Project 1 Part 1
Keishawn, Blake, Matthew
2025-03-04
`Introduction: This is Project 2 Part 1
Set up working directory
setwd("C:/Users/Kaee/OneDrive/Documents/R")Load and Install Required Libraries
install.packages("tidyverse")## Installing package into 'C:/Users/Kaee/AppData/Local/R/win-library/4.4'
## (as 'lib' is unspecified)## package 'tidyverse' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\Kaee\AppData\Local\Temp\RtmpMjMRLC\downloaded_packagesinstall.packages("lubridate")## Installing package into 'C:/Users/Kaee/AppData/Local/R/win-library/4.4'
## (as 'lib' is unspecified)## package 'lubridate' successfully unpacked and MD5 sums checked## Warning: cannot remove prior installation of package 'lubridate'## Warning in file.copy(savedcopy, lib, recursive = TRUE): problem copying
## C:\Users\Kaee\AppData\Local\R\win-library\4.4\00LOCK\lubridate\libs\x64\lubridate.dll
## to
## C:\Users\Kaee\AppData\Local\R\win-library\4.4\lubridate\libs\x64\lubridate.dll:
## Permission denied## Warning: restored 'lubridate'##
## The downloaded binary packages are in
## C:\Users\Kaee\AppData\Local\Temp\RtmpMjMRLC\downloaded_packagesinstall.packages("rfm")## Installing package into 'C:/Users/Kaee/AppData/Local/R/win-library/4.4'
## (as 'lib' is unspecified)## package 'rfm' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\Kaee\AppData\Local\Temp\RtmpMjMRLC\downloaded_packagesinstall.packages("ggplot2")## Installing package into 'C:/Users/Kaee/AppData/Local/R/win-library/4.4'
## (as 'lib' is unspecified)## package 'ggplot2' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\Kaee\AppData\Local\Temp\RtmpMjMRLC\downloaded_packageslibrary(tidyverse) # Data manipulation## Warning: package 'tidyverse' was built under R version 4.4.3## Warning: package 'ggplot2' was built under R version 4.4.3## Warning: package 'lubridate' was built under R version 4.4.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(lubridate) # Date format
library(rfm) # RFM analysis## Warning: package 'rfm' was built under R version 4.4.3library(ggplot2) # Data visualizationLoad Data from the working directory
retail_rfm <-read.csv("retail_rfm.csv")Compute RFM per customer
rfm_data <- retail_rfm %>%
mutate(Recency = recency_days,
Frequency = number_of_orders,
Monetary = revenue) %>%
select(Recency, Frequency, Monetary)Assign RFM Scores (1-5 scale; 1 = worst, 5 = best) and View
# Compute RFM Scores
rfm_data <-rfm_data %>%
mutate(R_Score = ntile(-Recency, 5),
F_Score = ntile(Frequency, 5),
M_Score = ntile(Monetary, 5))
# View RFM Scores
print(rfm_data)## Recency Frequency Monetary R_Score F_Score M_Score
## 1 93 19 737.75 4 5 5
## 2 419 10 299.75 2 4 4
## 3 724 1 74.00 1 1 2
## 4 793 2 178.00 1 2 3
## 5 68 15 552.40 4 5 5
## 6 120 3 137.00 4 2 3
## 7 892 3 138.90 1 2 3
## 8 22 1 39.00 5 1 1
## 9 19 5 249.90 5 3 4
## 10 133 10 238.50 4 4 3
## 11 28 13 371.30 5 5 4
## 12 317 1 65.00 2 1 2
## 13 51 15 510.00 5 5 4
## 14 913 1 45.00 1 1 1
## 15 502 1 12.50 2 1 1
## 16 60 3 29.85 5 2 1
## 17 320 2 88.00 2 2 2
## 18 83 1 29.00 4 1 1
## 19 260 3 88.00 3 2 2
## 20 20 4 290.00 5 3 4
## 21 611 1 95.00 1 1 2
## 22 258 7 188.00 3 4 3
## 23 50 4 98.85 5 3 2
## 24 270 3 117.00 3 2 2
## 25 182 3 271.90 4 2 4
## 26 525 24 900.25 2 5 5
## 27 212 5 266.90 3 3 4
## 28 267 1 69.00 3 1 2
## 29 24 14 860.65 5 5 5
## 30 82 9 263.00 4 4 4
## 31 40 1 25.00 5 1 1
## 32 128 3 113.50 4 2 2
## 33 704 1 44.00 1 1 1
## 34 127 18 1249.50 4 5 5
## 35 965 1 20.00 1 1 1
## 36 265 1 19.00 3 1 1
## 37 933 4 194.00 1 3 3
## 38 257 2 103.00 3 2 2
## 39 258 16 609.00 3 5 5
## 40 32 1 56.00 5 1 1
## 41 66 22 1468.45 4 5 5
## 42 255 11 770.75 3 4 5
## 43 246 7 186.35 3 4 3
## 44 827 2 49.00 1 2 1
## 45 242 1 49.50 3 1 1
## 46 282 4 128.00 2 3 3
## 47 646 3 97.95 1 2 2
## 48 77 12 446.50 4 4 4
## 49 264 5 218.00 3 3 3
## 50 22 3 93.00 5 2 2
## 51 419 5 64.40 2 3 2
## 52 92 19 508.00 4 5 4
## 53 264 1 49.00 3 1 1
## 54 45 61 2649.95 5 5 5
## 55 96 4 164.00 4 3 3
## 56 113 2 55.00 4 2 1
## 57 680 1 29.00 1 1 1
## 58 688 1 36.00 1 1 1
## 59 43 12 312.50 5 4 4
## 60 757 1 40.00 1 1 1
## 61 42 13 627.95 5 5 5
## 62 18 97 3517.95 5 5 5
## 63 632 8 196.65 1 4 3
## 64 464 3 156.50 2 2 3
## 65 658 1 49.50 1 1 1
## 66 182 4 105.00 4 3 2
## 67 706 8 667.50 1 4 5
## 68 199 4 243.95 4 3 4
## 69 390 1 35.00 2 1 1
## 70 457 4 293.00 2 3 4
## 71 207 16 577.60 4 5 5
## 72 490 3 103.90 2 2 2
## 73 269 10 322.00 3 4 4
## 74 135 25 773.55 4 5 5
## 75 259 5 184.00 3 3 3
## 76 252 7 290.00 3 4 4
## 77 104 63 3183.15 4 5 5
## 78 925 2 63.50 1 2 2
## 79 337 1 69.00 2 1 2
## 80 28 29 1472.45 5 5 5
## 81 291 2 65.00 2 2 2
## 82 274 2 66.00 3 2 2
## 83 262 8 549.45 3 4 5
## 84 590 2 133.00 1 2 3
## 85 323 6 1560.00 2 3 5
## 86 18 62 2018.79 5 5 5
## 87 67 19 708.35 4 5 5
## 88 319 2 211.95 2 2 3
## 89 260 12 612.45 3 4 5
## 90 42 17 482.90 5 5 4
## 91 60 14 422.65 5 5 4
## 92 292 3 204.00 2 2 3
## 93 689 1 44.00 1 1 1
## 94 289 5 125.50 2 3 3
## 95 138 41 1972.20 4 5 5
## 96 595 3 169.00 1 2 3
## 97 69 37 1263.35 4 5 5
## 98 801 3 13.25 1 2 1
## 99 829 2 398.00 1 2 4
## 100 333 4 139.50 2 3 3
## 101 638 4 154.50 1 3 3
## 102 252 7 308.50 3 4 4
## 103 375 2 43.95 2 2 1
## 104 251 2 168.00 3 2 3
## 105 387 10 747.00 2 4 5
## 106 261 14 1525.45 3 5 5
## 107 34 2 39.00 5 2 1
## 108 445 8 270.50 2 4 4
## 109 119 6 179.00 4 3 3
## 110 390 2 39.50 2 2 1
## 111 959 2 345.00 1 2 4
## 112 615 2 0.00 1 2 1
## 113 79 7 267.70 4 4 4
## 114 632 2 75.95 1 2 2
## 115 88 12 431.50 4 4 4
## 116 282 1 29.00 2 1 1
## 117 23 10 476.75 5 4 4
## 118 578 6 358.75 1 3 4
## 119 75 5 143.00 4 3 3
## 120 276 20 1056.80 3 5 5
## 121 275 3 167.00 3 2 3
## 122 175 4 208.95 4 3 3
## 123 228 6 350.50 3 3 4
## 124 402 4 165.00 2 3 3
## 125 141 16 930.95 4 5 5
## 126 5 42 1884.65 5 5 5
## 127 293 1 119.00 2 1 2
## 128 186 1 29.00 4 1 1
## 129 29 61 3646.90 5 5 5
## 130 661 2 72.00 1 2 2
## 131 100 5 481.95 4 3 4
## 132 108 13 535.45 4 5 5
## 133 589 4 174.85 1 3 3
## 134 238 22 879.00 3 5 5
## 135 649 4 378.50 1 3 4
## 136 89 7 367.40 4 4 4
## 137 488 1 98.00 2 1 2
## 138 247 1 129.00 3 1 3
## 139 194 5 244.50 4 3 4
## 140 137 11 528.00 4 4 4
## 141 702 3 100.00 1 2 2
## 142 878 1 57.00 1 1 1
## 143 643 5 162.85 1 3 3
## 144 257 2 188.00 3 2 3
## 145 289 2 58.00 2 2 1
## 146 216 13 545.55 3 5 5
## 147 101 41 1877.70 4 5 5
## 148 48 6 230.50 5 3 3
## 149 27 3 64.45 5 2 2
## 150 669 5 305.00 1 3 4
## 151 31 2 39.50 5 2 1
## 152 4 25 750.65 5 5 5
## 153 39 24 1046.75 5 5 5
## 154 12 4 268.90 5 3 4
## 155 77 7 436.00 4 4 4
## 156 32 24 1525.70 5 5 5
## 157 794 12 358.95 1 4 4
## 158 19 3 161.00 5 2 3
## 159 118 17 1466.19 4 5 5
## 160 145 1 89.00 4 1 2
## 161 87 17 998.90 4 5 5
## 162 319 3 183.90 2 2 3
## 163 32 18 409.45 5 5 4
## 164 623 3 156.00 1 2 3
## 165 41 3 196.00 5 2 3
## 166 29 27 1314.50 5 5 5
## 167 237 2 48.00 3 2 1
## 168 776 5 145.00 1 3 3
## 169 95 9 396.70 4 4 4
## 170 238 13 938.00 3 5 5
## 171 8 12 354.80 5 4 4
## 172 263 16 704.80 3 5 5
## 173 10 6 286.40 5 3 4
## 174 138 7 171.30 4 4 3
## 175 318 13 592.45 2 5 5
## 176 188 5 201.00 4 3 3
## 177 332 1 34.00 2 1 1
## 178 34 4 117.00 5 3 2
## 179 81 1 39.95 4 1 1
## 180 15 10 320.85 5 4 4
## 181 43 2 64.00 5 2 2
## 182 19 4 159.50 5 3 3
## 183 113 1 0.00 4 1 1
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## 190 970 1 0.00 1 1 1
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## 200 292 1 68.00 2 1 2
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## 204 847 4 117.00 1 3 2
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## 228 604 5 82.40 1 3 2
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## 9780 943 2 78.90 1 2 2
## 9781 390 1 49.00 2 1 1
## 9782 245 34 1412.60 3 5 5
## 9783 293 4 146.00 2 3 3
## 9784 316 10 702.45 2 4 5
## 9785 587 1 169.00 1 1 3
## 9786 725 4 151.00 1 3 3
## 9787 255 5 89.25 3 3 2
## 9788 643 2 66.00 1 2 2
## 9789 21 9 300.00 5 4 4
## 9790 451 4 256.45 2 3 4
## 9791 149 21 766.70 4 5 5
## 9792 266 1 69.00 3 1 2
## 9793 763 2 65.50 1 2 2
## 9794 154 6 234.00 4 4 3
## 9795 626 1 34.00 1 1 1
## 9796 905 2 71.95 1 2 2
## 9797 203 1 34.00 4 1 1
## 9798 361 2 39.50 2 2 1
## 9799 336 25 830.35 2 5 5
## 9800 26 1 25.00 5 1 1
## 9801 28 6 239.50 5 4 4
## 9802 284 11 516.50 2 4 4
## 9803 45 18 707.80 5 5 5
## 9804 148 5 216.95 4 3 3
## 9805 591 4 63.00 1 3 2
## 9806 763 3 103.00 1 3 2
## 9807 535 6 187.95 2 4 3
## 9808 316 7 400.00 2 4 4
## 9809 112 18 558.65 4 5 5
## 9810 39 14 519.40 5 5 4
## 9811 264 4 177.50 3 3 3
## 9812 270 1 49.00 3 1 1
## 9813 308 1 44.00 2 1 1
## 9814 128 5 505.00 4 3 4
## 9815 237 2 108.00 3 2 2
## 9816 115 4 314.00 4 3 4
## 9817 263 22 743.30 3 5 5
## 9818 11 2 97.00 5 2 2
## 9819 700 1 44.00 1 1 1
## 9820 679 1 169.00 1 1 3
## 9821 18 12 405.45 5 5 4
## 9822 30 19 661.35 5 5 5
## 9823 188 1 19.95 4 1 1
## 9824 945 1 0.00 1 1 1
## 9825 256 16 509.35 3 5 4
## 9826 528 4 153.00 2 3 3
## 9827 378 1 10.00 2 2 1
## 9828 53 6 143.00 5 4 3
## 9829 47 15 376.30 5 5 4
## 9830 272 19 638.95 3 5 5
## 9831 535 1 75.00 2 2 2
## 9832 9 1 56.00 5 2 1
## 9833 4 50 2022.80 5 5 5
## 9834 383 2 39.50 2 2 1
## 9835 48 13 835.50 5 5 5
## 9836 181 5 317.00 4 3 4
## 9837 6 19 1029.45 5 5 5
## 9838 314 6 279.50 2 4 4
## 9839 101 11 329.00 4 4 4
## 9840 639 3 111.00 1 3 2
## 9841 278 19 796.80 3 5 5
## 9842 33 29 2767.75 5 5 5
## 9843 226 5 237.00 3 3 3
## 9844 111 21 1001.80 4 5 5
## 9845 364 7 340.00 2 4 4
## 9846 497 17 1148.95 2 5 5
## 9847 157 29 1452.90 4 5 5
## 9848 261 20 1272.00 3 5 5
## 9849 319 1 44.00 2 2 1
## 9850 281 2 73.00 2 2 2
## 9851 30 28 1294.35 5 5 5
## 9852 27 3 85.00 5 3 2
## 9853 829 1 28.00 1 2 1
## 9854 275 7 302.50 3 4 4
## 9855 620 2 78.00 1 2 2
## 9856 93 26 851.20 4 5 5
## 9857 63 22 668.80 5 5 5
## 9858 434 1 20.00 2 2 1
## 9859 570 3 85.90 2 3 2
## 9860 376 6 125.50 2 4 3
## 9861 600 5 276.90 1 3 4
## 9862 793 1 19.00 1 2 1
## 9863 718 1 49.00 1 2 1
## 9864 8 1 69.00 5 2 2
## 9865 174 18 898.50 4 5 5
## 9866 233 11 684.00 3 4 5
## 9867 212 7 309.40 3 4 4
## 9868 61 15 314.65 5 5 4
## 9869 198 21 894.90 4 5 5
## 9870 174 14 642.85 4 5 5
## 9871 260 2 213.00 3 2 3
## 9872 941 2 74.50 1 2 2
## 9873 205 13 391.00 4 5 4
## 9874 465 2 30.90 2 2 1
## 9875 388 2 39.50 2 2 1
## 9876 328 4 176.00 2 3 3
## 9877 23 9 135.15 5 4 3
## 9878 61 4 146.00 5 3 3
## 9879 655 1 59.00 1 2 2
## 9880 643 3 128.00 1 3 3
## 9881 286 19 764.50 2 5 5
## 9882 693 5 171.90 1 3 3
## 9883 219 19 465.80 3 5 4
## 9884 566 1 68.00 2 2 2
## 9885 499 10 312.50 2 4 4
## 9886 13 27 630.75 5 5 5
## 9887 171 1 15.00 4 2 1
## 9888 644 1 39.50 1 2 1
## 9889 167 13 402.95 4 5 4
## 9890 850 2 73.00 1 2 2
## 9891 48 2 50.00 5 2 1
## 9892 65 3 167.95 5 3 3
## 9893 373 3 69.50 2 3 2
## 9894 257 4 283.95 3 3 4
## 9895 670 4 321.30 1 3 4
## 9896 273 3 95.00 3 3 2
## 9897 26 41 2546.40 5 5 5
## 9898 393 1 59.00 2 2 2
## 9899 181 7 343.50 4 4 4
## 9900 82 41 1529.45 4 5 5
## 9901 29 14 707.00 5 5 5
## 9902 111 9 480.50 4 4 4
## 9903 265 4 207.00 3 3 3
## 9904 467 3 116.50 2 3 2
## 9905 6 33 1321.85 5 5 5
## 9906 326 2 50.00 2 2 1
## 9907 507 16 297.30 2 5 4
## 9908 916 1 39.95 1 2 1
## 9909 271 16 597.65 3 5 5
## 9910 104 3 159.00 4 3 3
## 9911 261 3 108.00 3 3 2
## 9912 99 17 842.45 4 5 5
## 9913 662 5 107.00 1 3 2
## 9914 21 9 531.50 5 4 4
## 9915 248 9 265.80 3 4 4
## 9916 296 9 449.95 2 4 4
## 9917 121 25 1053.25 4 5 5
## 9918 619 1 49.50 1 2 1
## 9919 274 1 129.00 3 2 3
## 9920 356 9 239.85 2 4 4
## 9921 263 16 677.00 3 5 5
## 9922 964 1 19.50 1 2 1
## 9923 33 12 485.30 5 5 4
## 9924 292 3 190.50 2 3 3
## 9925 22 13 455.95 5 5 4
## 9926 402 4 70.00 2 3 2
## 9927 37 13 506.40 5 5 4
## 9928 14 1 21.00 5 2 1
## 9929 765 1 30.00 1 2 1
## 9930 608 2 138.00 1 2 3
## 9931 165 5 273.00 4 3 4
## 9932 408 5 244.00 2 3 4
## 9933 323 1 64.00 2 2 2
## 9934 183 5 109.50 4 3 2
## 9935 255 7 683.80 3 4 5
## 9936 266 1 54.00 3 2 1
## 9937 780 2 45.00 1 2 1
## 9938 695 1 16.95 1 2 1
## 9939 352 2 45.00 2 2 1
## 9940 42 1 69.00 5 2 2
## 9941 273 1 29.50 3 2 1
## 9942 936 4 268.95 1 3 4
## 9943 738 1 39.00 1 2 1
## 9944 593 2 101.00 1 2 2
## 9945 34 40 1625.85 5 5 5
## 9946 216 10 580.75 3 4 5
## 9947 620 4 197.00 1 3 3
## 9948 611 3 113.90 1 3 2
## 9949 269 3 97.95 3 3 2
## 9950 59 16 218.05 5 5 3
## 9951 743 1 22.00 1 2 1
## 9952 743 1 35.00 1 2 1
## 9953 43 6 233.45 5 4 3
## 9954 267 3 90.50 3 3 2
## 9955 305 2 148.00 2 2 3
## 9956 240 46 1400.80 3 5 5
## 9957 294 7 346.40 2 4 4
## 9958 688 1 159.00 1 2 3
## 9959 671 2 198.00 1 2 3
## 9960 22 10 566.50 5 4 5
## 9961 738 1 108.00 1 2 2
## 9962 462 2 73.00 2 2 2
## 9963 280 1 49.50 2 2 1
## 9964 10 28 1402.85 5 5 5
## 9965 177 13 469.85 4 5 4
## 9966 588 1 99.00 1 2 2
## 9967 439 1 39.00 2 2 1
## 9968 895 2 168.00 1 2 3
## 9969 3 9 289.35 5 4 4
## 9970 43 17 538.60 5 5 5
## 9971 17 39 1502.75 5 5 5
## 9972 216 6 364.00 3 4 4
## 9973 40 24 1223.35 5 5 5
## 9974 798 3 285.00 1 3 4
## 9975 4 2 109.00 5 2 2
## 9976 247 2 89.45 3 2 2
## 9977 7 50 1276.85 5 5 5
## 9978 237 2 75.95 3 2 2
## 9979 14 3 160.00 5 3 3
## 9980 133 8 432.50 4 4 4
## 9981 271 3 117.00 3 3 2
## 9982 806 7 515.70 1 4 4
## 9983 216 30 1711.90 3 5 5
## 9984 39 13 519.40 5 5 4
## 9985 158 1 89.00 4 2 2
## 9986 72 5 256.70 4 3 4
## 9987 425 19 725.35 2 5 5
## 9988 271 3 67.00 3 3 2
## 9989 187 2 98.00 4 2 2
## 9990 788 1 69.00 1 2 2
## 9991 183 1 45.00 4 2 1
## 9992 103 21 1022.90 4 5 5
## 9993 206 5 185.00 4 3 3
## 9994 209 31 2094.10 3 5 5
## 9995 46 59 1933.70 5 5 5
## 9996 459 5 81.00 2 3 2
## 9997 3 5 125.00 5 3 3
## 9998 19 16 722.45 5 5 5
## 9999 83 8 375.00 4 4 4
## 10000 13 12 659.40 5 5 5Segment customers based on RFM scores
rfm_data <- rfm_data %>%
mutate(
Segment = case_when(R_Score == 5 & F_Score ==5 & M_Score ==5 ~ "Best Customers",
R_Score == 4 & F_Score ==4 & M_Score ==4 ~ "Loyal Customers",
R_Score == 3 & F_Score ==3 & M_Score ==3 ~ "Potential Loyalists",
R_Score == 1 & F_Score ==1 & M_Score ==1 ~ "Lost Customers",
TRUE ~ "Other"))View RFM results as Histogram
print(rfm_data)## Recency Frequency Monetary R_Score F_Score M_Score Segment
## 1 93 19 737.75 4 5 5 Other
## 2 419 10 299.75 2 4 4 Other
## 3 724 1 74.00 1 1 2 Other
## 4 793 2 178.00 1 2 3 Other
## 5 68 15 552.40 4 5 5 Other
## 6 120 3 137.00 4 2 3 Other
## 7 892 3 138.90 1 2 3 Other
## 8 22 1 39.00 5 1 1 Other
## 9 19 5 249.90 5 3 4 Other
## 10 133 10 238.50 4 4 3 Other
## 11 28 13 371.30 5 5 4 Other
## 12 317 1 65.00 2 1 2 Other
## 13 51 15 510.00 5 5 4 Other
## 14 913 1 45.00 1 1 1 Lost Customers
## 15 502 1 12.50 2 1 1 Other
## 16 60 3 29.85 5 2 1 Other
## 17 320 2 88.00 2 2 2 Other
## 18 83 1 29.00 4 1 1 Other
## 19 260 3 88.00 3 2 2 Other
## 20 20 4 290.00 5 3 4 Other
## 21 611 1 95.00 1 1 2 Other
## 22 258 7 188.00 3 4 3 Other
## 23 50 4 98.85 5 3 2 Other
## 24 270 3 117.00 3 2 2 Other
## 25 182 3 271.90 4 2 4 Other
## 26 525 24 900.25 2 5 5 Other
## 27 212 5 266.90 3 3 4 Other
## 28 267 1 69.00 3 1 2 Other
## 29 24 14 860.65 5 5 5 Best Customers
## 30 82 9 263.00 4 4 4 Loyal Customers
## 31 40 1 25.00 5 1 1 Other
## 32 128 3 113.50 4 2 2 Other
## 33 704 1 44.00 1 1 1 Lost Customers
## 34 127 18 1249.50 4 5 5 Other
## 35 965 1 20.00 1 1 1 Lost Customers
## 36 265 1 19.00 3 1 1 Other
## 37 933 4 194.00 1 3 3 Other
## 38 257 2 103.00 3 2 2 Other
## 39 258 16 609.00 3 5 5 Other
## 40 32 1 56.00 5 1 1 Other
## 41 66 22 1468.45 4 5 5 Other
## 42 255 11 770.75 3 4 5 Other
## 43 246 7 186.35 3 4 3 Other
## 44 827 2 49.00 1 2 1 Other
## 45 242 1 49.50 3 1 1 Other
## 46 282 4 128.00 2 3 3 Other
## 47 646 3 97.95 1 2 2 Other
## 48 77 12 446.50 4 4 4 Loyal Customers
## 49 264 5 218.00 3 3 3 Potential Loyalists
## 50 22 3 93.00 5 2 2 Other
## 51 419 5 64.40 2 3 2 Other
## 52 92 19 508.00 4 5 4 Other
## 53 264 1 49.00 3 1 1 Other
## 54 45 61 2649.95 5 5 5 Best Customers
## 55 96 4 164.00 4 3 3 Other
## 56 113 2 55.00 4 2 1 Other
## 57 680 1 29.00 1 1 1 Lost Customers
## 58 688 1 36.00 1 1 1 Lost Customers
## 59 43 12 312.50 5 4 4 Other
## 60 757 1 40.00 1 1 1 Lost Customers
## 61 42 13 627.95 5 5 5 Best Customers
## 62 18 97 3517.95 5 5 5 Best Customers
## 63 632 8 196.65 1 4 3 Other
## 64 464 3 156.50 2 2 3 Other
## 65 658 1 49.50 1 1 1 Lost Customers
## 66 182 4 105.00 4 3 2 Other
## 67 706 8 667.50 1 4 5 Other
## 68 199 4 243.95 4 3 4 Other
## 69 390 1 35.00 2 1 1 Other
## 70 457 4 293.00 2 3 4 Other
## 71 207 16 577.60 4 5 5 Other
## 72 490 3 103.90 2 2 2 Other
## 73 269 10 322.00 3 4 4 Other
## 74 135 25 773.55 4 5 5 Other
## 75 259 5 184.00 3 3 3 Potential Loyalists
## 76 252 7 290.00 3 4 4 Other
## 77 104 63 3183.15 4 5 5 Other
## 78 925 2 63.50 1 2 2 Other
## 79 337 1 69.00 2 1 2 Other
## 80 28 29 1472.45 5 5 5 Best Customers
## 81 291 2 65.00 2 2 2 Other
## 82 274 2 66.00 3 2 2 Other
## 83 262 8 549.45 3 4 5 Other
## 84 590 2 133.00 1 2 3 Other
## 85 323 6 1560.00 2 3 5 Other
## 86 18 62 2018.79 5 5 5 Best Customers
## 87 67 19 708.35 4 5 5 Other
## 88 319 2 211.95 2 2 3 Other
## 89 260 12 612.45 3 4 5 Other
## 90 42 17 482.90 5 5 4 Other
## 91 60 14 422.65 5 5 4 Other
## 92 292 3 204.00 2 2 3 Other
## 93 689 1 44.00 1 1 1 Lost Customers
## 94 289 5 125.50 2 3 3 Other
## 95 138 41 1972.20 4 5 5 Other
## 96 595 3 169.00 1 2 3 Other
## 97 69 37 1263.35 4 5 5 Other
## 98 801 3 13.25 1 2 1 Other
## 99 829 2 398.00 1 2 4 Other
## 100 333 4 139.50 2 3 3 Other
## 101 638 4 154.50 1 3 3 Other
## 102 252 7 308.50 3 4 4 Other
## 103 375 2 43.95 2 2 1 Other
## 104 251 2 168.00 3 2 3 Other
## 105 387 10 747.00 2 4 5 Other
## 106 261 14 1525.45 3 5 5 Other
## 107 34 2 39.00 5 2 1 Other
## 108 445 8 270.50 2 4 4 Other
## 109 119 6 179.00 4 3 3 Other
## 110 390 2 39.50 2 2 1 Other
## 111 959 2 345.00 1 2 4 Other
## 112 615 2 0.00 1 2 1 Other
## 113 79 7 267.70 4 4 4 Loyal Customers
## 114 632 2 75.95 1 2 2 Other
## 115 88 12 431.50 4 4 4 Loyal Customers
## 116 282 1 29.00 2 1 1 Other
## 117 23 10 476.75 5 4 4 Other
## 118 578 6 358.75 1 3 4 Other
## 119 75 5 143.00 4 3 3 Other
## 120 276 20 1056.80 3 5 5 Other
## 121 275 3 167.00 3 2 3 Other
## 122 175 4 208.95 4 3 3 Other
## 123 228 6 350.50 3 3 4 Other
## 124 402 4 165.00 2 3 3 Other
## 125 141 16 930.95 4 5 5 Other
## 126 5 42 1884.65 5 5 5 Best Customers
## 127 293 1 119.00 2 1 2 Other
## 128 186 1 29.00 4 1 1 Other
## 129 29 61 3646.90 5 5 5 Best Customers
## 130 661 2 72.00 1 2 2 Other
## 131 100 5 481.95 4 3 4 Other
## 132 108 13 535.45 4 5 5 Other
## 133 589 4 174.85 1 3 3 Other
## 134 238 22 879.00 3 5 5 Other
## 135 649 4 378.50 1 3 4 Other
## 136 89 7 367.40 4 4 4 Loyal Customers
## 137 488 1 98.00 2 1 2 Other
## 138 247 1 129.00 3 1 3 Other
## 139 194 5 244.50 4 3 4 Other
## 140 137 11 528.00 4 4 4 Loyal Customers
## 141 702 3 100.00 1 2 2 Other
## 142 878 1 57.00 1 1 1 Lost Customers
## 143 643 5 162.85 1 3 3 Other
## 144 257 2 188.00 3 2 3 Other
## 145 289 2 58.00 2 2 1 Other
## 146 216 13 545.55 3 5 5 Other
## 147 101 41 1877.70 4 5 5 Other
## 148 48 6 230.50 5 3 3 Other
## 149 27 3 64.45 5 2 2 Other
## 150 669 5 305.00 1 3 4 Other
## 151 31 2 39.50 5 2 1 Other
## 152 4 25 750.65 5 5 5 Best Customers
## 153 39 24 1046.75 5 5 5 Best Customers
## 154 12 4 268.90 5 3 4 Other
## 155 77 7 436.00 4 4 4 Loyal Customers
## 156 32 24 1525.70 5 5 5 Best Customers
## 157 794 12 358.95 1 4 4 Other
## 158 19 3 161.00 5 2 3 Other
## 159 118 17 1466.19 4 5 5 Other
## 160 145 1 89.00 4 1 2 Other
## 161 87 17 998.90 4 5 5 Other
## 162 319 3 183.90 2 2 3 Other
## 163 32 18 409.45 5 5 4 Other
## 164 623 3 156.00 1 2 3 Other
## 165 41 3 196.00 5 2 3 Other
## 166 29 27 1314.50 5 5 5 Best Customers
## 167 237 2 48.00 3 2 1 Other
## 168 776 5 145.00 1 3 3 Other
## 169 95 9 396.70 4 4 4 Loyal Customers
## 170 238 13 938.00 3 5 5 Other
## 171 8 12 354.80 5 4 4 Other
## 172 263 16 704.80 3 5 5 Other
## 173 10 6 286.40 5 3 4 Other
## 174 138 7 171.30 4 4 3 Other
## 175 318 13 592.45 2 5 5 Other
## 176 188 5 201.00 4 3 3 Other
## 177 332 1 34.00 2 1 1 Other
## 178 34 4 117.00 5 3 2 Other
## 179 81 1 39.95 4 1 1 Other
## 180 15 10 320.85 5 4 4 Other
## 181 43 2 64.00 5 2 2 Other
## 182 19 4 159.50 5 3 3 Other
## 183 113 1 0.00 4 1 1 Other
## 184 248 1 39.00 3 1 1 Other
## 185 266 23 769.00 3 5 5 Other
## 186 85 35 1503.80 4 5 5 Other
## 187 127 5 307.00 4 3 4 Other
## 188 274 15 479.90 3 5 4 Other
## 189 68 19 661.05 4 5 5 Other
## 190 970 1 0.00 1 1 1 Lost Customers
## 191 578 5 169.00 1 3 3 Other
## 192 269 5 210.00 3 3 3 Potential Loyalists
## 193 206 1 59.00 4 1 2 Other
## 194 32 10 319.00 5 4 4 Other
## 195 317 14 783.50 2 5 5 Other
## 196 202 8 153.95 4 4 3 Other
## 197 276 1 179.00 3 1 3 Other
## 198 657 3 196.00 1 2 3 Other
## 199 141 8 236.00 4 4 3 Other
## 200 292 1 68.00 2 1 2 Other
## 201 53 23 582.45 5 5 5 Best Customers
## 202 73 2 108.50 4 2 2 Other
## 203 139 15 608.50 4 5 5 Other
## 204 847 4 117.00 1 3 2 Other
## 205 633 3 89.95 1 2 2 Other
## 206 334 2 0.00 2 2 1 Other
## 207 200 5 132.00 4 3 3 Other
## 208 181 3 137.50 4 2 3 Other
## 209 770 3 165.90 1 2 3 Other
## 210 172 12 368.85 4 4 4 Loyal Customers
## 211 575 2 50.00 1 2 1 Other
## 212 32 1 25.00 5 1 1 Other
## 213 633 1 39.50 1 1 1 Lost Customers
## 214 266 1 34.00 3 1 1 Other
## 215 284 7 236.00 2 4 3 Other
## 216 273 8 475.00 3 4 4 Other
## 217 294 1 39.50 2 1 1 Other
## 218 51 7 200.95 5 4 3 Other
## 219 44 13 879.50 5 5 5 Best Customers
## 220 34 7 142.30 5 4 3 Other
## 221 24 1 35.00 5 1 1 Other
## 222 263 2 83.00 3 2 2 Other
## 223 399 2 39.50 2 2 1 Other
## 224 273 1 45.00 3 1 1 Other
## 225 11 20 961.85 5 5 5 Best Customers
## 226 293 15 679.50 2 5 5 Other
## 227 270 11 353.00 3 4 4 Other
## 228 604 5 82.40 1 3 2 Other
## 229 435 1 39.50 2 1 1 Other
## 230 235 28 1377.20 3 5 5 Other
## 231 20 14 425.00 5 5 4 Other
## 232 273 3 117.00 3 2 2 Other
## 233 264 3 148.50 3 2 3 Other
## 234 598 7 271.00 1 4 4 Other
## 235 450 11 218.60 2 4 3 Other
## 236 9 9 520.95 5 4 4 Other
## 237 292 4 206.50 2 3 3 Other
## 238 898 2 153.00 1 2 3 Other
## 239 249 3 103.00 3 2 2 Other
## 240 129 32 1655.95 4 5 5 Other
## 241 238 1 49.00 3 1 1 Other
## 242 347 2 248.00 2 2 4 Other
## 243 124 29 1177.60 4 5 5 Other
## 244 800 1 38.00 1 1 1 Lost Customers
## 245 666 2 79.00 1 2 2 Other
## 246 487 2 92.00 2 2 2 Other
## 247 23 51 1505.60 5 5 5 Best Customers
## 248 426 8 285.90 2 4 4 Other
## 249 858 1 49.00 1 1 1 Lost Customers
## 250 65 30 1044.90 4 5 5 Other
## 251 270 3 294.00 3 2 4 Other
## 252 321 1 59.00 2 1 2 Other
## 253 119 4 141.00 4 3 3 Other
## 254 388 1 35.00 2 1 1 Other
## 255 116 6 365.50 4 3 4 Other
## 256 51 40 1719.45 5 5 5 Best Customers
## 257 620 9 218.30 1 4 3 Other
## 258 437 8 241.45 2 4 4 Other
## 259 240 1 39.00 3 1 1 Other
## 260 340 2 78.00 2 2 2 Other
## 261 233 18 863.25 3 5 5 Other
## 262 78 1 0.00 4 1 1 Other
## 263 633 1 25.00 1 1 1 Lost Customers
## 264 265 7 343.00 3 4 4 Other
## 265 256 1 239.00 3 1 4 Other
## 266 167 1 55.00 4 1 1 Other
## 267 282 2 39.50 2 2 1 Other
## 268 583 1 34.95 1 1 1 Lost Customers
## 269 591 3 257.00 1 2 4 Other
## 270 696 2 118.00 1 2 2 Other
## 271 276 3 106.00 3 2 2 Other
## 272 48 4 156.00 5 3 3 Other
## 273 34 3 57.00 5 2 1 Other
## 274 188 3 60.95 4 2 2 Other
## 275 191 44 1356.95 4 5 5 Other
## 276 23 3 128.90 5 2 3 Other
## 277 273 3 138.00 3 2 3 Other
## 278 48 1 12.95 5 1 1 Other
## 279 139 8 368.45 4 4 4 Loyal Customers
## 280 45 19 609.95 5 5 5 Best Customers
## 281 6 10 433.00 5 4 4 Other
## 282 289 11 409.85 2 4 4 Other
## 283 105 10 639.00 4 4 5 Other
## 284 65 45 2242.90 4 5 5 Other
## 285 633 2 60.00 1 2 2 Other
## 286 786 4 119.95 1 3 2 Other
## 287 27 1 35.00 5 1 1 Other
## 288 15 40 1696.70 5 5 5 Best Customers
## 289 694 1 12.50 1 1 1 Lost Customers
## 290 8 40 1145.95 5 5 5 Best Customers
## 291 73 27 650.45 4 5 5 Other
## 292 175 2 66.50 4 2 2 Other
## 293 768 1 32.00 1 1 1 Lost Customers
## 294 217 1 71.20 3 1 2 Other
## 295 521 2 50.00 2 2 1 Other
## 296 323 15 535.00 2 5 5 Other
## 297 756 1 39.50 1 1 1 Lost Customers
## 298 63 9 213.35 5 4 3 Other
## 299 47 14 369.90 5 5 4 Other
## 300 84 51 2502.30 4 5 5 Other
## 301 766 1 65.00 1 1 2 Other
## 302 549 10 597.45 2 4 5 Other
## 303 263 1 20.00 3 1 1 Other
## 304 268 1 54.00 3 1 1 Other
## 305 300 3 113.95 2 2 2 Other
## 306 286 10 314.35 2 4 4 Other
## 307 262 3 48.00 3 2 1 Other
## 308 346 1 34.95 2 1 1 Other
## 309 142 1 29.00 4 1 1 Other
## 310 435 2 40.00 2 2 1 Other
## 311 47 19 780.15 5 5 5 Best Customers
## 312 103 10 248.35 4 4 4 Loyal Customers
## 313 788 3 109.00 1 2 2 Other
## 314 646 1 69.00 1 1 2 Other
## 315 568 2 157.00 2 2 3 Other
## 316 826 2 75.00 1 2 2 Other
## 317 208 2 64.00 3 2 2 Other
## 318 109 15 681.00 4 5 5 Other
## 319 69 10 1144.95 4 4 5 Other
## 320 707 1 35.00 1 1 1 Lost Customers
## 321 5 6 315.90 5 3 4 Other
## 322 277 2 78.00 3 2 2 Other
## 323 558 1 89.00 2 1 2 Other
## 324 258 3 187.50 3 2 3 Other
## 325 29 2 30.00 5 2 1 Other
## 326 368 4 133.00 2 3 3 Other
## 327 19 29 1388.95 5 5 5 Best Customers
## 328 208 1 90.00 3 1 2 Other
## 329 906 2 44.00 1 2 1 Other
## 330 320 3 116.50 2 2 2 Other
## 331 658 3 130.50 1 2 3 Other
## 332 72 42 2002.95 4 5 5 Other
## 333 661 1 26.50 1 1 1 Lost Customers
## 334 265 3 87.00 3 2 2 Other
## 335 14 43 2223.45 5 5 5 Best Customers
## 336 282 3 96.50 2 2 2 Other
## 337 530 4 125.20 2 3 3 Other
## 338 61 35 1962.30 5 5 5 Best Customers
## 339 139 4 105.90 4 3 2 Other
## 340 655 5 129.75 1 3 3 Other
## 341 686 2 139.00 1 2 3 Other
## 342 431 5 115.30 2 3 2 Other
## 343 244 14 697.45 3 5 5 Other
## 344 266 3 107.00 3 2 2 Other
## 345 275 1 45.00 3 1 1 Other
## 346 15 10 553.40 5 4 5 Other
## 347 764 2 54.00 1 2 1 Other
## 348 329 4 268.00 2 3 4 Other
## 349 265 5 282.50 3 3 4 Other
## 350 90 18 667.24 4 5 5 Other
## 351 100 15 721.15 4 5 5 Other
## 352 393 6 373.95 2 3 4 Other
## 353 364 27 857.90 2 5 5 Other
## 354 14 11 215.90 5 4 3 Other
## 355 37 6 281.50 5 3 4 Other
## 356 8 32 2876.94 5 5 5 Best Customers
## 357 260 6 488.00 3 3 4 Other
## 358 248 5 149.30 3 3 3 Potential Loyalists
## 359 389 3 79.00 2 2 2 Other
## 360 460 2 42.00 2 2 1 Other
## 361 386 5 211.45 2 3 3 Other
## 362 262 16 810.90 3 5 5 Other
## 363 632 2 39.95 1 2 1 Other
## 364 10 20 1087.15 5 5 5 Best Customers
## 365 33 4 57.95 5 3 1 Other
## 366 601 1 74.00 1 1 2 Other
## 367 263 5 166.50 3 3 3 Potential Loyalists
## 368 258 17 622.80 3 5 5 Other
## 369 287 1 59.00 2 1 2 Other
## 370 289 6 208.50 2 3 3 Other
## 371 599 6 626.00 1 3 5 Other
## 372 144 3 106.00 4 2 2 Other
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## 825 246 5 180.95 3 3 3 Potential Loyalists
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## 858 43 23 1175.40 5 5 5 Best Customers
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## 920 20 4 161.00 5 3 3 Other
## 921 651 2 59.00 1 2 2 Other
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## 925 936 1 79.00 1 1 2 Other
## 926 89 19 894.90 4 5 5 Other
## 927 25 21 727.50 5 5 5 Best Customers
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## 943 370 5 228.75 2 3 3 Other
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## 947 268 2 56.00 3 2 1 Other
## 948 967 1 24.95 1 1 1 Lost Customers
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## 953 949 1 69.95 1 1 2 Other
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## 956 340 3 27.15 2 2 1 Other
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## 959 271 3 139.00 3 2 3 Other
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## 971 284 1 89.00 2 1 2 Other
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## 976 547 4 125.00 2 3 3 Other
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## 1022 347 2 16.00 2 2 1 Other
## 1023 835 3 109.00 1 2 2 Other
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## 1030 956 1 89.00 1 1 2 Other
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## 1055 354 2 114.50 2 2 2 Other
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## 1063 266 4 207.50 3 3 3 Potential Loyalists
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## 1066 264 18 637.45 3 5 5 Other
## 1067 213 2 108.00 3 2 2 Other
## 1068 636 8 425.00 1 4 4 Other
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## 1090 271 3 144.00 3 2 3 Other
## 1091 260 5 196.00 3 3 3 Potential Loyalists
## 1092 101 1 19.95 4 1 1 Other
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## 1109 69 6 186.80 4 3 3 Other
## 1110 871 1 79.00 1 1 2 Other
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## 1115 15 29 834.30 5 5 5 Best Customers
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## 1143 5 1 28.00 5 1 1 Other
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## 1148 376 2 88.00 2 2 2 Other
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## 1156 288 1 69.00 2 1 2 Other
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## 1180 62 41 1562.35 5 5 5 Best Customers
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## 1184 48 31 2115.80 5 5 5 Best Customers
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## 1199 922 3 74.50 1 2 2 Other
## 1200 31 5 132.00 5 3 3 Other
## 1201 260 1 155.00 3 1 3 Other
## 1202 274 4 184.50 3 3 3 Potential Loyalists
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## 1204 144 3 138.00 4 2 3 Other
## 1205 279 1 49.50 2 1 1 Other
## 1206 270 2 154.00 3 2 3 Other
## 1207 139 1 0.00 4 1 1 Other
## 1208 249 7 242.40 3 4 4 Other
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## 1210 20 33 822.35 5 5 5 Best Customers
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## 1212 128 2 20.00 4 2 1 Other
## 1213 408 8 219.90 2 4 3 Other
## 1214 66 3 79.85 4 2 2 Other
## 1215 13 26 972.05 5 5 5 Best Customers
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## 1220 49 11 470.40 5 4 4 Other
## 1221 181 7 241.45 4 4 4 Loyal Customers
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## 1226 364 3 191.00 2 2 3 Other
## 1227 39 19 752.25 5 5 5 Best Customers
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## 1230 147 1 59.00 4 1 2 Other
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## 1233 403 4 79.00 2 3 2 Other
## 1234 297 9 410.00 2 4 4 Other
## 1235 152 8 357.50 4 4 4 Loyal Customers
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## 1237 41 25 966.85 5 5 5 Best Customers
## 1238 297 3 74.90 2 2 2 Other
## 1239 37 16 973.45 5 5 5 Best Customers
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## 1243 294 1 46.00 2 1 1 Other
## 1244 271 1 44.00 3 1 1 Other
## 1245 261 2 0.00 3 2 1 Other
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## 1249 28 4 175.00 5 3 3 Other
## 1250 265 1 39.50 3 1 1 Other
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## 1256 275 1 29.50 3 1 1 Other
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## 1259 265 5 181.00 3 3 3 Potential Loyalists
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## 1263 751 3 76.95 1 2 2 Other
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## 1274 440 26 1196.00 2 5 5 Other
## 1275 166 7 233.00 4 4 3 Other
## 1276 631 3 142.00 1 2 3 Other
## 1277 46 18 559.20 5 5 5 Best Customers
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## 1279 754 2 95.50 1 2 2 Other
## 1280 429 2 72.00 2 2 2 Other
## 1281 912 4 90.00 1 3 2 Other
## 1282 40 9 290.00 5 4 4 Other
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## 1286 331 1 40.00 2 1 1 Other
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## 1289 313 3 99.00 2 2 2 Other
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## 1292 533 1 48.00 2 1 1 Other
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## 1294 99 25 1011.50 4 5 5 Other
## 1295 579 1 30.00 1 1 1 Lost Customers
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## 1297 61 26 898.45 5 5 5 Best Customers
## 1298 349 2 39.50 2 2 1 Other
## 1299 35 7 328.50 5 4 4 Other
## 1300 80 10 382.40 4 4 4 Loyal Customers
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## 1304 662 3 189.00 1 2 3 Other
## 1305 293 14 492.90 2 5 4 Other
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## 1309 631 1 0.00 1 1 1 Lost Customers
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## 1312 66 21 658.80 4 5 5 Other
## 1313 626 2 84.00 1 2 2 Other
## 1314 263 1 68.00 3 1 2 Other
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## 1323 267 1 29.00 3 1 1 Other
## 1324 474 8 884.95 2 4 5 Other
## 1325 202 4 345.00 4 3 4 Other
## 1326 275 2 76.00 3 2 2 Other
## 1327 70 4 74.80 4 3 2 Other
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## 1329 352 10 406.00 2 4 4 Other
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## 1332 756 1 30.00 1 1 1 Lost Customers
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## 1335 258 1 49.00 3 1 1 Other
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## 1337 214 1 90.00 3 1 2 Other
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## 1339 91 12 394.85 4 4 4 Loyal Customers
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## 1341 34 5 129.00 5 3 3 Other
## 1342 265 2 88.50 3 2 2 Other
## 1343 264 4 166.50 3 3 3 Potential Loyalists
## 1344 361 3 134.00 2 2 3 Other
## 1345 618 7 200.90 1 4 3 Other
## 1346 330 7 167.55 2 4 3 Other
## 1347 136 2 27.00 4 2 1 Other
## 1348 289 2 64.50 2 2 2 Other
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## 1352 719 2 84.50 1 2 2 Other
## 1353 5 2 39.50 5 2 1 Other
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## 1355 6 23 819.40 5 5 5 Best Customers
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## 1359 15 11 795.50 5 4 5 Other
## 1360 124 1 110.00 4 1 2 Other
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## 1365 875 1 32.00 1 1 1 Lost Customers
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## 1377 56 3 58.00 5 2 1 Other
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## 1379 966 1 129.00 1 1 3 Other
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## 1382 283 1 36.00 2 1 1 Other
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## 1385 2 53 2270.39 5 5 5 Best Customers
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## 1388 188 20 1594.35 4 5 5 Other
## 1389 182 2 93.95 4 2 2 Other
## 1390 255 8 301.85 3 4 4 Other
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## 1392 64 11 473.95 5 4 4 Other
## 1393 263 5 273.95 3 3 4 Other
## 1394 46 3 101.50 5 2 2 Other
## 1395 267 4 141.00 3 3 3 Potential Loyalists
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## 1397 273 1 39.00 3 1 1 Other
## 1398 628 1 89.00 1 1 2 Other
## 1399 77 12 306.30 4 4 4 Loyal Customers
## 1400 630 4 103.85 1 3 2 Other
## 1401 91 8 336.00 4 4 4 Loyal Customers
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## 1404 959 1 38.00 1 1 1 Lost Customers
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## 1408 259 1 34.00 3 1 1 Other
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## 1416 548 1 69.00 2 1 2 Other
## 1417 268 2 74.50 3 2 2 Other
## 1418 396 3 246.50 2 2 4 Other
## 1419 275 6 183.50 3 3 3 Potential Loyalists
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## 1421 77 11 647.00 4 4 5 Other
## 1422 71 5 211.95 4 3 3 Other
## 1423 426 2 64.90 2 2 2 Other
## 1424 87 11 388.25 4 4 4 Loyal Customers
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## 1426 16 5 84.75 5 3 2 Other
## 1427 538 15 3182.00 2 5 5 Other
## 1428 215 2 56.00 3 2 1 Other
## 1429 269 1 29.00 3 1 1 Other
## 1430 20 10 370.84 5 4 4 Other
## 1431 173 32 1155.80 4 5 5 Other
## 1432 282 3 101.00 2 2 2 Other
## 1433 9 48 2378.50 5 5 5 Best Customers
## 1434 113 7 823.00 4 4 5 Other
## 1435 141 26 897.95 4 5 5 Other
## 1436 513 13 715.50 2 5 5 Other
## 1437 377 2 109.00 2 2 2 Other
## 1438 317 4 189.00 2 3 3 Other
## 1439 443 5 259.00 2 3 4 Other
## 1440 31 38 1019.75 5 5 5 Best Customers
## 1441 659 1 129.00 1 1 3 Other
## 1442 117 12 556.00 4 4 5 Other
## 1443 27 11 231.15 5 4 3 Other
## 1444 60 28 1017.50 5 5 5 Best Customers
## 1445 30 35 1288.40 5 5 5 Best Customers
## 1446 85 5 147.45 4 3 3 Other
## 1447 141 1 34.00 4 1 1 Other
## 1448 816 6 194.40 1 3 3 Other
## 1449 234 42 2274.00 3 5 5 Other
## 1450 54 53 1492.20 5 5 5 Best Customers
## 1451 272 14 840.00 3 5 5 Other
## 1452 848 4 147.00 1 3 3 Other
## 1453 189 7 943.95 4 4 5 Other
## 1454 10 4 70.50 5 3 2 Other
## 1455 4 12 265.75 5 4 4 Other
## 1456 93 15 565.95 4 5 5 Other
## 1457 264 5 202.00 3 3 3 Potential Loyalists
## 1458 22 14 273.85 5 5 4 Other
## 1459 2 7 322.90 5 4 4 Other
## 1460 633 3 127.00 1 2 3 Other
## 1461 366 2 29.90 2 2 1 Other
## 1462 45 3 83.50 5 2 2 Other
## 1463 168 14 466.95 4 5 4 Other
## 1464 134 14 481.30 4 5 4 Other
## 1465 91 23 1337.80 4 5 5 Other
## 1466 680 1 68.00 1 1 2 Other
## 1467 129 6 351.95 4 3 4 Other
## 1468 49 28 1123.19 5 5 5 Best Customers
## 1469 670 1 99.00 1 1 2 Other
## 1470 688 3 122.50 1 2 3 Other
## 1471 262 5 158.00 3 3 3 Potential Loyalists
## 1472 772 7 151.40 1 4 3 Other
## 1473 750 1 56.00 1 1 1 Lost Customers
## 1474 18 5 176.50 5 3 3 Other
## 1475 271 1 44.00 3 1 1 Other
## 1476 280 2 78.00 2 2 2 Other
## 1477 3 7 475.85 5 4 4 Other
## 1478 590 2 116.00 1 2 2 Other
## 1479 6 4 178.50 5 3 3 Other
## 1480 281 1 25.00 2 1 1 Other
## 1481 227 3 126.95 3 2 3 Other
## 1482 651 1 0.00 1 1 1 Lost Customers
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## 1484 254 2 54.00 3 2 1 Other
## 1485 215 4 412.90 3 3 4 Other
## 1486 15 18 1187.65 5 5 5 Best Customers
## 1487 110 19 879.00 4 5 5 Other
## 1488 755 2 36.90 1 2 1 Other
## 1489 394 8 129.85 2 4 3 Other
## 1490 5 15 740.50 5 5 5 Best Customers
## 1491 293 10 876.00 2 4 5 Other
## 1492 210 4 138.00 3 3 3 Potential Loyalists
## 1493 108 5 172.90 4 3 3 Other
## 1494 668 4 1046.00 1 3 5 Other
## 1495 31 13 583.00 5 5 5 Best Customers
## 1496 281 8 315.95 2 4 4 Other
## 1497 590 1 59.50 1 1 2 Other
## 1498 193 1 29.50 4 1 1 Other
## 1499 124 1 59.00 4 1 2 Other
## 1500 623 2 129.00 1 2 3 Other
## 1501 171 4 117.00 4 3 2 Other
## 1502 51 16 540.35 5 5 5 Best Customers
## 1503 24 26 1025.95 5 5 5 Best Customers
## 1504 339 11 331.50 2 4 4 Other
## 1505 624 1 0.00 1 1 1 Lost Customers
## 1506 265 1 49.00 3 1 1 Other
## 1507 162 7 261.95 4 4 4 Loyal Customers
## 1508 274 5 173.00 3 3 3 Potential Loyalists
## 1509 398 3 86.00 2 2 2 Other
## 1510 163 44 1768.55 4 5 5 Other
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## 1512 173 9 299.35 4 4 4 Loyal Customers
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## 1515 99 10 328.00 4 4 4 Loyal Customers
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## 1517 100 2 41.90 4 2 1 Other
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## 1545 9 18 652.00 5 5 5 Best Customers
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## 1579 273 1 79.00 3 1 2 Other
## 1580 60 21 634.85 5 5 5 Best Customers
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## 1598 447 1 36.00 2 1 1 Other
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## 1605 187 7 354.00 4 4 4 Loyal Customers
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## 1609 261 4 182.00 3 3 3 Potential Loyalists
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## 1611 117 2 49.00 4 2 1 Other
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## 1614 127 29 986.50 4 5 5 Other
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## 1622 2 31 1122.35 5 5 5 Best Customers
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## 1638 68 7 329.35 4 4 4 Loyal Customers
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## 1640 54 43 1537.25 5 5 5 Best Customers
## 1641 49 27 1339.90 5 5 5 Best Customers
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## 1652 94 7 425.00 4 4 4 Loyal Customers
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## 1655 644 2 78.00 1 2 2 Other
## 1656 925 2 52.00 1 2 1 Other
## 1657 239 2 80.50 3 2 2 Other
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## 1660 255 5 190.40 3 3 3 Potential Loyalists
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## 1662 3 21 912.30 5 5 5 Best Customers
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## 1664 228 11 501.90 3 4 4 Other
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## 1675 658 6 170.05 1 3 3 Other
## 1676 311 6 240.00 2 3 4 Other
## 1677 168 2 125.00 4 2 3 Other
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## 1680 272 2 109.00 3 2 2 Other
## 1681 219 3 113.00 3 2 2 Other
## 1682 81 9 1105.00 4 4 5 Other
## 1683 133 7 262.00 4 4 4 Loyal Customers
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## 1685 49 10 444.85 5 4 4 Other
## 1686 108 2 65.00 4 2 2 Other
## 1687 551 2 123.50 2 2 3 Other
## 1688 46 2 258.00 5 2 4 Other
## 1689 381 3 10.00 2 2 1 Other
## 1690 5 26 1149.40 5 5 5 Best Customers
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## 1692 458 5 215.50 2 3 3 Other
## 1693 564 3 111.00 2 2 2 Other
## 1694 61 9 572.00 5 4 5 Other
## 1695 269 2 119.50 3 2 2 Other
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## 1699 11 105 4944.85 5 5 5 Best Customers
## 1700 267 25 1721.35 3 5 5 Other
## 1701 20 9 303.50 5 4 4 Other
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## 1703 22 2 64.45 5 2 2 Other
## 1704 759 1 39.50 1 1 1 Lost Customers
## 1705 330 3 74.00 2 2 2 Other
## 1706 696 1 39.50 1 1 1 Lost Customers
## 1707 576 1 49.00 1 1 1 Lost Customers
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## 1709 873 1 25.00 1 1 1 Lost Customers
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## 1727 395 3 74.50 2 2 2 Other
## 1728 886 2 51.00 1 2 1 Other
## 1729 11 62 3420.45 5 5 5 Best Customers
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## 1732 137 3 302.00 4 2 4 Other
## 1733 42 2 39.50 5 2 1 Other
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## 1735 41 47 2213.35 5 5 5 Best Customers
## 1736 300 3 237.50 2 2 3 Other
## 1737 61 7 210.90 5 4 3 Other
## 1738 47 17 753.90 5 5 5 Best Customers
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## 1740 633 1 22.50 1 1 1 Lost Customers
## 1741 324 1 20.00 2 1 1 Other
## 1742 279 3 123.00 2 2 3 Other
## 1743 6 29 1198.15 5 5 5 Best Customers
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## 1745 101 13 487.75 4 5 4 Other
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## 1748 96 8 359.50 4 4 4 Loyal Customers
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## 1750 66 28 1117.25 4 5 5 Other
## 1751 21 24 1018.80 5 5 5 Best Customers
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## 1753 46 3 64.90 5 2 2 Other
## 1754 132 1 20.00 4 1 1 Other
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## 1757 260 1 189.00 3 1 3 Other
## 1758 29 8 250.90 5 4 4 Other
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## 1760 84 19 594.20 4 5 5 Other
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## 1762 242 7 308.75 3 4 4 Other
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## 1764 270 3 99.00 3 2 2 Other
## 1765 255 17 591.55 3 5 5 Other
## 1766 204 2 98.50 4 2 2 Other
## 1767 66 12 323.95 4 4 4 Loyal Customers
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## 1770 271 2 83.95 3 2 2 Other
## 1771 323 11 480.00 2 4 4 Other
## 1772 940 1 169.00 1 1 3 Other
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## 1776 135 1 79.00 4 1 2 Other
## 1777 754 1 60.00 1 1 2 Other
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## 1779 16 42 2330.05 5 5 5 Best Customers
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## 1781 419 1 15.00 2 1 1 Other
## 1782 7 1 49.00 5 1 1 Other
## 1783 181 24 740.15 4 5 5 Other
## 1784 138 11 425.95 4 4 4 Loyal Customers
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## 1786 266 2 66.00 3 2 2 Other
## 1787 560 3 111.90 2 2 2 Other
## 1788 203 14 1094.50 4 5 5 Other
## 1789 478 1 89.00 2 1 2 Other
## 1790 269 4 121.45 3 3 3 Potential Loyalists
## 1791 137 2 68.00 4 2 2 Other
## 1792 922 1 199.00 1 1 3 Other
## 1793 164 6 170.40 4 3 3 Other
## 1794 167 9 408.95 4 4 4 Loyal Customers
## 1795 499 9 346.95 2 4 4 Other
## 1796 308 12 305.20 2 4 4 Other
## 1797 57 2 47.00 5 2 1 Other
## 1798 678 2 79.00 1 2 2 Other
## 1799 648 1 44.00 1 1 1 Lost Customers
## 1800 607 1 56.00 1 1 1 Lost Customers
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## 1804 620 3 85.50 1 2 2 Other
## 1805 261 1 45.00 3 1 1 Other
## 1806 571 1 29.00 2 1 1 Other
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## 1811 258 4 166.50 3 3 3 Potential Loyalists
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## 1813 19 3 79.00 5 2 2 Other
## 1814 26 11 248.15 5 4 4 Other
## 1815 205 11 833.00 4 4 5 Other
## 1816 40 6 230.90 5 3 3 Other
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## 1818 255 2 68.00 3 2 2 Other
## 1819 108 1 45.00 4 1 1 Other
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## 1822 892 1 34.00 1 1 1 Lost Customers
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## 1824 383 2 125.00 2 2 3 Other
## 1825 19 3 64.50 5 2 2 Other
## 1826 280 6 287.50 2 3 4 Other
## 1827 320 5 292.00 2 3 4 Other
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## 1833 20 2 39.50 5 2 1 Other
## 1834 262 1 36.00 3 1 1 Other
## 1835 294 3 167.00 2 2 3 Other
## 1836 444 9 248.00 2 4 4 Other
## 1837 7 24 801.10 5 5 5 Best Customers
## 1838 226 12 318.85 3 4 4 Other
## 1839 469 1 20.00 2 1 1 Other
## 1840 84 22 1254.40 4 5 5 Other
## 1841 28 3 202.00 5 2 3 Other
## 1842 963 3 183.50 1 2 3 Other
## 1843 28 2 39.50 5 2 1 Other
## 1844 69 6 235.85 4 3 3 Other
## 1845 24 8 275.50 5 4 4 Other
## 1846 109 10 471.95 4 4 4 Loyal Customers
## 1847 147 10 486.00 4 4 4 Loyal Customers
## 1848 144 21 1000.05 4 5 5 Other
## 1849 639 2 150.00 1 2 3 Other
## 1850 754 2 54.95 1 2 1 Other
## 1851 344 1 75.00 2 1 2 Other
## 1852 19 18 1094.00 5 5 5 Best Customers
## 1853 492 2 53.50 2 2 1 Other
## 1854 50 10 712.40 5 4 5 Other
## 1855 145 41 1910.30 4 5 5 Other
## 1856 881 2 74.50 1 2 2 Other
## 1857 837 1 300.00 1 1 4 Other
## 1858 699 1 95.00 1 1 2 Other
## 1859 212 3 214.50 3 2 3 Other
## 1860 752 2 98.00 1 2 2 Other
## 1861 901 1 39.00 1 1 1 Lost Customers
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## 1863 56 33 2003.05 5 5 5 Best Customers
## 1864 264 2 24.00 3 2 1 Other
## 1865 674 3 132.00 1 2 3 Other
## 1866 44 27 830.25 5 5 5 Best Customers
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## 1868 681 6 210.95 1 3 3 Other
## 1869 14 31 892.85 5 5 5 Best Customers
## 1870 267 2 83.95 3 2 2 Other
## 1871 721 7 267.50 1 4 4 Other
## 1872 191 2 267.00 4 2 4 Other
## 1873 265 3 96.00 3 2 2 Other
## 1874 693 4 75.00 1 3 2 Other
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## 1876 166 22 970.50 4 5 5 Other
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## 1880 172 2 56.50 4 2 1 Other
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## 1882 137 14 470.50 4 5 4 Other
## 1883 270 4 266.50 3 3 4 Other
## 1884 625 2 31.45 1 2 1 Other
## 1885 135 2 27.50 4 2 1 Other
## 1886 259 8 262.00 3 4 4 Other
## 1887 256 1 56.00 3 1 1 Other
## 1888 57 19 647.65 5 5 5 Best Customers
## 1889 388 9 318.00 2 4 4 Other
## 1890 283 6 192.50 2 3 3 Other
## 1891 264 3 79.40 3 2 2 Other
## 1892 253 7 304.90 3 4 4 Other
## 1893 85 7 436.00 4 4 4 Loyal Customers
## 1894 337 1 34.00 2 1 1 Other
## 1895 597 2 65.00 1 2 2 Other
## 1896 202 6 210.00 4 3 3 Other
## 1897 24 3 149.00 5 2 3 Other
## 1898 610 3 218.00 1 2 3 Other
## 1899 433 2 44.90 2 2 1 Other
## 1900 82 14 782.95 4 5 5 Other
## 1901 598 4 118.50 1 3 2 Other
## 1902 637 1 149.00 1 1 3 Other
## 1903 157 7 329.00 4 4 4 Loyal Customers
## 1904 204 15 547.75 4 5 5 Other
## 1905 820 3 19.45 1 2 1 Other
## 1906 141 7 213.00 4 4 3 Other
## 1907 267 3 81.90 3 2 2 Other
## 1908 56 24 1909.95 5 5 5 Best Customers
## 1909 106 17 518.70 4 5 4 Other
## 1910 267 18 703.40 3 5 5 Other
## 1911 271 1 59.00 3 1 2 Other
## 1912 192 1 89.00 4 1 2 Other
## 1913 231 1 34.00 3 1 1 Other
## 1914 271 2 117.00 3 2 2 Other
## 1915 143 18 989.90 4 5 5 Other
## 1916 270 1 44.00 3 1 1 Other
## 1917 270 2 318.00 3 2 4 Other
## 1918 39 4 145.50 5 3 3 Other
## 1919 302 2 51.00 2 2 1 Other
## 1920 540 1 79.00 2 1 2 Other
## 1921 59 28 1292.60 5 5 5 Best Customers
## 1922 140 1 59.00 4 1 2 Other
## 1923 7 3 49.50 5 2 1 Other
## 1924 280 1 44.00 2 1 1 Other
## 1925 144 1 39.95 4 1 1 Other
## 1926 780 4 128.95 1 3 3 Other
## 1927 307 3 112.50 2 2 2 Other
## 1928 215 12 749.80 3 4 5 Other
## 1929 634 3 163.00 1 2 3 Other
## 1930 10 6 441.50 5 3 4 Other
## 1931 347 2 39.50 2 2 1 Other
## 1932 386 8 513.90 2 4 4 Other
## 1933 321 1 29.50 2 1 1 Other
## 1934 908 2 70.00 1 2 2 Other
## 1935 329 2 52.00 2 2 1 Other
## 1936 419 6 187.95 2 3 3 Other
## 1937 363 6 184.50 2 3 3 Other
## 1938 391 1 44.00 2 1 1 Other
## 1939 217 3 282.00 3 2 4 Other
## 1940 775 1 12.50 1 1 1 Lost Customers
## 1941 2 18 710.90 5 5 5 Best Customers
## 1942 198 2 43.45 4 2 1 Other
## 1943 275 11 429.50 3 4 4 Other
## 1944 42 2 43.50 5 2 1 Other
## 1945 140 20 681.95 4 5 5 Other
## 1946 182 1 49.00 4 1 1 Other
## 1947 622 2 47.00 1 2 1 Other
## 1948 30 10 330.05 5 4 4 Other
## 1949 6 2 33.00 5 2 1 Other
## 1950 269 1 29.00 3 1 1 Other
## 1951 101 10 326.85 4 4 4 Loyal Customers
## 1952 524 12 550.50 2 4 5 Other
## 1953 184 1 23.00 4 1 1 Other
## 1954 186 16 808.85 4 5 5 Other
## 1955 534 5 184.00 2 3 3 Other
## 1956 250 7 295.00 3 4 4 Other
## 1957 54 5 197.00 5 3 3 Other
## 1958 354 10 227.50 2 4 3 Other
## 1959 17 1 56.00 5 1 1 Other
## 1960 177 2 78.00 4 2 2 Other
## 1961 198 1 22.00 4 1 1 Other
## 1962 50 39 1827.85 5 5 5 Best Customers
## 1963 50 17 645.00 5 5 5 Best Customers
## 1964 260 10 661.40 3 4 5 Other
## 1965 68 33 1109.70 4 5 5 Other
## 1966 682 5 152.00 1 3 3 Other
## 1967 8 63 1951.55 5 5 5 Best Customers
## 1968 909 1 219.00 1 1 3 Other
## 1969 280 1 35.00 2 1 1 Other
## 1970 168 19 952.40 4 5 5 Other
## 1971 49 4 212.90 5 3 3 Other
## 1972 177 4 12.98 4 3 1 Other
## 1973 67 16 351.20 4 5 4 Other
## 1974 414 1 40.00 2 1 1 Other
## 1975 63 5 113.95 5 3 2 Other
## 1976 282 1 40.00 2 1 1 Other
## 1977 578 9 543.90 1 4 5 Other
## 1978 192 1 39.00 4 1 1 Other
## 1979 274 1 49.00 3 1 1 Other
## 1980 208 9 312.45 3 4 4 Other
## 1981 272 8 466.90 3 4 4 Other
## 1982 299 12 254.95 2 4 4 Other
## 1983 118 2 73.00 4 2 2 Other
## 1984 242 8 379.95 3 4 4 Other
## 1985 649 1 44.00 1 1 1 Lost Customers
## 1986 262 3 79.50 3 2 2 Other
## 1987 16 4 113.50 5 3 2 Other
## 1988 246 3 92.50 3 2 2 Other
## 1989 845 1 24.00 1 1 1 Lost Customers
## 1990 868 1 0.00 1 1 1 Lost Customers
## 1991 201 11 426.50 4 4 4 Loyal Customers
## 1992 655 3 187.00 1 2 3 Other
## 1993 695 2 52.95 1 2 1 Other
## 1994 270 14 681.55 3 5 5 Other
## 1995 237 2 158.50 3 2 3 Other
## 1996 96 4 116.00 4 3 2 Other
## 1997 649 1 60.00 1 1 2 Other
## 1998 272 12 548.45 3 4 5 Other
## 1999 262 1 69.00 3 1 2 Other
## 2000 259 2 78.50 3 2 2 Other
## 2001 271 3 233.00 3 2 3 Other
## 2002 619 3 158.00 1 2 3 Other
## 2003 255 2 0.00 3 2 1 Other
## 2004 362 1 56.00 2 1 1 Other
## 2005 727 3 83.50 1 2 2 Other
## 2006 483 3 83.00 2 2 2 Other
## 2007 267 9 325.85 3 4 4 Other
## 2008 259 1 36.00 3 1 1 Other
## 2009 256 1 0.00 3 1 1 Other
## 2010 720 1 42.50 1 1 1 Lost Customers
## 2011 296 2 72.00 2 2 2 Other
## 2012 321 4 103.50 2 3 2 Other
## 2013 628 4 126.00 1 3 3 Other
## 2014 127 18 1147.80 4 5 5 Other
## 2015 266 3 88.00 3 2 2 Other
## 2016 44 28 1231.30 5 5 5 Best Customers
## 2017 10 6 122.00 5 3 3 Other
## 2018 325 28 626.15 2 5 5 Other
## 2019 183 3 91.50 4 2 2 Other
## 2020 793 7 874.00 1 4 5 Other
## 2021 184 3 68.00 4 2 2 Other
## 2022 38 5 341.00 5 3 4 Other
## 2023 357 8 271.95 2 4 4 Other
## 2024 633 1 19.00 1 1 1 Lost Customers
## 2025 254 4 128.50 3 3 3 Potential Loyalists
## 2026 124 35 2181.50 4 5 5 Other
## 2027 24 24 794.40 5 5 5 Best Customers
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## 2029 196 3 307.50 4 2 4 Other
## 2030 8 2 121.00 5 2 3 Other
## 2031 256 15 445.95 3 5 4 Other
## 2032 329 1 29.95 2 1 1 Other
## 2033 20 57 2478.30 5 5 5 Best Customers
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## 2035 644 12 591.50 1 4 5 Other
## 2036 266 1 129.00 3 1 3 Other
## 2037 755 1 39.50 1 1 1 Lost Customers
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## 2039 38 9 345.00 5 4 4 Other
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## 2041 672 3 108.95 1 2 2 Other
## 2042 67 8 180.40 4 4 3 Other
## 2043 275 2 71.50 3 2 2 Other
## 2044 764 2 55.95 1 2 1 Other
## 2045 22 5 522.00 5 3 4 Other
## 2046 253 3 23.25 3 2 1 Other
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## 2049 503 5 212.50 2 3 3 Other
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## 2051 37 13 237.20 5 5 3 Other
## 2052 639 2 97.00 1 2 2 Other
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## 2054 284 1 59.00 2 1 2 Other
## 2055 114 5 104.00 4 3 2 Other
## 2056 414 9 309.30 2 4 4 Other
## 2057 68 25 1236.70 4 5 5 Other
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## 2062 266 3 78.50 3 2 2 Other
## 2063 145 16 573.45 4 5 5 Other
## 2064 259 3 228.00 3 2 3 Other
## 2065 633 1 38.00 1 1 1 Lost Customers
## 2066 56 7 253.00 5 4 4 Other
## 2067 274 4 135.00 3 3 3 Potential Loyalists
## 2068 32 23 741.45 5 5 5 Best Customers
## 2069 622 6 260.00 1 3 4 Other
## 2070 724 2 98.95 1 2 2 Other
## 2071 282 5 119.95 2 3 2 Other
## 2072 169 11 452.50 4 4 4 Loyal Customers
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## 2074 117 13 758.40 4 5 5 Other
## 2075 659 1 34.00 1 1 1 Lost Customers
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## 2078 159 3 85.00 4 2 2 Other
## 2079 264 15 448.30 3 5 4 Other
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## 2081 687 1 49.00 1 1 1 Lost Customers
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## 2275 262 5 254.00 3 3 4 Other
## 2276 15 2 50.00 5 2 1 Other
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## 2434 720 1 29.50 1 1 1 Lost Customers
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## 2472 282 1 99.00 2 1 2 Other
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## 2482 270 5 218.00 3 3 3 Potential Loyalists
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## 2512 73 17 718.10 4 5 5 Other
## 2513 944 1 30.00 1 1 1 Lost Customers
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## 2516 236 4 212.00 3 3 3 Potential Loyalists
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## 2518 441 3 132.00 2 2 3 Other
## 2519 267 5 191.00 3 3 3 Potential Loyalists
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## 2521 62 61 2371.85 5 5 5 Best Customers
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## 2523 271 4 105.00 3 3 2 Other
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## 2525 30 18 1047.45 5 5 5 Best Customers
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## 2536 395 2 0.00 2 2 1 Other
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## 2542 393 6 124.40 2 4 3 Other
## 2543 11 27 862.95 5 5 5 Best Customers
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## 2560 177 1 34.50 4 1 1 Other
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## 2562 193 7 252.00 4 4 4 Loyal Customers
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## 2569 27 84 3215.10 5 5 5 Best Customers
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## 2574 121 24 654.10 4 5 5 Other
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## 2584 11 14 665.95 5 5 5 Best Customers
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## 2589 145 9 311.90 4 4 4 Loyal Customers
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## 2601 285 4 274.00 2 3 4 Other
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## 2610 7 185 6334.95 5 5 5 Best Customers
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## 2620 51 9 439.00 5 4 4 Other
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## 2622 102 9 349.35 4 4 4 Loyal Customers
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## 2624 245 3 85.00 3 2 2 Other
## 2625 664 1 74.00 1 1 2 Other
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## 2633 275 3 228.00 3 2 3 Other
## 2634 82 13 801.75 4 5 5 Other
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## 2636 58 19 1044.80 5 5 5 Best Customers
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## 2833 262 5 173.00 3 3 3 Potential Loyalists
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## 2909 59 17 738.80 5 5 5 Best Customers
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## 2930 58 14 720.30 5 5 5 Best Customers
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## 2983 145 12 485.00 4 4 4 Loyal Customers
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## 3009 379 1 22.00 2 1 1 Other
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## 3035 168 7 281.95 4 4 4 Loyal Customers
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## 3046 229 4 144.50 3 3 3 Potential Loyalists
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## 3048 269 1 34.00 3 1 1 Other
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## 3130 261 1 39.00 3 1 1 Other
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## 3137 262 1 24.00 3 1 1 Other
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## 3178 386 1 89.95 2 1 2 Other
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## 3189 23 2 44.50 5 2 1 Other
## 3190 233 4 107.75 3 3 2 Other
## 3191 645 1 48.00 1 1 1 Lost Customers
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## 3194 637 1 29.00 1 1 1 Lost Customers
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## 3197 543 2 92.00 2 2 2 Other
## 3198 214 3 149.50 3 2 3 Other
## 3199 353 1 0.00 2 1 1 Other
## 3200 268 4 151.00 3 3 3 Potential Loyalists
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## 4476 719 1 99.00 1 1 2 Other
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## 4491 265 10 403.95 3 4 4 Other
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## 4543 827 2 19.00 1 2 1 Other
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## 4546 259 1 69.00 3 1 2 Other
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## 4575 99 8 266.90 4 4 4 Loyal Customers
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## 4577 261 5 183.00 3 3 3 Potential Loyalists
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## 4579 751 1 79.00 1 1 2 Other
## 4580 763 2 70.00 1 2 2 Other
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## 4584 23 5 198.00 5 3 3 Other
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## 4586 266 3 137.95 3 3 3 Potential Loyalists
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## 4588 667 7 282.00 1 4 4 Other
## 4589 630 2 76.00 1 2 2 Other
## 4590 36 4 188.95 5 3 3 Other
## 4591 228 4 93.80 3 3 2 Other
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## 4600 611 2 103.95 1 2 2 Other
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## 4605 269 3 132.50 3 3 3 Potential Loyalists
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## 4659 640 3 80.00 1 3 2 Other
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## 4684 267 4 208.00 3 3 3 Potential Loyalists
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## 4701 48 18 895.00 5 5 5 Best Customers
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## 4709 37 38 1682.20 5 5 5 Best Customers
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## 4712 66 7 471.90 4 4 4 Loyal Customers
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## 4779 930 2 74.00 1 2 2 Other
## 4780 14 15 640.40 5 5 5 Best Customers
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## 4815 26 2 109.95 5 2 2 Other
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## 4817 114 10 464.25 4 4 4 Loyal Customers
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## 4823 113 13 493.65 4 5 4 Other
## 4824 306 2 121.95 2 2 3 Other
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## 4837 255 1 34.00 3 1 1 Other
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## 4846 88 6 187.40 4 4 3 Other
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## 4848 223 1 16.00 3 1 1 Other
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## 4853 8 3 73.00 5 3 2 Other
## 4854 266 2 88.00 3 2 2 Other
## 4855 950 1 49.50 1 1 1 Lost Customers
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## 4858 19 49 2428.50 5 5 5 Best Customers
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## 4860 6 37 1667.95 5 5 5 Best Customers
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## 4862 122 22 1179.75 4 5 5 Other
## 4863 265 2 61.50 3 2 2 Other
## 4864 284 2 39.50 2 2 1 Other
## 4865 8 7 178.95 5 4 3 Other
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## 4868 271 4 75.50 3 3 2 Other
## 4869 644 1 88.00 1 1 2 Other
## 4870 951 3 79.00 1 3 2 Other
## 4871 26 26 828.00 5 5 5 Best Customers
## 4872 405 8 219.45 2 4 3 Other
## 4873 683 1 35.00 1 1 1 Lost Customers
## 4874 265 4 191.00 3 3 3 Potential Loyalists
## 4875 28 77 1057.80 5 5 5 Best Customers
## 4876 29 56 5293.50 5 5 5 Best Customers
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## 5435 686 5 139.50 1 3 3 Other
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## 5437 551 4 193.40 2 3 3 Other
## 5438 23 57 1864.70 5 5 5 Best Customers
## 5439 303 6 177.75 2 4 3 Other
## 5440 28 15 597.00 5 5 5 Best Customers
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## 5443 271 1 29.50 3 1 1 Other
## 5444 329 10 431.50 2 4 4 Other
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## 5447 271 1 24.00 3 1 1 Other
## 5448 346 14 448.00 2 5 4 Other
## 5449 98 12 583.95 4 4 5 Other
## 5450 425 5 131.85 2 3 3 Other
## 5451 122 10 426.30 4 4 4 Loyal Customers
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## 5454 119 17 489.50 4 5 4 Other
## 5455 658 3 97.00 1 3 2 Other
## 5456 103 19 1782.50 4 5 5 Other
## 5457 439 1 34.00 2 1 1 Other
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## 5459 520 8 284.00 2 4 4 Other
## 5460 614 1 49.50 1 1 1 Lost Customers
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## 5462 144 1 66.00 4 1 2 Other
## 5463 85 13 418.30 4 5 4 Other
## 5464 291 1 24.00 2 1 1 Other
## 5465 183 11 372.25 4 4 4 Loyal Customers
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## 5467 280 7 268.50 2 4 4 Other
## 5468 641 1 35.00 1 1 1 Lost Customers
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## 5470 18 16 624.69 5 5 5 Best Customers
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## 5472 301 7 166.00 2 4 3 Other
## 5473 223 2 163.00 3 2 3 Other
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## 5476 645 2 88.95 1 2 2 Other
## 5477 449 6 206.00 2 4 3 Other
## 5478 282 16 608.35 2 5 5 Other
## 5479 273 3 168.00 3 3 3 Potential Loyalists
## 5480 266 1 29.00 3 1 1 Other
## 5481 928 1 17.00 1 1 1 Lost Customers
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## 5483 260 4 152.00 3 3 3 Potential Loyalists
## 5484 394 1 35.00 2 1 1 Other
## 5485 620 2 91.00 1 2 2 Other
## 5486 254 1 0.00 3 1 1 Other
## 5487 64 31 1535.15 5 5 5 Best Customers
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## 5489 447 1 14.95 2 1 1 Other
## 5490 866 11 444.00 1 4 4 Other
## 5491 718 2 224.00 1 2 3 Other
## 5492 557 6 316.95 2 4 4 Other
## 5493 492 2 199.00 2 2 3 Other
## 5494 257 1 0.00 3 1 1 Other
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## 5497 7 37 1175.20 5 5 5 Best Customers
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## 5514 580 2 56.00 1 2 1 Other
## 5515 100 3 130.00 4 3 3 Other
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## 5517 219 5 186.85 3 3 3 Potential Loyalists
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## 5519 107 14 564.00 4 5 5 Other
## 5520 281 6 209.50 2 4 3 Other
## 5521 6 5 545.00 5 3 5 Other
## 5522 249 18 917.70 3 5 5 Other
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## 5524 662 1 39.00 1 1 1 Lost Customers
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## 5526 608 6 170.95 1 4 3 Other
## 5527 128 7 265.65 4 4 4 Loyal Customers
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## 5529 872 2 69.00 1 2 2 Other
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## 5531 20 6 317.00 5 4 4 Other
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## 5536 75 13 462.70 4 5 4 Other
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## 5538 12 7 139.00 5 4 3 Other
## 5539 922 1 25.00 1 1 1 Lost Customers
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## 5541 2 70 2697.00 5 5 5 Best Customers
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## 5543 154 5 228.50 4 3 3 Other
## 5544 669 1 69.00 1 1 2 Other
## 5545 205 1 29.50 4 1 1 Other
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## 5547 67 21 914.10 4 5 5 Other
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## 5549 303 1 30.00 2 1 1 Other
## 5550 244 2 198.00 3 2 3 Other
## 5551 57 77 2434.35 5 5 5 Best Customers
## 5552 31 15 711.50 5 5 5 Best Customers
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## 5557 603 1 56.00 1 1 1 Lost Customers
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## 5559 33 19 470.73 5 5 4 Other
## 5560 45 8 345.00 5 4 4 Other
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## 5563 970 2 118.00 1 2 2 Other
## 5564 42 1 59.90 5 1 2 Other
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## 5567 283 2 74.00 2 2 2 Other
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## 5570 368 1 49.00 2 1 1 Other
## 5571 68 18 1175.95 4 5 5 Other
## 5572 265 5 253.50 3 3 4 Other
## 5573 40 30 1561.05 5 5 5 Best Customers
## 5574 245 1 44.00 3 1 1 Other
## 5575 62 20 936.60 5 5 5 Best Customers
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## 5580 940 3 403.00 1 3 4 Other
## 5581 485 1 0.00 2 1 1 Other
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## 5583 198 5 281.00 4 3 4 Other
## 5584 268 1 59.00 3 1 2 Other
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## 5589 2 8 289.00 5 4 4 Other
## 5590 122 8 387.50 4 4 4 Loyal Customers
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## 5593 266 17 378.65 3 5 4 Other
## 5594 294 1 34.00 2 1 1 Other
## 5595 922 2 58.00 1 2 2 Other
## 5596 17 23 909.40 5 5 5 Best Customers
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## 5602 70 34 1018.60 4 5 5 Other
## 5603 469 6 247.95 2 4 4 Other
## 5604 112 2 106.00 4 2 2 Other
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## 5606 25 1 15.00 5 1 1 Other
## 5607 222 6 495.00 3 4 4 Other
## 5608 611 4 160.00 1 3 3 Other
## 5609 11 4 137.50 5 3 3 Other
## 5610 20 18 419.79 5 5 4 Other
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## 5614 178 18 835.90 4 5 5 Other
## 5615 78 5 103.90 4 3 2 Other
## 5616 318 5 102.00 2 3 2 Other
## 5617 54 33 1039.05 5 5 5 Best Customers
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## 5623 534 2 50.95 2 2 1 Other
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## 5625 473 3 92.95 2 3 2 Other
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## 5632 818 2 44.95 1 2 1 Other
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## 5636 360 2 118.00 2 2 2 Other
## 5637 247 8 175.45 3 4 3 Other
## 5638 206 7 574.00 4 4 5 Other
## 5639 96 11 310.00 4 4 4 Loyal Customers
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## 5642 381 3 158.90 2 3 3 Other
## 5643 649 8 798.99 1 4 5 Other
## 5644 35 64 2140.49 5 5 5 Best Customers
## 5645 276 3 66.50 3 3 2 Other
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## 5647 653 1 69.00 1 1 2 Other
## 5648 233 31 1456.00 3 5 5 Other
## 5649 956 1 65.00 1 1 2 Other
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## 5652 531 6 218.95 2 4 3 Other
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## 5654 657 1 69.00 1 1 2 Other
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## 5662 7 9 598.00 5 4 5 Other
## 5663 645 2 66.50 1 2 2 Other
## 5664 613 8 405.90 1 4 4 Other
## 5665 253 4 220.00 3 3 3 Potential Loyalists
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## 5667 508 2 34.00 2 2 1 Other
## 5668 176 16 1034.95 4 5 5 Other
## 5669 69 27 759.10 4 5 5 Other
## 5670 305 2 168.00 2 2 3 Other
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## 5674 264 2 59.00 3 2 2 Other
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## 5676 91 10 437.50 4 4 4 Loyal Customers
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## 5678 258 7 357.00 3 4 4 Other
## 5679 45 3 76.95 5 3 2 Other
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## 5681 565 2 33.90 2 2 1 Other
## 5682 66 45 1802.20 4 5 5 Other
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## 5687 208 8 269.85 3 4 4 Other
## 5688 13 4 137.50 5 3 3 Other
## 5689 265 6 491.00 3 4 4 Other
## 5690 629 7 307.00 1 4 4 Other
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## 5703 257 1 39.50 3 1 1 Other
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## 5705 7 6 128.00 5 4 3 Other
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## 5707 292 2 46.00 2 2 1 Other
## 5708 238 5 219.00 3 3 3 Potential Loyalists
## 5709 229 4 127.50 3 3 3 Potential Loyalists
## 5710 530 3 94.50 2 3 2 Other
## 5711 270 1 48.00 3 1 1 Other
## 5712 839 8 194.95 1 4 3 Other
## 5713 412 2 83.90 2 2 2 Other
## 5714 10 1 49.00 5 1 1 Other
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## 5718 28 32 1496.65 5 5 5 Best Customers
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## 5730 196 8 248.80 4 4 4 Loyal Customers
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## 5734 260 4 112.50 3 3 2 Other
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## 5736 92 27 757.25 4 5 5 Other
## 5737 23 64 2579.40 5 5 5 Best Customers
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## 5742 56 13 427.95 5 5 4 Other
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## 5744 64 28 1196.00 5 5 5 Best Customers
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## 5752 106 4 101.25 4 3 2 Other
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## 5754 223 2 45.00 3 2 1 Other
## 5755 7 50 2112.45 5 5 5 Best Customers
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## 5757 47 10 362.50 5 4 4 Other
## 5758 801 1 0.00 1 1 1 Lost Customers
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## 5760 264 5 177.50 3 3 3 Potential Loyalists
## 5761 276 1 23.50 3 1 1 Other
## 5762 97 1 40.00 4 1 1 Other
## 5763 22 46 2405.00 5 5 5 Best Customers
## 5764 792 1 24.00 1 1 1 Lost Customers
## 5765 629 1 32.00 1 1 1 Lost Customers
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## 5768 4 2 134.00 5 2 3 Other
## 5769 18 1 0.00 5 1 1 Other
## 5770 268 1 44.00 3 1 1 Other
## 5771 1 26 1043.50 5 5 5 Best Customers
## 5772 30 47 1393.45 5 5 5 Best Customers
## 5773 836 1 49.00 1 1 1 Lost Customers
## 5774 247 9 121.65 3 4 3 Other
## 5775 264 3 56.50 3 3 1 Other
## 5776 476 9 321.85 2 4 4 Other
## 5777 41 7 374.40 5 4 4 Other
## 5778 30 19 820.15 5 5 5 Best Customers
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## 5780 144 1 29.50 4 1 1 Other
## 5781 703 2 79.00 1 2 2 Other
## 5782 77 10 366.50 4 4 4 Loyal Customers
## 5783 629 1 0.00 1 1 1 Lost Customers
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## 5785 235 2 170.00 3 2 3 Other
## 5786 110 7 290.00 4 4 4 Loyal Customers
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## 5788 270 4 162.45 3 3 3 Potential Loyalists
## 5789 265 1 49.50 3 1 1 Other
## 5790 266 8 413.00 3 4 4 Other
## 5791 264 1 31.00 3 1 1 Other
## 5792 701 2 98.00 1 2 2 Other
## 5793 270 1 75.00 3 1 2 Other
## 5794 90 7 451.50 4 4 4 Loyal Customers
## 5795 432 19 1120.85 2 5 5 Other
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## 5797 4 1 44.00 5 1 1 Other
## 5798 70 6 307.00 4 4 4 Loyal Customers
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## 5800 123 9 333.50 4 4 4 Loyal Customers
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## 5803 384 7 347.00 2 4 4 Other
## 5804 304 9 263.00 2 4 4 Other
## 5805 281 7 597.50 2 4 5 Other
## 5806 92 4 119.00 4 3 2 Other
## 5807 12 15 642.30 5 5 5 Best Customers
## 5808 707 2 34.00 1 2 1 Other
## 5809 265 3 125.45 3 3 3 Potential Loyalists
## 5810 266 1 74.00 3 1 2 Other
## 5811 36 14 494.50 5 5 4 Other
## 5812 970 1 69.00 1 1 2 Other
## 5813 276 10 464.50 3 4 4 Other
## 5814 391 16 543.80 2 5 5 Other
## 5815 143 4 195.00 4 3 3 Other
## 5816 33 14 722.95 5 5 5 Best Customers
## 5817 68 6 183.90 4 4 3 Other
## 5818 25 52 1636.65 5 5 5 Best Customers
## 5819 631 9 232.40 1 4 3 Other
## 5820 962 1 69.00 1 1 2 Other
## 5821 163 49 2375.45 4 5 5 Other
## 5822 85 6 250.95 4 4 4 Loyal Customers
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## 5824 562 3 103.00 2 3 2 Other
## 5825 45 1 12.00 5 1 1 Other
## 5826 408 5 225.40 2 3 3 Other
## 5827 148 9 649.00 4 4 5 Other
## 5828 704 2 103.00 1 2 2 Other
## 5829 13 75 2605.35 5 5 5 Best Customers
## 5830 726 3 199.95 1 3 3 Other
## 5831 137 3 101.00 4 3 2 Other
## 5832 236 16 403.50 3 5 4 Other
## 5833 35 77 2024.80 5 5 5 Best Customers
## 5834 131 17 399.25 4 5 4 Other
## 5835 80 17 616.75 4 5 5 Other
## 5836 51 1 24.00 5 1 1 Other
## 5837 95 15 954.45 4 5 5 Other
## 5838 100 12 732.00 4 4 5 Other
## 5839 123 7 334.45 4 4 4 Loyal Customers
## 5840 174 8 303.45 4 4 4 Loyal Customers
## 5841 45 29 1042.00 5 5 5 Best Customers
## 5842 157 3 113.95 4 3 2 Other
## 5843 846 6 171.00 1 4 3 Other
## 5844 211 2 154.00 3 2 3 Other
## 5845 824 12 194.50 1 4 3 Other
## 5846 646 2 134.00 1 2 3 Other
## 5847 210 10 651.95 3 4 5 Other
## 5848 69 21 855.95 4 5 5 Other
## 5849 318 2 49.95 2 2 1 Other
## 5850 268 1 10.00 3 1 1 Other
## 5851 969 1 19.00 1 1 1 Lost Customers
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## 5853 674 1 39.00 1 1 1 Lost Customers
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## 5855 6 2 85.00 5 2 2 Other
## 5856 641 2 93.50 1 2 2 Other
## 5857 629 2 98.00 1 2 2 Other
## 5858 72 7 249.00 4 4 4 Loyal Customers
## 5859 57 33 1260.25 5 5 5 Best Customers
## 5860 114 24 1232.40 4 5 5 Other
## 5861 40 2 39.50 5 2 1 Other
## 5862 179 12 509.90 4 4 4 Loyal Customers
## 5863 632 2 59.00 1 2 2 Other
## 5864 97 3 34.00 4 3 1 Other
## 5865 224 3 116.00 3 3 2 Other
## 5866 193 8 348.00 4 4 4 Loyal Customers
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## 5868 51 1 23.00 5 1 1 Other
## 5869 710 3 21.00 1 3 1 Other
## 5870 282 3 113.50 2 3 2 Other
## 5871 183 11 458.00 4 4 4 Loyal Customers
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## 5873 300 3 99.50 2 3 2 Other
## 5874 759 1 59.00 1 1 2 Other
## 5875 25 42 1209.40 5 5 5 Best Customers
## 5876 771 2 39.00 1 2 1 Other
## 5877 206 23 984.35 4 5 5 Other
## 5878 44 11 183.60 5 4 3 Other
## 5879 791 2 98.95 1 2 2 Other
## 5880 261 1 22.00 3 1 1 Other
## 5881 280 2 119.00 2 2 2 Other
## 5882 774 1 79.00 1 1 2 Other
## 5883 67 18 581.40 4 5 5 Other
## 5884 261 7 295.00 3 4 4 Other
## 5885 259 3 134.00 3 3 3 Potential Loyalists
## 5886 741 3 87.00 1 3 2 Other
## 5887 364 2 141.00 2 2 3 Other
## 5888 308 5 470.00 2 3 4 Other
## 5889 350 3 317.00 2 3 4 Other
## 5890 85 33 1418.70 4 5 5 Other
## 5891 28 16 861.95 5 5 5 Best Customers
## 5892 263 4 276.00 3 3 4 Other
## 5893 372 2 39.50 2 2 1 Other
## 5894 11 5 339.85 5 3 4 Other
## 5895 289 3 148.00 2 3 3 Other
## 5896 319 7 722.80 2 4 5 Other
## 5897 836 1 25.00 1 1 1 Lost Customers
## 5898 276 14 388.30 3 5 4 Other
## 5899 187 1 18.00 4 1 1 Other
## 5900 89 12 495.50 4 4 4 Loyal Customers
## 5901 17 7 142.50 5 4 3 Other
## 5902 319 7 400.85 2 4 4 Other
## 5903 642 1 29.00 1 1 1 Lost Customers
## 5904 32 13 696.30 5 5 5 Best Customers
## 5905 266 1 19.95 3 1 1 Other
## 5906 921 1 22.50 1 1 1 Lost Customers
## 5907 256 4 686.00 3 3 5 Other
## 5908 212 1 46.95 3 1 1 Other
## 5909 8 27 954.30 5 5 5 Best Customers
## 5910 121 27 1425.35 4 5 5 Other
## 5911 248 33 1347.95 3 5 5 Other
## 5912 269 2 51.00 3 2 1 Other
## 5913 965 2 58.50 1 2 2 Other
## 5914 30 2 99.50 5 2 2 Other
## 5915 71 9 179.70 4 4 3 Other
## 5916 290 10 367.40 2 4 4 Other
## 5917 642 1 31.00 1 1 1 Lost Customers
## 5918 286 13 492.45 2 5 4 Other
## 5919 509 1 0.00 2 1 1 Other
## 5920 794 2 63.95 1 2 2 Other
## 5921 484 4 141.00 2 3 3 Other
## 5922 23 19 489.10 5 5 4 Other
## 5923 1 8 235.45 5 4 3 Other
## 5924 271 3 160.00 3 3 3 Potential Loyalists
## 5925 156 4 142.00 4 3 3 Other
## 5926 252 39 1014.40 3 5 5 Other
## 5927 63 9 289.25 5 4 4 Other
## 5928 41 2 57.50 5 2 1 Other
## 5929 31 8 221.75 5 4 3 Other
## 5930 134 27 1133.00 4 5 5 Other
## 5931 59 31 1107.30 5 5 5 Best Customers
## 5932 21 15 679.95 5 5 5 Best Customers
## 5933 620 1 45.00 1 1 1 Lost Customers
## 5934 292 3 132.00 2 3 3 Other
## 5935 30 3 197.00 5 3 3 Other
## 5936 84 14 693.90 4 5 5 Other
## 5937 62 1 19.95 5 1 1 Other
## 5938 130 25 1141.75 4 5 5 Other
## 5939 647 3 77.50 1 3 2 Other
## 5940 61 27 1114.75 5 5 5 Best Customers
## 5941 633 2 42.00 1 2 1 Other
## 5942 271 5 147.00 3 3 3 Potential Loyalists
## 5943 311 3 137.45 2 3 3 Other
## 5944 652 2 141.00 1 2 3 Other
## 5945 193 3 152.50 4 3 3 Other
## 5946 259 3 412.50 3 3 4 Other
## 5947 128 9 677.85 4 4 5 Other
## 5948 244 6 267.45 3 4 4 Other
## 5949 187 2 64.00 4 2 2 Other
## 5950 11 4 135.25 5 3 3 Other
## 5951 273 4 325.95 3 3 4 Other
## 5952 266 2 69.00 3 2 2 Other
## 5953 48 23 1518.75 5 5 5 Best Customers
## 5954 3 14 584.50 5 5 5 Best Customers
## 5955 12 3 158.00 5 3 3 Other
## 5956 965 1 24.95 1 1 1 Lost Customers
## 5957 76 18 1481.30 4 5 5 Other
## 5958 15 7 195.95 5 4 3 Other
## 5959 209 7 250.95 3 4 4 Other
## 5960 425 5 144.40 2 3 3 Other
## 5961 531 1 79.00 2 1 2 Other
## 5962 629 3 197.00 1 3 3 Other
## 5963 16 74 2483.55 5 5 5 Best Customers
## 5964 42 2 37.50 5 2 1 Other
## 5965 631 3 615.00 1 3 5 Other
## 5966 89 23 833.00 4 5 5 Other
## 5967 189 27 1171.25 4 5 5 Other
## 5968 847 1 119.00 1 1 2 Other
## 5969 3 1 119.00 5 1 2 Other
## 5970 70 2 203.00 4 2 3 Other
## 5971 294 2 99.00 2 2 2 Other
## 5972 371 1 50.00 2 1 1 Other
## 5973 150 2 148.50 4 2 3 Other
## 5974 23 7 252.00 5 4 4 Other
## 5975 971 1 149.00 1 1 3 Other
## 5976 107 19 1106.90 4 5 5 Other
## 5977 41 19 570.20 5 5 5 Best Customers
## 5978 247 1 69.95 3 1 2 Other
## 5979 208 1 29.00 3 1 1 Other
## 5980 22 20 564.25 5 5 5 Best Customers
## 5981 266 5 191.00 3 3 3 Potential Loyalists
## 5982 627 1 0.00 1 1 1 Lost Customers
## 5983 958 7 208.15 1 4 3 Other
## 5984 264 3 148.90 3 3 3 Potential Loyalists
## 5985 769 4 103.40 1 3 2 Other
## 5986 90 1 29.00 4 1 1 Other
## 5987 175 18 2573.75 4 5 5 Other
## 5988 646 2 79.25 1 2 2 Other
## 5989 19 12 376.50 5 4 4 Other
## 5990 261 1 29.00 3 1 1 Other
## 5991 184 23 989.20 4 5 5 Other
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## 6497 261 2 44.00 3 2 1 Other
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## 6503 413 3 118.00 2 3 2 Other
## 6504 151 1 69.00 4 1 2 Other
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## 6540 166 44 1773.40 4 5 5 Other
## 6541 283 4 125.00 2 3 3 Other
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## 6545 750 2 87.50 1 2 2 Other
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## 7175 47 44 2032.00 5 5 5 Best Customers
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## 7180 644 2 88.50 1 2 2 Other
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## 7227 51 25 1056.50 5 5 5 Best Customers
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## 7347 35 2 85.00 5 2 2 Other
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## 7349 537 8 194.65 2 4 3 Other
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## 7353 81 8 285.45 4 4 4 Loyal Customers
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## 7384 294 1 59.00 2 1 2 Other
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## 7386 304 6 300.00 2 4 4 Other
## 7387 2 19 771.70 5 5 5 Best Customers
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## 7398 68 10 252.80 4 4 4 Loyal Customers
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## 7403 117 5 158.00 4 3 3 Other
## 7404 383 2 85.00 2 2 2 Other
## 7405 406 1 69.00 2 1 2 Other
## 7406 255 4 231.50 3 3 3 Potential Loyalists
## 7407 901 8 188.75 1 4 3 Other
## 7408 266 3 188.00 3 3 3 Potential Loyalists
## 7409 756 6 239.50 1 4 4 Other
## 7410 99 1 0.00 4 1 1 Other
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## 7412 287 2 168.00 2 2 3 Other
## 7413 271 2 39.00 3 2 1 Other
## 7414 241 11 438.00 3 4 4 Other
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## 7419 63 5 193.90 5 3 3 Other
## 7420 37 13 372.65 5 5 4 Other
## 7421 271 1 49.00 3 1 1 Other
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## 7444 428 10 631.00 2 4 5 Other
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## 7453 10 7 231.00 5 4 3 Other
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## 7456 52 15 563.35 5 5 5 Best Customers
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## 7460 59 26 942.45 5 5 5 Best Customers
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## 7465 678 8 976.00 1 4 5 Other
## 7466 624 1 44.00 1 1 1 Lost Customers
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## 7472 36 2 58.00 5 2 2 Other
## 7473 663 2 16.00 1 2 1 Other
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## 7476 14 21 1229.50 5 5 5 Best Customers
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## 7479 873 1 30.00 1 1 1 Lost Customers
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## 7498 265 1 69.00 3 1 2 Other
## 7499 272 1 0.00 3 1 1 Other
## 7500 11 7 254.00 5 4 4 Other
## 7501 275 4 142.00 3 3 3 Potential Loyalists
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## 7503 462 4 105.00 2 3 2 Other
## 7504 259 1 39.50 3 1 1 Other
## 7505 100 32 933.15 4 5 5 Other
## 7506 316 6 310.00 2 4 4 Other
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## 7508 259 4 134.50 3 3 3 Potential Loyalists
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## 7528 4 2 184.00 5 2 3 Other
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## 7530 26 14 546.50 5 5 5 Best Customers
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## 7533 606 7 391.35 1 4 4 Other
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## 7541 270 1 95.00 3 1 2 Other
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## 7543 137 8 404.50 4 4 4 Loyal Customers
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## 7545 6 32 1404.50 5 5 5 Best Customers
## 7546 767 1 150.00 1 1 3 Other
## 7547 542 1 39.50 2 1 1 Other
## 7548 272 3 138.90 3 3 3 Potential Loyalists
## 7549 964 2 64.00 1 2 2 Other
## 7550 44 7 165.40 5 4 3 Other
## 7551 252 1 34.00 3 1 1 Other
## 7552 283 4 74.25 2 3 2 Other
## 7553 266 27 631.60 3 5 5 Other
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## 7556 270 2 56.50 3 2 1 Other
## 7557 79 17 793.80 4 5 5 Other
## 7558 246 3 357.00 3 3 4 Other
## 7559 656 1 29.50 1 1 1 Lost Customers
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## 7563 311 1 59.00 2 1 2 Other
## 7564 971 3 63.90 1 3 2 Other
## 7565 167 7 255.45 4 4 4 Loyal Customers
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## 7567 5 3 53.50 5 3 1 Other
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## 7571 303 4 317.00 2 3 4 Other
## 7572 3 17 638.45 5 5 5 Best Customers
## 7573 388 1 45.00 2 1 1 Other
## 7574 274 3 133.00 3 3 3 Potential Loyalists
## 7575 117 3 53.00 4 3 1 Other
## 7576 187 1 75.00 4 1 2 Other
## 7577 621 7 334.00 1 4 4 Other
## 7578 107 4 255.00 4 3 4 Other
## 7579 181 4 167.00 4 3 3 Other
## 7580 40 14 849.45 5 5 5 Best Customers
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## 7582 201 5 248.00 4 3 4 Other
## 7583 397 3 267.00 2 3 4 Other
## 7584 60 10 304.70 5 4 4 Other
## 7585 2 7 508.50 5 4 4 Other
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## 7587 299 1 89.00 2 1 2 Other
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## 7589 47 15 327.55 5 5 4 Other
## 7590 161 5 187.50 4 3 3 Other
## 7591 327 1 59.00 2 1 2 Other
## 7592 258 5 147.00 3 3 3 Potential Loyalists
## 7593 10 117 4168.60 5 5 5 Best Customers
## 7594 91 52 1573.28 4 5 5 Other
## 7595 10 7 206.95 5 4 3 Other
## 7596 12 22 717.80 5 5 5 Best Customers
## 7597 216 1 34.95 3 1 1 Other
## 7598 356 1 19.00 2 1 1 Other
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## 7600 267 2 88.00 3 2 2 Other
## 7601 289 1 89.00 2 1 2 Other
## 7602 13 3 89.00 5 3 2 Other
## 7603 293 1 22.00 2 1 1 Other
## 7604 206 5 250.15 4 3 4 Other
## 7605 668 1 99.00 1 1 2 Other
## 7606 256 1 0.00 3 1 1 Other
## 7607 13 19 609.95 5 5 5 Best Customers
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## 7611 253 2 48.00 3 2 1 Other
## 7612 263 1 59.00 3 1 2 Other
## 7613 632 2 123.00 1 2 3 Other
## 7614 263 1 0.00 3 1 1 Other
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## 7617 270 1 74.00 3 1 2 Other
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## 7619 88 8 456.00 4 4 4 Loyal Customers
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## 7622 37 7 295.45 5 4 4 Other
## 7623 263 2 72.50 3 2 2 Other
## 7624 892 3 65.00 1 3 2 Other
## 7625 282 11 380.00 2 4 4 Other
## 7626 265 3 156.00 3 3 3 Potential Loyalists
## 7627 481 3 94.00 2 3 2 Other
## 7628 908 1 79.00 1 1 2 Other
## 7629 244 10 1042.50 3 4 5 Other
## 7630 65 27 2554.10 5 5 5 Best Customers
## 7631 866 4 176.00 1 3 3 Other
## 7632 8 2 84.00 5 2 2 Other
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## 7635 270 4 314.00 3 3 4 Other
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## 7637 659 3 91.50 1 3 2 Other
## 7638 221 13 444.40 3 5 4 Other
## 7639 264 1 39.50 3 1 1 Other
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## 7641 192 3 182.00 4 3 3 Other
## 7642 710 1 98.00 1 1 2 Other
## 7643 44 19 478.90 5 5 4 Other
## 7644 36 39 2182.05 5 5 5 Best Customers
## 7645 956 2 68.00 1 2 2 Other
## 7646 257 9 438.00 3 4 4 Other
## 7647 753 1 69.00 1 1 2 Other
## 7648 347 4 221.90 2 3 3 Other
## 7649 860 13 685.90 1 5 5 Other
## 7650 219 9 218.00 3 4 3 Other
## 7651 11 27 927.20 5 5 5 Best Customers
## 7652 368 2 39.50 2 2 1 Other
## 7653 30 18 684.95 5 5 5 Best Customers
## 7654 307 9 397.95 2 4 4 Other
## 7655 796 3 41.75 1 3 1 Other
## 7656 287 2 258.00 2 2 4 Other
## 7657 258 2 24.00 3 2 1 Other
## 7658 259 12 657.95 3 5 5 Other
## 7659 128 2 44.00 4 2 1 Other
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## 7661 239 32 1735.05 3 5 5 Other
## 7662 24 9 260.50 5 4 4 Other
## 7663 422 7 535.50 2 4 5 Other
## 7664 782 2 328.00 1 2 4 Other
## 7665 13 1 22.50 5 1 1 Other
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## 8757 214 4 267.00 3 3 4 Other
## 8758 636 2 93.00 1 2 2 Other
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## 8762 503 5 251.45 2 3 4 Other
## 8763 185 3 93.00 4 3 2 Other
## 8764 52 1 47.00 5 1 1 Other
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## 8768 9 16 712.75 5 5 5 Best Customers
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## 8775 190 23 866.70 4 5 5 Other
## 8776 369 1 40.00 2 1 1 Other
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## 8779 265 1 39.00 3 1 1 Other
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## 8784 39 4 89.50 5 3 2 Other
## 8785 681 1 149.00 1 1 3 Other
## 8786 263 15 973.50 3 5 5 Other
## 8787 444 7 325.90 2 4 4 Other
## 8788 38 23 726.20 5 5 5 Best Customers
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## 8791 746 4 142.00 1 3 3 Other
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## 8798 287 2 66.00 2 2 2 Other
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## 8800 297 3 103.50 2 3 2 Other
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## 8804 662 2 108.95 1 2 2 Other
## 8805 135 4 107.50 4 3 2 Other
## 8806 254 1 0.00 3 1 1 Other
## 8807 622 3 174.00 1 3 3 Other
## 8808 24 22 789.50 5 5 5 Best Customers
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## 8824 265 3 130.00 3 3 3 Potential Loyalists
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## 8827 247 2 88.00 3 2 2 Other
## 8828 300 9 378.75 2 4 4 Other
## 8829 634 2 51.00 1 2 1 Other
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## 8831 703 2 74.00 1 2 2 Other
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## 8839 621 4 196.00 1 3 3 Other
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## 8843 17 14 509.35 5 5 4 Other
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## 8848 158 2 28.00 4 2 1 Other
## 8849 12 8 203.50 5 4 3 Other
## 8850 30 4 94.00 5 3 2 Other
## 8851 86 8 300.00 4 4 4 Loyal Customers
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## 8855 935 1 36.00 1 1 1 Lost Customers
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## 8857 622 1 49.50 1 1 1 Lost Customers
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## 8862 264 5 224.00 3 3 3 Potential Loyalists
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## 8865 426 13 533.40 2 5 5 Other
## 8866 263 2 73.50 3 2 2 Other
## 8867 30 20 592.75 5 5 5 Best Customers
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## 8871 265 4 125.00 3 3 3 Potential Loyalists
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## 8873 53 19 525.45 5 5 4 Other
## 8874 420 12 549.40 2 5 5 Other
## 8875 206 12 925.20 4 5 5 Other
## 8876 167 5 239.00 4 3 4 Other
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## 8882 884 2 36.90 1 2 1 Other
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## 8884 659 1 49.00 1 1 1 Lost Customers
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## 8887 259 3 105.00 3 3 2 Other
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## 8889 421 10 314.75 2 4 4 Other
## 8890 285 1 56.00 2 1 1 Other
## 8891 14 11 632.50 5 4 5 Other
## 8892 378 10 380.50 2 4 4 Other
## 8893 272 5 204.50 3 3 3 Potential Loyalists
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## 8895 421 1 59.00 2 1 2 Other
## 8896 298 6 271.50 2 4 4 Other
## 8897 24 36 1018.80 5 5 5 Best Customers
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## 8902 213 3 87.00 3 3 2 Other
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## 8909 35 3 138.00 5 3 3 Other
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## 8936 553 1 99.00 2 1 2 Other
## 8937 267 3 112.00 3 3 2 Other
## 8938 281 3 110.00 2 3 2 Other
## 8939 172 19 850.60 4 5 5 Other
## 8940 88 11 501.95 4 4 4 Loyal Customers
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## 8943 770 1 59.00 1 1 2 Other
## 8944 262 2 38.00 3 2 1 Other
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## 8946 446 8 384.90 2 4 4 Other
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## 8951 73 13 543.75 4 5 5 Other
## 8952 628 8 166.50 1 4 3 Other
## 8953 230 26 1166.50 3 5 5 Other
## 8954 270 11 551.40 3 4 5 Other
## 8955 271 2 63.50 3 2 2 Other
## 8956 69 1 32.00 4 1 1 Other
## 8957 85 1 24.00 4 1 1 Other
## 8958 221 4 122.00 3 3 3 Potential Loyalists
## 8959 74 1 39.00 4 1 1 Other
## 8960 239 10 389.15 3 4 4 Other
## 8961 973 1 169.00 1 1 3 Other
## 8962 281 4 184.00 2 3 3 Other
## 8963 233 1 29.00 3 1 1 Other
## 8964 361 1 26.00 2 1 1 Other
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## 8966 23 2 34.00 5 2 1 Other
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## 8968 265 3 154.00 3 3 3 Potential Loyalists
## 8969 752 1 19.00 1 1 1 Lost Customers
## 8970 262 2 55.00 3 2 1 Other
## 8971 761 1 22.00 1 1 1 Lost Customers
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## 8977 54 2 51.00 5 2 1 Other
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## 8979 114 13 538.50 4 5 5 Other
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## 8983 512 9 353.00 2 4 4 Other
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## 8987 133 5 304.00 4 3 4 Other
## 8988 55 17 662.70 5 5 5 Best Customers
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## 8990 196 2 88.00 4 2 2 Other
## 8991 227 10 316.40 3 4 4 Other
## 8992 267 10 497.00 3 4 4 Other
## 8993 645 1 79.00 1 1 2 Other
## 8994 672 1 100.00 1 1 2 Other
## 8995 284 2 95.95 2 2 2 Other
## 8996 68 3 49.85 4 3 1 Other
## 8997 587 1 49.00 1 1 1 Lost Customers
## 8998 166 8 449.95 4 4 4 Loyal Customers
## 8999 791 7 176.85 1 4 3 Other
## 9000 445 15 636.90 2 5 5 Other
## 9001 797 2 164.00 1 2 3 Other
## 9002 294 3 112.00 2 3 2 Other
## 9003 393 2 39.50 2 2 1 Other
## 9004 268 10 545.00 3 4 5 Other
## 9005 7 20 747.45 5 5 5 Best Customers
## 9006 622 11 243.20 1 4 4 Other
## 9007 210 2 78.00 3 2 2 Other
## 9008 179 6 236.00 4 4 3 Other
## 9009 297 3 139.00 2 3 3 Other
## 9010 758 2 133.00 1 2 3 Other
## 9011 173 13 319.75 4 5 4 Other
## 9012 327 6 144.00 2 4 3 Other
## 9013 104 1 36.00 4 1 1 Other
## 9014 2 22 844.65 5 5 5 Best Customers
## 9015 281 7 227.00 2 4 3 Other
## 9016 69 10 402.50 4 4 4 Loyal Customers
## 9017 671 2 41.50 1 2 1 Other
## 9018 205 4 110.00 4 3 2 Other
## 9019 14 4 321.00 5 3 4 Other
## 9020 265 3 95.00 3 3 2 Other
## 9021 378 7 200.35 2 4 3 Other
## 9022 468 18 601.45 2 5 5 Other
## 9023 2 26 644.25 5 5 5 Best Customers
## 9024 65 29 2227.90 5 5 5 Best Customers
## 9025 629 1 79.00 1 1 2 Other
## 9026 36 51 672.25 5 5 5 Best Customers
## 9027 410 3 75.50 2 3 2 Other
## 9028 45 1 15.00 5 1 1 Other
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## 9030 269 9 215.95 3 4 3 Other
## 9031 270 17 660.90 3 5 5 Other
## 9032 46 7 191.90 5 4 3 Other
## 9033 619 2 34.00 1 2 1 Other
## 9034 295 1 29.00 2 1 1 Other
## 9035 285 7 1002.50 2 4 5 Other
## 9036 297 1 24.00 2 1 1 Other
## 9037 366 8 479.24 2 4 4 Other
## 9038 638 1 39.50 1 1 1 Lost Customers
## 9039 430 3 255.90 2 3 4 Other
## 9040 317 1 99.00 2 1 2 Other
## 9041 763 4 126.95 1 3 3 Other
## 9042 640 1 59.00 1 1 2 Other
## 9043 114 4 52.65 4 3 1 Other
## 9044 214 4 475.00 3 3 4 Other
## 9045 18 3 274.90 5 3 4 Other
## 9046 289 5 538.00 2 3 5 Other
## 9047 79 48 1778.15 4 5 5 Other
## 9048 19 12 503.50 5 5 4 Other
## 9049 62 19 595.35 5 5 5 Best Customers
## 9050 225 1 45.00 3 1 1 Other
## 9051 314 11 369.50 2 4 4 Other
## 9052 622 3 110.00 1 3 2 Other
## 9053 336 1 56.00 2 1 1 Other
## 9054 179 1 59.00 4 1 2 Other
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## 9056 625 13 536.45 1 5 5 Other
## 9057 2 4 236.50 5 3 3 Other
## 9058 298 9 457.00 2 4 4 Other
## 9059 420 6 185.80 2 4 3 Other
## 9060 626 8 246.00 1 4 4 Other
## 9061 258 12 899.45 3 5 5 Other
## 9062 210 29 2142.50 3 5 5 Other
## 9063 264 7 558.00 3 4 5 Other
## 9064 49 50 3227.00 5 5 5 Best Customers
## 9065 2 22 553.24 5 5 5 Best Customers
## 9066 313 12 507.40 2 5 4 Other
## 9067 658 2 59.00 1 2 2 Other
## 9068 915 1 29.00 1 1 1 Lost Customers
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## 9070 259 2 278.00 3 2 4 Other
## 9071 484 7 269.80 2 4 4 Other
## 9072 356 5 435.00 2 3 4 Other
## 9073 58 9 263.40 5 4 4 Other
## 9074 634 1 39.00 1 1 1 Lost Customers
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## 9076 778 1 39.50 1 1 1 Lost Customers
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## 9078 360 1 59.00 2 1 2 Other
## 9079 550 1 25.00 2 1 1 Other
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## 9081 633 4 139.00 1 3 3 Other
## 9082 285 3 148.95 2 3 3 Other
## 9083 99 22 946.00 4 5 5 Other
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## 9085 715 1 39.50 1 1 1 Lost Customers
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## 9087 65 34 1747.75 5 5 5 Best Customers
## 9088 106 33 1441.30 4 5 5 Other
## 9089 53 50 1144.00 5 5 5 Best Customers
## 9090 255 3 121.00 3 3 3 Potential Loyalists
## 9091 279 8 547.00 2 4 5 Other
## 9092 572 2 121.95 2 2 3 Other
## 9093 300 3 103.50 2 3 2 Other
## 9094 223 1 19.95 3 1 1 Other
## 9095 268 6 231.00 3 4 3 Other
## 9096 465 2 41.00 2 2 1 Other
## 9097 5 98 4662.80 5 5 5 Best Customers
## 9098 887 2 67.50 1 2 2 Other
## 9099 278 1 49.00 3 1 1 Other
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## 9101 26 28 1211.45 5 5 5 Best Customers
## 9102 52 1 64.00 5 1 2 Other
## 9103 406 1 32.00 2 1 1 Other
## 9104 269 1 19.00 3 1 1 Other
## 9105 90 4 89.00 4 3 2 Other
## 9106 122 1 69.00 4 1 2 Other
## 9107 635 7 235.45 1 4 3 Other
## 9108 80 10 351.00 4 4 4 Loyal Customers
## 9109 140 1 88.50 4 1 2 Other
## 9110 5 20 947.00 5 5 5 Best Customers
## 9111 276 1 34.00 3 1 1 Other
## 9112 22 25 1335.90 5 5 5 Best Customers
## 9113 790 1 68.00 1 1 2 Other
## 9114 441 5 142.50 2 3 3 Other
## 9115 29 4 143.00 5 3 3 Other
## 9116 34 2 39.50 5 2 1 Other
## 9117 26 5 111.50 5 3 2 Other
## 9118 591 3 109.00 1 3 2 Other
## 9119 263 6 172.90 3 4 3 Other
## 9120 433 1 22.95 2 1 1 Other
## 9121 263 1 39.00 3 1 1 Other
## 9122 170 16 694.65 4 5 5 Other
## 9123 334 4 361.50 2 3 4 Other
## 9124 431 6 312.40 2 4 4 Other
## 9125 595 6 377.95 1 4 4 Other
## 9126 54 10 427.95 5 4 4 Other
## 9127 328 2 59.00 2 2 2 Other
## 9128 71 32 797.75 4 5 5 Other
## 9129 50 6 237.90 5 4 3 Other
## 9130 264 7 425.50 3 4 4 Other
## 9131 268 5 177.00 3 3 3 Potential Loyalists
## 9132 825 1 50.00 1 1 1 Lost Customers
## 9133 222 28 865.15 3 5 5 Other
## 9134 639 3 118.90 1 3 2 Other
## 9135 131 18 876.55 4 5 5 Other
## 9136 48 7 284.00 5 4 4 Other
## 9137 120 9 347.80 4 4 4 Loyal Customers
## 9138 304 2 88.50 2 2 2 Other
## 9139 273 3 141.50 3 3 3 Potential Loyalists
## 9140 206 1 29.00 4 1 1 Other
## 9141 175 10 354.95 4 4 4 Loyal Customers
## 9142 302 4 219.00 2 3 3 Other
## 9143 256 11 505.95 3 4 4 Other
## 9144 294 1 89.00 2 1 2 Other
## 9145 682 1 74.00 1 1 2 Other
## 9146 432 3 93.90 2 3 2 Other
## 9147 252 1 18.00 3 1 1 Other
## 9148 586 3 84.00 1 3 2 Other
## 9149 115 11 736.75 4 4 5 Other
## 9150 75 26 701.20 4 5 5 Other
## 9151 5 5 245.00 5 3 4 Other
## 9152 1 24 963.70 5 5 5 Best Customers
## 9153 284 11 955.00 2 4 5 Other
## 9154 47 2 78.50 5 2 2 Other
## 9155 410 4 196.45 2 3 3 Other
## 9156 289 3 98.00 2 3 2 Other
## 9157 230 34 1256.70 3 5 5 Other
## 9158 963 2 42.00 1 2 1 Other
## 9159 219 4 288.85 3 3 4 Other
## 9160 266 9 399.00 3 4 4 Other
## 9161 380 29 1475.55 2 5 5 Other
## 9162 10 13 476.60 5 5 4 Other
## 9163 176 12 239.85 4 5 4 Other
## 9164 61 43 1565.45 5 5 5 Best Customers
## 9165 254 3 128.90 3 3 3 Potential Loyalists
## 9166 516 5 197.00 2 3 3 Other
## 9167 262 6 219.50 3 4 3 Other
## 9168 817 2 104.00 1 2 2 Other
## 9169 40 5 97.85 5 3 2 Other
## 9170 297 4 244.50 2 3 4 Other
## 9171 151 7 274.00 4 4 4 Loyal Customers
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## 9173 661 1 49.50 1 1 1 Lost Customers
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## 9175 656 4 267.00 1 3 4 Other
## 9176 54 20 1069.50 5 5 5 Best Customers
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## 9180 777 1 25.00 1 1 1 Lost Customers
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## 9183 265 25 654.90 3 5 5 Other
## 9184 319 12 551.50 2 5 5 Other
## 9185 642 1 49.00 1 1 1 Lost Customers
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## 9188 72 6 213.00 4 4 3 Other
## 9189 271 1 45.00 3 1 1 Other
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## 9191 448 4 174.00 2 3 3 Other
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## 9193 249 23 740.40 3 5 5 Other
## 9194 373 4 160.00 2 3 3 Other
## 9195 6 8 587.50 5 4 5 Other
## 9196 314 1 44.00 2 1 1 Other
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## 9198 566 1 59.00 2 1 2 Other
## 9199 513 2 85.00 2 2 2 Other
## 9200 4 22 834.25 5 5 5 Best Customers
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## 9204 657 3 104.00 1 3 2 Other
## 9205 648 1 49.50 1 1 1 Lost Customers
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## 9219 464 5 149.90 2 3 3 Other
## 9220 342 1 24.00 2 1 1 Other
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## 9223 270 1 89.00 3 1 2 Other
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## 9227 897 1 69.00 1 1 2 Other
## 9228 93 7 123.99 4 4 3 Other
## 9229 269 3 197.00 3 3 3 Potential Loyalists
## 9230 300 4 115.50 2 3 2 Other
## 9231 260 7 257.50 3 4 4 Other
## 9232 614 1 29.50 1 1 1 Lost Customers
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## 9234 826 2 99.50 1 2 2 Other
## 9235 143 2 74.50 4 2 2 Other
## 9236 9 3 65.90 5 3 2 Other
## 9237 388 3 70.00 2 3 2 Other
## 9238 269 8 366.00 3 4 4 Other
## 9239 266 11 271.20 3 4 4 Other
## 9240 609 18 1224.00 1 5 5 Other
## 9241 138 19 614.85 4 5 5 Other
## 9242 13 13 621.35 5 5 5 Best Customers
## 9243 38 5 89.00 5 3 2 Other
## 9244 29 2 39.50 5 2 1 Other
## 9245 212 5 394.00 3 3 4 Other
## 9246 620 2 103.00 1 2 2 Other
## 9247 282 6 199.00 2 4 3 Other
## 9248 26 71 1790.67 5 5 5 Best Customers
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## 9250 75 8 224.00 4 4 3 Other
## 9251 37 5 194.95 5 3 3 Other
## 9252 57 13 497.75 5 5 4 Other
## 9253 264 14 664.85 3 5 5 Other
## 9254 230 2 137.00 3 2 3 Other
## 9255 333 1 34.00 2 1 1 Other
## 9256 111 6 250.00 4 4 4 Loyal Customers
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## 9258 258 10 638.00 3 4 5 Other
## 9259 190 4 146.85 4 3 3 Other
## 9260 949 2 132.50 1 2 3 Other
## 9261 31 9 484.85 5 4 4 Other
## 9262 33 1 229.00 5 1 3 Other
## 9263 642 2 84.00 1 2 2 Other
## 9264 893 1 7.00 1 1 1 Lost Customers
## 9265 20 14 611.45 5 5 5 Best Customers
## 9266 350 2 58.95 2 2 2 Other
## 9267 262 13 793.00 3 5 5 Other
## 9268 237 3 187.00 3 3 3 Potential Loyalists
## 9269 185 14 663.90 4 5 5 Other
## 9270 238 16 470.00 3 5 4 Other
## 9271 235 4 236.00 3 3 3 Potential Loyalists
## 9272 256 1 25.00 3 1 1 Other
## 9273 243 10 955.00 3 4 5 Other
## 9274 642 2 39.00 1 2 1 Other
## 9275 626 1 49.00 1 1 1 Lost Customers
## 9276 378 5 209.00 2 3 3 Other
## 9277 287 2 56.95 2 2 1 Other
## 9278 256 8 358.50 3 4 4 Other
## 9279 762 2 53.00 1 2 1 Other
## 9280 433 3 94.85 2 3 2 Other
## 9281 106 2 90.50 4 2 2 Other
## 9282 202 2 88.00 4 2 2 Other
## 9283 270 1 39.00 3 1 1 Other
## 9284 6 3 88.50 5 3 2 Other
## 9285 968 1 34.95 1 1 1 Lost Customers
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## 9287 11 2 58.50 5 2 2 Other
## 9288 273 32 1268.50 3 5 5 Other
## 9289 10 5 132.90 5 3 3 Other
## 9290 725 7 225.00 1 4 3 Other
## 9291 371 3 46.90 2 3 1 Other
## 9292 25 26 592.35 5 5 5 Best Customers
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## 9294 695 1 48.00 1 1 1 Lost Customers
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## 9296 45 9 241.90 5 4 4 Other
## 9297 96 3 30.95 4 3 1 Other
## 9298 443 1 109.00 2 1 2 Other
## 9299 312 3 90.00 2 3 2 Other
## 9300 165 7 223.50 4 4 3 Other
## 9301 275 10 644.95 3 4 5 Other
## 9302 265 6 273.00 3 4 4 Other
## 9303 211 10 442.00 3 4 4 Other
## 9304 644 1 39.00 1 1 1 Lost Customers
## 9305 625 2 91.00 1 2 2 Other
## 9306 26 64 2881.00 5 5 5 Best Customers
## 9307 18 123 4146.35 5 5 5 Best Customers
## 9308 341 2 77.00 2 2 2 Other
## 9309 11 11 546.95 5 4 5 Other
## 9310 638 2 25.50 1 2 1 Other
## 9311 492 15 408.55 2 5 4 Other
## 9312 260 1 17.00 3 1 1 Other
## 9313 244 13 830.45 3 5 5 Other
## 9314 245 1 275.00 3 1 4 Other
## 9315 57 16 655.45 5 5 5 Best Customers
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## 9318 268 15 440.50 3 5 4 Other
## 9319 203 4 158.50 4 3 3 Other
## 9320 153 18 768.00 4 5 5 Other
## 9321 7 78 3942.90 5 5 5 Best Customers
## 9322 83 3 98.00 4 3 2 Other
## 9323 355 14 764.50 2 5 5 Other
## 9324 53 36 957.70 5 5 5 Best Customers
## 9325 625 1 69.50 1 1 2 Other
## 9326 647 1 49.50 1 1 1 Lost Customers
## 9327 43 22 820.00 5 5 5 Best Customers
## 9328 258 12 562.50 3 5 5 Other
## 9329 64 25 855.25 5 5 5 Best Customers
## 9330 51 35 1655.40 5 5 5 Best Customers
## 9331 461 12 507.95 2 5 4 Other
## 9332 297 3 144.95 2 3 3 Other
## 9333 275 1 30.00 3 1 1 Other
## 9334 263 4 157.00 3 3 3 Potential Loyalists
## 9335 266 4 99.00 3 3 2 Other
## 9336 46 27 1355.25 5 5 5 Best Customers
## 9337 537 1 49.00 2 1 1 Other
## 9338 268 6 78.70 3 4 2 Other
## 9339 24 20 1259.30 5 5 5 Best Customers
## 9340 294 2 69.00 2 2 2 Other
## 9341 862 1 38.00 1 1 1 Lost Customers
## 9342 645 11 343.50 1 4 4 Other
## 9343 102 1 49.50 4 1 1 Other
## 9344 145 1 29.00 4 1 1 Other
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## 9346 263 2 66.00 3 2 2 Other
## 9347 141 7 300.45 4 4 4 Loyal Customers
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## 9350 255 1 0.00 3 1 1 Other
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## 9552 68 47 1211.00 4 5 5 Other
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## 9554 264 4 207.95 3 3 3 Potential Loyalists
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## 9556 24 8 535.50 5 4 5 Other
## 9557 294 4 285.00 2 3 4 Other
## 9558 436 2 74.85 2 2 2 Other
## 9559 270 5 234.00 3 3 3 Potential Loyalists
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## 9562 97 2 41.00 4 2 1 Other
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## 9588 499 32 705.55 2 5 5 Other
## 9589 5 13 672.00 5 5 5 Best Customers
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## 9604 272 1 0.00 3 1 1 Other
## 9605 270 2 55.00 3 2 1 Other
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## 9635 268 6 335.00 3 4 4 Other
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## 9658 258 3 182.95 3 3 3 Potential Loyalists
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## 9672 16 30 1509.00 5 5 5 Best Customers
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## 9681 263 2 45.00 3 2 1 Other
## 9682 190 6 366.00 4 4 4 Loyal Customers
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## 9685 303 1 49.50 2 1 1 Other
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## 9687 108 6 360.50 4 4 4 Loyal Customers
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## 9695 653 1 49.00 1 1 1 Lost Customers
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## 9712 401 3 30.95 2 3 1 Other
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## 9719 963 3 121.00 1 3 3 Other
## 9720 124 7 302.00 4 4 4 Loyal Customers
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## 9734 85 40 1389.35 4 5 5 Other
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## 9748 195 1 27.00 4 1 1 Other
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## 9750 918 5 100.50 1 3 2 Other
## 9751 51 27 586.99 5 5 5 Best Customers
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## 9756 656 1 36.00 1 1 1 Lost Customers
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## 9764 256 5 177.95 3 3 3 Potential Loyalists
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## 9766 256 1 29.00 3 1 1 Other
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## 9768 351 2 74.00 2 2 2 Other
## 9769 12 5 219.00 5 3 3 Other
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## 9776 272 1 64.00 3 1 2 Other
## 9777 622 1 109.00 1 1 2 Other
## 9778 63 57 1822.10 5 5 5 Best Customers
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## 9782 245 34 1412.60 3 5 5 Other
## 9783 293 4 146.00 2 3 3 Other
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## 9793 763 2 65.50 1 2 2 Other
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## 9803 45 18 707.80 5 5 5 Best Customers
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## 9808 316 7 400.00 2 4 4 Other
## 9809 112 18 558.65 4 5 5 Other
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## 9811 264 4 177.50 3 3 3 Potential Loyalists
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## 9813 308 1 44.00 2 1 1 Other
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## 9815 237 2 108.00 3 2 2 Other
## 9816 115 4 314.00 4 3 4 Other
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## 9822 30 19 661.35 5 5 5 Best Customers
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## 9824 945 1 0.00 1 1 1 Lost Customers
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## 9826 528 4 153.00 2 3 3 Other
## 9827 378 1 10.00 2 2 1 Other
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## 9830 272 19 638.95 3 5 5 Other
## 9831 535 1 75.00 2 2 2 Other
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## 9833 4 50 2022.80 5 5 5 Best Customers
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## 9837 6 19 1029.45 5 5 5 Best Customers
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## 9839 101 11 329.00 4 4 4 Loyal Customers
## 9840 639 3 111.00 1 3 2 Other
## 9841 278 19 796.80 3 5 5 Other
## 9842 33 29 2767.75 5 5 5 Best Customers
## 9843 226 5 237.00 3 3 3 Potential Loyalists
## 9844 111 21 1001.80 4 5 5 Other
## 9845 364 7 340.00 2 4 4 Other
## 9846 497 17 1148.95 2 5 5 Other
## 9847 157 29 1452.90 4 5 5 Other
## 9848 261 20 1272.00 3 5 5 Other
## 9849 319 1 44.00 2 2 1 Other
## 9850 281 2 73.00 2 2 2 Other
## 9851 30 28 1294.35 5 5 5 Best Customers
## 9852 27 3 85.00 5 3 2 Other
## 9853 829 1 28.00 1 2 1 Other
## 9854 275 7 302.50 3 4 4 Other
## 9855 620 2 78.00 1 2 2 Other
## 9856 93 26 851.20 4 5 5 Other
## 9857 63 22 668.80 5 5 5 Best Customers
## 9858 434 1 20.00 2 2 1 Other
## 9859 570 3 85.90 2 3 2 Other
## 9860 376 6 125.50 2 4 3 Other
## 9861 600 5 276.90 1 3 4 Other
## 9862 793 1 19.00 1 2 1 Other
## 9863 718 1 49.00 1 2 1 Other
## 9864 8 1 69.00 5 2 2 Other
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## 9868 61 15 314.65 5 5 4 Other
## 9869 198 21 894.90 4 5 5 Other
## 9870 174 14 642.85 4 5 5 Other
## 9871 260 2 213.00 3 2 3 Other
## 9872 941 2 74.50 1 2 2 Other
## 9873 205 13 391.00 4 5 4 Other
## 9874 465 2 30.90 2 2 1 Other
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## 9876 328 4 176.00 2 3 3 Other
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## 9879 655 1 59.00 1 2 2 Other
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## 9882 693 5 171.90 1 3 3 Other
## 9883 219 19 465.80 3 5 4 Other
## 9884 566 1 68.00 2 2 2 Other
## 9885 499 10 312.50 2 4 4 Other
## 9886 13 27 630.75 5 5 5 Best Customers
## 9887 171 1 15.00 4 2 1 Other
## 9888 644 1 39.50 1 2 1 Other
## 9889 167 13 402.95 4 5 4 Other
## 9890 850 2 73.00 1 2 2 Other
## 9891 48 2 50.00 5 2 1 Other
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## 9893 373 3 69.50 2 3 2 Other
## 9894 257 4 283.95 3 3 4 Other
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## 9896 273 3 95.00 3 3 2 Other
## 9897 26 41 2546.40 5 5 5 Best Customers
## 9898 393 1 59.00 2 2 2 Other
## 9899 181 7 343.50 4 4 4 Loyal Customers
## 9900 82 41 1529.45 4 5 5 Other
## 9901 29 14 707.00 5 5 5 Best Customers
## 9902 111 9 480.50 4 4 4 Loyal Customers
## 9903 265 4 207.00 3 3 3 Potential Loyalists
## 9904 467 3 116.50 2 3 2 Other
## 9905 6 33 1321.85 5 5 5 Best Customers
## 9906 326 2 50.00 2 2 1 Other
## 9907 507 16 297.30 2 5 4 Other
## 9908 916 1 39.95 1 2 1 Other
## 9909 271 16 597.65 3 5 5 Other
## 9910 104 3 159.00 4 3 3 Other
## 9911 261 3 108.00 3 3 2 Other
## 9912 99 17 842.45 4 5 5 Other
## 9913 662 5 107.00 1 3 2 Other
## 9914 21 9 531.50 5 4 4 Other
## 9915 248 9 265.80 3 4 4 Other
## 9916 296 9 449.95 2 4 4 Other
## 9917 121 25 1053.25 4 5 5 Other
## 9918 619 1 49.50 1 2 1 Other
## 9919 274 1 129.00 3 2 3 Other
## 9920 356 9 239.85 2 4 4 Other
## 9921 263 16 677.00 3 5 5 Other
## 9922 964 1 19.50 1 2 1 Other
## 9923 33 12 485.30 5 5 4 Other
## 9924 292 3 190.50 2 3 3 Other
## 9925 22 13 455.95 5 5 4 Other
## 9926 402 4 70.00 2 3 2 Other
## 9927 37 13 506.40 5 5 4 Other
## 9928 14 1 21.00 5 2 1 Other
## 9929 765 1 30.00 1 2 1 Other
## 9930 608 2 138.00 1 2 3 Other
## 9931 165 5 273.00 4 3 4 Other
## 9932 408 5 244.00 2 3 4 Other
## 9933 323 1 64.00 2 2 2 Other
## 9934 183 5 109.50 4 3 2 Other
## 9935 255 7 683.80 3 4 5 Other
## 9936 266 1 54.00 3 2 1 Other
## 9937 780 2 45.00 1 2 1 Other
## 9938 695 1 16.95 1 2 1 Other
## 9939 352 2 45.00 2 2 1 Other
## 9940 42 1 69.00 5 2 2 Other
## 9941 273 1 29.50 3 2 1 Other
## 9942 936 4 268.95 1 3 4 Other
## 9943 738 1 39.00 1 2 1 Other
## 9944 593 2 101.00 1 2 2 Other
## 9945 34 40 1625.85 5 5 5 Best Customers
## 9946 216 10 580.75 3 4 5 Other
## 9947 620 4 197.00 1 3 3 Other
## 9948 611 3 113.90 1 3 2 Other
## 9949 269 3 97.95 3 3 2 Other
## 9950 59 16 218.05 5 5 3 Other
## 9951 743 1 22.00 1 2 1 Other
## 9952 743 1 35.00 1 2 1 Other
## 9953 43 6 233.45 5 4 3 Other
## 9954 267 3 90.50 3 3 2 Other
## 9955 305 2 148.00 2 2 3 Other
## 9956 240 46 1400.80 3 5 5 Other
## 9957 294 7 346.40 2 4 4 Other
## 9958 688 1 159.00 1 2 3 Other
## 9959 671 2 198.00 1 2 3 Other
## 9960 22 10 566.50 5 4 5 Other
## 9961 738 1 108.00 1 2 2 Other
## 9962 462 2 73.00 2 2 2 Other
## 9963 280 1 49.50 2 2 1 Other
## 9964 10 28 1402.85 5 5 5 Best Customers
## 9965 177 13 469.85 4 5 4 Other
## 9966 588 1 99.00 1 2 2 Other
## 9967 439 1 39.00 2 2 1 Other
## 9968 895 2 168.00 1 2 3 Other
## 9969 3 9 289.35 5 4 4 Other
## 9970 43 17 538.60 5 5 5 Best Customers
## 9971 17 39 1502.75 5 5 5 Best Customers
## 9972 216 6 364.00 3 4 4 Other
## 9973 40 24 1223.35 5 5 5 Best Customers
## 9974 798 3 285.00 1 3 4 Other
## 9975 4 2 109.00 5 2 2 Other
## 9976 247 2 89.45 3 2 2 Other
## 9977 7 50 1276.85 5 5 5 Best Customers
## 9978 237 2 75.95 3 2 2 Other
## 9979 14 3 160.00 5 3 3 Other
## 9980 133 8 432.50 4 4 4 Loyal Customers
## 9981 271 3 117.00 3 3 2 Other
## 9982 806 7 515.70 1 4 4 Other
## 9983 216 30 1711.90 3 5 5 Other
## 9984 39 13 519.40 5 5 4 Other
## 9985 158 1 89.00 4 2 2 Other
## 9986 72 5 256.70 4 3 4 Other
## 9987 425 19 725.35 2 5 5 Other
## 9988 271 3 67.00 3 3 2 Other
## 9989 187 2 98.00 4 2 2 Other
## 9990 788 1 69.00 1 2 2 Other
## 9991 183 1 45.00 4 2 1 Other
## 9992 103 21 1022.90 4 5 5 Other
## 9993 206 5 185.00 4 3 3 Other
## 9994 209 31 2094.10 3 5 5 Other
## 9995 46 59 1933.70 5 5 5 Best Customers
## 9996 459 5 81.00 2 3 2 Other
## 9997 3 5 125.00 5 3 3 Other
## 9998 19 16 722.45 5 5 5 Best Customers
## 9999 83 8 375.00 4 4 4 Loyal Customers
## 10000 13 12 659.40 5 5 5 Best Customershist(rfm_data$Recency)
hist(rfm_data$Frequency)
hist(rfm_data$Monetary)
Bar plot of RFM segments
ggplot(rfm_data,aes(x=Segment, fill=Segment))+
geom_bar()+
theme_bw()+
geom_text(stat="count",aes(label= ..count..), vjust=0)+
labs(title = "RFM Customer Segment",x="Segment",y="Count")## Warning: The dot-dot notation (`..count..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(count)` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
Identify recent and frequent customers
ggplot(rfm_data,aes(x=Recency,y=Frequency,color=Segment))+
geom_point(size=3)+
theme_bw()+
labs(title="Recency vs Frequency by Segment",
x="Recency (Days Since Last Purchase)",
y="Frequency (Total Transactions)")
Boxplot: Monetary Value per Segment
ggplot(rfm_data, aes(x=Segment, y=Monetary, fill=Segment))+
geom_boxplot()+
theme_bw()+
labs(title="Monetary Value by Customer Segment", x="Segment",
y="Total Monetary Value")+
theme(axis.text.x = element_text(angle = 45,hjust=1))
Heatmap of RFM Scores: Highlight high-value customers based on RFM scores
ggplot(rfm_data, aes(x=F_Score, y=R_Score, fill=M_Score))+
geom_tile()+
scale_fill_gradient(low = "lightblue",high = "darkblue")+
labs(title="RFM Score Headmap", x="Frequency Score", y="Recency Score",
fill="Monetary Score")
Extract customer lists in each segment
best_customers <- rfm_data %>% filter(R_Score ==5, F_Score ==5, M_Score ==5)
print(best_customers)## Recency Frequency Monetary R_Score F_Score M_Score Segment
## 1 24 14 860.65 5 5 5 Best Customers
## 2 45 61 2649.95 5 5 5 Best Customers
## 3 42 13 627.95 5 5 5 Best Customers
## 4 18 97 3517.95 5 5 5 Best Customers
## 5 28 29 1472.45 5 5 5 Best Customers
## 6 18 62 2018.79 5 5 5 Best Customers
## 7 5 42 1884.65 5 5 5 Best Customers
## 8 29 61 3646.90 5 5 5 Best Customers
## 9 4 25 750.65 5 5 5 Best Customers
## 10 39 24 1046.75 5 5 5 Best Customers
## 11 32 24 1525.70 5 5 5 Best Customers
## 12 29 27 1314.50 5 5 5 Best Customers
## 13 53 23 582.45 5 5 5 Best Customers
## 14 44 13 879.50 5 5 5 Best Customers
## 15 11 20 961.85 5 5 5 Best Customers
## 16 23 51 1505.60 5 5 5 Best Customers
## 17 51 40 1719.45 5 5 5 Best Customers
## 18 45 19 609.95 5 5 5 Best Customers
## 19 15 40 1696.70 5 5 5 Best Customers
## 20 8 40 1145.95 5 5 5 Best Customers
## 21 47 19 780.15 5 5 5 Best Customers
## 22 19 29 1388.95 5 5 5 Best Customers
## 23 14 43 2223.45 5 5 5 Best Customers
## 24 61 35 1962.30 5 5 5 Best Customers
## 25 8 32 2876.94 5 5 5 Best Customers
## 26 10 20 1087.15 5 5 5 Best Customers
## 27 52 39 1155.70 5 5 5 Best Customers
## 28 5 16 1045.00 5 5 5 Best Customers
## 29 1 47 2608.95 5 5 5 Best Customers
## 30 26 34 1094.15 5 5 5 Best Customers
## 31 21 41 1688.95 5 5 5 Best Customers
## 32 53 46 2075.00 5 5 5 Best Customers
## 33 9 35 1321.45 5 5 5 Best Customers
## 34 47 15 624.90 5 5 5 Best Customers
## 35 28 49 2033.00 5 5 5 Best Customers
## 36 22 18 804.70 5 5 5 Best Customers
## 37 3 20 765.45 5 5 5 Best Customers
## 38 28 46 2217.20 5 5 5 Best Customers
## 39 53 15 579.95 5 5 5 Best Customers
## 40 40 42 2721.30 5 5 5 Best Customers
## 41 46 26 613.20 5 5 5 Best Customers
## 42 13 44 1341.00 5 5 5 Best Customers
## 43 16 27 911.60 5 5 5 Best Customers
## 44 22 29 779.10 5 5 5 Best Customers
## 45 15 20 1288.50 5 5 5 Best Customers
## 46 57 40 1521.95 5 5 5 Best Customers
## 47 28 14 640.00 5 5 5 Best Customers
## 48 5 30 1163.70 5 5 5 Best Customers
## 49 10 29 847.78 5 5 5 Best Customers
## 50 58 17 1266.40 5 5 5 Best Customers
## 51 38 42 1591.20 5 5 5 Best Customers
## 52 7 16 707.50 5 5 5 Best Customers
## 53 43 23 1175.40 5 5 5 Best Customers
## 54 63 62 2009.30 5 5 5 Best Customers
## 55 21 19 1005.60 5 5 5 Best Customers
## 56 14 63 3293.80 5 5 5 Best Customers
## 57 25 21 727.50 5 5 5 Best Customers
## 58 57 15 553.10 5 5 5 Best Customers
## 59 30 23 713.80 5 5 5 Best Customers
## 60 61 21 813.35 5 5 5 Best Customers
## 61 17 19 948.59 5 5 5 Best Customers
## 62 64 42 1354.25 5 5 5 Best Customers
## 63 55 15 796.40 5 5 5 Best Customers
## 64 2 18 1039.90 5 5 5 Best Customers
## 65 16 20 546.30 5 5 5 Best Customers
## 66 14 17 667.75 5 5 5 Best Customers
## 67 15 29 834.30 5 5 5 Best Customers
## 68 22 56 2171.00 5 5 5 Best Customers
## 69 12 92 2930.90 5 5 5 Best Customers
## 70 4 57 1796.59 5 5 5 Best Customers
## 71 30 14 557.00 5 5 5 Best Customers
## 72 32 29 1718.85 5 5 5 Best Customers
## 73 13 93 2166.95 5 5 5 Best Customers
## 74 29 41 1476.30 5 5 5 Best Customers
## 75 62 41 1562.35 5 5 5 Best Customers
## 76 45 35 1826.73 5 5 5 Best Customers
## 77 48 31 2115.80 5 5 5 Best Customers
## 78 60 26 974.00 5 5 5 Best Customers
## 79 20 33 822.35 5 5 5 Best Customers
## 80 13 26 972.05 5 5 5 Best Customers
## 81 47 49 2100.15 5 5 5 Best Customers
## 82 39 19 752.25 5 5 5 Best Customers
## 83 58 24 1124.75 5 5 5 Best Customers
## 84 41 25 966.85 5 5 5 Best Customers
## 85 37 16 973.45 5 5 5 Best Customers
## 86 22 25 1045.30 5 5 5 Best Customers
## 87 46 18 559.20 5 5 5 Best Customers
## 88 61 26 898.45 5 5 5 Best Customers
## 89 6 23 819.40 5 5 5 Best Customers
## 90 2 53 2270.39 5 5 5 Best Customers
## 91 9 48 2378.50 5 5 5 Best Customers
## 92 31 38 1019.75 5 5 5 Best Customers
## 93 60 28 1017.50 5 5 5 Best Customers
## 94 30 35 1288.40 5 5 5 Best Customers
## 95 54 53 1492.20 5 5 5 Best Customers
## 96 49 28 1123.19 5 5 5 Best Customers
## 97 15 18 1187.65 5 5 5 Best Customers
## 98 5 15 740.50 5 5 5 Best Customers
## 99 31 13 583.00 5 5 5 Best Customers
## 100 51 16 540.35 5 5 5 Best Customers
## 101 24 26 1025.95 5 5 5 Best Customers
## 102 18 33 1689.00 5 5 5 Best Customers
## 103 9 18 652.00 5 5 5 Best Customers
## 104 54 23 1283.95 5 5 5 Best Customers
## 105 60 21 634.85 5 5 5 Best Customers
## 106 11 14 620.00 5 5 5 Best Customers
## 107 19 22 924.50 5 5 5 Best Customers
## 108 3 18 1067.50 5 5 5 Best Customers
## 109 27 23 1918.50 5 5 5 Best Customers
## 110 1 19 858.60 5 5 5 Best Customers
## 111 2 31 1122.35 5 5 5 Best Customers
## 112 12 106 4246.35 5 5 5 Best Customers
## 113 54 43 1537.25 5 5 5 Best Customers
## 114 49 27 1339.90 5 5 5 Best Customers
## 115 3 21 912.30 5 5 5 Best Customers
## 116 5 26 1149.40 5 5 5 Best Customers
## 117 11 105 4944.85 5 5 5 Best Customers
## 118 63 39 1647.35 5 5 5 Best Customers
## 119 11 62 3420.45 5 5 5 Best Customers
## 120 41 47 2213.35 5 5 5 Best Customers
## 121 47 17 753.90 5 5 5 Best Customers
## 122 6 29 1198.15 5 5 5 Best Customers
## 123 21 24 1018.80 5 5 5 Best Customers
## 124 14 41 1459.50 5 5 5 Best Customers
## 125 16 42 2330.05 5 5 5 Best Customers
## 126 7 24 801.10 5 5 5 Best Customers
## 127 19 18 1094.00 5 5 5 Best Customers
## 128 56 33 2003.05 5 5 5 Best Customers
## 129 44 27 830.25 5 5 5 Best Customers
## 130 14 31 892.85 5 5 5 Best Customers
## 131 57 19 647.65 5 5 5 Best Customers
## 132 56 24 1909.95 5 5 5 Best Customers
## 133 59 28 1292.60 5 5 5 Best Customers
## 134 2 18 710.90 5 5 5 Best Customers
## 135 50 39 1827.85 5 5 5 Best Customers
## 136 50 17 645.00 5 5 5 Best Customers
## 137 8 63 1951.55 5 5 5 Best Customers
## 138 44 28 1231.30 5 5 5 Best Customers
## 139 24 24 794.40 5 5 5 Best Customers
## 140 20 57 2478.30 5 5 5 Best Customers
## 141 32 23 741.45 5 5 5 Best Customers
## 142 26 19 821.10 5 5 5 Best Customers
## 143 28 14 1061.30 5 5 5 Best Customers
## 144 22 25 948.35 5 5 5 Best Customers
## 145 17 39 2156.89 5 5 5 Best Customers
## 146 9 18 727.00 5 5 5 Best Customers
## 147 6 18 1464.25 5 5 5 Best Customers
## 148 12 20 1015.95 5 5 5 Best Customers
## 149 9 15 773.90 5 5 5 Best Customers
## 150 5 17 706.50 5 5 5 Best Customers
## 151 18 38 1998.35 5 5 5 Best Customers
## 152 63 20 725.75 5 5 5 Best Customers
## 153 19 21 780.00 5 5 5 Best Customers
## 154 9 110 4259.10 5 5 5 Best Customers
## 155 1 40 973.40 5 5 5 Best Customers
## 156 35 25 1162.00 5 5 5 Best Customers
## 157 26 51 1997.85 5 5 5 Best Customers
## 158 7 120 4122.55 5 5 5 Best Customers
## 159 30 23 1449.75 5 5 5 Best Customers
## 160 15 27 1772.10 5 5 5 Best Customers
## 161 14 16 880.00 5 5 5 Best Customers
## 162 61 36 1306.50 5 5 5 Best Customers
## 163 21 18 758.50 5 5 5 Best Customers
## 164 62 61 2371.85 5 5 5 Best Customers
## 165 30 18 1047.45 5 5 5 Best Customers
## 166 65 16 1427.50 5 5 5 Best Customers
## 167 11 27 862.95 5 5 5 Best Customers
## 168 27 84 3215.10 5 5 5 Best Customers
## 169 11 14 665.95 5 5 5 Best Customers
## 170 35 36 1427.65 5 5 5 Best Customers
## 171 7 185 6334.95 5 5 5 Best Customers
## 172 7 32 1314.55 5 5 5 Best Customers
## 173 58 19 1044.80 5 5 5 Best Customers
## 174 32 13 625.00 5 5 5 Best Customers
## 175 1 16 784.65 5 5 5 Best Customers
## 176 33 20 539.40 5 5 5 Best Customers
## 177 4 39 1760.65 5 5 5 Best Customers
## 178 15 19 799.40 5 5 5 Best Customers
## 179 20 25 1151.35 5 5 5 Best Customers
## 180 29 35 1021.80 5 5 5 Best Customers
## 181 47 26 1055.50 5 5 5 Best Customers
## 182 28 107 2557.90 5 5 5 Best Customers
## 183 19 18 1095.70 5 5 5 Best Customers
## 184 20 17 681.85 5 5 5 Best Customers
## 185 13 25 661.95 5 5 5 Best Customers
## 186 61 13 552.40 5 5 5 Best Customers
## 187 8 70 2273.25 5 5 5 Best Customers
## 188 49 22 824.75 5 5 5 Best Customers
## 189 32 45 1217.00 5 5 5 Best Customers
## 190 49 36 1573.00 5 5 5 Best Customers
## 191 41 27 828.15 5 5 5 Best Customers
## 192 18 47 3794.45 5 5 5 Best Customers
## 193 25 36 1786.35 5 5 5 Best Customers
## 194 19 50 1904.95 5 5 5 Best Customers
## 195 59 17 738.80 5 5 5 Best Customers
## 196 7 19 843.45 5 5 5 Best Customers
## 197 17 18 585.50 5 5 5 Best Customers
## 198 60 34 1348.00 5 5 5 Best Customers
## 199 58 14 720.30 5 5 5 Best Customers
## 200 31 32 1038.40 5 5 5 Best Customers
## 201 14 57 2147.60 5 5 5 Best Customers
## 202 8 32 956.00 5 5 5 Best Customers
## 203 38 24 941.60 5 5 5 Best Customers
## 204 13 18 694.45 5 5 5 Best Customers
## 205 4 20 674.10 5 5 5 Best Customers
## 206 1 20 944.40 5 5 5 Best Customers
## 207 13 22 665.35 5 5 5 Best Customers
## 208 27 26 1007.39 5 5 5 Best Customers
## 209 6 13 533.00 5 5 5 Best Customers
## 210 63 42 1579.05 5 5 5 Best Customers
## 211 16 40 1772.95 5 5 5 Best Customers
## 212 40 21 1114.35 5 5 5 Best Customers
## 213 22 49 2376.25 5 5 5 Best Customers
## 214 2 38 1443.80 5 5 5 Best Customers
## 215 30 79 4053.21 5 5 5 Best Customers
## 216 14 20 565.25 5 5 5 Best Customers
## 217 47 23 889.70 5 5 5 Best Customers
## 218 2 16 547.85 5 5 5 Best Customers
## 219 19 47 1916.45 5 5 5 Best Customers
## 220 7 24 1408.75 5 5 5 Best Customers
## 221 63 42 1318.88 5 5 5 Best Customers
## 222 16 16 644.45 5 5 5 Best Customers
## 223 25 25 857.40 5 5 5 Best Customers
## 224 24 35 1857.25 5 5 5 Best Customers
## 225 19 22 900.80 5 5 5 Best Customers
## 226 52 40 1716.90 5 5 5 Best Customers
## 227 28 32 1225.90 5 5 5 Best Customers
## 228 46 31 1997.95 5 5 5 Best Customers
## 229 15 20 839.20 5 5 5 Best Customers
## 230 12 33 2014.35 5 5 5 Best Customers
## 231 2 34 1061.00 5 5 5 Best Customers
## 232 16 24 804.10 5 5 5 Best Customers
## 233 5 42 1041.00 5 5 5 Best Customers
## 234 20 32 1126.25 5 5 5 Best Customers
## 235 20 39 2192.35 5 5 5 Best Customers
## 236 46 24 927.10 5 5 5 Best Customers
## 237 52 32 1247.65 5 5 5 Best Customers
## 238 7 14 638.40 5 5 5 Best Customers
## 239 22 50 1335.50 5 5 5 Best Customers
## 240 2 47 1836.30 5 5 5 Best Customers
## 241 15 31 932.75 5 5 5 Best Customers
## 242 14 26 1211.35 5 5 5 Best Customers
## 243 37 37 1135.80 5 5 5 Best Customers
## 244 5 14 685.40 5 5 5 Best Customers
## 245 20 16 629.95 5 5 5 Best Customers
## 246 52 16 765.80 5 5 5 Best Customers
## 247 19 26 1037.05 5 5 5 Best Customers
## 248 7 25 1331.90 5 5 5 Best Customers
## 249 31 42 1584.95 5 5 5 Best Customers
## 250 6 73 3145.75 5 5 5 Best Customers
## 251 25 94 3795.20 5 5 5 Best Customers
## 252 8 118 4963.65 5 5 5 Best Customers
## 253 27 14 535.40 5 5 5 Best Customers
## 254 38 32 1101.80 5 5 5 Best Customers
## 255 59 27 1148.55 5 5 5 Best Customers
## 256 47 36 1232.55 5 5 5 Best Customers
## 257 21 30 911.30 5 5 5 Best Customers
## 258 29 17 846.20 5 5 5 Best Customers
## 259 22 30 1208.65 5 5 5 Best Customers
## 260 23 37 1357.90 5 5 5 Best Customers
## 261 28 17 605.45 5 5 5 Best Customers
## 262 42 21 1071.30 5 5 5 Best Customers
## 263 22 21 555.60 5 5 5 Best Customers
## 264 42 16 576.70 5 5 5 Best Customers
## 265 62 17 671.30 5 5 5 Best Customers
## 266 11 69 2149.75 5 5 5 Best Customers
## 267 58 20 874.05 5 5 5 Best Customers
## 268 13 79 3576.80 5 5 5 Best Customers
## 269 34 57 1313.45 5 5 5 Best Customers
## 270 31 22 821.60 5 5 5 Best Customers
## 271 58 16 808.80 5 5 5 Best Customers
## 272 58 19 856.70 5 5 5 Best Customers
## 273 33 14 655.35 5 5 5 Best Customers
## 274 18 20 619.25 5 5 5 Best Customers
## 275 11 13 632.00 5 5 5 Best Customers
## 276 52 24 929.15 5 5 5 Best Customers
## 277 30 68 3061.75 5 5 5 Best Customers
## 278 35 53 1780.20 5 5 5 Best Customers
## 279 4 58 2789.25 5 5 5 Best Customers
## 280 11 33 987.45 5 5 5 Best Customers
## 281 29 27 701.25 5 5 5 Best Customers
## 282 39 63 2208.25 5 5 5 Best Customers
## 283 9 33 1510.45 5 5 5 Best Customers
## 284 12 34 1115.75 5 5 5 Best Customers
## 285 19 50 2739.25 5 5 5 Best Customers
## 286 17 17 912.80 5 5 5 Best Customers
## 287 27 41 1880.95 5 5 5 Best Customers
## 288 47 42 2340.15 5 5 5 Best Customers
## 289 11 71 3006.70 5 5 5 Best Customers
## 290 4 50 1793.05 5 5 5 Best Customers
## 291 56 38 1583.40 5 5 5 Best Customers
## 292 45 25 927.80 5 5 5 Best Customers
## 293 30 19 747.45 5 5 5 Best Customers
## 294 54 16 721.70 5 5 5 Best Customers
## 295 18 30 2186.25 5 5 5 Best Customers
## 296 20 17 766.95 5 5 5 Best Customers
## 297 20 41 1599.60 5 5 5 Best Customers
## 298 28 24 1280.50 5 5 5 Best Customers
## 299 7 54 2193.90 5 5 5 Best Customers
## 300 16 28 1032.95 5 5 5 Best Customers
## 301 56 30 1511.90 5 5 5 Best Customers
## 302 25 21 808.50 5 5 5 Best Customers
## 303 2 62 2431.65 5 5 5 Best Customers
## 304 21 15 760.80 5 5 5 Best Customers
## 305 1 22 900.65 5 5 5 Best Customers
## 306 56 35 1278.35 5 5 5 Best Customers
## 307 15 16 911.50 5 5 5 Best Customers
## 308 12 72 1699.25 5 5 5 Best Customers
## 309 51 15 545.65 5 5 5 Best Customers
## 310 15 13 609.95 5 5 5 Best Customers
## 311 11 28 1465.95 5 5 5 Best Customers
## 312 54 21 793.60 5 5 5 Best Customers
## 313 47 13 735.35 5 5 5 Best Customers
## 314 13 22 612.30 5 5 5 Best Customers
## 315 37 15 655.50 5 5 5 Best Customers
## 316 16 18 761.45 5 5 5 Best Customers
## 317 31 29 929.20 5 5 5 Best Customers
## 318 47 88 6068.35 5 5 5 Best Customers
## 319 9 25 870.45 5 5 5 Best Customers
## 320 11 33 1105.80 5 5 5 Best Customers
## 321 15 15 649.50 5 5 5 Best Customers
## 322 11 21 882.35 5 5 5 Best Customers
## 323 21 36 1078.05 5 5 5 Best Customers
## 324 4 18 672.00 5 5 5 Best Customers
## 325 11 27 1133.00 5 5 5 Best Customers
## 326 6 27 809.22 5 5 5 Best Customers
## 327 36 18 1119.15 5 5 5 Best Customers
## 328 33 24 1142.30 5 5 5 Best Customers
## 329 7 23 859.95 5 5 5 Best Customers
## 330 2 31 1003.30 5 5 5 Best Customers
## 331 35 44 1555.20 5 5 5 Best Customers
## 332 65 39 1636.65 5 5 5 Best Customers
## 333 61 14 590.20 5 5 5 Best Customers
## 334 12 37 1451.25 5 5 5 Best Customers
## 335 22 22 1316.20 5 5 5 Best Customers
## 336 60 24 848.15 5 5 5 Best Customers
## 337 17 32 1192.00 5 5 5 Best Customers
## 338 43 22 867.95 5 5 5 Best Customers
## 339 62 33 2919.30 5 5 5 Best Customers
## 340 9 62 2778.65 5 5 5 Best Customers
## 341 20 25 817.05 5 5 5 Best Customers
## 342 12 49 3696.20 5 5 5 Best Customers
## 343 48 18 895.00 5 5 5 Best Customers
## 344 37 38 1682.20 5 5 5 Best Customers
## 345 39 62 1420.05 5 5 5 Best Customers
## 346 8 91 3638.84 5 5 5 Best Customers
## 347 29 19 1201.85 5 5 5 Best Customers
## 348 14 15 640.40 5 5 5 Best Customers
## 349 8 16 693.85 5 5 5 Best Customers
## 350 14 27 708.30 5 5 5 Best Customers
## 351 12 18 854.45 5 5 5 Best Customers
## 352 2 31 998.25 5 5 5 Best Customers
## 353 34 39 2404.35 5 5 5 Best Customers
## 354 19 49 2428.50 5 5 5 Best Customers
## 355 6 37 1667.95 5 5 5 Best Customers
## 356 26 26 828.00 5 5 5 Best Customers
## 357 28 77 1057.80 5 5 5 Best Customers
## 358 29 56 5293.50 5 5 5 Best Customers
## 359 28 19 1141.45 5 5 5 Best Customers
## 360 51 38 1283.90 5 5 5 Best Customers
## 361 5 48 2102.65 5 5 5 Best Customers
## 362 30 89 3403.45 5 5 5 Best Customers
## 363 37 42 1936.50 5 5 5 Best Customers
## 364 6 20 673.70 5 5 5 Best Customers
## 365 58 28 1172.80 5 5 5 Best Customers
## 366 57 22 645.05 5 5 5 Best Customers
## 367 19 39 1491.15 5 5 5 Best Customers
## 368 5 13 708.95 5 5 5 Best Customers
## 369 15 30 1191.90 5 5 5 Best Customers
## 370 48 20 835.05 5 5 5 Best Customers
## 371 12 28 1279.55 5 5 5 Best Customers
## 372 15 58 2163.95 5 5 5 Best Customers
## 373 41 49 1607.60 5 5 5 Best Customers
## 374 25 17 926.15 5 5 5 Best Customers
## 375 53 27 1114.50 5 5 5 Best Customers
## 376 12 18 802.75 5 5 5 Best Customers
## 377 12 257 8342.90 5 5 5 Best Customers
## 378 44 25 979.95 5 5 5 Best Customers
## 379 48 24 1084.75 5 5 5 Best Customers
## 380 46 15 580.80 5 5 5 Best Customers
## 381 37 34 736.80 5 5 5 Best Customers
## 382 12 58 2114.30 5 5 5 Best Customers
## 383 18 27 1130.00 5 5 5 Best Customers
## 384 53 20 675.75 5 5 5 Best Customers
## 385 42 14 692.45 5 5 5 Best Customers
## 386 45 18 985.35 5 5 5 Best Customers
## 387 25 42 1673.50 5 5 5 Best Customers
## 388 17 32 726.70 5 5 5 Best Customers
## 389 54 21 857.20 5 5 5 Best Customers
## 390 3 36 1767.40 5 5 5 Best Customers
## 391 10 16 857.85 5 5 5 Best Customers
## 392 21 24 847.45 5 5 5 Best Customers
## 393 34 23 950.30 5 5 5 Best Customers
## 394 54 23 1026.50 5 5 5 Best Customers
## 395 16 17 744.35 5 5 5 Best Customers
## 396 9 13 564.50 5 5 5 Best Customers
## 397 22 23 1136.85 5 5 5 Best Customers
## 398 40 64 2077.75 5 5 5 Best Customers
## 399 19 24 1267.65 5 5 5 Best Customers
## 400 12 43 1598.35 5 5 5 Best Customers
## 401 12 28 1037.85 5 5 5 Best Customers
## 402 40 15 1159.00 5 5 5 Best Customers
## 403 15 27 1676.00 5 5 5 Best Customers
## 404 17 23 1494.00 5 5 5 Best Customers
## 405 23 57 1864.70 5 5 5 Best Customers
## 406 28 15 597.00 5 5 5 Best Customers
## 407 64 24 998.20 5 5 5 Best Customers
## 408 18 16 624.69 5 5 5 Best Customers
## 409 64 31 1535.15 5 5 5 Best Customers
## 410 3 21 836.55 5 5 5 Best Customers
## 411 7 37 1175.20 5 5 5 Best Customers
## 412 2 70 2697.00 5 5 5 Best Customers
## 413 4 32 1388.85 5 5 5 Best Customers
## 414 57 77 2434.35 5 5 5 Best Customers
## 415 31 15 711.50 5 5 5 Best Customers
## 416 28 63 2429.05 5 5 5 Best Customers
## 417 40 30 1561.05 5 5 5 Best Customers
## 418 62 20 936.60 5 5 5 Best Customers
## 419 17 23 909.40 5 5 5 Best Customers
## 420 54 33 1039.05 5 5 5 Best Customers
## 421 34 28 2221.60 5 5 5 Best Customers
## 422 35 64 2140.49 5 5 5 Best Customers
## 423 47 22 759.30 5 5 5 Best Customers
## 424 65 25 949.45 5 5 5 Best Customers
## 425 16 18 544.05 5 5 5 Best Customers
## 426 28 32 1496.65 5 5 5 Best Customers
## 427 23 64 2579.40 5 5 5 Best Customers
## 428 64 28 1196.00 5 5 5 Best Customers
## 429 57 53 1992.85 5 5 5 Best Customers
## 430 7 50 2112.45 5 5 5 Best Customers
## 431 22 46 2405.00 5 5 5 Best Customers
## 432 1 26 1043.50 5 5 5 Best Customers
## 433 30 47 1393.45 5 5 5 Best Customers
## 434 30 19 820.15 5 5 5 Best Customers
## 435 12 15 642.30 5 5 5 Best Customers
## 436 33 14 722.95 5 5 5 Best Customers
## 437 25 52 1636.65 5 5 5 Best Customers
## 438 13 75 2605.35 5 5 5 Best Customers
## 439 35 77 2024.80 5 5 5 Best Customers
## 440 45 29 1042.00 5 5 5 Best Customers
## 441 57 33 1260.25 5 5 5 Best Customers
## 442 25 42 1209.40 5 5 5 Best Customers
## 443 28 16 861.95 5 5 5 Best Customers
## 444 32 13 696.30 5 5 5 Best Customers
## 445 8 27 954.30 5 5 5 Best Customers
## 446 59 31 1107.30 5 5 5 Best Customers
## 447 21 15 679.95 5 5 5 Best Customers
## 448 61 27 1114.75 5 5 5 Best Customers
## 449 48 23 1518.75 5 5 5 Best Customers
## 450 3 14 584.50 5 5 5 Best Customers
## 451 16 74 2483.55 5 5 5 Best Customers
## 452 41 19 570.20 5 5 5 Best Customers
## 453 22 20 564.25 5 5 5 Best Customers
## 454 22 98 7871.40 5 5 5 Best Customers
## 455 17 15 645.95 5 5 5 Best Customers
## 456 47 50 2220.75 5 5 5 Best Customers
## 457 25 24 1029.80 5 5 5 Best Customers
## 458 57 17 680.55 5 5 5 Best Customers
## 459 40 26 985.90 5 5 5 Best Customers
## 460 49 16 776.85 5 5 5 Best Customers
## 461 17 23 676.39 5 5 5 Best Customers
## 462 47 13 745.50 5 5 5 Best Customers
## 463 24 19 790.95 5 5 5 Best Customers
## 464 48 16 597.90 5 5 5 Best Customers
## 465 55 33 1388.65 5 5 5 Best Customers
## 466 24 24 968.30 5 5 5 Best Customers
## 467 57 37 1717.60 5 5 5 Best Customers
## 468 39 28 1009.15 5 5 5 Best Customers
## 469 13 17 612.70 5 5 5 Best Customers
## 470 43 17 582.00 5 5 5 Best Customers
## 471 33 64 1925.75 5 5 5 Best Customers
## 472 21 15 622.05 5 5 5 Best Customers
## 473 36 40 1939.90 5 5 5 Best Customers
## 474 46 20 983.40 5 5 5 Best Customers
## 475 7 18 740.00 5 5 5 Best Customers
## 476 18 35 1617.80 5 5 5 Best Customers
## 477 13 35 1187.45 5 5 5 Best Customers
## 478 65 14 799.50 5 5 5 Best Customers
## 479 40 39 1429.95 5 5 5 Best Customers
## 480 36 16 1175.25 5 5 5 Best Customers
## 481 57 25 972.70 5 5 5 Best Customers
## 482 47 38 1189.95 5 5 5 Best Customers
## 483 57 16 618.85 5 5 5 Best Customers
## 484 51 16 746.85 5 5 5 Best Customers
## 485 22 15 695.90 5 5 5 Best Customers
## 486 60 34 892.50 5 5 5 Best Customers
## 487 10 14 557.50 5 5 5 Best Customers
## 488 22 22 757.00 5 5 5 Best Customers
## 489 21 17 873.95 5 5 5 Best Customers
## 490 12 17 635.85 5 5 5 Best Customers
## 491 26 21 727.85 5 5 5 Best Customers
## 492 5 16 538.40 5 5 5 Best Customers
## 493 26 36 1059.40 5 5 5 Best Customers
## 494 20 18 897.90 5 5 5 Best Customers
## 495 61 42 1842.30 5 5 5 Best Customers
## 496 17 19 612.95 5 5 5 Best Customers
## 497 16 19 773.45 5 5 5 Best Customers
## 498 8 25 1606.45 5 5 5 Best Customers
## 499 7 56 1515.65 5 5 5 Best Customers
## 500 64 27 880.80 5 5 5 Best Customers
## 501 40 63 2016.00 5 5 5 Best Customers
## 502 9 27 885.45 5 5 5 Best Customers
## 503 56 24 774.20 5 5 5 Best Customers
## 504 8 20 568.65 5 5 5 Best Customers
## 505 33 24 714.45 5 5 5 Best Customers
## 506 6 14 835.00 5 5 5 Best Customers
## 507 1 30 1046.45 5 5 5 Best Customers
## 508 19 15 1502.95 5 5 5 Best Customers
## 509 43 74 2405.00 5 5 5 Best Customers
## 510 24 20 722.35 5 5 5 Best Customers
## 511 10 40 1589.85 5 5 5 Best Customers
## 512 16 31 856.15 5 5 5 Best Customers
## 513 53 21 567.85 5 5 5 Best Customers
## 514 22 34 630.88 5 5 5 Best Customers
## 515 28 18 600.00 5 5 5 Best Customers
## 516 60 25 707.20 5 5 5 Best Customers
## 517 43 13 566.50 5 5 5 Best Customers
## 518 6 31 819.30 5 5 5 Best Customers
## 519 11 19 765.05 5 5 5 Best Customers
## 520 6 16 890.90 5 5 5 Best Customers
## 521 26 27 1130.75 5 5 5 Best Customers
## 522 30 19 879.65 5 5 5 Best Customers
## 523 18 45 1767.90 5 5 5 Best Customers
## 524 41 19 1174.20 5 5 5 Best Customers
## 525 55 36 1118.45 5 5 5 Best Customers
## 526 18 66 3942.10 5 5 5 Best Customers
## 527 10 22 726.30 5 5 5 Best Customers
## 528 60 65 2695.95 5 5 5 Best Customers
## 529 9 29 986.20 5 5 5 Best Customers
## 530 11 35 1106.00 5 5 5 Best Customers
## 531 9 43 1887.85 5 5 5 Best Customers
## 532 2 15 635.50 5 5 5 Best Customers
## 533 40 45 1722.50 5 5 5 Best Customers
## 534 4 23 1026.25 5 5 5 Best Customers
## 535 65 43 1688.95 5 5 5 Best Customers
## 536 21 31 1189.00 5 5 5 Best Customers
## 537 4 85 3073.10 5 5 5 Best Customers
## 538 47 44 2032.00 5 5 5 Best Customers
## 539 18 34 1451.00 5 5 5 Best Customers
## 540 37 56 2659.50 5 5 5 Best Customers
## 541 11 45 1629.35 5 5 5 Best Customers
## 542 44 25 747.30 5 5 5 Best Customers
## 543 45 21 1118.94 5 5 5 Best Customers
## 544 51 25 1056.50 5 5 5 Best Customers
## 545 5 16 701.95 5 5 5 Best Customers
## 546 15 31 1362.70 5 5 5 Best Customers
## 547 48 38 1088.15 5 5 5 Best Customers
## 548 29 21 891.50 5 5 5 Best Customers
## 549 30 29 1334.65 5 5 5 Best Customers
## 550 16 24 656.50 5 5 5 Best Customers
## 551 43 30 722.24 5 5 5 Best Customers
## 552 2 14 942.15 5 5 5 Best Customers
## 553 15 21 1393.40 5 5 5 Best Customers
## 554 12 19 899.25 5 5 5 Best Customers
## 555 32 19 824.80 5 5 5 Best Customers
## 556 23 28 1277.95 5 5 5 Best Customers
## 557 9 18 803.45 5 5 5 Best Customers
## 558 2 19 771.70 5 5 5 Best Customers
## 559 2 22 1181.80 5 5 5 Best Customers
## 560 7 44 2535.95 5 5 5 Best Customers
## 561 52 15 563.35 5 5 5 Best Customers
## 562 59 26 942.45 5 5 5 Best Customers
## 563 14 21 1229.50 5 5 5 Best Customers
## 564 12 27 1556.90 5 5 5 Best Customers
## 565 27 33 1160.30 5 5 5 Best Customers
## 566 26 14 546.50 5 5 5 Best Customers
## 567 37 39 1039.64 5 5 5 Best Customers
## 568 42 32 953.00 5 5 5 Best Customers
## 569 6 32 1404.50 5 5 5 Best Customers
## 570 62 104 3481.90 5 5 5 Best Customers
## 571 3 17 638.45 5 5 5 Best Customers
## 572 40 14 849.45 5 5 5 Best Customers
## 573 10 117 4168.60 5 5 5 Best Customers
## 574 12 22 717.80 5 5 5 Best Customers
## 575 13 19 609.95 5 5 5 Best Customers
## 576 63 32 1445.95 5 5 5 Best Customers
## 577 65 27 2554.10 5 5 5 Best Customers
## 578 36 39 2182.05 5 5 5 Best Customers
## 579 11 27 927.20 5 5 5 Best Customers
## 580 30 18 684.95 5 5 5 Best Customers
## 581 25 34 1281.90 5 5 5 Best Customers
## 582 20 17 1016.25 5 5 5 Best Customers
## 583 36 50 1537.40 5 5 5 Best Customers
## 584 51 12 614.90 5 5 5 Best Customers
## 585 49 24 1018.40 5 5 5 Best Customers
## 586 14 32 1044.40 5 5 5 Best Customers
## 587 31 14 743.45 5 5 5 Best Customers
## 588 16 55 1617.67 5 5 5 Best Customers
## 589 37 22 892.25 5 5 5 Best Customers
## 590 19 27 968.50 5 5 5 Best Customers
## 591 40 23 1219.79 5 5 5 Best Customers
## 592 7 17 562.90 5 5 5 Best Customers
## 593 43 16 784.95 5 5 5 Best Customers
## 594 63 22 1395.95 5 5 5 Best Customers
## 595 51 91 4218.25 5 5 5 Best Customers
## 596 14 29 851.10 5 5 5 Best Customers
## 597 31 15 768.60 5 5 5 Best Customers
## 598 7 64 1628.20 5 5 5 Best Customers
## 599 44 37 1265.85 5 5 5 Best Customers
## 600 46 22 973.40 5 5 5 Best Customers
## 601 57 13 846.90 5 5 5 Best Customers
## 602 1 19 535.30 5 5 5 Best Customers
## 603 20 45 1346.65 5 5 5 Best Customers
## 604 35 19 881.20 5 5 5 Best Customers
## 605 56 22 1284.35 5 5 5 Best Customers
## 606 11 33 1262.30 5 5 5 Best Customers
## 607 64 81 3384.85 5 5 5 Best Customers
## 608 32 31 794.60 5 5 5 Best Customers
## 609 43 18 969.90 5 5 5 Best Customers
## 610 26 40 1260.95 5 5 5 Best Customers
## 611 53 19 601.50 5 5 5 Best Customers
## 612 18 22 795.70 5 5 5 Best Customers
## 613 29 25 1391.40 5 5 5 Best Customers
## 614 46 18 729.90 5 5 5 Best Customers
## 615 43 29 1026.00 5 5 5 Best Customers
## 616 3 44 2101.75 5 5 5 Best Customers
## 617 31 19 866.95 5 5 5 Best Customers
## 618 18 20 961.40 5 5 5 Best Customers
## 619 23 86 2211.35 5 5 5 Best Customers
## 620 53 34 1083.10 5 5 5 Best Customers
## 621 51 53 2600.85 5 5 5 Best Customers
## 622 3 37 2245.65 5 5 5 Best Customers
## 623 3 18 617.45 5 5 5 Best Customers
## 624 45 14 880.50 5 5 5 Best Customers
## 625 40 24 880.75 5 5 5 Best Customers
## 626 20 33 981.65 5 5 5 Best Customers
## 627 58 67 1828.95 5 5 5 Best Customers
## 628 1 19 876.75 5 5 5 Best Customers
## 629 42 19 704.50 5 5 5 Best Customers
## 630 23 16 756.00 5 5 5 Best Customers
## 631 9 31 1544.30 5 5 5 Best Customers
## 632 15 28 1016.60 5 5 5 Best Customers
## 633 53 29 1422.35 5 5 5 Best Customers
## 634 29 29 910.00 5 5 5 Best Customers
## 635 17 19 832.50 5 5 5 Best Customers
## 636 45 25 818.80 5 5 5 Best Customers
## 637 47 30 1161.70 5 5 5 Best Customers
## 638 45 30 931.75 5 5 5 Best Customers
## 639 53 17 1331.20 5 5 5 Best Customers
## 640 31 16 578.75 5 5 5 Best Customers
## 641 12 116 6265.50 5 5 5 Best Customers
## 642 62 33 995.65 5 5 5 Best Customers
## 643 53 39 1313.40 5 5 5 Best Customers
## 644 24 57 1557.04 5 5 5 Best Customers
## 645 43 32 1068.40 5 5 5 Best Customers
## 646 18 56 1691.75 5 5 5 Best Customers
## 647 60 29 795.60 5 5 5 Best Customers
## 648 10 20 650.75 5 5 5 Best Customers
## 649 64 31 737.05 5 5 5 Best Customers
## 650 7 26 1025.20 5 5 5 Best Customers
## 651 28 61 2527.30 5 5 5 Best Customers
## 652 54 18 837.85 5 5 5 Best Customers
## 653 31 17 740.95 5 5 5 Best Customers
## 654 48 35 1342.85 5 5 5 Best Customers
## 655 33 19 1091.35 5 5 5 Best Customers
## 656 14 14 839.60 5 5 5 Best Customers
## 657 18 44 2302.10 5 5 5 Best Customers
## 658 26 31 1792.50 5 5 5 Best Customers
## 659 45 37 1241.60 5 5 5 Best Customers
## 660 14 28 1254.10 5 5 5 Best Customers
## 661 16 36 2324.90 5 5 5 Best Customers
## 662 43 15 552.50 5 5 5 Best Customers
## 663 40 27 927.10 5 5 5 Best Customers
## 664 21 20 796.45 5 5 5 Best Customers
## 665 21 28 1278.50 5 5 5 Best Customers
## 666 1 19 961.10 5 5 5 Best Customers
## 667 9 28 1151.95 5 5 5 Best Customers
## 668 65 18 733.35 5 5 5 Best Customers
## 669 16 31 1139.25 5 5 5 Best Customers
## 670 25 12 600.50 5 5 5 Best Customers
## 671 9 16 712.75 5 5 5 Best Customers
## 672 38 23 726.20 5 5 5 Best Customers
## 673 24 22 789.50 5 5 5 Best Customers
## 674 39 120 5290.15 5 5 5 Best Customers
## 675 3 31 817.10 5 5 5 Best Customers
## 676 30 20 592.75 5 5 5 Best Customers
## 677 52 22 903.85 5 5 5 Best Customers
## 678 24 36 1018.80 5 5 5 Best Customers
## 679 55 17 662.70 5 5 5 Best Customers
## 680 7 20 747.45 5 5 5 Best Customers
## 681 2 22 844.65 5 5 5 Best Customers
## 682 2 26 644.25 5 5 5 Best Customers
## 683 65 29 2227.90 5 5 5 Best Customers
## 684 36 51 672.25 5 5 5 Best Customers
## 685 62 19 595.35 5 5 5 Best Customers
## 686 49 50 3227.00 5 5 5 Best Customers
## 687 2 22 553.24 5 5 5 Best Customers
## 688 65 34 1747.75 5 5 5 Best Customers
## 689 53 50 1144.00 5 5 5 Best Customers
## 690 5 98 4662.80 5 5 5 Best Customers
## 691 26 28 1211.45 5 5 5 Best Customers
## 692 5 20 947.00 5 5 5 Best Customers
## 693 22 25 1335.90 5 5 5 Best Customers
## 694 1 24 963.70 5 5 5 Best Customers
## 695 61 43 1565.45 5 5 5 Best Customers
## 696 54 20 1069.50 5 5 5 Best Customers
## 697 4 22 834.25 5 5 5 Best Customers
## 698 65 27 1364.40 5 5 5 Best Customers
## 699 13 13 621.35 5 5 5 Best Customers
## 700 26 71 1790.67 5 5 5 Best Customers
## 701 20 14 611.45 5 5 5 Best Customers
## 702 25 26 592.35 5 5 5 Best Customers
## 703 26 64 2881.00 5 5 5 Best Customers
## 704 18 123 4146.35 5 5 5 Best Customers
## 705 57 16 655.45 5 5 5 Best Customers
## 706 7 78 3942.90 5 5 5 Best Customers
## 707 53 36 957.70 5 5 5 Best Customers
## 708 43 22 820.00 5 5 5 Best Customers
## 709 64 25 855.25 5 5 5 Best Customers
## 710 51 35 1655.40 5 5 5 Best Customers
## 711 46 27 1355.25 5 5 5 Best Customers
## 712 24 20 1259.30 5 5 5 Best Customers
## 713 37 40 1425.89 5 5 5 Best Customers
## 714 38 123 6165.39 5 5 5 Best Customers
## 715 37 23 1061.00 5 5 5 Best Customers
## 716 2 39 1734.35 5 5 5 Best Customers
## 717 13 35 1862.45 5 5 5 Best Customers
## 718 60 32 1001.25 5 5 5 Best Customers
## 719 50 22 702.95 5 5 5 Best Customers
## 720 34 19 580.95 5 5 5 Best Customers
## 721 46 62 3143.55 5 5 5 Best Customers
## 722 40 15 868.00 5 5 5 Best Customers
## 723 10 20 783.00 5 5 5 Best Customers
## 724 19 31 1131.20 5 5 5 Best Customers
## 725 29 36 1404.45 5 5 5 Best Customers
## 726 22 47 2018.20 5 5 5 Best Customers
## 727 42 32 993.35 5 5 5 Best Customers
## 728 2 30 980.60 5 5 5 Best Customers
## 729 5 13 672.00 5 5 5 Best Customers
## 730 14 33 1654.00 5 5 5 Best Customers
## 731 56 23 1202.40 5 5 5 Best Customers
## 732 6 16 638.40 5 5 5 Best Customers
## 733 16 30 1509.00 5 5 5 Best Customers
## 734 30 14 549.55 5 5 5 Best Customers
## 735 29 28 1256.90 5 5 5 Best Customers
## 736 25 33 1588.90 5 5 5 Best Customers
## 737 31 41 1465.20 5 5 5 Best Customers
## 738 51 27 586.99 5 5 5 Best Customers
## 739 8 51 1940.70 5 5 5 Best Customers
## 740 19 17 882.20 5 5 5 Best Customers
## 741 63 57 1822.10 5 5 5 Best Customers
## 742 45 18 707.80 5 5 5 Best Customers
## 743 30 19 661.35 5 5 5 Best Customers
## 744 4 50 2022.80 5 5 5 Best Customers
## 745 48 13 835.50 5 5 5 Best Customers
## 746 6 19 1029.45 5 5 5 Best Customers
## 747 33 29 2767.75 5 5 5 Best Customers
## 748 30 28 1294.35 5 5 5 Best Customers
## 749 63 22 668.80 5 5 5 Best Customers
## 750 13 27 630.75 5 5 5 Best Customers
## 751 26 41 2546.40 5 5 5 Best Customers
## 752 29 14 707.00 5 5 5 Best Customers
## 753 6 33 1321.85 5 5 5 Best Customers
## 754 34 40 1625.85 5 5 5 Best Customers
## 755 10 28 1402.85 5 5 5 Best Customers
## 756 43 17 538.60 5 5 5 Best Customers
## 757 17 39 1502.75 5 5 5 Best Customers
## 758 40 24 1223.35 5 5 5 Best Customers
## 759 7 50 1276.85 5 5 5 Best Customers
## 760 46 59 1933.70 5 5 5 Best Customers
## 761 19 16 722.45 5 5 5 Best Customers
## 762 13 12 659.40 5 5 5 Best Customerslost_customers <- rfm_data %>% filter(R_Score ==1, F_Score ==1, M_Score ==1)
print(lost_customers)## Recency Frequency Monetary R_Score F_Score M_Score Segment
## 1 913 1 45.00 1 1 1 Lost Customers
## 2 704 1 44.00 1 1 1 Lost Customers
## 3 965 1 20.00 1 1 1 Lost Customers
## 4 680 1 29.00 1 1 1 Lost Customers
## 5 688 1 36.00 1 1 1 Lost Customers
## 6 757 1 40.00 1 1 1 Lost Customers
## 7 658 1 49.50 1 1 1 Lost Customers
## 8 689 1 44.00 1 1 1 Lost Customers
## 9 878 1 57.00 1 1 1 Lost Customers
## 10 970 1 0.00 1 1 1 Lost Customers
## 11 633 1 39.50 1 1 1 Lost Customers
## 12 800 1 38.00 1 1 1 Lost Customers
## 13 858 1 49.00 1 1 1 Lost Customers
## 14 633 1 25.00 1 1 1 Lost Customers
## 15 583 1 34.95 1 1 1 Lost Customers
## 16 694 1 12.50 1 1 1 Lost Customers
## 17 768 1 32.00 1 1 1 Lost Customers
## 18 756 1 39.50 1 1 1 Lost Customers
## 19 707 1 35.00 1 1 1 Lost Customers
## 20 661 1 26.50 1 1 1 Lost Customers
## 21 634 1 39.00 1 1 1 Lost Customers
## 22 939 1 39.50 1 1 1 Lost Customers
## 23 968 1 49.00 1 1 1 Lost Customers
## 24 661 1 39.95 1 1 1 Lost Customers
## 25 693 1 19.50 1 1 1 Lost Customers
## 26 897 1 34.00 1 1 1 Lost Customers
## 27 656 1 49.00 1 1 1 Lost Customers
## 28 662 1 39.00 1 1 1 Lost Customers
## 29 759 1 56.00 1 1 1 Lost Customers
## 30 894 1 57.00 1 1 1 Lost Customers
## 31 605 1 29.00 1 1 1 Lost Customers
## 32 807 1 22.95 1 1 1 Lost Customers
## 33 760 1 39.95 1 1 1 Lost Customers
## 34 639 1 24.00 1 1 1 Lost Customers
## 35 922 1 49.00 1 1 1 Lost Customers
## 36 595 1 19.95 1 1 1 Lost Customers
## 37 956 1 49.00 1 1 1 Lost Customers
## 38 799 1 34.00 1 1 1 Lost Customers
## 39 702 1 44.00 1 1 1 Lost Customers
## 40 848 1 24.00 1 1 1 Lost Customers
## 41 689 1 44.00 1 1 1 Lost Customers
## 42 950 1 29.95 1 1 1 Lost Customers
## 43 628 1 44.00 1 1 1 Lost Customers
## 44 761 1 19.00 1 1 1 Lost Customers
## 45 644 1 32.00 1 1 1 Lost Customers
## 46 843 1 49.00 1 1 1 Lost Customers
## 47 916 1 0.00 1 1 1 Lost Customers
## 48 827 1 48.00 1 1 1 Lost Customers
## 49 630 1 16.10 1 1 1 Lost Customers
## 50 650 1 55.00 1 1 1 Lost Customers
## 51 655 1 49.50 1 1 1 Lost Customers
## 52 690 1 45.00 1 1 1 Lost Customers
## 53 867 1 20.00 1 1 1 Lost Customers
## 54 839 1 19.00 1 1 1 Lost Customers
## 55 638 1 0.00 1 1 1 Lost Customers
## 56 622 1 41.00 1 1 1 Lost Customers
## 57 747 1 39.50 1 1 1 Lost Customers
## 58 605 1 19.95 1 1 1 Lost Customers
## 59 649 1 34.00 1 1 1 Lost Customers
## 60 715 1 29.95 1 1 1 Lost Customers
## 61 941 1 39.50 1 1 1 Lost Customers
## 62 890 1 29.00 1 1 1 Lost Customers
## 63 616 1 38.00 1 1 1 Lost Customers
## 64 598 1 39.50 1 1 1 Lost Customers
## 65 663 1 0.00 1 1 1 Lost Customers
## 66 750 1 56.00 1 1 1 Lost Customers
## 67 634 1 45.50 1 1 1 Lost Customers
## 68 967 1 24.95 1 1 1 Lost Customers
## 69 582 1 25.00 1 1 1 Lost Customers
## 70 733 1 39.50 1 1 1 Lost Customers
## 71 835 1 39.50 1 1 1 Lost Customers
## 72 758 1 56.00 1 1 1 Lost Customers
## 73 622 1 49.50 1 1 1 Lost Customers
## 74 724 1 49.00 1 1 1 Lost Customers
## 75 640 1 0.00 1 1 1 Lost Customers
## 76 809 1 18.00 1 1 1 Lost Customers
## 77 932 1 49.50 1 1 1 Lost Customers
## 78 616 1 49.00 1 1 1 Lost Customers
## 79 849 1 25.00 1 1 1 Lost Customers
## 80 658 1 30.00 1 1 1 Lost Customers
## 81 623 1 34.00 1 1 1 Lost Customers
## 82 645 1 49.00 1 1 1 Lost Customers
## 83 579 1 30.00 1 1 1 Lost Customers
## 84 631 1 0.00 1 1 1 Lost Customers
## 85 793 1 16.00 1 1 1 Lost Customers
## 86 756 1 30.00 1 1 1 Lost Customers
## 87 875 1 32.00 1 1 1 Lost Customers
## 88 653 1 51.00 1 1 1 Lost Customers
## 89 634 1 29.00 1 1 1 Lost Customers
## 90 959 1 38.00 1 1 1 Lost Customers
## 91 747 1 49.00 1 1 1 Lost Customers
## 92 919 1 19.00 1 1 1 Lost Customers
## 93 740 1 39.50 1 1 1 Lost Customers
## 94 750 1 56.00 1 1 1 Lost Customers
## 95 651 1 0.00 1 1 1 Lost Customers
## 96 624 1 0.00 1 1 1 Lost Customers
## 97 886 1 17.00 1 1 1 Lost Customers
## 98 631 1 44.00 1 1 1 Lost Customers
## 99 640 1 34.00 1 1 1 Lost Customers
## 100 839 1 30.00 1 1 1 Lost Customers
## 101 956 1 49.50 1 1 1 Lost Customers
## 102 751 1 56.00 1 1 1 Lost Customers
## 103 658 1 49.00 1 1 1 Lost Customers
## 104 633 1 40.00 1 1 1 Lost Customers
## 105 724 1 0.00 1 1 1 Lost Customers
## 106 739 1 39.50 1 1 1 Lost Customers
## 107 645 1 44.00 1 1 1 Lost Customers
## 108 759 1 39.50 1 1 1 Lost Customers
## 109 696 1 39.50 1 1 1 Lost Customers
## 110 576 1 49.00 1 1 1 Lost Customers
## 111 873 1 25.00 1 1 1 Lost Customers
## 112 633 1 22.50 1 1 1 Lost Customers
## 113 775 1 25.00 1 1 1 Lost Customers
## 114 648 1 44.00 1 1 1 Lost Customers
## 115 607 1 56.00 1 1 1 Lost Customers
## 116 630 1 49.50 1 1 1 Lost Customers
## 117 892 1 34.00 1 1 1 Lost Customers
## 118 901 1 39.00 1 1 1 Lost Customers
## 119 775 1 12.50 1 1 1 Lost Customers
## 120 649 1 44.00 1 1 1 Lost Customers
## 121 845 1 24.00 1 1 1 Lost Customers
## 122 868 1 0.00 1 1 1 Lost Customers
## 123 720 1 42.50 1 1 1 Lost Customers
## 124 633 1 19.00 1 1 1 Lost Customers
## 125 755 1 39.50 1 1 1 Lost Customers
## 126 633 1 38.00 1 1 1 Lost Customers
## 127 659 1 34.00 1 1 1 Lost Customers
## 128 687 1 49.00 1 1 1 Lost Customers
## 129 626 1 24.00 1 1 1 Lost Customers
## 130 630 1 39.00 1 1 1 Lost Customers
## 131 703 1 37.00 1 1 1 Lost Customers
## 132 661 1 30.00 1 1 1 Lost Customers
## 133 621 1 0.00 1 1 1 Lost Customers
## 134 621 1 30.00 1 1 1 Lost Customers
## 135 708 1 49.00 1 1 1 Lost Customers
## 136 741 1 22.00 1 1 1 Lost Customers
## 137 966 1 44.00 1 1 1 Lost Customers
## 138 939 1 40.00 1 1 1 Lost Customers
## 139 583 1 24.00 1 1 1 Lost Customers
## 140 644 1 28.00 1 1 1 Lost Customers
## 141 749 1 39.50 1 1 1 Lost Customers
## 142 882 1 29.00 1 1 1 Lost Customers
## 143 824 1 42.00 1 1 1 Lost Customers
## 144 946 1 22.95 1 1 1 Lost Customers
## 145 655 1 39.50 1 1 1 Lost Customers
## 146 756 1 19.95 1 1 1 Lost Customers
## 147 946 1 36.00 1 1 1 Lost Customers
## 148 768 1 39.50 1 1 1 Lost Customers
## 149 720 1 29.50 1 1 1 Lost Customers
## 150 755 1 31.00 1 1 1 Lost Customers
## 151 583 1 26.00 1 1 1 Lost Customers
## 152 944 1 30.00 1 1 1 Lost Customers
## 153 621 1 44.00 1 1 1 Lost Customers
## 154 613 1 39.00 1 1 1 Lost Customers
## 155 613 1 37.00 1 1 1 Lost Customers
## 156 636 1 39.50 1 1 1 Lost Customers
## 157 586 1 30.00 1 1 1 Lost Customers
## 158 623 1 26.50 1 1 1 Lost Customers
## 159 968 1 49.50 1 1 1 Lost Customers
## 160 586 1 44.00 1 1 1 Lost Customers
## 161 622 1 37.00 1 1 1 Lost Customers
## 162 920 1 25.00 1 1 1 Lost Customers
## 163 581 1 19.95 1 1 1 Lost Customers
## 164 749 1 22.00 1 1 1 Lost Customers
## 165 711 1 29.50 1 1 1 Lost Customers
## 166 930 1 22.00 1 1 1 Lost Customers
## 167 665 1 44.00 1 1 1 Lost Customers
## 168 662 1 30.00 1 1 1 Lost Customers
## 169 708 1 39.50 1 1 1 Lost Customers
## 170 844 1 25.00 1 1 1 Lost Customers
## 171 647 1 25.90 1 1 1 Lost Customers
## 172 713 1 30.00 1 1 1 Lost Customers
## 173 666 1 49.50 1 1 1 Lost Customers
## 174 628 1 0.00 1 1 1 Lost Customers
## 175 829 1 34.00 1 1 1 Lost Customers
## 176 759 1 25.00 1 1 1 Lost Customers
## 177 705 1 49.50 1 1 1 Lost Customers
## 178 630 1 39.00 1 1 1 Lost Customers
## 179 755 1 22.50 1 1 1 Lost Customers
## 180 639 1 44.00 1 1 1 Lost Customers
## 181 701 1 25.00 1 1 1 Lost Customers
## 182 627 1 52.00 1 1 1 Lost Customers
## 183 661 1 34.00 1 1 1 Lost Customers
## 184 652 1 49.50 1 1 1 Lost Customers
## 185 751 1 30.00 1 1 1 Lost Customers
## 186 916 1 29.50 1 1 1 Lost Customers
## 187 728 1 39.50 1 1 1 Lost Customers
## 188 705 1 55.00 1 1 1 Lost Customers
## 189 818 1 17.00 1 1 1 Lost Customers
## 190 758 1 39.50 1 1 1 Lost Customers
## 191 645 1 48.00 1 1 1 Lost Customers
## 192 637 1 29.00 1 1 1 Lost Customers
## 193 622 1 42.50 1 1 1 Lost Customers
## 194 966 1 39.50 1 1 1 Lost Customers
## 195 967 1 40.00 1 1 1 Lost Customers
## 196 898 1 44.95 1 1 1 Lost Customers
## 197 759 1 39.50 1 1 1 Lost Customers
## 198 679 1 49.00 1 1 1 Lost Customers
## 199 627 1 24.00 1 1 1 Lost Customers
## 200 660 1 40.00 1 1 1 Lost Customers
## 201 690 1 44.00 1 1 1 Lost Customers
## 202 775 1 25.00 1 1 1 Lost Customers
## 203 850 1 39.00 1 1 1 Lost Customers
## 204 940 1 16.95 1 1 1 Lost Customers
## 205 763 1 39.50 1 1 1 Lost Customers
## 206 585 1 19.95 1 1 1 Lost Customers
## 207 637 1 29.95 1 1 1 Lost Customers
## 208 951 1 49.95 1 1 1 Lost Customers
## 209 831 1 14.00 1 1 1 Lost Customers
## 210 846 1 35.00 1 1 1 Lost Customers
## 211 664 1 48.00 1 1 1 Lost Customers
## 212 709 1 32.00 1 1 1 Lost Customers
## 213 755 1 34.00 1 1 1 Lost Customers
## 214 630 1 39.50 1 1 1 Lost Customers
## 215 751 1 29.95 1 1 1 Lost Customers
## 216 608 1 29.95 1 1 1 Lost Customers
## 217 763 1 49.00 1 1 1 Lost Customers
## 218 723 1 42.50 1 1 1 Lost Customers
## 219 610 1 0.00 1 1 1 Lost Customers
## 220 700 1 44.00 1 1 1 Lost Customers
## 221 782 1 24.95 1 1 1 Lost Customers
## 222 623 1 39.00 1 1 1 Lost Customers
## 223 664 1 44.00 1 1 1 Lost Customers
## 224 752 1 54.00 1 1 1 Lost Customers
## 225 653 1 39.50 1 1 1 Lost Customers
## 226 761 1 16.95 1 1 1 Lost Customers
## 227 940 1 25.00 1 1 1 Lost Customers
## 228 630 1 40.00 1 1 1 Lost Customers
## 229 760 1 42.50 1 1 1 Lost Customers
## 230 673 1 19.00 1 1 1 Lost Customers
## 231 735 1 49.50 1 1 1 Lost Customers
## 232 619 1 0.00 1 1 1 Lost Customers
## 233 790 1 0.00 1 1 1 Lost Customers
## 234 700 1 56.00 1 1 1 Lost Customers
## 235 728 1 35.00 1 1 1 Lost Customers
## 236 883 1 49.00 1 1 1 Lost Customers
## 237 754 1 39.50 1 1 1 Lost Customers
## 238 970 1 29.95 1 1 1 Lost Customers
## 239 932 1 24.00 1 1 1 Lost Customers
## 240 623 1 49.00 1 1 1 Lost Customers
## 241 647 1 30.00 1 1 1 Lost Customers
## 242 925 1 12.00 1 1 1 Lost Customers
## 243 973 1 39.95 1 1 1 Lost Customers
## 244 670 1 29.00 1 1 1 Lost Customers
## 245 968 1 24.00 1 1 1 Lost Customers
## 246 644 1 54.00 1 1 1 Lost Customers
## 247 792 1 36.00 1 1 1 Lost Customers
## 248 768 1 30.00 1 1 1 Lost Customers
## 249 751 1 39.95 1 1 1 Lost Customers
## 250 604 1 49.00 1 1 1 Lost Customers
## 251 763 1 35.00 1 1 1 Lost Customers
## 252 647 1 44.00 1 1 1 Lost Customers
## 253 900 1 29.50 1 1 1 Lost Customers
## 254 671 1 39.50 1 1 1 Lost Customers
## 255 636 1 20.00 1 1 1 Lost Customers
## 256 964 1 39.00 1 1 1 Lost Customers
## 257 756 1 39.50 1 1 1 Lost Customers
## 258 685 1 29.95 1 1 1 Lost Customers
## 259 759 1 56.00 1 1 1 Lost Customers
## 260 711 1 34.00 1 1 1 Lost Customers
## 261 946 1 39.50 1 1 1 Lost Customers
## 262 753 1 49.00 1 1 1 Lost Customers
## 263 742 1 12.95 1 1 1 Lost Customers
## 264 632 1 24.00 1 1 1 Lost Customers
## 265 640 1 49.50 1 1 1 Lost Customers
## 266 703 1 29.00 1 1 1 Lost Customers
## 267 708 1 12.95 1 1 1 Lost Customers
## 268 763 1 42.50 1 1 1 Lost Customers
## 269 702 1 55.00 1 1 1 Lost Customers
## 270 793 1 44.95 1 1 1 Lost Customers
## 271 888 1 39.50 1 1 1 Lost Customers
## 272 629 1 40.00 1 1 1 Lost Customers
## 273 681 1 39.00 1 1 1 Lost Customers
## 274 633 1 49.50 1 1 1 Lost Customers
## 275 953 1 49.00 1 1 1 Lost Customers
## 276 606 1 26.00 1 1 1 Lost Customers
## 277 606 1 34.95 1 1 1 Lost Customers
## 278 719 1 49.00 1 1 1 Lost Customers
## 279 717 1 19.95 1 1 1 Lost Customers
## 280 707 1 33.00 1 1 1 Lost Customers
## 281 616 1 39.50 1 1 1 Lost Customers
## 282 665 1 39.00 1 1 1 Lost Customers
## 283 756 1 24.95 1 1 1 Lost Customers
## 284 874 1 39.00 1 1 1 Lost Customers
## 285 741 1 39.50 1 1 1 Lost Customers
## 286 650 1 25.00 1 1 1 Lost Customers
## 287 950 1 49.50 1 1 1 Lost Customers
## 288 683 1 35.00 1 1 1 Lost Customers
## 289 924 1 29.50 1 1 1 Lost Customers
## 290 700 1 44.00 1 1 1 Lost Customers
## 291 641 1 24.00 1 1 1 Lost Customers
## 292 592 1 44.00 1 1 1 Lost Customers
## 293 741 1 22.50 1 1 1 Lost Customers
## 294 808 1 20.00 1 1 1 Lost Customers
## 295 756 1 56.00 1 1 1 Lost Customers
## 296 653 1 38.00 1 1 1 Lost Customers
## 297 633 1 44.00 1 1 1 Lost Customers
## 298 678 1 49.00 1 1 1 Lost Customers
## 299 663 1 7.00 1 1 1 Lost Customers
## 300 853 1 31.00 1 1 1 Lost Customers
## 301 637 1 26.50 1 1 1 Lost Customers
## 302 620 1 39.00 1 1 1 Lost Customers
## 303 824 1 14.00 1 1 1 Lost Customers
## 304 713 1 15.00 1 1 1 Lost Customers
## 305 627 1 17.00 1 1 1 Lost Customers
## 306 643 1 49.50 1 1 1 Lost Customers
## 307 647 1 52.00 1 1 1 Lost Customers
## 308 623 1 0.00 1 1 1 Lost Customers
## 309 680 1 49.00 1 1 1 Lost Customers
## 310 588 1 49.00 1 1 1 Lost Customers
## 311 700 1 29.95 1 1 1 Lost Customers
## 312 622 1 0.00 1 1 1 Lost Customers
## 313 762 1 39.50 1 1 1 Lost Customers
## 314 686 1 39.50 1 1 1 Lost Customers
## 315 701 1 44.00 1 1 1 Lost Customers
## 316 928 1 44.00 1 1 1 Lost Customers
## 317 622 1 35.00 1 1 1 Lost Customers
## 318 625 1 0.00 1 1 1 Lost Customers
## 319 609 1 29.50 1 1 1 Lost Customers
## 320 700 1 40.00 1 1 1 Lost Customers
## 321 636 1 48.00 1 1 1 Lost Customers
## 322 752 1 39.50 1 1 1 Lost Customers
## 323 625 1 0.00 1 1 1 Lost Customers
## 324 650 1 49.50 1 1 1 Lost Customers
## 325 761 1 39.50 1 1 1 Lost Customers
## 326 627 1 0.00 1 1 1 Lost Customers
## 327 835 1 17.00 1 1 1 Lost Customers
## 328 641 1 26.00 1 1 1 Lost Customers
## 329 849 1 24.00 1 1 1 Lost Customers
## 330 923 1 34.00 1 1 1 Lost Customers
## 331 943 1 39.00 1 1 1 Lost Customers
## 332 586 1 35.00 1 1 1 Lost Customers
## 333 651 1 44.00 1 1 1 Lost Customers
## 334 614 1 49.50 1 1 1 Lost Customers
## 335 641 1 35.00 1 1 1 Lost Customers
## 336 928 1 17.00 1 1 1 Lost Customers
## 337 662 1 39.00 1 1 1 Lost Customers
## 338 922 1 25.00 1 1 1 Lost Customers
## 339 606 1 24.95 1 1 1 Lost Customers
## 340 603 1 56.00 1 1 1 Lost Customers
## 341 630 1 0.00 1 1 1 Lost Customers
## 342 705 1 44.00 1 1 1 Lost Customers
## 343 724 1 39.50 1 1 1 Lost Customers
## 344 627 1 39.50 1 1 1 Lost Customers
## 345 938 1 16.95 1 1 1 Lost Customers
## 346 960 1 39.00 1 1 1 Lost Customers
## 347 636 1 30.00 1 1 1 Lost Customers
## 348 801 1 0.00 1 1 1 Lost Customers
## 349 792 1 24.00 1 1 1 Lost Customers
## 350 629 1 32.00 1 1 1 Lost Customers
## 351 836 1 49.00 1 1 1 Lost Customers
## 352 629 1 0.00 1 1 1 Lost Customers
## 353 637 1 51.00 1 1 1 Lost Customers
## 354 969 1 19.00 1 1 1 Lost Customers
## 355 674 1 39.00 1 1 1 Lost Customers
## 356 836 1 25.00 1 1 1 Lost Customers
## 357 642 1 29.00 1 1 1 Lost Customers
## 358 921 1 22.50 1 1 1 Lost Customers
## 359 642 1 31.00 1 1 1 Lost Customers
## 360 620 1 45.00 1 1 1 Lost Customers
## 361 965 1 24.95 1 1 1 Lost Customers
## 362 627 1 0.00 1 1 1 Lost Customers
## 363 964 1 0.00 1 1 1 Lost Customers
## 364 637 1 29.50 1 1 1 Lost Customers
## 365 767 1 45.00 1 1 1 Lost Customers
## 366 762 1 39.50 1 1 1 Lost Customers
## 367 634 1 44.00 1 1 1 Lost Customers
## 368 780 1 22.00 1 1 1 Lost Customers
## 369 629 1 49.50 1 1 1 Lost Customers
## 370 815 1 9.95 1 1 1 Lost Customers
## 371 658 1 29.00 1 1 1 Lost Customers
## 372 661 1 49.00 1 1 1 Lost Customers
## 373 699 1 19.50 1 1 1 Lost Customers
## 374 606 1 39.95 1 1 1 Lost Customers
## 375 602 1 14.00 1 1 1 Lost Customers
## 376 852 1 49.00 1 1 1 Lost Customers
## 377 964 1 49.50 1 1 1 Lost Customers
## 378 773 1 35.00 1 1 1 Lost Customers
## 379 618 1 29.50 1 1 1 Lost Customers
## 380 622 1 20.00 1 1 1 Lost Customers
## 381 879 1 34.00 1 1 1 Lost Customers
## 382 825 1 30.00 1 1 1 Lost Customers
## 383 647 1 55.00 1 1 1 Lost Customers
## 384 766 1 25.00 1 1 1 Lost Customers
## 385 838 1 39.95 1 1 1 Lost Customers
## 386 760 1 56.00 1 1 1 Lost Customers
## 387 639 1 29.50 1 1 1 Lost Customers
## 388 587 1 40.00 1 1 1 Lost Customers
## 389 623 1 34.95 1 1 1 Lost Customers
## 390 653 1 20.00 1 1 1 Lost Customers
## 391 972 1 40.00 1 1 1 Lost Customers
## 392 742 1 39.50 1 1 1 Lost Customers
## 393 580 1 39.00 1 1 1 Lost Customers
## 394 763 1 35.00 1 1 1 Lost Customers
## 395 623 1 55.00 1 1 1 Lost Customers
## 396 926 1 52.00 1 1 1 Lost Customers
## 397 707 1 44.00 1 1 1 Lost Customers
## 398 891 1 0.00 1 1 1 Lost Customers
## 399 760 1 35.00 1 1 1 Lost Customers
## 400 683 1 49.00 1 1 1 Lost Customers
## 401 852 1 36.00 1 1 1 Lost Customers
## 402 721 1 39.00 1 1 1 Lost Customers
## 403 622 1 39.50 1 1 1 Lost Customers
## 404 621 1 44.95 1 1 1 Lost Customers
## 405 640 1 29.95 1 1 1 Lost Customers
## 406 646 1 25.00 1 1 1 Lost Customers
## 407 939 1 30.00 1 1 1 Lost Customers
## 408 764 1 39.50 1 1 1 Lost Customers
## 409 887 1 25.00 1 1 1 Lost Customers
## 410 624 1 25.00 1 1 1 Lost Customers
## 411 959 1 34.00 1 1 1 Lost Customers
## 412 703 1 34.00 1 1 1 Lost Customers
## 413 973 1 39.00 1 1 1 Lost Customers
## 414 638 1 40.00 1 1 1 Lost Customers
## 415 663 1 40.00 1 1 1 Lost Customers
## 416 751 1 30.00 1 1 1 Lost Customers
## 417 761 1 0.00 1 1 1 Lost Customers
## 418 966 1 38.00 1 1 1 Lost Customers
## 419 864 1 19.95 1 1 1 Lost Customers
## 420 694 1 30.00 1 1 1 Lost Customers
## 421 605 1 0.00 1 1 1 Lost Customers
## 422 658 1 44.00 1 1 1 Lost Customers
## 423 731 1 25.00 1 1 1 Lost Customers
## 424 767 1 36.00 1 1 1 Lost Customers
## 425 967 1 19.00 1 1 1 Lost Customers
## 426 636 1 44.00 1 1 1 Lost Customers
## 427 632 1 44.00 1 1 1 Lost Customers
## 428 938 1 39.50 1 1 1 Lost Customers
## 429 930 1 39.50 1 1 1 Lost Customers
## 430 630 1 19.00 1 1 1 Lost Customers
## 431 839 1 12.00 1 1 1 Lost Customers
## 432 631 1 49.50 1 1 1 Lost Customers
## 433 948 1 24.95 1 1 1 Lost Customers
## 434 778 1 42.00 1 1 1 Lost Customers
## 435 702 1 49.00 1 1 1 Lost Customers
## 436 895 1 49.95 1 1 1 Lost Customers
## 437 763 1 42.50 1 1 1 Lost Customers
## 438 659 1 18.00 1 1 1 Lost Customers
## 439 624 1 44.00 1 1 1 Lost Customers
## 440 873 1 30.00 1 1 1 Lost Customers
## 441 764 1 39.50 1 1 1 Lost Customers
## 442 891 1 16.00 1 1 1 Lost Customers
## 443 733 1 22.00 1 1 1 Lost Customers
## 444 656 1 29.50 1 1 1 Lost Customers
## 445 684 1 39.00 1 1 1 Lost Customers
## 446 941 1 16.95 1 1 1 Lost Customers
## 447 582 1 24.95 1 1 1 Lost Customers
## 448 640 1 49.50 1 1 1 Lost Customers
## 449 631 1 29.50 1 1 1 Lost Customers
## 450 627 1 39.50 1 1 1 Lost Customers
## 451 628 1 24.00 1 1 1 Lost Customers
## 452 946 1 24.95 1 1 1 Lost Customers
## 453 632 1 29.50 1 1 1 Lost Customers
## 454 866 1 31.00 1 1 1 Lost Customers
## 455 645 1 29.50 1 1 1 Lost Customers
## 456 762 1 42.00 1 1 1 Lost Customers
## 457 638 1 19.50 1 1 1 Lost Customers
## 458 843 1 54.00 1 1 1 Lost Customers
## 459 659 1 19.95 1 1 1 Lost Customers
## 460 625 1 39.50 1 1 1 Lost Customers
## 461 629 1 37.00 1 1 1 Lost Customers
## 462 764 1 39.50 1 1 1 Lost Customers
## 463 739 1 19.95 1 1 1 Lost Customers
## 464 607 1 29.95 1 1 1 Lost Customers
## 465 611 1 44.95 1 1 1 Lost Customers
## 466 675 1 40.00 1 1 1 Lost Customers
## 467 776 1 35.00 1 1 1 Lost Customers
## 468 887 1 37.00 1 1 1 Lost Customers
## 469 749 1 39.50 1 1 1 Lost Customers
## 470 641 1 44.00 1 1 1 Lost Customers
## 471 744 1 34.95 1 1 1 Lost Customers
## 472 626 1 39.00 1 1 1 Lost Customers
## 473 742 1 40.00 1 1 1 Lost Customers
## 474 646 1 49.50 1 1 1 Lost Customers
## 475 643 1 49.50 1 1 1 Lost Customers
## 476 736 1 19.95 1 1 1 Lost Customers
## 477 643 1 44.00 1 1 1 Lost Customers
## 478 740 1 39.50 1 1 1 Lost Customers
## 479 802 1 30.00 1 1 1 Lost Customers
## 480 972 1 16.95 1 1 1 Lost Customers
## 481 650 1 25.00 1 1 1 Lost Customers
## 482 778 1 32.00 1 1 1 Lost Customers
## 483 826 1 29.50 1 1 1 Lost Customers
## 484 956 1 49.00 1 1 1 Lost Customers
## 485 631 1 34.00 1 1 1 Lost Customers
## 486 621 1 29.50 1 1 1 Lost Customers
## 487 602 1 44.00 1 1 1 Lost Customers
## 488 970 1 19.95 1 1 1 Lost Customers
## 489 960 1 46.00 1 1 1 Lost Customers
## 490 661 1 38.00 1 1 1 Lost Customers
## 491 698 1 42.00 1 1 1 Lost Customers
## 492 917 1 44.00 1 1 1 Lost Customers
## 493 641 1 29.95 1 1 1 Lost Customers
## 494 642 1 39.50 1 1 1 Lost Customers
## 495 859 1 25.00 1 1 1 Lost Customers
## 496 920 1 49.00 1 1 1 Lost Customers
## 497 945 1 31.50 1 1 1 Lost Customers
## 498 668 1 49.50 1 1 1 Lost Customers
## 499 635 1 0.00 1 1 1 Lost Customers
## 500 692 1 42.00 1 1 1 Lost Customers
## 501 647 1 52.00 1 1 1 Lost Customers
## 502 970 1 19.95 1 1 1 Lost Customers
## 503 931 1 39.50 1 1 1 Lost Customers
## 504 959 1 39.00 1 1 1 Lost Customers
## 505 811 1 19.50 1 1 1 Lost Customers
## 506 782 1 49.00 1 1 1 Lost Customers
## 507 735 1 39.50 1 1 1 Lost Customers
## 508 691 1 40.00 1 1 1 Lost Customers
## 509 644 1 44.00 1 1 1 Lost Customers
## 510 647 1 22.00 1 1 1 Lost Customers
## 511 612 1 29.95 1 1 1 Lost Customers
## 512 762 1 35.00 1 1 1 Lost Customers
## 513 870 1 30.00 1 1 1 Lost Customers
## 514 657 1 0.00 1 1 1 Lost Customers
## 515 636 1 20.00 1 1 1 Lost Customers
## 516 935 1 36.00 1 1 1 Lost Customers
## 517 622 1 49.50 1 1 1 Lost Customers
## 518 721 1 19.50 1 1 1 Lost Customers
## 519 659 1 49.00 1 1 1 Lost Customers
## 520 629 1 19.50 1 1 1 Lost Customers
## 521 646 1 44.00 1 1 1 Lost Customers
## 522 726 1 49.95 1 1 1 Lost Customers
## 523 752 1 19.00 1 1 1 Lost Customers
## 524 761 1 22.00 1 1 1 Lost Customers
## 525 725 1 26.00 1 1 1 Lost Customers
## 526 699 1 49.00 1 1 1 Lost Customers
## 527 587 1 49.00 1 1 1 Lost Customers
## 528 638 1 39.50 1 1 1 Lost Customers
## 529 915 1 29.00 1 1 1 Lost Customers
## 530 634 1 39.00 1 1 1 Lost Customers
## 531 778 1 39.50 1 1 1 Lost Customers
## 532 715 1 39.50 1 1 1 Lost Customers
## 533 825 1 50.00 1 1 1 Lost Customers
## 534 661 1 49.50 1 1 1 Lost Customers
## 535 777 1 25.00 1 1 1 Lost Customers
## 536 642 1 49.00 1 1 1 Lost Customers
## 537 648 1 49.50 1 1 1 Lost Customers
## 538 745 1 42.50 1 1 1 Lost Customers
## 539 614 1 29.50 1 1 1 Lost Customers
## 540 893 1 7.00 1 1 1 Lost Customers
## 541 626 1 49.00 1 1 1 Lost Customers
## 542 968 1 34.95 1 1 1 Lost Customers
## 543 695 1 48.00 1 1 1 Lost Customers
## 544 644 1 39.00 1 1 1 Lost Customers
## 545 647 1 49.50 1 1 1 Lost Customers
## 546 862 1 38.00 1 1 1 Lost Customers
## 547 755 1 19.95 1 1 1 Lost Customers
## 548 597 1 17.00 1 1 1 Lost Customers
## 549 865 1 45.00 1 1 1 Lost Customers
## 550 620 1 10.00 1 1 1 Lost Customers
## 551 637 1 34.00 1 1 1 Lost Customers
## 552 962 1 50.00 1 1 1 Lost Customers
## 553 661 1 38.00 1 1 1 Lost Customers
## 554 626 1 39.00 1 1 1 Lost Customers
## 555 841 1 12.50 1 1 1 Lost Customers
## 556 673 1 44.00 1 1 1 Lost Customers
## 557 605 1 55.00 1 1 1 Lost Customers
## 558 943 1 19.95 1 1 1 Lost Customers
## 559 702 1 12.50 1 1 1 Lost Customers
## 560 761 1 49.00 1 1 1 Lost Customers
## 561 580 1 44.00 1 1 1 Lost Customers
## 562 644 1 37.00 1 1 1 Lost Customers
## 563 629 1 0.00 1 1 1 Lost Customers
## 564 697 1 0.00 1 1 1 Lost Customers
## 565 732 1 19.95 1 1 1 Lost Customers
## 566 853 1 49.00 1 1 1 Lost Customers
## 567 865 1 34.00 1 1 1 Lost Customers
## 568 796 1 24.95 1 1 1 Lost Customers
## 569 622 1 34.00 1 1 1 Lost Customers
## 570 771 1 34.00 1 1 1 Lost Customers
## 571 653 1 49.00 1 1 1 Lost Customers
## 572 629 1 49.00 1 1 1 Lost Customers
## 573 656 1 36.00 1 1 1 Lost Customers
## 574 626 1 34.00 1 1 1 Lost Customers
## 575 700 1 44.00 1 1 1 Lost Customers
## 576 945 1 0.00 1 1 1 Lost Customerspotential_loyalists <-rfm_data %>% filter(R_Score >=3, F_Score >=3, M_Score >=3)
print(potential_loyalists)## Recency Frequency Monetary R_Score F_Score M_Score Segment
## 1 93 19 737.75 4 5 5 Other
## 2 68 15 552.40 4 5 5 Other
## 3 19 5 249.90 5 3 4 Other
## 4 133 10 238.50 4 4 3 Other
## 5 28 13 371.30 5 5 4 Other
## 6 51 15 510.00 5 5 4 Other
## 7 20 4 290.00 5 3 4 Other
## 8 258 7 188.00 3 4 3 Other
## 9 212 5 266.90 3 3 4 Other
## 10 24 14 860.65 5 5 5 Best Customers
## 11 82 9 263.00 4 4 4 Loyal Customers
## 12 127 18 1249.50 4 5 5 Other
## 13 258 16 609.00 3 5 5 Other
## 14 66 22 1468.45 4 5 5 Other
## 15 255 11 770.75 3 4 5 Other
## 16 246 7 186.35 3 4 3 Other
## 17 77 12 446.50 4 4 4 Loyal Customers
## 18 264 5 218.00 3 3 3 Potential Loyalists
## 19 92 19 508.00 4 5 4 Other
## 20 45 61 2649.95 5 5 5 Best Customers
## 21 96 4 164.00 4 3 3 Other
## 22 43 12 312.50 5 4 4 Other
## 23 42 13 627.95 5 5 5 Best Customers
## 24 18 97 3517.95 5 5 5 Best Customers
## 25 199 4 243.95 4 3 4 Other
## 26 207 16 577.60 4 5 5 Other
## 27 269 10 322.00 3 4 4 Other
## 28 135 25 773.55 4 5 5 Other
## 29 259 5 184.00 3 3 3 Potential Loyalists
## 30 252 7 290.00 3 4 4 Other
## 31 104 63 3183.15 4 5 5 Other
## 32 28 29 1472.45 5 5 5 Best Customers
## 33 262 8 549.45 3 4 5 Other
## 34 18 62 2018.79 5 5 5 Best Customers
## 35 67 19 708.35 4 5 5 Other
## 36 260 12 612.45 3 4 5 Other
## 37 42 17 482.90 5 5 4 Other
## 38 60 14 422.65 5 5 4 Other
## 39 138 41 1972.20 4 5 5 Other
## 40 69 37 1263.35 4 5 5 Other
## 41 252 7 308.50 3 4 4 Other
## 42 261 14 1525.45 3 5 5 Other
## 43 119 6 179.00 4 3 3 Other
## 44 79 7 267.70 4 4 4 Loyal Customers
## 45 88 12 431.50 4 4 4 Loyal Customers
## 46 23 10 476.75 5 4 4 Other
## 47 75 5 143.00 4 3 3 Other
## 48 276 20 1056.80 3 5 5 Other
## 49 175 4 208.95 4 3 3 Other
## 50 228 6 350.50 3 3 4 Other
## 51 141 16 930.95 4 5 5 Other
## 52 5 42 1884.65 5 5 5 Best Customers
## 53 29 61 3646.90 5 5 5 Best Customers
## 54 100 5 481.95 4 3 4 Other
## 55 108 13 535.45 4 5 5 Other
## 56 238 22 879.00 3 5 5 Other
## 57 89 7 367.40 4 4 4 Loyal Customers
## 58 194 5 244.50 4 3 4 Other
## 59 137 11 528.00 4 4 4 Loyal Customers
## 60 216 13 545.55 3 5 5 Other
## 61 101 41 1877.70 4 5 5 Other
## 62 48 6 230.50 5 3 3 Other
## 63 4 25 750.65 5 5 5 Best Customers
## 64 39 24 1046.75 5 5 5 Best Customers
## 65 12 4 268.90 5 3 4 Other
## 66 77 7 436.00 4 4 4 Loyal Customers
## 67 32 24 1525.70 5 5 5 Best Customers
## 68 118 17 1466.19 4 5 5 Other
## 69 87 17 998.90 4 5 5 Other
## 70 32 18 409.45 5 5 4 Other
## 71 29 27 1314.50 5 5 5 Best Customers
## 72 95 9 396.70 4 4 4 Loyal Customers
## 73 238 13 938.00 3 5 5 Other
## 74 8 12 354.80 5 4 4 Other
## 75 263 16 704.80 3 5 5 Other
## 76 10 6 286.40 5 3 4 Other
## 77 138 7 171.30 4 4 3 Other
## 78 188 5 201.00 4 3 3 Other
## 79 15 10 320.85 5 4 4 Other
## 80 19 4 159.50 5 3 3 Other
## 81 266 23 769.00 3 5 5 Other
## 82 85 35 1503.80 4 5 5 Other
## 83 127 5 307.00 4 3 4 Other
## 84 274 15 479.90 3 5 4 Other
## 85 68 19 661.05 4 5 5 Other
## 86 269 5 210.00 3 3 3 Potential Loyalists
## 87 32 10 319.00 5 4 4 Other
## 88 202 8 153.95 4 4 3 Other
## 89 141 8 236.00 4 4 3 Other
## 90 53 23 582.45 5 5 5 Best Customers
## 91 139 15 608.50 4 5 5 Other
## 92 200 5 132.00 4 3 3 Other
## 93 172 12 368.85 4 4 4 Loyal Customers
## 94 273 8 475.00 3 4 4 Other
## 95 51 7 200.95 5 4 3 Other
## 96 44 13 879.50 5 5 5 Best Customers
## 97 34 7 142.30 5 4 3 Other
## 98 11 20 961.85 5 5 5 Best Customers
## 99 270 11 353.00 3 4 4 Other
## 100 235 28 1377.20 3 5 5 Other
## 101 20 14 425.00 5 5 4 Other
## 102 9 9 520.95 5 4 4 Other
## 103 129 32 1655.95 4 5 5 Other
## 104 124 29 1177.60 4 5 5 Other
## 105 23 51 1505.60 5 5 5 Best Customers
## 106 65 30 1044.90 4 5 5 Other
## 107 119 4 141.00 4 3 3 Other
## 108 116 6 365.50 4 3 4 Other
## 109 51 40 1719.45 5 5 5 Best Customers
## 110 233 18 863.25 3 5 5 Other
## 111 265 7 343.00 3 4 4 Other
## 112 48 4 156.00 5 3 3 Other
## 113 191 44 1356.95 4 5 5 Other
## 114 139 8 368.45 4 4 4 Loyal Customers
## 115 45 19 609.95 5 5 5 Best Customers
## 116 6 10 433.00 5 4 4 Other
## 117 105 10 639.00 4 4 5 Other
## 118 65 45 2242.90 4 5 5 Other
## 119 15 40 1696.70 5 5 5 Best Customers
## 120 8 40 1145.95 5 5 5 Best Customers
## 121 73 27 650.45 4 5 5 Other
## 122 63 9 213.35 5 4 3 Other
## 123 47 14 369.90 5 5 4 Other
## 124 84 51 2502.30 4 5 5 Other
## 125 47 19 780.15 5 5 5 Best Customers
## 126 103 10 248.35 4 4 4 Loyal Customers
## 127 109 15 681.00 4 5 5 Other
## 128 69 10 1144.95 4 4 5 Other
## 129 5 6 315.90 5 3 4 Other
## 130 19 29 1388.95 5 5 5 Best Customers
## 131 72 42 2002.95 4 5 5 Other
## 132 14 43 2223.45 5 5 5 Best Customers
## 133 61 35 1962.30 5 5 5 Best Customers
## 134 244 14 697.45 3 5 5 Other
## 135 15 10 553.40 5 4 5 Other
## 136 265 5 282.50 3 3 4 Other
## 137 90 18 667.24 4 5 5 Other
## 138 100 15 721.15 4 5 5 Other
## 139 14 11 215.90 5 4 3 Other
## 140 37 6 281.50 5 3 4 Other
## 141 8 32 2876.94 5 5 5 Best Customers
## 142 260 6 488.00 3 3 4 Other
## 143 248 5 149.30 3 3 3 Potential Loyalists
## 144 262 16 810.90 3 5 5 Other
## 145 10 20 1087.15 5 5 5 Best Customers
## 146 263 5 166.50 3 3 3 Potential Loyalists
## 147 258 17 622.80 3 5 5 Other
## 148 150 48 2272.35 4 5 5 Other
## 149 209 11 568.50 3 4 5 Other
## 150 29 10 917.50 5 4 5 Other
## 151 241 5 208.00 3 3 3 Potential Loyalists
## 152 84 98 5183.45 4 5 5 Other
## 153 52 39 1155.70 5 5 5 Best Customers
## 154 226 9 395.00 3 4 4 Other
## 155 5 16 1045.00 5 5 5 Best Customers
## 156 263 6 174.50 3 3 3 Potential Loyalists
## 157 38 6 159.35 5 3 3 Other
## 158 180 12 500.45 4 4 4 Loyal Customers
## 159 24 5 176.00 5 3 3 Other
## 160 27 10 409.00 5 4 4 Other
## 161 227 18 520.35 3 5 4 Other
## 162 101 11 448.95 4 4 4 Loyal Customers
## 163 74 24 1056.50 4 5 5 Other
## 164 64 9 370.00 5 4 4 Other
## 165 264 7 249.58 3 4 4 Other
## 166 1 47 2608.95 5 5 5 Best Customers
## 167 237 9 505.00 3 4 4 Other
## 168 26 34 1094.15 5 5 5 Best Customers
## 169 95 6 560.00 4 3 5 Other
## 170 103 12 371.70 4 4 4 Loyal Customers
## 171 12 12 574.70 5 4 5 Other
## 172 137 12 308.00 4 4 4 Loyal Customers
## 173 19 9 371.50 5 4 4 Other
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## 3499 128 8 234.80 4 4 3 Other
## 3500 86 19 900.50 4 5 5 Other
## 3501 40 27 927.10 5 5 5 Best Customers
## 3502 108 12 262.80 4 5 4 Other
## 3503 199 5 140.90 4 3 3 Other
## 3504 247 5 330.70 3 3 4 Other
## 3505 173 4 154.00 4 3 3 Other
## 3506 233 6 176.45 3 4 3 Other
## 3507 140 5 264.00 4 3 4 Other
## 3508 21 20 796.45 5 5 5 Best Customers
## 3509 21 28 1278.50 5 5 5 Best Customers
## 3510 268 7 324.95 3 4 4 Other
## 3511 115 17 586.50 4 5 5 Other
## 3512 1 19 961.10 5 5 5 Best Customers
## 3513 93 6 303.00 4 4 4 Loyal Customers
## 3514 70 32 891.00 4 5 5 Other
## 3515 40 4 1576.50 5 3 5 Other
## 3516 156 7 395.20 4 4 4 Loyal Customers
## 3517 115 10 397.90 4 4 4 Loyal Customers
## 3518 56 7 320.45 5 4 4 Other
## 3519 206 9 251.95 4 4 4 Loyal Customers
## 3520 262 4 242.50 3 3 4 Other
## 3521 13 7 138.15 5 4 3 Other
## 3522 9 28 1151.95 5 5 5 Best Customers
## 3523 65 18 733.35 5 5 5 Best Customers
## 3524 16 31 1139.25 5 5 5 Best Customers
## 3525 218 6 341.90 3 4 4 Other
## 3526 77 4 156.00 4 3 3 Other
## 3527 100 9 317.50 4 4 4 Loyal Customers
## 3528 270 3 141.50 3 3 3 Potential Loyalists
## 3529 257 4 322.00 3 3 4 Other
## 3530 223 14 607.30 3 5 5 Other
## 3531 214 4 267.00 3 3 4 Other
## 3532 249 5 137.00 3 3 3 Potential Loyalists
## 3533 258 5 189.85 3 3 3 Potential Loyalists
## 3534 25 12 600.50 5 5 5 Best Customers
## 3535 264 5 388.00 3 3 4 Other
## 3536 9 16 712.75 5 5 5 Best Customers
## 3537 270 4 137.00 3 3 3 Potential Loyalists
## 3538 22 13 465.50 5 5 4 Other
## 3539 270 19 1163.00 3 5 5 Other
## 3540 190 23 866.70 4 5 5 Other
## 3541 58 6 206.85 5 4 3 Other
## 3542 58 9 258.45 5 4 4 Other
## 3543 79 53 1391.80 4 5 5 Other
## 3544 263 15 973.50 3 5 5 Other
## 3545 38 23 726.20 5 5 5 Best Customers
## 3546 269 10 260.75 3 4 4 Other
## 3547 65 5 131.50 5 3 3 Other
## 3548 70 36 1127.00 4 5 5 Other
## 3549 266 7 271.50 3 4 4 Other
## 3550 24 22 789.50 5 5 5 Best Customers
## 3551 178 5 162.00 4 3 3 Other
## 3552 265 3 130.00 3 3 3 Potential Loyalists
## 3553 39 120 5290.15 5 5 5 Best Customers
## 3554 3 31 817.10 5 5 5 Best Customers
## 3555 54 12 355.70 5 5 4 Other
## 3556 17 14 509.35 5 5 4 Other
## 3557 267 39 1611.20 3 5 5 Other
## 3558 46 8 193.95 5 4 3 Other
## 3559 167 5 306.00 4 3 4 Other
## 3560 12 8 203.50 5 4 3 Other
## 3561 86 8 300.00 4 4 4 Loyal Customers
## 3562 110 27 923.85 4 5 5 Other
## 3563 262 7 406.00 3 4 4 Other
## 3564 2 9 393.00 5 4 4 Other
## 3565 264 5 224.00 3 3 3 Potential Loyalists
## 3566 261 7 163.00 3 4 3 Other
## 3567 117 35 1497.00 4 5 5 Other
## 3568 30 20 592.75 5 5 5 Best Customers
## 3569 212 14 626.90 3 5 5 Other
## 3570 52 22 903.85 5 5 5 Best Customers
## 3571 261 5 158.45 3 3 3 Potential Loyalists
## 3572 265 4 125.00 3 3 3 Potential Loyalists
## 3573 53 19 525.45 5 5 4 Other
## 3574 206 12 925.20 4 5 5 Other
## 3575 167 5 239.00 4 3 4 Other
## 3576 72 18 986.90 4 5 5 Other
## 3577 259 9 714.95 3 4 5 Other
## 3578 8 12 303.30 5 5 4 Other
## 3579 146 23 817.35 4 5 5 Other
## 3580 64 10 183.50 5 4 3 Other
## 3581 14 11 632.50 5 4 5 Other
## 3582 272 5 204.50 3 3 3 Potential Loyalists
## 3583 24 36 1018.80 5 5 5 Best Customers
## 3584 260 5 298.00 3 3 4 Other
## 3585 84 30 2486.40 4 5 5 Other
## 3586 31 9 267.50 5 4 4 Other
## 3587 151 28 1144.30 4 5 5 Other
## 3588 35 3 138.00 5 3 3 Other
## 3589 272 4 293.00 3 3 4 Other
## 3590 125 5 307.00 4 3 4 Other
## 3591 105 5 203.00 4 3 3 Other
## 3592 68 21 873.00 4 5 5 Other
## 3593 115 7 167.95 4 4 3 Other
## 3594 88 23 727.50 4 5 5 Other
## 3595 39 6 249.50 5 4 4 Other
## 3596 52 7 256.45 5 4 4 Other
## 3597 204 10 310.00 4 4 4 Loyal Customers
## 3598 261 8 210.75 3 4 3 Other
## 3599 276 4 120.00 3 3 3 Potential Loyalists
## 3600 172 19 850.60 4 5 5 Other
## 3601 88 11 501.95 4 4 4 Loyal Customers
## 3602 47 5 147.85 5 3 3 Other
## 3603 268 34 1602.80 3 5 5 Other
## 3604 268 11 632.50 3 4 5 Other
## 3605 30 11 492.00 5 4 4 Other
## 3606 68 30 1269.45 4 5 5 Other
## 3607 73 13 543.75 4 5 5 Other
## 3608 230 26 1166.50 3 5 5 Other
## 3609 270 11 551.40 3 4 5 Other
## 3610 221 4 122.00 3 3 3 Potential Loyalists
## 3611 239 10 389.15 3 4 4 Other
## 3612 265 3 154.00 3 3 3 Potential Loyalists
## 3613 73 7 244.00 4 4 4 Loyal Customers
## 3614 263 23 960.20 3 5 5 Other
## 3615 84 28 1158.00 4 5 5 Other
## 3616 114 13 538.50 4 5 5 Other
## 3617 87 8 157.65 4 4 3 Other
## 3618 133 5 304.00 4 3 4 Other
## 3619 55 17 662.70 5 5 5 Best Customers
## 3620 37 10 265.45 5 4 4 Other
## 3621 227 10 316.40 3 4 4 Other
## 3622 267 10 497.00 3 4 4 Other
## 3623 166 8 449.95 4 4 4 Loyal Customers
## 3624 268 10 545.00 3 4 5 Other
## 3625 7 20 747.45 5 5 5 Best Customers
## 3626 179 6 236.00 4 4 3 Other
## 3627 173 13 319.75 4 5 4 Other
## 3628 2 22 844.65 5 5 5 Best Customers
## 3629 69 10 402.50 4 4 4 Loyal Customers
## 3630 14 4 321.00 5 3 4 Other
## 3631 2 26 644.25 5 5 5 Best Customers
## 3632 65 29 2227.90 5 5 5 Best Customers
## 3633 36 51 672.25 5 5 5 Best Customers
## 3634 269 9 215.95 3 4 3 Other
## 3635 270 17 660.90 3 5 5 Other
## 3636 46 7 191.90 5 4 3 Other
## 3637 214 4 475.00 3 3 4 Other
## 3638 18 3 274.90 5 3 4 Other
## 3639 79 48 1778.15 4 5 5 Other
## 3640 19 12 503.50 5 5 4 Other
## 3641 62 19 595.35 5 5 5 Best Customers
## 3642 2 4 236.50 5 3 3 Other
## 3643 258 12 899.45 3 5 5 Other
## 3644 210 29 2142.50 3 5 5 Other
## 3645 264 7 558.00 3 4 5 Other
## 3646 49 50 3227.00 5 5 5 Best Customers
## 3647 2 22 553.24 5 5 5 Best Customers
## 3648 58 9 263.40 5 4 4 Other
## 3649 63 5 291.85 5 3 4 Other
## 3650 99 22 946.00 4 5 5 Other
## 3651 128 5 328.95 4 3 4 Other
## 3652 65 34 1747.75 5 5 5 Best Customers
## 3653 106 33 1441.30 4 5 5 Other
## 3654 53 50 1144.00 5 5 5 Best Customers
## 3655 255 3 121.00 3 3 3 Potential Loyalists
## 3656 268 6 231.00 3 4 3 Other
## 3657 5 98 4662.80 5 5 5 Best Customers
## 3658 26 28 1211.45 5 5 5 Best Customers
## 3659 80 10 351.00 4 4 4 Loyal Customers
## 3660 5 20 947.00 5 5 5 Best Customers
## 3661 22 25 1335.90 5 5 5 Best Customers
## 3662 29 4 143.00 5 3 3 Other
## 3663 263 6 172.90 3 4 3 Other
## 3664 170 16 694.65 4 5 5 Other
## 3665 54 10 427.95 5 4 4 Other
## 3666 71 32 797.75 4 5 5 Other
## 3667 50 6 237.90 5 4 3 Other
## 3668 264 7 425.50 3 4 4 Other
## 3669 268 5 177.00 3 3 3 Potential Loyalists
## 3670 222 28 865.15 3 5 5 Other
## 3671 131 18 876.55 4 5 5 Other
## 3672 48 7 284.00 5 4 4 Other
## 3673 120 9 347.80 4 4 4 Loyal Customers
## 3674 273 3 141.50 3 3 3 Potential Loyalists
## 3675 175 10 354.95 4 4 4 Loyal Customers
## 3676 256 11 505.95 3 4 4 Other
## 3677 115 11 736.75 4 4 5 Other
## 3678 75 26 701.20 4 5 5 Other
## 3679 5 5 245.00 5 3 4 Other
## 3680 1 24 963.70 5 5 5 Best Customers
## 3681 230 34 1256.70 3 5 5 Other
## 3682 219 4 288.85 3 3 4 Other
## 3683 266 9 399.00 3 4 4 Other
## 3684 10 13 476.60 5 5 4 Other
## 3685 176 12 239.85 4 5 4 Other
## 3686 61 43 1565.45 5 5 5 Best Customers
## 3687 254 3 128.90 3 3 3 Potential Loyalists
## 3688 262 6 219.50 3 4 3 Other
## 3689 151 7 274.00 4 4 4 Loyal Customers
## 3690 17 11 310.70 5 4 4 Other
## 3691 54 20 1069.50 5 5 5 Best Customers
## 3692 71 62 2250.30 4 5 5 Other
## 3693 185 14 548.50 4 5 5 Other
## 3694 265 25 654.90 3 5 5 Other
## 3695 19 5 233.00 5 3 3 Other
## 3696 72 6 213.00 4 4 3 Other
## 3697 39 11 328.00 5 4 4 Other
## 3698 249 23 740.40 3 5 5 Other
## 3699 6 8 587.50 5 4 5 Other
## 3700 194 22 713.80 4 5 5 Other
## 3701 4 22 834.25 5 5 5 Best Customers
## 3702 148 29 1142.85 4 5 5 Other
## 3703 264 11 309.45 3 4 4 Other
## 3704 198 13 390.00 4 5 4 Other
## 3705 2 5 126.00 5 3 3 Other
## 3706 70 8 546.95 4 4 5 Other
## 3707 60 8 478.45 5 4 4 Other
## 3708 185 6 533.00 4 4 5 Other
## 3709 85 9 215.40 4 4 3 Other
## 3710 65 27 1364.40 5 5 5 Best Customers
## 3711 99 16 2047.85 4 5 5 Other
## 3712 93 7 123.99 4 4 3 Other
## 3713 269 3 197.00 3 3 3 Potential Loyalists
## 3714 260 7 257.50 3 4 4 Other
## 3715 269 8 366.00 3 4 4 Other
## 3716 266 11 271.20 3 4 4 Other
## 3717 138 19 614.85 4 5 5 Other
## 3718 13 13 621.35 5 5 5 Best Customers
## 3719 212 5 394.00 3 3 4 Other
## 3720 26 71 1790.67 5 5 5 Best Customers
## 3721 92 4 268.00 4 3 4 Other
## 3722 75 8 224.00 4 4 3 Other
## 3723 37 5 194.95 5 3 3 Other
## 3724 57 13 497.75 5 5 4 Other
## 3725 264 14 664.85 3 5 5 Other
## 3726 111 6 250.00 4 4 4 Loyal Customers
## 3727 258 10 638.00 3 4 5 Other
## 3728 190 4 146.85 4 3 3 Other
## 3729 31 9 484.85 5 4 4 Other
## 3730 20 14 611.45 5 5 5 Best Customers
## 3731 262 13 793.00 3 5 5 Other
## 3732 237 3 187.00 3 3 3 Potential Loyalists
## 3733 185 14 663.90 4 5 5 Other
## 3734 238 16 470.00 3 5 4 Other
## 3735 235 4 236.00 3 3 3 Potential Loyalists
## 3736 243 10 955.00 3 4 5 Other
## 3737 256 8 358.50 3 4 4 Other
## 3738 273 32 1268.50 3 5 5 Other
## 3739 10 5 132.90 5 3 3 Other
## 3740 25 26 592.35 5 5 5 Best Customers
## 3741 11 14 446.95 5 5 4 Other
## 3742 45 9 241.90 5 4 4 Other
## 3743 165 7 223.50 4 4 3 Other
## 3744 275 10 644.95 3 4 5 Other
## 3745 265 6 273.00 3 4 4 Other
## 3746 211 10 442.00 3 4 4 Other
## 3747 26 64 2881.00 5 5 5 Best Customers
## 3748 18 123 4146.35 5 5 5 Best Customers
## 3749 11 11 546.95 5 4 5 Other
## 3750 244 13 830.45 3 5 5 Other
## 3751 57 16 655.45 5 5 5 Best Customers
## 3752 70 8 423.00 4 4 4 Loyal Customers
## 3753 241 14 899.95 3 5 5 Other
## 3754 268 15 440.50 3 5 4 Other
## 3755 203 4 158.50 4 3 3 Other
## 3756 153 18 768.00 4 5 5 Other
## 3757 7 78 3942.90 5 5 5 Best Customers
## 3758 53 36 957.70 5 5 5 Best Customers
## 3759 43 22 820.00 5 5 5 Best Customers
## 3760 258 12 562.50 3 5 5 Other
## 3761 64 25 855.25 5 5 5 Best Customers
## 3762 51 35 1655.40 5 5 5 Best Customers
## 3763 263 4 157.00 3 3 3 Potential Loyalists
## 3764 46 27 1355.25 5 5 5 Best Customers
## 3765 24 20 1259.30 5 5 5 Best Customers
## 3766 141 7 300.45 4 4 4 Loyal Customers
## 3767 37 40 1425.89 5 5 5 Best Customers
## 3768 166 6 206.00 4 4 3 Other
## 3769 214 4 133.00 3 3 3 Potential Loyalists
## 3770 38 123 6165.39 5 5 5 Best Customers
## 3771 97 3 123.90 4 3 3 Other
## 3772 37 23 1061.00 5 5 5 Best Customers
## 3773 79 7 279.50 4 4 4 Loyal Customers
## 3774 196 4 322.00 4 3 4 Other
## 3775 208 22 676.95 4 5 5 Other
## 3776 71 17 3183.00 4 5 5 Other
## 3777 268 4 187.00 3 3 3 Potential Loyalists
## 3778 262 4 241.50 3 3 4 Other
## 3779 261 4 129.00 3 3 3 Potential Loyalists
## 3780 258 17 800.95 3 5 5 Other
## 3781 83 10 326.50 4 4 4 Loyal Customers
## 3782 261 8 651.00 3 4 5 Other
## 3783 87 9 307.95 4 4 4 Loyal Customers
## 3784 19 14 411.90 5 5 4 Other
## 3785 140 34 1507.70 4 5 5 Other
## 3786 105 19 686.90 4 5 5 Other
## 3787 104 4 128.00 4 3 3 Other
## 3788 22 8 188.80 5 4 3 Other
## 3789 160 31 1494.90 4 5 5 Other
## 3790 76 7 277.00 4 4 4 Loyal Customers
## 3791 2 39 1734.35 5 5 5 Best Customers
## 3792 99 12 223.60 4 5 3 Other
## 3793 148 23 1448.20 4 5 5 Other
## 3794 265 13 702.95 3 5 5 Other
## 3795 227 6 310.45 3 4 4 Other
## 3796 265 4 208.00 3 3 3 Potential Loyalists
## 3797 14 10 432.45 5 4 4 Other
## 3798 176 6 227.00 4 4 3 Other
## 3799 262 5 212.00 3 3 3 Potential Loyalists
## 3800 13 35 1862.45 5 5 5 Best Customers
## 3801 41 5 145.00 5 3 3 Other
## 3802 204 11 642.95 4 4 5 Other
## 3803 60 32 1001.25 5 5 5 Best Customers
## 3804 7 5 178.00 5 3 3 Other
## 3805 54 8 250.40 5 4 4 Other
## 3806 213 17 813.00 3 5 5 Other
## 3807 130 13 881.50 4 5 5 Other
## 3808 239 6 163.40 3 4 3 Other
## 3809 47 4 153.00 5 3 3 Other
## 3810 32 4 169.50 5 3 3 Other
## 3811 50 22 702.95 5 5 5 Best Customers
## 3812 175 9 307.50 4 4 4 Loyal Customers
## 3813 67 19 1149.70 4 5 5 Other
## 3814 170 30 1606.45 4 5 5 Other
## 3815 9 8 317.00 5 4 4 Other
## 3816 110 30 2993.35 4 5 5 Other
## 3817 172 24 953.80 4 5 5 Other
## 3818 269 7 264.50 3 4 4 Other
## 3819 262 4 209.00 3 3 3 Potential Loyalists
## 3820 75 34 1559.80 4 5 5 Other
## 3821 158 9 446.85 4 4 4 Loyal Customers
## 3822 94 16 596.00 4 5 5 Other
## 3823 114 9 589.00 4 4 5 Other
## 3824 34 19 580.95 5 5 5 Best Customers
## 3825 242 15 519.50 3 5 4 Other
## 3826 5 6 226.00 5 4 3 Other
## 3827 22 10 346.45 5 4 4 Other
## 3828 46 62 3143.55 5 5 5 Best Customers
## 3829 197 23 862.70 4 5 5 Other
## 3830 91 12 516.00 4 5 4 Other
## 3831 23 5 173.90 5 3 3 Other
## 3832 243 8 276.70 3 4 4 Other
## 3833 244 7 342.90 3 4 4 Other
## 3834 25 9 394.00 5 4 4 Other
## 3835 236 10 340.95 3 4 4 Other
## 3836 145 5 237.00 4 3 3 Other
## 3837 103 20 796.95 4 5 5 Other
## 3838 40 15 868.00 5 5 5 Best Customers
## 3839 61 4 200.75 5 3 3 Other
## 3840 192 3 141.00 4 3 3 Other
## 3841 49 3 218.95 5 3 3 Other
## 3842 10 20 783.00 5 5 5 Best Customers
## 3843 57 10 322.25 5 4 4 Other
## 3844 122 13 394.95 4 5 4 Other
## 3845 19 31 1131.20 5 5 5 Best Customers
## 3846 250 7 287.75 3 4 4 Other
## 3847 255 10 400.90 3 4 4 Other
## 3848 29 36 1404.45 5 5 5 Best Customers
## 3849 22 47 2018.20 5 5 5 Best Customers
## 3850 259 9 174.60 3 4 3 Other
## 3851 199 22 1278.15 4 5 5 Other
## 3852 266 6 344.00 3 4 4 Other
## 3853 148 10 362.00 4 4 4 Loyal Customers
## 3854 132 21 899.50 4 5 5 Other
## 3855 93 9 430.50 4 4 4 Loyal Customers
## 3856 38 5 156.45 5 3 3 Other
## 3857 153 50 1759.15 4 5 5 Other
## 3858 149 3 177.00 4 3 3 Other
## 3859 266 3 222.00 3 3 3 Potential Loyalists
## 3860 5 9 262.74 5 4 4 Other
## 3861 42 32 993.35 5 5 5 Best Customers
## 3862 81 44 1371.55 4 5 5 Other
## 3863 68 47 1211.00 4 5 5 Other
## 3864 264 4 207.95 3 3 3 Potential Loyalists
## 3865 54 8 235.40 5 4 3 Other
## 3866 24 8 535.50 5 4 5 Other
## 3867 270 5 234.00 3 3 3 Potential Loyalists
## 3868 2 30 980.60 5 5 5 Best Customers
## 3869 220 5 366.00 3 3 4 Other
## 3870 73 122 4701.10 4 5 5 Other
## 3871 36 16 468.50 5 5 4 Other
## 3872 265 8 367.00 3 4 4 Other
## 3873 169 22 934.00 4 5 5 Other
## 3874 105 7 215.50 4 4 3 Other
## 3875 132 12 497.40 4 5 4 Other
## 3876 197 7 198.45 4 4 3 Other
## 3877 76 30 1200.65 4 5 5 Other
## 3878 75 12 294.90 4 5 4 Other
## 3879 30 8 233.50 5 4 3 Other
## 3880 264 22 1143.85 3 5 5 Other
## 3881 158 6 151.95 4 4 3 Other
## 3882 5 13 672.00 5 5 5 Best Customers
## 3883 14 33 1654.00 5 5 5 Best Customers
## 3884 16 8 309.00 5 4 4 Other
## 3885 271 7 398.90 3 4 4 Other
## 3886 273 5 296.95 3 3 4 Other
## 3887 83 21 631.80 4 5 5 Other
## 3888 56 23 1202.40 5 5 5 Best Customers
## 3889 37 7 198.95 5 4 3 Other
## 3890 276 4 148.00 3 3 3 Potential Loyalists
## 3891 66 19 562.70 4 5 5 Other
## 3892 95 19 855.85 4 5 5 Other
## 3893 44 4 162.50 5 3 3 Other
## 3894 6 5 223.50 5 3 3 Other
## 3895 93 19 672.90 4 5 5 Other
## 3896 20 9 221.95 5 4 3 Other
## 3897 143 4 256.95 4 3 4 Other
## 3898 116 40 1476.55 4 5 5 Other
## 3899 259 13 462.85 3 5 4 Other
## 3900 219 6 272.00 3 4 4 Other
## 3901 74 4 259.00 4 3 4 Other
## 3902 268 6 335.00 3 4 4 Other
## 3903 6 16 638.40 5 5 5 Best Customers
## 3904 175 13 431.95 4 5 4 Other
## 3905 199 6 149.50 4 4 3 Other
## 3906 231 10 752.40 3 4 5 Other
## 3907 258 3 182.95 3 3 3 Potential Loyalists
## 3908 257 6 233.50 3 4 3 Other
## 3909 140 3 121.50 4 3 3 Other
## 3910 120 30 976.85 4 5 5 Other
## 3911 16 30 1509.00 5 5 5 Best Customers
## 3912 210 5 331.50 3 3 4 Other
## 3913 263 10 326.50 3 4 4 Other
## 3914 210 11 672.00 3 4 5 Other
## 3915 190 6 366.00 4 4 4 Loyal Customers
## 3916 30 14 549.55 5 5 5 Best Customers
## 3917 227 13 829.00 3 5 5 Other
## 3918 14 15 303.35 5 5 4 Other
## 3919 108 6 360.50 4 4 4 Loyal Customers
## 3920 39 11 612.95 5 4 5 Other
## 3921 49 8 234.05 5 4 3 Other
## 3922 263 8 295.80 3 4 4 Other
## 3923 68 8 183.70 4 4 3 Other
## 3924 175 24 977.95 4 5 5 Other
## 3925 177 7 641.00 4 4 5 Other
## 3926 29 28 1256.90 5 5 5 Best Customers
## 3927 124 7 302.00 4 4 4 Loyal Customers
## 3928 25 33 1588.90 5 5 5 Best Customers
## 3929 186 17 589.45 4 5 5 Other
## 3930 31 41 1465.20 5 5 5 Best Customers
## 3931 263 13 289.00 3 5 4 Other
## 3932 210 4 129.35 3 3 3 Potential Loyalists
## 3933 85 40 1389.35 4 5 5 Other
## 3934 253 12 501.90 3 5 4 Other
## 3935 262 8 490.50 3 4 4 Other
## 3936 97 19 1107.95 4 5 5 Other
## 3937 51 27 586.99 5 5 5 Best Customers
## 3938 8 51 1940.70 5 5 5 Best Customers
## 3939 19 17 882.20 5 5 5 Best Customers
## 3940 55 11 738.00 5 4 5 Other
## 3941 262 10 437.00 3 4 4 Other
## 3942 256 5 177.95 3 3 3 Potential Loyalists
## 3943 133 14 541.95 4 5 5 Other
## 3944 269 20 565.30 3 5 5 Other
## 3945 12 5 219.00 5 3 3 Other
## 3946 90 23 1031.80 4 5 5 Other
## 3947 110 15 677.90 4 5 5 Other
## 3948 27 8 494.00 5 4 4 Other
## 3949 63 57 1822.10 5 5 5 Best Customers
## 3950 163 20 735.50 4 5 5 Other
## 3951 245 34 1412.60 3 5 5 Other
## 3952 21 9 300.00 5 4 4 Other
## 3953 149 21 766.70 4 5 5 Other
## 3954 154 6 234.00 4 4 3 Other
## 3955 28 6 239.50 5 4 4 Other
## 3956 45 18 707.80 5 5 5 Best Customers
## 3957 148 5 216.95 4 3 3 Other
## 3958 112 18 558.65 4 5 5 Other
## 3959 39 14 519.40 5 5 4 Other
## 3960 264 4 177.50 3 3 3 Potential Loyalists
## 3961 128 5 505.00 4 3 4 Other
## 3962 115 4 314.00 4 3 4 Other
## 3963 263 22 743.30 3 5 5 Other
## 3964 18 12 405.45 5 5 4 Other
## 3965 30 19 661.35 5 5 5 Best Customers
## 3966 256 16 509.35 3 5 4 Other
## 3967 53 6 143.00 5 4 3 Other
## 3968 47 15 376.30 5 5 4 Other
## 3969 272 19 638.95 3 5 5 Other
## 3970 4 50 2022.80 5 5 5 Best Customers
## 3971 48 13 835.50 5 5 5 Best Customers
## 3972 181 5 317.00 4 3 4 Other
## 3973 6 19 1029.45 5 5 5 Best Customers
## 3974 101 11 329.00 4 4 4 Loyal Customers
## 3975 278 19 796.80 3 5 5 Other
## 3976 33 29 2767.75 5 5 5 Best Customers
## 3977 226 5 237.00 3 3 3 Potential Loyalists
## 3978 111 21 1001.80 4 5 5 Other
## 3979 157 29 1452.90 4 5 5 Other
## 3980 261 20 1272.00 3 5 5 Other
## 3981 30 28 1294.35 5 5 5 Best Customers
## 3982 275 7 302.50 3 4 4 Other
## 3983 93 26 851.20 4 5 5 Other
## 3984 63 22 668.80 5 5 5 Best Customers
## 3985 174 18 898.50 4 5 5 Other
## 3986 233 11 684.00 3 4 5 Other
## 3987 212 7 309.40 3 4 4 Other
## 3988 61 15 314.65 5 5 4 Other
## 3989 198 21 894.90 4 5 5 Other
## 3990 174 14 642.85 4 5 5 Other
## 3991 205 13 391.00 4 5 4 Other
## 3992 23 9 135.15 5 4 3 Other
## 3993 61 4 146.00 5 3 3 Other
## 3994 219 19 465.80 3 5 4 Other
## 3995 13 27 630.75 5 5 5 Best Customers
## 3996 167 13 402.95 4 5 4 Other
## 3997 65 3 167.95 5 3 3 Other
## 3998 257 4 283.95 3 3 4 Other
## 3999 26 41 2546.40 5 5 5 Best Customers
## 4000 181 7 343.50 4 4 4 Loyal Customers
## 4001 82 41 1529.45 4 5 5 Other
## 4002 29 14 707.00 5 5 5 Best Customers
## 4003 111 9 480.50 4 4 4 Loyal Customers
## 4004 265 4 207.00 3 3 3 Potential Loyalists
## 4005 6 33 1321.85 5 5 5 Best Customers
## 4006 271 16 597.65 3 5 5 Other
## 4007 104 3 159.00 4 3 3 Other
## 4008 99 17 842.45 4 5 5 Other
## 4009 21 9 531.50 5 4 4 Other
## 4010 248 9 265.80 3 4 4 Other
## 4011 121 25 1053.25 4 5 5 Other
## 4012 263 16 677.00 3 5 5 Other
## 4013 33 12 485.30 5 5 4 Other
## 4014 22 13 455.95 5 5 4 Other
## 4015 37 13 506.40 5 5 4 Other
## 4016 165 5 273.00 4 3 4 Other
## 4017 255 7 683.80 3 4 5 Other
## 4018 34 40 1625.85 5 5 5 Best Customers
## 4019 216 10 580.75 3 4 5 Other
## 4020 59 16 218.05 5 5 3 Other
## 4021 43 6 233.45 5 4 3 Other
## 4022 240 46 1400.80 3 5 5 Other
## 4023 22 10 566.50 5 4 5 Other
## 4024 10 28 1402.85 5 5 5 Best Customers
## 4025 177 13 469.85 4 5 4 Other
## 4026 3 9 289.35 5 4 4 Other
## 4027 43 17 538.60 5 5 5 Best Customers
## 4028 17 39 1502.75 5 5 5 Best Customers
## 4029 216 6 364.00 3 4 4 Other
## 4030 40 24 1223.35 5 5 5 Best Customers
## 4031 7 50 1276.85 5 5 5 Best Customers
## 4032 14 3 160.00 5 3 3 Other
## 4033 133 8 432.50 4 4 4 Loyal Customers
## 4034 216 30 1711.90 3 5 5 Other
## 4035 39 13 519.40 5 5 4 Other
## 4036 72 5 256.70 4 3 4 Other
## 4037 103 21 1022.90 4 5 5 Other
## 4038 206 5 185.00 4 3 3 Other
## 4039 209 31 2094.10 3 5 5 Other
## 4040 46 59 1933.70 5 5 5 Best Customers
## 4041 3 5 125.00 5 3 3 Other
## 4042 19 16 722.45 5 5 5 Best Customers
## 4043 83 8 375.00 4 4 4 Loyal Customers
## 4044 13 12 659.40 5 5 5 Best Customersinactive_customers <- rfm_data %>% filter(R_Score <=2, F_Score <=2, M_Score <=2)
print(inactive_customers)## Recency Frequency Monetary R_Score F_Score M_Score Segment
## 1 724 1 74.00 1 1 2 Other
## 2 317 1 65.00 2 1 2 Other
## 3 913 1 45.00 1 1 1 Lost Customers
## 4 502 1 12.50 2 1 1 Other
## 5 320 2 88.00 2 2 2 Other
## 6 611 1 95.00 1 1 2 Other
## 7 704 1 44.00 1 1 1 Lost Customers
## 8 965 1 20.00 1 1 1 Lost Customers
## 9 827 2 49.00 1 2 1 Other
## 10 646 3 97.95 1 2 2 Other
## 11 680 1 29.00 1 1 1 Lost Customers
## 12 688 1 36.00 1 1 1 Lost Customers
## 13 757 1 40.00 1 1 1 Lost Customers
## 14 658 1 49.50 1 1 1 Lost Customers
## 15 390 1 35.00 2 1 1 Other
## 16 490 3 103.90 2 2 2 Other
## 17 925 2 63.50 1 2 2 Other
## 18 337 1 69.00 2 1 2 Other
## 19 291 2 65.00 2 2 2 Other
## 20 689 1 44.00 1 1 1 Lost Customers
## 21 801 3 13.25 1 2 1 Other
## 22 375 2 43.95 2 2 1 Other
## 23 390 2 39.50 2 2 1 Other
## 24 615 2 0.00 1 2 1 Other
## 25 632 2 75.95 1 2 2 Other
## 26 282 1 29.00 2 1 1 Other
## 27 293 1 119.00 2 1 2 Other
## 28 661 2 72.00 1 2 2 Other
## 29 488 1 98.00 2 1 2 Other
## 30 702 3 100.00 1 2 2 Other
## 31 878 1 57.00 1 1 1 Lost Customers
## 32 289 2 58.00 2 2 1 Other
## 33 332 1 34.00 2 1 1 Other
## 34 970 1 0.00 1 1 1 Lost Customers
## 35 292 1 68.00 2 1 2 Other
## 36 633 3 89.95 1 2 2 Other
## 37 334 2 0.00 2 2 1 Other
## 38 575 2 50.00 1 2 1 Other
## 39 633 1 39.50 1 1 1 Lost Customers
## 40 294 1 39.50 2 1 1 Other
## 41 399 2 39.50 2 2 1 Other
## 42 435 1 39.50 2 1 1 Other
## 43 800 1 38.00 1 1 1 Lost Customers
## 44 666 2 79.00 1 2 2 Other
## 45 487 2 92.00 2 2 2 Other
## 46 858 1 49.00 1 1 1 Lost Customers
## 47 321 1 59.00 2 1 2 Other
## 48 388 1 35.00 2 1 1 Other
## 49 340 2 78.00 2 2 2 Other
## 50 633 1 25.00 1 1 1 Lost Customers
## 51 282 2 39.50 2 2 1 Other
## 52 583 1 34.95 1 1 1 Lost Customers
## 53 696 2 118.00 1 2 2 Other
## 54 633 2 60.00 1 2 2 Other
## 55 694 1 12.50 1 1 1 Lost Customers
## 56 768 1 32.00 1 1 1 Lost Customers
## 57 521 2 50.00 2 2 1 Other
## 58 756 1 39.50 1 1 1 Lost Customers
## 59 766 1 65.00 1 1 2 Other
## 60 300 3 113.95 2 2 2 Other
## 61 346 1 34.95 2 1 1 Other
## 62 435 2 40.00 2 2 1 Other
## 63 788 3 109.00 1 2 2 Other
## 64 646 1 69.00 1 1 2 Other
## 65 826 2 75.00 1 2 2 Other
## 66 707 1 35.00 1 1 1 Lost Customers
## 67 558 1 89.00 2 1 2 Other
## 68 906 2 44.00 1 2 1 Other
## 69 320 3 116.50 2 2 2 Other
## 70 661 1 26.50 1 1 1 Lost Customers
## 71 282 3 96.50 2 2 2 Other
## 72 764 2 54.00 1 2 1 Other
## 73 389 3 79.00 2 2 2 Other
## 74 460 2 42.00 2 2 1 Other
## 75 632 2 39.95 1 2 1 Other
## 76 601 1 74.00 1 1 2 Other
## 77 287 1 59.00 2 1 2 Other
## 78 634 1 39.00 1 1 1 Lost Customers
## 79 304 1 69.00 2 1 2 Other
## 80 652 2 52.00 1 2 1 Other
## 81 322 2 27.50 2 2 1 Other
## 82 285 1 49.50 2 1 1 Other
## 83 385 2 91.00 2 2 2 Other
## 84 636 2 98.95 1 2 2 Other
## 85 364 2 39.50 2 2 1 Other
## 86 959 1 69.00 1 1 2 Other
## 87 939 1 39.50 1 1 1 Lost Customers
## 88 405 1 35.00 2 1 1 Other
## 89 968 1 49.00 1 1 1 Lost Customers
## 90 396 2 50.85 2 2 1 Other
## 91 661 1 39.95 1 1 1 Lost Customers
## 92 693 1 19.50 1 1 1 Lost Customers
## 93 897 1 34.00 1 1 1 Lost Customers
## 94 300 2 65.00 2 2 2 Other
## 95 656 1 49.00 1 1 1 Lost Customers
## 96 384 2 39.50 2 2 1 Other
## 97 662 1 39.00 1 1 1 Lost Customers
## 98 759 1 56.00 1 1 1 Lost Customers
## 99 281 2 78.50 2 2 2 Other
## 100 831 1 79.95 1 1 2 Other
## 101 583 2 24.90 1 2 1 Other
## 102 486 1 49.00 2 1 1 Other
## 103 565 1 25.00 2 1 1 Other
## 104 397 1 49.00 2 1 1 Other
## 105 319 1 44.00 2 1 1 Other
## 106 321 1 30.00 2 1 1 Other
## 107 405 1 39.00 2 1 1 Other
## 108 718 2 54.95 1 2 1 Other
## 109 750 2 21.95 1 2 1 Other
## 110 643 2 59.00 1 2 2 Other
## 111 765 1 69.00 1 1 2 Other
## 112 753 2 18.90 1 2 1 Other
## 113 894 1 57.00 1 1 1 Lost Customers
## 114 605 1 29.00 1 1 1 Lost Customers
## 115 890 2 68.00 1 2 2 Other
## 116 807 1 22.95 1 1 1 Lost Customers
## 117 643 1 82.00 1 1 2 Other
## 118 910 1 94.00 1 1 2 Other
## 119 282 1 34.00 2 1 1 Other
## 120 760 1 39.95 1 1 1 Lost Customers
## 121 327 2 99.95 2 2 2 Other
## 122 639 1 24.00 1 1 1 Lost Customers
## 123 922 1 49.00 1 1 1 Lost Customers
## 124 391 2 39.50 2 2 1 Other
## 125 972 1 99.00 1 1 2 Other
## 126 339 2 39.50 2 2 1 Other
## 127 653 2 79.00 1 2 2 Other
## 128 433 2 44.00 2 2 1 Other
## 129 640 3 96.00 1 2 2 Other
## 130 716 2 72.45 1 2 2 Other
## 131 595 1 19.95 1 1 1 Lost Customers
## 132 956 1 49.00 1 1 1 Lost Customers
## 133 799 1 34.00 1 1 1 Lost Customers
## 134 688 2 51.50 1 2 1 Other
## 135 702 1 44.00 1 1 1 Lost Customers
## 136 646 2 76.00 1 2 2 Other
## 137 346 2 37.00 2 2 1 Other
## 138 848 3 82.00 1 2 2 Other
## 139 397 2 39.50 2 2 1 Other
## 140 583 2 63.50 1 2 2 Other
## 141 477 2 87.00 2 2 2 Other
## 142 701 3 49.50 1 2 1 Other
## 143 848 1 24.00 1 1 1 Lost Customers
## 144 629 2 95.00 1 2 2 Other
## 145 382 2 37.00 2 2 1 Other
## 146 407 1 36.00 2 1 1 Other
## 147 597 1 59.00 1 1 2 Other
## 148 642 2 58.00 1 2 1 Other
## 149 281 2 91.50 2 2 2 Other
## 150 339 1 30.00 2 1 1 Other
## 151 689 1 44.00 1 1 1 Lost Customers
## 152 500 2 70.00 2 2 2 Other
## 153 950 1 29.95 1 1 1 Lost Customers
## 154 629 2 109.00 1 2 2 Other
## 155 323 1 69.00 2 1 2 Other
## 156 628 1 44.00 1 1 1 Lost Customers
## 157 761 1 19.00 1 1 1 Lost Customers
## 158 558 1 59.00 2 1 2 Other
## 159 738 2 25.90 1 2 1 Other
## 160 644 1 32.00 1 1 1 Lost Customers
## 161 843 1 49.00 1 1 1 Lost Customers
## 162 700 3 83.00 1 2 2 Other
## 163 640 1 89.00 1 1 2 Other
## 164 676 2 52.50 1 2 1 Other
## 165 629 2 83.00 1 2 2 Other
## 166 916 1 0.00 1 1 1 Lost Customers
## 167 827 1 48.00 1 1 1 Lost Customers
## 168 630 1 16.10 1 1 1 Lost Customers
## 169 797 2 39.90 1 2 1 Other
## 170 503 1 39.50 2 1 1 Other
## 171 404 2 109.00 2 2 2 Other
## 172 750 2 38.19 1 2 1 Other
## 173 606 1 89.00 1 1 2 Other
## 174 934 1 109.00 1 1 2 Other
## 175 650 1 55.00 1 1 1 Lost Customers
## 176 291 2 56.00 2 2 1 Other
## 177 366 2 118.50 2 2 2 Other
## 178 655 1 49.50 1 1 1 Lost Customers
## 179 385 2 39.50 2 2 1 Other
## 180 849 1 79.00 1 1 2 Other
## 181 646 1 119.00 1 1 2 Other
## 182 690 1 45.00 1 1 1 Lost Customers
## 183 867 1 20.00 1 1 1 Lost Customers
## 184 343 1 44.00 2 1 1 Other
## 185 839 1 19.00 1 1 1 Lost Customers
## 186 638 1 0.00 1 1 1 Lost Customers
## 187 622 1 41.00 1 1 1 Lost Customers
## 188 747 1 39.50 1 1 1 Lost Customers
## 189 605 1 19.95 1 1 1 Lost Customers
## 190 663 3 0.00 1 2 1 Other
## 191 649 1 34.00 1 1 1 Lost Customers
## 192 711 3 98.00 1 2 2 Other
## 193 715 1 29.95 1 1 1 Lost Customers
## 194 762 2 74.95 1 2 2 Other
## 195 941 1 39.50 1 1 1 Lost Customers
## 196 746 3 45.00 1 2 1 Other
## 197 890 1 29.00 1 1 1 Lost Customers
## 198 311 1 79.00 2 1 2 Other
## 199 866 2 55.00 1 2 1 Other
## 200 753 3 80.00 1 2 2 Other
## 201 540 1 0.00 2 1 1 Other
## 202 348 2 39.50 2 2 1 Other
## 203 628 2 69.50 1 2 2 Other
## 204 377 1 0.00 2 1 1 Other
## 205 290 1 60.00 2 1 2 Other
## 206 616 1 38.00 1 1 1 Lost Customers
## 207 652 1 74.00 1 1 2 Other
## 208 607 2 79.00 1 2 2 Other
## 209 466 1 72.00 2 1 2 Other
## 210 801 1 115.00 1 1 2 Other
## 211 598 1 39.50 1 1 1 Lost Customers
## 212 663 1 0.00 1 1 1 Lost Customers
## 213 504 2 61.50 2 2 2 Other
## 214 572 2 104.00 2 2 2 Other
## 215 347 2 39.50 2 2 1 Other
## 216 287 3 103.00 2 2 2 Other
## 217 651 2 59.00 1 2 2 Other
## 218 936 1 79.00 1 1 2 Other
## 219 750 1 56.00 1 1 1 Lost Customers
## 220 634 1 45.50 1 1 1 Lost Customers
## 221 623 1 79.00 1 1 2 Other
## 222 681 1 69.00 1 1 2 Other
## 223 967 1 24.95 1 1 1 Lost Customers
## 224 582 1 25.00 1 1 1 Lost Customers
## 225 949 1 69.95 1 1 2 Other
## 226 692 2 69.90 1 2 2 Other
## 227 340 3 27.15 2 2 1 Other
## 228 703 1 79.00 1 1 2 Other
## 229 625 2 46.00 1 2 1 Other
## 230 733 1 39.50 1 1 1 Lost Customers
## 231 284 1 89.00 2 1 2 Other
## 232 672 2 98.00 1 2 2 Other
## 233 846 2 67.00 1 2 2 Other
## 234 671 1 70.00 1 1 2 Other
## 235 399 1 69.00 2 1 2 Other
## 236 597 2 51.95 1 2 1 Other
## 237 347 2 16.00 2 2 1 Other
## 238 835 3 109.00 1 2 2 Other
## 239 956 1 89.00 1 1 2 Other
## 240 426 2 64.50 2 2 2 Other
## 241 635 2 84.00 1 2 2 Other
## 242 835 1 39.50 1 1 1 Lost Customers
## 243 605 2 56.90 1 2 1 Other
## 244 758 1 56.00 1 1 1 Lost Customers
## 245 449 1 55.00 2 1 1 Other
## 246 354 2 114.50 2 2 2 Other
## 247 642 2 63.00 1 2 2 Other
## 248 536 1 6.95 2 1 1 Other
## 249 641 2 79.00 1 2 2 Other
## 250 587 3 82.85 1 2 2 Other
## 251 349 1 119.00 2 1 2 Other
## 252 378 2 40.00 2 2 1 Other
## 253 636 2 89.00 1 2 2 Other
## 254 630 2 53.00 1 2 1 Other
## 255 645 2 59.00 1 2 2 Other
## 256 659 2 64.00 1 2 2 Other
## 257 341 2 37.50 2 2 1 Other
## 258 592 1 69.00 1 1 2 Other
## 259 972 3 104.00 1 2 2 Other
## 260 572 2 69.00 2 2 2 Other
## 261 381 2 61.00 2 2 2 Other
## 262 456 3 73.45 2 2 2 Other
## 263 445 2 38.00 2 2 1 Other
## 264 871 1 79.00 1 1 2 Other
## 265 622 1 49.50 1 1 1 Lost Customers
## 266 287 1 59.00 2 1 2 Other
## 267 879 3 80.50 1 2 2 Other
## 268 746 3 31.30 1 2 1 Other
## 269 606 2 92.00 1 2 2 Other
## 270 288 1 40.00 2 1 1 Other
## 271 443 2 53.00 2 2 1 Other
## 272 658 1 69.00 1 1 2 Other
## 273 724 1 49.00 1 1 1 Lost Customers
## 274 640 1 0.00 1 1 1 Lost Customers
## 275 376 2 88.00 2 2 2 Other
## 276 288 1 69.00 2 1 2 Other
## 277 622 3 99.00 1 2 2 Other
## 278 279 1 31.00 2 1 1 Other
## 279 934 1 79.00 1 1 2 Other
## 280 809 1 18.00 1 1 1 Lost Customers
## 281 932 1 49.50 1 1 1 Lost Customers
## 282 533 2 68.95 2 2 2 Other
## 283 616 1 49.00 1 1 1 Lost Customers
## 284 922 3 74.50 1 2 2 Other
## 285 279 1 49.50 2 1 1 Other
## 286 303 1 44.00 2 1 1 Other
## 287 675 1 66.00 1 1 2 Other
## 288 849 1 25.00 1 1 1 Lost Customers
## 289 379 1 89.00 2 1 2 Other
## 290 297 3 74.90 2 2 2 Other
## 291 658 1 30.00 1 1 1 Lost Customers
## 292 294 1 46.00 2 1 1 Other
## 293 285 3 119.00 2 2 2 Other
## 294 623 1 34.00 1 1 1 Lost Customers
## 295 621 2 17.70 1 2 1 Other
## 296 645 1 49.00 1 1 1 Lost Customers
## 297 505 2 36.90 2 2 1 Other
## 298 751 3 76.95 1 2 2 Other
## 299 282 2 60.50 2 2 2 Other
## 300 717 3 79.85 1 2 2 Other
## 301 623 1 89.00 1 1 2 Other
## 302 327 1 34.00 2 1 1 Other
## 303 754 2 95.50 1 2 2 Other
## 304 429 2 72.00 2 2 2 Other
## 305 331 1 40.00 2 1 1 Other
## 306 313 3 99.00 2 2 2 Other
## 307 663 2 95.50 1 2 2 Other
## 308 533 1 48.00 2 1 1 Other
## 309 579 1 30.00 1 1 1 Lost Customers
## 310 349 2 39.50 2 2 1 Other
## 311 631 1 0.00 1 1 1 Lost Customers
## 312 626 2 84.00 1 2 2 Other
## 313 642 3 120.00 1 2 2 Other
## 314 793 1 16.00 1 1 1 Lost Customers
## 315 888 2 75.00 1 2 2 Other
## 316 756 1 30.00 1 1 1 Lost Customers
## 317 289 2 64.50 2 2 2 Other
## 318 719 2 84.50 1 2 2 Other
## 319 681 3 71.45 1 2 2 Other
## 320 508 2 95.00 2 2 2 Other
## 321 380 3 79.00 2 2 2 Other
## 322 875 1 32.00 1 1 1 Lost Customers
## 323 653 1 51.00 1 1 1 Lost Customers
## 324 634 1 29.00 1 1 1 Lost Customers
## 325 371 2 113.00 2 2 2 Other
## 326 283 1 36.00 2 1 1 Other
## 327 280 2 110.00 2 2 2 Other
## 328 349 2 91.00 2 2 2 Other
## 329 628 1 89.00 1 1 2 Other
## 330 959 1 38.00 1 1 1 Lost Customers
## 331 747 1 49.00 1 1 1 Lost Customers
## 332 546 1 42.00 2 1 1 Other
## 333 301 3 82.00 2 2 2 Other
## 334 841 2 43.00 1 2 1 Other
## 335 919 1 19.00 1 1 1 Lost Customers
## 336 740 1 39.50 1 1 1 Lost Customers
## 337 548 1 69.00 2 1 2 Other
## 338 944 1 75.00 1 1 2 Other
## 339 426 2 64.90 2 2 2 Other
## 340 282 3 101.00 2 2 2 Other
## 341 377 2 109.00 2 2 2 Other
## 342 366 2 29.90 2 2 1 Other
## 343 680 1 68.00 1 1 2 Other
## 344 670 1 99.00 1 1 2 Other
## 345 750 1 56.00 1 1 1 Lost Customers
## 346 280 2 78.00 2 2 2 Other
## 347 590 2 116.00 1 2 2 Other
## 348 281 1 25.00 2 1 1 Other
## 349 651 1 0.00 1 1 1 Lost Customers
## 350 755 2 36.90 1 2 1 Other
## 351 590 1 59.50 1 1 2 Other
## 352 624 1 0.00 1 1 1 Lost Customers
## 353 398 3 86.00 2 2 2 Other
## 354 881 2 51.00 1 2 1 Other
## 355 298 1 20.00 2 1 1 Other
## 356 651 3 78.50 1 2 2 Other
## 357 811 1 64.00 1 1 2 Other
## 358 415 2 39.50 2 2 1 Other
## 359 529 1 32.00 2 1 1 Other
## 360 886 1 17.00 1 1 1 Lost Customers
## 361 943 3 71.90 1 2 2 Other
## 362 583 2 109.95 1 2 2 Other
## 363 531 1 19.00 2 1 1 Other
## 364 286 1 59.00 2 1 2 Other
## 365 347 2 39.50 2 2 1 Other
## 366 631 1 44.00 1 1 1 Lost Customers
## 367 313 1 29.00 2 1 1 Other
## 368 640 1 34.00 1 1 1 Lost Customers
## 369 899 1 99.95 1 1 2 Other
## 370 940 1 74.50 1 1 2 Other
## 371 839 1 30.00 1 1 1 Lost Customers
## 372 554 2 93.50 2 2 2 Other
## 373 447 1 36.00 2 1 1 Other
## 374 633 3 113.00 1 2 2 Other
## 375 560 3 87.50 2 2 2 Other
## 376 760 1 99.00 1 1 2 Other
## 377 629 2 79.00 1 2 2 Other
## 378 956 1 49.50 1 1 1 Lost Customers
## 379 328 1 0.00 2 1 1 Other
## 380 465 1 119.00 2 1 2 Other
## 381 751 1 56.00 1 1 1 Lost Customers
## 382 658 1 49.00 1 1 1 Lost Customers
## 383 644 2 78.00 1 2 2 Other
## 384 925 2 52.00 1 2 1 Other
## 385 633 1 40.00 1 1 1 Lost Customers
## 386 767 1 59.00 1 1 2 Other
## 387 724 1 0.00 1 1 1 Lost Customers
## 388 397 1 32.95 2 1 1 Other
## 389 739 1 39.50 1 1 1 Lost Customers
## 390 552 1 69.00 2 1 2 Other
## 391 381 3 10.00 2 2 1 Other
## 392 564 3 111.00 2 2 2 Other
## 393 645 1 44.00 1 1 1 Lost Customers
## 394 759 1 39.50 1 1 1 Lost Customers
## 395 330 3 74.00 2 2 2 Other
## 396 696 1 39.50 1 1 1 Lost Customers
## 397 576 1 49.00 1 1 1 Lost Customers
## 398 873 1 25.00 1 1 1 Lost Customers
## 399 716 1 89.00 1 1 2 Other
## 400 395 3 74.50 2 2 2 Other
## 401 886 2 51.00 1 2 1 Other
## 402 364 1 38.00 2 1 1 Other
## 403 633 1 22.50 1 1 1 Lost Customers
## 404 324 1 20.00 2 1 1 Other
## 405 775 1 25.00 1 1 1 Lost Customers
## 406 603 3 100.95 1 2 2 Other
## 407 754 1 60.00 1 1 2 Other
## 408 419 1 15.00 2 1 1 Other
## 409 560 3 111.90 2 2 2 Other
## 410 478 1 89.00 2 1 2 Other
## 411 678 2 79.00 1 2 2 Other
## 412 648 1 44.00 1 1 1 Lost Customers
## 413 607 1 56.00 1 1 1 Lost Customers
## 414 620 3 85.50 1 2 2 Other
## 415 571 1 29.00 2 1 1 Other
## 416 743 3 54.50 1 2 1 Other
## 417 630 1 49.50 1 1 1 Lost Customers
## 418 892 1 34.00 1 1 1 Lost Customers
## 419 736 2 33.00 1 2 1 Other
## 420 748 3 79.45 1 2 2 Other
## 421 469 1 20.00 2 1 1 Other
## 422 754 2 54.95 1 2 1 Other
## 423 344 1 75.00 2 1 2 Other
## 424 492 2 53.50 2 2 1 Other
## 425 881 2 74.50 1 2 2 Other
## 426 699 1 95.00 1 1 2 Other
## 427 752 2 98.00 1 2 2 Other
## 428 901 1 39.00 1 1 1 Lost Customers
## 429 625 2 31.45 1 2 1 Other
## 430 337 1 34.00 2 1 1 Other
## 431 597 2 65.00 1 2 2 Other
## 432 433 2 44.90 2 2 1 Other
## 433 820 3 19.45 1 2 1 Other
## 434 302 2 51.00 2 2 1 Other
## 435 540 1 79.00 2 1 2 Other
## 436 280 1 44.00 2 1 1 Other
## 437 307 3 112.50 2 2 2 Other
## 438 347 2 39.50 2 2 1 Other
## 439 321 1 29.50 2 1 1 Other
## 440 908 2 70.00 1 2 2 Other
## 441 329 2 52.00 2 2 1 Other
## 442 391 1 44.00 2 1 1 Other
## 443 775 1 12.50 1 1 1 Lost Customers
## 444 622 2 47.00 1 2 1 Other
## 445 280 1 35.00 2 1 1 Other
## 446 414 1 40.00 2 1 1 Other
## 447 282 1 40.00 2 1 1 Other
## 448 649 1 44.00 1 1 1 Lost Customers
## 449 845 1 24.00 1 1 1 Lost Customers
## 450 868 1 0.00 1 1 1 Lost Customers
## 451 695 2 52.95 1 2 1 Other
## 452 649 1 60.00 1 1 2 Other
## 453 362 1 56.00 2 1 1 Other
## 454 727 3 83.50 1 2 2 Other
## 455 483 3 83.00 2 2 2 Other
## 456 720 1 42.50 1 1 1 Lost Customers
## 457 296 2 72.00 2 2 2 Other
## 458 633 1 19.00 1 1 1 Lost Customers
## 459 329 1 29.95 2 1 1 Other
## 460 755 1 39.50 1 1 1 Lost Customers
## 461 672 3 108.95 1 2 2 Other
## 462 764 2 55.95 1 2 1 Other
## 463 639 2 97.00 1 2 2 Other
## 464 284 1 59.00 2 1 2 Other
## 465 633 1 38.00 1 1 1 Lost Customers
## 466 724 2 98.95 1 2 2 Other
## 467 659 1 34.00 1 1 1 Lost Customers
## 468 687 1 49.00 1 1 1 Lost Customers
## 469 626 1 24.00 1 1 1 Lost Customers
## 470 666 2 55.95 1 2 1 Other
## 471 630 1 39.00 1 1 1 Lost Customers
## 472 703 1 37.00 1 1 1 Lost Customers
## 473 661 1 30.00 1 1 1 Lost Customers
## 474 296 2 75.00 2 2 2 Other
## 475 396 1 37.00 2 1 1 Other
## 476 621 1 0.00 1 1 1 Lost Customers
## 477 379 2 39.50 2 2 1 Other
## 478 897 2 32.95 1 2 1 Other
## 479 293 2 68.00 2 2 2 Other
## 480 451 2 68.00 2 2 2 Other
## 481 664 3 71.85 1 2 2 Other
## 482 478 2 54.00 2 2 1 Other
## 483 294 1 37.00 2 1 1 Other
## 484 621 1 30.00 1 1 1 Lost Customers
## 485 278 3 77.00 2 2 2 Other
## 486 292 3 110.00 2 2 2 Other
## 487 369 2 39.50 2 2 1 Other
## 488 506 2 72.00 2 2 2 Other
## 489 412 2 105.50 2 2 2 Other
## 490 697 1 89.00 1 1 2 Other
## 491 506 3 105.95 2 2 2 Other
## 492 708 1 49.00 1 1 1 Lost Customers
## 493 629 1 59.00 1 1 2 Other
## 494 741 1 22.00 1 1 1 Lost Customers
## 495 966 1 44.00 1 1 1 Lost Customers
## 496 939 1 40.00 1 1 1 Lost Customers
## 497 374 2 39.50 2 2 1 Other
## 498 454 1 12.00 2 1 1 Other
## 499 614 2 65.00 1 2 2 Other
## 500 422 1 39.00 2 1 1 Other
## 501 583 1 24.00 1 1 1 Lost Customers
## 502 680 3 83.90 1 2 2 Other
## 503 628 1 82.00 1 1 2 Other
## 504 286 2 105.00 2 2 2 Other
## 505 333 1 69.00 2 1 2 Other
## 506 302 2 73.00 2 2 2 Other
## 507 307 2 57.00 2 2 1 Other
## 508 304 2 58.00 2 2 1 Other
## 509 644 1 28.00 1 1 1 Lost Customers
## 510 295 3 84.00 2 2 2 Other
## 511 641 1 99.00 1 1 2 Other
## 512 634 3 71.00 1 2 2 Other
## 513 321 2 118.00 2 2 2 Other
## 514 278 2 59.00 2 2 2 Other
## 515 405 1 9.95 2 1 1 Other
## 516 749 1 39.50 1 1 1 Lost Customers
## 517 486 1 39.00 2 1 1 Other
## 518 686 1 119.00 1 1 2 Other
## 519 294 1 29.00 2 1 1 Other
## 520 305 1 65.00 2 1 2 Other
## 521 374 2 39.50 2 2 1 Other
## 522 280 2 56.00 2 2 1 Other
## 523 882 1 29.00 1 1 1 Lost Customers
## 524 797 3 98.70 1 2 2 Other
## 525 824 1 42.00 1 1 1 Lost Customers
## 526 643 3 105.50 1 2 2 Other
## 527 792 2 49.90 1 2 1 Other
## 528 883 2 43.00 1 2 1 Other
## 529 404 1 99.00 2 1 2 Other
## 530 920 2 98.50 1 2 2 Other
## 531 971 1 64.00 1 1 2 Other
## 532 782 2 59.45 1 2 2 Other
## 533 406 1 0.00 2 1 1 Other
## 534 742 3 92.50 1 2 2 Other
## 535 378 1 30.00 2 1 1 Other
## 536 946 1 22.95 1 1 1 Lost Customers
## 537 448 3 104.85 2 2 2 Other
## 538 632 2 74.00 1 2 2 Other
## 539 655 1 39.50 1 1 1 Lost Customers
## 540 854 2 63.00 1 2 2 Other
## 541 416 2 44.90 2 2 1 Other
## 542 535 2 54.95 2 2 1 Other
## 543 744 2 25.00 1 2 1 Other
## 544 441 2 63.95 2 2 2 Other
## 545 285 1 59.00 2 1 2 Other
## 546 756 1 19.95 1 1 1 Lost Customers
## 547 946 1 36.00 1 1 1 Lost Customers
## 548 768 1 39.50 1 1 1 Lost Customers
## 549 906 2 69.00 1 2 2 Other
## 550 326 2 47.00 2 2 1 Other
## 551 433 1 41.50 2 1 1 Other
## 552 490 3 82.50 2 2 2 Other
## 553 829 2 93.00 1 2 2 Other
## 554 645 2 88.00 1 2 2 Other
## 555 963 1 59.00 1 1 2 Other
## 556 720 1 29.50 1 1 1 Lost Customers
## 557 286 1 69.00 2 1 2 Other
## 558 640 3 114.00 1 2 2 Other
## 559 641 1 79.95 1 1 2 Other
## 560 578 3 120.00 1 2 2 Other
## 561 432 3 75.95 2 2 2 Other
## 562 646 2 36.75 1 2 1 Other
## 563 755 1 31.00 1 1 1 Lost Customers
## 564 396 2 39.50 2 2 1 Other
## 565 583 1 26.00 1 1 1 Lost Customers
## 566 825 2 85.00 1 2 2 Other
## 567 282 1 99.00 2 1 2 Other
## 568 308 1 0.00 2 1 1 Other
## 569 419 1 49.00 2 1 1 Other
## 570 325 2 113.00 2 2 2 Other
## 571 327 2 82.00 2 2 2 Other
## 572 364 2 39.50 2 2 1 Other
## 573 278 1 34.50 2 1 1 Other
## 574 820 1 100.00 1 1 2 Other
## 575 660 2 98.00 1 2 2 Other
## 576 555 2 27.90 2 2 1 Other
## 577 404 1 29.00 2 1 1 Other
## 578 944 1 30.00 1 1 1 Lost Customers
## 579 370 2 31.00 2 2 1 Other
## 580 935 1 69.00 1 1 2 Other
## 581 395 2 0.00 2 2 1 Other
## 582 736 3 108.95 1 2 2 Other
## 583 303 1 26.50 2 1 1 Other
## 584 654 2 74.00 1 2 2 Other
## 585 628 2 55.00 1 2 1 Other
## 586 670 2 94.95 1 2 2 Other
## 587 648 1 99.00 1 1 2 Other
## 588 765 1 99.00 1 1 2 Other
## 589 621 1 44.00 1 1 1 Lost Customers
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## 1696 778 1 32.00 1 1 1 Lost Customers
## 1697 946 1 99.90 1 1 2 Other
## 1698 693 2 54.90 1 2 1 Other
## 1699 282 1 37.00 2 1 1 Other
## 1700 946 1 69.00 1 1 2 Other
## 1701 826 1 29.50 1 1 1 Lost Customers
## 1702 395 2 39.50 2 2 1 Other
## 1703 956 1 49.00 1 1 1 Lost Customers
## 1704 631 1 34.00 1 1 1 Lost Customers
## 1705 621 1 29.50 1 1 1 Lost Customers
## 1706 372 1 39.95 2 1 1 Other
## 1707 574 1 75.00 2 1 2 Other
## 1708 602 1 44.00 1 1 1 Lost Customers
## 1709 397 2 39.50 2 2 1 Other
## 1710 970 1 19.95 1 1 1 Lost Customers
## 1711 619 2 66.00 1 2 2 Other
## 1712 318 1 89.00 2 1 2 Other
## 1713 960 1 46.00 1 1 1 Lost Customers
## 1714 661 1 38.00 1 1 1 Lost Customers
## 1715 286 2 80.00 2 2 2 Other
## 1716 802 2 70.00 1 2 2 Other
## 1717 698 1 42.00 1 1 1 Lost Customers
## 1718 652 2 51.00 1 2 1 Other
## 1719 362 1 29.00 2 1 1 Other
## 1720 917 1 44.00 1 1 1 Lost Customers
## 1721 305 1 20.00 2 1 1 Other
## 1722 448 1 26.00 2 1 1 Other
## 1723 641 1 29.95 1 1 1 Lost Customers
## 1724 642 1 39.50 1 1 1 Lost Customers
## 1725 622 2 118.00 1 2 2 Other
## 1726 859 1 25.00 1 1 1 Lost Customers
## 1727 852 2 47.00 1 2 1 Other
## 1728 920 1 49.00 1 1 1 Lost Customers
## 1729 420 2 119.00 2 2 2 Other
## 1730 337 1 44.00 2 1 1 Other
## 1731 350 1 29.00 2 1 1 Other
## 1732 945 1 31.50 1 1 1 Lost Customers
## 1733 668 1 49.50 1 1 1 Lost Customers
## 1734 639 2 78.00 1 2 2 Other
## 1735 632 2 103.00 1 2 2 Other
## 1736 574 1 30.00 2 1 1 Other
## 1737 635 1 0.00 1 1 1 Lost Customers
## 1738 692 1 42.00 1 1 1 Lost Customers
## 1739 347 1 59.95 2 1 2 Other
## 1740 657 2 106.00 1 2 2 Other
## 1741 647 1 52.00 1 1 1 Lost Customers
## 1742 281 2 49.50 2 2 1 Other
## 1743 376 2 39.50 2 2 1 Other
## 1744 970 1 19.95 1 1 1 Lost Customers
## 1745 383 2 39.50 2 2 1 Other
## 1746 931 1 39.50 1 1 1 Lost Customers
## 1747 915 2 84.00 1 2 2 Other
## 1748 292 1 44.00 2 1 1 Other
## 1749 321 1 79.00 2 1 2 Other
## 1750 973 2 50.85 1 2 1 Other
## 1751 307 1 25.00 2 1 1 Other
## 1752 347 1 32.00 2 1 1 Other
## 1753 959 1 39.00 1 1 1 Lost Customers
## 1754 811 1 19.50 1 1 1 Lost Customers
## 1755 477 1 39.00 2 1 1 Other
## 1756 775 2 107.00 1 2 2 Other
## 1757 298 2 40.00 2 2 1 Other
## 1758 782 1 49.00 1 1 1 Lost Customers
## 1759 602 2 60.00 1 2 2 Other
## 1760 295 1 59.00 2 1 2 Other
## 1761 924 2 59.50 1 2 2 Other
## 1762 703 2 118.00 1 2 2 Other
## 1763 609 2 50.00 1 2 1 Other
## 1764 735 1 39.50 1 1 1 Lost Customers
## 1765 309 2 49.50 2 2 1 Other
## 1766 934 1 79.00 1 1 2 Other
## 1767 691 1 40.00 1 1 1 Lost Customers
## 1768 554 1 85.00 2 1 2 Other
## 1769 638 2 58.50 1 2 2 Other
## 1770 291 1 99.00 2 1 2 Other
## 1771 923 1 119.00 1 1 2 Other
## 1772 644 1 44.00 1 1 1 Lost Customers
## 1773 293 1 59.00 2 1 2 Other
## 1774 552 1 19.50 2 1 1 Other
## 1775 649 2 53.95 1 2 1 Other
## 1776 647 1 22.00 1 1 1 Lost Customers
## 1777 612 1 29.95 1 1 1 Lost Customers
## 1778 334 1 44.00 2 1 1 Other
## 1779 636 2 93.00 1 2 2 Other
## 1780 565 1 49.50 2 1 1 Other
## 1781 369 1 40.00 2 1 1 Other
## 1782 762 1 35.00 1 1 1 Lost Customers
## 1783 287 2 66.00 2 2 2 Other
## 1784 870 1 30.00 1 1 1 Lost Customers
## 1785 662 2 108.95 1 2 2 Other
## 1786 657 1 0.00 1 1 1 Lost Customers
## 1787 338 1 29.00 2 1 1 Other
## 1788 286 1 49.00 2 1 1 Other
## 1789 611 2 66.95 1 2 2 Other
## 1790 634 2 51.00 1 2 1 Other
## 1791 703 2 74.00 1 2 2 Other
## 1792 626 2 74.00 1 2 2 Other
## 1793 938 1 119.00 1 1 2 Other
## 1794 295 1 79.00 2 1 2 Other
## 1795 636 1 20.00 1 1 1 Lost Customers
## 1796 935 1 36.00 1 1 1 Lost Customers
## 1797 622 1 49.50 1 1 1 Lost Customers
## 1798 721 1 19.50 1 1 1 Lost Customers
## 1799 884 2 36.90 1 2 1 Other
## 1800 659 1 49.00 1 1 1 Lost Customers
## 1801 431 2 98.95 2 2 2 Other
## 1802 285 1 56.00 2 1 1 Other
## 1803 287 1 69.00 2 1 2 Other
## 1804 421 1 59.00 2 1 2 Other
## 1805 629 1 19.50 1 1 1 Lost Customers
## 1806 646 1 44.00 1 1 1 Lost Customers
## 1807 553 1 99.00 2 1 2 Other
## 1808 770 1 59.00 1 1 2 Other
## 1809 361 1 26.00 2 1 1 Other
## 1810 726 1 49.95 1 1 1 Lost Customers
## 1811 752 1 19.00 1 1 1 Lost Customers
## 1812 761 1 22.00 1 1 1 Lost Customers
## 1813 375 1 39.50 2 1 1 Other
## 1814 725 1 26.00 1 1 1 Lost Customers
## 1815 469 1 25.00 2 1 1 Other
## 1816 699 1 49.00 1 1 1 Lost Customers
## 1817 645 1 79.00 1 1 2 Other
## 1818 672 1 100.00 1 1 2 Other
## 1819 284 2 95.95 2 2 2 Other
## 1820 587 1 49.00 1 1 1 Lost Customers
## 1821 393 2 39.50 2 2 1 Other
## 1822 671 2 41.50 1 2 1 Other
## 1823 629 1 79.00 1 1 2 Other
## 1824 619 2 34.00 1 2 1 Other
## 1825 295 1 29.00 2 1 1 Other
## 1826 297 1 24.00 2 1 1 Other
## 1827 638 1 39.50 1 1 1 Lost Customers
## 1828 317 1 99.00 2 1 2 Other
## 1829 640 1 59.00 1 1 2 Other
## 1830 336 1 56.00 2 1 1 Other
## 1831 658 2 59.00 1 2 2 Other
## 1832 915 1 29.00 1 1 1 Lost Customers
## 1833 634 1 39.00 1 1 1 Lost Customers
## 1834 778 1 39.50 1 1 1 Lost Customers
## 1835 360 1 59.00 2 1 2 Other
## 1836 550 1 25.00 2 1 1 Other
## 1837 715 1 39.50 1 1 1 Lost Customers
## 1838 465 2 41.00 2 2 1 Other
## 1839 887 2 67.50 1 2 2 Other
## 1840 406 1 32.00 2 1 1 Other
## 1841 790 1 68.00 1 1 2 Other
## 1842 433 1 22.95 2 1 1 Other
## 1843 328 2 59.00 2 2 2 Other
## 1844 825 1 50.00 1 1 1 Lost Customers
## 1845 304 2 88.50 2 2 2 Other
## 1846 294 1 89.00 2 1 2 Other
## 1847 682 1 74.00 1 1 2 Other
## 1848 963 2 42.00 1 2 1 Other
## 1849 817 2 104.00 1 2 2 Other
## 1850 661 1 49.50 1 1 1 Lost Customers
## 1851 701 1 69.00 1 1 2 Other
## 1852 777 1 25.00 1 1 1 Lost Customers
## 1853 642 1 49.00 1 1 1 Lost Customers
## 1854 314 1 44.00 2 1 1 Other
## 1855 566 1 59.00 2 1 2 Other
## 1856 513 2 85.00 2 2 2 Other
## 1857 648 1 49.50 1 1 1 Lost Customers
## 1858 542 2 78.95 2 2 2 Other
## 1859 745 1 42.50 1 1 1 Lost Customers
## 1860 342 1 24.00 2 1 1 Other
## 1861 897 1 69.00 1 1 2 Other
## 1862 614 1 29.50 1 1 1 Lost Customers
## 1863 826 2 99.50 1 2 2 Other
## 1864 620 2 103.00 1 2 2 Other
## 1865 333 1 34.00 2 1 1 Other
## 1866 642 2 84.00 1 2 2 Other
## 1867 893 1 7.00 1 1 1 Lost Customers
## 1868 350 2 58.95 2 2 2 Other
## 1869 642 2 39.00 1 2 1 Other
## 1870 626 1 49.00 1 1 1 Lost Customers
## 1871 287 2 56.95 2 2 1 Other
## 1872 762 2 53.00 1 2 1 Other
## 1873 968 1 34.95 1 1 1 Lost Customers
## 1874 695 1 48.00 1 1 1 Lost Customers
## 1875 443 1 109.00 2 1 2 Other
## 1876 644 1 39.00 1 1 1 Lost Customers
## 1877 625 2 91.00 1 2 2 Other
## 1878 341 2 77.00 2 2 2 Other
## 1879 638 2 25.50 1 2 1 Other
## 1880 625 1 69.50 1 1 2 Other
## 1881 647 1 49.50 1 1 1 Lost Customers
## 1882 537 1 49.00 2 1 1 Other
## 1883 294 2 69.00 2 2 2 Other
## 1884 862 1 38.00 1 1 1 Lost Customers
## 1885 494 1 22.00 2 1 1 Other
## 1886 575 2 88.00 2 2 2 Other
## 1887 315 1 69.00 2 1 2 Other
## 1888 411 1 0.00 2 1 1 Other
## 1889 755 1 19.95 1 1 1 Lost Customers
## 1890 621 2 98.00 1 2 2 Other
## 1891 597 1 17.00 1 1 1 Lost Customers
## 1892 865 1 45.00 1 1 1 Lost Customers
## 1893 593 1 79.00 1 1 2 Other
## 1894 376 2 74.00 2 2 2 Other
## 1895 620 1 10.00 1 1 1 Lost Customers
## 1896 637 1 34.00 1 1 1 Lost Customers
## 1897 633 2 49.00 1 2 1 Other
## 1898 374 1 19.95 2 1 1 Other
## 1899 962 1 50.00 1 1 1 Lost Customers
## 1900 553 2 51.00 2 2 1 Other
## 1901 377 2 39.50 2 2 1 Other
## 1902 360 2 41.95 2 2 1 Other
## 1903 661 1 38.00 1 1 1 Lost Customers
## 1904 651 1 64.00 1 1 2 Other
## 1905 653 1 69.00 1 1 2 Other
## 1906 638 1 79.00 1 1 2 Other
## 1907 616 2 38.00 1 2 1 Other
## 1908 558 1 84.95 2 1 2 Other
## 1909 348 1 10.00 2 1 1 Other
## 1910 626 1 39.00 1 1 1 Lost Customers
## 1911 899 1 69.00 1 1 2 Other
## 1912 710 1 89.00 1 1 2 Other
## 1913 841 1 12.50 1 1 1 Lost Customers
## 1914 952 2 89.95 1 2 2 Other
## 1915 673 1 44.00 1 1 1 Lost Customers
## 1916 605 1 55.00 1 1 1 Lost Customers
## 1917 811 1 99.00 1 1 2 Other
## 1918 333 1 27.00 2 1 1 Other
## 1919 402 2 36.00 2 2 1 Other
## 1920 914 2 63.00 1 2 2 Other
## 1921 943 1 19.95 1 1 1 Lost Customers
## 1922 475 1 39.50 2 1 1 Other
## 1923 702 1 12.50 1 1 1 Lost Customers
## 1924 436 2 74.85 2 2 2 Other
## 1925 367 1 39.00 2 1 1 Other
## 1926 761 1 49.00 1 1 1 Lost Customers
## 1927 556 1 49.00 2 1 1 Other
## 1928 760 2 74.95 1 2 2 Other
## 1929 534 2 66.50 2 2 2 Other
## 1930 580 1 44.00 1 1 1 Lost Customers
## 1931 561 1 44.00 2 1 1 Other
## 1932 644 1 37.00 1 1 1 Lost Customers
## 1933 629 1 0.00 1 1 1 Lost Customers
## 1934 385 1 29.00 2 1 1 Other
## 1935 333 2 54.00 2 2 1 Other
## 1936 388 1 35.00 2 1 1 Other
## 1937 678 2 58.00 1 2 2 Other
## 1938 543 1 49.00 2 1 1 Other
## 1939 697 1 0.00 1 1 1 Lost Customers
## 1940 349 1 37.00 2 1 1 Other
## 1941 732 1 19.95 1 1 1 Lost Customers
## 1942 853 1 49.00 1 1 1 Lost Customers
## 1943 450 1 34.00 2 1 1 Other
## 1944 279 2 54.00 2 2 1 Other
## 1945 865 1 34.00 1 1 1 Lost Customers
## 1946 603 2 48.95 1 2 1 Other
## 1947 796 1 24.95 1 1 1 Lost Customers
## 1948 622 1 34.00 1 1 1 Lost Customers
## 1949 303 1 49.50 2 1 1 Other
## 1950 771 1 34.00 1 1 1 Lost Customers
## 1951 629 2 95.50 1 2 2 Other
## 1952 653 1 49.00 1 1 1 Lost Customers
## 1953 629 1 49.00 1 1 1 Lost Customers
## 1954 927 2 64.90 1 2 2 Other
## 1955 848 2 15.95 1 2 1 Other
## 1956 362 2 103.95 2 2 2 Other
## 1957 346 2 58.00 2 2 2 Other
## 1958 959 2 41.90 1 2 1 Other
## 1959 491 2 29.90 2 2 1 Other
## 1960 656 1 36.00 1 1 1 Lost Customers
## 1961 351 2 74.00 2 2 2 Other
## 1962 960 2 56.00 1 2 1 Other
## 1963 600 2 79.90 1 2 2 Other
## 1964 622 1 109.00 1 1 2 Other
## 1965 943 2 78.90 1 2 2 Other
## 1966 390 1 49.00 2 1 1 Other
## 1967 643 2 66.00 1 2 2 Other
## 1968 763 2 65.50 1 2 2 Other
## 1969 626 1 34.00 1 1 1 Lost Customers
## 1970 905 2 71.95 1 2 2 Other
## 1971 361 2 39.50 2 2 1 Other
## 1972 308 1 44.00 2 1 1 Other
## 1973 700 1 44.00 1 1 1 Lost Customers
## 1974 945 1 0.00 1 1 1 Lost Customers
## 1975 378 1 10.00 2 2 1 Other
## 1976 535 1 75.00 2 2 2 Other
## 1977 383 2 39.50 2 2 1 Other
## 1978 319 1 44.00 2 2 1 Other
## 1979 281 2 73.00 2 2 2 Other
## 1980 829 1 28.00 1 2 1 Other
## 1981 620 2 78.00 1 2 2 Other
## 1982 434 1 20.00 2 2 1 Other
## 1983 793 1 19.00 1 2 1 Other
## 1984 718 1 49.00 1 2 1 Other
## 1985 941 2 74.50 1 2 2 Other
## 1986 465 2 30.90 2 2 1 Other
## 1987 388 2 39.50 2 2 1 Other
## 1988 655 1 59.00 1 2 2 Other
## 1989 566 1 68.00 2 2 2 Other
## 1990 644 1 39.50 1 2 1 Other
## 1991 850 2 73.00 1 2 2 Other
## 1992 393 1 59.00 2 2 2 Other
## 1993 326 2 50.00 2 2 1 Other
## 1994 916 1 39.95 1 2 1 Other
## 1995 619 1 49.50 1 2 1 Other
## 1996 964 1 19.50 1 2 1 Other
## 1997 765 1 30.00 1 2 1 Other
## 1998 323 1 64.00 2 2 2 Other
## 1999 780 2 45.00 1 2 1 Other
## 2000 695 1 16.95 1 2 1 Other
## 2001 352 2 45.00 2 2 1 Other
## 2002 738 1 39.00 1 2 1 Other
## 2003 593 2 101.00 1 2 2 Other
## 2004 743 1 22.00 1 2 1 Other
## 2005 743 1 35.00 1 2 1 Other
## 2006 738 1 108.00 1 2 2 Other
## 2007 462 2 73.00 2 2 2 Other
## 2008 280 1 49.50 2 2 1 Other
## 2009 588 1 99.00 1 2 2 Other
## 2010 439 1 39.00 2 2 1 Other
## 2011 788 1 69.00 1 2 2 OtherCount customers in each RFM Customer Segment of the dataset and Create a Pie Chart
# Count customers in each Segment of the dataset
rfm_segments <- rfm_data %>%
group_by(Segment) %>%
summarise(count=n()) %>%
mutate(percentage =count/sum(count) * 100)
print(rfm_segments)## # A tibble: 5 × 3
## Segment count percentage
## <chr> <int> <dbl>
## 1 Best Customers 762 7.62
## 2 Lost Customers 576 5.76
## 3 Loyal Customers 357 3.57
## 4 Other 8073 80.7
## 5 Potential Loyalists 232 2.32# Create a Pie Chart
ggplot(rfm_segments, aes(x="", y=percentage, fill=Segment))+
geom_bar(stat="identity", width=1)+
coord_polar(theta="y")+
theme_void()+
labs(title="RFM Customer Segments")+
geom_text(aes(label=paste0(percentage, "%")),
position=position_stack(vjust=0.5))
Calculate percentage of each segment (round to 1 decimal place), and Create a Pie Chart
# Calculate percentage and round to 1 decimal place
rfm_segments$percentage <- round(rfm_segments$count/sum(rfm_segments$count)*100, 1)
print(rfm_segments)## # A tibble: 5 × 3
## Segment count percentage
## <chr> <int> <dbl>
## 1 Best Customers 762 7.6
## 2 Lost Customers 576 5.8
## 3 Loyal Customers 357 3.6
## 4 Other 8073 80.7
## 5 Potential Loyalists 232 2.3# Create a Pie Chart
ggplot(rfm_segments, aes(x="", y=percentage, fill=Segment))+
geom_bar(stat="identity", width=1)+
coord_polar(theta="y")+
theme_void()+
labs(title="RFM Customer Segments")+
geom_text(aes(label=paste0(percentage, "%")),
position=position_stack(vjust=0.5))