Latihan Analisis Gerombol (TPG)
Agustin Salsabilla
2025-11-12
library(readr)
library(psych)## Warning: package 'psych' was built under R version 4.5.2library(GPArotation)## Warning: package 'GPArotation' was built under R version 4.5.2##
## Attaching package: 'GPArotation'## The following objects are masked from 'package:psych':
##
## equamax, variminlibrary(factoextra)## Warning: package 'factoextra' was built under R version 4.5.2## Loading required package: ggplot2##
## Attaching package: 'ggplot2'## The following objects are masked from 'package:psych':
##
## %+%, alpha## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBalibrary(dplyr) ##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(clusterCrit)## Warning: package 'clusterCrit' was built under R version 4.5.2library(ggplot2)
library(tidyr)
library(openxlsx)## Warning: package 'openxlsx' was built under R version 4.5.2library(scales)## Warning: package 'scales' was built under R version 4.5.2##
## Attaching package: 'scales'## The following objects are masked from 'package:psych':
##
## alpha, rescale## The following object is masked from 'package:readr':
##
## col_factorlibrary(corrplot)## corrplot 0.95 loadedlibrary(cluster)## Warning: package 'cluster' was built under R version 4.5.2library(RColorBrewer)data_kopi <- read.xlsx("C:/Users/Hafizh Fadhlah/Downloads/Coffe_sales.xlsx")
data_kopi## hour_of_day cash_type money coffee_name Time_of_Day Weekday
## 1 10 card 38.7 Latte Morning Fri
## 2 12 card 38.7 Hot Chocolate Afternoon Fri
## 3 12 card 38.7 Hot Chocolate Afternoon Fri
## 4 13 card 28.9 Americano Afternoon Fri
## 5 13 card 38.7 Latte Afternoon Fri
## 6 15 card 33.8 Americano with Milk Afternoon Fri
## 7 16 card 38.7 Hot Chocolate Afternoon Fri
## 8 18 card 33.8 Americano with Milk Night Fri
## 9 19 card 38.7 Cocoa Night Fri
## 10 19 card 33.8 Americano with Milk Night Fri
## 11 19 card 33.8 Americano with Milk Night Fri
## 12 10 card 28.9 Americano Morning Sat
## 13 10 card 33.8 Americano with Milk Morning Sat
## 14 11 card 33.8 Americano with Milk Morning Sat
## 15 14 card 28.9 Americano Afternoon Sat
## 16 16 card 33.8 Americano with Milk Afternoon Sat
## 17 17 card 28.9 Americano Night Sat
## 18 10 card 38.7 Latte Morning Sun
## 19 11 card 28.9 Cortado Morning Sun
## 20 12 card 28.9 Americano Afternoon Sun
## 21 13 card 38.7 Hot Chocolate Afternoon Sun
## 22 17 card 38.7 Cocoa Night Sun
## 23 17 card 28.9 Cortado Night Sun
## 24 18 card 33.8 Americano with Milk Night Sun
## 25 18 card 33.8 Americano with Milk Night Sun
## 26 18 card 38.7 Hot Chocolate Night Sun
## 27 10 card 38.7 Latte Morning Mon
## 28 10 card 38.7 Latte Morning Mon
## 29 11 card 33.8 Americano with Milk Morning Mon
## 30 14 card 24.0 Espresso Afternoon Mon
## 31 9 card 38.7 Latte Morning Tue
## 32 14 card 38.7 Latte Afternoon Tue
## 33 17 card 38.7 Latte Night Tue
## 34 17 card 38.7 Hot Chocolate Night Tue
## 35 17 card 38.7 Cocoa Night Tue
## 36 17 card 38.7 Hot Chocolate Night Tue
## 37 17 card 38.7 Hot Chocolate Night Tue
## 38 17 card 28.9 Cortado Night Tue
## 39 18 card 38.7 Hot Chocolate Night Tue
## 40 13 card 28.9 Americano Afternoon Wed
## 41 13 card 28.9 Cortado Afternoon Wed
## 42 14 card 38.7 Cappuccino Afternoon Wed
## 43 14 card 38.7 Cappuccino Afternoon Wed
## 44 10 card 38.7 Hot Chocolate Morning Thu
## 45 11 card 38.7 Latte Morning Thu
## 46 15 card 28.9 Americano Afternoon Thu
## 47 15 card 33.8 Americano with Milk Afternoon Thu
## 48 10 card 28.9 Cortado Morning Fri
## 49 12 card 38.7 Cappuccino Afternoon Fri
## 50 13 card 28.9 Americano Afternoon Fri
## 51 14 card 28.9 Americano Afternoon Fri
## 52 14 card 28.9 Americano Afternoon Fri
## 53 14 card 33.8 Americano with Milk Afternoon Fri
## 54 18 card 38.7 Latte Night Fri
## 55 18 card 38.7 Latte Night Fri
## 56 12 card 24.0 Espresso Afternoon Sat
## 57 12 card 28.9 Americano Afternoon Sat
## 58 12 card 38.7 Cappuccino Afternoon Sat
## 59 12 card 28.9 Americano Afternoon Sat
## 60 12 card 28.9 Americano Afternoon Sat
## 61 13 card 38.7 Latte Afternoon Sat
## 62 13 card 33.8 Americano with Milk Afternoon Sat
## 63 13 card 28.9 Cortado Afternoon Sat
## 64 13 card 38.7 Cappuccino Afternoon Sat
## 65 14 card 33.8 Americano with Milk Afternoon Sat
## 66 14 card 38.7 Hot Chocolate Afternoon Sat
## 67 19 card 38.7 Cappuccino Night Sat
## 68 19 card 38.7 Hot Chocolate Night Sat
## 69 11 card 24.0 Espresso Morning Sun
## 70 19 card 38.7 Latte Night Sun
## 71 19 card 28.9 Cortado Night Sun
## 72 11 card 38.7 Cappuccino Morning Mon
## 73 16 card 28.9 Americano Afternoon Mon
## 74 16 card 38.7 Latte Afternoon Mon
## 75 16 card 28.9 Cortado Afternoon Mon
## 76 10 card 28.9 Americano Morning Tue
## 77 10 card 28.9 Cortado Morning Tue
## 78 11 card 38.7 Hot Chocolate Morning Tue
## 79 12 card 33.8 Americano with Milk Afternoon Tue
## 80 12 card 28.9 Americano Afternoon Tue
## 81 16 card 28.9 Americano Afternoon Tue
## 82 11 card 38.7 Hot Chocolate Morning Wed
## 83 11 card 28.9 Americano Morning Wed
## 84 12 card 28.9 Americano Afternoon Wed
## 85 12 card 28.9 Americano Afternoon Wed
## 86 14 card 33.8 Americano with Milk Afternoon Wed
## 87 15 card 24.0 Espresso Afternoon Wed
## 88 15 card 24.0 Espresso Afternoon Wed
## 89 16 card 24.0 Espresso Afternoon Wed
## 90 10 card 38.7 Latte Morning Thu
## 91 10 card 38.7 Hot Chocolate Morning Thu
## 92 13 card 28.9 Cortado Afternoon Thu
## 93 13 card 28.9 Americano Afternoon Thu
## 94 13 card 33.8 Americano with Milk Afternoon Thu
## 95 13 card 24.0 Espresso Afternoon Thu
## 96 15 card 38.7 Latte Afternoon Thu
## 97 16 card 33.8 Americano with Milk Afternoon Thu
## 98 16 card 24.0 Espresso Afternoon Thu
## 99 18 card 38.7 Hot Chocolate Night Thu
## 100 19 card 28.9 Cortado Night Thu
## 101 10 card 38.7 Hot Chocolate Morning Fri
## 102 18 card 28.9 Americano Night Fri
## 103 12 card 33.8 Americano with Milk Afternoon Sat
## 104 12 card 28.9 Americano Afternoon Sat
## 105 15 card 28.9 Cortado Afternoon Sat
## 106 16 card 28.9 Cortado Afternoon Sat
## 107 16 card 28.9 Cortado Afternoon Sat
## 108 17 card 33.8 Americano with Milk Night Sat
## 109 12 card 28.9 Cortado Afternoon Sun
## 110 11 card 28.9 Cortado Morning Mon
## 111 15 card 28.9 Americano Afternoon Mon
## 112 15 card 28.9 Americano Afternoon Mon
## 113 15 card 28.9 Americano Afternoon Mon
## 114 14 card 38.7 Latte Afternoon Tue
## 115 14 card 38.7 Latte Afternoon Tue
## 116 15 card 38.7 Hot Chocolate Afternoon Tue
## 117 16 card 33.8 Americano with Milk Afternoon Tue
## 118 11 card 28.9 Cortado Morning Wed
## 119 12 card 28.9 Cortado Afternoon Wed
## 120 13 card 38.7 Cappuccino Afternoon Wed
## 121 16 card 38.7 Cocoa Afternoon Wed
## 122 17 card 38.7 Latte Night Wed
## 123 12 card 28.9 Cortado Afternoon Thu
## 124 12 card 38.7 Cappuccino Afternoon Thu
## 125 17 card 28.9 Cortado Night Thu
## 126 19 card 38.7 Latte Night Thu
## 127 10 card 33.8 Americano with Milk Morning Fri
## 128 13 card 33.8 Americano with Milk Afternoon Fri
## 129 17 card 28.9 Americano Night Fri
## 130 17 card 24.0 Espresso Night Fri
## 131 17 card 28.9 Americano Night Fri
## 132 10 card 38.7 Latte Morning Sat
## 133 10 card 33.8 Americano with Milk Morning Sat
## 134 13 card 38.7 Cappuccino Afternoon Sat
## 135 13 card 38.7 Cocoa Afternoon Sat
## 136 14 card 33.8 Americano with Milk Afternoon Sat
## 137 15 card 38.7 Latte Afternoon Sat
## 138 15 card 33.8 Americano with Milk Afternoon Sat
## 139 16 card 28.9 Cortado Afternoon Sat
## 140 18 card 38.7 Latte Night Sun
## 141 10 card 38.7 Latte Morning Mon
## 142 14 card 38.7 Latte Afternoon Mon
## 143 14 card 38.7 Latte Afternoon Mon
## 144 18 card 33.8 Americano with Milk Night Mon
## 145 19 card 38.7 Cappuccino Night Mon
## 146 10 card 38.7 Cocoa Morning Tue
## 147 10 card 38.7 Latte Morning Tue
## 148 10 card 38.7 Latte Morning Tue
## 149 11 card 28.9 Cortado Morning Tue
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## 151 13 card 28.9 Cortado Afternoon Tue
## 152 13 card 28.9 Cortado Afternoon Tue
## 153 13 card 28.9 Americano Afternoon Tue
## 154 15 card 38.7 Latte Afternoon Tue
## 155 18 card 38.7 Latte Night Tue
## 156 18 card 38.7 Hot Chocolate Night Tue
## 157 11 card 28.9 Cortado Morning Wed
## 158 11 card 33.8 Americano with Milk Morning Wed
## 159 12 card 33.8 Americano with Milk Afternoon Wed
## 160 13 card 38.7 Hot Chocolate Afternoon Wed
## 161 14 card 38.7 Cappuccino Afternoon Wed
## 162 14 card 28.9 Americano Afternoon Wed
## 163 18 card 28.9 Cortado Night Wed
## 164 14 card 28.9 Cortado Afternoon Thu
## 165 17 card 28.9 Cortado Night Thu
## 166 17 card 28.9 Americano Night Thu
## 167 17 card 38.7 Latte Night Thu
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## 169 12 card 38.7 Cappuccino Afternoon Fri
## 170 12 card 38.7 Cappuccino Afternoon Fri
## 171 11 card 38.7 Latte Morning Sat
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## 173 16 card 38.7 Latte Afternoon Sat
## 174 16 card 33.8 Americano with Milk Afternoon Sat
## 175 10 card 38.7 Cappuccino Morning Sun
## 176 10 card 28.9 Americano Morning Mon
## 177 10 card 33.8 Americano with Milk Morning Mon
## 178 10 card 33.8 Americano with Milk Morning Mon
## 179 11 card 33.8 Americano with Milk Morning Mon
## 180 18 card 33.8 Americano with Milk Night Mon
## 181 18 card 38.7 Hot Chocolate Night Mon
## 182 10 card 38.7 Latte Morning Tue
## 183 16 card 28.9 Americano Afternoon Tue
## 184 16 card 28.9 Cortado Afternoon Tue
## 185 10 card 28.9 Cortado Morning Wed
## 186 10 card 28.9 Americano Morning Wed
## 187 13 card 38.7 Cappuccino Afternoon Wed
## 188 10 card 38.7 Latte Morning Thu
## 189 11 card 38.7 Latte Morning Thu
## 190 11 card 38.7 Cappuccino Morning Thu
## 191 12 card 28.9 Cortado Afternoon Thu
## 192 10 card 28.9 Americano Morning Fri
## 193 10 card 28.9 Americano Morning Fri
## 194 11 card 28.9 Cortado Morning Fri
## 195 12 card 33.8 Americano with Milk Afternoon Fri
## 196 14 card 38.7 Latte Afternoon Fri
## 197 14 card 28.9 Cortado Afternoon Fri
## 198 16 card 24.0 Espresso Afternoon Fri
## 199 12 card 33.8 Americano with Milk Afternoon Sat
## 200 14 card 38.7 Cappuccino Afternoon Sat
## 201 14 card 28.9 Americano Afternoon Sat
## 202 14 card 38.7 Latte Afternoon Sat
## 203 10 card 38.7 Latte Morning Sun
## 204 12 card 38.7 Cappuccino Afternoon Sun
## 205 12 card 38.7 Cappuccino Afternoon Sun
## 206 14 card 28.9 Cortado Afternoon Sun
## 207 14 card 24.0 Espresso Afternoon Sun
## 208 18 card 38.7 Hot Chocolate Night Sun
## 209 18 card 33.8 Americano with Milk Night Sun
## 210 10 card 33.8 Americano with Milk Morning Mon
## 211 10 card 38.7 Cappuccino Morning Mon
## 212 11 card 28.9 Americano Morning Mon
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## 214 16 card 38.7 Latte Afternoon Mon
## 215 18 card 28.9 Americano Night Mon
## 216 19 card 33.8 Americano with Milk Night Mon
## 217 19 card 38.7 Cappuccino Night Mon
## 218 11 card 38.7 Latte Morning Tue
## 219 15 card 38.7 Hot Chocolate Afternoon Tue
## 220 17 card 38.7 Hot Chocolate Night Tue
## 221 17 card 24.0 Espresso Night Wed
## 222 18 card 38.7 Cappuccino Night Wed
## 223 20 card 38.7 Latte Night Wed
## 224 10 card 28.9 Americano Morning Thu
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## 227 19 card 38.7 Cappuccino Night Thu
## 228 19 card 33.8 Americano with Milk Night Thu
## 229 19 card 38.7 Hot Chocolate Night Fri
## 230 19 card 28.9 Cortado Night Fri
## 231 12 card 38.7 Latte Afternoon Sat
## 232 12 card 28.9 Americano Afternoon Sat
## 233 16 card 38.7 Cappuccino Afternoon Sat
## 234 16 card 38.7 Latte Afternoon Sat
## 235 17 card 38.7 Cappuccino Night Sat
## 236 17 card 38.7 Cappuccino Night Sat
## 237 12 card 38.7 Cappuccino Afternoon Sun
## 238 13 card 28.9 Cortado Afternoon Sun
## 239 14 card 28.9 Americano Afternoon Sun
## 240 14 card 28.9 Americano Afternoon Sun
## 241 14 card 28.9 Americano Afternoon Sun
## 242 15 card 38.7 Cappuccino Afternoon Sun
## 243 16 card 28.9 Cortado Afternoon Sun
## 244 17 card 38.7 Latte Night Sun
## 245 18 card 38.7 Cappuccino Night Sun
## 246 11 card 28.9 Americano Morning Mon
## 247 17 card 28.9 Americano Night Mon
## 248 17 card 33.8 Americano with Milk Night Mon
## 249 19 card 33.8 Americano with Milk Night Mon
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## 251 12 card 38.7 Cocoa Afternoon Tue
## 252 12 card 28.9 Cortado Afternoon Tue
## 253 15 card 28.9 Americano Afternoon Tue
## 254 17 card 33.8 Americano with Milk Night Tue
## 255 17 card 38.7 Cappuccino Night Tue
## 256 18 card 38.7 Cocoa Night Tue
## 257 13 card 28.9 Americano Afternoon Wed
## 258 13 card 24.0 Espresso Afternoon Wed
## 259 17 card 38.7 Cappuccino Night Wed
## 260 17 card 38.7 Cappuccino Night Wed
## 261 18 card 28.9 Cortado Night Wed
## 262 11 card 28.9 Americano Morning Thu
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## 264 13 card 33.8 Americano with Milk Afternoon Thu
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## 269 18 card 38.7 Cappuccino Night Thu
## 270 19 card 38.7 Hot Chocolate Night Thu
## 271 19 card 38.7 Hot Chocolate Night Thu
## 272 10 card 38.7 Latte Morning Fri
## 273 13 card 33.8 Americano with Milk Afternoon Fri
## 274 13 card 38.7 Cappuccino Afternoon Fri
## 275 13 card 38.7 Hot Chocolate Afternoon Fri
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## 278 18 card 33.8 Americano with Milk Night Fri
## 279 12 card 33.8 Americano with Milk Afternoon Sat
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## 281 13 card 28.9 Americano Afternoon Sat
## 282 13 card 33.8 Americano with Milk Afternoon Sat
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## 284 14 card 38.7 Cappuccino Afternoon Sat
## 285 15 card 33.8 Americano with Milk Afternoon Sat
## 286 15 card 32.82 Americano with Milk Afternoon Sat
## 287 15 card 32.82 Americano with Milk Afternoon Sat
## 288 18 card 37.72 Cappuccino Night Sat
## 289 18 card 37.72 Cappuccino Night Sat
## 290 19 card 37.72 Latte Night Sat
## 291 11 card 37.72 Latte Morning Sun
## 292 14 card 27.92 Americano Afternoon Sun
## 293 11 card 27.92 Americano Morning Mon
## 294 11 card 32.82 Americano with Milk Morning Mon
## 295 19 card 37.72 Latte Night Mon
## 296 14 card 37.72 Cappuccino Afternoon Tue
## 297 14 card 32.82 Americano with Milk Afternoon Tue
## 298 14 card 37.72 Cappuccino Afternoon Tue
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## 300 19 card 32.82 Americano with Milk Night Tue
## 301 10 card 37.72 Latte Morning Wed
## 302 10 card 32.82 Americano with Milk Morning Wed
## 303 11 card 32.82 Americano with Milk Morning Wed
## 304 11 card 32.82 Americano with Milk Morning Wed
## 305 12 card 32.82 Americano with Milk Afternoon Wed
## 306 16 card 32.82 Americano with Milk Afternoon Wed
## 307 19 card 32.82 Americano with Milk Night Wed
## 308 19 card 37.72 Cappuccino Night Wed
## 309 10 card 27.92 Americano Morning Thu
## 310 15 card 37.72 Latte Afternoon Thu
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## 312 17 card 27.92 Americano Night Thu
## 313 10 card 37.72 Latte Morning Fri
## 314 12 card 37.72 Latte Afternoon Fri
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## 332 13 card 32.82 Americano with Milk Afternoon Mon
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## 347 18 card 32.82 Americano with Milk Night Thu
## 348 19 card 37.72 Latte Night Thu
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## 350 14 card 37.72 Latte Afternoon Fri
## 351 17 card 37.72 Latte Night Fri
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## 385 17 card 37.72 Cappuccino Night Sat
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## 1622 20 card 32.82 Cappuccino Night Fri
## 1623 20 card 32.82 Cappuccino Night Fri
## 1624 20 card 27.92 Americano with Milk Night Fri
## 1625 8 card 27.92 Americano with Milk Morning Sat
## 1626 9 card 27.92 Americano with Milk Morning Sat
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## 1628 16 card 35.76 Latte Afternoon Sat
## 1629 17 card 30.86 Americano with Milk Night Sat
## 1630 20 card 35.76 Latte Night Sat
## 1631 20 card 35.76 Latte Night Sat
## 1632 22 card 35.76 Cappuccino Night Sat
## 1633 22 card 35.76 Cocoa Night Sat
## 1634 22 card 25.96 Cortado Night Sat
## 1635 22 card 35.76 Hot Chocolate Night Sat
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## 1638 10 card 35.76 Cappuccino Morning Sun
## 1639 10 card 35.76 Cappuccino Morning Sun
## 1640 10 card 30.86 Americano with Milk Morning Sun
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## 1642 12 card 25.96 Cortado Afternoon Sun
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## 1644 12 card 35.76 Latte Afternoon Sun
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## 1646 22 card 35.76 Latte Night Sun
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## 1655 19 card 30.86 Americano with Milk Night Mon
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## 1659 20 card 30.86 Americano with Milk Night Mon
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## 1684 22 card 35.76 Hot Chocolate Night Wed
## 1685 22 card 35.76 Hot Chocolate Night Wed
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## 1691 21 card 35.76 Hot Chocolate Night Thu
## 1692 21 card 35.76 Hot Chocolate Night Thu
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## 1702 17 card 35.76 Hot Chocolate Night Fri
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## 1716 12 card 30.86 Americano with Milk Afternoon Sun
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## 1719 13 card 30.86 Americano with Milk Afternoon Sun
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## 1731 8 card 35.76 Latte Morning Mon
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## 1740 21 card 35.76 Hot Chocolate Night Mon
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## 1750 13 card 35.76 Latte Afternoon Tue
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## 1893 20 card 30.86 Americano with Milk Night Thu
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## 1895 21 card 35.76 Latte Night Thu
## 1896 21 card 35.76 Latte Night Thu
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## 1899 8 card 35.76 Cocoa Morning Fri
## 1900 9 card 35.76 Cocoa Morning Fri
## 1901 9 card 35.76 Cocoa Morning Fri
## 1902 9 card 35.76 Cappuccino Morning Fri
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## 1905 14 card 35.76 Cappuccino Afternoon Fri
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## 1907 16 card 35.76 Latte Afternoon Fri
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## 1909 21 card 35.76 Cocoa Night Fri
## 1910 21 card 35.76 Cocoa Night Fri
## 1911 21 card 30.86 Americano with Milk Night Fri
## 1912 22 card 35.76 Latte Night Fri
## 1913 8 card 30.86 Americano with Milk Morning Sat
## 1914 13 card 35.76 Latte Afternoon Sat
## 1915 14 card 35.76 Cappuccino Afternoon Sat
## 1916 15 card 35.76 Hot Chocolate Afternoon Sat
## 1917 15 card 35.76 Latte Afternoon Sat
## 1918 16 card 35.76 Latte Afternoon Sat
## 1919 16 card 35.76 Latte Afternoon Sat
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## 1921 22 card 35.76 Cappuccino Night Sat
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## 1923 8 card 35.76 Cocoa Morning Sun
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## 1927 15 card 30.86 Americano with Milk Afternoon Sun
## 1928 16 card 35.76 Latte Afternoon Sun
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## 1931 18 card 35.76 Cocoa Night Sun
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## 1933 21 card 35.76 Hot Chocolate Night Sun
## 1934 21 card 25.96 Cortado Night Sun
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## 1936 21 card 35.76 Latte Night Sun
## 1937 22 card 35.76 Cappuccino Night Sun
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## 1939 8 card 35.76 Latte Morning Mon
## 1940 9 card 30.86 Americano with Milk Morning Mon
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## 1947 14 card 35.76 Latte Afternoon Mon
## 1948 14 card 35.76 Latte Afternoon Mon
## 1949 15 card 30.86 Americano with Milk Afternoon Mon
## 1950 15 card 25.96 Cortado Afternoon Mon
## 1951 16 card 35.76 Cocoa Afternoon Mon
## 1952 16 card 35.76 Latte Afternoon Mon
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## 1954 21 card 35.76 Latte Night Mon
## 1955 22 card 35.76 Cocoa Night Mon
## 1956 22 card 35.76 Hot Chocolate Night Mon
## 1957 7 card 35.76 Latte Morning Tue
## 1958 7 card 35.76 Cappuccino Morning Tue
## 1959 8 card 30.86 Americano with Milk Morning Tue
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## 1965 19 card 35.76 Latte Night Tue
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## 1967 8 card 30.86 Americano with Milk Morning Wed
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## 1969 12 card 30.86 Americano with Milk Afternoon Wed
## 1970 16 card 30.86 Americano with Milk Afternoon Wed
## 1971 16 card 30.86 Americano with Milk Afternoon Wed
## 1972 16 card 35.76 Cappuccino Afternoon Wed
## 1973 17 card 21.06 Espresso Night Wed
## 1974 18 card 35.76 Cocoa Night Wed
## 1975 19 card 35.76 Cappuccino Night Wed
## 1976 21 card 30.86 Americano with Milk Night Wed
## 1977 21 card 35.76 Hot Chocolate Night Wed
## 1978 22 card 35.76 Latte Night Wed
## 1979 12 card 25.96 Americano Afternoon Thu
## 1980 13 card 35.76 Cappuccino Afternoon Thu
## 1981 14 card 35.76 Cappuccino Afternoon Thu
## 1982 14 card 35.76 Hot Chocolate Afternoon Thu
## 1983 14 card 35.76 Latte Afternoon Thu
## 1984 15 card 35.76 Latte Afternoon Thu
## 1985 15 card 35.76 Latte Afternoon Thu
## 1986 18 card 25.96 Americano Night Thu
## 1987 18 card 25.96 Americano Night Thu
## 1988 19 card 35.76 Latte Night Thu
## 1989 20 card 25.96 Americano Night Thu
## 1990 21 card 35.76 Hot Chocolate Night Thu
## 1991 21 card 35.76 Hot Chocolate Night Thu
## 1992 21 card 35.76 Hot Chocolate Night Thu
## 1993 21 card 35.76 Cappuccino Night Thu
## 1994 7 card 35.76 Cappuccino Morning Fri
## 1995 7 card 21.06 Espresso Morning Fri
## 1996 8 card 35.76 Cocoa Morning Fri
## 1997 8 card 35.76 Latte Morning Fri
## 1998 8 card 35.76 Cocoa Morning Fri
## 1999 10 card 25.96 Americano Morning Fri
## 2000 10 card 25.96 Americano Morning Fri
## 2001 10 card 30.86 Americano with Milk Morning Fri
## 2002 11 card 35.76 Cocoa Morning Fri
## 2003 11 card 35.76 Cocoa Morning Fri
## 2004 12 card 25.96 Cortado Afternoon Fri
## 2005 12 card 35.76 Latte Afternoon Fri
## 2006 14 card 35.76 Cappuccino Afternoon Fri
## 2007 22 card 35.76 Hot Chocolate Night Fri
## 2008 22 card 21.06 Espresso Night Fri
## 2009 7 card 35.76 Cappuccino Morning Sat
## 2010 8 card 25.96 Cortado Morning Sat
## 2011 8 card 35.76 Cappuccino Morning Sat
## 2012 10 card 25.96 Americano Morning Sat
## 2013 12 card 35.76 Cocoa Afternoon Sat
## 2014 13 card 35.76 Latte Afternoon Sat
## 2015 14 card 35.76 Latte Afternoon Sat
## 2016 14 card 30.86 Americano with Milk Afternoon Sat
## 2017 15 card 25.96 Cortado Afternoon Sat
## 2018 15 card 25.96 Cortado Afternoon Sat
## 2019 15 card 35.76 Latte Afternoon Sat
## 2020 15 card 35.76 Latte Afternoon Sat
## 2021 15 card 30.86 Americano with Milk Afternoon Sat
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## 3254 16 card 35.76 Cappuccino Afternoon Mon
## 3255 16 card 35.76 Cappuccino Afternoon Mon
## 3256 16 card 25.96 Americano Afternoon Mon
## 3257 17 card 30.86 Americano with Milk Night Mon
## 3258 17 card 25.96 Americano Night Mon
## 3259 17 card 35.76 Hot Chocolate Night Mon
## 3260 17 card 25.96 Americano Night Mon
## 3261 17 card 35.76 Hot Chocolate Night Mon
## 3262 17 card 35.76 Hot Chocolate Night Mon
## 3263 18 card 30.86 Americano with Milk Night Mon
## 3264 18 card 35.76 Latte Night Mon
## 3265 7 card 35.76 Cappuccino Morning Tue
## 3266 7 card 25.96 Americano Morning Tue
## 3267 8 card 30.86 Americano with Milk Morning Tue
## 3268 9 card 25.96 Americano Morning Tue
## 3269 9 card 25.96 Americano Morning Tue
## 3270 9 card 25.96 Americano Morning Tue
## 3271 11 card 30.86 Americano with Milk Morning Tue
## 3272 11 card 25.96 Americano Morning Tue
## 3273 11 card 25.96 Americano Morning Tue
## 3274 11 card 25.96 Americano Morning Tue
## 3275 11 card 25.96 Americano Morning Tue
## 3276 12 card 35.76 Cocoa Afternoon Tue
## 3277 16 card 25.96 Americano Afternoon Tue
## 3278 18 card 35.76 Cocoa Night Tue
## 3279 19 card 35.76 Latte Night Tue
## 3280 20 card 35.76 Latte Night Tue
## 3281 8 card 30.86 Americano with Milk Morning Wed
## 3282 9 card 25.96 Americano Morning Wed
## 3283 10 card 25.96 Americano Morning Wed
## 3284 10 card 25.96 Americano Morning Wed
## 3285 10 card 35.76 Cappuccino Morning Wed
## 3286 10 card 30.86 Americano with Milk Morning Wed
## 3287 11 card 35.76 Cappuccino Morning Wed
## 3288 11 card 35.76 Cocoa Morning Wed
## 3289 11 card 25.96 Americano Morning Wed
## 3290 11 card 25.96 Americano Morning Wed
## 3291 12 card 25.96 Americano Afternoon Wed
## 3292 15 card 35.76 Latte Afternoon Wed
## 3293 15 card 35.76 Latte Afternoon Wed
## 3294 15 card 35.76 Hot Chocolate Afternoon Wed
## 3295 17 card 30.86 Americano with Milk Night Wed
## 3296 17 card 21.06 Espresso Night Wed
## 3297 17 card 35.76 Latte Night Wed
## 3298 18 card 35.76 Cappuccino Night Wed
## 3299 19 card 35.76 Cocoa Night Wed
## 3300 9 card 35.76 Hot Chocolate Morning Thu
## 3301 9 card 21.06 Espresso Morning Thu
## 3302 10 card 30.86 Americano with Milk Morning Thu
## 3303 10 card 25.96 Americano Morning Thu
## 3304 10 card 25.96 Americano Morning Thu
## 3305 11 card 25.96 Americano Morning Thu
## 3306 11 card 35.76 Cappuccino Morning Thu
## 3307 13 card 35.76 Latte Afternoon Thu
## 3308 16 card 30.86 Americano with Milk Afternoon Thu
## 3309 17 card 35.76 Cocoa Night Thu
## 3310 18 card 35.76 Cappuccino Night Thu
## 3311 19 card 30.86 Americano with Milk Night Thu
## 3312 7 card 35.76 Cappuccino Morning Fri
## 3313 8 card 25.96 Americano Morning Fri
## 3314 8 card 25.96 Americano Morning Fri
## 3315 9 card 25.96 Americano Morning Fri
## 3316 10 card 35.76 Hot Chocolate Morning Fri
## 3317 10 card 30.86 Americano with Milk Morning Fri
## 3318 10 card 30.86 Americano with Milk Morning Fri
## 3319 10 card 35.76 Cocoa Morning Fri
## 3320 11 card 35.76 Cocoa Morning Fri
## 3321 12 card 30.86 Americano with Milk Afternoon Fri
## 3322 13 card 35.76 Hot Chocolate Afternoon Fri
## 3323 13 card 25.96 Americano Afternoon Fri
## 3324 14 card 35.76 Cappuccino Afternoon Fri
## 3325 15 card 35.76 Latte Afternoon Fri
## 3326 15 card 35.76 Latte Afternoon Fri
## 3327 17 card 35.76 Latte Night Fri
## 3328 17 card 35.76 Hot Chocolate Night Fri
## 3329 9 card 30.86 Americano with Milk Morning Sat
## 3330 9 card 30.86 Americano with Milk Morning Sat
## 3331 10 card 25.96 Americano Morning Sat
## 3332 11 card 25.96 Americano Morning Sat
## 3333 11 card 25.96 Americano Morning Sat
## 3334 12 card 30.86 Americano with Milk Afternoon Sat
## 3335 12 card 25.96 Americano Afternoon Sat
## 3336 13 card 35.76 Cappuccino Afternoon Sat
## 3337 9 card 21.06 Espresso Morning Sun
## 3338 11 card 30.86 Americano with Milk Morning Sun
## 3339 13 card 35.76 Cappuccino Afternoon Sun
## 3340 14 card 25.96 Americano Afternoon Sun
## 3341 15 card 35.76 Cappuccino Afternoon Sun
## 3342 15 card 25.96 Americano Afternoon Sun
## 3343 15 card 30.86 Americano with Milk Afternoon Sun
## 3344 15 card 35.76 Cocoa Afternoon Sun
## 3345 8 card 25.96 Americano Morning Mon
## 3346 8 card 35.76 Latte Morning Mon
## 3347 9 card 30.86 Americano with Milk Morning Mon
## 3348 9 card 35.76 Hot Chocolate Morning Mon
## 3349 9 card 35.76 Cocoa Morning Mon
## 3350 10 card 35.76 Hot Chocolate Morning Mon
## 3351 12 card 25.96 Americano Afternoon Mon
## 3352 15 card 25.96 Americano Afternoon Mon
## 3353 15 card 35.76 Hot Chocolate Afternoon Mon
## 3354 16 card 35.76 Latte Afternoon Mon
## 3355 16 card 35.76 Latte Afternoon Mon
## 3356 16 card 35.76 Cappuccino Afternoon Mon
## 3357 16 card 30.86 Americano with Milk Afternoon Mon
## 3358 18 card 25.96 Americano Night Mon
## 3359 18 card 35.76 Latte Night Mon
## 3360 18 card 35.76 Latte Night Mon
## 3361 19 card 30.86 Americano with Milk Night Mon
## 3362 8 card 25.96 Americano Morning Tue
## 3363 9 card 35.76 Cappuccino Morning Tue
## 3364 9 card 35.76 Latte Morning Tue
## 3365 10 card 25.96 Americano Morning Tue
## 3366 12 card 25.96 Americano Afternoon Tue
## 3367 13 card 25.96 Americano Afternoon Tue
## 3368 16 card 35.76 Hot Chocolate Afternoon Tue
## 3369 16 card 35.76 Cocoa Afternoon Tue
## 3370 16 card 35.76 Hot Chocolate Afternoon Tue
## 3371 17 card 35.76 Cappuccino Night Tue
## 3372 18 card 30.86 Americano with Milk Night Tue
## 3373 19 card 35.76 Latte Night Tue
## 3374 20 card 35.76 Cocoa Night Tue
## 3375 11 card 35.76 Cocoa Morning Wed
## 3376 11 card 30.86 Americano with Milk Morning Wed
## 3377 11 card 35.76 Cappuccino Morning Wed
## 3378 11 card 25.96 Americano Morning Wed
## 3379 11 card 25.96 Americano Morning Wed
## 3380 12 card 25.96 Americano Afternoon Wed
## 3381 12 card 35.76 Hot Chocolate Afternoon Wed
## 3382 13 card 35.76 Latte Afternoon Wed
## 3383 13 card 35.76 Latte Afternoon Wed
## 3384 16 card 35.76 Cappuccino Afternoon Wed
## 3385 16 card 35.76 Latte Afternoon Wed
## 3386 16 card 35.76 Latte Afternoon Wed
## 3387 18 card 25.96 Americano Night Wed
## 3388 18 card 35.76 Cocoa Night Wed
## 3389 18 card 25.96 Americano Night Wed
## 3390 18 card 35.76 Cappuccino Night Wed
## 3391 18 card 25.96 Americano Night Wed
## 3392 7 card 35.76 Cappuccino Morning Thu
## 3393 8 card 30.86 Americano with Milk Morning Thu
## 3394 9 card 30.86 Americano with Milk Morning Thu
## 3395 9 card 35.76 Latte Morning Thu
## 3396 9 card 21.06 Espresso Morning Thu
## 3397 9 card 25.96 Americano Morning Thu
## 3398 9 card 30.86 Americano with Milk Morning Thu
## 3399 11 card 25.96 Americano Morning Thu
## 3400 12 card 35.76 Latte Afternoon Thu
## 3401 14 card 30.86 Americano with Milk Afternoon Thu
## 3402 14 card 25.96 Americano Afternoon Thu
## 3403 18 card 35.76 Cappuccino Night Thu
## 3404 7 card 25.96 Americano Morning Fri
## 3405 8 card 30.86 Americano with Milk Morning Fri
## 3406 8 card 25.96 Americano Morning Fri
## 3407 9 card 35.76 Latte Morning Fri
## 3408 9 card 21.06 Espresso Morning Fri
## 3409 9 card 25.96 Americano Morning Fri
## 3410 10 card 25.96 Americano Morning Fri
## 3411 10 card 35.76 Latte Morning Fri
## 3412 10 card 35.76 Cappuccino Morning Fri
## 3413 14 card 25.96 Americano Afternoon Fri
## 3414 14 card 35.76 Latte Afternoon Fri
## 3415 15 card 35.76 Latte Afternoon Fri
## 3416 15 card 35.76 Latte Afternoon Fri
## 3417 16 card 25.96 Americano Afternoon Fri
## 3418 16 card 35.76 Cocoa Afternoon Fri
## 3419 16 card 35.76 Cocoa Afternoon Fri
## 3420 16 card 35.76 Cocoa Afternoon Fri
## 3421 17 card 25.96 Americano Night Fri
## 3422 17 card 25.96 Americano Night Fri
## 3423 17 card 35.76 Latte Night Fri
## 3424 17 card 35.76 Latte Night Fri
## 3425 20 card 25.96 Americano Night Fri
## 3426 21 card 25.96 Americano Night Fri
## 3427 9 card 30.86 Americano with Milk Morning Sat
## 3428 10 card 35.76 Cappuccino Morning Sat
## 3429 13 card 25.96 Americano Afternoon Sat
## 3430 17 card 35.76 Cappuccino Night Sat
## 3431 17 card 30.86 Americano with Milk Night Sat
## 3432 19 card 30.86 Americano with Milk Night Sat
## 3433 19 card 35.76 Cappuccino Night Sat
## 3434 9 card 35.76 Cappuccino Morning Sun
## 3435 9 card 30.86 Americano with Milk Morning Sun
## 3436 10 card 35.76 Latte Morning Sun
## 3437 12 card 35.76 Hot Chocolate Afternoon Sun
## 3438 14 card 25.96 Americano Afternoon Sun
## 3439 6 card 25.96 Americano Morning Mon
## 3440 8 card 25.96 Americano Morning Mon
## 3441 8 card 25.96 Americano Morning Mon
## 3442 9 card 30.86 Americano with Milk Morning Mon
## 3443 10 card 25.96 Americano Morning Mon
## 3444 13 card 25.96 Americano Afternoon Mon
## 3445 14 card 35.76 Cocoa Afternoon Mon
## 3446 14 card 35.76 Cocoa Afternoon Mon
## 3447 14 card 35.76 Latte Afternoon Mon
## 3448 15 card 35.76 Cappuccino Afternoon Mon
## 3449 15 card 35.76 Latte Afternoon Mon
## 3450 15 card 35.76 Latte Afternoon Mon
## 3451 16 card 25.96 Americano Afternoon Mon
## 3452 8 card 30.86 Americano with Milk Morning Tue
## 3453 8 card 35.76 Latte Morning Tue
## 3454 10 card 35.76 Latte Morning Tue
## 3455 10 card 25.96 Americano Morning Tue
## 3456 11 card 35.76 Hot Chocolate Morning Tue
## 3457 11 card 35.76 Hot Chocolate Morning Tue
## 3458 14 card 30.86 Americano with Milk Afternoon Tue
## 3459 15 card 25.96 Americano Afternoon Tue
## 3460 15 card 30.86 Americano with Milk Afternoon Tue
## 3461 16 card 25.96 Americano Afternoon Tue
## 3462 16 card 35.76 Latte Afternoon Tue
## 3463 16 card 21.06 Espresso Afternoon Tue
## 3464 18 card 35.76 Cocoa Night Tue
## 3465 18 card 35.76 Cocoa Night Tue
## 3466 20 card 35.76 Cocoa Night Tue
## 3467 20 card 35.76 Cocoa Night Tue
## 3468 21 card 35.76 Latte Night Tue
## 3469 7 card 25.96 Americano Morning Wed
## 3470 7 card 25.96 Americano Morning Wed
## 3471 7 card 35.76 Cappuccino Morning Wed
## 3472 8 card 25.96 Americano Morning Wed
## 3473 10 card 35.76 Hot Chocolate Morning Wed
## 3474 11 card 25.96 Americano Morning Wed
## 3475 12 card 25.96 Americano Afternoon Wed
## 3476 15 card 35.76 Latte Afternoon Wed
## 3477 15 card 35.76 Latte Afternoon Wed
## 3478 16 card 35.76 Latte Afternoon Wed
## 3479 16 card 25.96 Americano Afternoon Wed
## 3480 16 card 35.76 Cappuccino Afternoon Wed
## 3481 16 card 35.76 Cappuccino Afternoon Wed
## 3482 16 card 25.96 Americano Afternoon Wed
## 3483 16 card 25.96 Americano Afternoon Wed
## 3484 17 card 35.76 Cocoa Night Wed
## 3485 17 card 30.86 Americano with Milk Night Wed
## 3486 17 card 30.86 Americano with Milk Night Wed
## 3487 18 card 25.96 Cortado Night Wed
## 3488 18 card 21.06 Espresso Night Wed
## 3489 18 card 21.06 Espresso Night Wed
## 3490 8 card 30.86 Americano with Milk Morning Thu
## 3491 9 card 30.86 Americano with Milk Morning Thu
## 3492 10 card 30.86 Americano with Milk Morning Thu
## 3493 10 card 25.96 Americano Morning Thu
## 3494 10 card 25.96 Americano Morning Thu
## 3495 12 card 25.96 Americano Afternoon Thu
## 3496 14 card 25.96 Americano Afternoon Thu
## 3497 14 card 25.96 Americano Afternoon Thu
## 3498 14 card 21.06 Espresso Afternoon Thu
## 3499 14 card 25.96 Cortado Afternoon Thu
## 3500 14 card 35.76 Cappuccino Afternoon Thu
## 3501 14 card 35.76 Cappuccino Afternoon Thu
## 3502 15 card 25.96 Americano Afternoon Thu
## 3503 15 card 25.96 Americano Afternoon Thu
## 3504 16 card 35.76 Cappuccino Afternoon Thu
## 3505 17 card 25.96 Americano Night Thu
## 3506 18 card 35.76 Hot Chocolate Night Thu
## 3507 19 card 35.76 Cocoa Night Thu
## 3508 19 card 35.76 Cappuccino Night Thu
## 3509 21 card 35.76 Latte Night Thu
## 3510 7 card 30.86 Americano with Milk Morning Fri
## 3511 7 card 30.86 Americano with Milk Morning Fri
## 3512 8 card 25.96 Americano Morning Fri
## 3513 8 card 25.96 Americano Morning Fri
## 3514 8 card 25.96 Americano Morning Fri
## 3515 8 card 35.76 Cappuccino Morning Fri
## 3516 11 card 25.96 Americano Morning Fri
## 3517 11 card 35.76 Latte Morning Fri
## 3518 13 card 25.96 Americano Afternoon Fri
## 3519 13 card 35.76 Latte Afternoon Fri
## 3520 14 card 35.76 Cappuccino Afternoon Fri
## 3521 15 card 35.76 Cappuccino Afternoon Fri
## 3522 15 card 25.96 Americano Afternoon Fri
## 3523 15 card 35.76 Latte Afternoon Fri
## 3524 15 card 35.76 Cappuccino Afternoon Fri
## 3525 17 card 35.76 Hot Chocolate Night Fri
## 3526 17 card 35.76 Latte Night Fri
## 3527 17 card 35.76 Latte Night Fri
## 3528 18 card 35.76 Latte Night Fri
## 3529 18 card 25.96 Americano Night Fri
## 3530 9 card 30.86 Americano with Milk Morning Sat
## 3531 10 card 30.86 Americano with Milk Morning Sat
## 3532 11 card 35.76 Hot Chocolate Morning Sat
## 3533 11 card 35.76 Cocoa Morning Sat
## 3534 12 card 30.86 Americano with Milk Afternoon Sat
## 3535 12 card 25.96 Americano Afternoon Sat
## 3536 13 card 25.96 Americano Afternoon Sat
## 3537 13 card 30.86 Americano with Milk Afternoon Sat
## 3538 15 card 21.06 Espresso Afternoon Sat
## 3539 16 card 35.76 Latte Afternoon Sat
## 3540 17 card 30.86 Americano with Milk Night Sat
## 3541 19 card 30.86 Americano with Milk Night Sat
## 3542 10 card 35.76 Latte Morning Sun
## 3543 10 card 35.76 Cappuccino Morning Sun
## 3544 14 card 35.76 Cocoa Afternoon Sun
## 3545 14 card 35.76 Cocoa Afternoon Sun
## 3546 15 card 25.96 Americano Afternoon Sun
## 3547 18 card 35.76 Latte Night Sun
## Month_name Weekdaysort Monthsort Date Time
## 1 Mar 5 3 45352 10:15:50.520000
## 2 Mar 5 3 45352 12:19:22.539000
## 3 Mar 5 3 45352 12:20:18.089000
## 4 Mar 5 3 45352 13:46:33.006000
## 5 Mar 5 3 45352 13:48:14.626000
## 6 Mar 5 3 45352 15:39:47.726000
## 7 Mar 5 3 45352 16:19:02.756000
## 8 Mar 5 3 45352 18:39:03.580000
## 9 Mar 5 3 45352 19:22:01.762000
## 10 Mar 5 3 45352 19:23:15.887000
## 11 Mar 5 3 45352 19:29:17.391000
## 12 Mar 6 3 45353 10:22:06.957000
## 13 Mar 6 3 45353 10:41:41.249000
## 14 Mar 6 3 45353 11:59:45.484000
## 15 Mar 6 3 45353 14:38:35.535000
## 16 Mar 6 3 45353 16:37:24.475000
## 17 Mar 6 3 45353 17:34:54.969000
## 18 Mar 7 3 45354 10:27:18.561000
## 19 Mar 7 3 45354 11:33:56.118000
## 20 Mar 7 3 45354 12:26:56.098000
## 21 Mar 7 3 45354 13:09:36.321000
## 22 Mar 7 3 45354 17:06:40.271000
## 23 Mar 7 3 45354 17:08:45.895000
## 24 Mar 7 3 45354 18:03:23.369000
## 25 Mar 7 3 45354 18:04:27.946000
## 26 Mar 7 3 45354 18:08:04.959000
## 27 Mar 1 3 45355 10:03:51.994000
## 28 Mar 1 3 45355 10:54:50.958000
## 29 Mar 1 3 45355 11:05:16.184000
## 30 Mar 1 3 45355 14:04:37.734000
## 31 Mar 2 3 45356 09:59:52.651000
## 32 Mar 2 3 45356 14:34:55.963000
## 33 Mar 2 3 45356 17:34:06.043000
## 34 Mar 2 3 45356 17:35:25.021000
## 35 Mar 2 3 45356 17:36:28.571000
## 36 Mar 2 3 45356 17:37:13.659000
## 37 Mar 2 3 45356 17:38:09.354000
## 38 Mar 2 3 45356 17:56:15.776000
## 39 Mar 2 3 45356 18:01:31.242000
## 40 Mar 3 3 45357 13:24:07.667000
## 41 Mar 3 3 45357 13:25:14.351000
## 42 Mar 3 3 45357 14:52:01.761000
## 43 Mar 3 3 45357 14:53:18.344000
## 44 Mar 4 3 45358 10:18:40.543000
## 45 Mar 4 3 45358 11:03:58.976000
## 46 Mar 4 3 45358 15:40:22.606000
## 47 Mar 4 3 45358 15:41:28.784000
## 48 Mar 5 3 45359 10:34:41.283000
## 49 Mar 5 3 45359 12:22:28.653000
## 50 Mar 5 3 45359 13:53:02.042000
## 51 Mar 5 3 45359 14:44:12.686000
## 52 Mar 5 3 45359 14:45:11.048000
## 53 Mar 5 3 45359 14:46:11.155000
## 54 Mar 5 3 45359 18:57:51.451000
## 55 Mar 5 3 45359 18:59:24.941000
## 56 Mar 6 3 45360 12:05:15.559000
## 57 Mar 6 3 45360 12:07:38.275000
## 58 Mar 6 3 45360 12:09:47.714000
## 59 Mar 6 3 45360 12:13:03.521000
## 60 Mar 6 3 45360 12:14:26.458000
## 61 Mar 6 3 45360 13:09:22.229000
## 62 Mar 6 3 45360 13:41:06.167000
## 63 Mar 6 3 45360 13:53:10.408000
## 64 Mar 6 3 45360 13:54:36.828000
## 65 Mar 6 3 45360 14:08:01.829000
## 66 Mar 6 3 45360 14:26:52.873000
## 67 Mar 6 3 45360 19:17:57.572000
## 68 Mar 6 3 45360 19:19:10.084000
## 69 Mar 7 3 45361 11:19:20.764000
## 70 Mar 7 3 45361 19:34:00.478000
## 71 Mar 7 3 45361 19:35:54.712000
## 72 Mar 1 3 45362 11:32:58.781000
## 73 Mar 1 3 45362 16:24:26.401000
## 74 Mar 1 3 45362 16:25:45.664000
## 75 Mar 1 3 45362 16:50:49.608000
## 76 Mar 2 3 45363 10:15:34.543000
## 77 Mar 2 3 45363 10:16:24.886000
## 78 Mar 2 3 45363 11:20:45.632000
## 79 Mar 2 3 45363 12:46:23.275000
## 80 Mar 2 3 45363 12:47:26.027000
## 81 Mar 2 3 45363 16:15:43.325000
## 82 Mar 3 3 45364 11:06:43.038000
## 83 Mar 3 3 45364 11:48:16.753000
## 84 Mar 3 3 45364 12:18:06.336000
## 85 Mar 3 3 45364 12:19:05.128000
## 86 Mar 3 3 45364 14:26:40.875000
## 87 Mar 3 3 45364 15:40:22.261000
## 88 Mar 3 3 45364 15:41:20.424000
## 89 Mar 3 3 45364 16:47:09.373000
## 90 Mar 4 3 45365 10:28:33.017000
## 91 Mar 4 3 45365 10:29:34.283000
## 92 Mar 4 3 45365 13:27:29.536000
## 93 Mar 4 3 45365 13:28:24.527000
## 94 Mar 4 3 45365 13:51:59.905000
## 95 Mar 4 3 45365 13:52:56.248000
## 96 Mar 4 3 45365 15:20:38.367000
## 97 Mar 4 3 45365 16:04:09.506000
## 98 Mar 4 3 45365 16:54:38.202000
## 99 Mar 4 3 45365 18:58:55.854000
## 100 Mar 4 3 45365 19:00:08.663000
## 101 Mar 5 3 45366 10:53:02.180000
## 102 Mar 5 3 45366 18:19:27.922000
## 103 Mar 6 3 45367 12:06:55.209000
## 104 Mar 6 3 45367 12:07:53.915000
## 105 Mar 6 3 45367 15:58:18.458000
## 106 Mar 6 3 45367 16:03:21.738000
## 107 Mar 6 3 45367 16:04:11.444000
## 108 Mar 6 3 45367 17:58:07.241000
## 109 Mar 7 3 45368 12:55:26.065000
## 110 Mar 1 3 45369 11:17:59.671000
## 111 Mar 1 3 45369 15:31:39.725000
## 112 Mar 1 3 45369 15:32:38.239000
## 113 Mar 1 3 45369 15:33:36.708000
## 114 Mar 2 3 45370 14:02:21.536000
## 115 Mar 2 3 45370 14:03:19.765000
## 116 Mar 2 3 45370 15:04:36.309000
## 117 Mar 2 3 45370 16:53:48.706000
## 118 Mar 3 3 45371 11:41:16.403000
## 119 Mar 3 3 45371 12:30:48.968000
## 120 Mar 3 3 45371 13:16:47.394000
## 121 Mar 3 3 45371 16:42:38.117000
## 122 Mar 3 3 45371 17:50:28.781000
## 123 Mar 4 3 45372 12:25:09.194000
## 124 Mar 4 3 45372 12:26:17.428000
## 125 Mar 4 3 45372 17:22:01.353000
## 126 Mar 4 3 45372 19:20:36.508000
## 127 Mar 5 3 45373 10:35:53.619000
## 128 Mar 5 3 45373 13:29:20.343000
## 129 Mar 5 3 45373 17:17:03.724000
## 130 Mar 5 3 45373 17:17:58.991000
## 131 Mar 5 3 45373 17:20:49.490000
## 132 Mar 6 3 45374 10:43:59.559000
## 133 Mar 6 3 45374 10:45:07.157000
## 134 Mar 6 3 45374 13:10:07.661000
## 135 Mar 6 3 45374 13:11:12.230000
## 136 Mar 6 3 45374 14:44:41.276000
## 137 Mar 6 3 45374 15:47:19.062000
## 138 Mar 6 3 45374 15:49:33.813000
## 139 Mar 6 3 45374 16:00:58.386000
## 140 Mar 7 3 45375 18:45:08.397000
## 141 Mar 1 3 45376 10:31:47.250000
## 142 Mar 1 3 45376 14:27:09.163000
## 143 Mar 1 3 45376 14:29:25.343000
## 144 Mar 1 3 45376 18:37:30.650000
## 145 Mar 1 3 45376 19:34:24.542000
## 146 Mar 2 3 45377 10:35:49.679000
## 147 Mar 2 3 45377 10:36:36.151000
## 148 Mar 2 3 45377 10:42:30.170000
## 149 Mar 2 3 45377 11:11:47.335000
## 150 Mar 2 3 45377 13:35:52.773000
## 151 Mar 2 3 45377 13:36:49.644000
## 152 Mar 2 3 45377 13:37:59.723000
## 153 Mar 2 3 45377 13:57:53.677000
## 154 Mar 2 3 45377 15:48:02.270000
## 155 Mar 2 3 45377 18:33:38.568000
## 156 Mar 2 3 45377 18:34:54.648000
## 157 Mar 3 3 45378 11:04:51.174000
## 158 Mar 3 3 45378 11:05:58.236000
## 159 Mar 3 3 45378 12:57:00.462000
## 160 Mar 3 3 45378 13:35:20.039000
## 161 Mar 3 3 45378 14:22:31.662000
## 162 Mar 3 3 45378 14:23:35.380000
## 163 Mar 3 3 45378 18:30:11.833000
## 164 Mar 4 3 45379 14:24:47.092000
## 165 Mar 4 3 45379 17:24:46.244000
## 166 Mar 4 3 45379 17:27:05.304000
## 167 Mar 4 3 45379 17:32:44.652000
## 168 Mar 5 3 45380 10:56:19.495000
## 169 Mar 5 3 45380 12:34:17.383000
## 170 Mar 5 3 45380 12:41:32.125000
## 171 Mar 6 3 45381 11:59:19.854000
## 172 Mar 6 3 45381 16:12:31.786000
## 173 Mar 6 3 45381 16:36:40.513000
## 174 Mar 6 3 45381 16:37:57.553000
## 175 Mar 7 3 45382 10:40:04.523000
## 176 Apr 1 4 45383 10:28:47.601000
## 177 Apr 1 4 45383 10:29:42.318000
## 178 Apr 1 4 45383 10:30:43.735000
## 179 Apr 1 4 45383 11:15:43.836000
## 180 Apr 1 4 45383 18:18:42.372000
## 181 Apr 1 4 45383 18:45:27.436000
## 182 Apr 2 4 45384 10:01:14.022000
## 183 Apr 2 4 45384 16:18:34.169000
## 184 Apr 2 4 45384 16:19:28.460000
## 185 Apr 3 4 45385 10:19:13.644000
## 186 Apr 3 4 45385 10:20:07.655000
## 187 Apr 3 4 45385 13:12:05.367000
## 188 Apr 4 4 45386 10:44:55.988000
## 189 Apr 4 4 45386 11:26:38.085000
## 190 Apr 4 4 45386 11:27:48.411000
## 191 Apr 4 4 45386 12:23:02.216000
## 192 Apr 5 4 45387 10:40:42.728000
## 193 Apr 5 4 45387 10:42:06.204000
## 194 Apr 5 4 45387 11:06:14.643000
## 195 Apr 5 4 45387 12:14:27.975000
## 196 Apr 5 4 45387 14:23:40.387000
## 197 Apr 5 4 45387 14:24:50.417000
## 198 Apr 5 4 45387 16:18:23.558000
## 199 Apr 6 4 45388 12:32:31.398000
## 200 Apr 6 4 45388 14:13:18.733000
## 201 Apr 6 4 45388 14:14:27.029000
## 202 Apr 6 4 45388 14:49:50.183000
## 203 Apr 7 4 45389 10:12:53.204000
## 204 Apr 7 4 45389 12:44:31.936000
## 205 Apr 7 4 45389 12:46:05.118000
## 206 Apr 7 4 45389 14:16:24.949000
## 207 Apr 7 4 45389 14:17:30.628000
## 208 Apr 7 4 45389 18:01:16.608000
## 209 Apr 7 4 45389 18:02:03.878000
## 210 Apr 1 4 45390 10:58:21.106000
## 211 Apr 1 4 45390 10:59:27.558000
## 212 Apr 1 4 45390 11:01:20.464000
## 213 Apr 1 4 45390 11:04:47.030000
## 214 Apr 1 4 45390 16:41:37.806000
## 215 Apr 1 4 45390 18:18:09.713000
## 216 Apr 1 4 45390 19:22:27.477000
## 217 Apr 1 4 45390 19:23:59.268000
## 218 Apr 2 4 45391 11:42:28.468000
## 219 Apr 2 4 45391 15:11:48.720000
## 220 Apr 2 4 45391 17:25:23.936000
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## 1540 Sep 6 9 45556 22:20:48.360000
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## 1546 Sep 7 9 45557 11:51:59.888000
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## 1551 Sep 7 9 45557 13:33:34.561000
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## 1553 Sep 7 9 45557 15:35:24.234000
## 1554 Sep 7 9 45557 16:25:03.468000
## 1555 Sep 7 9 45557 20:19:10.082000
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## 1557 Sep 7 9 45557 20:46:26.208000
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## 1559 Sep 7 9 45557 21:07:04.794000
## 1560 Sep 7 9 45557 21:08:14.798000
## 1561 Sep 7 9 45557 21:54:04.098000
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## 1563 Sep 7 9 45557 22:37:02.384000
## 1564 Sep 7 9 45557 22:37:58.406000
## 1565 Sep 1 9 45558 09:03:36.954000
## 1566 Sep 1 9 45558 10:04:17.268000
## 1567 Sep 1 9 45558 12:11:04.352000
## 1568 Sep 1 9 45558 14:08:51.946000
## 1569 Sep 1 9 45558 17:27:47.591000
## 1570 Sep 1 9 45558 18:48:30.436000
## 1571 Sep 1 9 45558 19:47:21.950000
## 1572 Sep 1 9 45558 20:09:45.867000
## 1573 Sep 1 9 45558 22:13:30.513000
## 1574 Sep 1 9 45558 22:15:14.958000
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## 1577 Sep 2 9 45559 12:24:54.750000
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## 1579 Sep 2 9 45559 12:47:49.424000
## 1580 Sep 2 9 45559 14:11:39.339000
## 1581 Sep 2 9 45559 14:31:28.741000
## 1582 Sep 2 9 45559 15:37:23.698000
## 1583 Sep 2 9 45559 16:38:48.296000
## 1584 Sep 2 9 45559 18:43:02.935000
## 1585 Sep 2 9 45559 18:43:54.082000
## 1586 Sep 2 9 45559 20:15:50.396000
## 1587 Sep 2 9 45559 21:05:14.190000
## 1588 Sep 2 9 45559 21:06:32.402000
## 1589 Sep 2 9 45559 21:07:34.965000
## 1590 Sep 3 9 45560 07:51:21.100000
## 1591 Sep 3 9 45560 11:35:32.533000
## 1592 Sep 3 9 45560 11:51:15.212000
## 1593 Sep 3 9 45560 11:52:53.371000
## 1594 Sep 3 9 45560 13:54:51.454000
## 1595 Sep 3 9 45560 13:55:59.258000
## 1596 Sep 3 9 45560 17:36:37.182000
## 1597 Sep 3 9 45560 17:37:31.840000
## 1598 Sep 3 9 45560 21:34:41.289000
## 1599 Sep 3 9 45560 22:18:51.754000
## 1600 Sep 4 9 45561 08:43:35.049000
## 1601 Sep 4 9 45561 10:37:06.485000
## 1602 Sep 4 9 45561 10:55:52.407000
## 1603 Sep 4 9 45561 11:34:48.571000
## 1604 Sep 4 9 45561 12:48:01.368000
## 1605 Sep 4 9 45561 18:21:55.733000
## 1606 Sep 4 9 45561 22:45:15.081000
## 1607 Sep 4 9 45561 22:46:17.637000
## 1608 Sep 4 9 45561 22:47:24.867000
## 1609 Sep 5 9 45562 09:29:45.646000
## 1610 Sep 5 9 45562 09:33:43.977000
## 1611 Sep 5 9 45562 09:41:04.732000
## 1612 Sep 5 9 45562 10:46:56.620000
## 1613 Sep 5 9 45562 11:35:00.282000
## 1614 Sep 5 9 45562 13:20:31.055000
## 1615 Sep 5 9 45562 13:25:05.272000
## 1616 Sep 5 9 45562 13:28:33.107000
## 1617 Sep 5 9 45562 13:33:52.455000
## 1618 Sep 5 9 45562 18:07:43.705000
## 1619 Sep 5 9 45562 18:08:58.239000
## 1620 Sep 5 9 45562 18:37:45.891000
## 1621 Sep 5 9 45562 18:40:53.757000
## 1622 Sep 5 9 45562 20:18:13.287000
## 1623 Sep 5 9 45562 20:19:14.319000
## 1624 Sep 5 9 45562 20:58:14.967000
## 1625 Sep 6 9 45563 08:06:45.469000
## 1626 Sep 6 9 45563 09:31:14.759000
## 1627 Sep 6 9 45563 14:25:47.337000
## 1628 Sep 6 9 45563 16:57:20.118000
## 1629 Sep 6 9 45563 17:26:16.704000
## 1630 Sep 6 9 45563 20:34:31.110000
## 1631 Sep 6 9 45563 20:38:36.502000
## 1632 Sep 6 9 45563 22:16:36.777000
## 1633 Sep 6 9 45563 22:17:29.587000
## 1634 Sep 6 9 45563 22:18:16.072000
## 1635 Sep 6 9 45563 22:19:13.029000
## 1636 Sep 7 9 45564 10:48:45.050000
## 1637 Sep 7 9 45564 10:50:05.258000
## 1638 Sep 7 9 45564 10:51:03.253000
## 1639 Sep 7 9 45564 10:52:23.021000
## 1640 Sep 7 9 45564 10:53:42.331000
## 1641 Sep 7 9 45564 12:35:43.442000
## 1642 Sep 7 9 45564 12:50:58.444000
## 1643 Sep 7 9 45564 12:54:15.385000
## 1644 Sep 7 9 45564 12:55:21.637000
## 1645 Sep 7 9 45564 18:02:27.296000
## 1646 Sep 7 9 45564 22:31:02.815000
## 1647 Sep 1 9 45565 08:08:47.516000
## 1648 Sep 1 9 45565 08:58:54.669000
## 1649 Sep 1 9 45565 09:00:04.917000
## 1650 Sep 1 9 45565 10:01:09.168000
## 1651 Sep 1 9 45565 10:05:18.351000
## 1652 Sep 1 9 45565 11:32:54.558000
## 1653 Sep 1 9 45565 16:45:44.460000
## 1654 Sep 1 9 45565 19:32:18.200000
## 1655 Sep 1 9 45565 19:53:14.092000
## 1656 Sep 1 9 45565 19:54:17.620000
## 1657 Sep 1 9 45565 19:59:18.993000
## 1658 Sep 1 9 45565 20:00:42.135000
## 1659 Sep 1 9 45565 20:01:42.191000
## 1660 Sep 1 9 45565 21:41:07.527000
## 1661 Oct 2 10 45566 07:47:08.449000
## 1662 Oct 2 10 45566 09:48:30.777000
## 1663 Oct 2 10 45566 10:02:26.778000
## 1664 Oct 2 10 45566 10:03:47.115000
## 1665 Oct 2 10 45566 11:55:31.853000
## 1666 Oct 2 10 45566 12:12:48.446000
## 1667 Oct 2 10 45566 12:14:23.382000
## 1668 Oct 2 10 45566 14:17:34.957000
## 1669 Oct 2 10 45566 14:18:52.558000
## 1670 Oct 2 10 45566 16:08:38.999000
## 1671 Oct 2 10 45566 16:41:54.481000
## 1672 Oct 2 10 45566 18:08:26.545000
## 1673 Oct 2 10 45566 18:23:11.460000
## 1674 Oct 2 10 45566 18:24:14.252000
## 1675 Oct 2 10 45566 20:03:22.143000
## 1676 Oct 3 10 45567 07:57:18.793000
## 1677 Oct 3 10 45567 08:42:44.642000
## 1678 Oct 3 10 45567 09:19:17.053000
## 1679 Oct 3 10 45567 10:22:01.523000
## 1680 Oct 3 10 45567 10:23:55.272000
## 1681 Oct 3 10 45567 11:28:53.893000
## 1682 Oct 3 10 45567 15:13:42.142000
## 1683 Oct 3 10 45567 18:31:07.153000
## 1684 Oct 3 10 45567 22:18:55.379000
## 1685 Oct 3 10 45567 22:19:40.694000
## 1686 Oct 3 10 45567 22:20:23.651000
## 1687 Oct 4 10 45568 13:47:35.922000
## 1688 Oct 4 10 45568 15:12:05.160000
## 1689 Oct 4 10 45568 20:12:57.761000
## 1690 Oct 4 10 45568 20:14:04.781000
## 1691 Oct 4 10 45568 21:21:06.296000
## 1692 Oct 4 10 45568 21:21:46.778000
## 1693 Oct 4 10 45568 21:29:03.390000
## 1694 Oct 4 10 45568 21:31:00.451000
## 1695 Oct 5 10 45569 08:44:00.873000
## 1696 Oct 5 10 45569 08:45:38.952000
## 1697 Oct 5 10 45569 09:30:22.038000
## 1698 Oct 5 10 45569 09:31:27.071000
## 1699 Oct 5 10 45569 09:53:58.577000
## 1700 Oct 5 10 45569 09:55:04.557000
## 1701 Oct 5 10 45569 17:35:14.809000
## 1702 Oct 5 10 45569 17:42:22.181000
## 1703 Oct 5 10 45569 17:44:36.370000
## 1704 Oct 6 10 45570 09:00:46.861000
## 1705 Oct 6 10 45570 09:01:42.669000
## 1706 Oct 6 10 45570 09:35:44.903000
## 1707 Oct 6 10 45570 13:12:13.285000
## 1708 Oct 6 10 45570 20:08:38.058000
## 1709 Oct 6 10 45570 20:09:33.647000
## 1710 Oct 7 10 45571 08:22:56.721000
## 1711 Oct 7 10 45571 10:05:43.642000
## 1712 Oct 7 10 45571 10:06:47.136000
## 1713 Oct 7 10 45571 11:55:28.846000
## 1714 Oct 7 10 45571 12:09:03.852000
## 1715 Oct 7 10 45571 12:10:17.343000
## 1716 Oct 7 10 45571 12:11:43.360000
## 1717 Oct 7 10 45571 13:46:03.675000
## 1718 Oct 7 10 45571 13:47:01.953000
## 1719 Oct 7 10 45571 13:50:00.140000
## 1720 Oct 7 10 45571 13:51:04.250000
## 1721 Oct 7 10 45571 13:51:56.283000
## 1722 Oct 7 10 45571 16:31:33.588000
## 1723 Oct 7 10 45571 16:35:45.625000
## 1724 Oct 7 10 45571 18:17:44.975000
## 1725 Oct 7 10 45571 18:35:16.468000
## 1726 Oct 7 10 45571 21:09:12.889000
## 1727 Oct 7 10 45571 21:10:00.476000
## 1728 Oct 7 10 45571 21:10:45.254000
## 1729 Oct 7 10 45571 21:16:48.876000
## 1730 Oct 1 10 45572 08:33:36.423000
## 1731 Oct 1 10 45572 08:49:36.477000
## 1732 Oct 1 10 45572 08:50:41.668000
## 1733 Oct 1 10 45572 09:05:28.091000
## 1734 Oct 1 10 45572 09:09:58.323000
## 1735 Oct 1 10 45572 12:17:56.717000
## 1736 Oct 1 10 45572 14:31:45.258000
## 1737 Oct 1 10 45572 14:32:38.765000
## 1738 Oct 1 10 45572 17:48:55.006000
## 1739 Oct 1 10 45572 21:14:42.130000
## 1740 Oct 1 10 45572 21:15:20.122000
## 1741 Oct 1 10 45572 21:40:48.515000
## 1742 Oct 2 10 45573 08:11:50.884000
## 1743 Oct 2 10 45573 09:05:14.027000
## 1744 Oct 2 10 45573 10:22:31.374000
## 1745 Oct 2 10 45573 10:27:08.817000
## 1746 Oct 2 10 45573 11:30:10.253000
## 1747 Oct 2 10 45573 12:48:04.520000
## 1748 Oct 2 10 45573 12:49:04.581000
## 1749 Oct 2 10 45573 13:04:00.905000
## 1750 Oct 2 10 45573 13:04:59.444000
## 1751 Oct 2 10 45573 14:42:52.425000
## 1752 Oct 2 10 45573 15:13:41.150000
## 1753 Oct 2 10 45573 15:19:52.103000
## 1754 Oct 2 10 45573 15:50:43.122000
## 1755 Oct 2 10 45573 20:40:40.459000
## 1756 Oct 2 10 45573 20:41:33.464000
## 1757 Oct 2 10 45573 20:51:08.722000
## 1758 Oct 2 10 45573 21:24:32.037000
## 1759 Oct 2 10 45573 0.89273148148148151
## 1760 Oct 3 10 45574 07:54:42.599000
## 1761 Oct 3 10 45574 08:25:57.509000
## 1762 Oct 3 10 45574 09:43:21.029000
## 1763 Oct 3 10 45574 09:59:39.971000
## 1764 Oct 3 10 45574 10:37:56.926000
## 1765 Oct 3 10 45574 11:18:02.138000
## 1766 Oct 3 10 45574 13:03:08.514000
## 1767 Oct 3 10 45574 13:52:34.736000
## 1768 Oct 3 10 45574 17:26:44.371000
## 1769 Oct 3 10 45574 17:27:48.880000
## 1770 Oct 3 10 45574 17:49:59.552000
## 1771 Oct 3 10 45574 20:49:12.500000
## 1772 Oct 4 10 45575 08:48:06.900000
## 1773 Oct 4 10 45575 09:23:20.118000
## 1774 Oct 4 10 45575 09:51:44.211000
## 1775 Oct 4 10 45575 10:05:09.494000
## 1776 Oct 4 10 45575 10:42:43.045000
## 1777 Oct 4 10 45575 10:43:30.026000
## 1778 Oct 4 10 45575 10:55:32.616000
## 1779 Oct 4 10 45575 11:04:19.349000
## 1780 Oct 4 10 45575 15:05:42.898000
## 1781 Oct 4 10 45575 17:40:44.384000
## 1782 Oct 4 10 45575 18:18:32.711000
## 1783 Oct 4 10 45575 18:56:30.698000
## 1784 Oct 4 10 45575 18:57:35.249000
## 1785 Oct 4 10 45575 22:33:16.976000
## 1786 Oct 4 10 45575 22:33:59.729000
## 1787 Oct 5 10 45576 07:54:51.580000
## 1788 Oct 5 10 45576 08:00:50.938000
## 1789 Oct 5 10 45576 08:12:20.254000
## 1790 Oct 5 10 45576 08:28:18.876000
## 1791 Oct 5 10 45576 08:29:22.390000
## 1792 Oct 5 10 45576 08:55:43.787000
## 1793 Oct 5 10 45576 08:56:58.778000
## 1794 Oct 5 10 45576 08:58:09.102000
## 1795 Oct 5 10 45576 09:31:42.338000
## 1796 Oct 5 10 45576 09:38:46.927000
## 1797 Oct 5 10 45576 10:00:40.375000
## 1798 Oct 5 10 45576 10:01:54.873000
## 1799 Oct 5 10 45576 10:30:35.971000
## 1800 Oct 5 10 45576 13:05:01.403000
## 1801 Oct 5 10 45576 13:29:02.457000
## 1802 Oct 5 10 45576 13:30:09.021000
## 1803 Oct 5 10 45576 14:33:40.535000
## 1804 Oct 5 10 45576 14:35:29.312000
## 1805 Oct 5 10 45576 14:50:08.761000
## 1806 Oct 5 10 45576 17:12:07.333000
## 1807 Oct 5 10 45576 17:13:21.597000
## 1808 Oct 5 10 45576 17:26:11.166000
## 1809 Oct 5 10 45576 21:48:37.720000
## 1810 Oct 5 10 45576 21:53:53.607000
## 1811 Oct 5 10 45576 22:36:27.633000
## 1812 Oct 5 10 45576 22:37:26.701000
## 1813 Oct 6 10 45577 08:28:15.518000
## 1814 Oct 6 10 45577 10:31:38.899000
## 1815 Oct 6 10 45577 10:32:55.522000
## 1816 Oct 6 10 45577 11:52:15.499000
## 1817 Oct 6 10 45577 11:53:41.093000
## 1818 Oct 6 10 45577 13:18:47.055000
## 1819 Oct 6 10 45577 20:10:53.912000
## 1820 Oct 7 10 45578 09:54:55.187000
## 1821 Oct 7 10 45578 12:20:46.595000
## 1822 Oct 7 10 45578 13:32:29.520000
## 1823 Oct 7 10 45578 13:33:29.385000
## 1824 Oct 7 10 45578 13:34:25.907000
## 1825 Oct 7 10 45578 17:53:20.717000
## 1826 Oct 7 10 45578 17:54:22.430000
## 1827 Oct 7 10 45578 18:22:58.819000
## 1828 Oct 7 10 45578 20:43:04.928000
## 1829 Oct 1 10 45579 08:26:54.639000
## 1830 Oct 1 10 45579 09:49:54.551000
## 1831 Oct 1 10 45579 10:27:51.106000
## 1832 Oct 1 10 45579 10:38:06.758000
## 1833 Oct 1 10 45579 10:39:13.716000
## 1834 Oct 1 10 45579 11:23:50.576000
## 1835 Oct 1 10 45579 11:25:37.299000
## 1836 Oct 1 10 45579 11:26:45.245000
## 1837 Oct 1 10 45579 14:36:07.136000
## 1838 Oct 1 10 45579 14:49:51.462000
## 1839 Oct 1 10 45579 16:37:47.466000
## 1840 Oct 1 10 45579 18:19:19.191000
## 1841 Oct 1 10 45579 18:20:20.584000
## 1842 Oct 1 10 45579 22:08:53.730000
## 1843 Oct 1 10 45579 22:10:23.672000
## 1844 Oct 1 10 45579 22:21:53.865000
## 1845 Oct 2 10 45580 08:14:28.667000
## 1846 Oct 2 10 45580 08:34:17.867000
## 1847 Oct 2 10 45580 11:13:21.963000
## 1848 Oct 2 10 45580 11:15:20.622000
## 1849 Oct 2 10 45580 11:16:27.469000
## 1850 Oct 2 10 45580 13:00:43.233000
## 1851 Oct 2 10 45580 13:15:44.836000
## 1852 Oct 2 10 45580 15:32:11.278000
## 1853 Oct 2 10 45580 15:54:16.513000
## 1854 Oct 2 10 45580 15:55:19.039000
## 1855 Oct 2 10 45580 17:04:11.335000
## 1856 Oct 2 10 45580 19:22:21.379000
## 1857 Oct 2 10 45580 19:23:17.353000
## 1858 Oct 2 10 45580 20:11:14.884000
## 1859 Oct 2 10 45580 20:12:28.631000
## 1860 Oct 2 10 45580 21:18:08.409000
## 1861 Oct 2 10 45580 21:35:19.943000
## 1862 Oct 2 10 45580 22:15:19.653000
## 1863 Oct 3 10 45581 08:21:26.013000
## 1864 Oct 3 10 45581 08:36:23.588000
## 1865 Oct 3 10 45581 09:25:51.175000
## 1866 Oct 3 10 45581 10:15:47.944000
## 1867 Oct 3 10 45581 10:16:53.739000
## 1868 Oct 3 10 45581 10:45:24.963000
## 1869 Oct 3 10 45581 11:49:44.633000
## 1870 Oct 3 10 45581 12:29:44.254000
## 1871 Oct 3 10 45581 13:20:10.470000
## 1872 Oct 3 10 45581 16:45:29.537000
## 1873 Oct 3 10 45581 17:43:20.657000
## 1874 Oct 3 10 45581 19:37:42.411000
## 1875 Oct 3 10 45581 19:38:36.648000
## 1876 Oct 3 10 45581 21:20:28.533000
## 1877 Oct 4 10 45582 07:47:00.921000
## 1878 Oct 4 10 45582 07:58:06.763000
## 1879 Oct 4 10 45582 09:24:27.162000
## 1880 Oct 4 10 45582 10:26:37.790000
## 1881 Oct 4 10 45582 10:44:54.232000
## 1882 Oct 4 10 45582 11:59:26.853000
## 1883 Oct 4 10 45582 13:57:24.895000
## 1884 Oct 4 10 45582 14:34:42.598000
## 1885 Oct 4 10 45582 16:37:12.586000
## 1886 Oct 4 10 45582 16:38:17.969000
## 1887 Oct 4 10 45582 16:39:09.606000
## 1888 Oct 4 10 45582 16:48:35.857000
## 1889 Oct 4 10 45582 16:49:33.156000
## 1890 Oct 4 10 45582 17:08:27.751000
## 1891 Oct 4 10 45582 17:09:30.303000
## 1892 Oct 4 10 45582 19:43:12.167000
## 1893 Oct 4 10 45582 20:11:36.404000
## 1894 Oct 4 10 45582 21:46:12.945000
## 1895 Oct 4 10 45582 21:47:20.461000
## 1896 Oct 4 10 45582 21:48:31.699000
## 1897 Oct 4 10 45582 21:49:54.619000
## 1898 Oct 5 10 45583 08:41:59.489000
## 1899 Oct 5 10 45583 08:42:59.176000
## 1900 Oct 5 10 45583 09:32:41.501000
## 1901 Oct 5 10 45583 09:34:08.021000
## 1902 Oct 5 10 45583 09:55:20.229000
## 1903 Oct 5 10 45583 11:54:58.816000
## 1904 Oct 5 10 45583 14:51:04.117000
## 1905 Oct 5 10 45583 14:52:15.325000
## 1906 Oct 5 10 45583 15:39:19.970000
## 1907 Oct 5 10 45583 16:09:57.876000
## 1908 Oct 5 10 45583 17:45:38.978000
## 1909 Oct 5 10 45583 21:14:40.243000
## 1910 Oct 5 10 45583 21:15:22.513000
## 1911 Oct 5 10 45583 21:52:23.408000
## 1912 Oct 5 10 45583 22:03:26.964000
## 1913 Oct 6 10 45584 08:34:13.654000
## 1914 Oct 6 10 45584 13:22:06.088000
## 1915 Oct 6 10 45584 14:10:32.609000
## 1916 Oct 6 10 45584 15:56:55.218000
## 1917 Oct 6 10 45584 15:59:24.076000
## 1918 Oct 6 10 45584 16:02:45.831000
## 1919 Oct 6 10 45584 16:17:42.515000
## 1920 Oct 6 10 45584 21:46:45.517000
## 1921 Oct 6 10 45584 22:46:37.697000
## 1922 Oct 7 10 45585 08:40:43.966000
## 1923 Oct 7 10 45585 08:41:50.471000
## 1924 Oct 7 10 45585 11:16:51.841000
## 1925 Oct 7 10 45585 14:28:46.044000
## 1926 Oct 7 10 45585 14:29:43.545000
## 1927 Oct 7 10 45585 15:52:45.055000
## 1928 Oct 7 10 45585 16:45:09.783000
## 1929 Oct 7 10 45585 16:46:04.815000
## 1930 Oct 7 10 45585 17:27:05.827000
## 1931 Oct 7 10 45585 18:34:16.387000
## 1932 Oct 7 10 45585 18:35:08.162000
## 1933 Oct 7 10 45585 21:14:18.045000
## 1934 Oct 7 10 45585 21:15:17.780000
## 1935 Oct 7 10 45585 21:17:26.865000
## 1936 Oct 7 10 45585 21:25:00.085000
## 1937 Oct 7 10 45585 22:17:29.041000
## 1938 Oct 1 10 45586 07:48:43.087000
## 1939 Oct 1 10 45586 08:19:56.383000
## 1940 Oct 1 10 45586 09:04:54.434000
## 1941 Oct 1 10 45586 09:34:25.547000
## 1942 Oct 1 10 45586 10:25:09.344000
## 1943 Oct 1 10 45586 10:41:44.725000
## 1944 Oct 1 10 45586 10:42:35.555000
## 1945 Oct 1 10 45586 11:27:41.654000
## 1946 Oct 1 10 45586 12:40:24.294000
## 1947 Oct 1 10 45586 14:42:56.049000
## 1948 Oct 1 10 45586 14:43:58.047000
## 1949 Oct 1 10 45586 15:27:02.441000
## 1950 Oct 1 10 45586 15:39:04.686000
## 1951 Oct 1 10 45586 16:42:57.468000
## 1952 Oct 1 10 45586 16:55:22.549000
## 1953 Oct 1 10 45586 19:21:13.352000
## 1954 Oct 1 10 45586 21:05:36.106000
## 1955 Oct 1 10 45586 22:30:44.450000
## 1956 Oct 1 10 45586 22:31:33.966000
## 1957 Oct 2 10 45587 07:32:59.530000
## 1958 Oct 2 10 45587 07:34:00.044000
## 1959 Oct 2 10 45587 08:25:32.220000
## 1960 Oct 2 10 45587 09:17:50.407000
## 1961 Oct 2 10 45587 10:51:32.286000
## 1962 Oct 2 10 45587 10:52:17.101000
## 1963 Oct 2 10 45587 18:07:02.574000
## 1964 Oct 2 10 45587 19:46:39.213000
## 1965 Oct 2 10 45587 19:47:50.466000
## 1966 Oct 3 10 45588 07:58:06.767000
## 1967 Oct 3 10 45588 08:45:14.798000
## 1968 Oct 3 10 45588 10:24:57.789000
## 1969 Oct 3 10 45588 12:31:05.425000
## 1970 Oct 3 10 45588 16:20:02.262000
## 1971 Oct 3 10 45588 16:21:09.035000
## 1972 Oct 3 10 45588 16:42:30.220000
## 1973 Oct 3 10 45588 17:02:46.329000
## 1974 Oct 3 10 45588 18:58:58.511000
## 1975 Oct 3 10 45588 19:00:43.029000
## 1976 Oct 3 10 45588 21:57:20.745000
## 1977 Oct 3 10 45588 21:58:23.747000
## 1978 Oct 3 10 45588 22:23:38.310000
## 1979 Oct 4 10 45589 12:07:46.562000
## 1980 Oct 4 10 45589 13:23:59.581000
## 1981 Oct 4 10 45589 14:09:46.711000
## 1982 Oct 4 10 45589 14:49:01.859000
## 1983 Oct 4 10 45589 14:49:49.340000
## 1984 Oct 4 10 45589 15:47:32.792000
## 1985 Oct 4 10 45589 15:48:29.937000
## 1986 Oct 4 10 45589 18:53:47.318000
## 1987 Oct 4 10 45589 18:55:07.574000
## 1988 Oct 4 10 45589 19:50:18.736000
## 1989 Oct 4 10 45589 20:44:11.476000
## 1990 Oct 4 10 45589 21:14:44.888000
## 1991 Oct 4 10 45589 21:15:29.126000
## 1992 Oct 4 10 45589 21:56:20.063000
## 1993 Oct 4 10 45589 21:57:10.028000
## 1994 Oct 5 10 45590 07:38:11.145000
## 1995 Oct 5 10 45590 07:45:22.853000
## 1996 Oct 5 10 45590 08:10:04.813000
## 1997 Oct 5 10 45590 08:10:54.567000
## 1998 Oct 5 10 45590 08:18:49.780000
## 1999 Oct 5 10 45590 10:03:28.304000
## 2000 Oct 5 10 45590 10:05:21.012000
## 2001 Oct 5 10 45590 10:51:01.298000
## 2002 Oct 5 10 45590 11:49:42.876000
## 2003 Oct 5 10 45590 11:50:30.398000
## 2004 Oct 5 10 45590 12:06:50.176000
## 2005 Oct 5 10 45590 12:40:37.466000
## 2006 Oct 5 10 45590 14:23:16.568000
## 2007 Oct 5 10 45590 22:19:23.959000
## 2008 Oct 5 10 45590 22:22:31.745000
## 2009 Oct 6 10 45591 07:49:59.226000
## 2010 Oct 6 10 45591 08:41:44.502000
## 2011 Oct 6 10 45591 08:52:59.556000
## 2012 Oct 6 10 45591 10:24:38.301000
## 2013 Oct 6 10 45591 12:18:09.342000
## 2014 Oct 6 10 45591 13:03:31.039000
## 2015 Oct 6 10 45591 14:34:58.654000
## 2016 Oct 6 10 45591 14:36:14.943000
## 2017 Oct 6 10 45591 15:05:22.072000
## 2018 Oct 6 10 45591 15:06:19.074000
## 2019 Oct 6 10 45591 15:38:28.729000
## 2020 Oct 6 10 45591 15:39:29.573000
## 2021 Oct 6 10 45591 15:52:01.660000
## 2022 Oct 6 10 45591 15:53:21.506000
## 2023 Oct 6 10 45591 19:19:21.305000
## 2024 Oct 6 10 45591 20:34:46.718000
## 2025 Oct 7 10 45592 11:01:56.902000
## 2026 Oct 7 10 45592 12:53:25.989000
## 2027 Oct 7 10 45592 12:54:27.511000
## 2028 Oct 7 10 45592 13:43:46.609000
## 2029 Oct 7 10 45592 16:17:06.175000
## 2030 Oct 1 10 45593 07:46:28.187000
## 2031 Oct 1 10 45593 08:01:12.299000
## 2032 Oct 1 10 45593 08:35:02.901000
## 2033 Oct 1 10 45593 09:15:42.781000
## 2034 Oct 1 10 45593 11:42:36.495000
## 2035 Oct 1 10 45593 11:43:43.322000
## 2036 Oct 1 10 45593 12:01:36.054000
## 2037 Oct 1 10 45593 12:02:34.807000
## 2038 Oct 1 10 45593 12:21:30.418000
## 2039 Oct 1 10 45593 14:10:54.611000
## 2040 Oct 1 10 45593 14:11:56.316000
## 2041 Oct 1 10 45593 14:30:59.561000
## 2042 Oct 1 10 45593 16:01:20.507000
## 2043 Oct 1 10 45593 17:55:18.119000
## 2044 Oct 1 10 45593 17:56:02.397000
## 2045 Oct 1 10 45593 19:10:25.255000
## 2046 Oct 1 10 45593 21:20:03.622000
## 2047 Oct 1 10 45593 22:05:50.772000
## 2048 Oct 2 10 45594 08:40:52.355000
## 2049 Oct 2 10 45594 08:47:05.646000
## 2050 Oct 2 10 45594 09:31:57.680000
## 2051 Oct 2 10 45594 11:59:46.680000
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## 2054 Oct 2 10 45594 14:17:00.697000
## 2055 Oct 2 10 45594 14:37:35.961000
## 2056 Oct 2 10 45594 16:09:33.742000
## 2057 Oct 2 10 45594 16:10:56.815000
## 2058 Oct 2 10 45594 16:17:33.443000
## 2059 Oct 2 10 45594 18:02:04.368000
## 2060 Oct 2 10 45594 18:02:57.432000
## 2061 Oct 2 10 45594 19:02:05.362000
## 2062 Oct 2 10 45594 19:05:44.436000
## 2063 Oct 2 10 45594 19:51:12.926000
## 2064 Oct 2 10 45594 19:54:02.389000
## 2065 Oct 2 10 45594 20:07:35.659000
## 2066 Oct 3 10 45595 07:52:05.489000
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## 2073 Oct 3 10 45595 12:09:46.789000
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## 2075 Oct 3 10 45595 12:37:00.765000
## 2076 Oct 3 10 45595 15:05:15.193000
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## 2080 Oct 3 10 45595 19:18:31.485000
## 2081 Oct 3 10 45595 19:43:21.190000
## 2082 Oct 4 10 45596 07:54:17.331000
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## 2084 Oct 4 10 45596 09:18:19.100000
## 2085 Oct 4 10 45596 15:59:26.688000
## 2086 Oct 4 10 45596 16:00:30.983000
## 2087 Nov 5 11 45597 08:24:03.401000
## 2088 Nov 5 11 45597 08:30:57.642000
## 2089 Nov 5 11 45597 10:54:50.375000
## 2090 Nov 5 11 45597 12:41:26.535000
## 2091 Nov 5 11 45597 12:42:18.438000
## 2092 Nov 5 11 45597 15:55:42.424000
## 2093 Nov 5 11 45597 22:41:55.896000
## 2094 Nov 6 11 45598 08:19:44.324000
## 2095 Nov 6 11 45598 10:25:45.967000
## 2096 Nov 6 11 45598 10:33:09.562000
## 2097 Nov 6 11 45598 14:54:14.648000
## 2098 Nov 6 11 45598 16:24:15.855000
## 2099 Nov 6 11 45598 16:25:57.012000
## 2100 Nov 6 11 45598 16:37:05.005000
## 2101 Nov 6 11 45598 18:18:27.180000
## 2102 Nov 6 11 45598 18:58:23.522000
## 2103 Nov 7 11 45599 08:23:00.362000
## 2104 Nov 7 11 45599 09:47:06.025000
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## 2109 Nov 7 11 45599 13:44:18.516000
## 2110 Nov 7 11 45599 13:59:01.077000
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## 2114 Nov 7 11 45599 16:21:46.055000
## 2115 Nov 7 11 45599 20:26:14.631000
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## 2117 Nov 1 11 45600 08:37:33.340000
## 2118 Nov 1 11 45600 08:38:58.864000
## 2119 Nov 1 11 45600 12:33:35.786000
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## 2121 Nov 1 11 45600 14:44:38.053000
## 2122 Nov 1 11 45600 14:45:20.025000
## 2123 Nov 2 11 45601 07:49:31.614000
## 2124 Nov 2 11 45601 09:05:41.810000
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## 2126 Nov 2 11 45601 09:13:40.356000
## 2127 Nov 2 11 45601 10:41:44.251000
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## 2129 Nov 2 11 45601 11:48:22.484000
## 2130 Nov 2 11 45601 14:36:37.856000
## 2131 Nov 2 11 45601 14:41:48.048000
## 2132 Nov 2 11 45601 18:52:56.274000
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## 2134 Nov 2 11 45601 18:55:18.626000
## 2135 Nov 2 11 45601 21:40:44.746000
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## 2139 Nov 2 11 45601 22:06:38.973000
## 2140 Nov 3 11 45602 08:11:25.120000
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## 2145 Nov 3 11 45602 16:02:05.113000
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## 2147 Nov 3 11 45602 18:41:30.653000
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## 2151 Nov 4 11 45603 18:17:33.734000
## 2152 Nov 4 11 45603 19:20:14.752000
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## 2154 Nov 4 11 45603 20:02:30.672000
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## 2162 Nov 5 11 45604 16:55:28.043000
## 2163 Nov 5 11 45604 20:13:32.167000
## 2164 Nov 5 11 45604 20:14:24.290000
## 2165 Nov 5 11 45604 0.84398148148148144
## 2166 Nov 5 11 45604 22:27:09.667000
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## 2170 Nov 6 11 45605 11:08:44.219000
## 2171 Nov 6 11 45605 13:50:14.679000
## 2172 Nov 6 11 45605 13:50:55.154000
## 2173 Nov 6 11 45605 14:21:51.604000
## 2174 Nov 6 11 45605 14:22:50.440000
## 2175 Nov 6 11 45605 14:37:33.151000
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## 2177 Nov 6 11 45605 16:15:47.842000
## 2178 Nov 6 11 45605 16:16:52.424000
## 2179 Nov 6 11 45605 20:42:04.523000
## 2180 Nov 6 11 45605 20:43:27.537000
## 2181 Nov 6 11 45605 22:13:27.653000
## 2182 Nov 6 11 45605 22:52:58.089000
## 2183 Nov 6 11 45605 22:54:19.107000
## 2184 Nov 7 11 45606 09:46:21.800000
## 2185 Nov 7 11 45606 17:52:47.887000
## 2186 Nov 7 11 45606 18:12:53.359000
## 2187 Nov 7 11 45606 18:14:03.644000
## 2188 Nov 7 11 45606 20:38:08.127000
## 2189 Nov 7 11 45606 20:39:06.846000
## 2190 Nov 1 11 45607 07:48:26.804000
## 2191 Nov 1 11 45607 09:52:25.783000
## 2192 Nov 1 11 45607 10:19:09.500000
## 2193 Nov 1 11 45607 0.67967592592592596
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## 2195 Nov 1 11 45607 17:33:32.053000
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## 2198 Nov 1 11 45607 21:08:31.681000
## 2199 Nov 1 11 45607 21:09:46.953000
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## 2204 Nov 2 11 45608 16:48:04.898000
## 2205 Nov 2 11 45608 16:49:03.924000
## 2206 Nov 2 11 45608 18:45:14.343000
## 2207 Nov 2 11 45608 20:07:57.816000
## 2208 Nov 2 11 45608 20:09:21.803000
## 2209 Nov 3 11 45609 08:09:10.852000
## 2210 Nov 3 11 45609 10:37:43.252000
## 2211 Nov 3 11 45609 13:19:54.570000
## 2212 Nov 3 11 45609 13:20:58.477000
## 2213 Nov 3 11 45609 14:17:30.240000
## 2214 Nov 3 11 45609 14:46:58.381000
## 2215 Nov 4 11 45610 09:36:27.778000
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## 2235 Nov 5 11 45611 17:35:41.053000
## 2236 Nov 5 11 45611 17:55:01.487000
## 2237 Nov 5 11 45611 18:12:44.931000
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## 2239 Nov 5 11 45611 18:43:21.160000
## 2240 Nov 6 11 45612 10:21:34.870000
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## 2247 Nov 6 11 45612 12:48:35.846000
## 2248 Nov 6 11 45612 12:49:35.127000
## 2249 Nov 6 11 45612 13:16:55.479000
## 2250 Nov 6 11 45612 13:18:00.476000
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## 2253 Nov 7 11 45613 10:29:36.983000
## 2254 Nov 7 11 45613 13:35:19.695000
## 2255 Nov 7 11 45613 14:18:41.797000
## 2256 Nov 7 11 45613 14:33:40.247000
## 2257 Nov 7 11 45613 16:27:26.184000
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## 2260 Nov 7 11 45613 19:17:34.289000
## 2261 Nov 7 11 45613 19:18:27.520000
## 2262 Nov 1 11 45614 07:52:19.619000
## 2263 Nov 1 11 45614 07:53:16.351000
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## 2266 Nov 1 11 45614 16:46:52.894000
## 2267 Nov 1 11 45614 18:50:54.137000
## 2268 Nov 2 11 45615 07:49:00.628000
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## 2270 Nov 2 11 45615 07:52:13.414000
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## 2277 Nov 2 11 45615 16:41:03.671000
## 2278 Nov 2 11 45615 16:47:41.234000
## 2279 Nov 3 11 45616 13:29:38.737000
## 2280 Nov 3 11 45616 16:34:50.147000
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## 2286 Nov 4 11 45617 13:00:47.390000
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## 2288 Nov 4 11 45617 17:35:27.351000
## 2289 Nov 4 11 45617 17:39:22.972000
## 2290 Nov 4 11 45617 19:01:02.947000
## 2291 Nov 5 11 45618 07:50:36.322000
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## 2295 Nov 5 11 45618 16:33:05.324000
## 2296 Nov 5 11 45618 16:33:49.898000
## 2297 Nov 6 11 45619 09:10:46.265000
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## 2332 Nov 4 11 45624 22:00:15.694000
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## 2335 Nov 5 11 45625 09:07:31.505000
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## 2337 Nov 5 11 45625 15:18:06.860000
## 2338 Nov 5 11 45625 15:19:20.348000
## 2339 Nov 5 11 45625 20:57:54.667000
## 2340 Nov 6 11 45626 12:58:12.142000
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## 2343 Nov 6 11 45626 14:16:52.019000
## 2344 Nov 6 11 45626 15:33:44.296000
## 2345 Nov 6 11 45626 22:03:48.484000
## 2346 Dec 7 12 45627 10:15:31.697000
## 2347 Dec 7 12 45627 10:16:31.924000
## 2348 Dec 7 12 45627 10:22:46.588000
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## 2354 Dec 7 12 45627 15:57:49.366000
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## 2356 Dec 7 12 45627 16:34:30.047000
## 2357 Dec 7 12 45627 17:10:23.576000
## 2358 Dec 7 12 45627 17:11:32.019000
## 2359 Dec 7 12 45627 18:38:28.685000
## 2360 Dec 1 12 45628 07:50:36.572000
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## 2362 Dec 1 12 45628 08:21:29.576000
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## 2366 Dec 1 12 45628 16:12:23.920000
## 2367 Dec 1 12 45628 17:34:21.695000
## 2368 Dec 1 12 45628 18:00:32.300000
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## 2375 Dec 2 12 45629 11:45:54.433000
## 2376 Dec 2 12 45629 20:50:55.752000
## 2377 Dec 2 12 45629 21:33:16.867000
## 2378 Dec 2 12 45629 21:34:13.125000
## 2379 Dec 2 12 45629 21:35:18.853000
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## 2381 Dec 2 12 45629 22:21:42.084000
## 2382 Dec 3 12 45630 08:32:47.920000
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## 2385 Dec 3 12 45630 09:04:14.145000
## 2386 Dec 3 12 45630 10:23:01.388000
## 2387 Dec 3 12 45630 10:24:07.990000
## 2388 Dec 3 12 45630 10:26:57.751000
## 2389 Dec 3 12 45630 10:29:47.597000
## 2390 Dec 3 12 45630 11:45:57.723000
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## 2392 Dec 4 12 45631 08:53:48.287000
## 2393 Dec 4 12 45631 09:20:28.835000
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## 2397 Dec 4 12 45631 11:50:44.557000
## 2398 Dec 4 12 45631 14:30:58.342000
## 2399 Dec 4 12 45631 15:21:19.466000
## 2400 Dec 4 12 45631 16:02:10.015000
## 2401 Dec 5 12 45632 11:42:18.498000
## 2402 Dec 5 12 45632 16:31:58.025000
## 2403 Dec 5 12 45632 22:30:33.276000
## 2404 Dec 5 12 45632 22:31:30.002000
## 2405 Dec 6 12 45633 11:17:10.143000
## 2406 Dec 6 12 45633 14:16:42.893000
## 2407 Dec 6 12 45633 15:44:04.861000
## 2408 Dec 6 12 45633 19:11:13.492000
## 2409 Dec 6 12 45633 22:00:09.994000
## 2410 Dec 6 12 45633 22:28:17.088000
## 2411 Dec 7 12 45634 08:29:25.273000
## 2412 Dec 7 12 45634 10:42:38.160000
## 2413 Dec 7 12 45634 10:43:42.726000
## 2414 Dec 7 12 45634 12:51:40.875000
## 2415 Dec 7 12 45634 13:02:36.202000
## 2416 Dec 7 12 45634 13:03:38.720000
## 2417 Dec 7 12 45634 17:26:29.292000
## 2418 Dec 7 12 45634 18:41:48.753000
## 2419 Dec 7 12 45634 20:47:18.935000
## 2420 Dec 7 12 45634 21:28:30.079000
## 2421 Dec 7 12 45634 21:41:23.523000
## 2422 Dec 1 12 45635 08:32:40.810000
## 2423 Dec 1 12 45635 09:12:25.172000
## 2424 Dec 1 12 45635 09:33:57.417000
## 2425 Dec 1 12 45635 13:00:54.913000
## 2426 Dec 1 12 45635 21:21:51.269000
## 2427 Dec 2 12 45636 12:25:49.755000
## 2428 Dec 2 12 45636 18:21:57.841000
## 2429 Dec 3 12 45637 07:49:45.989000
## 2430 Dec 3 12 45637 10:45:47.919000
## 2431 Dec 3 12 45637 12:13:06.273000
## 2432 Dec 3 12 45637 12:56:47.765000
## 2433 Dec 3 12 45637 17:59:25.455000
## 2434 Dec 3 12 45637 21:01:07.579000
## 2435 Dec 3 12 45637 21:18:17.192000
## 2436 Dec 4 12 45638 07:58:31.186000
## 2437 Dec 4 12 45638 12:49:23.672000
## 2438 Dec 4 12 45638 16:55:02.108000
## 2439 Dec 4 12 45638 16:55:49.129000
## 2440 Dec 4 12 45638 16:57:01.116000
## 2441 Dec 4 12 45638 19:50:00.934000
## 2442 Dec 4 12 45638 19:50:57.734000
## 2443 Dec 5 12 45639 12:27:25.453000
## 2444 Dec 5 12 45639 12:53:05.572000
## 2445 Dec 5 12 45639 12:54:40.166000
## 2446 Dec 5 12 45639 14:01:58.063000
## 2447 Dec 5 12 45639 16:23:23.898000
## 2448 Dec 5 12 45639 19:19:03.811000
## 2449 Dec 5 12 45639 19:20:10.119000
## 2450 Dec 5 12 45639 21:35:41.955000
## 2451 Dec 6 12 45640 08:27:32.054000
## 2452 Dec 6 12 45640 09:03:05.572000
## 2453 Dec 6 12 45640 11:41:57.820000
## 2454 Dec 6 12 45640 13:19:07.033000
## 2455 Dec 6 12 45640 13:20:08.603000
## 2456 Dec 6 12 45640 16:10:29.983000
## 2457 Dec 6 12 45640 16:29:58.935000
## 2458 Dec 6 12 45640 16:30:49.780000
## 2459 Dec 6 12 45640 17:00:15.899000
## 2460 Dec 6 12 45640 17:01:29.185000
## 2461 Dec 6 12 45640 18:23:44.156000
## 2462 Dec 7 12 45641 11:09:24.807000
## 2463 Dec 7 12 45641 11:10:25.693000
## 2464 Dec 7 12 45641 17:58:05.386000
## 2465 Dec 1 12 45642 07:52:18.379000
## 2466 Dec 1 12 45642 08:03:31.099000
## 2467 Dec 1 12 45642 08:46:53.826000
## 2468 Dec 1 12 45642 12:19:08.131000
## 2469 Dec 1 12 45642 13:08:52.577000
## 2470 Dec 1 12 45642 14:13:18.149000
## 2471 Dec 1 12 45642 18:23:07.045000
## 2472 Dec 1 12 45642 18:24:01.414000
## 2473 Dec 2 12 45643 08:48:18.158000
## 2474 Dec 2 12 45643 08:52:32.631000
## 2475 Dec 2 12 45643 10:49:05.535000
## 2476 Dec 2 12 45643 16:22:35.059000
## 2477 Dec 2 12 45643 16:23:36.605000
## 2478 Dec 2 12 45643 17:14:22.065000
## 2479 Dec 2 12 45643 18:54:57.302000
## 2480 Dec 3 12 45644 09:30:28.285000
## 2481 Dec 3 12 45644 10:01:21.491000
## 2482 Dec 3 12 45644 10:03:02.068000
## 2483 Dec 3 12 45644 10:04:03.380000
## 2484 Dec 4 12 45645 10:12:11.185000
## 2485 Dec 4 12 45645 11:25:43.942000
## 2486 Dec 4 12 45645 12:10:52.329000
## 2487 Dec 4 12 45645 13:38:56.787000
## 2488 Dec 4 12 45645 19:00:56.263000
## 2489 Dec 4 12 45645 19:10:40.561000
## 2490 Dec 4 12 45645 19:48:18.022000
## 2491 Dec 4 12 45645 19:49:42.574000
## 2492 Dec 4 12 45645 21:08:11.811000
## 2493 Dec 4 12 45645 21:09:15.719000
## 2494 Dec 5 12 45646 08:14:51.955000
## 2495 Dec 5 12 45646 09:39:29.862000
## 2496 Dec 5 12 45646 10:12:42.831000
## 2497 Dec 5 12 45646 10:55:29.127000
## 2498 Dec 5 12 45646 12:21:17.233000
## 2499 Dec 5 12 45646 12:22:49.372000
## 2500 Dec 5 12 45646 14:58:20.349000
## 2501 Dec 5 12 45646 18:28:22.151000
## 2502 Dec 5 12 45646 18:57:13.326000
## 2503 Dec 6 12 45647 10:19:23.875000
## 2504 Dec 6 12 45647 10:20:41.106000
## 2505 Dec 6 12 45647 10:32:02.796000
## 2506 Dec 6 12 45647 15:33:03.629000
## 2507 Dec 6 12 45647 15:33:49.614000
## 2508 Dec 6 12 45647 15:35:29.373000
## 2509 Dec 6 12 45647 15:58:07.022000
## 2510 Dec 6 12 45647 17:47:27.852000
## 2511 Dec 6 12 45647 18:02:36.869000
## 2512 Dec 6 12 45647 18:08:17.169000
## 2513 Dec 6 12 45647 19:48:13.454000
## 2514 Dec 6 12 45647 19:49:45.769000
## 2515 Dec 6 12 45647 21:49:47.313000
## 2516 Dec 6 12 45647 21:58:48.754000
## 2517 Dec 6 12 45647 22:16:14.139000
## 2518 Dec 7 12 45648 10:42:56.126000
## 2519 Dec 7 12 45648 18:55:44.510000
## 2520 Dec 7 12 45648 19:35:45.848000
## 2521 Dec 7 12 45648 19:36:29.863000
## 2522 Dec 7 12 45648 20:26:36.732000
## 2523 Dec 7 12 45648 21:55:18.754000
## 2524 Dec 7 12 45648 21:56:56.296000
## 2525 Dec 1 12 45649 09:03:21.025000
## 2526 Dec 1 12 45649 09:22:17.895000
## 2527 Dec 1 12 45649 10:42:03.416000
## 2528 Dec 1 12 45649 11:35:54.428000
## 2529 Dec 1 12 45649 14:05:31.735000
## 2530 Dec 1 12 45649 15:00:23.679000
## 2531 Dec 1 12 45649 16:14:50.443000
## 2532 Dec 1 12 45649 17:21:20.495000
## 2533 Dec 1 12 45649 17:22:40.297000
## 2534 Dec 1 12 45649 20:46:07.226000
## 2535 Dec 2 12 45650 15:10:43.421000
## 2536 Dec 2 12 45650 16:08:38.130000
## 2537 Dec 2 12 45650 17:55:28.559000
## 2538 Dec 2 12 45650 19:10:36.272000
## 2539 Dec 2 12 45650 19:11:36.864000
## 2540 Dec 2 12 45650 19:12:34.982000
## 2541 Dec 2 12 45650 19:36:02.332000
## 2542 Dec 3 12 45651 10:43:56.819000
## 2543 Dec 3 12 45651 10:45:02.380000
## 2544 Dec 3 12 45651 12:35:03.285000
## 2545 Dec 3 12 45651 12:36:00.079000
## 2546 Dec 3 12 45651 13:17:11.399000
## 2547 Dec 3 12 45651 13:32:47.545000
## 2548 Dec 3 12 45651 20:02:40.331000
## 2549 Dec 3 12 45651 21:18:49.844000
## 2550 Dec 3 12 45651 21:19:42.093000
## 2551 Dec 3 12 45651 21:57:30.270000
## 2552 Dec 3 12 45651 22:51:02.901000
## 2553 Dec 3 12 45651 22:53:06.426000
## 2554 Dec 4 12 45652 13:12:37.940000
## 2555 Dec 4 12 45652 15:04:34.471000
## 2556 Dec 5 12 45653 07:50:20.711000
## 2557 Dec 5 12 45653 08:57:38.912000
## 2558 Dec 5 12 45653 09:09:55.226000
## 2559 Dec 5 12 45653 10:12:53.425000
## 2560 Dec 5 12 45653 17:12:04.641000
## 2561 Dec 5 12 45653 19:47:27.855000
## 2562 Dec 5 12 45653 19:48:21.643000
## 2563 Dec 5 12 45653 22:54:32.893000
## 2564 Dec 6 12 45654 09:00:23.465000
## 2565 Dec 6 12 45654 09:50:37.949000
## 2566 Dec 6 12 45654 10:18:44.226000
## 2567 Dec 6 12 45654 10:52:03.125000
## 2568 Dec 6 12 45654 14:10:01.286000
## 2569 Dec 6 12 45654 14:13:17.359000
## 2570 Dec 6 12 45654 17:23:40.272000
## 2571 Dec 6 12 45654 22:11:01.821000
## 2572 Dec 7 12 45655 13:46:16.437000
## 2573 Dec 7 12 45655 15:04:26.632000
## 2574 Dec 7 12 45655 15:05:16.323000
## 2575 Dec 7 12 45655 17:30:04.513000
## 2576 Dec 7 12 45655 17:31:46.702000
## 2577 Dec 7 12 45655 19:47:43.744000
## 2578 Dec 7 12 45655 20:25:54.231000
## 2579 Dec 7 12 45655 21:17:19.330000
## 2580 Dec 1 12 45656 09:02:44.282000
## 2581 Dec 1 12 45656 09:44:11.963000
## 2582 Dec 1 12 45656 13:52:31.356000
## 2583 Dec 1 12 45656 13:53:39.253000
## 2584 Dec 1 12 45656 15:12:45.043000
## 2585 Dec 1 12 45656 15:13:38.691000
## 2586 Dec 1 12 45656 16:29:53.883000
## 2587 Dec 1 12 45656 16:31:28.727000
## 2588 Dec 1 12 45656 16:36:45.551000
## 2589 Dec 2 12 45657 08:52:28.681000
## 2590 Dec 2 12 45657 09:36:50.011000
## 2591 Dec 2 12 45657 09:39:41.472000
## 2592 Dec 2 12 45657 09:45:28.525000
## 2593 Dec 2 12 45657 10:26:52.972000
## 2594 Dec 2 12 45657 10:29:28.211000
## 2595 Dec 2 12 45657 11:11:30.768000
## 2596 Dec 2 12 45657 11:12:42.053000
## 2597 Dec 2 12 45657 15:42:14.093000
## 2598 Dec 2 12 45657 15:43:13.300000
## 2599 Dec 2 12 45657 16:07:18.883000
## 2600 Dec 2 12 45657 17:10:17.537000
## 2601 Dec 2 12 45657 17:30:52.785000
## 2602 Dec 2 12 45657 17:31:48.543000
## 2603 Dec 2 12 45657 19:07:25.413000
## 2604 Dec 2 12 45657 19:08:38.899000
## 2605 Jan 4 1 45659 09:58:05.335000
## 2606 Jan 4 1 45659 13:29:40.128000
## 2607 Jan 4 1 45659 13:30:38.720000
## 2608 Jan 4 1 45659 14:41:10.594000
## 2609 Jan 4 1 45659 14:42:45.847000
## 2610 Jan 4 1 45659 16:22:32.387000
## 2611 Jan 4 1 45659 16:34:59.470000
## 2612 Jan 4 1 45659 16:35:44.285000
## 2613 Jan 4 1 45659 17:43:10.175000
## 2614 Jan 5 1 45660 09:03:22.668000
## 2615 Jan 5 1 45660 10:10:30.802000
## 2616 Jan 5 1 45660 16:58:09.420000
## 2617 Jan 5 1 45660 22:13:28.560000
## 2618 Jan 5 1 45660 22:18:20.359000
## 2619 Jan 5 1 45660 22:19:14.354000
## 2620 Jan 5 1 45660 22:21:25.952000
## 2621 Jan 6 1 45661 08:58:26.502000
## 2622 Jan 6 1 45661 09:59:27.784000
## 2623 Jan 6 1 45661 13:40:00.286000
## 2624 Jan 6 1 45661 15:59:33.227000
## 2625 Jan 6 1 45661 16:12:55.200000
## 2626 Jan 6 1 45661 16:14:10.198000
## 2627 Jan 6 1 45661 16:16:11.225000
## 2628 Jan 6 1 45661 16:18:04.079000
## 2629 Jan 6 1 45661 18:11:39.258000
## 2630 Jan 6 1 45661 22:23:30.720000
## 2631 Jan 7 1 45662 09:45:57.778000
## 2632 Jan 7 1 45662 10:53:00.842000
## 2633 Jan 7 1 45662 22:07:16.475000
## 2634 Jan 1 1 45663 19:58:50.688000
## 2635 Jan 2 1 45664 13:29:02.789000
## 2636 Jan 2 1 45664 22:32:45.085000
## 2637 Jan 2 1 45664 22:33:58.886000
## 2638 Jan 3 1 45665 07:30:02.019000
## 2639 Jan 3 1 45665 09:11:15.142000
## 2640 Jan 3 1 45665 10:30:28.733000
## 2641 Jan 3 1 45665 17:22:51.605000
## 2642 Jan 4 1 45666 08:07:07.584000
## 2643 Jan 4 1 45666 08:56:34.735000
## 2644 Jan 4 1 45666 09:02:31.783000
## 2645 Jan 4 1 45666 14:27:23.682000
## 2646 Jan 4 1 45666 15:36:58.679000
## 2647 Jan 4 1 45666 15:48:10.012000
## 2648 Jan 4 1 45666 15:49:11.796000
## 2649 Jan 4 1 45666 20:30:29.072000
## 2650 Jan 4 1 45666 22:10:20.697000
## 2651 Jan 5 1 45667 08:49:20.815000
## 2652 Jan 5 1 45667 09:16:36.498000
## 2653 Jan 5 1 45667 17:51:18.771000
## 2654 Jan 5 1 45667 17:55:53.357000
## 2655 Jan 5 1 45667 17:59:39.184000
## 2656 Jan 6 1 45668 07:44:30.450000
## 2657 Jan 6 1 45668 10:49:41.291000
## 2658 Jan 6 1 45668 11:13:53.866000
## 2659 Jan 6 1 45668 11:20:17.612000
## 2660 Jan 6 1 45668 11:21:25.566000
## 2661 Jan 6 1 45668 12:10:58.739000
## 2662 Jan 6 1 45668 12:13:24.784000
## 2663 Jan 6 1 45668 14:12:54.844000
## 2664 Jan 6 1 45668 14:15:38.139000
## 2665 Jan 6 1 45668 14:16:43.941000
## 2666 Jan 6 1 45668 14:47:02.972000
## 2667 Jan 6 1 45668 17:19:33.968000
## 2668 Jan 6 1 45668 17:20:56.780000
## 2669 Jan 6 1 45668 17:22:05.105000
## 2670 Jan 6 1 45668 18:01:28.479000
## 2671 Jan 7 1 45669 11:45:32.433000
## 2672 Jan 7 1 45669 11:48:18.729000
## 2673 Jan 7 1 45669 11:49:50.305000
## 2674 Jan 7 1 45669 16:15:58.843000
## 2675 Jan 7 1 45669 20:56:04.324000
## 2676 Jan 1 1 45670 08:08:20.273000
## 2677 Jan 1 1 45670 09:17:19.623000
## 2678 Jan 1 1 45670 13:02:56.645000
## 2679 Jan 1 1 45670 13:50:46.648000
## 2680 Jan 1 1 45670 14:11:27.333000
## 2681 Jan 1 1 45670 14:12:28.340000
## 2682 Jan 1 1 45670 16:25:36.343000
## 2683 Jan 1 1 45670 20:51:18.275000
## 2684 Jan 2 1 45671 07:37:42.461000
## 2685 Jan 2 1 45671 09:53:42.812000
## 2686 Jan 2 1 45671 10:21:45.603000
## 2687 Jan 2 1 45671 12:49:14.351000
## 2688 Jan 2 1 45671 16:18:19.288000
## 2689 Jan 2 1 45671 16:19:26.531000
## 2690 Jan 2 1 45671 19:41:55.896000
## 2691 Jan 2 1 45671 21:02:35.551000
## 2692 Jan 3 1 45672 09:12:04.241000
## 2693 Jan 3 1 45672 11:10:23.705000
## 2694 Jan 3 1 45672 13:14:14.574000
## 2695 Jan 3 1 45672 15:35:21.923000
## 2696 Jan 3 1 45672 15:36:47.943000
## 2697 Jan 3 1 45672 15:37:55.727000
## 2698 Jan 3 1 45672 16:55:26.025000
## 2699 Jan 3 1 45672 18:06:12.419000
## 2700 Jan 3 1 45672 19:51:14.105000
## 2701 Jan 3 1 45672 21:41:14.264000
## 2702 Jan 4 1 45673 09:32:57.684000
## 2703 Jan 4 1 45673 09:38:09.359000
## 2704 Jan 4 1 45673 10:41:40.881000
## 2705 Jan 4 1 45673 12:12:16.345000
## 2706 Jan 4 1 45673 15:16:19.190000
## 2707 Jan 4 1 45673 16:35:11.006000
## 2708 Jan 4 1 45673 18:15:57.449000
## 2709 Jan 4 1 45673 21:15:59.720000
## 2710 Jan 4 1 45673 21:16:59.177000
## 2711 Jan 4 1 45673 21:40:12.534000
## 2712 Jan 5 1 45674 07:38:19.766000
## 2713 Jan 5 1 45674 08:26:20.810000
## 2714 Jan 5 1 45674 08:27:48.372000
## 2715 Jan 5 1 45674 08:47:56.075000
## 2716 Jan 5 1 45674 09:27:38.418000
## 2717 Jan 5 1 45674 14:20:53.972000
## 2718 Jan 5 1 45674 14:22:02.670000
## 2719 Jan 5 1 45674 17:39:10.610000
## 2720 Jan 5 1 45674 21:22:18.959000
## 2721 Jan 6 1 45675 10:12:38.223000
## 2722 Jan 6 1 45675 16:33:40.099000
## 2723 Jan 6 1 45675 16:35:14.227000
## 2724 Jan 6 1 45675 16:36:28.970000
## 2725 Jan 1 1 45677 08:29:47.959000
## 2726 Jan 1 1 45677 10:57:25.231000
## 2727 Jan 1 1 45677 11:40:24.031000
## 2728 Jan 1 1 45677 12:04:49.880000
## 2729 Jan 1 1 45677 12:06:00.697000
## 2730 Jan 1 1 45677 13:45:14.114000
## 2731 Jan 1 1 45677 20:08:11.432000
## 2732 Jan 1 1 45677 20:26:24.881000
## 2733 Jan 1 1 45677 20:27:28.960000
## 2734 Jan 1 1 45677 21:13:45.440000
## 2735 Jan 2 1 45678 08:05:04.269000
## 2736 Jan 2 1 45678 08:18:19.291000
## 2737 Jan 2 1 45678 08:19:28.276000
## 2738 Jan 2 1 45678 15:35:16.518000
## 2739 Jan 2 1 45678 18:32:32.699000
## 2740 Jan 2 1 45678 18:54:13.394000
## 2741 Jan 2 1 45678 18:56:15.343000
## 2742 Jan 2 1 45678 19:15:21.123000
## 2743 Jan 3 1 45679 11:24:45.856000
## 2744 Jan 3 1 45679 17:32:06.547000
## 2745 Jan 3 1 45679 18:49:59.374000
## 2746 Jan 3 1 45679 19:10:26.039000
## 2747 Jan 3 1 45679 19:11:23.124000
## 2748 Jan 3 1 45679 19:29:15.703000
## 2749 Jan 3 1 45679 20:14:30.728000
## 2750 Jan 5 1 45681 13:42:16.996000
## 2751 Jan 5 1 45681 13:43:37.585000
## 2752 Jan 5 1 45681 15:28:38.814000
## 2753 Jan 5 1 45681 17:41:49.306000
## 2754 Jan 5 1 45681 21:16:26.445000
## 2755 Jan 5 1 45681 22:31:55.575000
## 2756 Jan 5 1 45681 22:32:57.911000
## 2757 Jan 6 1 45682 13:21:04.187000
## 2758 Jan 6 1 45682 14:38:24.586000
## 2759 Jan 6 1 45682 14:39:35.084000
## 2760 Jan 7 1 45683 12:35:22.994000
## 2761 Jan 7 1 45683 12:36:34.041000
## 2762 Jan 1 1 45684 08:07:42.406000
## 2763 Jan 1 1 45684 08:32:43.550000
## 2764 Jan 1 1 45684 12:05:02.366000
## 2765 Jan 1 1 45684 13:45:08.764000
## 2766 Jan 1 1 45684 15:27:54.111000
## 2767 Jan 1 1 45684 15:29:00.863000
## 2768 Jan 1 1 45684 15:30:12.668000
## 2769 Jan 1 1 45684 18:55:19.339000
## 2770 Jan 1 1 45684 19:02:40.325000
## 2771 Jan 1 1 45684 19:03:45.457000
## 2772 Jan 2 1 45685 08:26:36.795000
## 2773 Jan 2 1 45685 09:33:17.106000
## 2774 Jan 2 1 45685 11:56:26.851000
## 2775 Jan 2 1 45685 12:22:01.233000
## 2776 Jan 2 1 45685 16:19:07.605000
## 2777 Jan 2 1 45685 16:20:44.658000
## 2778 Jan 2 1 45685 17:40:00.932000
## 2779 Jan 2 1 45685 20:11:50.854000
## 2780 Jan 2 1 45685 20:13:45.162000
## 2781 Jan 3 1 45686 09:38:47.162000
## 2782 Jan 3 1 45686 16:25:36.760000
## 2783 Jan 3 1 45686 19:19:08.258000
## 2784 Jan 3 1 45686 19:20:34.695000
## 2785 Jan 4 1 45687 09:18:05.538000
## 2786 Jan 4 1 45687 10:12:33.868000
## 2787 Jan 4 1 45687 11:26:29.175000
## 2788 Jan 4 1 45687 12:42:15.712000
## 2789 Jan 4 1 45687 13:02:00.748000
## 2790 Jan 4 1 45687 14:41:42.277000
## 2791 Jan 4 1 45687 17:18:48.404000
## 2792 Jan 4 1 45687 18:24:06.652000
## 2793 Jan 4 1 45687 18:41:49.658000
## 2794 Jan 5 1 45688 08:40:51.449000
## 2795 Jan 5 1 45688 08:41:44.730000
## 2796 Jan 5 1 45688 09:17:14.822000
## 2797 Jan 5 1 45688 09:20:10.981000
## 2798 Jan 5 1 45688 09:26:46.766000
## 2799 Jan 5 1 45688 09:27:47.738000
## 2800 Jan 5 1 45688 12:31:01.241000
## 2801 Jan 5 1 45688 12:54:25.716000
## 2802 Jan 5 1 45688 14:02:58.271000
## 2803 Jan 5 1 45688 16:48:33.995000
## 2804 Jan 5 1 45688 22:35:58.843000
## 2805 Jan 5 1 45688 22:37:02.031000
## 2806 Feb 6 2 45689 08:50:23.610000
## 2807 Feb 6 2 45689 10:07:22.849000
## 2808 Feb 6 2 45689 13:14:46.639000
## 2809 Feb 6 2 45689 13:15:29.243000
## 2810 Feb 6 2 45689 14:35:18.871000
## 2811 Feb 6 2 45689 14:36:16.610000
## 2812 Feb 6 2 45689 15:49:58.951000
## 2813 Feb 6 2 45689 18:57:14.364000
## 2814 Feb 6 2 45689 19:53:15.503000
## 2815 Feb 6 2 45689 19:54:24.066000
## 2816 Feb 6 2 45689 21:37:01.776000
## 2817 Feb 7 2 45690 10:56:21.940000
## 2818 Feb 7 2 45690 10:57:37.780000
## 2819 Feb 7 2 45690 12:54:32.175000
## 2820 Feb 7 2 45690 12:56:04.653000
## 2821 Feb 7 2 45690 14:22:57.323000
## 2822 Feb 7 2 45690 16:45:07.918000
## 2823 Feb 7 2 45690 16:46:57.223000
## 2824 Feb 1 2 45691 07:03:24.790000
## 2825 Feb 1 2 45691 07:04:56.569000
## 2826 Feb 1 2 45691 08:04:03.627000
## 2827 Feb 1 2 45691 08:09:08.967000
## 2828 Feb 1 2 45691 10:15:38.570000
## 2829 Feb 1 2 45691 10:22:18.416000
## 2830 Feb 1 2 45691 10:49:58.650000
## 2831 Feb 1 2 45691 13:25:02.069000
## 2832 Feb 1 2 45691 13:32:53.672000
## 2833 Feb 1 2 45691 13:51:03.281000
## 2834 Feb 1 2 45691 14:06:36.519000
## 2835 Feb 1 2 45691 14:47:02.198000
## 2836 Feb 1 2 45691 14:50:20.575000
## 2837 Feb 1 2 45691 15:01:44.613000
## 2838 Feb 1 2 45691 15:41:27.205000
## 2839 Feb 1 2 45691 17:01:26.871000
## 2840 Feb 1 2 45691 17:09:55.135000
## 2841 Feb 1 2 45691 17:11:07.189000
## 2842 Feb 1 2 45691 17:12:05.215000
## 2843 Feb 1 2 45691 17:13:21.519000
## 2844 Feb 1 2 45691 17:14:18.374000
## 2845 Feb 1 2 45691 17:15:40.901000
## 2846 Feb 1 2 45691 17:44:17.695000
## 2847 Feb 1 2 45691 18:09:00.486000
## 2848 Feb 1 2 45691 20:44:14.131000
## 2849 Feb 2 2 45692 10:04:56.809000
## 2850 Feb 2 2 45692 10:11:31.338000
## 2851 Feb 2 2 45692 12:35:58.283000
## 2852 Feb 2 2 45692 13:07:39.018000
## 2853 Feb 2 2 45692 14:15:14.010000
## 2854 Feb 2 2 45692 14:17:36.486000
## 2855 Feb 2 2 45692 14:19:48.544000
## 2856 Feb 2 2 45692 18:13:41.792000
## 2857 Feb 2 2 45692 19:05:21.915000
## 2858 Feb 2 2 45692 19:09:36.727000
## 2859 Feb 2 2 45692 19:10:27.574000
## 2860 Feb 2 2 45692 19:27:27.283000
## 2861 Feb 3 2 45693 08:42:10.512000
## 2862 Feb 3 2 45693 09:10:43.723000
## 2863 Feb 3 2 45693 11:49:35.788000
## 2864 Feb 3 2 45693 11:50:41.585000
## 2865 Feb 3 2 45693 11:51:45.385000
## 2866 Feb 3 2 45693 11:58:36.442000
## 2867 Feb 3 2 45693 12:10:46.876000
## 2868 Feb 3 2 45693 13:20:46.169000
## 2869 Feb 3 2 45693 13:43:42.825000
## 2870 Feb 3 2 45693 13:44:29.310000
## 2871 Feb 3 2 45693 14:57:52.705000
## 2872 Feb 3 2 45693 15:50:58.774000
## 2873 Feb 3 2 45693 16:34:20.397000
## 2874 Feb 3 2 45693 16:35:33.007000
## 2875 Feb 3 2 45693 16:36:34.191000
## 2876 Feb 3 2 45693 16:39:01.735000
## 2877 Feb 3 2 45693 16:41:09.994000
## 2878 Feb 3 2 45693 18:18:34.427000
## 2879 Feb 3 2 45693 18:19:49.078000
## 2880 Feb 3 2 45693 18:20:51.486000
## 2881 Feb 3 2 45693 18:25:29.322000
## 2882 Feb 3 2 45693 18:45:42.132000
## 2883 Feb 3 2 45693 19:06:46.262000
## 2884 Feb 3 2 45693 20:03:20.629000
## 2885 Feb 4 2 45694 07:16:48.645000
## 2886 Feb 4 2 45694 13:59:21.456000
## 2887 Feb 4 2 45694 14:55:31.564000
## 2888 Feb 4 2 45694 14:59:22.422000
## 2889 Feb 4 2 45694 16:14:49.801000
## 2890 Feb 4 2 45694 17:09:45.604000
## 2891 Feb 4 2 45694 17:54:25.041000
## 2892 Feb 4 2 45694 19:53:12.674000
## 2893 Feb 4 2 45694 19:55:06.501000
## 2894 Feb 4 2 45694 20:06:59.305000
## 2895 Feb 4 2 45694 20:07:47.105000
## 2896 Feb 4 2 45694 20:23:13.537000
## 2897 Feb 5 2 45695 08:44:49.968000
## 2898 Feb 5 2 45695 09:07:04.654000
## 2899 Feb 5 2 45695 10:49:23.202000
## 2900 Feb 5 2 45695 12:09:38.592000
## 2901 Feb 5 2 45695 12:51:22.367000
## 2902 Feb 5 2 45695 12:58:51.777000
## 2903 Feb 5 2 45695 16:04:10.943000
## 2904 Feb 5 2 45695 16:22:13.091000
## 2905 Feb 5 2 45695 16:23:14.076000
## 2906 Feb 5 2 45695 16:24:35.194000
## 2907 Feb 5 2 45695 18:42:36.741000
## 2908 Feb 5 2 45695 18:43:36.084000
## 2909 Feb 5 2 45695 18:44:30.842000
## 2910 Feb 5 2 45695 18:45:23.077000
## 2911 Feb 5 2 45695 20:10:59.413000
## 2912 Feb 5 2 45695 20:30:56.938000
## 2913 Feb 6 2 45696 09:01:42.933000
## 2914 Feb 6 2 45696 10:56:17.090000
## 2915 Feb 6 2 45696 11:02:41.385000
## 2916 Feb 6 2 45696 11:39:33.882000
## 2917 Feb 6 2 45696 12:46:12.840000
## 2918 Feb 6 2 45696 13:26:47.588000
## 2919 Feb 6 2 45696 15:07:04.164000
## 2920 Feb 6 2 45696 15:08:09.210000
## 2921 Feb 7 2 45697 08:49:24.111000
## 2922 Feb 7 2 45697 10:31:09.185000
## 2923 Feb 7 2 45697 10:51:28.019000
## 2924 Feb 7 2 45697 12:05:05.007000
## 2925 Feb 7 2 45697 15:13:09.171000
## 2926 Feb 7 2 45697 15:14:02.345000
## 2927 Feb 7 2 45697 15:15:57.899000
## 2928 Feb 7 2 45697 15:16:52.224000
## 2929 Feb 7 2 45697 16:20:18.825000
## 2930 Feb 1 2 45698 07:01:46.579000
## 2931 Feb 1 2 45698 08:16:32.125000
## 2932 Feb 1 2 45698 08:24:56.389000
## 2933 Feb 1 2 45698 11:11:43.020000
## 2934 Feb 1 2 45698 13:08:50.162000
## 2935 Feb 1 2 45698 13:11:05.976000
## 2936 Feb 1 2 45698 13:26:54.671000
## 2937 Feb 1 2 45698 13:40:13.329000
## 2938 Feb 1 2 45698 14:01:52.039000
## 2939 Feb 1 2 45698 14:07:41.358000
## 2940 Feb 1 2 45698 14:11:46.466000
## 2941 Feb 1 2 45698 14:15:44.582000
## 2942 Feb 1 2 45698 15:01:54.950000
## 2943 Feb 1 2 45698 15:14:01.175000
## 2944 Feb 1 2 45698 15:46:02.637000
## 2945 Feb 1 2 45698 15:47:44.088000
## 2946 Feb 1 2 45698 16:20:55.047000
## 2947 Feb 1 2 45698 17:12:02.356000
## 2948 Feb 1 2 45698 18:27:14.597000
## 2949 Feb 1 2 45698 19:14:01.461000
## 2950 Feb 1 2 45698 19:14:53.526000
## 2951 Feb 2 2 45699 10:38:26.035000
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## 2953 Feb 2 2 45699 11:20:12.152000
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## 2957 Feb 2 2 45699 16:49:40.995000
## 2958 Feb 2 2 45699 17:35:34.920000
## 2959 Feb 2 2 45699 17:36:42.232000
## 2960 Feb 2 2 45699 17:44:12.594000
## 2961 Feb 2 2 45699 17:50:40.426000
## 2962 Feb 2 2 45699 17:54:37.833000
## 2963 Feb 2 2 45699 19:04:11.037000
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## 2965 Feb 3 2 45700 07:16:57.164000
## 2966 Feb 3 2 45700 07:35:37.551000
## 2967 Feb 3 2 45700 08:54:35.758000
## 2968 Feb 3 2 45700 09:19:45.900000
## 2969 Feb 3 2 45700 10:43:13.475000
## 2970 Feb 3 2 45700 12:43:29.084000
## 2971 Feb 3 2 45700 13:08:09.325000
## 2972 Feb 3 2 45700 13:41:39.723000
## 2973 Feb 3 2 45700 15:41:24.777000
## 2974 Feb 3 2 45700 15:42:16.575000
## 2975 Feb 3 2 45700 15:43:34.522000
## 2976 Feb 3 2 45700 16:12:58.376000
## 2977 Feb 3 2 45700 16:26:08.533000
## 2978 Feb 3 2 45700 17:05:31.989000
## 2979 Feb 3 2 45700 17:42:51.484000
## 2980 Feb 3 2 45700 20:05:40.740000
## 2981 Feb 3 2 45700 20:23:13.374000
## 2982 Feb 3 2 45700 21:17:04.272000
## 2983 Feb 4 2 45701 07:38:47.907000
## 2984 Feb 4 2 45701 08:45:57.062000
## 2985 Feb 4 2 45701 09:17:21.021000
## 2986 Feb 4 2 45701 09:36:05.130000
## 2987 Feb 4 2 45701 10:29:32.655000
## 2988 Feb 4 2 45701 10:59:27.048000
## 2989 Feb 4 2 45701 16:30:39.247000
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## 2995 Feb 4 2 45701 19:06:30.373000
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## 2997 Feb 5 2 45702 14:07:09.333000
## 2998 Feb 5 2 45702 14:45:59.806000
## 2999 Feb 5 2 45702 14:46:45.108000
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## 3003 Feb 5 2 45702 15:38:47.478000
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## 3014 Feb 6 2 45703 13:02:19.867000
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## 3018 Feb 6 2 45703 15:40:07.667000
## 3019 Feb 6 2 45703 15:40:59.443000
## 3020 Feb 7 2 45704 10:46:43.223000
## 3021 Feb 7 2 45704 10:50:00.616000
## 3022 Feb 7 2 45704 10:51:03.967000
## 3023 Feb 7 2 45704 11:04:47.894000
## 3024 Feb 7 2 45704 11:32:29.055000
## 3025 Feb 7 2 45704 14:15:37.049000
## 3026 Feb 7 2 45704 14:16:41.124000
## 3027 Feb 7 2 45704 17:12:27.402000
## 3028 Feb 7 2 45704 17:13:32.973000
## 3029 Feb 7 2 45704 17:44:32.781000
## 3030 Feb 1 2 45705 06:50:04.455000
## 3031 Feb 1 2 45705 08:53:13.808000
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## 3039 Feb 1 2 45705 12:48:58.321000
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## 3041 Feb 1 2 45705 15:05:41.697000
## 3042 Feb 1 2 45705 15:33:19.567000
## 3043 Feb 1 2 45705 16:19:06.398000
## 3044 Feb 1 2 45705 16:22:42.001000
## 3045 Feb 1 2 45705 17:31:14.111000
## 3046 Feb 1 2 45705 18:23:52.638000
## 3047 Feb 1 2 45705 19:13:51.838000
## 3048 Feb 1 2 45705 19:15:00.877000
## 3049 Feb 1 2 45705 20:18:17.498000
## 3050 Feb 2 2 45706 08:53:08.743000
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## 3058 Feb 2 2 45706 13:27:05.310000
## 3059 Feb 2 2 45706 17:05:28.048000
## 3060 Feb 2 2 45706 17:08:19.308000
## 3061 Feb 2 2 45706 17:09:17.261000
## 3062 Feb 2 2 45706 17:10:22.869000
## 3063 Feb 2 2 45706 17:11:35.709000
## 3064 Feb 2 2 45706 19:36:27.317000
## 3065 Feb 2 2 45706 20:06:56.196000
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## 3067 Feb 2 2 45706 21:01:59.629000
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## 3076 Feb 3 2 45707 12:46:03.964000
## 3077 Feb 3 2 45707 13:06:54.382000
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## 3080 Feb 3 2 45707 17:34:49.096000
## 3081 Feb 3 2 45707 17:57:52.035000
## 3082 Feb 3 2 45707 18:35:38.827000
## 3083 Feb 3 2 45707 19:01:33.088000
## 3084 Feb 3 2 45707 19:11:49.990000
## 3085 Feb 3 2 45707 19:12:42.778000
## 3086 Feb 3 2 45707 19:26:22.966000
## 3087 Feb 3 2 45707 20:05:28.372000
## 3088 Feb 4 2 45708 07:56:24.575000
## 3089 Feb 4 2 45708 09:17:53.311000
## 3090 Feb 4 2 45708 10:16:40.424000
## 3091 Feb 4 2 45708 10:17:38.671000
## 3092 Feb 4 2 45708 10:20:24.946000
## 3093 Feb 4 2 45708 10:24:23.547000
## 3094 Feb 4 2 45708 13:02:19.848000
## 3095 Feb 4 2 45708 14:20:33.099000
## 3096 Feb 4 2 45708 14:37:59.781000
## 3097 Feb 4 2 45708 14:38:49.319000
## 3098 Feb 4 2 45708 15:19:45.555000
## 3099 Feb 4 2 45708 16:05:49.514000
## 3100 Feb 4 2 45708 16:59:06.628000
## 3101 Feb 4 2 45708 17:00:36.942000
## 3102 Feb 4 2 45708 17:07:27.986000
## 3103 Feb 4 2 45708 18:57:34.629000
## 3104 Feb 4 2 45708 19:01:51.276000
## 3105 Feb 4 2 45708 19:07:25.568000
## 3106 Feb 4 2 45708 20:07:03.598000
## 3107 Feb 5 2 45709 06:59:08.408000
## 3108 Feb 5 2 45709 09:41:29.609000
## 3109 Feb 5 2 45709 09:49:20.918000
## 3110 Feb 5 2 45709 09:51:12.605000
## 3111 Feb 5 2 45709 10:18:10.978000
## 3112 Feb 5 2 45709 11:10:07.529000
## 3113 Feb 5 2 45709 12:04:49.232000
## 3114 Feb 5 2 45709 12:07:42.766000
## 3115 Feb 5 2 45709 12:56:17.998000
## 3116 Feb 5 2 45709 12:57:02.860000
## 3117 Feb 5 2 45709 13:06:42.927000
## 3118 Feb 5 2 45709 14:17:54.803000
## 3119 Feb 5 2 45709 15:18:31.267000
## 3120 Feb 5 2 45709 15:45:54.235000
## 3121 Feb 5 2 45709 15:46:48.335000
## 3122 Feb 5 2 45709 15:52:48.020000
## 3123 Feb 5 2 45709 16:10:06.125000
## 3124 Feb 5 2 45709 16:46:58.673000
## 3125 Feb 5 2 45709 16:48:58.515000
## 3126 Feb 5 2 45709 16:50:13.417000
## 3127 Feb 5 2 45709 19:08:18.825000
## 3128 Feb 5 2 45709 19:09:09.551000
## 3129 Feb 5 2 45709 19:59:24.115000
## 3130 Feb 6 2 45710 10:52:18.682000
## 3131 Feb 6 2 45710 11:28:30.453000
## 3132 Feb 6 2 45710 11:41:12.848000
## 3133 Feb 6 2 45710 12:59:41.853000
## 3134 Feb 6 2 45710 15:03:03.270000
## 3135 Feb 7 2 45711 10:33:11.517000
## 3136 Feb 7 2 45711 12:52:26.405000
## 3137 Feb 7 2 45711 12:54:06.170000
## 3138 Feb 7 2 45711 13:50:21.627000
## 3139 Feb 7 2 45711 14:02:03.441000
## 3140 Feb 7 2 45711 17:27:44.922000
## 3141 Feb 1 2 45712 09:14:53.565000
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## 3143 Feb 1 2 45712 10:02:48.501000
## 3144 Feb 1 2 45712 10:09:12.494000
## 3145 Feb 1 2 45712 10:10:21.726000
## 3146 Feb 1 2 45712 10:47:47.680000
## 3147 Feb 1 2 45712 12:58:41.309000
## 3148 Feb 1 2 45712 13:00:01.278000
## 3149 Feb 1 2 45712 15:40:01.820000
## 3150 Feb 1 2 45712 16:00:06.327000
## 3151 Feb 1 2 45712 16:10:23.971000
## 3152 Feb 1 2 45712 16:28:52.132000
## 3153 Feb 1 2 45712 16:59:38.528000
## 3154 Feb 1 2 45712 17:00:44.935000
## 3155 Feb 1 2 45712 17:37:38.947000
## 3156 Feb 1 2 45712 18:07:01.699000
## 3157 Feb 1 2 45712 18:21:57.165000
## 3158 Feb 1 2 45712 19:04:34.437000
## 3159 Feb 1 2 45712 19:24:10.809000
## 3160 Feb 1 2 45712 19:24:54.411000
## 3161 Feb 1 2 45712 19:26:14.767000
## 3162 Feb 1 2 45712 20:14:51.303000
## 3163 Feb 2 2 45713 08:00:39.257000
## 3164 Feb 2 2 45713 08:49:21.068000
## 3165 Feb 2 2 45713 08:50:14.259000
## 3166 Feb 2 2 45713 10:02:44.852000
## 3167 Feb 2 2 45713 11:03:33.850000
## 3168 Feb 2 2 45713 11:04:26.917000
## 3169 Feb 2 2 45713 12:20:41.507000
## 3170 Feb 2 2 45713 14:14:18.541000
## 3171 Feb 2 2 45713 16:49:37.395000
## 3172 Feb 2 2 45713 16:50:35.811000
## 3173 Feb 2 2 45713 18:19:09.057000
## 3174 Feb 2 2 45713 19:32:40.434000
## 3175 Feb 3 2 45714 08:57:37.237000
## 3176 Feb 3 2 45714 10:11:27.140000
## 3177 Feb 3 2 45714 10:12:25.513000
## 3178 Feb 3 2 45714 10:16:57.091000
## 3179 Feb 3 2 45714 13:13:26.877000
## 3180 Feb 3 2 45714 13:31:23.611000
## 3181 Feb 3 2 45714 15:01:58.636000
## 3182 Feb 3 2 45714 15:14:47.989000
## 3183 Feb 3 2 45714 15:17:24.547000
## 3184 Feb 3 2 45714 15:20:02.820000
## 3185 Feb 3 2 45714 15:20:48.805000
## 3186 Feb 3 2 45714 15:28:45.256000
## 3187 Feb 3 2 45714 16:20:46.792000
## 3188 Feb 3 2 45714 16:55:13.614000
## 3189 Feb 3 2 45714 16:55:59.649000
## 3190 Feb 3 2 45714 17:22:44.573000
## 3191 Feb 3 2 45714 18:11:24.140000
## 3192 Feb 3 2 45714 18:13:50.419000
## 3193 Feb 4 2 45715 07:19:00.322000
## 3194 Feb 4 2 45715 07:21:00.583000
## 3195 Feb 4 2 45715 10:52:29.153000
## 3196 Feb 4 2 45715 11:08:16.864000
## 3197 Feb 4 2 45715 12:48:15.878000
## 3198 Feb 4 2 45715 13:29:48.424000
## 3199 Feb 4 2 45715 14:23:16.499000
## 3200 Feb 4 2 45715 14:43:19.325000
## 3201 Feb 4 2 45715 15:47:50.692000
## 3202 Feb 4 2 45715 16:28:28.103000
## 3203 Feb 4 2 45715 17:12:55.999000
## 3204 Feb 4 2 45715 17:23:10.042000
## 3205 Feb 4 2 45715 17:53:13.054000
## 3206 Feb 4 2 45715 18:17:28.969000
## 3207 Feb 4 2 45715 18:38:40.856000
## 3208 Feb 4 2 45715 18:40:01.843000
## 3209 Feb 4 2 45715 18:40:52.049000
## 3210 Feb 4 2 45715 19:14:15.622000
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## 3212 Feb 5 2 45716 06:52:45.591000
## 3213 Feb 5 2 45716 06:54:59.973000
## 3214 Feb 5 2 45716 07:18:36.920000
## 3215 Feb 5 2 45716 08:09:57.784000
## 3216 Feb 5 2 45716 09:02:38.061000
## 3217 Feb 5 2 45716 14:44:28.113000
## 3218 Feb 5 2 45716 14:45:22.024000
## 3219 Feb 5 2 45716 14:47:52.342000
## 3220 Feb 5 2 45716 14:52:02.209000
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## 3222 Feb 5 2 45716 16:22:27.380000
## 3223 Feb 5 2 45716 16:30:06.695000
## 3224 Feb 5 2 45716 17:21:00.889000
## 3225 Feb 5 2 45716 17:31:04.347000
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## 3227 Feb 5 2 45716 17:33:49.148000
## 3228 Feb 5 2 45716 18:53:49.487000
## 3229 Mar 6 3 45717 10:31:45.742000
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## 3233 Mar 6 3 45717 15:02:31.500000
## 3234 Mar 6 3 45717 15:08:20.223000
## 3235 Mar 6 3 45717 16:42:13.049000
## 3236 Mar 6 3 45717 17:08:33.502000
## 3237 Mar 7 3 45718 09:58:15.295000
## 3238 Mar 7 3 45718 12:17:36.376000
## 3239 Mar 7 3 45718 13:36:19.536000
## 3240 Mar 7 3 45718 15:22:17.476000
## 3241 Mar 7 3 45718 15:23:15.736000
## 3242 Mar 7 3 45718 15:24:45.231000
## 3243 Mar 1 3 45719 08:24:01.942000
## 3244 Mar 1 3 45719 09:46:51.968000
## 3245 Mar 1 3 45719 09:48:39.338000
## 3246 Mar 1 3 45719 10:21:24.640000
## 3247 Mar 1 3 45719 10:24:46.716000
## 3248 Mar 1 3 45719 12:58:08.052000
## 3249 Mar 1 3 45719 15:11:01.202000
## 3250 Mar 1 3 45719 15:47:58.817000
## 3251 Mar 1 3 45719 16:14:50.464000
## 3252 Mar 1 3 45719 16:16:35.240000
## 3253 Mar 1 3 45719 16:18:27.089000
## 3254 Mar 1 3 45719 16:40:29.304000
## 3255 Mar 1 3 45719 16:42:22.611000
## 3256 Mar 1 3 45719 16:52:11.629000
## 3257 Mar 1 3 45719 17:28:42.804000
## 3258 Mar 1 3 45719 17:31:22.380000
## 3259 Mar 1 3 45719 17:32:18.437000
## 3260 Mar 1 3 45719 17:32:58.753000
## 3261 Mar 1 3 45719 17:57:32.688000
## 3262 Mar 1 3 45719 17:58:27.343000
## 3263 Mar 1 3 45719 18:03:05.008000
## 3264 Mar 1 3 45719 18:46:52.609000
## 3265 Mar 2 3 45720 07:19:21.939000
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## 3267 Mar 2 3 45720 08:51:45.272000
## 3268 Mar 2 3 45720 09:09:31.929000
## 3269 Mar 2 3 45720 09:10:22.201000
## 3270 Mar 2 3 45720 09:58:37.168000
## 3271 Mar 2 3 45720 11:04:01.957000
## 3272 Mar 2 3 45720 11:05:06.974000
## 3273 Mar 2 3 45720 11:46:41.064000
## 3274 Mar 2 3 45720 11:47:24.511000
## 3275 Mar 2 3 45720 11:51:34.795000
## 3276 Mar 2 3 45720 12:25:59.172000
## 3277 Mar 2 3 45720 16:48:58.420000
## 3278 Mar 2 3 45720 18:43:21.868000
## 3279 Mar 2 3 45720 19:10:09.471000
## 3280 Mar 2 3 45720 20:09:00.555000
## 3281 Mar 3 3 45721 08:39:51.618000
## 3282 Mar 3 3 45721 09:38:24.258000
## 3283 Mar 3 3 45721 10:01:14.296000
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## 3285 Mar 3 3 45721 10:10:50.521000
## 3286 Mar 3 3 45721 10:40:34.821000
## 3287 Mar 3 3 45721 11:08:31.568000
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## 3289 Mar 3 3 45721 11:38:51.182000
## 3290 Mar 3 3 45721 11:41:22.429000
## 3291 Mar 3 3 45721 12:12:56.269000
## 3292 Mar 3 3 45721 15:07:50.623000
## 3293 Mar 3 3 45721 15:21:35.832000
## 3294 Mar 3 3 45721 15:25:11.415000
## 3295 Mar 3 3 45721 17:09:56.990000
## 3296 Mar 3 3 45721 17:16:23.550000
## 3297 Mar 3 3 45721 17:31:40.879000
## 3298 Mar 3 3 45721 18:13:26.969000
## 3299 Mar 3 3 45721 19:02:56.818000
## 3300 Mar 4 3 45722 09:33:39.296000
## 3301 Mar 4 3 45722 09:35:52.935000
## 3302 Mar 4 3 45722 10:48:04.907000
## 3303 Mar 4 3 45722 10:56:47.365000
## 3304 Mar 4 3 45722 10:57:35.031000
## 3305 Mar 4 3 45722 11:05:43.624000
## 3306 Mar 4 3 45722 11:17:38.018000
## 3307 Mar 4 3 45722 13:51:33.101000
## 3308 Mar 4 3 45722 16:06:47.303000
## 3309 Mar 4 3 45722 17:49:11.208000
## 3310 Mar 4 3 45722 18:27:11.724000
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## 3312 Mar 5 3 45723 07:05:42.321000
## 3313 Mar 5 3 45723 08:45:10.887000
## 3314 Mar 5 3 45723 08:46:03.828000
## 3315 Mar 5 3 45723 09:02:40.792000
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## 3322 Mar 5 3 45723 13:43:48.445000
## 3323 Mar 5 3 45723 13:55:31.605000
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## 3327 Mar 5 3 45723 17:10:29.285000
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## 3334 Mar 6 3 45724 12:41:19.836000
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## 3336 Mar 6 3 45724 13:40:06.054000
## 3337 Mar 7 3 45725 09:42:03.883000
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## 3339 Mar 7 3 45725 13:51:56.278000
## 3340 Mar 7 3 45725 14:18:30.062000
## 3341 Mar 7 3 45725 15:12:41.404000
## 3342 Mar 7 3 45725 15:39:07.132000
## 3343 Mar 7 3 45725 15:52:39.328000
## 3344 Mar 7 3 45725 15:53:40.394000
## 3345 Mar 1 3 45726 08:34:43.483000
## 3346 Mar 1 3 45726 08:35:40.478000
## 3347 Mar 1 3 45726 09:06:27.613000
## 3348 Mar 1 3 45726 09:19:28.887000
## 3349 Mar 1 3 45726 09:50:54.123000
## 3350 Mar 1 3 45726 10:18:57.060000
## 3351 Mar 1 3 45726 12:36:14.796000
## 3352 Mar 1 3 45726 15:32:09.477000
## 3353 Mar 1 3 45726 15:41:57.873000
## 3354 Mar 1 3 45726 16:18:00.593000
## 3355 Mar 1 3 45726 16:18:54.225000
## 3356 Mar 1 3 45726 16:24:25.439000
## 3357 Mar 1 3 45726 16:25:32.458000
## 3358 Mar 1 3 45726 18:15:54.241000
## 3359 Mar 1 3 45726 18:48:30.228000
## 3360 Mar 1 3 45726 18:49:22.317000
## 3361 Mar 1 3 45726 19:26:42.875000
## 3362 Mar 2 3 45727 08:46:25.572000
## 3363 Mar 2 3 45727 09:12:27.690000
## 3364 Mar 2 3 45727 09:27:04.403000
## 3365 Mar 2 3 45727 10:26:57.814000
## 3366 Mar 2 3 45727 12:33:20.355000
## 3367 Mar 2 3 45727 13:16:54.690000
## 3368 Mar 2 3 45727 16:29:31.062000
## 3369 Mar 2 3 45727 16:30:16.089000
## 3370 Mar 2 3 45727 16:49:40.750000
## 3371 Mar 2 3 45727 17:46:50.233000
## 3372 Mar 2 3 45727 18:56:52.112000
## 3373 Mar 2 3 45727 19:07:14.374000
## 3374 Mar 2 3 45727 20:08:56.329000
## 3375 Mar 3 3 45728 11:11:39.446000
## 3376 Mar 3 3 45728 11:47:34.257000
## 3377 Mar 3 3 45728 11:50:15.399000
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## 3380 Mar 3 3 45728 12:06:11.058000
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## 3382 Mar 3 3 45728 13:01:49.309000
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## 3384 Mar 3 3 45728 16:27:37.181000
## 3385 Mar 3 3 45728 16:35:03.980000
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## 3387 Mar 3 3 45728 18:10:34.209000
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## 3389 Mar 3 3 45728 18:24:40.491000
## 3390 Mar 3 3 45728 18:38:56.648000
## 3391 Mar 3 3 45728 18:42:13.656000
## 3392 Mar 4 3 45729 07:01:36.408000
## 3393 Mar 4 3 45729 08:23:17.476000
## 3394 Mar 4 3 45729 09:04:47.284000
## 3395 Mar 4 3 45729 09:20:09.466000
## 3396 Mar 4 3 45729 09:22:04.621000
## 3397 Mar 4 3 45729 09:38:19.627000
## 3398 Mar 4 3 45729 09:39:14.588000
## 3399 Mar 4 3 45729 11:18:02.309000
## 3400 Mar 4 3 45729 12:13:37.365000
## 3401 Mar 4 3 45729 14:53:50.007000
## 3402 Mar 4 3 45729 14:55:31.554000
## 3403 Mar 4 3 45729 18:47:43.645000
## 3404 Mar 5 3 45730 07:55:05.952000
## 3405 Mar 5 3 45730 08:13:40.184000
## 3406 Mar 5 3 45730 08:59:26.828000
## 3407 Mar 5 3 45730 09:00:29.883000
## 3408 Mar 5 3 45730 09:26:07.904000
## 3409 Mar 5 3 45730 09:28:37.201000
## 3410 Mar 5 3 45730 10:20:51.345000
## 3411 Mar 5 3 45730 10:48:22.804000
## 3412 Mar 5 3 45730 10:49:27.796000
## 3413 Mar 5 3 45730 14:35:17.282000
## 3414 Mar 5 3 45730 14:36:21.815000
## 3415 Mar 5 3 45730 15:54:20.979000
## 3416 Mar 5 3 45730 15:55:40.848000
## 3417 Mar 5 3 45730 16:27:04.016000
## 3418 Mar 5 3 45730 16:31:00.187000
## 3419 Mar 5 3 45730 16:31:55.078000
## 3420 Mar 5 3 45730 16:32:40.221000
## 3421 Mar 5 3 45730 17:05:24.113000
## 3422 Mar 5 3 45730 17:22:14.665000
## 3423 Mar 5 3 45730 17:27:15.280000
## 3424 Mar 5 3 45730 17:28:38.332000
## 3425 Mar 5 3 45730 20:20:22.022000
## 3426 Mar 5 3 45730 21:40:43.586000
## 3427 Mar 6 3 45731 09:53:22.276000
## 3428 Mar 6 3 45731 10:03:22.542000
## 3429 Mar 6 3 45731 13:55:41.953000
## 3430 Mar 6 3 45731 17:10:23.402000
## 3431 Mar 6 3 45731 17:12:08.359000
## 3432 Mar 6 3 45731 19:30:36.505000
## 3433 Mar 6 3 45731 19:51:27.089000
## 3434 Mar 7 3 45732 09:32:17.307000
## 3435 Mar 7 3 45732 09:36:23.195000
## 3436 Mar 7 3 45732 10:50:09.372000
## 3437 Mar 7 3 45732 12:00:47.135000
## 3438 Mar 7 3 45732 14:22:42.633000
## 3439 Mar 1 3 45733 06:54:40.633000
## 3440 Mar 1 3 45733 08:09:50.056000
## 3441 Mar 1 3 45733 08:18:02.658000
## 3442 Mar 1 3 45733 09:02:58.954000
## 3443 Mar 1 3 45733 10:32:39.537000
## 3444 Mar 1 3 45733 13:59:00.995000
## 3445 Mar 1 3 45733 14:21:24.547000
## 3446 Mar 1 3 45733 14:22:19.742000
## 3447 Mar 1 3 45733 14:48:03.518000
## 3448 Mar 1 3 45733 15:11:17.288000
## 3449 Mar 1 3 45733 15:47:15.913000
## 3450 Mar 1 3 45733 15:48:58.455000
## 3451 Mar 1 3 45733 16:46:44.575000
## 3452 Mar 2 3 45734 08:23:10.985000
## 3453 Mar 2 3 45734 08:33:49.559000
## 3454 Mar 2 3 45734 10:49:51.408000
## 3455 Mar 2 3 45734 10:51:17.714000
## 3456 Mar 2 3 45734 11:47:19.969000
## 3457 Mar 2 3 45734 11:48:55.654000
## 3458 Mar 2 3 45734 14:43:35.117000
## 3459 Mar 2 3 45734 15:03:53.426000
## 3460 Mar 2 3 45734 15:11:07.394000
## 3461 Mar 2 3 45734 16:09:07.577000
## 3462 Mar 2 3 45734 16:11:45.142000
## 3463 Mar 2 3 45734 16:23:20.622000
## 3464 Mar 2 3 45734 18:42:30.606000
## 3465 Mar 2 3 45734 18:43:17.494000
## 3466 Mar 2 3 45734 20:00:34.963000
## 3467 Mar 2 3 45734 20:01:37.737000
## 3468 Mar 2 3 45734 21:20:40.031000
## 3469 Mar 3 3 45735 07:03:07.073000
## 3470 Mar 3 3 45735 07:04:08.618000
## 3471 Mar 3 3 45735 07:06:34.913000
## 3472 Mar 3 3 45735 08:03:18.296000
## 3473 Mar 3 3 45735 10:18:39.225000
## 3474 Mar 3 3 45735 11:55:39.825000
## 3475 Mar 3 3 45735 12:58:27.177000
## 3476 Mar 3 3 45735 15:12:53.164000
## 3477 Mar 3 3 45735 15:14:23.419000
## 3478 Mar 3 3 45735 16:19:33.938000
## 3479 Mar 3 3 45735 16:29:56.276000
## 3480 Mar 3 3 45735 16:40:33.766000
## 3481 Mar 3 3 45735 16:42:16.035000
## 3482 Mar 3 3 45735 16:51:35.154000
## 3483 Mar 3 3 45735 16:52:29.653000
## 3484 Mar 3 3 45735 16:59:59.993000
## 3485 Mar 3 3 45735 17:09:55.033000
## 3486 Mar 3 3 45735 17:27:39.671000
## 3487 Mar 3 3 45735 18:29:50.378000
## 3488 Mar 3 3 45735 18:30:44.007000
## 3489 Mar 3 3 45735 18:31:25.990000
## 3490 Mar 4 3 45736 08:13:16.283000
## 3491 Mar 4 3 45736 09:52:04.770000
## 3492 Mar 4 3 45736 10:06:44.316000
## 3493 Mar 4 3 45736 10:45:44.187000
## 3494 Mar 4 3 45736 10:55:17.442000
## 3495 Mar 4 3 45736 12:48:24.389000
## 3496 Mar 4 3 45736 14:04:43.871000
## 3497 Mar 4 3 45736 14:20:37.878000
## 3498 Mar 4 3 45736 14:21:41.901000
## 3499 Mar 4 3 45736 14:25:04.690000
## 3500 Mar 4 3 45736 14:26:46.715000
## 3501 Mar 4 3 45736 14:59:47.451000
## 3502 Mar 4 3 45736 15:05:22.395000
## 3503 Mar 4 3 45736 15:21:51.822000
## 3504 Mar 4 3 45736 16:45:44.972000
## 3505 Mar 4 3 45736 17:23:51.421000
## 3506 Mar 4 3 45736 18:55:58.672000
## 3507 Mar 4 3 45736 19:36:41.600000
## 3508 Mar 4 3 45736 19:57:48.479000
## 3509 Mar 4 3 45736 21:50:15.613000
## 3510 Mar 5 3 45737 07:06:11.979000
## 3511 Mar 5 3 45737 07:09:08.106000
## 3512 Mar 5 3 45737 08:16:43.719000
## 3513 Mar 5 3 45737 08:28:36.520000
## 3514 Mar 5 3 45737 08:29:20.898000
## 3515 Mar 5 3 45737 08:35:18.996000
## 3516 Mar 5 3 45737 11:50:09.303000
## 3517 Mar 5 3 45737 11:51:07.530000
## 3518 Mar 5 3 45737 13:02:48.347000
## 3519 Mar 5 3 45737 13:23:57.002000
## 3520 Mar 5 3 45737 14:11:44.055000
## 3521 Mar 5 3 45737 15:09:03.022000
## 3522 Mar 5 3 45737 15:24:42.515000
## 3523 Mar 5 3 45737 15:28:19.564000
## 3524 Mar 5 3 45737 15:29:32.330000
## 3525 Mar 5 3 45737 17:01:28.771000
## 3526 Mar 5 3 45737 17:21:16.930000
## 3527 Mar 5 3 45737 17:22:49.875000
## 3528 Mar 5 3 45737 18:52:12.666000
## 3529 Mar 5 3 45737 18:59:24.271000
## 3530 Mar 6 3 45738 09:05:13.059000
## 3531 Mar 6 3 45738 10:30:09.403000
## 3532 Mar 6 3 45738 11:14:05.960000
## 3533 Mar 6 3 45738 11:41:20.579000
## 3534 Mar 6 3 45738 12:18:27.491000
## 3535 Mar 6 3 45738 12:25:59.676000
## 3536 Mar 6 3 45738 13:06:21.590000
## 3537 Mar 6 3 45738 13:23:17.918000
## 3538 Mar 6 3 45738 15:57:58.183000
## 3539 Mar 6 3 45738 16:26:59.766000
## 3540 Mar 6 3 45738 17:53:35.942000
## 3541 Mar 6 3 45738 19:16:52.727000
## 3542 Mar 7 3 45739 10:07:11.278000
## 3543 Mar 7 3 45739 10:34:54.894000
## 3544 Mar 7 3 45739 14:43:37.362000
## 3545 Mar 7 3 45739 14:44:16.864000
## 3546 Mar 7 3 45739 15:47:28.723000
## 3547 Mar 7 3 45739 18:11:38.635000head(data_kopi)## hour_of_day cash_type money coffee_name Time_of_Day Weekday
## 1 10 card 38.7 Latte Morning Fri
## 2 12 card 38.7 Hot Chocolate Afternoon Fri
## 3 12 card 38.7 Hot Chocolate Afternoon Fri
## 4 13 card 28.9 Americano Afternoon Fri
## 5 13 card 38.7 Latte Afternoon Fri
## 6 15 card 33.8 Americano with Milk Afternoon Fri
## Month_name Weekdaysort Monthsort Date Time
## 1 Mar 5 3 45352 10:15:50.520000
## 2 Mar 5 3 45352 12:19:22.539000
## 3 Mar 5 3 45352 12:20:18.089000
## 4 Mar 5 3 45352 13:46:33.006000
## 5 Mar 5 3 45352 13:48:14.626000
## 6 Mar 5 3 45352 15:39:47.726000str(data_kopi)## 'data.frame': 3547 obs. of 11 variables:
## $ hour_of_day: num 10 12 12 13 13 15 16 18 19 19 ...
## $ cash_type : chr "card" "card" "card" "card" ...
## $ money : chr "38.7" "38.7" "38.7" "28.9" ...
## $ coffee_name: chr "Latte" "Hot Chocolate" "Hot Chocolate" "Americano" ...
## $ Time_of_Day: chr "Morning" "Afternoon" "Afternoon" "Afternoon" ...
## $ Weekday : chr "Fri" "Fri" "Fri" "Fri" ...
## $ Month_name : chr "Mar" "Mar" "Mar" "Mar" ...
## $ Weekdaysort: num 5 5 5 5 5 5 5 5 5 5 ...
## $ Monthsort : num 3 3 3 3 3 3 3 3 3 3 ...
## $ Date : num 45352 45352 45352 45352 45352 ...
## $ Time : chr "10:15:50.520000" "12:19:22.539000" "12:20:18.089000" "13:46:33.006000" ...View(data_kopi)# Ambil 500 baris pertama dari data
data_kopi_500 <- data_kopi %>%
slice(1:500)
# Lihat ringkasan data 500 baris
dim(data_kopi_500)## [1] 500 11head(data_kopi_500)## hour_of_day cash_type money coffee_name Time_of_Day Weekday
## 1 10 card 38.7 Latte Morning Fri
## 2 12 card 38.7 Hot Chocolate Afternoon Fri
## 3 12 card 38.7 Hot Chocolate Afternoon Fri
## 4 13 card 28.9 Americano Afternoon Fri
## 5 13 card 38.7 Latte Afternoon Fri
## 6 15 card 33.8 Americano with Milk Afternoon Fri
## Month_name Weekdaysort Monthsort Date Time
## 1 Mar 5 3 45352 10:15:50.520000
## 2 Mar 5 3 45352 12:19:22.539000
## 3 Mar 5 3 45352 12:20:18.089000
## 4 Mar 5 3 45352 13:46:33.006000
## 5 Mar 5 3 45352 13:48:14.626000
## 6 Mar 5 3 45352 15:39:47.726000Praproses Data
# Ubah kolom money jadi numeric
data_kopi$money <- as.numeric(data_kopi$money)
# Pilih kolom numerik yang relevan
data_num <- data_kopi %>% select(hour_of_day, money, Weekdaysort, Monthsort)
summary(data_num)## hour_of_day money Weekdaysort Monthsort
## Min. : 6.00 Min. :18.12 Min. :1.000 Min. : 1.000
## 1st Qu.:10.00 1st Qu.:27.92 1st Qu.:2.000 1st Qu.: 3.000
## Median :14.00 Median :32.82 Median :4.000 Median : 7.000
## Mean :14.19 Mean :31.65 Mean :3.846 Mean : 6.454
## 3rd Qu.:18.00 3rd Qu.:35.76 3rd Qu.:6.000 3rd Qu.:10.000
## Max. :22.00 Max. :38.70 Max. :7.000 Max. :12.000Eksplorasi Data
# Standarisasi data numerik
data_scaled <- scale(data_num)
# Lihat hasil standarisasi
summary(data_scaled)## hour_of_day money Weekdaysort Monthsort
## Min. :-1.93334 Min. :-2.7728 Min. :-1.44346 Min. :-1.5579
## 1st Qu.:-0.98861 1st Qu.:-0.7637 1st Qu.:-0.93623 1st Qu.:-0.9866
## Median :-0.04388 Median : 0.2408 Median : 0.07822 Median : 0.1560
## Mean : 0.00000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 0.90085 3rd Qu.: 0.8436 3rd Qu.: 1.09268 3rd Qu.: 1.0130
## Max. : 1.84558 Max. : 1.4463 Max. : 1.59991 Max. : 1.5843# Korelasi Antar variabel
cor_matrix <- cor(data_scaled)
corrplot(cor_matrix, method = "number", type = "upper", tl.cex = 0.8)
Hubungan antara hour_of_day dan money memiliki nilai korelasi sebesar 0.20, menunjukkan adanya hubungan positif yang lemah. Artinya, semakin siang waktu transaksi, cenderung nilai pembelian sedikit meningkat, namun hubungan ini tidak kuat.
Hubungan antara hour_of_day dengan Weekdaysort maupun Monthsort mendekati 0, yang berarti waktu transaksi tidak bergantung pada hari atau bulan transaksi.
Korelasi antara money dengan Weekdaysort dan Monthsort juga sangat kecil (-0.02 dan -0.05), sehingga besar transaksi tidak dipengaruhi oleh hari atau bulan tertentu.
Korelasi antara Weekdaysort dan Monthsort sebesar 0.04, menandakan hampir tidak ada hubungan linier antara kedua variabel waktu ini.
Secara keseluruhan, nilai korelasi yang rendah menunjukkan bahwa variabel hour_of_day, money, Weekdaysort, dan Monthsort memiliki karakteristik yang saling independen dan dapat dijadikan dasar yang baik untuk proses pengelompokan (clustering) selanjutnya.
# Cek Outlier
boxplot(scale(data_num), main = "Boxplot Setelah Standarisasi")
Berdasarkan hasil boxplot setelah proses standarisasi, terlihat bahwa
distribusi keempat variabel (hour_of_day, money, Weekdaysort, dan
Monthsort) sudah berada dalam rentang skala yang seimbang. Hal ini
menandakan bahwa proses standarisasi berhasil menghilangkan perbedaan
skala antar variabel, sehingga setiap variabel memiliki kontribusi yang
setara dalam analisis gerombol.
# Analisis Hubungan Antar Variabel
ggplot(data_num, aes(x = hour_of_day, y = money)) +
geom_point(alpha = 0.5) +
geom_smooth(method = "lm", se = FALSE, color = "blue") +
theme_minimal() +
labs(title = "Hubungan antara Jam Transaksi dan Jumlah Pembelian")## `geom_smooth()` using formula = 'y ~ x'
# Cek Kecenderungan Klaster
fviz_dist(dist(data_scaled), lab_size = 3, gradient = list(low = "blue", mid = "white", high = "red")) +
labs(title = "Visualisasi Jarak antar Observasi")
Ada kecenderungan natural grouping. # Analisis Gerombol
# Tentukan jumlah cluster optimal dengan metode Elbow
fviz_nbclust(data_scaled, kmeans, method = "wss") +
labs(title = "Metode Elbow untuk Menentukan Jumlah Cluster Optimal")
# Metode Silhouette
fviz_nbclust(data_scaled, kmeans, method = "silhouette") +
labs(title = "Metode Silhouette untuk Menentukan Jumlah Cluster Optimal")
## Metode Non Hierarki
set.seed(123) # agar hasil bisa direproduksi
kmeans_result <- kmeans(data_scaled, centers = 3, nstart = 25)
# Lihat hasil ringkasan
kmeans_result## K-means clustering with 3 clusters of sizes 1042, 1020, 1485
##
## Cluster means:
## hour_of_day money Weekdaysort Monthsort
## 1 -0.8430940 -0.5965457 0.04463403 0.7834976
## 2 1.0191733 0.3931053 0.05733620 0.6746494
## 3 -0.1084531 0.1485746 -0.07070141 -1.0131629
##
## Clustering vector:
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2
## 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 3
## 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240
## 3 3 2 3 2 3 3 3 3 3 3 3 3 3 3 3
## 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256
## 3 3 3 3 2 3 3 3 3 3 3 3 3 3 3 3
## 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272
## 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 3
## 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304
## 3 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320
## 3 3 3 2 3 3 3 3 3 3 3 3 3 3 3 2
## 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336
## 2 3 3 3 3 3 2 3 3 3 3 3 3 3 3 3
## 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352
## 3 3 3 3 3 3 3 1 3 2 2 2 2 3 2 1
## 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368
## 3 3 1 1 3 3 2 2 3 3 3 3 3 3 3 2
## 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384
## 2 3 3 3 3 3 3 3 3 3 2 3 3 3 3 2
## 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400
## 2 3 2 2 3 3 3 3 3 3 3 2 3 1 1 1
## 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416
## 3 3 3 3 3 3 3 3 2 3 1 1 3 3 3 3
## 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432
## 3 3 3 2 3 3 3 3 2 2 2 1 3 2 2 2
## 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448
## 2 2 2 3 3 3 3 3 2 2 1 1 3 3 3 3
## 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464
## 2 3 2 2 2 2 3 3 3 3 3 3 3 3 3 3
## 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480
## 3 2 2 2 2 2 3 3 3 2 2 3 3 1 3 3
## 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496
## 3 3 2 2 2 2 3 1 3 3 3 3 2 2 2 2
## 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512
## 2 2 2 2 2 1 1 1 3 3 3 2 3 3 3 3
## 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528
## 3 3 3 3 3 3 2 2 2 2 2 2 2 2 2 2
## 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544
## 2 3 3 3 3 3 3 3 2 2 2 2 3 3 3 3
## 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560
## 3 3 3 2 2 2 3 3 3 3 3 3 3 2 2 2
## 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576
## 3 3 3 3 3 1 1 2 2 2 2 1 3 3 3 3
## 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592
## 2 2 2 2 2 2 2 2 1 3 3 3 2 2 2 2
## 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608
## 2 2 2 2 2 2 2 3 3 3 3 3 1 3 3 3
## 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624
## 3 3 2 2 2 2 2 2 2 2 3 3 1 3 3 2
## 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640
## 2 2 2 1 1 3 1 3 2 2 2 2 2 2 3 1
## 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656
## 3 3 3 1 1 2 2 3 3 3 1 1 3 3 3 3
## 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672
## 1 2 2 2 3 3 2 2 2 2 3 2 2 2 2 2
## 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688
## 3 3 2 2 2 2 1 3 1 1 2 2 2 2 2 2
## 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704
## 2 2 1 1 3 2 3 3 3 1 3 3 2 2 1 3
## 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720
## 3 3 3 1 3 3 2 2 2 2 1 1 1 3 3 2
## 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736
## 2 3 2 2 3 3 2 2 2 2 2 3 1 1 3 3
## 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752
## 3 2 2 2 2 2 3 2 2 2 2 2 3 1 3 3
## 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768
## 1 2 2 2 2 2 2 2 1 1 3 2 2 2 2 2
## 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784
## 2 2 3 3 3 3 2 2 3 3 3 3 3 1 3 2
## 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800
## 2 2 1 3 2 2 1 1 2 2 2 1 3 3 3 3
## 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816
## 2 2 2 3 1 2 2 1 2 2 1 1 3 1 2 2
## 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832
## 3 2 2 2 2 2 1 2 2 1 1 3 1 1 1 2
## 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848
## 2 2 2 2 2 3 2 2 2 2 1 1 1 1 1 2
## 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864
## 2 2 2 2 2 1 1 1 2 2 1 1 1 1 2 1
## 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880
## 1 2 1 2 2 2 1 1 2 2 2 1 1 1 1 1
## 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896
## 1 1 2 1 1 2 1 1 1 1 1 1 1 2 2 2
## 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912
## 2 2 1 1 1 1 2 2 2 2 1 1 1 1 1 1
## 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928
## 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1
## 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944
## 1 2 2 2 2 1 1 1 1 3 1 2 2 2 2 2
## 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960
## 2 1 1 1 1 2 2 2 2 2 2 1 1 1 1 1
## 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976
## 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 1
## 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992
## 1 2 2 2 2 2 2 2 1 1 2 1 1 1 1 1
## 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008
## 1 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1
## 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024
## 1 1 1 1 1 1 2 1 2 2 2 2 2 2 1 1
## 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040
## 1 1 1 1 3 3 1 1 2 2 2 2 2 2 2 2
## 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056
## 2 2 2 2 1 1 1 1 1 1 1 1 2 1 1 2
## 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072
## 1 1 1 2 2 1 1 1 1 1 1 1 1 1 2 2
## 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088
## 2 2 1 1 1 1 2 2 1 1 1 1 2 2 2 2
## 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104
## 2 2 2 2 2 1 1 2 2 2 2 2 2 1 1 1
## 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120
## 1 1 2 2 2 2 2 1 1 1 1 1 2 2 2 1
## 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136
## 1 1 1 1 1 1 2 1 1 1 1 1 1 1 2 2
## 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152
## 2 2 1 1 1 1 1 1 2 1 2 2 1 2 2 2
## 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168
## 2 1 1 1 1 1 1 1 1 2 2 2 2 2 1 1
## 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184
## 1 1 1 1 2 2 1 2 2 2 2 1 1 1 1 1
## 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200
## 1 2 1 1 2 2 2 2 1 1 1 1 1 1 1 1
## 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216
## 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1
## 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232
## 1 1 1 1 2 2 2 2 1 1 1 1 1 1 2 2
## 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248
## 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 2
## 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264
## 2 2 2 1 1 1 1 1 1 2 1 1 1 2 2 2
## 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 1280
## 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1
## 1281 1282 1283 1284 1285 1286 1287 1288 1289 1290 1291 1292 1293 1294 1295 1296
## 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1
## 1297 1298 1299 1300 1301 1302 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312
## 1 1 2 2 2 1 1 1 1 1 1 2 2 2 1 1
## 1313 1314 1315 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1326 1327 1328
## 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1
## 1329 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342 1343 1344
## 1 1 2 2 2 2 1 1 1 1 1 1 1 1 1 1
## 1345 1346 1347 1348 1349 1350 1351 1352 1353 1354 1355 1356 1357 1358 1359 1360
## 1 1 1 1 2 2 2 1 1 1 1 1 1 1 2 2
## 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372 1373 1374 1375 1376
## 2 1 1 1 2 2 1 1 2 2 2 2 2 2 2 1
## 1377 1378 1379 1380 1381 1382 1383 1384 1385 1386 1387 1388 1389 1390 1391 1392
## 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1
## 1393 1394 1395 1396 1397 1398 1399 1400 1401 1402 1403 1404 1405 1406 1407 1408
## 1 1 1 1 1 1 1 2 1 1 2 2 2 2 2 1
## 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424
## 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1
## 1425 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1437 1438 1439 1440
## 2 1 2 2 2 2 1 1 1 1 2 2 2 2 2 2
## 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456
## 1 1 1 2 2 2 2 2 1 1 1 1 1 1 1 1
## 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472
## 2 2 2 2 1 1 1 1 1 1 2 2 1 1 1 1
## 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 1486 1487 1488
## 1 2 1 1 2 2 2 2 2 2 2 2 2 1 1 1
## 1489 1490 1491 1492 1493 1494 1495 1496 1497 1498 1499 1500 1501 1502 1503 1504
## 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2
## 1505 1506 1507 1508 1509 1510 1511 1512 1513 1514 1515 1516 1517 1518 1519 1520
## 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1
## 1521 1522 1523 1524 1525 1526 1527 1528 1529 1530 1531 1532 1533 1534 1535 1536
## 1 2 2 2 2 1 1 1 1 2 2 2 2 2 2 2
## 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549 1550 1551 1552
## 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 2
## 1553 1554 1555 1556 1557 1558 1559 1560 1561 1562 1563 1564 1565 1566 1567 1568
## 1 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1
## 1569 1570 1571 1572 1573 1574 1575 1576 1577 1578 1579 1580 1581 1582 1583 1584
## 2 1 2 2 2 2 1 1 1 1 1 2 1 2 2 1
## 1585 1586 1587 1588 1589 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600
## 1 2 2 2 2 1 1 1 1 1 1 2 2 2 2 1
## 1601 1602 1603 1604 1605 1606 1607 1608 1609 1610 1611 1612 1613 1614 1615 1616
## 1 1 1 1 2 2 2 2 1 1 1 1 1 1 1 1
## 1617 1618 1619 1620 1621 1622 1623 1624 1625 1626 1627 1628 1629 1630 1631 1632
## 1 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2
## 1633 1634 1635 1636 1637 1638 1639 1640 1641 1642 1643 1644 1645 1646 1647 1648
## 2 2 2 1 1 1 1 1 1 1 1 1 2 2 1 1
## 1649 1650 1651 1652 1653 1654 1655 1656 1657 1658 1659 1660 1661 1662 1663 1664
## 1 1 1 1 2 2 2 2 2 2 2 2 1 1 1 1
## 1665 1666 1667 1668 1669 1670 1671 1672 1673 1674 1675 1676 1677 1678 1679 1680
## 1 1 1 1 1 2 1 2 2 2 2 1 1 1 1 1
## 1681 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 1692 1693 1694 1695 1696
## 1 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1
## 1697 1698 1699 1700 1701 1702 1703 1704 1705 1706 1707 1708 1709 1710 1711 1712
## 1 1 1 1 2 2 2 1 1 1 2 2 2 1 1 1
## 1713 1714 1715 1716 1717 1718 1719 1720 1721 1722 1723 1724 1725 1726 1727 1728
## 1 1 1 1 1 2 1 2 2 2 1 2 2 2 2 2
## 1729 1730 1731 1732 1733 1734 1735 1736 1737 1738 1739 1740 1741 1742 1743 1744
## 2 1 1 1 1 1 1 1 1 2 2 2 2 1 1 1
## 1745 1746 1747 1748 1749 1750 1751 1752 1753 1754 1755 1756 1757 1758 1759 1760
## 1 1 1 1 2 2 2 2 1 2 2 2 2 2 2 1
## 1761 1762 1763 1764 1765 1766 1767 1768 1769 1770 1771 1772 1773 1774 1775 1776
## 1 1 1 1 1 2 1 2 1 1 2 1 1 1 1 1
## 1777 1778 1779 1780 1781 1782 1783 1784 1785 1786 1787 1788 1789 1790 1791 1792
## 1 1 1 2 2 2 2 2 2 2 1 1 1 1 1 1
## 1793 1794 1795 1796 1797 1798 1799 1800 1801 1802 1803 1804 1805 1806 1807 1808
## 1 1 1 1 1 1 1 2 1 1 2 1 2 2 2 2
## 1809 1810 1811 1812 1813 1814 1815 1816 1817 1818 1819 1820 1821 1822 1823 1824
## 2 2 2 2 1 1 1 1 1 2 2 1 1 1 1 1
## 1825 1826 1827 1828 1829 1830 1831 1832 1833 1834 1835 1836 1837 1838 1839 1840
## 2 2 2 2 1 1 1 1 1 1 1 1 2 2 1 2
## 1841 1842 1843 1844 1845 1846 1847 1848 1849 1850 1851 1852 1853 1854 1855 1856
## 2 2 2 2 1 1 1 1 1 2 1 2 1 1 2 2
## 1857 1858 1859 1860 1861 1862 1863 1864 1865 1866 1867 1868 1869 1870 1871 1872
## 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 2
## 1873 1874 1875 1876 1877 1878 1879 1880 1881 1882 1883 1884 1885 1886 1887 1888
## 2 2 2 2 1 1 1 1 1 1 2 1 2 2 2 2
## 1889 1890 1891 1892 1893 1894 1895 1896 1897 1898 1899 1900 1901 1902 1903 1904
## 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 2
## 1905 1906 1907 1908 1909 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920
## 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2
## 1921 1922 1923 1924 1925 1926 1927 1928 1929 1930 1931 1932 1933 1934 1935 1936
## 2 1 1 1 2 1 2 2 2 2 2 2 2 2 2 2
## 1937 1938 1939 1940 1941 1942 1943 1944 1945 1946 1947 1948 1949 1950 1951 1952
## 2 1 1 1 1 1 1 1 1 1 2 2 2 1 2 2
## 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 1968
## 2 2 2 2 1 1 1 1 1 1 2 2 2 1 1 1
## 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984
## 1 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2
## 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000
## 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1
## 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
## 1 1 1 1 1 2 2 2 1 1 1 1 1 2 2 1
## 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032
## 1 1 2 2 2 2 2 2 1 1 1 2 2 1 1 1
## 2033 2034 2035 2036 2037 2038 2039 2040 2041 2042 2043 2044 2045 2046 2047 2048
## 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 1
## 2049 2050 2051 2052 2053 2054 2055 2056 2057 2058 2059 2060 2061 2062 2063 2064
## 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2
## 2065 2066 2067 2068 2069 2070 2071 2072 2073 2074 2075 2076 2077 2078 2079 2080
## 2 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2
## 2081 2082 2083 2084 2085 2086 2087 2088 2089 2090 2091 2092 2093 2094 2095 2096
## 2 1 1 1 2 2 1 1 1 1 1 1 2 1 1 1
## 2097 2098 2099 2100 2101 2102 2103 2104 2105 2106 2107 2108 2109 2110 2111 2112
## 1 2 2 2 2 2 1 1 1 2 1 2 1 1 2 2
## 2113 2114 2115 2116 2117 2118 2119 2120 2121 2122 2123 2124 2125 2126 2127 2128
## 1 1 2 1 1 1 1 1 2 2 1 1 1 1 1 1
## 2129 2130 2131 2132 2133 2134 2135 2136 2137 2138 2139 2140 2141 2142 2143 2144
## 1 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2
## 2145 2146 2147 2148 2149 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160
## 2 2 2 1 1 1 2 2 2 2 1 1 1 1 2 2
## 2161 2162 2163 2164 2165 2166 2167 2168 2169 2170 2171 2172 2173 2174 2175 2176
## 2 2 2 2 2 2 1 1 1 1 2 2 2 2 1 2
## 2177 2178 2179 2180 2181 2182 2183 2184 2185 2186 2187 2188 2189 2190 2191 2192
## 2 2 2 2 2 2 2 1 2 2 2 2 2 1 1 1
## 2193 2194 2195 2196 2197 2198 2199 2200 2201 2202 2203 2204 2205 2206 2207 2208
## 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2
## 2209 2210 2211 2212 2213 2214 2215 2216 2217 2218 2219 2220 2221 2222 2223 2224
## 1 1 1 1 1 2 1 1 1 2 2 2 2 2 2 2
## 2225 2226 2227 2228 2229 2230 2231 2232 2233 2234 2235 2236 2237 2238 2239 2240
## 2 2 2 2 1 1 1 1 2 1 2 2 2 2 2 1
## 2241 2242 2243 2244 2245 2246 2247 2248 2249 2250 2251 2252 2253 2254 2255 2256
## 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1
## 2257 2258 2259 2260 2261 2262 2263 2264 2265 2266 2267 2268 2269 2270 2271 2272
## 2 2 2 2 2 1 1 1 2 2 2 1 1 1 1 1
## 2273 2274 2275 2276 2277 2278 2279 2280 2281 2282 2283 2284 2285 2286 2287 2288
## 1 1 2 2 2 2 1 2 2 2 1 1 1 2 2 2
## 2289 2290 2291 2292 2293 2294 2295 2296 2297 2298 2299 2300 2301 2302 2303 2304
## 1 2 1 1 1 1 2 2 1 1 1 1 1 1 1 2
## 2305 2306 2307 2308 2309 2310 2311 2312 2313 2314 2315 2316 2317 2318 2319 2320
## 1 1 1 1 1 1 1 2 2 2 2 2 1 1 1 1
## 2321 2322 2323 2324 2325 2326 2327 2328 2329 2330 2331 2332 2333 2334 2335 2336
## 1 2 2 1 2 2 1 1 2 2 2 2 1 1 1 1
## 2337 2338 2339 2340 2341 2342 2343 2344 2345 2346 2347 2348 2349 2350 2351 2352
## 2 2 2 1 1 2 2 2 2 1 1 1 1 2 2 2
## 2353 2354 2355 2356 2357 2358 2359 2360 2361 2362 2363 2364 2365 2366 2367 2368
## 2 2 2 2 2 2 2 1 1 1 1 1 1 2 1 2
## 2369 2370 2371 2372 2373 2374 2375 2376 2377 2378 2379 2380 2381 2382 2383 2384
## 1 1 1 1 1 1 1 2 2 2 2 2 2 1 1 1
## 2385 2386 2387 2388 2389 2390 2391 2392 2393 2394 2395 2396 2397 2398 2399 2400
## 1 1 1 1 1 1 2 1 1 1 1 1 1 2 2 2
## 2401 2402 2403 2404 2405 2406 2407 2408 2409 2410 2411 2412 2413 2414 2415 2416
## 1 2 2 2 1 1 2 2 2 2 1 1 1 1 1 1
## 2417 2418 2419 2420 2421 2422 2423 2424 2425 2426 2427 2428 2429 2430 2431 2432
## 2 1 2 2 2 1 1 1 1 2 1 2 1 1 1 1
## 2433 2434 2435 2436 2437 2438 2439 2440 2441 2442 2443 2444 2445 2446 2447 2448
## 2 2 2 1 1 1 1 1 2 2 1 1 1 2 2 2
## 2449 2450 2451 2452 2453 2454 2455 2456 2457 2458 2459 2460 2461 2462 2463 2464
## 2 2 1 1 1 1 2 2 1 1 1 1 2 1 1 2
## 2465 2466 2467 2468 2469 2470 2471 2472 2473 2474 2475 2476 2477 2478 2479 2480
## 1 1 1 1 2 2 2 2 1 1 1 1 2 2 2 1
## 2481 2482 2483 2484 2485 2486 2487 2488 2489 2490 2491 2492 2493 2494 2495 2496
## 1 1 1 1 1 1 2 2 2 2 2 2 2 1 1 1
## 2497 2498 2499 2500 2501 2502 2503 2504 2505 2506 2507 2508 2509 2510 2511 2512
## 1 1 1 1 2 2 1 1 1 2 2 2 2 2 2 2
## 2513 2514 2515 2516 2517 2518 2519 2520 2521 2522 2523 2524 2525 2526 2527 2528
## 2 2 2 2 2 1 2 2 2 2 2 2 1 1 1 1
## 2529 2530 2531 2532 2533 2534 2535 2536 2537 2538 2539 2540 2541 2542 2543 2544
## 2 2 2 1 2 2 2 2 1 2 2 1 2 1 1 1
## 2545 2546 2547 2548 2549 2550 2551 2552 2553 2554 2555 2556 2557 2558 2559 2560
## 1 1 1 2 2 2 2 2 2 2 1 1 1 1 1 2
## 2561 2562 2563 2564 2565 2566 2567 2568 2569 2570 2571 2572 2573 2574 2575 2576
## 2 2 2 1 1 1 1 2 2 2 2 1 1 1 1 1
## 2577 2578 2579 2580 2581 2582 2583 2584 2585 2586 2587 2588 2589 2590 2591 2592
## 2 2 2 1 1 2 2 2 2 2 1 2 1 1 1 1
## 2593 2594 2595 2596 2597 2598 2599 2600 2601 2602 2603 2604 2605 2606 2607 2608
## 1 1 1 1 1 1 2 2 2 2 2 2 3 3 3 3
## 2609 2610 2611 2612 2613 2614 2615 2616 2617 2618 2619 2620 2621 2622 2623 2624
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2625 2626 2627 2628 2629 2630 2631 2632 2633 2634 2635 2636 2637 2638 2639 2640
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2641 2642 2643 2644 2645 2646 2647 2648 2649 2650 2651 2652 2653 2654 2655 2656
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2657 2658 2659 2660 2661 2662 2663 2664 2665 2666 2667 2668 2669 2670 2671 2672
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2673 2674 2675 2676 2677 2678 2679 2680 2681 2682 2683 2684 2685 2686 2687 2688
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2689 2690 2691 2692 2693 2694 2695 2696 2697 2698 2699 2700 2701 2702 2703 2704
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2705 2706 2707 2708 2709 2710 2711 2712 2713 2714 2715 2716 2717 2718 2719 2720
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2721 2722 2723 2724 2725 2726 2727 2728 2729 2730 2731 2732 2733 2734 2735 2736
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2737 2738 2739 2740 2741 2742 2743 2744 2745 2746 2747 2748 2749 2750 2751 2752
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2753 2754 2755 2756 2757 2758 2759 2760 2761 2762 2763 2764 2765 2766 2767 2768
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2769 2770 2771 2772 2773 2774 2775 2776 2777 2778 2779 2780 2781 2782 2783 2784
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2785 2786 2787 2788 2789 2790 2791 2792 2793 2794 2795 2796 2797 2798 2799 2800
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2801 2802 2803 2804 2805 2806 2807 2808 2809 2810 2811 2812 2813 2814 2815 2816
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2817 2818 2819 2820 2821 2822 2823 2824 2825 2826 2827 2828 2829 2830 2831 2832
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2833 2834 2835 2836 2837 2838 2839 2840 2841 2842 2843 2844 2845 2846 2847 2848
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2849 2850 2851 2852 2853 2854 2855 2856 2857 2858 2859 2860 2861 2862 2863 2864
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2865 2866 2867 2868 2869 2870 2871 2872 2873 2874 2875 2876 2877 2878 2879 2880
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2881 2882 2883 2884 2885 2886 2887 2888 2889 2890 2891 2892 2893 2894 2895 2896
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2897 2898 2899 2900 2901 2902 2903 2904 2905 2906 2907 2908 2909 2910 2911 2912
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2913 2914 2915 2916 2917 2918 2919 2920 2921 2922 2923 2924 2925 2926 2927 2928
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2929 2930 2931 2932 2933 2934 2935 2936 2937 2938 2939 2940 2941 2942 2943 2944
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2945 2946 2947 2948 2949 2950 2951 2952 2953 2954 2955 2956 2957 2958 2959 2960
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2961 2962 2963 2964 2965 2966 2967 2968 2969 2970 2971 2972 2973 2974 2975 2976
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2977 2978 2979 2980 2981 2982 2983 2984 2985 2986 2987 2988 2989 2990 2991 2992
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 2993 2994 2995 2996 2997 2998 2999 3000 3001 3002 3003 3004 3005 3006 3007 3008
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3009 3010 3011 3012 3013 3014 3015 3016 3017 3018 3019 3020 3021 3022 3023 3024
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3025 3026 3027 3028 3029 3030 3031 3032 3033 3034 3035 3036 3037 3038 3039 3040
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3041 3042 3043 3044 3045 3046 3047 3048 3049 3050 3051 3052 3053 3054 3055 3056
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3057 3058 3059 3060 3061 3062 3063 3064 3065 3066 3067 3068 3069 3070 3071 3072
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3073 3074 3075 3076 3077 3078 3079 3080 3081 3082 3083 3084 3085 3086 3087 3088
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3089 3090 3091 3092 3093 3094 3095 3096 3097 3098 3099 3100 3101 3102 3103 3104
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3105 3106 3107 3108 3109 3110 3111 3112 3113 3114 3115 3116 3117 3118 3119 3120
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3121 3122 3123 3124 3125 3126 3127 3128 3129 3130 3131 3132 3133 3134 3135 3136
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3137 3138 3139 3140 3141 3142 3143 3144 3145 3146 3147 3148 3149 3150 3151 3152
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3153 3154 3155 3156 3157 3158 3159 3160 3161 3162 3163 3164 3165 3166 3167 3168
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3169 3170 3171 3172 3173 3174 3175 3176 3177 3178 3179 3180 3181 3182 3183 3184
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3185 3186 3187 3188 3189 3190 3191 3192 3193 3194 3195 3196 3197 3198 3199 3200
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3201 3202 3203 3204 3205 3206 3207 3208 3209 3210 3211 3212 3213 3214 3215 3216
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3
## 3217 3218 3219 3220 3221 3222 3223 3224 3225 3226 3227 3228 3229 3230 3231 3232
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3233 3234 3235 3236 3237 3238 3239 3240 3241 3242 3243 3244 3245 3246 3247 3248
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3249 3250 3251 3252 3253 3254 3255 3256 3257 3258 3259 3260 3261 3262 3263 3264
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3265 3266 3267 3268 3269 3270 3271 3272 3273 3274 3275 3276 3277 3278 3279 3280
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3281 3282 3283 3284 3285 3286 3287 3288 3289 3290 3291 3292 3293 3294 3295 3296
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3297 3298 3299 3300 3301 3302 3303 3304 3305 3306 3307 3308 3309 3310 3311 3312
## 3 3 3 3 1 3 3 3 3 3 3 3 3 3 3 3
## 3313 3314 3315 3316 3317 3318 3319 3320 3321 3322 3323 3324 3325 3326 3327 3328
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3329 3330 3331 3332 3333 3334 3335 3336 3337 3338 3339 3340 3341 3342 3343 3344
## 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 3
## 3345 3346 3347 3348 3349 3350 3351 3352 3353 3354 3355 3356 3357 3358 3359 3360
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3361 3362 3363 3364 3365 3366 3367 3368 3369 3370 3371 3372 3373 3374 3375 3376
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3377 3378 3379 3380 3381 3382 3383 3384 3385 3386 3387 3388 3389 3390 3391 3392
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3393 3394 3395 3396 3397 3398 3399 3400 3401 3402 3403 3404 3405 3406 3407 3408
## 3 3 3 1 3 3 3 3 3 3 3 1 3 3 3 1
## 3409 3410 3411 3412 3413 3414 3415 3416 3417 3418 3419 3420 3421 3422 3423 3424
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3425 3426 3427 3428 3429 3430 3431 3432 3433 3434 3435 3436 3437 3438 3439 3440
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3
## 3441 3442 3443 3444 3445 3446 3447 3448 3449 3450 3451 3452 3453 3454 3455 3456
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3457 3458 3459 3460 3461 3462 3463 3464 3465 3466 3467 3468 3469 3470 3471 3472
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3473 3474 3475 3476 3477 3478 3479 3480 3481 3482 3483 3484 3485 3486 3487 3488
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3489 3490 3491 3492 3493 3494 3495 3496 3497 3498 3499 3500 3501 3502 3503 3504
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3505 3506 3507 3508 3509 3510 3511 3512 3513 3514 3515 3516 3517 3518 3519 3520
## 3 3 3 3 2 3 3 3 3 3 3 3 3 3 3 3
## 3521 3522 3523 3524 3525 3526 3527 3528 3529 3530 3531 3532 3533 3534 3535 3536
## 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## 3537 3538 3539 3540 3541 3542 3543 3544 3545 3546 3547
## 3 3 3 3 3 3 3 3 3 3 3
##
## Within cluster sum of squares by cluster:
## [1] 2768.212 2397.110 3998.735
## (between_SS / total_SS = 35.4 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"data_kopi_cluster <- cbind(data_num, cluster = as.factor(kmeans_result$cluster))
head(data_kopi_cluster)## hour_of_day money Weekdaysort Monthsort cluster
## 1 10 38.7 5 3 3
## 2 12 38.7 5 3 3
## 3 12 38.7 5 3 3
## 4 13 28.9 5 3 3
## 5 13 38.7 5 3 3
## 6 15 33.8 5 3 3fviz_cluster(kmeans_result, data = data_scaled,
palette = "jco",
ggtheme = theme_minimal(),
main = "Visualisasi Cluster K-Means")
data_kopi_cluster %>%
group_by(cluster) %>%
summarise(across(everything(), mean))## # A tibble: 3 × 5
## cluster hour_of_day money Weekdaysort Monthsort
## <fct> <dbl> <dbl> <dbl> <dbl>
## 1 1 10.6 28.7 3.93 9.20
## 2 2 18.5 33.6 3.96 8.82
## 3 3 13.7 32.4 3.71 2.91Metode Hierarki
# Hitung jarak antar observasi
d <- dist(data_scaled, method = "euclidean")
# Lakukan hierarchical clustering dengan metode Ward
hc <- hclust(d, method = "ward.D2")
# Visualisasi dendrogram
plot(hc, labels = FALSE, main = "Dendrogram - Hierarchical Clustering", xlab = "", ylab = "Jarak", sub = "")
# Tentukan jumlah cluster, misalnya 3 (sama seperti K-Means)
hc_cluster <- cutree(hc, k = 3)
# Tambahkan hasil cluster ke data
data_kopi_cluster$cluster_hc <- as.factor(hc_cluster)
# Lihat jumlah anggota tiap cluster
table(data_kopi_cluster$cluster_hc)##
## 1 2 3
## 857 1196 1494# Rata-rata tiap variabel pada setiap cluster
aggregate(data_scaled, by = list(Cluster = data_kopi_cluster$cluster_hc), mean)## Cluster hour_of_day money Weekdaysort Monthsort
## 1 1 0.3560041 0.9823683 0.1220200 -0.8596236
## 2 2 -0.5968168 -0.5310538 -0.4256130 -0.4014592
## 3 3 0.2735591 -0.1383864 0.2707242 0.8144863Perbandingan K-Means vs Hierarchical
# Bandingkan hasil kedua metode
table(KMeans = data_kopi_cluster$cluster, Hierarchical = data_kopi_cluster$cluster_hc)## Hierarchical
## KMeans 1 2 3
## 1 0 427 615
## 2 183 4 833
## 3 674 765 46Hasil analisis menunjukkan bahwa metode Hierarchical Clustering dan K-Means menghasilkan pola pengelompokan yang berbeda pada data penjualan kopi. Metode K-Means cenderung membentuk klaster berdasarkan kesamaan nilai transaksi dan waktu pembelian, misalnya mengelompokkan pelanggan yang membeli kopi di jam sibuk dengan nominal serupa. Sementara itu, Hierarchical Clustering lebih sensitif terhadap perbedaan kecil antar transaksi sehingga menghasilkan struktur klaster yang lebih kompleks. Perbedaan hasil ini menunjukkan bahwa perilaku pembelian kopi bersifat beragam—terdapat kelompok pelanggan yang rutin bertransaksi pada waktu tertentu dan kelompok lain yang berperilaku lebih acak tergantung hari atau bulan.