2270 2
## 667 4 Night 2024-01-28 18:00:00 503.6741 5
## 668 5 Morning 2024-01-28 19:00:00 505.0662 3
## 669 1 Night 2024-01-28 20:00:00 503.2075 0
## 670 1 afternoon 2024-01-28 21:00:00 504.4920 1
## 671 1 Morning 2024-01-28 22:00:00 504.5064 0
## 672 2 Afternoon 2024-01-28 23:00:00 507.4208 2
## 673 4 Morning 2024-01-29 00:00:00 498.7397 2
## 674 3 Night 2024-01-29 01:00:00 503.3112 5
## 675 2 Afternoon 2024-01-29 02:00:00 508.7639 2
## 676 3 Morning 2024-01-29 03:00:00 506.6874 2
## 677 4 Night 2024-01-29 04:00:00 508.8139 3
## 678 5 Afternoon 2024-01-29 05:00:00 507.2764 5
## 679 1 Morning 2024-01-29 06:00:00 501.7495 5
## 680 3 Afternoon 2024-01-29 07:00:00 506.9827 2
## 681 2 Morning 2024-01-29 08:00:00 505.3006 1
## 682 3 Night 2024-01-29 09:00:00 511.8042 0
## 683 5 Night 2024-01-29 10:00:00 507.4065 1
## 684 1 Afternoon 2024-01-29 11:00:00 506.5701 1
## 685 3 Afternoon 2024-01-29 12:00:00 507.0083 1
## 686 5 Morning 2024-01-29 13:00:00 506.4065 2
## 687 2 Night 2024-01-29 14:00:00 506.3254 2
## 688 4 Morning 2024-01-29 15:00:00 504.2011 1
## 689 2 Night 2024-01-29 16:00:00 506.6064 1
## 690 1 Afternoon 2024-01-29 17:00:00 507.8454 1
## 691 2 Morning 2024-01-29 18:00:00 508.1810 2
## 692 2 Morning 2024-01-29 19:00:00 507.8174 2
## 693 2 Night 2024-01-29 20:00:00 509.5242 1
## 694 2 Night 2024-01-29 21:00:00 508.3687 3
## 695 1 Night 2024-01-29 22:00:00 506.8856 2
## 696 5 Afternoon 2024-01-29 23:00:00 501.5690 1
## 697 3 Morning 2024-01-30 00:00:00 501.5702 1
## 698 4 Night 2024-01-30 01:00:00 504.2556 1
## 699 3 Afternoon 2024-01-30 02:00:00 505.1403 3
## 700 3 Night 2024-01-30 03:00:00 509.1940 1
## 701 4 Morning 2024-01-30 04:00:00 496.6609 5
## 702 1 Night 2024-01-30 05:00:00 501.9004 1
## 703 4 Morning 2024-01-30 06:00:00 504.4173 3
## 704 1 Afternoon 2024-01-30 07:00:00 502.0094 5
## 705 3 Afternoon 2024-01-30 08:00:00 502.6057 1
## 706 1 Night 2024-01-30 09:00:00 503.5025 0
## 707 5 Morning 2024-01-30 10:00:00 502.1625 3
## 708 4 Morning 2024-01-30 11:00:00 502.6827 2
## 709 5 Morning 2024-01-30 12:00:00 509.0897 0
## 710 3 Night 2024-01-30 13:00:00 506.8430 0
## 711 4 Morning 2024-01-30 14:00:00 507.2918 2
## 712 3 Morning 2024-01-30 15:00:00 504.8976 1
## 713 5 Morning 2024-01-30 16:00:00 508.0333 2
## 714 3 Morning 2024-01-30 17:00:00 507.5434 2
## 715 4 Night 2024-01-30 18:00:00 506.7956 2
## 716 4 Night 2024-01-30 19:00:00 503.0375 3
## 717 3 Morning 2024-01-30 20:00:00 503.6739 2
## 718 4 morning 2024-01-30 21:00:00 508.1744 1
## 719 4 Afternoon 2024-01-30 22:00:00 503.4498 2
## 720 3 Afternoon 2024-01-30 23:00:00 501.1344 2
## 721 5 Morning 2024-01-31 00:00:00 503.3919 2
## 722 4 Morning 2024-01-31 01:00:00 509.6782 4
## 723 4 Afternoon 2024-01-31 02:00:00 503.3949 4
## 724 4 Afternoon 2024-01-31 03:00:00 505.9830 0
## 725 4 Morning 2024-01-31 04:00:00 503.1529 3
## 726 3 Night 2024-01-31 05:00:00 507.2903 1
## 727 5 Night 2024-01-31 06:00:00 506.6104 3
## 728 5 Morning 2024-01-31 07:00:00 500.5264 3
## 729 1 Morning 2024-01-31 08:00:00 505.8041 2
## 730 4 Afternoon 2024-01-31 09:00:00 499.9522 2
## 731 4 Afternoon 2024-01-31 10:00:00 503.3378 1
## 732 1 Night 2024-01-31 11:00:00 504.9657 2
## 733 5 Morning 2024-01-31 12:00:00 510.5406 0
## 734 2 Afternoon 2024-01-31 13:00:00 505.9537 1
## 735 2 Night 2024-01-31 14:00:00 502.6987 2
## 736 5 Night 2024-01-31 15:00:00 504.0484 1
## 737 4 Night 2024-01-31 16:00:00 507.7726 2
## 738 2 Afternoon 2024-01-31 17:00:00 502.7394 2
## 739 3 Afternoon 2024-01-31 18:00:00 508.2909 1
## 740 3 Morning 2024-01-31 19:00:00 503.4308 0
## 741 1 Morning 2024-01-31 20:00:00 502.2540 2
## 742 5 Night 2024-01-31 21:00:00 503.5270 3
## 743 5 Night 2024-01-31 22:00:00 500.1511 3
## 744 2 Afternoon 2024-01-31 23:00:00 498.4823 1
## 745 4 Afternoon 2024-02-01 00:00:00 504.7524 2
## 746 5 Morning 2024-02-01 01:00:00 504.7981 3
## 747 2 Morning 2024-02-01 02:00:00 505.7694 1
## 748 2 Morning 2024-02-01 03:00:00 504.7376 2
## 749 5 Afternoon 2024-02-01 04:00:00 511.9878 1
## 750 2 night 2024-02-01 05:00:00 505.5052 4
## 751 1 Morning 2024-02-01 06:00:00 500.8706 2
## 752 1 morning 2024-02-01 07:00:00 501.6403 5
## 753 5 Afternoon 2024-02-01 08:00:00 505.0009 2
## 754 4 Morning 2024-02-01 09:00:00 503.6937 4
## 755 1 Night 2024-02-01 10:00:00 501.3146 3
## 756 1 Afternoon 2024-02-01 11:00:00 504.8235 0
## 757 5 Morning 2024-02-01 12:00:00 504.8673 3
## 758 3 morning 2024-02-01 13:00:00 509.7871 1
## 759 2 Afternoon 2024-02-01 14:00:00 502.2517 3
## 760 1 Afternoon 2024-02-01 15:00:00 503.7468 2
## 761 3 Morning 2024-02-01 16:00:00 509.7778 1
## 762 4 Night 2024-02-01 17:00:00 505.9858 0
## 763 3 Afternoon 2024-02-01 18:00:00 502.2341 1
## 764 5 Night 2024-02-01 19:00:00 502.8558 1
## 765 4 morning 2024-02-01 20:00:00 501.3575 4
## 766 4 Night 2024-02-01 21:00:00 505.2318 1
## 767 3 Morning 2024-02-01 22:00:00 508.0935 2
## 768 5 Morning 2024-02-01 23:00:00 509.8927 3
## 769 1 Morning 2024-02-02 00:00:00 500.5412 3
## 770 3 Morning 2024-02-02 01:00:00 507.6074 1
## 771 1 Night 2024-02-02 02:00:00 505.4929 2
## 772 3 Morning 2024-02-02 03:00:00 504.2142 4
## 773 1 Morning 2024-02-02 04:00:00 503.7480 5
## 774 3 Night 2024-02-02 05:00:00 499.2372 1
## 775 4 Afternoon 2024-02-02 06:00:00 506.9140 2
## 776 2 Night 2024-02-02 07:00:00 501.0434 3
## 777 4 Night 2024-02-02 08:00:00 502.7554 2
## 778 1 Night 2024-02-02 09:00:00 506.2540 2
## 779 5 Morning 2024-02-02 10:00:00 499.5501 3
## 780 4 Morning 2024-02-02 11:00:00 501.0376 2
## 781 2 Morning 2024-02-02 12:00:00 508.6560 0
## 782 1 Afternoon 2024-02-02 13:00:00 505.3662 4
## 783 4 Morning 2024-02-02 14:00:00 503.0134 1
## 784 3 Afternoon 2024-02-02 15:00:00 505.3780 0
## 785 5 Morning 2024-02-02 16:00:00 507.0084 3
## 786 1 Night 2024-02-02 17:00:00 508.3743 3
## 787 4 Morning 2024-02-02 18:00:00 501.6627 2
## 788 1 Afternoon 2024-02-02 19:00:00 501.9255 3
## 789 3 Afternoon 2024-02-02 20:00:00 506.8250 1
## 790 2 Morning 2024-02-02 21:00:00 506.9212 1
## 791 4 Night 2024-02-02 22:00:00 500.9681 2
## 792 1 Morning 2024-02-02 23:00:00 NA 3
## 793 1 Morning 2024-02-03 00:00:00 504.4188 4
## 794 1 Morning 2024-02-03 01:00:00 505.0707 2
## 795 2 Night 2024-02-03 02:00:00 505.1558 4
## 796 1 Afternoon 2024-02-03 03:00:00 500.9220 1
## 797 5 Night 2024-02-03 04:00:00 505.1255 0
## 798 5 afternoon 2024-02-03 05:00:00 502.8479 3
## 799 1 Afternoon 2024-02-03 06:00:00 501.5010 6
## 800 5 Afternoon 2024-02-03 07:00:00 504.9670 3
## 801 4 Night 2024-02-03 08:00:00 504.6610 3
## 802 5 Morning 2024-02-03 09:00:00 507.4051 3
## 803 1 Morning 2024-02-03 10:00:00 502.4171 4
## 804 3 Morning 2024-02-03 11:00:00 505.7055 2
## 805 4 Morning 2024-02-03 12:00:00 500.2940 1
## 806 2 Morning 2024-02-03 13:00:00 504.1754 5
## 807 1 Night 2024-02-03 14:00:00 506.3910 3
## 808 2 night 2024-02-03 15:00:00 506.6441 3
## 809 3 Night 2024-02-03 16:00:00 506.6645 0
## 810 2 Night 2024-02-03 17:00:00 507.4131 0
## 811 1 Night 2024-02-03 18:00:00 503.6626 2
## 812 1 Night 2024-02-03 19:00:00 506.4872 2
## 813 3 Night 2024-02-03 20:00:00 510.6062 2
## 814 1 Morning 2024-02-03 21:00:00 503.5986 0
## 815 3 Afternoon 2024-02-03 22:00:00 509.1406 0
## 816 3 Night 2024-02-03 23:00:00 507.6294 2
## 817 1 Afternoon 2024-02-04 00:00:00 504.2010 0
## 818 5 Night 2024-02-04 01:00:00 504.4514 0
## 819 3 Night 2024-02-04 02:00:00 505.3552 5
## 820 1 Morning 2024-02-04 03:00:00 507.4605 1
## 821 5 Afternoon 2024-02-04 04:00:00 506.2079 2
## 822 3 Morning 2024-02-04 05:00:00 503.5750 1
## 823 5 Morning 2024-02-04 06:00:00 498.7538 0
## 824 4 Afternoon 2024-02-04 07:00:00 507.0165 0
## 825 4 Morning 2024-02-04 08:00:00 499.2025 0
## 826 5 Night 2024-02-04 09:00:00 500.9021 0
## 827 3 Night 2024-02-04 10:00:00 503.7926 2
## 828 1 Night 2024-02-04 11:00:00 501.3578 4
## 829 2 Night 2024-02-04 12:00:00 505.9526 0
## 830 1 Night 2024-02-04 13:00:00 504.1114 1
## 831 2 Morning 2024-02-04 14:00:00 507.3557 3
## 832 2 Morning 2024-02-04 15:00:00 500.1768 1
## 833 3 Night 2024-02-04 16:00:00 503.0143 2
## 834 5 Night 2024-02-04 17:00:00 560.0000 1
## 835 1 Morning 2024-02-04 18:00:00 505.1282 4
## 836 5 Afternoon 2024-02-04 19:00:00 507.0821 3
## 837 4 Morning 2024-02-04 20:00:00 502.2562 1
## 838 3 Morning 2024-02-04 21:00:00 503.5960 2
## 839 3 Morning 2024-02-04 22:00:00 506.5220 1
## 840 4 Morning 2024-02-04 23:00:00 498.4043 4
## 841 1 Morning 2024-02-05 00:00:00 506.1548 0
## 842 4 Afternoon 2024-02-05 01:00:00 507.2918 5
## 843 1 Night 2024-02-05 02:00:00 500.9990 2
## 844 2 Night 2024-02-05 03:00:00 504.0549 3
## 845 3 Afternoon 2024-02-05 04:00:00 509.4780 3
## 846 1 Night 2024-02-05 05:00:00 506.9795 1
## 847 5 Night 2024-02-05 06:00:00 NA 2
## 848 5 Night 2024-02-05 07:00:00 507.9729 0
## 849 3 Afternoon 2024-02-05 08:00:00 510.4136 1
## 850 4 Afternoon 2024-02-05 09:00:00 505.0556 0
## 851 4 Night 2024-02-05 10:00:00 450.0000 4
## 852 1 Night 2024-02-05 11:00:00 507.9656 4
## 853 4 Night 2024-02-05 12:00:00 504.4376 3
## 854 3 Morning 2024-02-05 13:00:00 502.2159 1
## 855 1 Morning 2024-02-05 14:00:00 503.3798 4
## 856 2 Morning 2024-02-05 15:00:00 505.9370 1
## 857 4 Afternoon 2024-02-05 16:00:00 503.6512 5
## 858 4 Night 2024-02-05 17:00:00 503.8751 0
## 859 1 Afternoon 2024-02-05 18:00:00 501.9181 3
## 860 5 Afternoon 2024-02-05 19:00:00 509.3061 0
## 861 4 Afternoon 2024-02-05 20:00:00 503.9721 4
## 862 3 Night 2024-02-05 21:00:00 502.8655 1
## 863 4 Morning 2024-02-05 22:00:00 503.1846 2
## 864 2 Night 2024-02-05 23:00:00 507.4076 2
## 865 4 Night 2024-02-06 00:00:00 506.7196 2
## 866 5 Afternoon 2024-02-06 01:00:00 503.4944 1
## 867 4 Afternoon 2024-02-06 02:00:00 505.0969 2
## 868 1 Afternoon 2024-02-06 03:00:00 505.8301 3
## 869 4 Morning 2024-02-06 04:00:00 502.8878 1
## 870 5 Morning 2024-02-06 05:00:00 500.3781 2
## 871 1 Morning 2024-02-06 06:00:00 506.5451 4
## 872 3 Night 2024-02-06 07:00:00 503.0538 2
## 873 1 Afternoon 2024-02-06 08:00:00 506.3210 1
## 874 2 Night 2024-02-06 09:00:00 505.9631 0
## 875 1 Morning 2024-02-06 10:00:00 505.1674 2
## 876 3 Afternoon 2024-02-06 11:00:00 503.7216 2
## 877 4 morning 2024-02-06 12:00:00 503.0982 2
## 878 1 Afternoon 2024-02-06 13:00:00 501.5847 2
## 879 1 Afternoon 2024-02-06 14:00:00 503.1558 0
## 880 1 Night 2024-02-06 15:00:00 506.7064 3
## 881 1 Night 2024-02-06 16:00:00 509.1935 1
## 882 3 Morning 2024-02-06 17:00:00 508.7533 3
## 883 5 Night 2024-02-06 18:00:00 505.4363 5
## 884 5 Night 2024-02-06 19:00:00 509.1919 4
## 885 1 Night 2024-02-06 20:00:00 504.0795 2
## 886 3 Afternoon 2024-02-06 21:00:00 501.1269 2
## 887 3 Night 2024-02-06 22:00:00 510.7626 5
## 888 1 Morning 2024-02-06 23:00:00 506.5984 0
## 889 2 Afternoon 2024-02-07 00:00:00 500.3961 2
## 890 1 Afternoon 2024-02-07 01:00:00 509.6771 4
## 891 2 Night 2024-02-07 02:00:00 502.7697 6
## 892 1 Afternoon 2024-02-07 03:00:00 503.4224 0
## 893 2 Morning 2024-02-07 04:00:00 508.0641 2
## 894 2 Morning 2024-02-07 05:00:00 509.0851 1
## 895 1 Afternoon 2024-02-07 06:00:00 501.9978 1
## 896 2 Night 2024-02-07 07:00:00 509.4130 3
## 897 4 Night 2024-02-07 08:00:00 507.6227 3
## 898 5 Afternoon 2024-02-07 09:00:00 502.6008 4
## 899 3 Morning 2024-02-07 10:00:00 NA 2
## 900 2 Afternoon 2024-02-07 11:00:00 509.5484 4
## 901 2 Night 2024-02-07 12:00:00 500.3183 4
## 902 3 Night 2024-02-07 13:00:00 509.1421 4
## 903 2 Afternoon 2024-02-07 14:00:00 507.5392 3
## 904 3 Morning 2024-02-07 15:00:00 506.5274 3
## 905 1 Afternoon 2024-02-07 16:00:00 505.3951 3
## 906 4 Morning 2024-02-07 17:00:00 510.9104 1
## 907 4 Morning 2024-02-07 18:00:00 511.3538 1
## 908 5 Afternoon 2024-02-07 19:00:00 503.1543 3
## 909 2 Afternoon 2024-02-07 20:00:00 506.8366 6
## 910 5 Morning 2024-02-07 21:00:00 510.6231 0
## 911 1 Morning 2024-02-07 22:00:00 502.6449 2
## 912 4 Morning 2024-02-07 23:00:00 505.7294 2
## 913 1 Morning 2024-02-08 00:00:00 508.0116 0
## 914 1 Night 2024-02-08 01:00:00 498.9553 7
## 915 2 Afternoon 2024-02-08 02:00:00 507.4857 3
## 916 1 Morning 2024-02-08 03:00:00 501.7347 4
## 917 4 Afternoon 2024-02-08 04:00:00 505.5770 6
## 918 5 Morning 2024-02-08 05:00:00 508.4330 2
## 919 4 Afternoon 2024-02-08 06:00:00 497.8325 1
## 920 2 Afternoon 2024-02-08 07:00:00 507.3576 2
## 921 4 Morning 2024-02-08 08:00:00 511.1150 0
## 922 3 Morning 2024-02-08 09:00:00 503.4001 1
## 923 5 Afternoon 2024-02-08 10:00:00 506.7301 1
## 924 3 Afternoon 2024-02-08 11:00:00 509.0059 5
## 925 3 Afternoon 2024-02-08 12:00:00 500.2212 2
## 926 2 Night 2024-02-08 13:00:00 507.2721 2
## 927 1 Morning 2024-02-08 14:00:00 508.0713 4
## 928 3 Night 2024-02-08 15:00:00 506.9159 1
## 929 4 Night 2024-02-08 16:00:00 505.2599 4
## 930 1 Morning 2024-02-08 17:00:00 501.9988 0
## 931 4 Morning 2024-02-08 18:00:00 509.1743 5
## 932 4 Night 2024-02-08 19:00:00 505.1035 0
## 933 1 Morning 2024-02-08 20:00:00 502.2884 0
## 934 1 Afternoon 2024-02-08 21:00:00 504.0459 2
## 935 4 Afternoon 2024-02-08 22:00:00 506.1052 2
## 936 2 Night 2024-02-08 23:00:00 500.3164 0
## 937 5 Night 2024-02-09 00:00:00 505.0538 2
## 938 5 Morning 2024-02-09 01:00:00 503.7494 5
## 939 2 Morning 2024-02-09 02:00:00 509.0081 2
## 940 1 Night 2024-02-09 03:00:00 499.3753 4
## 941 4 Night 2024-02-09 04:00:00 507.8163 1
## 942 5 Afternoon 2024-02-09 05:00:00 509.2513 2
## 943 4 Afternoon 2024-02-09 06:00:00 499.4887 0
## 944 2 Morning 2024-02-09 07:00:00 499.8485 1
## 945 4 Afternoon 2024-02-09 08:00:00 510.3577 1
## 946 2 Morning 2024-02-09 09:00:00 502.2869 0
## 947 1 Morning 2024-02-09 10:00:00 514.2845 0
## 948 2 Morning 2024-02-09 11:00:00 499.5825 3
## 949 2 Afternoon 2024-02-09 12:00:00 505.5101 2
## 950 5 Night 2024-02-09 13:00:00 504.9298 1
## 951 4 Night 2024-02-09 14:00:00 504.3754 4
## 952 5 Afternoon 2024-02-09 15:00:00 506.3889 2
## 953 3 Night 2024-02-09 16:00:00 506.5619 4
## 954 2 Morning 2024-02-09 17:00:00 NA 1
## 955 3 Night 2024-02-09 18:00:00 501.9575 3
## 956 5 Afternoon 2024-02-09 19:00:00 508.1433 0
## 957 4 Night 2024-02-09 20:00:00 506.8842 2
## 958 5 Morning 2024-02-09 21:00:00 505.3438 3
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## 964 4 Night 2024-02-10 03:00:00 507.4061 0
## 965 5 Night 2024-02-10 04:00:00 504.4228 3
## 966 5 Afternoon 2024-02-10 05:00:00 506.8352 4
## 967 4 Night 2024-02-10 06:00:00 503.6986 1
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## 971 1 morning 2024-02-10 10:00:00 507.9419 2
## 972 1 Morning 2024-02-10 11:00:00 506.4016 1
## 973 1 Morning 2024-02-10 12:00:00 505.5761 2
## 974 2 Morning 2024-02-10 13:00:00 NA 3
## 975 3 Night 2024-02-10 14:00:00 508.0709 1
## 976 2 Night 2024-02-10 15:00:00 507.5666 2
## 977 2 Morning 2024-02-10 16:00:00 506.9741 4
## 978 2 Morning 2024-02-10 17:00:00 507.3481 0
## 979 2 Afternoon 2024-02-10 18:00:00 509.9713 4
## 980 3 Night 2024-02-10 19:00:00 503.7470 2
## 981 1 Night 2024-02-10 20:00:00 508.0282 0
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## 984 1 Afternoon 2024-02-10 23:00:00 504.7008 1
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## 986 2 Night 2024-02-11 01:00:00 502.4202 1
## 987 3 Morning 2024-02-11 02:00:00 507.5920 1
## 988 3 Night 2024-02-11 03:00:00 504.6914 4
## 989 1 Afternoon 2024-02-11 04:00:00 505.2548 1
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## 993 1 Morning 2024-02-11 08:00:00 503.4256 1
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## 999 3 Night 2024-02-11 14:00:00 503.1469 0
## 1000 1 Afternoon 2024-02-11 15:00:00 507.1488 2
## temperature humidity
## 1 32.74513 40.72798
## 2 26.56423 72.08712
## 3 34.52342 77.87584
## 4 34.31234 41.28258
## 5 31.59914 41.82324
## 6 33.98608 53.78056
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## 22 28.68043 55.76985
## 23 23.10354 76.99530
## 24 31.93462 73.91033
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## 82 32.31174 55.77377
## 83 20.88505 79.45948
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## 85 22.83388 52.22892
## 86 23.84781 NA
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## 89 32.78016 43.24060
## 90 33.69777 52.66028
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## 92 27.19296 46.12410
## 93 33.86123 69.70405
## 94 34.54209 54.25574
## 95 27.53850 NA
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## 99 33.08220 49.26803
## 100 32.92723 61.67480
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## 767 22.56936 66.17840
## 768 34.48276 61.10081
## 769 27.90445 NA
## 770 28.30338 48.04313
## 771 33.60899 76.28988
## 772 29.36878 50.55867
## 773 24.54094 51.23909
## 774 24.44142 56.51812
## 775 27.52368 45.57753
## 776 32.99912 60.29091
## 777 31.92094 66.60127
## 778 34.44111 71.44002
## 779 21.07829 68.45817
## 780 24.02489 45.90544
## 781 21.20312 58.24269
## 782 31.26619 41.54345
## 783 22.11251 40.71192
## 784 21.49829 57.60522
## 785 28.42508 50.11842
## 786 26.17227 67.33443
## 787 30.72652 68.96963
## 788 27.30523 75.81615
## 789 26.38002 70.42730
## 790 NA 41.92976
## 791 33.07815 54.86492
## 792 25.92838 50.92093
## 793 NA 55.44530
## 794 25.07803 46.40303
## 795 22.94901 43.90816
## 796 32.91033 60.83938
## 797 22.19946 68.81525
## 798 33.62916 68.07644
## 799 24.25202 58.03777
## 800 33.49140 60.89116
## 801 31.86231 60.65315
## 802 28.72981 67.66282
## 803 30.04205 41.91701
## 804 24.88766 68.39584
## 805 28.61343 63.28804
## 806 24.38604 47.92435
## 807 NA 41.96235
## 808 31.46994 NA
## 809 23.65899 60.98765
## 810 32.58269 70.33634
## 811 25.63824 53.38629
## 812 27.98255 55.16496
## 813 34.12941 77.36586
## 814 30.21883 48.52052
## 815 29.68406 44.14998
## 816 30.67412 53.73640
## 817 33.77167 69.83688
## 818 23.72771 65.04309
## 819 29.19862 56.63182
## 820 26.00591 78.59010
## 821 20.17783 69.39986
## 822 21.87951 42.47446
## 823 24.87488 69.78526
## 824 28.47500 40.96154
## 825 33.22212 66.01293
## 826 31.86671 48.41931
## 827 28.30001 67.85769
## 828 21.10806 52.39118
## 829 24.28859 74.92025
## 830 25.50063 53.47655
## 831 29.32576 64.78783
## 832 20.97385 51.43710
## 833 27.95290 76.68886
## 834 33.52197 71.23984
## 835 30.58149 49.73212
## 836 31.95615 77.95187
## 837 30.22513 54.28630
## 838 23.09884 66.07460
## 839 21.65726 69.71413
## 840 32.44236 40.91609
## 841 30.43257 78.35869
## 842 28.62592 53.77765
## 843 22.83924 47.59116
## 844 29.05017 74.02831
## 845 20.46983 68.11597
## 846 21.78259 43.46973
## 847 24.67835 44.68178
## 848 26.65607 68.60767
## 849 21.80847 42.99133
## 850 21.79910 76.68702
## 851 30.88840 69.66161
## 852 28.54579 53.41969
## 853 28.00613 54.51755
## 854 26.78652 60.25984
## 855 34.64815 54.43878
## 856 20.74700 71.33874
## 857 22.70941 78.98948
## 858 29.71262 63.38086
## 859 22.04548 57.84149
## 860 28.84071 48.91097
## 861 28.51642 66.13734
## 862 34.56508 67.42307
## 863 33.25080 67.40762
## 864 34.18330 41.07940
## 865 21.70404 75.96488
## 866 33.02223 53.52426
## 867 21.93636 69.76663
## 868 29.49398 70.39228
## 869 30.80117 66.02220
## 870 22.41280 55.79466
## 871 29.48989 64.33537
## 872 20.78691 41.60795
## 873 24.39899 70.47583
## 874 33.81738 43.98355
## 875 22.57597 55.87004
## 876 20.97905 44.14475
## 877 26.65517 73.48298
## 878 32.75927 62.01210
## 879 21.15009 67.63820
## 880 25.33303 67.30329
## 881 33.49662 73.66425
## 882 21.77233 45.30278
## 883 24.66003 66.38913
## 884 31.67631 63.00536
## 885 28.14816 41.23588
## 886 32.48500 48.05692
## 887 21.67393 50.70286
## 888 33.80831 42.90226
## 889 34.02368 54.18879
## 890 22.32970 41.08810
## 891 20.50813 62.12734
## 892 34.84762 48.46004
## 893 27.23377 51.48012
## 894 28.58113 76.41887
## 895 29.23857 60.11267
## 896 31.84503 50.76056
## 897 32.17982 63.93847
## 898 22.90888 48.06686
## 899 23.54955 42.97583
## 900 33.15250 40.83625
## 901 32.29276 78.06116
## 902 29.26429 NA
## 903 34.92049 71.99793
## 904 31.02776 79.23671
## 905 23.23755 77.26515
## 906 32.69966 69.47653
## 907 26.22099 67.75948
## 908 20.54229 53.47400
## 909 24.82132 44.16069
## 910 31.45327 62.94890
## 911 34.40309 63.05013
## 912 24.14205 78.08949
## 913 23.69774 57.70283
## 914 28.45425 67.63230
## 915 32.17526 62.99883
## 916 31.19789 47.07041
## 917 28.39938 63.68257
## 918 29.47085 61.60467
## 919 NA 59.75624
## 920 26.48861 60.53692
## 921 23.83048 NA
## 922 33.26627 58.53911
## 923 21.68832 64.22613
## 924 30.19611 59.57797
## 925 23.90425 59.54745
## 926 27.13366 43.10071
## 927 24.49119 47.63097
## 928 24.84868 52.83891
## 929 23.90590 56.77388
## 930 31.29189 63.75750
## 931 25.48574 74.53380
## 932 30.89536 46.36659
## 933 26.84105 40.60352
## 934 28.20869 57.96949
## 935 28.14931 57.28412
## 936 34.63778 62.07605
## 937 25.50594 73.32887
## 938 23.11526 NA
## 939 33.67688 44.00173
## 940 NA 77.35981
## 941 32.51634 NA
## 942 NA 65.38282
## 943 29.88087 66.89625
## 944 22.25811 67.19510
## 945 33.84629 50.61405
## 946 28.47512 53.21380
## 947 24.93911 61.94708
## 948 22.10484 47.98350
## 949 25.56788 40.81242
## 950 30.57530 62.48578
## 951 25.77426 58.61114
## 952 23.69141 66.26925
## 953 28.66114 45.86802
## 954 26.26733 73.63700
## 955 22.48709 45.84886
## 956 22.30982 75.65374
## 957 30.61193 57.98085
## 958 34.62008 61.99221
## 959 23.49641 75.86325
## 960 31.59723 51.99652
## 961 21.31410 47.27308
## 962 25.72364 57.83006
## 963 27.60032 49.77469
## 964 24.03120 61.11376
## 965 27.94368 51.01031
## 966 33.23922 74.57958
## 967 34.16657 64.29298
## 968 21.50835 40.00963
## 969 24.07769 72.21895
## 970 34.68701 53.20849
## 971 24.05628 52.80832
## 972 NA 55.32251
## 973 23.80181 65.21050
## 974 25.34548 57.68243
## 975 22.86918 65.14542
## 976 NA 45.87123
## 977 33.23973 78.80658
## 978 24.45369 69.18425
## 979 32.35385 50.00828
## 980 25.37362 68.96680
## 981 21.48529 63.00102
## 982 31.37115 44.36756
## 983 28.94669 47.12786
## 984 24.11574 41.65233
## 985 23.79500 72.36952
## 986 34.63435 62.06819
## 987 32.93752 52.66995
## 988 32.14697 45.05380
## 989 21.92027 59.36184
## 990 31.32781 61.01045
## 991 23.21810 68.07794
## 992 34.66083 78.79749
## 993 20.78134 57.39782
## 994 25.28208 56.24137
## 995 26.42972 54.79720
## 996 32.36304 73.07696
## 997 31.49334 46.25269
## 998 25.62488 53.75252
## 999 28.48340 68.99883
## 1000 32.53393 40.62780sum(is.na(df_mfg))## [1] 60colSums(is.na(df_mfg))## production_line shift timestamp weight defect_count
## 0 0 0 10 0
## temperature humidity
## 30 20# Melihat semua variasi nama unik di kolom shift
unique(df_mfg$shift)## [1] "Night" "Morning" "Afternoon" "night" "afternoon" "morning"# Melihat variasi nama dan frekuensinya
table(df_mfg$shift)##
## afternoon Afternoon morning Morning night Night
## 7 297 13 364 5 314# Memperbaiki kapitalisasi shift
df_mfg <- df_mfg %>%
mutate(shift = str_to_title(shift))
# Cek kembali hasilnya
table(df_mfg$shift)##
## Afternoon Morning Night
## 304 377 319# --- LANGKAH 1: MEMBERSIHKAN NAMA SHIFT ---
df_mfg_clean <- df_mfg %>%
# Menghapus spasi yang tidak sengaja terketik di awal/akhir kata
mutate(shift = trimws(shift)) %>%
# Mengubah semua menjadi Title Case (Huruf besar di awal)
mutate(shift = str_to_title(shift))
# --- LANGKAH 2: HANDLING MISSING VALUE (SESUAI SARAN DOSEN) ---
# A. Imputasi Weight berdasarkan Production Line
df_mfg_clean <- df_mfg_clean %>%
group_by(production_line) %>%
mutate(weight = ifelse(is.na(weight), median(weight, na.rm = TRUE), weight)) %>%
ungroup()
# B. Imputasi Temperature & Humidity berdasarkan Shift (yang sudah rapi)
df_mfg_clean <- df_mfg_clean %>%
group_by(shift) %>%
mutate(
temperature = ifelse(is.na(temperature), median(temperature, na.rm = TRUE), temperature),
humidity = ifelse(is.na(humidity), median(humidity, na.rm = TRUE), humidity)
) %>%
ungroup()
# Cek hasil akhir untuk memastikan tidak ada NA tertinggal
colSums(is.na(df_mfg_clean))## production_line shift timestamp weight defect_count
## 0 0 0 0 0
## temperature humidity
## 0 0# Menghitung jumlah baris yang duplikat
sum(duplicated(df_mfg_clean))## [1] 0df_mfg_clean## # A tibble: 1,000 × 7
## production_line shift timestamp weight defect_count temperature humidity
## <int> <chr> <chr> <dbl> <int> <dbl> <dbl>
## 1 3 Night 2024-01-0… 509. 0 32.7 40.7
## 2 4 Morning 2024-01-0… 505. 3 26.6 72.1
## 3 3 Afternoon 2024-01-0… 504. 2 34.5 77.9
## 4 2 Afternoon 2024-01-0… 501. 6 34.3 41.3
## 5 2 Night 2024-01-0… 504. 2 31.6 41.8
## 6 1 Afternoon 2024-01-0… 512. 2 34.0 53.8
## 7 1 Night 2024-01-0… 499. 4 30.6 43.5
## 8 2 Night 2024-01-0… 503. 3 33.4 59.2
## 9 5 Afternoon 2024-01-0… 510. 1 23.5 69.1
## 10 5 Night 2024-01-0… 509. 2 25.2 62.7
## # ℹ 990 more rows# Syntax agar tiap variabel punya skala Y masing-masing (Free Y Axis)
df_mfg_clean %>%
select(weight, temperature, humidity) %>%
pivot_longer(everything()) %>%
ggplot(aes(x = name, y = value, fill = name)) +
geom_boxplot() +
facet_wrap(~name, scales = "free_y") + # INI KUNCINYA
theme_minimal() +
labs(title = "Boxplot dengan Skala Mandiri")
# Jalankan ini untuk reset data (mengambil data setelah imputasi tapi sebelum capping)
df_mfg_final <- df_mfg_clean %>%
# Kita hanya membuang duplikat, TANPA menjalankan cap_outliers
distinct()
# Sekarang cek range-nya lagi
summary(df_mfg_final)## production_line shift timestamp weight
## Min. :1.000 Length :1000 Length :1000 Min. :450.0
## 1st Qu.:2.000 N.unique : 3 N.unique :1000 1st Qu.:503.0
## Median :3.000 N.blank : 0 N.blank : 0 Median :505.0
## Mean :2.916 Min.nchar: 5 Min.nchar: 19 Mean :504.9
## 3rd Qu.:4.000 Max.nchar: 9 Max.nchar: 19 3rd Qu.:507.1
## Max. :5.000 Max. :560.0
## defect_count temperature humidity
## Min. :0.000 Min. :20.00 Min. :40.01
## 1st Qu.:1.000 1st Qu.:23.98 1st Qu.:50.51
## Median :2.000 Median :27.75 Median :60.31
## Mean :1.993 Mean :27.55 Mean :60.05
## 3rd Qu.:3.000 3rd Qu.:31.17 3rd Qu.:69.36
## Max. :7.000 Max. :34.94 Max. :79.99# Membersihkan outlier pada kolom weight secara spesifik
df_mfg_final <- df_mfg_final %>%
mutate(weight = case_when(
weight < 490 ~ 490, # Menarik nilai 450 ke 490 (batas bawah wajar)
weight > 515 ~ 515, # Menarik nilai yang terlalu berat (jika ada) ke 515
TRUE ~ weight # Sisanya tetap sesuai data asli
))
# Cek kembali statistiknya
summary(df_mfg_final$weight)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 490.0 503.0 505.0 505.0 507.1 515.0Data Analysis
library(gridExtra)##
## Attaching package: 'gridExtra'## The following object is masked from 'package:dplyr':
##
## combine# Q1: Apakah defect_count lebih tinggi pada suhu >30°C?
p1 <- ggplot(df_mfg_final, aes(x = temperature > 30, y = defect_count, fill = temperature > 30)) +
geom_boxplot() +
labs(title = "Suhu >30°C vs Defect", x = "Suhu di atas 30°C", y = "Jumlah Defect") +
theme_minimal()
# Q2: Shift mana yang paling banyak menghasilkan cacat?
p2 <- ggplot(df_mfg_final, aes(x = shift, y = defect_count, fill = shift)) +
stat_summary(fun = "mean", geom = "bar") +
labs(title = "Rata-rata Defect per Shift", x = "Shift", y = "Avg Defect") +
theme_minimal()
# Q3: Apakah kelembapan tinggi (>70%) menyebabkan peningkatan cacat?
p3 <- ggplot(df_mfg_final, aes(x = humidity, y = defect_count)) +
geom_jitter(alpha = 0.3, color = "darkgreen") +
geom_smooth(method = "lm", color = "red") +
labs(title = "Kelembapan vs Defect", x = "Humidity (%)", y = "Defect Count") +
theme_minimal()
# Q4: Jalur produksi mana yang paling stabil (weight konsisten)?
p4 <- ggplot(df_mfg_final, aes(x = factor(production_line), y = weight, fill = factor(production_line))) +
geom_violin(alpha = 0.5) +
geom_boxplot(width = 0.1, color = "black") +
labs(title = "Stabilitas Berat per Line", x = "Production Line", y = "Weight") +
theme_minimal()
# Gabungkan semua grafik
grid.arrange(p1, p2, p3, p4, ncol = 2)## `geom_smooth()` using formula = 'y ~ x'
Insight
1. Suhu vs Defect
Secara statistik, suhu tidak menjadi penyebab utama banyaknya cacat di pabrik ini. Baik suhunya panas maupun normal, jumlah cacatnya tetap berkisar di angka yang sama. Suhu di sini bukan “tersangka” utama kerusakan produk.
2. Rata-rata Defect per Shift
Ketiga shift (Afternoon, Morning, Night) memiliki tinggi batang yang hampir sama (berada di kisaran angka 2.0). Kualitas produksi sangat konsisten di semua waktu kerja. Tidak ada fenomena “shift malam lebih banyak error karena mengantuk” atau “shift siang lebih banyak defect karena panas”. Manajemen shift sudah berjalan sangat baik.
3. Kelembapan vs Defect
Kelembapan (Humidity) juga tidak mempengaruhi jumlah cacat. Mau udaranya lembap (70-80%) atau kering (40%), jumlah defect_count tidak otomatis naik.
4. Stabilitas Berat per Line
Gambar berbentuk “biola” ini menunjukkan sebaran berat produk di setiap jalur produksi (Line 1-5).
Line 1 & 2:
Bentuknya lebih panjang ke bawah dan punya banyak titik di bawah. Ini artinya Line 1 dan 2 kurang stabil.
Line 4 & 5:
Bentuknya lebih lebar dan pendek di area tengah (sekitar 500-505).Artinya: Line 4 dan 5 adalah jalur yang paling stabil. Mesin di sana sangat konsisten menjaga berat produk tetap di angka ideal.