Project2part01
Kusoom, Aneesa, Purva
2025-03-04
Introduction
Customer segmentation is a crucial aspect of data-driven marketing strategies. In this project, we apply Recency, Frequency, and Monetary (RFM) segmentation to categorize customers based on their purchasing behavior. Our objective is to identify high-value customers, disengaged users, and potential loyalists to enhance marketing efforts.
Key Goals:
- Preprocess the dataset by handling missing values and renaming variables for consistency.
- Segment customers based on RFM scores using an optimized clustering approach.
- Visualize customer behavior to generate actionable insights for marketing strategies.
By structuring our analysis around these key steps, we ensure that our results are clear, interpretable, and actionable for business decision-making.
Setup and Required Libraries
We begin by setting up the working directory and loading the necessary R packages.
Load Required Libraries
We load key libraries that will help with data manipulation, visualization, and RFM scoring.
library(tidyverse) # Data manipulation and visualization## ── 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) # Handling date/time variables
library(rfm) # RFM segmentation functions
library(ggplot2) # Data visualizationData Preprocessing
Load and Explore Dataset
We begin by loading the dataset and performing initial exploration.
RetailRFM <- read.csv("retail_rfm.csv")
summary(RetailRFM) # View summary statistics## customer_id revenue number_of_orders recency_days
## Min. : 1 Min. : 0.0 Min. : 1.000 Min. : 1.00
## 1st Qu.: 2501 1st Qu.: 69.0 1st Qu.: 2.000 1st Qu.: 90.75
## Median : 5000 Median : 170.0 Median : 4.000 Median :262.00
## Mean : 5000 Mean : 358.8 Mean : 8.397 Mean :302.25
## 3rd Qu.: 7500 3rd Qu.: 425.0 3rd Qu.: 10.000 3rd Qu.:446.00
## Max. :10000 Max. :8342.9 Max. :257.000 Max. :973.00
## purchase zip_code
## Min. :0.0000 Min. : 7726
## 1st Qu.:0.0000 1st Qu.:19046
## Median :0.0000 Median :20854
## Mean :0.1779 Mean :18489
## 3rd Qu.:0.0000 3rd Qu.:21771
## Max. :1.0000 Max. :24060Key Observations:
- No missing values detected, ensuring data quality.
- Data is already grouped by customer_id, making it ready for segmentation.
- Recency values are precomputed, eliminating the need for date transformations.
Renaming Variables for Clarity
To make our analysis more intuitive, we rename the key RFM variables.
names(RetailRFM)[2] <- "Monetary"
names(RetailRFM)[3] <- "Frequency"
names(RetailRFM)[4] <- "Recency"View Updated Dataset
## customer_id Monetary Frequency Recency purchase zip_code
## 1 1 737.75 19 93 0 22181
## 2 2 299.75 10 419 0 21117
## 3 3 74.00 1 724 0 20850
## 4 4 178.00 2 793 0 22032
## 5 5 552.40 15 68 1 8527
## 6 6 137.00 3 120 0 22124Customer Segmentation (RFM Analysis)
Assigning RFM Scores
We assign RFM scores on a 1 to 5 scale, where: - Recency (R_Score): Lower values indicate recent purchases (reverse scoring is applied). - Frequency (F_Score): Higher values indicate frequent transactions. - Monetary (M_Score): Higher values indicate higher spending.
RetailRFM <- RetailRFM %>%
mutate(
R_Score = ntile(-Recency, 5), # Lower recency is better, so we negate it
F_Score = ntile(Frequency, 5),
M_Score = ntile(Monetary, 5)
)
print(RetailRFM)## customer_id Monetary Frequency Recency purchase zip_code R_Score F_Score
## 1 1 737.75 19 93 0 22181 4 5
## 2 2 299.75 10 419 0 21117 2 4
## 3 3 74.00 1 724 0 20850 1 1
## 4 4 178.00 2 793 0 22032 1 2
## 5 5 552.40 15 68 1 8527 4 5
## 6 6 137.00 3 120 0 22124 4 2
## 7 7 138.90 3 892 0 21032 1 2
## 8 8 39.00 1 22 0 21210 5 1
## 9 9 249.90 5 19 0 20910 5 3
## 10 10 238.50 10 133 0 8057 4 4
## 11 11 371.30 13 28 0 21014 5 5
## 12 12 65.00 1 317 0 20879 2 1
## 13 13 510.00 15 51 0 19038 5 5
## 14 14 45.00 1 913 0 22310 1 1
## 15 15 12.50 1 502 0 8057 2 1
## 16 16 29.85 3 60 1 23229 5 2
## 17 17 88.00 2 320 0 8201 2 2
## 18 18 29.00 1 83 0 21234 4 1
## 19 19 88.00 3 260 0 21403 3 2
## 20 20 290.00 4 20 0 21131 5 3
## 21 21 95.00 1 611 0 22903 1 1
## 22 22 188.00 7 258 0 20171 3 4
## 23 23 98.85 4 50 0 20902 5 3
## 24 24 117.00 3 270 0 22302 3 2
## 25 25 271.90 3 182 1 8043 4 2
## 26 26 900.25 24 525 1 22192 2 5
## 27 27 266.90 5 212 0 22205 3 3
## 28 28 69.00 1 267 1 8724 3 1
## 29 29 860.65 14 24 0 8004 5 5
## 30 30 263.00 9 82 0 22203 4 4
## 31 31 25.00 1 40 0 21228 5 1
## 32 32 113.50 3 128 0 20852 4 2
## 33 33 44.00 1 704 0 22180 1 1
## 34 34 1249.50 18 127 1 20186 4 5
## 35 35 20.00 1 965 0 19087 1 1
## 36 36 19.00 1 265 0 20770 3 1
## 37 37 194.00 4 933 0 20882 1 3
## 38 38 103.00 2 257 0 8009 3 2
## 39 39 609.00 16 258 0 21784 3 5
## 40 40 56.00 1 32 0 21229 5 1
## 41 41 1468.45 22 66 1 21117 4 5
## 42 42 770.75 11 255 1 19046 3 4
## 43 43 186.35 7 246 0 20194 3 4
## 44 44 49.00 2 827 0 23113 1 2
## 45 45 49.50 1 242 0 8088 3 1
## 46 46 128.00 4 282 0 21204 2 3
## 47 47 97.95 3 646 0 19130 1 2
## 48 48 446.50 12 77 1 8055 4 4
## 49 49 218.00 5 264 0 8088 3 3
## 50 50 93.00 3 22 0 21228 5 2
## 51 51 64.40 5 419 0 21401 2 3
## 52 52 508.00 19 92 0 20171 4 5
## 53 53 49.00 1 264 0 8033 3 1
## 54 54 2649.95 61 45 0 8742 5 5
## 55 55 164.00 4 96 0 20007 4 3
## 56 56 55.00 2 113 1 8033 4 2
## 57 57 29.00 1 680 0 8016 1 1
## 58 58 36.00 1 688 0 22314 1 1
## 59 59 312.50 12 43 0 20187 5 4
## 60 60 40.00 1 757 0 21702 1 1
## 61 61 627.95 13 42 0 8690 5 5
## 62 62 3517.95 97 18 1 20124 5 5
## 63 63 196.65 8 632 0 22192 1 4
## 64 64 156.50 3 464 0 22101 2 2
## 65 65 49.50 1 658 0 21403 1 1
## 66 66 105.00 4 182 1 21012 4 3
## 67 67 667.50 8 706 0 22039 1 4
## 68 68 243.95 4 199 0 21209 4 3
## 69 69 35.00 1 390 0 22309 2 1
## 70 70 293.00 4 457 0 18940 2 3
## 71 71 577.60 16 207 1 21771 4 5
## 72 72 103.90 3 490 0 20852 2 2
## 73 73 322.00 10 269 1 19002 3 4
## 74 74 773.55 25 135 1 8361 4 5
## 75 75 184.00 5 259 0 22903 3 3
## 76 76 290.00 7 252 1 20152 3 4
## 77 77 3183.15 63 104 1 20186 4 5
## 78 78 63.50 2 925 0 20147 1 2
## 79 79 69.00 1 337 1 20007 2 1
## 80 80 1472.45 29 28 0 20817 5 5
## 81 81 65.00 2 291 0 19083 2 2
## 82 82 66.00 2 274 0 22043 3 2
## 83 83 549.45 8 262 0 21401 3 4
## 84 84 133.00 2 590 0 18901 1 2
## 85 85 1560.00 6 323 0 8204 2 3
## 86 86 2018.79 62 18 1 20715 5 5
## 87 87 708.35 19 67 0 8053 4 5
## 88 88 211.95 2 319 0 23185 2 2
## 89 89 612.45 12 260 0 21401 3 4
## 90 90 482.90 17 42 1 22031 5 5
## 91 91 422.65 14 60 0 22302 5 5
## 92 92 204.00 3 292 0 22101 2 2
## 93 93 44.00 1 689 0 20817 1 1
## 94 94 125.50 5 289 1 20874 2 3
## 95 95 1972.20 41 138 0 22182 4 5
## 96 96 169.00 3 595 0 22030 1 2
## 97 97 1263.35 37 69 0 20171 4 5
## 98 98 13.25 3 801 0 21046 1 2
## 99 99 398.00 2 829 0 18940 1 2
## 100 100 139.50 4 333 0 20902 2 3
## 101 101 154.50 4 638 0 21044 1 3
## 102 102 308.50 7 252 0 22308 3 4
## 103 103 43.95 2 375 0 21771 2 2
## 104 104 168.00 2 251 0 21093 3 2
## 105 105 747.00 10 387 0 20176 2 4
## 106 106 1525.45 14 261 0 22182 3 5
## 107 107 39.00 2 34 0 19114 5 2
## 108 108 270.50 8 445 0 8534 2 4
## 109 109 179.00 6 119 0 8527 4 3
## 110 110 39.50 2 390 0 20165 2 2
## 111 111 345.00 2 959 0 20854 1 2
## 112 112 0.00 2 615 0 21209 1 2
## 113 113 267.70 7 79 0 22003 4 4
## 114 114 75.95 2 632 0 22302 1 2
## 115 115 431.50 12 88 0 20855 4 4
## 116 116 29.00 1 282 0 19046 2 1
## 117 117 476.75 10 23 0 19083 5 4
## 118 118 358.75 6 578 0 8620 1 3
## 119 119 143.00 5 75 1 8690 4 3
## 120 120 1056.80 20 276 1 22309 3 5
## 121 121 167.00 3 275 0 21060 3 2
## 122 122 208.95 4 175 1 8096 4 3
## 123 123 350.50 6 228 0 19067 3 3
## 124 124 165.00 4 402 0 20879 2 3
## 125 125 930.95 16 141 0 20814 4 5
## 126 126 1884.65 42 5 1 20111 5 5
## 127 127 119.00 1 293 0 8021 2 1
## 128 128 29.00 1 186 0 8034 4 1
## 129 129 3646.90 61 29 0 19004 5 5
## 130 130 72.00 2 661 0 21114 1 2
## 131 131 481.95 5 100 1 22150 4 3
## 132 132 535.45 13 108 0 8721 4 5
## 133 133 174.85 4 589 0 22903 1 3
## 134 134 879.00 22 238 0 22003 3 5
## 135 135 378.50 4 649 0 20191 1 3
## 136 136 367.40 7 89 0 20855 4 4
## 137 137 98.00 1 488 0 21228 2 1
## 138 138 129.00 1 247 0 19135 3 1
## 139 139 244.50 5 194 0 8043 4 3
## 140 140 528.00 11 137 0 8043 4 4
## 141 141 100.00 3 702 0 22302 1 2
## 142 142 57.00 1 878 0 19154 1 1
## 143 143 162.85 5 643 0 22911 1 3
## 144 144 188.00 2 257 0 21401 3 2
## 145 145 58.00 2 289 0 8062 2 2
## 146 146 545.55 13 216 0 8540 3 5
## 147 147 1877.70 41 101 1 8055 4 5
## 148 148 230.50 6 48 1 8088 5 3
## 149 149 64.45 3 27 0 22601 5 2
## 150 150 305.00 5 669 0 21234 1 3
## 151 151 39.50 2 31 0 20115 5 2
## 152 152 750.65 25 4 0 8226 5 5
## 153 153 1046.75 24 39 0 21212 5 5
## 154 154 268.90 4 12 0 20895 5 3
## 155 155 436.00 7 77 0 21210 4 4
## 156 156 1525.70 24 32 1 21042 5 5
## 157 157 358.95 12 794 0 21146 1 4
## 158 158 161.00 3 19 0 22601 5 2
## 159 159 1466.19 17 118 0 8540 4 5
## 160 160 89.00 1 145 0 20147 4 1
## 161 161 998.90 17 87 0 22033 4 5
## 162 162 183.90 3 319 0 22192 2 2
## 163 163 409.45 18 32 0 22042 5 5
## 164 164 156.00 3 623 0 20118 1 2
## 165 165 196.00 3 41 0 22308 5 2
## 166 166 1314.50 27 29 1 21146 5 5
## 167 167 48.00 2 237 0 19446 3 2
## 168 168 145.00 5 776 0 20708 1 3
## 169 169 396.70 9 95 0 20901 4 4
## 170 170 938.00 13 238 1 21035 3 5
## 171 171 354.80 12 8 0 20112 5 4
## 172 172 704.80 16 263 0 22181 3 5
## 173 173 286.40 6 10 1 22205 5 3
## 174 174 171.30 7 138 1 21218 4 4
## 175 175 592.45 13 318 1 20158 2 5
## 176 176 201.00 5 188 0 19087 4 3
## 177 177 34.00 1 332 0 20008 2 1
## 178 178 117.00 4 34 0 22151 5 3
## 179 179 39.95 1 81 0 19152 4 1
## 180 180 320.85 10 15 0 22003 5 4
## 181 181 64.00 2 43 0 20817 5 2
## 182 182 159.50 4 19 0 20815 5 3
## 183 183 0.00 1 113 0 23229 4 1
## 184 184 39.00 1 248 0 22207 3 1
## 185 185 769.00 23 266 0 22304 3 5
## 186 186 1503.80 35 85 0 19087 4 5
## 187 187 307.00 5 127 0 8226 4 3
## 188 188 479.90 15 274 0 8062 3 5
## 189 189 661.05 19 68 0 22207 4 5
## 190 190 0.00 1 970 0 22182 1 1
## 191 191 169.00 5 578 0 20817 1 3
## 192 192 210.00 5 269 0 22314 3 3
## 193 193 59.00 1 206 1 21244 4 1
## 194 194 319.00 10 32 0 23229 5 4
## 195 195 783.50 14 317 0 18940 2 5
## 196 196 153.95 8 202 0 21044 4 4
## 197 197 179.00 1 276 1 19010 3 1
## 198 198 196.00 3 657 0 8057 1 2
## 199 199 236.00 8 141 0 8034 4 4
## 200 200 68.00 1 292 0 20155 2 1
## 201 201 582.45 23 53 0 19083 5 5
## 202 202 108.50 2 73 0 22903 4 2
## 203 203 608.50 15 139 0 20109 4 5
## 204 204 117.00 4 847 0 19087 1 3
## 205 205 89.95 3 633 0 22901 1 2
## 206 206 0.00 2 334 0 21234 2 2
## 207 207 132.00 5 200 1 8088 4 3
## 208 208 137.50 3 181 1 19154 4 2
## 209 209 165.90 3 770 1 22031 1 2
## 210 210 368.85 12 172 1 20181 4 4
## 211 211 50.00 2 575 0 20164 1 2
## 212 212 25.00 1 32 0 8721 5 1
## 213 213 39.50 1 633 0 8619 1 1
## 214 214 34.00 1 266 0 20110 3 1
## 215 215 236.00 7 284 1 8071 2 4
## 216 216 475.00 8 273 0 8098 3 4
## 217 217 39.50 1 294 0 21014 2 1
## 218 218 200.95 7 51 1 8088 5 4
## 219 219 879.50 13 44 1 8054 5 5
## 220 220 142.30 7 34 0 21403 5 4
## 221 221 35.00 1 24 0 21224 5 1
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## 223 223 39.50 2 399 0 21236 2 2
## 224 224 45.00 1 273 0 19067 3 1
## 225 225 961.85 20 11 0 21093 5 5
## 226 226 679.50 15 293 0 21228 2 5
## 227 227 353.00 11 270 0 21403 3 4
## 228 228 82.40 5 604 0 8701 1 3
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## 230 230 1377.20 28 235 0 22041 3 5
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## 232 232 117.00 3 273 0 20171 3 2
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## 237 237 206.50 4 292 0 20854 2 3
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## 239 239 103.00 3 249 0 20151 3 2
## 240 240 1655.95 32 129 0 7728 4 5
## 241 241 49.00 1 238 1 20770 3 1
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## 243 243 1177.60 29 124 1 20912 4 5
## 244 244 38.00 1 800 0 20904 1 1
## 245 245 79.00 2 666 0 22312 1 2
## 246 246 92.00 2 487 0 22015 2 2
## 247 247 1505.60 51 23 1 22015 5 5
## 248 248 285.90 8 426 0 8204 2 4
## 249 249 49.00 1 858 0 22630 1 1
## 250 250 1044.90 30 65 1 22204 4 5
## 251 251 294.00 3 270 1 20895 3 2
## 252 252 59.00 1 321 0 20120 2 1
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## 256 256 1719.45 40 51 0 19002 5 5
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## 258 258 241.45 8 437 1 21136 2 4
## 259 259 39.00 1 240 0 22003 3 1
## 260 260 78.00 2 340 0 8108 2 2
## 261 261 863.25 18 233 0 19038 3 5
## 262 262 0.00 1 78 1 8055 4 1
## 263 263 25.00 1 633 0 22066 1 1
## 264 264 343.00 7 265 0 8053 3 4
## 265 265 239.00 1 256 0 21093 3 1
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## 267 267 39.50 2 282 1 20854 2 2
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## 414 414 470.70 19 301 0 19046 2 5
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## 416 416 113.50 2 124 0 22602 4 2
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## 453 453 111.00 4 144 0 8226 4 3
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## 1894 1894 34.00 1 337 0 21401 2 1
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## 1898 1898 218.00 3 610 1 22310 1 2
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## 1902 1902 149.00 1 637 0 22101 1 1
## 1903 1903 329.00 7 157 0 21090 4 4
## 1904 1904 547.75 15 204 0 21146 4 5
## 1905 1905 19.45 3 820 0 21061 1 2
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## 1910 1910 703.40 18 267 1 20194 3 5
## 1911 1911 59.00 1 271 0 19020 3 1
## 1912 1912 89.00 1 192 0 20723 4 1
## 1913 1913 34.00 1 231 0 8033 3 1
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## 1915 1915 989.90 18 143 1 20148 4 5
## 1916 1916 44.00 1 270 0 20906 3 1
## 1917 1917 318.00 2 270 0 20854 3 2
## 1918 1918 145.50 4 39 0 19006 5 3
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## 1921 1921 1292.60 28 59 1 20170 5 5
## 1922 1922 59.00 1 140 0 22203 4 1
## 1923 1923 49.50 3 7 0 21117 5 2
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## 1928 1928 749.80 12 215 0 8360 3 4
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## 1930 1930 441.50 6 10 1 22315 5 3
## 1931 1931 39.50 2 347 0 8098 2 2
## 1932 1932 513.90 8 386 0 8540 2 4
## 1933 1933 29.50 1 321 0 19124 2 1
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## 1940 1940 12.50 1 775 0 8540 1 1
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## 1950 1950 29.00 1 269 0 20854 3 1
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## 1960 1960 78.00 2 177 0 22003 4 2
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## 1963 1963 645.00 17 50 0 20910 5 5
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## 1965 1965 1109.70 33 68 0 8721 4 5
## 1966 1966 152.00 5 682 0 20879 1 3
## 1967 1967 1951.55 63 8 1 22003 5 5
## 1968 1968 219.00 1 909 0 19010 1 1
## 1969 1969 35.00 1 280 0 21701 2 1
## 1970 1970 952.40 19 168 0 20910 4 5
## 1971 1971 212.90 4 49 0 21060 5 3
## 1972 1972 12.98 4 177 0 8003 4 3
## 1973 1973 351.20 16 67 0 22101 4 5
## 1974 1974 40.00 1 414 0 8816 2 1
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## 1979 1979 49.00 1 274 1 20171 3 1
## 1980 1980 312.45 9 208 0 8757 3 4
## 1981 1981 466.90 8 272 0 22601 3 4
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## 1988 1988 92.50 3 246 0 20112 3 2
## 1989 1989 24.00 1 845 0 20003 1 1
## 1990 1990 0.00 1 868 0 8086 1 1
## 1991 1991 426.50 11 201 0 8204 4 4
## 1992 1992 187.00 3 655 0 20910 1 2
## 1993 1993 52.95 2 695 0 19136 1 2
## 1994 1994 681.55 14 270 1 19004 3 5
## 1995 1995 158.50 2 237 0 20194 3 2
## 1996 1996 116.00 4 96 1 21230 4 3
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## 1998 1998 548.45 12 272 0 22314 3 4
## 1999 1999 69.00 1 262 0 19087 3 1
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## 2007 2007 325.85 9 267 0 19128 3 4
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## 2009 2009 0.00 1 256 0 20003 3 1
## 2010 2010 42.50 1 720 0 8318 1 1
## 2011 2011 72.00 2 296 0 8223 2 2
## 2012 2012 103.50 4 321 1 20817 2 3
## 2013 2013 126.00 4 628 0 20170 1 3
## 2014 2014 1147.80 18 127 1 8753 4 5
## 2015 2015 88.00 3 266 0 19103 3 2
## 2016 2016 1231.30 28 44 0 20905 5 5
## 2017 2017 122.00 6 10 1 19002 5 3
## 2018 2018 626.15 28 325 0 20815 2 5
## 2019 2019 91.50 3 183 0 19446 4 2
## 2020 2020 874.00 7 793 0 22182 1 4
## 2021 2021 68.00 3 184 0 20818 4 2
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## 9911 9911 108.00 3 261 1 21774 3 3
## 9912 9912 842.45 17 99 0 21093 4 5
## 9913 9913 107.00 5 662 0 22046 1 3
## 9914 9914 531.50 9 21 1 21061 5 4
## 9915 9915 265.80 9 248 0 23233 3 4
## 9916 9916 449.95 9 296 0 21044 2 4
## 9917 9917 1053.25 25 121 0 22031 4 5
## 9918 9918 49.50 1 619 0 21286 1 2
## 9919 9919 129.00 1 274 0 20707 3 2
## 9920 9920 239.85 9 356 0 8033 2 4
## 9921 9921 677.00 16 263 0 20723 3 5
## 9922 9922 19.50 1 964 1 22039 1 2
## 9923 9923 485.30 12 33 1 20874 5 5
## 9924 9924 190.50 3 292 1 19067 2 3
## 9925 9925 455.95 13 22 0 19154 5 5
## 9926 9926 70.00 4 402 0 20112 2 3
## 9927 9927 506.40 13 37 0 20906 5 5
## 9928 9928 21.00 1 14 1 22003 5 2
## 9929 9929 30.00 1 765 0 19010 1 2
## 9930 9930 138.00 2 608 0 21114 1 2
## 9931 9931 273.00 5 165 0 19096 4 3
## 9932 9932 244.00 5 408 0 18966 2 3
## 9933 9933 64.00 1 323 0 8033 2 2
## 9934 9934 109.50 5 183 0 8016 4 3
## 9935 9935 683.80 7 255 0 21244 3 4
## 9936 9936 54.00 1 266 0 8106 3 2
## 9937 9937 45.00 2 780 0 22601 1 2
## 9938 9938 16.95 1 695 1 21044 1 2
## 9939 9939 45.00 2 352 1 21117 2 2
## 9940 9940 69.00 1 42 1 8016 5 2
## 9941 9941 29.50 1 273 0 21108 3 2
## 9942 9942 268.95 4 936 1 21030 1 3
## 9943 9943 39.00 1 738 0 22602 1 2
## 9944 9944 101.00 2 593 0 20007 1 2
## 9945 9945 1625.85 40 34 1 22201 5 5
## 9946 9946 580.75 10 216 0 21209 3 4
## 9947 9947 197.00 4 620 0 20782 1 3
## 9948 9948 113.90 3 611 0 20814 1 3
## 9949 9949 97.95 3 269 0 22032 3 3
## 9950 9950 218.05 16 59 0 18940 5 5
## 9951 9951 22.00 1 743 0 20817 1 2
## 9952 9952 35.00 1 743 0 21401 1 2
## 9953 9953 233.45 6 43 0 8724 5 4
## 9954 9954 90.50 3 267 0 22032 3 3
## 9955 9955 148.00 2 305 0 8691 2 2
## 9956 9956 1400.80 46 240 1 22193 3 5
## 9957 9957 346.40 7 294 0 20850 2 4
## 9958 9958 159.00 1 688 0 8050 1 2
## 9959 9959 198.00 2 671 0 20906 1 2
## 9960 9960 566.50 10 22 0 20120 5 4
## 9961 9961 108.00 1 738 0 18901 1 2
## 9962 9962 73.00 2 462 1 20854 2 2
## 9963 9963 49.50 1 280 0 21014 2 2
## 9964 9964 1402.85 28 10 0 21157 5 5
## 9965 9965 469.85 13 177 0 21224 4 5
## 9966 9966 99.00 1 588 0 8648 1 2
## 9967 9967 39.00 1 439 0 8648 2 2
## 9968 9968 168.00 2 895 0 22309 1 2
## 9969 9969 289.35 9 3 0 21032 5 4
## 9970 9970 538.60 17 43 0 22030 5 5
## 9971 9971 1502.75 39 17 1 21234 5 5
## 9972 9972 364.00 6 216 0 8724 3 4
## 9973 9973 1223.35 24 40 0 21054 5 5
## 9974 9974 285.00 3 798 0 8540 1 3
## 9975 9975 109.00 2 4 1 20191 5 2
## 9976 9976 89.45 2 247 0 21784 3 2
## 9977 9977 1276.85 50 7 1 21029 5 5
## 9978 9978 75.95 2 237 0 23185 3 2
## 9979 9979 160.00 3 14 0 22701 5 3
## 9980 9980 432.50 8 133 0 20115 4 4
## 9981 9981 117.00 3 271 1 21227 3 3
## 9982 9982 515.70 7 806 0 19119 1 4
## 9983 9983 1711.90 30 216 1 22401 3 5
## 9984 9984 519.40 13 39 0 22192 5 5
## 9985 9985 89.00 1 158 0 21224 4 2
## 9986 9986 256.70 5 72 0 8043 4 3
## 9987 9987 725.35 19 425 0 20164 2 5
## 9988 9988 67.00 3 271 0 22015 3 3
## 9989 9989 98.00 2 187 0 8628 4 2
## 9990 9990 69.00 1 788 0 19446 1 2
## 9991 9991 45.00 1 183 0 8022 4 2
## 9992 9992 1022.90 21 103 0 22182 4 5
## 9993 9993 185.00 5 206 0 20015 4 3
## 9994 9994 2094.10 31 209 0 22066 3 5
## 9995 9995 1933.70 59 46 0 8873 5 5
## 9996 9996 81.00 5 459 0 22302 2 3
## 9997 9997 125.00 5 3 0 19083 5 3
## 9998 9998 722.45 16 19 1 18966 5 5
## 9999 9999 375.00 8 83 0 20151 4 4
## 10000 10000 659.40 12 13 1 20115 5 5
## M_Score
## 1 5
## 2 4
## 3 2
## 4 3
## 5 5
## 6 3
## 7 3
## 8 1
## 9 4
## 10 3
## 11 4
## 12 2
## 13 4
## 14 1
## 15 1
## 16 1
## 17 2
## 18 1
## 19 2
## 20 4
## 21 2
## 22 3
## 23 2
## 24 2
## 25 4
## 26 5
## 27 4
## 28 2
## 29 5
## 30 4
## 31 1
## 32 2
## 33 1
## 34 5
## 35 1
## 36 1
## 37 3
## 38 2
## 39 5
## 40 1
## 41 5
## 42 5
## 43 3
## 44 1
## 45 1
## 46 3
## 47 2
## 48 4
## 49 3
## 50 2
## 51 2
## 52 4
## 53 1
## 54 5
## 55 3
## 56 1
## 57 1
## 58 1
## 59 4
## 60 1
## 61 5
## 62 5
## 63 3
## 64 3
## 65 1
## 66 2
## 67 5
## 68 4
## 69 1
## 70 4
## 71 5
## 72 2
## 73 4
## 74 5
## 75 3
## 76 4
## 77 5
## 78 2
## 79 2
## 80 5
## 81 2
## 82 2
## 83 5
## 84 3
## 85 5
## 86 5
## 87 5
## 88 3
## 89 5
## 90 4
## 91 4
## 92 3
## 93 1
## 94 3
## 95 5
## 96 3
## 97 5
## 98 1
## 99 4
## 100 3
## 101 3
## 102 4
## 103 1
## 104 3
## 105 5
## 106 5
## 107 1
## 108 4
## 109 3
## 110 1
## 111 4
## 112 1
## 113 4
## 114 2
## 115 4
## 116 1
## 117 4
## 118 4
## 119 3
## 120 5
## 121 3
## 122 3
## 123 4
## 124 3
## 125 5
## 126 5
## 127 2
## 128 1
## 129 5
## 130 2
## 131 4
## 132 5
## 133 3
## 134 5
## 135 4
## 136 4
## 137 2
## 138 3
## 139 4
## 140 4
## 141 2
## 142 1
## 143 3
## 144 3
## 145 1
## 146 5
## 147 5
## 148 3
## 149 2
## 150 4
## 151 1
## 152 5
## 153 5
## 154 4
## 155 4
## 156 5
## 157 4
## 158 3
## 159 5
## 160 2
## 161 5
## 162 3
## 163 4
## 164 3
## 165 3
## 166 5
## 167 1
## 168 3
## 169 4
## 170 5
## 171 4
## 172 5
## 173 4
## 174 3
## 175 5
## 176 3
## 177 1
## 178 2
## 179 1
## 180 4
## 181 2
## 182 3
## 183 1
## 184 1
## 185 5
## 186 5
## 187 4
## 188 4
## 189 5
## 190 1
## 191 3
## 192 3
## 193 2
## 194 4
## 195 5
## 196 3
## 197 3
## 198 3
## 199 3
## 200 2
## 201 5
## 202 2
## 203 5
## 204 2
## 205 2
## 206 1
## 207 3
## 208 3
## 209 3
## 210 4
## 211 1
## 212 1
## 213 1
## 214 1
## 215 3
## 216 4
## 217 1
## 218 3
## 219 5
## 220 3
## 221 1
## 222 2
## 223 1
## 224 1
## 225 5
## 226 5
## 227 4
## 228 2
## 229 1
## 230 5
## 231 4
## 232 2
## 233 3
## 234 4
## 235 3
## 236 4
## 237 3
## 238 3
## 239 2
## 240 5
## 241 1
## 242 4
## 243 5
## 244 1
## 245 2
## 246 2
## 247 5
## 248 4
## 249 1
## 250 5
## 251 4
## 252 2
## 253 3
## 254 1
## 255 4
## 256 5
## 257 3
## 258 4
## 259 1
## 260 2
## 261 5
## 262 1
## 263 1
## 264 4
## 265 4
## 266 1
## 267 1
## 268 1
## 269 4
## 270 2
## 271 2
## 272 3
## 273 1
## 274 2
## 275 5
## 276 3
## 277 3
## 278 1
## 279 4
## 280 5
## 281 4
## 282 4
## 283 5
## 284 5
## 285 2
## 286 2
## 287 1
## 288 5
## 289 1
## 290 5
## 291 5
## 292 2
## 293 1
## 294 2
## 295 1
## 296 5
## 297 1
## 298 3
## 299 4
## 300 5
## 301 2
## 302 5
## 303 1
## 304 1
## 305 2
## 306 4
## 307 1
## 308 1
## 309 1
## 310 1
## 311 5
## 312 4
## 313 2
## 314 2
## 315 3
## 316 2
## 317 2
## 318 5
## 319 5
## 320 1
## 321 4
## 322 2
## 323 2
## 324 3
## 325 1
## 326 3
## 327 5
## 328 2
## 329 1
## 330 2
## 331 3
## 332 5
## 333 1
## 334 2
## 335 5
## 336 2
## 337 3
## 338 5
## 339 2
## 340 3
## 341 3
## 342 2
## 343 5
## 344 2
## 345 1
## 346 5
## 347 1
## 348 4
## 349 4
## 350 5
## 351 5
## 352 4
## 353 5
## 354 3
## 355 4
## 356 5
## 357 4
## 358 3
## 359 2
## 360 1
## 361 3
## 362 5
## 363 1
## 364 5
## 365 1
## 366 2
## 367 3
## 368 5
## 369 2
## 370 3
## 371 5
## 372 2
## 373 2
## 374 5
## 375 5
## 376 5
## 377 3
## 378 5
## 379 1
## 380 2
## 381 1
## 382 2
## 383 2
## 384 3
## 385 5
## 386 1
## 387 1
## 388 4
## 389 3
## 390 1
## 391 5
## 392 3
## 393 2
## 394 3
## 395 4
## 396 4
## 397 2
## 398 1
## 399 2
## 400 1
## 401 2
## 402 1
## 403 2
## 404 3
## 405 4
## 406 4
## 407 1
## 408 4
## 409 1
## 410 3
## 411 1
## 412 1
## 413 3
## 414 4
## 415 5
## 416 2
## 417 2
## 418 1
## 419 2
## 420 2
## 421 1
## 422 3
## 423 4
## 424 4
## 425 1
## 426 1
## 427 1
## 428 5
## 429 1
## 430 4
## 431 4
## 432 3
## 433 4
## 434 4
## 435 5
## 436 2
## 437 1
## 438 2
## 439 2
## 440 1
## 441 1
## 442 2
## 443 5
## 444 1
## 445 4
## 446 5
## 447 1
## 448 1
## 449 4
## 450 3
## 451 4
## 452 4
## 453 2
## 454 3
## 455 4
## 456 1
## 457 2
## 458 5
## 459 3
## 460 4
## 461 1
## 462 4
## 463 5
## 464 1
## 465 5
## 466 5
## 467 1
## 468 5
## 469 2
## 470 4
## 471 1
## 472 4
## 473 3
## 474 1
## 475 1
## 476 1
## 477 3
## 478 3
## 479 2
## 480 1
## 481 2
## 482 1
## 483 5
## 484 2
## 485 5
## 486 5
## 487 1
## 488 4
## 489 2
## 490 4
## 491 5
## 492 1
## 493 2
## 494 5
## 495 2
## 496 4
## 497 2
## 498 3
## 499 2
## 500 3
## 501 5
## 502 3
## 503 1
## 504 4
## 505 3
## 506 2
## 507 1
## 508 2
## 509 4
## 510 2
## 511 3
## 512 4
## 513 5
## 514 2
## 515 1
## 516 1
## 517 5
## 518 2
## 519 1
## 520 3
## 521 1
## 522 5
## 523 1
## 524 1
## 525 3
## 526 3
## 527 4
## 528 3
## 529 1
## 530 5
## 531 4
## 532 4
## 533 2
## 534 1
## 535 3
## 536 4
## 537 2
## 538 2
## 539 2
## 540 4
## 541 5
## 542 3
## 543 3
## 544 1
## 545 5
## 546 5
## 547 4
## 548 1
## 549 4
## 550 4
## 551 4
## 552 2
## 553 4
## 554 1
## 555 2
## 556 3
## 557 2
## 558 1
## 559 1
## 560 1
## 561 5
## 562 3
## 563 2
## 564 1
## 565 1
## 566 5
## 567 2
## 568 3
## 569 4
## 570 1
## 571 2
## 572 2
## 573 2
## 574 1
## 575 3
## 576 2
## 577 1
## 578 5
## 579 5
## 580 3
## 581 4
## 582 5
## 583 5
## 584 2
## 585 2
## 586 2
## 587 3
## 588 4
## 589 1
## 590 4
## 591 1
## 592 5
## 593 1
## 594 3
## 595 5
## 596 5
## 597 3
## 598 1
## 599 5
## 600 5
## 601 5
## 602 4
## 603 2
## 604 2
## 605 2
## 606 1
## 607 2
## 608 5
## 609 1
## 610 4
## 611 4
## 612 5
## 613 5
## 614 3
## 615 3
## 616 4
## 617 2
## 618 1
## 619 4
## 620 1
## 621 2
## 622 1
## 623 5
## 624 3
## 625 2
## 626 5
## 627 4
## 628 1
## 629 4
## 630 2
## 631 1
## 632 4
## 633 2
## 634 1
## 635 4
## 636 1
## 637 3
## 638 4
## 639 1
## 640 3
## 641 3
## 642 2
## 643 5
## 644 5
## 645 3
## 646 5
## 647 2
## 648 5
## 649 3
## 650 1
## 651 2
## 652 5
## 653 4
## 654 2
## 655 1
## 656 2
## 657 5
## 658 2
## 659 5
## 660 3
## 661 4
## 662 2
## 663 1
## 664 4
## 665 3
## 666 1
## 667 2
## 668 3
## 669 3
## 670 2
## 671 4
## 672 4
## 673 2
## 674 3
## 675 2
## 676 5
## 677 5
## 678 4
## 679 4
## 680 2
## 681 3
## 682 4
## 683 3
## 684 5
## 685 2
## 686 3
## 687 4
## 688 1
## 689 1
## 690 1
## 691 4
## 692 5
## 693 4
## 694 2
## 695 4
## 696 5
## 697 4
## 698 3
## 699 5
## 700 2
## 701 1
## 702 3
## 703 5
## 704 1
## 705 2
## 706 2
## 707 3
## 708 4
## 709 1
## 710 2
## 711 3
## 712 3
## 713 5
## 714 3
## 715 5
## 716 4
## 717 5
## 718 1
## 719 3
## 720 4
## 721 1
## 722 3
## 723 1
## 724 1
## 725 2
## 726 1
## 727 3
## 728 5
## 729 1
## 730 4
## 731 5
## 732 2
## 733 2
## 734 1
## 735 4
## 736 3
## 737 1
## 738 4
## 739 3
## 740 2
## 741 1
## 742 3
## 743 4
## 744 2
## 745 5
## 746 4
## 747 1
## 748 3
## 749 4
## 750 1
## 751 1
## 752 2
## 753 5
## 754 2
## 755 3
## 756 2
## 757 3
## 758 1
## 759 2
## 760 5
## 761 4
## 762 1
## 763 1
## 764 1
## 765 1
## 766 5
## 767 4
## 768 2
## 769 1
## 770 5
## 771 1
## 772 1
## 773 3
## 774 2
## 775 3
## 776 3
## 777 3
## 778 3
## 779 4
## 780 4
## 781 4
## 782 1
## 783 5
## 784 4
## 785 5
## 786 1
## 787 2
## 788 1
## 789 4
## 790 3
## 791 2
## 792 1
## 793 1
## 794 5
## 795 5
## 796 4
## 797 5
## 798 1
## 799 3
## 800 1
## 801 5
## 802 4
## 803 2
## 804 4
## 805 3
## 806 1
## 807 4
## 808 5
## 809 2
## 810 3
## 811 1
## 812 2
## 813 1
## 814 2
## 815 2
## 816 5
## 817 5
## 818 5
## 819 5
## 820 1
## 821 4
## 822 2
## 823 4
## 824 5
## 825 3
## 826 3
## 827 3
## 828 1
## 829 1
## 830 4
## 831 2
## 832 5
## 833 3
## 834 1
## 835 3
## 836 3
## 837 3
## 838 5
## 839 3
## 840 3
## 841 1
## 842 3
## 843 2
## 844 1
## 845 3
## 846 5
## 847 2
## 848 4
## 849 3
## 850 1
## 851 4
## 852 1
## 853 3
## 854 5
## 855 4
## 856 1
## 857 4
## 858 5
## 859 2
## 860 5
## 861 1
## 862 1
## 863 1
## 864 2
## 865 2
## 866 4
## 867 5
## 868 3
## 869 5
## 870 4
## 871 1
## 872 2
## 873 4
## 874 1
## 875 2
## 876 2
## 877 1
## 878 2
## 879 2
## 880 3
## 881 4
## 882 2
## 883 5
## 884 1
## 885 2
## 886 3
## 887 4
## 888 4
## 889 3
## 890 4
## 891 5
## 892 4
## 893 2
## 894 4
## 895 4
## 896 1
## 897 1
## 898 3
## 899 2
## 900 4
## 901 4
## 902 3
## 903 1
## 904 4
## 905 2
## 906 2
## 907 4
## 908 4
## 909 2
## 910 5
## 911 1
## 912 2
## 913 4
## 914 4
## 915 4
## 916 3
## 917 3
## 918 4
## 919 2
## 920 3
## 921 2
## 922 3
## 923 4
## 924 4
## 925 2
## 926 5
## 927 5
## 928 4
## 929 5
## 930 1
## 931 4
## 932 4
## 933 3
## 934 4
## 935 4
## 936 4
## 937 1
## 938 1
## 939 4
## 940 2
## 941 2
## 942 4
## 943 3
## 944 2
## 945 1
## 946 5
## 947 1
## 948 1
## 949 3
## 950 5
## 951 1
## 952 3
## 953 2
## 954 3
## 955 2
## 956 1
## 957 5
## 958 3
## 959 3
## 960 1
## 961 1
## 962 3
## 963 2
## 964 3
## 965 3
## 966 1
## 967 1
## 968 1
## 969 4
## 970 2
## 971 2
## 972 2
## 973 4
## 974 3
## 975 3
## 976 3
## 977 5
## 978 2
## 979 2
## 980 3
## 981 4
## 982 5
## 983 2
## 984 3
## 985 3
## 986 3
## 987 1
## 988 5
## 989 1
## 990 2
## 991 3
## 992 2
## 993 4
## 994 5
## 995 1
## 996 4
## 997 1
## 998 2
## 999 3
## 1000 3
## 1001 4
## 1002 4
## 1003 1
## 1004 5
## 1005 3
## 1006 2
## 1007 1
## 1008 4
## 1009 5
## 1010 3
## 1011 2
## 1012 4
## 1013 4
## 1014 1
## 1015 3
## 1016 2
## 1017 5
## 1018 2
## 1019 5
## 1020 1
## 1021 4
## 1022 1
## 1023 2
## 1024 3
## 1025 3
## 1026 4
## 1027 4
## 1028 3
## 1029 5
## 1030 2
## 1031 5
## 1032 2
## 1033 3
## 1034 5
## 1035 3
## 1036 4
## 1037 2
## 1038 2
## 1039 2
## 1040 4
## 1041 3
## 1042 4
## 1043 2
## 1044 1
## 1045 1
## 1046 1
## 1047 1
## 1048 1
## 1049 1
## 1050 3
## 1051 5
## 1052 2
## 1053 1
## 1054 2
## 1055 2
## 1056 2
## 1057 5
## 1058 4
## 1059 1
## 1060 2
## 1061 1
## 1062 3
## 1063 3
## 1064 2
## 1065 2
## 1066 5
## 1067 2
## 1068 4
## 1069 2
## 1070 1
## 1071 1
## 1072 5
## 1073 3
## 1074 1
## 1075 3
## 1076 4
## 1077 2
## 1078 4
## 1079 1
## 1080 1
## 1081 1
## 1082 2
## 1083 3
## 1084 2
## 1085 1
## 1086 4
## 1087 2
## 1088 4
## 1089 3
## 1090 3
## 1091 3
## 1092 1
## 1093 5
## 1094 2
## 1095 5
## 1096 2
## 1097 2
## 1098 2
## 1099 4
## 1100 3
## 1101 2
## 1102 2
## 1103 1
## 1104 3
## 1105 2
## 1106 3
## 1107 5
## 1108 2
## 1109 3
## 1110 2
## 1111 5
## 1112 4
## 1113 2
## 1114 5
## 1115 5
## 1116 5
## 1117 1
## 1118 4
## 1119 4
## 1120 2
## 1121 2
## 1122 5
## 1123 1
## 1124 2
## 1125 1
## 1126 5
## 1127 1
## 1128 4
## 1129 5
## 1130 5
## 1131 1
## 1132 4
## 1133 4
## 1134 2
## 1135 3
## 1136 4
## 1137 4
## 1138 5
## 1139 5
## 1140 3
## 1141 1
## 1142 5
## 1143 1
## 1144 4
## 1145 1
## 1146 3
## 1147 3
## 1148 2
## 1149 4
## 1150 3
## 1151 3
## 1152 3
## 1153 4
## 1154 3
## 1155 5
## 1156 2
## 1157 2
## 1158 5
## 1159 4
## 1160 2
## 1161 4
## 1162 5
## 1163 1
## 1164 5
## 1165 5
## 1166 1
## 1167 5
## 1168 5
## 1169 5
## 1170 2
## 1171 5
## 1172 1
## 1173 1
## 1174 3
## 1175 1
## 1176 3
## 1177 2
## 1178 4
## 1179 1
## 1180 5
## 1181 5
## 1182 4
## 1183 2
## 1184 5
## 1185 4
## 1186 3
## 1187 4
## 1188 5
## 1189 2
## 1190 5
## 1191 4
## 1192 3
## 1193 4
## 1194 2
## 1195 5
## 1196 5
## 1197 4
## 1198 4
## 1199 2
## 1200 3
## 1201 3
## 1202 3
## 1203 5
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## 10000 5Assign Customer Segments Based on RFM Scores
We classify customers into meaningful segments to understand their engagement level.
RetailRFM <- RetailRFM %>%
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"
)
)
print(RetailRFM)## customer_id Monetary Frequency Recency purchase zip_code R_Score F_Score
## 1 1 737.75 19 93 0 22181 4 5
## 2 2 299.75 10 419 0 21117 2 4
## 3 3 74.00 1 724 0 20850 1 1
## 4 4 178.00 2 793 0 22032 1 2
## 5 5 552.40 15 68 1 8527 4 5
## 6 6 137.00 3 120 0 22124 4 2
## 7 7 138.90 3 892 0 21032 1 2
## 8 8 39.00 1 22 0 21210 5 1
## 9 9 249.90 5 19 0 20910 5 3
## 10 10 238.50 10 133 0 8057 4 4
## 11 11 371.30 13 28 0 21014 5 5
## 12 12 65.00 1 317 0 20879 2 1
## 13 13 510.00 15 51 0 19038 5 5
## 14 14 45.00 1 913 0 22310 1 1
## 15 15 12.50 1 502 0 8057 2 1
## 16 16 29.85 3 60 1 23229 5 2
## 17 17 88.00 2 320 0 8201 2 2
## 18 18 29.00 1 83 0 21234 4 1
## 19 19 88.00 3 260 0 21403 3 2
## 20 20 290.00 4 20 0 21131 5 3
## 21 21 95.00 1 611 0 22903 1 1
## 22 22 188.00 7 258 0 20171 3 4
## 23 23 98.85 4 50 0 20902 5 3
## 24 24 117.00 3 270 0 22302 3 2
## 25 25 271.90 3 182 1 8043 4 2
## 26 26 900.25 24 525 1 22192 2 5
## 27 27 266.90 5 212 0 22205 3 3
## 28 28 69.00 1 267 1 8724 3 1
## 29 29 860.65 14 24 0 8004 5 5
## 30 30 263.00 9 82 0 22203 4 4
## 31 31 25.00 1 40 0 21228 5 1
## 32 32 113.50 3 128 0 20852 4 2
## 33 33 44.00 1 704 0 22180 1 1
## 34 34 1249.50 18 127 1 20186 4 5
## 35 35 20.00 1 965 0 19087 1 1
## 36 36 19.00 1 265 0 20770 3 1
## 37 37 194.00 4 933 0 20882 1 3
## 38 38 103.00 2 257 0 8009 3 2
## 39 39 609.00 16 258 0 21784 3 5
## 40 40 56.00 1 32 0 21229 5 1
## 41 41 1468.45 22 66 1 21117 4 5
## 42 42 770.75 11 255 1 19046 3 4
## 43 43 186.35 7 246 0 20194 3 4
## 44 44 49.00 2 827 0 23113 1 2
## 45 45 49.50 1 242 0 8088 3 1
## 46 46 128.00 4 282 0 21204 2 3
## 47 47 97.95 3 646 0 19130 1 2
## 48 48 446.50 12 77 1 8055 4 4
## 49 49 218.00 5 264 0 8088 3 3
## 50 50 93.00 3 22 0 21228 5 2
## 51 51 64.40 5 419 0 21401 2 3
## 52 52 508.00 19 92 0 20171 4 5
## 53 53 49.00 1 264 0 8033 3 1
## 54 54 2649.95 61 45 0 8742 5 5
## 55 55 164.00 4 96 0 20007 4 3
## 56 56 55.00 2 113 1 8033 4 2
## 57 57 29.00 1 680 0 8016 1 1
## 58 58 36.00 1 688 0 22314 1 1
## 59 59 312.50 12 43 0 20187 5 4
## 60 60 40.00 1 757 0 21702 1 1
## 61 61 627.95 13 42 0 8690 5 5
## 62 62 3517.95 97 18 1 20124 5 5
## 63 63 196.65 8 632 0 22192 1 4
## 64 64 156.50 3 464 0 22101 2 2
## 65 65 49.50 1 658 0 21403 1 1
## 66 66 105.00 4 182 1 21012 4 3
## 67 67 667.50 8 706 0 22039 1 4
## 68 68 243.95 4 199 0 21209 4 3
## 69 69 35.00 1 390 0 22309 2 1
## 70 70 293.00 4 457 0 18940 2 3
## 71 71 577.60 16 207 1 21771 4 5
## 72 72 103.90 3 490 0 20852 2 2
## 73 73 322.00 10 269 1 19002 3 4
## 74 74 773.55 25 135 1 8361 4 5
## 75 75 184.00 5 259 0 22903 3 3
## 76 76 290.00 7 252 1 20152 3 4
## 77 77 3183.15 63 104 1 20186 4 5
## 78 78 63.50 2 925 0 20147 1 2
## 79 79 69.00 1 337 1 20007 2 1
## 80 80 1472.45 29 28 0 20817 5 5
## 81 81 65.00 2 291 0 19083 2 2
## 82 82 66.00 2 274 0 22043 3 2
## 83 83 549.45 8 262 0 21401 3 4
## 84 84 133.00 2 590 0 18901 1 2
## 85 85 1560.00 6 323 0 8204 2 3
## 86 86 2018.79 62 18 1 20715 5 5
## 87 87 708.35 19 67 0 8053 4 5
## 88 88 211.95 2 319 0 23185 2 2
## 89 89 612.45 12 260 0 21401 3 4
## 90 90 482.90 17 42 1 22031 5 5
## 91 91 422.65 14 60 0 22302 5 5
## 92 92 204.00 3 292 0 22101 2 2
## 93 93 44.00 1 689 0 20817 1 1
## 94 94 125.50 5 289 1 20874 2 3
## 95 95 1972.20 41 138 0 22182 4 5
## 96 96 169.00 3 595 0 22030 1 2
## 97 97 1263.35 37 69 0 20171 4 5
## 98 98 13.25 3 801 0 21046 1 2
## 99 99 398.00 2 829 0 18940 1 2
## 100 100 139.50 4 333 0 20902 2 3
## 101 101 154.50 4 638 0 21044 1 3
## 102 102 308.50 7 252 0 22308 3 4
## 103 103 43.95 2 375 0 21771 2 2
## 104 104 168.00 2 251 0 21093 3 2
## 105 105 747.00 10 387 0 20176 2 4
## 106 106 1525.45 14 261 0 22182 3 5
## 107 107 39.00 2 34 0 19114 5 2
## 108 108 270.50 8 445 0 8534 2 4
## 109 109 179.00 6 119 0 8527 4 3
## 110 110 39.50 2 390 0 20165 2 2
## 111 111 345.00 2 959 0 20854 1 2
## 112 112 0.00 2 615 0 21209 1 2
## 113 113 267.70 7 79 0 22003 4 4
## 114 114 75.95 2 632 0 22302 1 2
## 115 115 431.50 12 88 0 20855 4 4
## 116 116 29.00 1 282 0 19046 2 1
## 117 117 476.75 10 23 0 19083 5 4
## 118 118 358.75 6 578 0 8620 1 3
## 119 119 143.00 5 75 1 8690 4 3
## 120 120 1056.80 20 276 1 22309 3 5
## 121 121 167.00 3 275 0 21060 3 2
## 122 122 208.95 4 175 1 8096 4 3
## 123 123 350.50 6 228 0 19067 3 3
## 124 124 165.00 4 402 0 20879 2 3
## 125 125 930.95 16 141 0 20814 4 5
## 126 126 1884.65 42 5 1 20111 5 5
## 127 127 119.00 1 293 0 8021 2 1
## 128 128 29.00 1 186 0 8034 4 1
## 129 129 3646.90 61 29 0 19004 5 5
## 130 130 72.00 2 661 0 21114 1 2
## 131 131 481.95 5 100 1 22150 4 3
## 132 132 535.45 13 108 0 8721 4 5
## 133 133 174.85 4 589 0 22903 1 3
## 134 134 879.00 22 238 0 22003 3 5
## 135 135 378.50 4 649 0 20191 1 3
## 136 136 367.40 7 89 0 20855 4 4
## 137 137 98.00 1 488 0 21228 2 1
## 138 138 129.00 1 247 0 19135 3 1
## 139 139 244.50 5 194 0 8043 4 3
## 140 140 528.00 11 137 0 8043 4 4
## 141 141 100.00 3 702 0 22302 1 2
## 142 142 57.00 1 878 0 19154 1 1
## 143 143 162.85 5 643 0 22911 1 3
## 144 144 188.00 2 257 0 21401 3 2
## 145 145 58.00 2 289 0 8062 2 2
## 146 146 545.55 13 216 0 8540 3 5
## 147 147 1877.70 41 101 1 8055 4 5
## 148 148 230.50 6 48 1 8088 5 3
## 149 149 64.45 3 27 0 22601 5 2
## 150 150 305.00 5 669 0 21234 1 3
## 151 151 39.50 2 31 0 20115 5 2
## 152 152 750.65 25 4 0 8226 5 5
## 153 153 1046.75 24 39 0 21212 5 5
## 154 154 268.90 4 12 0 20895 5 3
## 155 155 436.00 7 77 0 21210 4 4
## 156 156 1525.70 24 32 1 21042 5 5
## 157 157 358.95 12 794 0 21146 1 4
## 158 158 161.00 3 19 0 22601 5 2
## 159 159 1466.19 17 118 0 8540 4 5
## 160 160 89.00 1 145 0 20147 4 1
## 161 161 998.90 17 87 0 22033 4 5
## 162 162 183.90 3 319 0 22192 2 2
## 163 163 409.45 18 32 0 22042 5 5
## 164 164 156.00 3 623 0 20118 1 2
## 165 165 196.00 3 41 0 22308 5 2
## 166 166 1314.50 27 29 1 21146 5 5
## 167 167 48.00 2 237 0 19446 3 2
## 168 168 145.00 5 776 0 20708 1 3
## 169 169 396.70 9 95 0 20901 4 4
## 170 170 938.00 13 238 1 21035 3 5
## 171 171 354.80 12 8 0 20112 5 4
## 172 172 704.80 16 263 0 22181 3 5
## 173 173 286.40 6 10 1 22205 5 3
## 174 174 171.30 7 138 1 21218 4 4
## 175 175 592.45 13 318 1 20158 2 5
## 176 176 201.00 5 188 0 19087 4 3
## 177 177 34.00 1 332 0 20008 2 1
## 178 178 117.00 4 34 0 22151 5 3
## 179 179 39.95 1 81 0 19152 4 1
## 180 180 320.85 10 15 0 22003 5 4
## 181 181 64.00 2 43 0 20817 5 2
## 182 182 159.50 4 19 0 20815 5 3
## 183 183 0.00 1 113 0 23229 4 1
## 184 184 39.00 1 248 0 22207 3 1
## 185 185 769.00 23 266 0 22304 3 5
## 186 186 1503.80 35 85 0 19087 4 5
## 187 187 307.00 5 127 0 8226 4 3
## 188 188 479.90 15 274 0 8062 3 5
## 189 189 661.05 19 68 0 22207 4 5
## 190 190 0.00 1 970 0 22182 1 1
## 191 191 169.00 5 578 0 20817 1 3
## 192 192 210.00 5 269 0 22314 3 3
## 193 193 59.00 1 206 1 21244 4 1
## 194 194 319.00 10 32 0 23229 5 4
## 195 195 783.50 14 317 0 18940 2 5
## 196 196 153.95 8 202 0 21044 4 4
## 197 197 179.00 1 276 1 19010 3 1
## 198 198 196.00 3 657 0 8057 1 2
## 199 199 236.00 8 141 0 8034 4 4
## 200 200 68.00 1 292 0 20155 2 1
## 201 201 582.45 23 53 0 19083 5 5
## 202 202 108.50 2 73 0 22903 4 2
## 203 203 608.50 15 139 0 20109 4 5
## 204 204 117.00 4 847 0 19087 1 3
## 205 205 89.95 3 633 0 22901 1 2
## 206 206 0.00 2 334 0 21234 2 2
## 207 207 132.00 5 200 1 8088 4 3
## 208 208 137.50 3 181 1 19154 4 2
## 209 209 165.90 3 770 1 22031 1 2
## 210 210 368.85 12 172 1 20181 4 4
## 211 211 50.00 2 575 0 20164 1 2
## 212 212 25.00 1 32 0 8721 5 1
## 213 213 39.50 1 633 0 8619 1 1
## 214 214 34.00 1 266 0 20110 3 1
## 215 215 236.00 7 284 1 8071 2 4
## 216 216 475.00 8 273 0 8098 3 4
## 217 217 39.50 1 294 0 21014 2 1
## 218 218 200.95 7 51 1 8088 5 4
## 219 219 879.50 13 44 1 8054 5 5
## 220 220 142.30 7 34 0 21403 5 4
## 221 221 35.00 1 24 0 21224 5 1
## 222 222 83.00 2 263 0 8106 3 2
## 223 223 39.50 2 399 0 21236 2 2
## 224 224 45.00 1 273 0 19067 3 1
## 225 225 961.85 20 11 0 21093 5 5
## 226 226 679.50 15 293 0 21228 2 5
## 227 227 353.00 11 270 0 21403 3 4
## 228 228 82.40 5 604 0 8701 1 3
## 229 229 39.50 1 435 0 8755 2 1
## 230 230 1377.20 28 235 0 22041 3 5
## 231 231 425.00 14 20 0 19114 5 5
## 232 232 117.00 3 273 0 20171 3 2
## 233 233 148.50 3 264 0 21403 3 2
## 234 234 271.00 7 598 0 19149 1 4
## 235 235 218.60 11 450 0 22191 2 4
## 236 236 520.95 9 9 0 19038 5 4
## 237 237 206.50 4 292 0 20854 2 3
## 238 238 153.00 2 898 0 8065 1 2
## 239 239 103.00 3 249 0 20151 3 2
## 240 240 1655.95 32 129 0 7728 4 5
## 241 241 49.00 1 238 1 20770 3 1
## 242 242 248.00 2 347 0 8225 2 2
## 243 243 1177.60 29 124 1 20912 4 5
## 244 244 38.00 1 800 0 20904 1 1
## 245 245 79.00 2 666 0 22312 1 2
## 246 246 92.00 2 487 0 22015 2 2
## 247 247 1505.60 51 23 1 22015 5 5
## 248 248 285.90 8 426 0 8204 2 4
## 249 249 49.00 1 858 0 22630 1 1
## 250 250 1044.90 30 65 1 22204 4 5
## 251 251 294.00 3 270 1 20895 3 2
## 252 252 59.00 1 321 0 20120 2 1
## 253 253 141.00 4 119 0 20176 4 3
## 254 254 35.00 1 388 0 8075 2 1
## 255 255 365.50 6 116 0 20904 4 3
## 256 256 1719.45 40 51 0 19002 5 5
## 257 257 218.30 9 620 0 20136 1 4
## 258 258 241.45 8 437 1 21136 2 4
## 259 259 39.00 1 240 0 22003 3 1
## 260 260 78.00 2 340 0 8108 2 2
## 261 261 863.25 18 233 0 19038 3 5
## 262 262 0.00 1 78 1 8055 4 1
## 263 263 25.00 1 633 0 22066 1 1
## 264 264 343.00 7 265 0 8053 3 4
## 265 265 239.00 1 256 0 21093 3 1
## 266 266 55.00 1 167 0 19446 4 1
## 267 267 39.50 2 282 1 20854 2 2
## 268 268 34.95 1 583 0 21076 1 1
## 269 269 257.00 3 591 0 8691 1 2
## 270 270 118.00 2 696 0 21015 1 2
## 271 271 106.00 3 276 0 22701 3 2
## 272 272 156.00 4 48 1 21158 5 3
## 273 273 57.00 3 34 0 21236 5 2
## 274 274 60.95 3 188 0 20147 4 2
## 275 275 1356.95 44 191 1 19004 4 5
## 276 276 128.90 3 23 0 20171 5 2
## 277 277 138.00 3 273 0 19067 3 2
## 278 278 12.95 1 48 0 21114 5 1
## 279 279 368.45 8 139 0 23113 4 4
## 280 280 609.95 19 45 1 8054 5 5
## 281 281 433.00 10 6 0 8057 5 4
## 282 282 409.85 11 289 1 21136 2 4
## 283 283 639.00 10 105 1 22030 4 4
## 284 284 2242.90 45 65 1 22314 4 5
## 285 285 60.00 2 633 0 20111 1 2
## 286 286 119.95 4 786 0 20905 1 3
## 287 287 35.00 1 27 0 8043 5 1
## 288 288 1696.70 40 15 1 21117 5 5
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## 1848 1848 1000.05 21 144 1 23185 4 5
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## 1889 1889 318.00 9 388 0 8701 2 4
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## 1894 1894 34.00 1 337 0 21401 2 1
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## 1904 1904 547.75 15 204 0 21146 4 5
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## 1911 1911 59.00 1 271 0 19020 3 1
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## 1913 1913 34.00 1 231 0 8033 3 1
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## 1918 1918 145.50 4 39 0 19006 5 3
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## 1922 1922 59.00 1 140 0 22203 4 1
## 1923 1923 49.50 3 7 0 21117 5 2
## 1924 1924 44.00 1 280 0 8055 2 1
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## 1930 1930 441.50 6 10 1 22315 5 3
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## 1932 1932 513.90 8 386 0 8540 2 4
## 1933 1933 29.50 1 321 0 19124 2 1
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## 1938 1938 44.00 1 391 1 19446 2 1
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## 1940 1940 12.50 1 775 0 8540 1 1
## 1941 1941 710.90 18 2 1 20901 5 5
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## 1945 1945 681.95 20 140 0 22310 4 5
## 1946 1946 49.00 1 182 0 8215 4 1
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## 1950 1950 29.00 1 269 0 20854 3 1
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## 1952 1952 550.50 12 524 0 8534 2 4
## 1953 1953 23.00 1 184 0 19067 4 1
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## 1956 1956 295.00 7 250 0 19002 3 4
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## 1958 1958 227.50 10 354 0 21090 2 4
## 1959 1959 56.00 1 17 0 8332 5 1
## 1960 1960 78.00 2 177 0 22003 4 2
## 1961 1961 22.00 1 198 0 20110 4 1
## 1962 1962 1827.85 39 50 1 20777 5 5
## 1963 1963 645.00 17 50 0 20910 5 5
## 1964 1964 661.40 10 260 0 22150 3 4
## 1965 1965 1109.70 33 68 0 8721 4 5
## 1966 1966 152.00 5 682 0 20879 1 3
## 1967 1967 1951.55 63 8 1 22003 5 5
## 1968 1968 219.00 1 909 0 19010 1 1
## 1969 1969 35.00 1 280 0 21701 2 1
## 1970 1970 952.40 19 168 0 20910 4 5
## 1971 1971 212.90 4 49 0 21060 5 3
## 1972 1972 12.98 4 177 0 8003 4 3
## 1973 1973 351.20 16 67 0 22101 4 5
## 1974 1974 40.00 1 414 0 8816 2 1
## 1975 1975 113.95 5 63 0 22153 5 3
## 1976 1976 40.00 1 282 0 8012 2 1
## 1977 1977 543.90 9 578 0 19020 1 4
## 1978 1978 39.00 1 192 0 20165 4 1
## 1979 1979 49.00 1 274 1 20171 3 1
## 1980 1980 312.45 9 208 0 8757 3 4
## 1981 1981 466.90 8 272 0 22601 3 4
## 1982 1982 254.95 12 299 0 20148 2 4
## 1983 1983 73.00 2 118 0 21131 4 2
## 1984 1984 379.95 8 242 0 22102 3 4
## 1985 1985 44.00 1 649 0 20016 1 1
## 1986 1986 79.50 3 262 0 18901 3 2
## 1987 1987 113.50 4 16 0 8540 5 3
## 1988 1988 92.50 3 246 0 20112 3 2
## 1989 1989 24.00 1 845 0 20003 1 1
## 1990 1990 0.00 1 868 0 8086 1 1
## 1991 1991 426.50 11 201 0 8204 4 4
## 1992 1992 187.00 3 655 0 20910 1 2
## 1993 1993 52.95 2 695 0 19136 1 2
## 1994 1994 681.55 14 270 1 19004 3 5
## 1995 1995 158.50 2 237 0 20194 3 2
## 1996 1996 116.00 4 96 1 21230 4 3
## 1997 1997 60.00 1 649 0 20878 1 1
## 1998 1998 548.45 12 272 0 22314 3 4
## 1999 1999 69.00 1 262 0 19087 3 1
## 2000 2000 78.50 2 259 0 20151 3 2
## 2001 2001 233.00 3 271 0 18901 3 2
## 2002 2002 158.00 3 619 0 22901 1 2
## 2003 2003 0.00 2 255 0 20878 3 2
## 2004 2004 56.00 1 362 0 21042 2 1
## 2005 2005 83.50 3 727 0 20874 1 2
## 2006 2006 83.00 3 483 0 21046 2 2
## 2007 2007 325.85 9 267 0 19128 3 4
## 2008 2008 36.00 1 259 0 21212 3 1
## 2009 2009 0.00 1 256 0 20003 3 1
## 2010 2010 42.50 1 720 0 8318 1 1
## 2011 2011 72.00 2 296 0 8223 2 2
## 2012 2012 103.50 4 321 1 20817 2 3
## 2013 2013 126.00 4 628 0 20170 1 3
## 2014 2014 1147.80 18 127 1 8753 4 5
## 2015 2015 88.00 3 266 0 19103 3 2
## 2016 2016 1231.30 28 44 0 20905 5 5
## 2017 2017 122.00 6 10 1 19002 5 3
## 2018 2018 626.15 28 325 0 20815 2 5
## 2019 2019 91.50 3 183 0 19446 4 2
## 2020 2020 874.00 7 793 0 22182 1 4
## 2021 2021 68.00 3 184 0 20818 4 2
## 2022 2022 341.00 5 38 0 19046 5 3
## 2023 2023 271.95 8 357 0 19103 2 4
## 2024 2024 19.00 1 633 0 8077 1 1
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## 2027 2027 794.40 24 24 0 22003 5 5
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## 2030 2030 121.00 2 8 0 22192 5 2
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## 9764 9764 177.95 5 256 0 22301 3 3
## 9765 9765 541.95 14 133 1 8053 4 5
## 9766 9766 29.00 1 256 0 20879 3 1
## 9767 9767 565.30 20 269 0 19053 3 5
## 9768 9768 74.00 2 351 0 21236 2 2
## 9769 9769 219.00 5 12 0 20016 5 3
## 9770 9770 56.00 2 960 0 20109 1 2
## 9771 9771 1031.80 23 90 1 22033 4 5
## 9772 9772 677.90 15 110 0 21131 4 5
## 9773 9773 494.00 8 27 0 8361 5 4
## 9774 9774 79.90 2 600 0 22153 1 2
## 9775 9775 137.90 5 362 0 20815 2 3
## 9776 9776 64.00 1 272 0 22026 3 1
## 9777 9777 109.00 1 622 0 8873 1 1
## 9778 9778 1822.10 57 63 1 22124 5 5
## 9779 9779 735.50 20 163 0 20120 4 5
## 9780 9780 78.90 2 943 0 20016 1 2
## 9781 9781 49.00 1 390 0 21136 2 1
## 9782 9782 1412.60 34 245 1 20882 3 5
## 9783 9783 146.00 4 293 0 22032 2 3
## 9784 9784 702.45 10 316 0 20817 2 4
## 9785 9785 169.00 1 587 0 21146 1 1
## 9786 9786 151.00 4 725 0 20874 1 3
## 9787 9787 89.25 5 255 0 20191 3 3
## 9788 9788 66.00 2 643 0 18940 1 2
## 9789 9789 300.00 9 21 0 20874 5 4
## 9790 9790 256.45 4 451 1 22401 2 3
## 9791 9791 766.70 21 149 1 22066 4 5
## 9792 9792 69.00 1 266 0 22042 3 1
## 9793 9793 65.50 2 763 0 21228 1 2
## 9794 9794 234.00 6 154 0 22015 4 4
## 9795 9795 34.00 1 626 0 22302 1 1
## 9796 9796 71.95 2 905 0 21209 1 2
## 9797 9797 34.00 1 203 0 21074 4 1
## 9798 9798 39.50 2 361 0 21136 2 2
## 9799 9799 830.35 25 336 0 22310 2 5
## 9800 9800 25.00 1 26 0 20740 5 1
## 9801 9801 239.50 6 28 0 22015 5 4
## 9802 9802 516.50 11 284 0 8077 2 4
## 9803 9803 707.80 18 45 0 21209 5 5
## 9804 9804 216.95 5 148 0 21015 4 3
## 9805 9805 63.00 4 591 0 20815 1 3
## 9806 9806 103.00 3 763 0 21146 1 3
## 9807 9807 187.95 6 535 0 20190 2 4
## 9808 9808 400.00 7 316 0 8022 2 4
## 9809 9809 558.65 18 112 0 20003 4 5
## 9810 9810 519.40 14 39 0 20814 5 5
## 9811 9811 177.50 4 264 0 20904 3 3
## 9812 9812 49.00 1 270 0 21236 3 1
## 9813 9813 44.00 1 308 0 20715 2 1
## 9814 9814 505.00 5 128 1 19083 4 3
## 9815 9815 108.00 2 237 1 8205 3 2
## 9816 9816 314.00 4 115 0 21093 4 3
## 9817 9817 743.30 22 263 0 21029 3 5
## 9818 9818 97.00 2 11 0 8087 5 2
## 9819 9819 44.00 1 700 0 21234 1 1
## 9820 9820 169.00 1 679 0 8226 1 1
## 9821 9821 405.45 12 18 1 18901 5 5
## 9822 9822 661.35 19 30 1 22039 5 5
## 9823 9823 19.95 1 188 0 19135 4 1
## 9824 9824 0.00 1 945 0 21146 1 1
## 9825 9825 509.35 16 256 0 21036 3 5
## 9826 9826 153.00 4 528 0 23113 2 3
## 9827 9827 10.00 1 378 0 8527 2 2
## 9828 9828 143.00 6 53 0 21014 5 4
## 9829 9829 376.30 15 47 1 21209 5 5
## 9830 9830 638.95 19 272 0 21044 3 5
## 9831 9831 75.00 1 535 0 20171 2 2
## 9832 9832 56.00 1 9 0 19116 5 2
## 9833 9833 2022.80 50 4 1 20169 5 5
## 9834 9834 39.50 2 383 0 18901 2 2
## 9835 9835 835.50 13 48 0 18901 5 5
## 9836 9836 317.00 5 181 0 19010 4 3
## 9837 9837 1029.45 19 6 0 8610 5 5
## 9838 9838 279.50 6 314 0 20861 2 4
## 9839 9839 329.00 11 101 0 19124 4 4
## 9840 9840 111.00 3 639 0 22044 1 3
## 9841 9841 796.80 19 278 0 21030 3 5
## 9842 9842 2767.75 29 33 0 21228 5 5
## 9843 9843 237.00 5 226 0 22203 3 3
## 9844 9844 1001.80 21 111 0 8050 4 5
## 9845 9845 340.00 7 364 0 22201 2 4
## 9846 9846 1148.95 17 497 0 20147 2 5
## 9847 9847 1452.90 29 157 0 22701 4 5
## 9848 9848 1272.00 20 261 0 20878 3 5
## 9849 9849 44.00 1 319 0 20124 2 2
## 9850 9850 73.00 2 281 0 20902 2 2
## 9851 9851 1294.35 28 30 0 22310 5 5
## 9852 9852 85.00 3 27 0 8016 5 3
## 9853 9853 28.00 1 829 0 21212 1 2
## 9854 9854 302.50 7 275 0 20151 3 4
## 9855 9855 78.00 2 620 0 22192 1 2
## 9856 9856 851.20 26 93 1 20901 4 5
## 9857 9857 668.80 22 63 0 20832 5 5
## 9858 9858 20.00 1 434 0 20003 2 2
## 9859 9859 85.90 3 570 0 22305 2 3
## 9860 9860 125.50 6 376 0 21218 2 4
## 9861 9861 276.90 5 600 1 21701 1 3
## 9862 9862 19.00 1 793 0 8031 1 2
## 9863 9863 49.00 1 718 0 20176 1 2
## 9864 9864 69.00 1 8 0 21012 5 2
## 9865 9865 898.50 18 174 0 8540 4 5
## 9866 9866 684.00 11 233 1 21042 3 4
## 9867 9867 309.40 7 212 0 20852 3 4
## 9868 9868 314.65 15 61 0 21236 5 5
## 9869 9869 894.90 21 198 0 8026 4 5
## 9870 9870 642.85 14 174 0 20817 4 5
## 9871 9871 213.00 2 260 1 20817 3 2
## 9872 9872 74.50 2 941 0 20170 1 2
## 9873 9873 391.00 13 205 0 22205 4 5
## 9874 9874 30.90 2 465 0 21234 2 2
## 9875 9875 39.50 2 388 0 19027 2 2
## 9876 9876 176.00 4 328 0 21113 2 3
## 9877 9877 135.15 9 23 0 19119 5 4
## 9878 9878 146.00 4 61 0 8302 5 3
## 9879 9879 59.00 1 655 0 21212 1 2
## 9880 9880 128.00 3 643 0 21093 1 3
## 9881 9881 764.50 19 286 1 22151 2 5
## 9882 9882 171.90 5 693 0 8402 1 3
## 9883 9883 465.80 19 219 1 22031 3 5
## 9884 9884 68.00 1 566 0 19103 2 2
## 9885 9885 312.50 10 499 0 20707 2 4
## 9886 9886 630.75 27 13 0 21042 5 5
## 9887 9887 15.00 1 171 0 19038 4 2
## 9888 9888 39.50 1 644 0 8081 1 2
## 9889 9889 402.95 13 167 0 20832 4 5
## 9890 9890 73.00 2 850 0 20165 1 2
## 9891 9891 50.00 2 48 0 7728 5 2
## 9892 9892 167.95 3 65 0 8225 5 3
## 9893 9893 69.50 3 373 0 21210 2 3
## 9894 9894 283.95 4 257 1 20912 3 3
## 9895 9895 321.30 4 670 0 8302 1 3
## 9896 9896 95.00 3 273 0 21401 3 3
## 9897 9897 2546.40 41 26 0 20170 5 5
## 9898 9898 59.00 1 393 0 23229 2 2
## 9899 9899 343.50 7 181 0 19047 4 4
## 9900 9900 1529.45 41 82 1 21286 4 5
## 9901 9901 707.00 14 29 0 22043 5 5
## 9902 9902 480.50 9 111 1 22066 4 4
## 9903 9903 207.00 4 265 0 8724 3 3
## 9904 9904 116.50 3 467 0 22003 2 3
## 9905 9905 1321.85 33 6 1 19002 5 5
## 9906 9906 50.00 2 326 0 19038 2 2
## 9907 9907 297.30 16 507 1 22101 2 5
## 9908 9908 39.95 1 916 0 22027 1 2
## 9909 9909 597.65 16 271 1 21204 3 5
## 9910 9910 159.00 3 104 0 8302 4 3
## 9911 9911 108.00 3 261 1 21774 3 3
## 9912 9912 842.45 17 99 0 21093 4 5
## 9913 9913 107.00 5 662 0 22046 1 3
## 9914 9914 531.50 9 21 1 21061 5 4
## 9915 9915 265.80 9 248 0 23233 3 4
## 9916 9916 449.95 9 296 0 21044 2 4
## 9917 9917 1053.25 25 121 0 22031 4 5
## 9918 9918 49.50 1 619 0 21286 1 2
## 9919 9919 129.00 1 274 0 20707 3 2
## 9920 9920 239.85 9 356 0 8033 2 4
## 9921 9921 677.00 16 263 0 20723 3 5
## 9922 9922 19.50 1 964 1 22039 1 2
## 9923 9923 485.30 12 33 1 20874 5 5
## 9924 9924 190.50 3 292 1 19067 2 3
## 9925 9925 455.95 13 22 0 19154 5 5
## 9926 9926 70.00 4 402 0 20112 2 3
## 9927 9927 506.40 13 37 0 20906 5 5
## 9928 9928 21.00 1 14 1 22003 5 2
## 9929 9929 30.00 1 765 0 19010 1 2
## 9930 9930 138.00 2 608 0 21114 1 2
## 9931 9931 273.00 5 165 0 19096 4 3
## 9932 9932 244.00 5 408 0 18966 2 3
## 9933 9933 64.00 1 323 0 8033 2 2
## 9934 9934 109.50 5 183 0 8016 4 3
## 9935 9935 683.80 7 255 0 21244 3 4
## 9936 9936 54.00 1 266 0 8106 3 2
## 9937 9937 45.00 2 780 0 22601 1 2
## 9938 9938 16.95 1 695 1 21044 1 2
## 9939 9939 45.00 2 352 1 21117 2 2
## 9940 9940 69.00 1 42 1 8016 5 2
## 9941 9941 29.50 1 273 0 21108 3 2
## 9942 9942 268.95 4 936 1 21030 1 3
## 9943 9943 39.00 1 738 0 22602 1 2
## 9944 9944 101.00 2 593 0 20007 1 2
## 9945 9945 1625.85 40 34 1 22201 5 5
## 9946 9946 580.75 10 216 0 21209 3 4
## 9947 9947 197.00 4 620 0 20782 1 3
## 9948 9948 113.90 3 611 0 20814 1 3
## 9949 9949 97.95 3 269 0 22032 3 3
## 9950 9950 218.05 16 59 0 18940 5 5
## 9951 9951 22.00 1 743 0 20817 1 2
## 9952 9952 35.00 1 743 0 21401 1 2
## 9953 9953 233.45 6 43 0 8724 5 4
## 9954 9954 90.50 3 267 0 22032 3 3
## 9955 9955 148.00 2 305 0 8691 2 2
## 9956 9956 1400.80 46 240 1 22193 3 5
## 9957 9957 346.40 7 294 0 20850 2 4
## 9958 9958 159.00 1 688 0 8050 1 2
## 9959 9959 198.00 2 671 0 20906 1 2
## 9960 9960 566.50 10 22 0 20120 5 4
## 9961 9961 108.00 1 738 0 18901 1 2
## 9962 9962 73.00 2 462 1 20854 2 2
## 9963 9963 49.50 1 280 0 21014 2 2
## 9964 9964 1402.85 28 10 0 21157 5 5
## 9965 9965 469.85 13 177 0 21224 4 5
## 9966 9966 99.00 1 588 0 8648 1 2
## 9967 9967 39.00 1 439 0 8648 2 2
## 9968 9968 168.00 2 895 0 22309 1 2
## 9969 9969 289.35 9 3 0 21032 5 4
## 9970 9970 538.60 17 43 0 22030 5 5
## 9971 9971 1502.75 39 17 1 21234 5 5
## 9972 9972 364.00 6 216 0 8724 3 4
## 9973 9973 1223.35 24 40 0 21054 5 5
## 9974 9974 285.00 3 798 0 8540 1 3
## 9975 9975 109.00 2 4 1 20191 5 2
## 9976 9976 89.45 2 247 0 21784 3 2
## 9977 9977 1276.85 50 7 1 21029 5 5
## 9978 9978 75.95 2 237 0 23185 3 2
## 9979 9979 160.00 3 14 0 22701 5 3
## 9980 9980 432.50 8 133 0 20115 4 4
## 9981 9981 117.00 3 271 1 21227 3 3
## 9982 9982 515.70 7 806 0 19119 1 4
## 9983 9983 1711.90 30 216 1 22401 3 5
## 9984 9984 519.40 13 39 0 22192 5 5
## 9985 9985 89.00 1 158 0 21224 4 2
## 9986 9986 256.70 5 72 0 8043 4 3
## 9987 9987 725.35 19 425 0 20164 2 5
## 9988 9988 67.00 3 271 0 22015 3 3
## 9989 9989 98.00 2 187 0 8628 4 2
## 9990 9990 69.00 1 788 0 19446 1 2
## 9991 9991 45.00 1 183 0 8022 4 2
## 9992 9992 1022.90 21 103 0 22182 4 5
## 9993 9993 185.00 5 206 0 20015 4 3
## 9994 9994 2094.10 31 209 0 22066 3 5
## 9995 9995 1933.70 59 46 0 8873 5 5
## 9996 9996 81.00 5 459 0 22302 2 3
## 9997 9997 125.00 5 3 0 19083 5 3
## 9998 9998 722.45 16 19 1 18966 5 5
## 9999 9999 375.00 8 83 0 20151 4 4
## M_Score Segment
## 1 5 Loyal Customers
## 2 4 Other
## 3 2 Other
## 4 3 Other
## 5 5 Loyal Customers
## 6 3 Other
## 7 3 Other
## 8 1 Other
## 9 4 Potential Loyalists
## 10 3 Potential Loyalists
## 11 4 Loyal Customers
## 12 2 Other
## 13 4 Loyal Customers
## 14 1 Lost Customers
## 15 1 Other
## 16 1 Other
## 17 2 Other
## 18 1 Other
## 19 2 Other
## 20 4 Potential Loyalists
## 21 2 Other
## 22 3 Potential Loyalists
## 23 2 Other
## 24 2 Other
## 25 4 Other
## 26 5 Other
## 27 4 Potential Loyalists
## 28 2 Other
## 29 5 Best Customers
## 30 4 Loyal Customers
## 31 1 Other
## 32 2 Other
## 33 1 Lost Customers
## 34 5 Loyal Customers
## 35 1 Lost Customers
## 36 1 Other
## 37 3 Other
## 38 2 Other
## 39 5 Potential Loyalists
## 40 1 Other
## 41 5 Loyal Customers
## 42 5 Potential Loyalists
## 43 3 Potential Loyalists
## 44 1 Other
## 45 1 Other
## 46 3 Other
## 47 2 Other
## 48 4 Loyal Customers
## 49 3 Potential Loyalists
## 50 2 Other
## 51 2 Other
## 52 4 Loyal Customers
## 53 1 Other
## 54 5 Best Customers
## 55 3 Potential Loyalists
## 56 1 Other
## 57 1 Lost Customers
## 58 1 Lost Customers
## 59 4 Loyal Customers
## 60 1 Lost Customers
## 61 5 Best Customers
## 62 5 Best Customers
## 63 3 Other
## 64 3 Other
## 65 1 Lost Customers
## 66 2 Other
## 67 5 Other
## 68 4 Potential Loyalists
## 69 1 Other
## 70 4 Other
## 71 5 Loyal Customers
## 72 2 Other
## 73 4 Potential Loyalists
## 74 5 Loyal Customers
## 75 3 Potential Loyalists
## 76 4 Potential Loyalists
## 77 5 Loyal Customers
## 78 2 Other
## 79 2 Other
## 80 5 Best Customers
## 81 2 Other
## 82 2 Other
## 83 5 Potential Loyalists
## 84 3 Other
## 85 5 Other
## 86 5 Best Customers
## 87 5 Loyal Customers
## 88 3 Other
## 89 5 Potential Loyalists
## 90 4 Loyal Customers
## 91 4 Loyal Customers
## 92 3 Other
## 93 1 Lost Customers
## 94 3 Other
## 95 5 Loyal Customers
## 96 3 Other
## 97 5 Loyal Customers
## 98 1 Other
## 99 4 Other
## 100 3 Other
## 101 3 Other
## 102 4 Potential Loyalists
## 103 1 Other
## 104 3 Other
## 105 5 Other
## 106 5 Potential Loyalists
## 107 1 Other
## 108 4 Other
## 109 3 Potential Loyalists
## 110 1 Other
## 111 4 Other
## 112 1 Other
## 113 4 Loyal Customers
## 114 2 Other
## 115 4 Loyal Customers
## 116 1 Other
## 117 4 Loyal Customers
## 118 4 Other
## 119 3 Potential Loyalists
## 120 5 Potential Loyalists
## 121 3 Other
## 122 3 Potential Loyalists
## 123 4 Potential Loyalists
## 124 3 Other
## 125 5 Loyal Customers
## 126 5 Best Customers
## 127 2 Other
## 128 1 Other
## 129 5 Best Customers
## 130 2 Other
## 131 4 Potential Loyalists
## 132 5 Loyal Customers
## 133 3 Other
## 134 5 Potential Loyalists
## 135 4 Other
## 136 4 Loyal Customers
## 137 2 Other
## 138 3 Other
## 139 4 Potential Loyalists
## 140 4 Loyal Customers
## 141 2 Other
## 142 1 Lost Customers
## 143 3 Other
## 144 3 Other
## 145 1 Other
## 146 5 Potential Loyalists
## 147 5 Loyal Customers
## 148 3 Potential Loyalists
## 149 2 Other
## 150 4 Other
## 151 1 Other
## 152 5 Best Customers
## 153 5 Best Customers
## 154 4 Potential Loyalists
## 155 4 Loyal Customers
## 156 5 Best Customers
## 157 4 Other
## 158 3 Other
## 159 5 Loyal Customers
## 160 2 Other
## 161 5 Loyal Customers
## 162 3 Other
## 163 4 Loyal Customers
## 164 3 Other
## 165 3 Other
## 166 5 Best Customers
## 167 1 Other
## 168 3 Other
## 169 4 Loyal Customers
## 170 5 Potential Loyalists
## 171 4 Loyal Customers
## 172 5 Potential Loyalists
## 173 4 Potential Loyalists
## 174 3 Potential Loyalists
## 175 5 Other
## 176 3 Potential Loyalists
## 177 1 Other
## 178 2 Other
## 179 1 Other
## 180 4 Loyal Customers
## 181 2 Other
## 182 3 Potential Loyalists
## 183 1 Other
## 184 1 Other
## 185 5 Potential Loyalists
## 186 5 Loyal Customers
## 187 4 Potential Loyalists
## 188 4 Potential Loyalists
## 189 5 Loyal Customers
## 190 1 Lost Customers
## 191 3 Other
## 192 3 Potential Loyalists
## 193 2 Other
## 194 4 Loyal Customers
## 195 5 Other
## 196 3 Potential Loyalists
## 197 3 Other
## 198 3 Other
## 199 3 Potential Loyalists
## 200 2 Other
## 201 5 Best Customers
## 202 2 Other
## 203 5 Loyal Customers
## 204 2 Other
## 205 2 Other
## 206 1 Other
## 207 3 Potential Loyalists
## 208 3 Other
## 209 3 Other
## 210 4 Loyal Customers
## 211 1 Other
## 212 1 Other
## 213 1 Lost Customers
## 214 1 Other
## 215 3 Other
## 216 4 Potential Loyalists
## 217 1 Other
## 218 3 Potential Loyalists
## 219 5 Best Customers
## 220 3 Potential Loyalists
## 221 1 Other
## 222 2 Other
## 223 1 Other
## 224 1 Other
## 225 5 Best Customers
## 226 5 Other
## 227 4 Potential Loyalists
## 228 2 Other
## 229 1 Other
## 230 5 Potential Loyalists
## 231 4 Loyal Customers
## 232 2 Other
## 233 3 Other
## 234 4 Other
## 235 3 Other
## 236 4 Loyal Customers
## 237 3 Other
## 238 3 Other
## 239 2 Other
## 240 5 Loyal Customers
## 241 1 Other
## 242 4 Other
## 243 5 Loyal Customers
## 244 1 Lost Customers
## 245 2 Other
## 246 2 Other
## 247 5 Best Customers
## 248 4 Other
## 249 1 Lost Customers
## 250 5 Loyal Customers
## 251 4 Other
## 252 2 Other
## 253 3 Potential Loyalists
## 254 1 Other
## 255 4 Potential Loyalists
## 256 5 Best Customers
## 257 3 Other
## 258 4 Other
## 259 1 Other
## 260 2 Other
## 261 5 Potential Loyalists
## 262 1 Other
## 263 1 Lost Customers
## 264 4 Potential Loyalists
## 265 4 Other
## 266 1 Other
## 267 1 Other
## 268 1 Lost Customers
## 269 4 Other
## 270 2 Other
## 271 2 Other
## 272 3 Potential Loyalists
## 273 1 Other
## 274 2 Other
## 275 5 Loyal Customers
## 276 3 Other
## 277 3 Other
## 278 1 Other
## 279 4 Loyal Customers
## 280 5 Best Customers
## 281 4 Loyal Customers
## 282 4 Other
## 283 5 Loyal Customers
## 284 5 Loyal Customers
## 285 2 Other
## 286 2 Other
## 287 1 Other
## 288 5 Best Customers
## 289 1 Lost Customers
## 290 5 Best Customers
## 291 5 Loyal Customers
## 292 2 Other
## 293 1 Lost Customers
## 294 2 Other
## 295 1 Other
## 296 5 Other
## 297 1 Lost Customers
## 298 3 Potential Loyalists
## 299 4 Loyal Customers
## 300 5 Loyal Customers
## 301 2 Other
## 302 5 Other
## 303 1 Other
## 304 1 Other
## 305 2 Other
## 306 4 Other
## 307 1 Other
## 308 1 Other
## 309 1 Other
## 310 1 Other
## 311 5 Best Customers
## 312 4 Loyal Customers
## 313 2 Other
## 314 2 Other
## 315 3 Other
## 316 2 Other
## 317 2 Other
## 318 5 Loyal Customers
## 319 5 Loyal Customers
## 320 1 Lost Customers
## 321 4 Potential Loyalists
## 322 2 Other
## 323 2 Other
## 324 3 Other
## 325 1 Other
## 326 3 Other
## 327 5 Best Customers
## 328 2 Other
## 329 1 Other
## 330 2 Other
## 331 3 Other
## 332 5 Loyal Customers
## 333 1 Lost Customers
## 334 2 Other
## 335 5 Best Customers
## 336 2 Other
## 337 3 Other
## 338 5 Best Customers
## 339 2 Other
## 340 3 Other
## 341 3 Other
## 342 2 Other
## 343 5 Potential Loyalists
## 344 2 Other
## 345 1 Other
## 346 5 Loyal Customers
## 347 1 Other
## 348 4 Other
## 349 4 Potential Loyalists
## 350 5 Loyal Customers
## 351 5 Loyal Customers
## 352 4 Other
## 353 5 Other
## 354 3 Potential Loyalists
## 355 4 Potential Loyalists
## 356 5 Best Customers
## 357 4 Potential Loyalists
## 358 3 Potential Loyalists
## 359 2 Other
## 360 1 Other
## 361 3 Other
## 362 5 Potential Loyalists
## 363 1 Other
## 364 5 Best Customers
## 365 1 Other
## 366 2 Other
## 367 3 Potential Loyalists
## 368 5 Potential Loyalists
## 369 2 Other
## 370 3 Other
## 371 5 Other
## 372 2 Other
## 373 2 Other
## 374 5 Loyal Customers
## 375 5 Potential Loyalists
## 376 5 Loyal Customers
## 377 3 Potential Loyalists
## 378 5 Loyal Customers
## 379 1 Lost Customers
## 380 2 Other
## 381 1 Other
## 382 2 Other
## 383 2 Other
## 384 3 Other
## 385 5 Best Customers
## 386 1 Other
## 387 1 Other
## 388 4 Potential Loyalists
## 389 3 Other
## 390 1 Other
## 391 5 Best Customers
## 392 3 Potential Loyalists
## 393 2 Other
## 394 3 Potential Loyalists
## 395 4 Other
## 396 4 Loyal Customers
## 397 2 Other
## 398 1 Other
## 399 2 Other
## 400 1 Lost Customers
## 401 2 Other
## 402 1 Other
## 403 2 Other
## 404 3 Potential Loyalists
## 405 4 Loyal Customers
## 406 4 Potential Loyalists
## 407 1 Lost Customers
## 408 4 Loyal Customers
## 409 1 Other
## 410 3 Other
## 411 1 Lost Customers
## 412 1 Lost Customers
## 413 3 Other
## 414 4 Other
## 415 5 Loyal Customers
## 416 2 Other
## 417 2 Other
## 418 1 Lost Customers
## 419 2 Other
## 420 2 Other
## 421 1 Lost Customers
## 422 3 Other
## 423 4 Loyal Customers
## 424 4 Potential Loyalists
## 425 1 Other
## 426 1 Lost Customers
## 427 1 Lost Customers
## 428 5 Best Customers
## 429 1 Other
## 430 4 Potential Loyalists
## 431 4 Other
## 432 3 Other
## 433 4 Other
## 434 4 Other
## 435 5 Best Customers
## 436 2 Other
## 437 1 Other
## 438 2 Other
## 439 2 Other
## 440 1 Other
## 441 1 Other
## 442 2 Other
## 443 5 Potential Loyalists
## 444 1 Other
## 445 4 Loyal Customers
## 446 5 Loyal Customers
## 447 1 Other
## 448 1 Other
## 449 4 Loyal Customers
## 450 3 Other
## 451 4 Loyal Customers
## 452 4 Loyal Customers
## 453 2 Other
## 454 3 Other
## 455 4 Other
## 456 1 Other
## 457 2 Other
## 458 5 Potential Loyalists
## 459 3 Other
## 460 4 Potential Loyalists
## 461 1 Other
## 462 4 Potential Loyalists
## 463 5 Other
## 464 1 Other
## 465 5 Loyal Customers
## 466 5 Potential Loyalists
## 467 1 Other
## 468 5 Potential Loyalists
## 469 2 Other
## 470 4 Loyal Customers
## 471 1 Other
## 472 4 Loyal Customers
## 473 3 Other
## 474 1 Other
## 475 1 Other
## 476 1 Other
## 477 3 Other
## 478 3 Potential Loyalists
## 479 2 Other
## 480 1 Other
## 481 2 Other
## 482 1 Other
## 483 5 Loyal Customers
## 484 2 Other
## 485 5 Loyal Customers
## 486 5 Best Customers
## 487 1 Lost Customers
## 488 4 Loyal Customers
## 489 2 Other
## 490 4 Potential Loyalists
## 491 5 Best Customers
## 492 1 Lost Customers
## 493 2 Other
## 494 5 Potential Loyalists
## 495 2 Other
## 496 4 Loyal Customers
## 497 2 Other
## 498 3 Other
## 499 2 Other
## 500 3 Potential Loyalists
## 501 5 Other
## 502 3 Other
## 503 1 Lost Customers
## 504 4 Loyal Customers
## 505 3 Potential Loyalists
## 506 2 Other
## 507 1 Other
## 508 2 Other
## 509 4 Potential Loyalists
## 510 2 Other
## 511 3 Potential Loyalists
## 512 4 Other
## 513 5 Loyal Customers
## 514 2 Other
## 515 1 Other
## 516 1 Lost Customers
## 517 5 Potential Loyalists
## 518 2 Other
## 519 1 Other
## 520 3 Other
## 521 1 Other
## 522 5 Loyal Customers
## 523 1 Lost Customers
## 524 1 Lost Customers
## 525 3 Potential Loyalists
## 526 3 Other
## 527 4 Loyal Customers
## 528 3 Other
## 529 1 Other
## 530 5 Loyal Customers
## 531 4 Potential Loyalists
## 532 4 Potential Loyalists
## 533 2 Other
## 534 1 Other
## 535 3 Other
## 536 4 Loyal Customers
## 537 2 Other
## 538 2 Other
## 539 2 Other
## 540 4 Loyal Customers
## 541 5 Best Customers
## 542 3 Other
## 543 3 Other
## 544 1 Other
## 545 5 Other
## 546 5 Potential Loyalists
## 547 4 Potential Loyalists
## 548 1 Other
## 549 4 Potential Loyalists
## 550 4 Potential Loyalists
## 551 4 Other
## 552 2 Other
## 553 4 Loyal Customers
## 554 1 Other
## 555 2 Other
## 556 3 Other
## 557 2 Other
## 558 1 Lost Customers
## 559 1 Lost Customers
## 560 1 Lost Customers
## 561 5 Loyal Customers
## 562 3 Potential Loyalists
## 563 2 Other
## 564 1 Other
## 565 1 Lost Customers
## 566 5 Loyal Customers
## 567 2 Other
## 568 3 Other
## 569 4 Other
## 570 1 Other
## 571 2 Other
## 572 2 Other
## 573 2 Other
## 574 1 Other
## 575 3 Other
## 576 2 Other
## 577 1 Other
## 578 5 Loyal Customers
## 579 5 Best Customers
## 580 3 Other
## 581 4 Loyal Customers
## 582 5 Potential Loyalists
## 583 5 Best Customers
## 584 2 Other
## 585 2 Other
## 586 2 Other
## 587 3 Other
## 588 4 Potential Loyalists
## 589 1 Other
## 590 4 Loyal Customers
## 591 1 Other
## 592 5 Loyal Customers
## 593 1 Other
## 594 3 Potential Loyalists
## 595 5 Loyal Customers
## 596 5 Potential Loyalists
## 597 3 Potential Loyalists
## 598 1 Lost Customers
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## 603 2 Other
## 604 2 Other
## 605 2 Other
## 606 1 Other
## 607 2 Other
## 608 5 Loyal Customers
## 609 1 Other
## 610 4 Loyal Customers
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## 614 3 Other
## 615 3 Potential Loyalists
## 616 4 Potential Loyalists
## 617 2 Other
## 618 1 Other
## 619 4 Other
## 620 1 Other
## 621 2 Other
## 622 1 Other
## 623 5 Best Customers
## 624 3 Other
## 625 2 Other
## 626 5 Best Customers
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## 628 1 Other
## 629 4 Potential Loyalists
## 630 2 Other
## 631 1 Other
## 632 4 Other
## 633 2 Other
## 634 1 Other
## 635 4 Loyal Customers
## 636 1 Lost Customers
## 637 3 Potential Loyalists
## 638 4 Loyal Customers
## 639 1 Other
## 640 3 Potential Loyalists
## 641 3 Potential Loyalists
## 642 2 Other
## 643 5 Best Customers
## 644 5 Potential Loyalists
## 645 3 Other
## 646 5 Other
## 647 2 Other
## 648 5 Best Customers
## 649 3 Potential Loyalists
## 650 1 Other
## 651 2 Other
## 652 5 Potential Loyalists
## 653 4 Potential Loyalists
## 654 2 Other
## 655 1 Lost Customers
## 656 2 Other
## 657 5 Loyal Customers
## 658 2 Other
## 659 5 Best Customers
## 660 3 Potential Loyalists
## 661 4 Potential Loyalists
## 662 2 Other
## 663 1 Lost Customers
## 664 4 Loyal Customers
## 665 3 Other
## 666 1 Lost Customers
## 667 2 Other
## 668 3 Other
## 669 3 Other
## 670 2 Other
## 671 4 Potential Loyalists
## 672 4 Other
## 673 2 Other
## 674 3 Other
## 675 2 Other
## 676 5 Other
## 677 5 Loyal Customers
## 678 4 Loyal Customers
## 679 4 Other
## 680 2 Other
## 681 3 Other
## 682 4 Potential Loyalists
## 683 3 Other
## 684 5 Loyal Customers
## 685 2 Other
## 686 3 Potential Loyalists
## 687 4 Potential Loyalists
## 688 1 Other
## 689 1 Lost Customers
## 690 1 Lost Customers
## 691 4 Other
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## 693 4 Other
## 694 2 Other
## 695 4 Loyal Customers
## 696 5 Other
## 697 4 Potential Loyalists
## 698 3 Other
## 699 5 Potential Loyalists
## 700 2 Other
## 701 1 Other
## 702 3 Potential Loyalists
## 703 5 Other
## 704 1 Other
## 705 2 Other
## 706 2 Other
## 707 3 Potential Loyalists
## 708 4 Loyal Customers
## 709 1 Lost Customers
## 710 2 Other
## 711 3 Other
## 712 3 Potential Loyalists
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## 714 3 Potential Loyalists
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## 719 3 Other
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## 721 1 Lost Customers
## 722 3 Other
## 723 1 Other
## 724 1 Other
## 725 2 Other
## 726 1 Other
## 727 3 Other
## 728 5 Potential Loyalists
## 729 1 Other
## 730 4 Loyal Customers
## 731 5 Potential Loyalists
## 732 2 Other
## 733 2 Other
## 734 1 Other
## 735 4 Potential Loyalists
## 736 3 Potential Loyalists
## 737 1 Lost Customers
## 738 4 Loyal Customers
## 739 3 Other
## 740 2 Other
## 741 1 Other
## 742 3 Potential Loyalists
## 743 4 Potential Loyalists
## 744 2 Other
## 745 5 Best Customers
## 746 4 Potential Loyalists
## 747 1 Lost Customers
## 748 3 Other
## 749 4 Other
## 750 1 Other
## 751 1 Other
## 752 2 Other
## 753 5 Other
## 754 2 Other
## 755 3 Potential Loyalists
## 756 2 Other
## 757 3 Potential Loyalists
## 758 1 Lost Customers
## 759 2 Other
## 760 5 Potential Loyalists
## 761 4 Potential Loyalists
## 762 1 Lost Customers
## 763 1 Other
## 764 1 Other
## 765 1 Lost Customers
## 766 5 Potential Loyalists
## 767 4 Other
## 768 2 Other
## 769 1 Other
## 770 5 Other
## 771 1 Other
## 772 1 Other
## 773 3 Other
## 774 2 Other
## 775 3 Other
## 776 3 Other
## 777 3 Other
## 778 3 Other
## 779 4 Potential Loyalists
## 780 4 Potential Loyalists
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## 782 1 Lost Customers
## 783 5 Best Customers
## 784 4 Loyal Customers
## 785 5 Loyal Customers
## 786 1 Lost Customers
## 787 2 Other
## 788 1 Lost Customers
## 789 4 Other
## 790 3 Other
## 791 2 Other
## 792 1 Lost Customers
## 793 1 Other
## 794 5 Other
## 795 5 Loyal Customers
## 796 4 Other
## 797 5 Other
## 798 1 Other
## 799 3 Potential Loyalists
## 800 1 Lost Customers
## 801 5 Best Customers
## 802 4 Potential Loyalists
## 803 2 Other
## 804 4 Potential Loyalists
## 805 3 Other
## 806 1 Lost Customers
## 807 4 Loyal Customers
## 808 5 Loyal Customers
## 809 2 Other
## 810 3 Other
## 811 1 Other
## 812 2 Other
## 813 1 Lost Customers
## 814 2 Other
## 815 2 Other
## 816 5 Best Customers
## 817 5 Best Customers
## 818 5 Other
## 819 5 Other
## 820 1 Other
## 821 4 Potential Loyalists
## 822 2 Other
## 823 4 Potential Loyalists
## 824 5 Potential Loyalists
## 825 3 Potential Loyalists
## 826 3 Other
## 827 3 Potential Loyalists
## 828 1 Other
## 829 1 Other
## 830 4 Potential Loyalists
## 831 2 Other
## 832 5 Best Customers
## 833 3 Potential Loyalists
## 834 1 Other
## 835 3 Potential Loyalists
## 836 3 Potential Loyalists
## 837 3 Other
## 838 5 Best Customers
## 839 3 Other
## 840 3 Potential Loyalists
## 841 1 Lost Customers
## 842 3 Potential Loyalists
## 843 2 Other
## 844 1 Other
## 845 3 Other
## 846 5 Best Customers
## 847 2 Other
## 848 4 Potential Loyalists
## 849 3 Other
## 850 1 Other
## 851 4 Other
## 852 1 Other
## 853 3 Other
## 854 5 Best Customers
## 855 4 Potential Loyalists
## 856 1 Other
## 857 4 Loyal Customers
## 858 5 Best Customers
## 859 2 Other
## 860 5 Best Customers
## 861 1 Other
## 862 1 Other
## 863 1 Other
## 864 2 Other
## 865 2 Other
## 866 4 Loyal Customers
## 867 5 Other
## 868 3 Other
## 869 5 Best Customers
## 870 4 Potential Loyalists
## 871 1 Other
## 872 2 Other
## 873 4 Other
## 874 1 Other
## 875 2 Other
## 876 2 Other
## 877 1 Lost Customers
## 878 2 Other
## 879 2 Other
## 880 3 Other
## 881 4 Other
## 882 2 Other
## 883 5 Loyal Customers
## 884 1 Other
## 885 2 Other
## 886 3 Other
## 887 4 Other
## 888 4 Loyal Customers
## 889 3 Potential Loyalists
## 890 4 Potential Loyalists
## 891 5 Best Customers
## 892 4 Loyal Customers
## 893 2 Other
## 894 4 Other
## 895 4 Other
## 896 1 Lost Customers
## 897 1 Lost Customers
## 898 3 Other
## 899 2 Other
## 900 4 Potential Loyalists
## 901 4 Potential Loyalists
## 902 3 Other
## 903 1 Other
## 904 4 Other
## 905 2 Other
## 906 2 Other
## 907 4 Other
## 908 4 Other
## 909 2 Other
## 910 5 Other
## 911 1 Other
## 912 2 Other
## 913 4 Loyal Customers
## 914 4 Other
## 915 4 Loyal Customers
## 916 3 Other
## 917 3 Potential Loyalists
## 918 4 Potential Loyalists
## 919 2 Other
## 920 3 Potential Loyalists
## 921 2 Other
## 922 3 Potential Loyalists
## 923 4 Loyal Customers
## 924 4 Potential Loyalists
## 925 2 Other
## 926 5 Loyal Customers
## 927 5 Best Customers
## 928 4 Other
## 929 5 Best Customers
## 930 1 Lost Customers
## 931 4 Other
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## 933 3 Other
## 934 4 Loyal Customers
## 935 4 Loyal Customers
## 936 4 Other
## 937 1 Other
## 938 1 Lost Customers
## 939 4 Other
## 940 2 Other
## 941 2 Other
## 942 4 Loyal Customers
## 943 3 Other
## 944 2 Other
## 945 1 Other
## 946 5 Other
## 947 1 Other
## 948 1 Lost Customers
## 949 3 Other
## 950 5 Other
## 951 1 Lost Customers
## 952 3 Potential Loyalists
## 953 2 Other
## 954 3 Potential Loyalists
## 955 2 Other
## 956 1 Other
## 957 5 Loyal Customers
## 958 3 Potential Loyalists
## 959 3 Other
## 960 1 Other
## 961 1 Other
## 962 3 Potential Loyalists
## 963 2 Other
## 964 3 Potential Loyalists
## 965 3 Other
## 966 1 Other
## 967 1 Lost Customers
## 968 1 Other
## 969 4 Other
## 970 2 Other
## 971 2 Other
## 972 2 Other
## 973 4 Loyal Customers
## 974 3 Potential Loyalists
## 975 3 Other
## 976 3 Other
## 977 5 Other
## 978 2 Other
## 979 2 Other
## 980 3 Other
## 981 4 Other
## 982 5 Best Customers
## 983 2 Other
## 984 3 Other
## 985 3 Other
## 986 3 Other
## 987 1 Other
## 988 5 Other
## 989 1 Other
## 990 2 Other
## 991 3 Potential Loyalists
## 992 2 Other
## 993 4 Other
## 994 5 Loyal Customers
## 995 1 Other
## 996 4 Potential Loyalists
## 997 1 Other
## 998 2 Other
## 999 3 Other
## 1000 3 Other
## 1001 4 Loyal Customers
## 1002 4 Other
## 1003 1 Other
## 1004 5 Loyal Customers
## 1005 3 Other
## 1006 2 Other
## 1007 1 Other
## 1008 4 Potential Loyalists
## 1009 5 Other
## 1010 3 Other
## 1011 2 Other
## 1012 4 Potential Loyalists
## 1013 4 Potential Loyalists
## 1014 1 Other
## 1015 3 Other
## 1016 2 Other
## 1017 5 Loyal Customers
## 1018 2 Other
## 1019 5 Best Customers
## 1020 1 Other
## 1021 4 Potential Loyalists
## 1022 1 Other
## 1023 2 Other
## 1024 3 Other
## 1025 3 Other
## 1026 4 Loyal Customers
## 1027 4 Loyal Customers
## 1028 3 Other
## 1029 5 Potential Loyalists
## 1030 2 Other
## 1031 5 Loyal Customers
## 1032 2 Other
## 1033 3 Other
## 1034 5 Best Customers
## 1035 3 Other
## 1036 4 Loyal Customers
## 1037 2 Other
## 1038 2 Other
## 1039 2 Other
## 1040 4 Loyal Customers
## 1041 3 Potential Loyalists
## 1042 4 Potential Loyalists
## 1043 2 Other
## 1044 1 Lost Customers
## 1045 1 Other
## 1046 1 Lost Customers
## 1047 1 Other
## 1048 1 Other
## 1049 1 Other
## 1050 3 Other
## 1051 5 Best Customers
## 1052 2 Other
## 1053 1 Other
## 1054 2 Other
## 1055 2 Other
## 1056 2 Other
## 1057 5 Loyal Customers
## 1058 4 Potential Loyalists
## 1059 1 Other
## 1060 2 Other
## 1061 1 Other
## 1062 3 Potential Loyalists
## 1063 3 Potential Loyalists
## 1064 2 Other
## 1065 2 Other
## 1066 5 Potential Loyalists
## 1067 2 Other
## 1068 4 Other
## 1069 2 Other
## 1070 1 Other
## 1071 1 Other
## 1072 5 Loyal Customers
## 1073 3 Other
## 1074 1 Other
## 1075 3 Potential Loyalists
## 1076 4 Loyal Customers
## 1077 2 Other
## 1078 4 Potential Loyalists
## 1079 1 Other
## 1080 1 Other
## 1081 1 Other
## 1082 2 Other
## 1083 3 Potential Loyalists
## 1084 2 Other
## 1085 1 Other
## 1086 4 Other
## 1087 2 Other
## 1088 4 Loyal Customers
## 1089 3 Potential Loyalists
## 1090 3 Other
## 1091 3 Potential Loyalists
## 1092 1 Other
## 1093 5 Best Customers
## 1094 2 Other
## 1095 5 Best Customers
## 1096 2 Other
## 1097 2 Other
## 1098 2 Other
## 1099 4 Loyal Customers
## 1100 3 Potential Loyalists
## 1101 2 Other
## 1102 2 Other
## 1103 1 Other
## 1104 3 Other
## 1105 2 Other
## 1106 3 Other
## 1107 5 Potential Loyalists
## 1108 2 Other
## 1109 3 Potential Loyalists
## 1110 2 Other
## 1111 5 Best Customers
## 1112 4 Loyal Customers
## 1113 2 Other
## 1114 5 Best Customers
## 1115 5 Best Customers
## 1116 5 Best Customers
## 1117 1 Lost Customers
## 1118 4 Other
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## 1120 2 Other
## 1121 2 Other
## 1122 5 Loyal Customers
## 1123 1 Other
## 1124 2 Other
## 1125 1 Other
## 1126 5 Best Customers
## 1127 1 Other
## 1128 4 Other
## 1129 5 Best Customers
## 1130 5 Loyal Customers
## 1131 1 Other
## 1132 4 Potential Loyalists
## 1133 4 Loyal Customers
## 1134 2 Other
## 1135 3 Potential Loyalists
## 1136 4 Loyal Customers
## 1137 4 Other
## 1138 5 Potential Loyalists
## 1139 5 Best Customers
## 1140 3 Potential Loyalists
## 1141 1 Lost Customers
## 1142 5 Potential Loyalists
## 1143 1 Other
## 1144 4 Loyal Customers
## 1145 1 Lost Customers
## 1146 3 Other
## 1147 3 Other
## 1148 2 Other
## 1149 4 Other
## 1150 3 Other
## 1151 3 Other
## 1152 3 Potential Loyalists
## 1153 4 Potential Loyalists
## 1154 3 Potential Loyalists
## 1155 5 Loyal Customers
## 1156 2 Other
## 1157 2 Other
## 1158 5 Best Customers
## 1159 4 Loyal Customers
## 1160 2 Other
## 1161 4 Potential Loyalists
## 1162 5 Loyal Customers
## 1163 1 Other
## 1164 5 Other
## 1165 5 Loyal Customers
## 1166 1 Other
## 1167 5 Best Customers
## 1168 5 Best Customers
## 1169 5 Loyal Customers
## 1170 2 Other
## 1171 5 Potential Loyalists
## 1172 1 Lost Customers
## 1173 1 Other
## 1174 3 Other
## 1175 1 Lost Customers
## 1176 3 Other
## 1177 2 Other
## 1178 4 Loyal Customers
## 1179 1 Lost Customers
## 1180 5 Best Customers
## 1181 5 Best Customers
## 1182 4 Potential Loyalists
## 1183 2 Other
## 1184 5 Best Customers
## 1185 4 Loyal Customers
## 1186 3 Potential Loyalists
## 1187 4 Loyal Customers
## 1188 5 Loyal Customers
## 1189 2 Other
## 1190 5 Best Customers
## 1191 4 Potential Loyalists
## 1192 3 Other
## 1193 4 Loyal Customers
## 1194 2 Other
## 1195 5 Loyal Customers
## 1196 5 Potential Loyalists
## 1197 4 Potential Loyalists
## 1198 4 Loyal Customers
## 1199 2 Other
## 1200 3 Potential Loyalists
## 1201 3 Other
## 1202 3 Potential Loyalists
## 1203 5 Loyal Customers
## 1204 3 Other
## 1205 1 Other
## 1206 3 Other
## 1207 1 Other
## 1208 4 Potential Loyalists
## 1209 1 Other
## 1210 5 Best Customers
## 1211 2 Other
## 1212 1 Other
## 1213 3 Other
## 1214 2 Other
## 1215 5 Best Customers
## 1216 1 Other
## 1217 5 Best Customers
## 1218 4 Loyal Customers
## 1219 3 Other
## 1220 4 Loyal Customers
## 1221 4 Loyal Customers
## 1222 2 Other
## 1223 4 Loyal Customers
## 1224 1 Lost Customers
## 1225 5 Other
## 1226 3 Other
## 1227 5 Best Customers
## 1228 2 Other
## 1229 2 Other
## 1230 2 Other
## 1231 5 Best Customers
## 1232 4 Potential Loyalists
## 1233 2 Other
## 1234 4 Other
## 1235 4 Loyal Customers
## 1236 3 Other
## 1237 5 Best Customers
## 1238 2 Other
## 1239 5 Best Customers
## 1240 1 Lost Customers
## 1241 3 Other
## 1242 1 Other
## 1243 1 Other
## 1244 1 Other
## 1245 1 Other
## 1246 5 Best Customers
## 1247 4 Potential Loyalists
## 1248 2 Other
## 1249 3 Potential Loyalists
## 1250 1 Other
## 1251 1 Other
## 1252 1 Lost Customers
## 1253 1 Other
## 1254 3 Other
## 1255 4 Other
## 1256 1 Other
## 1257 3 Other
## 1258 3 Other
## 1259 3 Potential Loyalists
## 1260 1 Lost Customers
## 1261 1 Other
## 1262 2 Other
## 1263 2 Other
## 1264 3 Other
## 1265 4 Potential Loyalists
## 1266 2 Other
## 1267 2 Other
## 1268 2 Other
## 1269 5 Loyal Customers
## 1270 3 Other
## 1271 2 Other
## 1272 1 Other
## 1273 3 Potential Loyalists
## 1274 5 Other
## 1275 3 Potential Loyalists
## 1276 3 Other
## 1277 5 Best Customers
## 1278 3 Other
## 1279 2 Other
## 1280 2 Other
## 1281 2 Other
## 1282 4 Loyal Customers
## 1283 3 Other
## 1284 3 Potential Loyalists
## 1285 4 Potential Loyalists
## 1286 1 Other
## 1287 4 Potential Loyalists
## 1288 3 Other
## 1289 2 Other
## 1290 4 Loyal Customers
## 1291 2 Other
## 1292 1 Other
## 1293 1 Other
## 1294 5 Loyal Customers
## 1295 1 Lost Customers
## 1296 5 Potential Loyalists
## 1297 5 Best Customers
## 1298 1 Other
## 1299 4 Loyal Customers
## 1300 4 Loyal Customers
## 1301 1 Other
## 1302 1 Other
## 1303 2 Other
## 1304 3 Other
## 1305 4 Other
## 1306 3 Potential Loyalists
## 1307 5 Other
## 1308 5 Loyal Customers
## 1309 1 Lost Customers
## 1310 5 Loyal Customers
## 1311 5 Loyal Customers
## 1312 5 Loyal Customers
## 1313 2 Other
## 1314 2 Other
## 1315 2 Other
## 1316 2 Other
## 1317 5 Loyal Customers
## 1318 3 Other
## 1319 1 Other
## 1320 1 Lost Customers
## 1321 2 Other
## 1322 3 Potential Loyalists
## 1323 1 Other
## 1324 5 Other
## 1325 4 Potential Loyalists
## 1326 2 Other
## 1327 2 Other
## 1328 3 Potential Loyalists
## 1329 4 Other
## 1330 2 Other
## 1331 3 Potential Loyalists
## 1332 1 Lost Customers
## 1333 2 Other
## 1334 4 Potential Loyalists
## 1335 1 Other
## 1336 3 Other
## 1337 2 Other
## 1338 3 Potential Loyalists
## 1339 4 Loyal Customers
## 1340 3 Other
## 1341 3 Potential Loyalists
## 1342 2 Other
## 1343 3 Potential Loyalists
## 1344 3 Other
## 1345 3 Other
## 1346 3 Other
## 1347 1 Other
## 1348 2 Other
## 1349 5 Potential Loyalists
## 1350 3 Other
## 1351 4 Potential Loyalists
## 1352 2 Other
## 1353 1 Other
## 1354 5 Loyal Customers
## 1355 5 Best Customers
## 1356 3 Other
## 1357 2 Other
## 1358 4 Potential Loyalists
## 1359 5 Loyal Customers
## 1360 2 Other
## 1361 2 Other
## 1362 2 Other
## 1363 2 Other
## 1364 2 Other
## 1365 1 Lost Customers
## 1366 2 Other
## 1367 2 Other
## 1368 1 Lost Customers
## 1369 5 Loyal Customers
## 1370 5 Loyal Customers
## 1371 3 Other
## 1372 3 Other
## 1373 4 Other
## 1374 1 Lost Customers
## 1375 4 Other
## 1376 2 Other
## 1377 1 Other
## 1378 3 Other
## 1379 3 Other
## 1380 3 Other
## 1381 3 Potential Loyalists
## 1382 1 Other
## 1383 3 Potential Loyalists
## 1384 3 Other
## 1385 5 Best Customers
## 1386 2 Other
## 1387 4 Other
## 1388 5 Loyal Customers
## 1389 2 Other
## 1390 4 Potential Loyalists
## 1391 2 Other
## 1392 4 Loyal Customers
## 1393 4 Potential Loyalists
## 1394 2 Other
## 1395 3 Potential Loyalists
## 1396 3 Other
## 1397 1 Other
## 1398 2 Other
## 1399 4 Loyal Customers
## 1400 2 Other
## 1401 4 Loyal Customers
## 1402 5 Loyal Customers
## 1403 3 Potential Loyalists
## 1404 1 Lost Customers
## 1405 1 Lost Customers
## 1406 1 Other
## 1407 2 Other
## 1408 1 Other
## 1409 1 Other
## 1410 2 Other
## 1411 1 Lost Customers
## 1412 1 Lost Customers
## 1413 5 Loyal Customers
## 1414 4 Loyal Customers
## 1415 3 Other
## 1416 2 Other
## 1417 2 Other
## 1418 4 Other
## 1419 3 Potential Loyalists
## 1420 2 Other
## 1421 5 Loyal Customers
## 1422 3 Potential Loyalists
## 1423 2 Other
## 1424 4 Loyal Customers
## 1425 3 Potential Loyalists
## 1426 2 Other
## 1427 5 Other
## 1428 1 Other
## 1429 1 Other
## 1430 4 Loyal Customers
## 1431 5 Loyal Customers
## 1432 2 Other
## 1433 5 Best Customers
## 1434 5 Loyal Customers
## 1435 5 Loyal Customers
## 1436 5 Other
## 1437 2 Other
## 1438 3 Other
## 1439 4 Other
## 1440 5 Best Customers
## 1441 3 Other
## 1442 5 Loyal Customers
## 1443 3 Potential Loyalists
## 1444 5 Best Customers
## 1445 5 Best Customers
## 1446 3 Potential Loyalists
## 1447 1 Other
## 1448 3 Other
## 1449 5 Potential Loyalists
## 1450 5 Best Customers
## 1451 5 Potential Loyalists
## 1452 3 Other
## 1453 5 Loyal Customers
## 1454 2 Other
## 1455 4 Loyal Customers
## 1456 5 Loyal Customers
## 1457 3 Potential Loyalists
## 1458 4 Loyal Customers
## 1459 4 Loyal Customers
## 1460 3 Other
## 1461 1 Other
## 1462 2 Other
## 1463 4 Loyal Customers
## 1464 4 Loyal Customers
## 1465 5 Loyal Customers
## 1466 2 Other
## 1467 4 Potential Loyalists
## 1468 5 Best Customers
## 1469 2 Other
## 1470 3 Other
## 1471 3 Potential Loyalists
## 1472 3 Other
## 1473 1 Lost Customers
## 1474 3 Potential Loyalists
## 1475 1 Other
## 1476 2 Other
## 1477 4 Loyal Customers
## 1478 2 Other
## 1479 3 Potential Loyalists
## 1480 1 Other
## 1481 3 Other
## 1482 1 Lost Customers
## 1483 3 Other
## 1484 1 Other
## 1485 4 Potential Loyalists
## 1486 5 Best Customers
## 1487 5 Loyal Customers
## 1488 1 Other
## 1489 3 Other
## 1490 5 Best Customers
## 1491 5 Other
## 1492 3 Potential Loyalists
## 1493 3 Potential Loyalists
## 1494 5 Other
## 1495 5 Best Customers
## 1496 4 Other
## 1497 2 Other
## 1498 1 Other
## 1499 2 Other
## 1500 3 Other
## 1501 2 Other
## 1502 5 Best Customers
## 1503 5 Best Customers
## 1504 4 Other
## 1505 1 Lost Customers
## 1506 1 Other
## 1507 4 Loyal Customers
## 1508 3 Potential Loyalists
## 1509 2 Other
## 1510 5 Loyal Customers
## 1511 1 Other
## 1512 4 Loyal Customers
## 1513 3 Potential Loyalists
## 1514 3 Other
## 1515 4 Loyal Customers
## 1516 1 Other
## 1517 1 Other
## 1518 3 Other
## 1519 4 Potential Loyalists
## 1520 1 Other
## 1521 5 Best Customers
## 1522 5 Loyal Customers
## 1523 3 Other
## 1524 5 Potential Loyalists
## 1525 2 Other
## 1526 4 Other
## 1527 3 Other
## 1528 1 Other
## 1529 5 Loyal Customers
## 1530 2 Other
## 1531 2 Other
## 1532 4 Potential Loyalists
## 1533 1 Other
## 1534 4 Other
## 1535 3 Potential Loyalists
## 1536 1 Other
## 1537 1 Lost Customers
## 1538 4 Other
## 1539 4 Other
## 1540 3 Other
## 1541 5 Other
## 1542 4 Other
## 1543 5 Potential Loyalists
## 1544 3 Other
## 1545 5 Best Customers
## 1546 3 Other
## 1547 2 Other
## 1548 2 Other
## 1549 4 Other
## 1550 4 Loyal Customers
## 1551 5 Loyal Customers
## 1552 4 Other
## 1553 2 Other
## 1554 4 Potential Loyalists
## 1555 5 Best Customers
## 1556 4 Potential Loyalists
## 1557 2 Other
## 1558 3 Potential Loyalists
## 1559 3 Potential Loyalists
## 1560 2 Other
## 1561 1 Other
## 1562 4 Other
## 1563 3 Other
## 1564 2 Other
## 1565 1 Other
## 1566 2 Other
## 1567 5 Potential Loyalists
## 1568 1 Lost Customers
## 1569 4 Potential Loyalists
## 1570 1 Other
## 1571 2 Other
## 1572 5 Potential Loyalists
## 1573 5 Other
## 1574 1 Other
## 1575 1 Lost Customers
## 1576 3 Other
## 1577 2 Other
## 1578 4 Loyal Customers
## 1579 2 Other
## 1580 5 Best Customers
## 1581 5 Best Customers
## 1582 5 Loyal Customers
## 1583 1 Other
## 1584 2 Other
## 1585 4 Potential Loyalists
## 1586 1 Other
## 1587 4 Other
## 1588 2 Other
## 1589 5 Other
## 1590 1 Lost Customers
## 1591 2 Other
## 1592 5 Best Customers
## 1593 3 Potential Loyalists
## 1594 3 Potential Loyalists
## 1595 5 Best Customers
## 1596 5 Other
## 1597 4 Other
## 1598 1 Other
## 1599 4 Potential Loyalists
## 1600 5 Best Customers
## 1601 4 Other
## 1602 2 Other
## 1603 4 Other
## 1604 5 Potential Loyalists
## 1605 4 Loyal Customers
## 1606 3 Other
## 1607 3 Other
## 1608 3 Other
## 1609 3 Potential Loyalists
## 1610 2 Other
## 1611 1 Other
## 1612 2 Other
## 1613 4 Other
## 1614 5 Loyal Customers
## 1615 2 Other
## 1616 4 Loyal Customers
## 1617 2 Other
## 1618 1 Other
## 1619 2 Other
## 1620 5 Best Customers
## 1621 4 Other
## 1622 5 Best Customers
## 1623 2 Other
## 1624 2 Other
## 1625 2 Other
## 1626 1 Other
## 1627 5 Loyal Customers
## 1628 2 Other
## 1629 1 Lost Customers
## 1630 4 Potential Loyalists
## 1631 1 Other
## 1632 1 Other
## 1633 3 Potential Loyalists
## 1634 5 Loyal Customers
## 1635 5 Potential Loyalists
## 1636 4 Other
## 1637 4 Loyal Customers
## 1638 4 Loyal Customers
## 1639 5 Best Customers
## 1640 5 Best Customers
## 1641 5 Best Customers
## 1642 1 Other
## 1643 4 Loyal Customers
## 1644 4 Loyal Customers
## 1645 4 Loyal Customers
## 1646 5 Loyal Customers
## 1647 5 Loyal Customers
## 1648 2 Other
## 1649 4 Potential Loyalists
## 1650 2 Other
## 1651 1 Lost Customers
## 1652 4 Loyal Customers
## 1653 1 Lost Customers
## 1654 4 Other
## 1655 2 Other
## 1656 1 Other
## 1657 2 Other
## 1658 1 Lost Customers
## 1659 4 Potential Loyalists
## 1660 3 Potential Loyalists
## 1661 4 Potential Loyalists
## 1662 5 Best Customers
## 1663 3 Other
## 1664 4 Potential Loyalists
## 1665 2 Other
## 1666 5 Loyal Customers
## 1667 1 Lost Customers
## 1668 2 Other
## 1669 4 Potential Loyalists
## 1670 1 Other
## 1671 1 Other
## 1672 2 Other
## 1673 5 Loyal Customers
## 1674 5 Loyal Customers
## 1675 3 Other
## 1676 4 Other
## 1677 3 Other
## 1678 1 Lost Customers
## 1679 5 Potential Loyalists
## 1680 2 Other
## 1681 2 Other
## 1682 5 Loyal Customers
## 1683 4 Loyal Customers
## 1684 2 Other
## 1685 4 Loyal Customers
## 1686 2 Other
## 1687 3 Other
## 1688 4 Other
## 1689 1 Other
## 1690 5 Best Customers
## 1691 4 Potential Loyalists
## 1692 3 Other
## 1693 2 Other
## 1694 5 Loyal Customers
## 1695 2 Other
## 1696 1 Lost Customers
## 1697 2 Other
## 1698 3 Other
## 1699 5 Best Customers
## 1700 5 Potential Loyalists
## 1701 4 Loyal Customers
## 1702 3 Potential Loyalists
## 1703 2 Other
## 1704 1 Lost Customers
## 1705 2 Other
## 1706 1 Lost Customers
## 1707 1 Lost Customers
## 1708 4 Loyal Customers
## 1709 1 Lost Customers
## 1710 4 Loyal Customers
## 1711 3 Other
## 1712 3 Other
## 1713 2 Other
## 1714 4 Loyal Customers
## 1715 3 Other
## 1716 5 Best Customers
## 1717 3 Other
## 1718 5 Potential Loyalists
## 1719 3 Other
## 1720 3 Other
## 1721 2 Other
## 1722 4 Other
## 1723 5 Loyal Customers
## 1724 3 Other
## 1725 4 Other
## 1726 5 Loyal Customers
## 1727 2 Other
## 1728 1 Other
## 1729 5 Best Customers
## 1730 1 Other
## 1731 5 Potential Loyalists
## 1732 4 Other
## 1733 1 Other
## 1734 3 Other
## 1735 5 Best Customers
## 1736 3 Other
## 1737 3 Potential Loyalists
## 1738 5 Best Customers
## 1739 3 Other
## 1740 1 Lost Customers
## 1741 1 Other
## 1742 3 Other
## 1743 5 Best Customers
## 1744 4 Potential Loyalists
## 1745 4 Loyal Customers
## 1746 1 Lost Customers
## 1747 5 Other
## 1748 4 Loyal Customers
## 1749 5 Loyal Customers
## 1750 5 Loyal Customers
## 1751 5 Best Customers
## 1752 1 Other
## 1753 2 Other
## 1754 1 Other
## 1755 5 Best Customers
## 1756 3 Other
## 1757 3 Other
## 1758 4 Loyal Customers
## 1759 3 Other
## 1760 5 Loyal Customers
## 1761 4 Loyal Customers
## 1762 4 Potential Loyalists
## 1763 3 Other
## 1764 2 Other
## 1765 5 Potential Loyalists
## 1766 2 Other
## 1767 4 Loyal Customers
## 1768 3 Other
## 1769 3 Potential Loyalists
## 1770 2 Other
## 1771 4 Other
## 1772 3 Other
## 1773 2 Other
## 1774 2 Other
## 1775 2 Other
## 1776 2 Other
## 1777 2 Other
## 1778 5 Other
## 1779 5 Best Customers
## 1780 5 Potential Loyalists
## 1781 1 Other
## 1782 1 Other
## 1783 5 Loyal Customers
## 1784 4 Loyal Customers
## 1785 4 Loyal Customers
## 1786 2 Other
## 1787 2 Other
## 1788 5 Loyal Customers
## 1789 2 Other
## 1790 3 Potential Loyalists
## 1791 2 Other
## 1792 3 Other
## 1793 3 Potential Loyalists
## 1794 4 Loyal Customers
## 1795 4 Other
## 1796 4 Other
## 1797 1 Other
## 1798 2 Other
## 1799 1 Lost Customers
## 1800 1 Lost Customers
## 1801 4 Loyal Customers
## 1802 3 Other
## 1803 4 Potential Loyalists
## 1804 2 Other
## 1805 1 Other
## 1806 1 Other
## 1807 4 Loyal Customers
## 1808 4 Loyal Customers
## 1809 1 Other
## 1810 3 Other
## 1811 3 Potential Loyalists
## 1812 1 Lost Customers
## 1813 2 Other
## 1814 4 Loyal Customers
## 1815 5 Loyal Customers
## 1816 3 Potential Loyalists
## 1817 3 Potential Loyalists
## 1818 2 Other
## 1819 1 Other
## 1820 1 Other
## 1821 3 Potential Loyalists
## 1822 1 Lost Customers
## 1823 5 Loyal Customers
## 1824 3 Other
## 1825 2 Other
## 1826 4 Other
## 1827 4 Other
## 1828 1 Other
## 1829 1 Other
## 1830 4 Loyal Customers
## 1831 2 Other
## 1832 3 Potential Loyalists
## 1833 1 Other
## 1834 1 Other
## 1835 3 Other
## 1836 4 Other
## 1837 5 Best Customers
## 1838 4 Potential Loyalists
## 1839 1 Other
## 1840 5 Loyal Customers
## 1841 3 Other
## 1842 3 Other
## 1843 1 Other
## 1844 3 Potential Loyalists
## 1845 4 Loyal Customers
## 1846 4 Loyal Customers
## 1847 4 Loyal Customers
## 1848 5 Loyal Customers
## 1849 3 Other
## 1850 1 Other
## 1851 2 Other
## 1852 5 Best Customers
## 1853 1 Other
## 1854 5 Loyal Customers
## 1855 5 Loyal Customers
## 1856 2 Other
## 1857 4 Other
## 1858 2 Other
## 1859 3 Other
## 1860 2 Other
## 1861 1 Lost Customers
## 1862 3 Other
## 1863 5 Best Customers
## 1864 1 Other
## 1865 3 Other
## 1866 5 Best Customers
## 1867 3 Potential Loyalists
## 1868 3 Other
## 1869 5 Best Customers
## 1870 2 Other
## 1871 4 Other
## 1872 4 Other
## 1873 2 Other
## 1874 2 Other
## 1875 4 Loyal Customers
## 1876 5 Loyal Customers
## 1877 1 Other
## 1878 4 Potential Loyalists
## 1879 4 Other
## 1880 1 Other
## 1881 4 Potential Loyalists
## 1882 4 Loyal Customers
## 1883 4 Potential Loyalists
## 1884 1 Other
## 1885 1 Other
## 1886 4 Potential Loyalists
## 1887 1 Other
## 1888 5 Best Customers
## 1889 4 Other
## 1890 3 Other
## 1891 2 Other
## 1892 4 Potential Loyalists
## 1893 4 Loyal Customers
## 1894 1 Other
## 1895 2 Other
## 1896 3 Potential Loyalists
## 1897 3 Other
## 1898 3 Other
## 1899 1 Other
## 1900 5 Loyal Customers
## 1901 2 Other
## 1902 3 Other
## 1903 4 Loyal Customers
## 1904 5 Loyal Customers
## 1905 1 Other
## 1906 3 Potential Loyalists
## 1907 2 Other
## 1908 5 Best Customers
## 1909 4 Loyal Customers
## 1910 5 Potential Loyalists
## 1911 2 Other
## 1912 2 Other
## 1913 1 Other
## 1914 2 Other
## 1915 5 Loyal Customers
## 1916 1 Other
## 1917 4 Other
## 1918 3 Potential Loyalists
## 1919 1 Other
## 1920 2 Other
## 1921 5 Best Customers
## 1922 2 Other
## 1923 1 Other
## 1924 1 Other
## 1925 1 Other
## 1926 3 Other
## 1927 2 Other
## 1928 5 Potential Loyalists
## 1929 3 Other
## 1930 4 Potential Loyalists
## 1931 1 Other
## 1932 4 Other
## 1933 1 Other
## 1934 2 Other
## 1935 1 Other
## 1936 3 Other
## 1937 3 Other
## 1938 1 Other
## 1939 4 Other
## 1940 1 Lost Customers
## 1941 5 Best Customers
## 1942 1 Other
## 1943 4 Potential Loyalists
## 1944 1 Other
## 1945 5 Loyal Customers
## 1946 1 Other
## 1947 1 Other
## 1948 4 Loyal Customers
## 1949 1 Other
## 1950 1 Other
## 1951 4 Loyal Customers
## 1952 5 Other
## 1953 1 Other
## 1954 5 Loyal Customers
## 1955 3 Other
## 1956 4 Potential Loyalists
## 1957 3 Potential Loyalists
## 1958 3 Other
## 1959 1 Other
## 1960 2 Other
## 1961 1 Other
## 1962 5 Best Customers
## 1963 5 Best Customers
## 1964 5 Potential Loyalists
## 1965 5 Loyal Customers
## 1966 3 Other
## 1967 5 Best Customers
## 1968 3 Other
## 1969 1 Other
## 1970 5 Loyal Customers
## 1971 3 Potential Loyalists
## 1972 1 Other
## 1973 4 Loyal Customers
## 1974 1 Other
## 1975 2 Other
## 1976 1 Other
## 1977 5 Other
## 1978 1 Other
## 1979 1 Other
## 1980 4 Potential Loyalists
## 1981 4 Potential Loyalists
## 1982 4 Other
## 1983 2 Other
## 1984 4 Potential Loyalists
## 1985 1 Lost Customers
## 1986 2 Other
## 1987 2 Other
## 1988 2 Other
## 1989 1 Lost Customers
## 1990 1 Lost Customers
## 1991 4 Loyal Customers
## 1992 3 Other
## 1993 1 Other
## 1994 5 Potential Loyalists
## 1995 3 Other
## 1996 2 Other
## 1997 2 Other
## 1998 5 Potential Loyalists
## 1999 2 Other
## 2000 2 Other
## 2001 3 Other
## 2002 3 Other
## 2003 1 Other
## 2004 1 Other
## 2005 2 Other
## 2006 2 Other
## 2007 4 Potential Loyalists
## 2008 1 Other
## 2009 1 Other
## 2010 1 Lost Customers
## 2011 2 Other
## 2012 2 Other
## 2013 3 Other
## 2014 5 Loyal Customers
## 2015 2 Other
## 2016 5 Best Customers
## 2017 3 Potential Loyalists
## 2018 5 Other
## 2019 2 Other
## 2020 5 Other
## 2021 2 Other
## 2022 4 Potential Loyalists
## 2023 4 Other
## 2024 1 Lost Customers
## 2025 3 Potential Loyalists
## 2026 5 Loyal Customers
## 2027 5 Best Customers
## 2028 4 Other
## 2029 4 Other
## 2030 3 Other
## 2031 4 Potential Loyalists
## 2032 1 Other
## 2033 5 Best Customers
## 2034 4 Loyal Customers
## 2035 5 Other
## 2036 3 Other
## 2037 1 Lost Customers
## 2038 3 Potential Loyalists
## 2039 4 Loyal Customers
## 2040 3 Other
## 2041 2 Other
## 2042 3 Potential Loyalists
## 2043 2 Other
## 2044 1 Other
## 2045 4 Potential Loyalists
## 2046 1 Other
## 2047 4 Other
## 2048 4 Other
## 2049 3 Other
## 2050 3 Other
## 2051 3 Potential Loyalists
## 2052 2 Other
## 2053 4 Other
## 2054 2 Other
## 2055 2 Other
## 2056 4 Other
## 2057 5 Loyal Customers
## 2058 3 Other
## 2059 2 Other
## 2060 2 Other
## 2061 3 Other
## 2062 2 Other
## 2063 5 Loyal Customers
## 2064 3 Other
## 2065 1 Lost Customers
## 2066 4 Loyal Customers
## 2067 3 Potential Loyalists
## 2068 5 Best Customers
## 2069 4 Other
## 2070 2 Other
## 2071 2 Other
## 2072 4 Loyal Customers
## 2073 5 Loyal Customers
## 2074 5 Loyal Customers
## 2075 1 Lost Customers
## 2076 1 Other
## 2077 5 Potential Loyalists
## 2078 2 Other
## 2079 4 Potential Loyalists
## 2080 4 Potential Loyalists
## 2081 1 Lost Customers
## 2082 1 Other
## 2083 1 Lost Customers
## 2084 1 Other
## 2085 2 Other
## 2086 2 Other
## 2087 1 Other
## 2088 3 Other
## 2089 1 Lost Customers
## 2090 5 Best Customers
## 2091 1 Lost Customers
## 2092 4 Other
## 2093 3 Potential Loyalists
## 2094 3 Potential Loyalists
## 2095 1 Lost Customers
## 2096 2 Other
## 2097 2 Other
## 2098 3 Potential Loyalists
## 2099 1 Other
## 2100 1 Lost Customers
## 2101 5 Potential Loyalists
## 2102 5 Potential Loyalists
## 2103 1 Other
## 2104 3 Potential Loyalists
## 2105 3 Other
## 2106 3 Potential Loyalists
## 2107 4 Potential Loyalists
## 2108 2 Other
## 2109 1 Other
## 2110 2 Other
## 2111 5 Potential Loyalists
## 2112 4 Loyal Customers
## 2113 1 Other
## 2114 1 Other
## 2115 5 Best Customers
## 2116 4 Loyal Customers
## 2117 5 Best Customers
## 2118 2 Other
## 2119 5 Other
## 2120 2 Other
## 2121 3 Other
## 2122 4 Other
## 2123 4 Other
## 2124 2 Other
## 2125 2 Other
## 2126 2 Other
## 2127 1 Other
## 2128 2 Other
## 2129 2 Other
## 2130 2 Other
## 2131 1 Other
## 2132 3 Potential Loyalists
## 2133 1 Other
## 2134 3 Other
## 2135 3 Potential Loyalists
## 2136 2 Other
## 2137 5 Other
## 2138 1 Lost Customers
## 2139 2 Other
## 2140 2 Other
## 2141 1 Other
## 2142 4 Loyal Customers
## 2143 3 Potential Loyalists
## 2144 1 Other
## 2145 1 Other
## 2146 4 Other
## 2147 3 Potential Loyalists
## 2148 5 Loyal Customers
## 2149 2 Other
## 2150 2 Other
## 2151 3 Other
## 2152 2 Other
## 2153 4 Loyal Customers
## 2154 2 Other
## 2155 3 Potential Loyalists
## 2156 5 Loyal Customers
## 2157 4 Loyal Customers
## 2158 5 Loyal Customers
## 2159 3 Other
## 2160 2 Other
## 2161 1 Lost Customers
## 2162 1 Other
## 2163 2 Other
## 2164 3 Potential Loyalists
## 2165 3 Other
## 2166 2 Other
## 2167 1 Other
## 2168 4 Other
## 2169 3 Other
## 2170 2 Other
## 2171 5 Potential Loyalists
## 2172 1 Lost Customers
## 2173 5 Potential Loyalists
## 2174 3 Other
## 2175 1 Lost Customers
## 2176 2 Other
## 2177 1 Lost Customers
## 2178 1 Other
## 2179 1 Other
## 2180 5 Best Customers
## 2181 1 Other
## 2182 1 Other
## 2183 2 Other
## 2184 5 Loyal Customers
## 2185 1 Other
## 2186 4 Other
## 2187 5 Other
## 2188 4 Potential Loyalists
## 2189 3 Other
## 2190 1 Lost Customers
## 2191 2 Other
## 2192 2 Other
## 2193 5 Loyal Customers
## 2194 4 Loyal Customers
## 2195 2 Other
## 2196 4 Potential Loyalists
## 2197 4 Loyal Customers
## 2198 3 Other
## 2199 2 Other
## 2200 4 Loyal Customers
## 2201 2 Other
## 2202 5 Best Customers
## 2203 4 Other
## 2204 2 Other
## 2205 3 Other
## 2206 4 Loyal Customers
## 2207 1 Other
## 2208 4 Potential Loyalists
## 2209 2 Other
## 2210 5 Best Customers
## 2211 2 Other
## 2212 3 Other
## 2213 4 Potential Loyalists
## 2214 5 Other
## 2215 1 Other
## 2216 1 Other
## 2217 3 Other
## 2218 2 Other
## 2219 5 Best Customers
## 2220 4 Other
## 2221 1 Other
## 2222 3 Potential Loyalists
## 2223 1 Lost Customers
## 2224 4 Potential Loyalists
## 2225 5 Potential Loyalists
## 2226 3 Other
## 2227 4 Loyal Customers
## 2228 2 Other
## 2229 5 Best Customers
## 2230 3 Potential Loyalists
## 2231 3 Other
## 2232 2 Other
## 2233 4 Potential Loyalists
## 2234 3 Other
## 2235 2 Other
## 2236 2 Other
## 2237 5 Best Customers
## 2238 2 Other
## 2239 1 Other
## 2240 1 Lost Customers
## 2241 4 Potential Loyalists
## 2242 2 Other
## 2243 3 Other
## 2244 1 Other
## 2245 1 Other
## 2246 5 Loyal Customers
## 2247 3 Potential Loyalists
## 2248 2 Other
## 2249 3 Other
## 2250 3 Potential Loyalists
## 2251 4 Loyal Customers
## 2252 1 Other
## 2253 3 Potential Loyalists
## 2254 2 Other
## 2255 5 Potential Loyalists
## 2256 1 Other
## 2257 3 Potential Loyalists
## 2258 1 Other
## 2259 1 Other
## 2260 2 Other
## 2261 2 Other
## 2262 5 Best Customers
## 2263 1 Other
## 2264 5 Potential Loyalists
## 2265 1 Other
## 2266 2 Other
## 2267 1 Other
## 2268 1 Lost Customers
## 2269 4 Other
## 2270 2 Other
## 2271 3 Potential Loyalists
## 2272 3 Potential Loyalists
## 2273 3 Potential Loyalists
## 2274 3 Potential Loyalists
## 2275 4 Potential Loyalists
## 2276 1 Other
## 2277 4 Loyal Customers
## 2278 3 Potential Loyalists
## 2279 3 Other
## 2280 4 Other
## 2281 4 Other
## 2282 5 Best Customers
## 2283 2 Other
## 2284 1 Lost Customers
## 2285 1 Other
## 2286 5 Other
## 2287 2 Other
## 2288 2 Other
## 2289 1 Other
## 2290 4 Other
## 2291 3 Other
## 2292 1 Other
## 2293 4 Loyal Customers
## 2294 3 Potential Loyalists
## 2295 1 Other
## 2296 1 Other
## 2297 4 Other
## 2298 3 Other
## 2299 5 Loyal Customers
## 2300 2 Other
## 2301 2 Other
## 2302 3 Potential Loyalists
## 2303 2 Other
## 2304 1 Other
## 2305 5 Best Customers
## 2306 2 Other
## 2307 1 Other
## 2308 2 Other
## 2309 1 Other
## 2310 3 Potential Loyalists
## 2311 5 Best Customers
## 2312 2 Other
## 2313 1 Other
## 2314 2 Other
## 2315 5 Loyal Customers
## 2316 1 Lost Customers
## 2317 4 Loyal Customers
## 2318 5 Loyal Customers
## 2319 3 Other
## 2320 1 Other
## 2321 1 Other
## 2322 2 Other
## 2323 4 Potential Loyalists
## 2324 2 Other
## 2325 3 Other
## 2326 3 Potential Loyalists
## 2327 1 Other
## 2328 2 Other
## 2329 4 Loyal Customers
## 2330 4 Loyal Customers
## 2331 1 Other
## 2332 5 Loyal Customers
## 2333 3 Potential Loyalists
## 2334 4 Loyal Customers
## 2335 5 Other
## 2336 5 Best Customers
## 2337 4 Other
## 2338 5 Loyal Customers
## 2339 3 Potential Loyalists
## 2340 3 Other
## 2341 1 Other
## 2342 4 Other
## 2343 5 Other
## 2344 3 Potential Loyalists
## 2345 2 Other
## 2346 1 Other
## 2347 3 Other
## 2348 4 Other
## 2349 5 Loyal Customers
## 2350 5 Loyal Customers
## 2351 5 Loyal Customers
## 2352 5 Loyal Customers
## 2353 3 Other
## 2354 2 Other
## 2355 2 Other
## 2356 2 Other
## 2357 3 Potential Loyalists
## 2358 5 Loyal Customers
## 2359 2 Other
## 2360 1 Other
## 2361 1 Lost Customers
## 2362 2 Other
## 2363 4 Other
## 2364 2 Other
## 2365 5 Potential Loyalists
## 2366 5 Other
## 2367 2 Other
## 2368 4 Loyal Customers
## 2369 1 Other
## 2370 4 Other
## 2371 1 Other
## 2372 1 Other
## 2373 4 Loyal Customers
## 2374 2 Other
## 2375 3 Other
## 2376 4 Loyal Customers
## 2377 2 Other
## 2378 4 Loyal Customers
## 2379 2 Other
## 2380 3 Potential Loyalists
## 2381 4 Other
## 2382 5 Loyal Customers
## 2383 3 Other
## 2384 1 Lost Customers
## 2385 1 Lost Customers
## 2386 3 Other
## 2387 5 Potential Loyalists
## 2388 1 Lost Customers
## 2389 2 Other
## 2390 4 Loyal Customers
## 2391 4 Loyal Customers
## 2392 4 Loyal Customers
## 2393 2 Other
## 2394 5 Loyal Customers
## 2395 4 Potential Loyalists
## 2396 1 Other
## 2397 4 Loyal Customers
## 2398 4 Potential Loyalists
## 2399 5 Potential Loyalists
## 2400 5 Loyal Customers
## 2401 1 Other
## 2402 2 Other
## 2403 2 Other
## 2404 5 Loyal Customers
## 2405 2 Other
## 2406 2 Other
## 2407 5 Best Customers
## 2408 5 Best Customers
## 2409 4 Potential Loyalists
## 2410 2 Other
## 2411 1 Other
## 2412 4 Loyal Customers
## 2413 5 Best Customers
## 2414 3 Potential Loyalists
## 2415 2 Other
## 2416 1 Other
## 2417 5 Loyal Customers
## 2418 4 Other
## 2419 3 Other
## 2420 5 Potential Loyalists
## 2421 2 Other
## 2422 5 Loyal Customers
## 2423 5 Best Customers
## 2424 3 Other
## 2425 3 Potential Loyalists
## 2426 4 Loyal Customers
## 2427 4 Potential Loyalists
## 2428 3 Other
## 2429 4 Loyal Customers
## 2430 5 Loyal Customers
## 2431 4 Loyal Customers
## 2432 3 Potential Loyalists
## 2433 3 Potential Loyalists
## 2434 1 Lost Customers
## 2435 3 Other
## 2436 5 Best Customers
## 2437 2 Other
## 2438 2 Other
## 2439 2 Other
## 2440 5 Loyal Customers
## 2441 3 Other
## 2442 3 Other
## 2443 3 Other
## 2444 2 Other
## 2445 2 Other
## 2446 3 Other
## 2447 2 Other
## 2448 5 Loyal Customers
## 2449 5 Loyal Customers
## 2450 5 Potential Loyalists
## 2451 1 Other
## 2452 4 Other
## 2453 1 Lost Customers
## 2454 1 Other
## 2455 1 Other
## 2456 4 Potential Loyalists
## 2457 4 Other
## 2458 2 Other
## 2459 4 Other
## 2460 4 Other
## 2461 1 Other
## 2462 1 Other
## 2463 4 Other
## 2464 1 Lost Customers
## 2465 1 Other
## 2466 2 Other
## 2467 1 Other
## 2468 3 Other
## 2469 2 Other
## 2470 4 Potential Loyalists
## 2471 5 Loyal Customers
## 2472 2 Other
## 2473 5 Loyal Customers
## 2474 1 Other
## 2475 5 Best Customers
## 2476 1 Other
## 2477 5 Other
## 2478 4 Potential Loyalists
## 2479 3 Potential Loyalists
## 2480 1 Other
## 2481 2 Other
## 2482 3 Potential Loyalists
## 2483 3 Other
## 2484 5 Other
## 2485 5 Loyal Customers
## 2486 5 Best Customers
## 2487 5 Loyal Customers
## 2488 1 Other
## 2489 4 Loyal Customers
## 2490 4 Potential Loyalists
## 2491 2 Other
## 2492 2 Other
## 2493 2 Other
## 2494 5 Loyal Customers
## 2495 1 Other
## 2496 5 Loyal Customers
## 2497 3 Other
## 2498 2 Other
## 2499 1 Other
## 2500 4 Loyal Customers
## 2501 5 Loyal Customers
## 2502 2 Other
## 2503 2 Other
## 2504 2 Other
## 2505 3 Other
## 2506 1 Other
## 2507 2 Other
## 2508 5 Loyal Customers
## 2509 1 Other
## 2510 1 Other
## 2511 1 Other
## 2512 5 Loyal Customers
## 2513 1 Lost Customers
## 2514 5 Best Customers
## 2515 4 Other
## 2516 3 Potential Loyalists
## 2517 2 Other
## 2518 3 Other
## 2519 3 Potential Loyalists
## 2520 5 Other
## 2521 5 Best Customers
## 2522 4 Potential Loyalists
## 2523 2 Other
## 2524 5 Potential Loyalists
## 2525 5 Best Customers
## 2526 1 Other
## 2527 4 Other
## 2528 3 Other
## 2529 5 Loyal Customers
## 2530 5 Loyal Customers
## 2531 3 Other
## 2532 1 Other
## 2533 3 Potential Loyalists
## 2534 2 Other
## 2535 3 Other
## 2536 1 Other
## 2537 3 Potential Loyalists
## 2538 5 Best Customers
## 2539 4 Loyal Customers
## 2540 5 Loyal Customers
## 2541 5 Other
## 2542 3 Other
## 2543 5 Best Customers
## 2544 2 Other
## 2545 4 Potential Loyalists
## 2546 2 Other
## 2547 4 Other
## 2548 5 Other
## 2549 4 Other
## 2550 2 Other
## 2551 4 Loyal Customers
## 2552 2 Other
## 2553 4 Potential Loyalists
## 2554 2 Other
## 2555 3 Other
## 2556 3 Other
## 2557 3 Other
## 2558 5 Loyal Customers
## 2559 5 Potential Loyalists
## 2560 1 Other
## 2561 3 Other
## 2562 4 Loyal Customers
## 2563 4 Loyal Customers
## 2564 4 Potential Loyalists
## 2565 4 Other
## 2566 4 Loyal Customers
## 2567 3 Other
## 2568 5 Potential Loyalists
## 2569 5 Best Customers
## 2570 3 Other
## 2571 2 Other
## 2572 3 Potential Loyalists
## 2573 3 Potential Loyalists
## 2574 5 Loyal Customers
## 2575 1 Other
## 2576 4 Loyal Customers
## 2577 4 Other
## 2578 2 Other
## 2579 3 Other
## 2580 1 Other
## 2581 3 Potential Loyalists
## 2582 4 Other
## 2583 2 Other
## 2584 5 Best Customers
## 2585 5 Best Customers
## 2586 1 Other
## 2587 2 Other
## 2588 2 Other
## 2589 4 Loyal Customers
## 2590 2 Other
## 2591 2 Other
## 2592 3 Other
## 2593 5 Loyal Customers
## 2594 3 Other
## 2595 1 Other
## 2596 5 Loyal Customers
## 2597 5 Other
## 2598 2 Other
## 2599 2 Other
## 2600 3 Other
## 2601 4 Other
## 2602 3 Other
## 2603 1 Lost Customers
## 2604 2 Other
## 2605 1 Other
## 2606 2 Other
## 2607 4 Loyal Customers
## 2608 4 Loyal Customers
## 2609 3 Potential Loyalists
## 2610 5 Best Customers
## 2611 1 Other
## 2612 1 Lost Customers
## 2613 5 Loyal Customers
## 2614 5 Potential Loyalists
## 2615 5 Loyal Customers
## 2616 2 Other
## 2617 5 Loyal Customers
## 2618 5 Other
## 2619 4 Loyal Customers
## 2620 4 Loyal Customers
## 2621 3 Other
## 2622 4 Loyal Customers
## 2623 5 Best Customers
## 2624 2 Other
## 2625 2 Other
## 2626 4 Potential Loyalists
## 2627 5 Loyal Customers
## 2628 4 Other
## 2629 4 Potential Loyalists
## 2630 3 Other
## 2631 3 Other
## 2632 2 Other
## 2633 3 Other
## 2634 5 Loyal Customers
## 2635 1 Other
## 2636 5 Best Customers
## 2637 1 Other
## 2638 5 Best Customers
## 2639 1 Other
## 2640 5 Loyal Customers
## 2641 3 Potential Loyalists
## 2642 5 Other
## 2643 3 Other
## 2644 2 Other
## 2645 1 Other
## 2646 1 Other
## 2647 4 Loyal Customers
## 2648 3 Potential Loyalists
## 2649 4 Loyal Customers
## 2650 5 Potential Loyalists
## 2651 3 Other
## 2652 3 Other
## 2653 5 Loyal Customers
## 2654 3 Other
## 2655 4 Potential Loyalists
## 2656 1 Other
## 2657 3 Potential Loyalists
## 2658 5 Loyal Customers
## 2659 1 Other
## 2660 4 Potential Loyalists
## 2661 2 Other
## 2662 4 Loyal Customers
## 2663 4 Potential Loyalists
## 2664 1 Lost Customers
## 2665 5 Loyal Customers
## 2666 5 Loyal Customers
## 2667 4 Potential Loyalists
## 2668 2 Other
## 2669 5 Loyal Customers
## 2670 1 Lost Customers
## 2671 2 Other
## 2672 2 Other
## 2673 3 Other
## 2674 1 Lost Customers
## 2675 5 Best Customers
## 2676 3 Potential Loyalists
## 2677 5 Other
## 2678 5 Best Customers
## 2679 5 Best Customers
## 2680 5 Best Customers
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## 2700 2 Other
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## 2741 2 Other
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## 2745 1 Other
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## 2747 2 Other
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## 2756 2 Other
## 2757 4 Other
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## 2776 1 Other
## 2777 2 Other
## 2778 1 Other
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## 2780 1 Other
## 2781 2 Other
## 2782 1 Other
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## 2787 1 Other
## 2788 3 Other
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## 2878 2 Other
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## 2894 3 Other
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## 2902 2 Other
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## 2932 2 Other
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## 2941 1 Other
## 2942 1 Other
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## 3021 2 Other
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## 3029 1 Other
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## 3048 1 Other
## 3049 3 Other
## 3050 1 Other
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## 3052 1 Other
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## 3066 2 Other
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## 3080 2 Other
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## 3089 1 Other
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## 3134 1 Other
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## 3147 1 Other
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## 3149 1 Other
## 3150 3 Other
## 3151 1 Other
## 3152 3 Other
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## 3178 2 Other
## 3179 2 Other
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## 3185 1 Other
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## 3187 2 Other
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## 3208 2 Other
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## 3251 4 Other
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## 3274 3 Other
## 3275 1 Other
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## 3282 2 Other
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## 3298 2 Other
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## 3314 2 Other
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## 3328 2 Other
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## 3343 2 Other
## 3344 2 Other
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## 3348 3 Other
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## 3357 2 Other
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## 3403 2 Other
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## 3406 1 Other
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## 3413 4 Other
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## 3415 3 Potential Loyalists
## 3416 4 Other
## 3417 1 Other
## 3418 1 Other
## 3419 3 Potential Loyalists
## 3420 4 Loyal Customers
## 3421 2 Other
## 3422 3 Potential Loyalists
## 3423 1 Other
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## 3426 3 Other
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## 3431 1 Other
## 3432 1 Other
## 3433 1 Lost Customers
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## 3437 1 Other
## 3438 2 Other
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## 3443 1 Other
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## 3446 1 Other
## 3447 3 Other
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## 3455 1 Other
## 3456 2 Other
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## 3461 3 Other
## 3462 3 Other
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## 3468 3 Other
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## 3480 1 Other
## 3481 2 Other
## 3482 2 Other
## 3483 2 Other
## 3484 3 Other
## 3485 3 Potential Loyalists
## 3486 2 Other
## 3487 4 Loyal Customers
## 3488 2 Other
## 3489 3 Other
## 3490 3 Other
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## 3497 1 Other
## 3498 1 Other
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## 3505 1 Other
## 3506 5 Other
## 3507 1 Other
## 3508 5 Best Customers
## 3509 2 Other
## 3510 3 Other
## 3511 2 Other
## 3512 3 Other
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## 3514 4 Loyal Customers
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## 3516 2 Other
## 3517 2 Other
## 3518 4 Loyal Customers
## 3519 3 Other
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## 3523 4 Loyal Customers
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## 3525 2 Other
## 3526 2 Other
## 3527 2 Other
## 3528 3 Other
## 3529 4 Loyal Customers
## 3530 3 Other
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## 3533 4 Other
## 3534 3 Potential Loyalists
## 3535 1 Other
## 3536 4 Other
## 3537 4 Loyal Customers
## 3538 5 Potential Loyalists
## 3539 2 Other
## 3540 4 Other
## 3541 4 Other
## 3542 1 Other
## 3543 2 Other
## 3544 1 Other
## 3545 3 Other
## 3546 4 Potential Loyalists
## 3547 3 Potential Loyalists
## 3548 2 Other
## 3549 4 Other
## 3550 2 Other
## 3551 5 Best Customers
## 3552 3 Other
## 3553 2 Other
## 3554 5 Best Customers
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## 3556 3 Potential Loyalists
## 3557 5 Potential Loyalists
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## 3559 1 Lost Customers
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## 3562 1 Other
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## 3564 2 Other
## 3565 4 Other
## 3566 2 Other
## 3567 4 Potential Loyalists
## 3568 4 Other
## 3569 2 Other
## 3570 1 Other
## 3571 2 Other
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## 3574 5 Best Customers
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## 3578 1 Lost Customers
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## 3580 2 Other
## 3581 3 Other
## 3582 3 Other
## 3583 3 Potential Loyalists
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## 3585 5 Loyal Customers
## 3586 3 Other
## 3587 3 Other
## 3588 3 Potential Loyalists
## 3589 2 Other
## 3590 3 Other
## 3591 4 Other
## 3592 4 Loyal Customers
## 3593 2 Other
## 3594 3 Other
## 3595 3 Other
## 3596 1 Lost Customers
## 3597 5 Other
## 3598 3 Other
## 3599 1 Lost Customers
## 3600 3 Other
## 3601 1 Lost Customers
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## 3604 5 Loyal Customers
## 3605 2 Other
## 3606 4 Loyal Customers
## 3607 4 Potential Loyalists
## 3608 5 Potential Loyalists
## 3609 4 Other
## 3610 1 Other
## 3611 1 Other
## 3612 2 Other
## 3613 2 Other
## 3614 4 Other
## 3615 2 Other
## 3616 5 Loyal Customers
## 3617 1 Other
## 3618 1 Other
## 3619 3 Other
## 3620 2 Other
## 3621 3 Other
## 3622 3 Other
## 3623 2 Other
## 3624 3 Other
## 3625 1 Lost Customers
## 3626 3 Other
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## 3629 5 Best Customers
## 3630 3 Potential Loyalists
## 3631 2 Other
## 3632 2 Other
## 3633 5 Potential Loyalists
## 3634 1 Other
## 3635 3 Other
## 3636 1 Lost Customers
## 3637 2 Other
## 3638 5 Best Customers
## 3639 3 Other
## 3640 4 Potential Loyalists
## 3641 2 Other
## 3642 5 Best Customers
## 3643 2 Other
## 3644 3 Potential Loyalists
## 3645 5 Best Customers
## 3646 5 Potential Loyalists
## 3647 5 Potential Loyalists
## 3648 3 Potential Loyalists
## 3649 1 Other
## 3650 1 Other
## 3651 4 Other
## 3652 3 Potential Loyalists
## 3653 1 Lost Customers
## 3654 3 Other
## 3655 4 Potential Loyalists
## 3656 4 Other
## 3657 3 Other
## 3658 3 Other
## 3659 1 Other
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## 3661 3 Potential Loyalists
## 3662 1 Lost Customers
## 3663 5 Best Customers
## 3664 1 Other
## 3665 3 Other
## 3666 1 Other
## 3667 4 Loyal Customers
## 3668 4 Potential Loyalists
## 3669 1 Other
## 3670 3 Potential Loyalists
## 3671 3 Potential Loyalists
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## 3673 3 Potential Loyalists
## 3674 1 Lost Customers
## 3675 5 Best Customers
## 3676 5 Best Customers
## 3677 1 Lost Customers
## 3678 3 Other
## 3679 4 Potential Loyalists
## 3680 4 Potential Loyalists
## 3681 1 Lost Customers
## 3682 3 Other
## 3683 1 Other
## 3684 1 Other
## 3685 2 Other
## 3686 1 Lost Customers
## 3687 4 Other
## 3688 2 Other
## 3689 2 Other
## 3690 4 Other
## 3691 4 Other
## 3692 5 Best Customers
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## 3694 4 Other
## 3695 5 Other
## 3696 1 Other
## 3697 1 Other
## 3698 3 Potential Loyalists
## 3699 2 Other
## 3700 2 Other
## 3701 3 Potential Loyalists
## 3702 5 Best Customers
## 3703 1 Other
## 3704 4 Other
## 3705 3 Other
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## 3718 2 Other
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## 3720 3 Other
## 3721 3 Other
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## 3723 2 Other
## 3724 2 Other
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## 3733 2 Other
## 3734 4 Other
## 3735 2 Other
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## 3783 1 Other
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## 3806 2 Other
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## 3809 4 Other
## 3810 4 Other
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## 3812 1 Other
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## 3814 2 Other
## 3815 1 Other
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## 3823 2 Other
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## 3830 2 Other
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## 3832 2 Other
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## 3842 2 Other
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## 3850 1 Other
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## 3857 2 Other
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## 3886 2 Other
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## 3905 2 Other
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## 3914 1 Other
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## 3925 1 Other
## 3926 2 Other
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## 3934 3 Other
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## 3952 3 Other
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## 4005 3 Other
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## 4015 1 Other
## 4016 2 Other
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## 4052 1 Other
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## 4056 2 Other
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## 4071 1 Other
## 4072 1 Other
## 4073 3 Other
## 4074 4 Other
## 4075 1 Other
## 4076 1 Other
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## 4087 1 Other
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## 4090 1 Other
## 4091 2 Other
## 4092 2 Other
## 4093 2 Other
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## 4109 1 Other
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## 4130 2 Other
## 4131 2 Other
## 4132 2 Other
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## 4143 4 Other
## 4144 4 Other
## 4145 1 Other
## 4146 1 Other
## 4147 2 Other
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## 4151 2 Other
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## 4157 2 Other
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## 4166 1 Other
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## 4191 1 Other
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## 4201 2 Other
## 4202 1 Other
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## 4234 3 Other
## 4235 1 Other
## 4236 3 Other
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## 4241 2 Other
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## 4282 4 Other
## 4283 1 Other
## 4284 1 Other
## 4285 1 Other
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## 4306 2 Other
## 4307 2 Other
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## 4310 2 Other
## 4311 1 Other
## 4312 2 Other
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## 4316 1 Other
## 4317 3 Other
## 4318 1 Other
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## 4330 3 Other
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## 4336 2 Other
## 4337 1 Other
## 4338 2 Other
## 4339 4 Other
## 4340 4 Other
## 4341 1 Other
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## 4352 1 Other
## 4353 2 Other
## 4354 3 Other
## 4355 3 Potential Loyalists
## 4356 1 Other
## 4357 2 Other
## 4358 3 Potential Loyalists
## 4359 1 Other
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## 4362 3 Other
## 4363 1 Other
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## 4365 2 Other
## 4366 2 Other
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## 4374 2 Other
## 4375 1 Other
## 4376 2 Other
## 4377 1 Other
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## 4379 2 Other
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## 4384 3 Other
## 4385 2 Other
## 4386 3 Potential Loyalists
## 4387 2 Other
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## 4393 1 Other
## 4394 4 Other
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## 4420 1 Other
## 4421 4 Other
## 4422 2 Other
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## 4425 3 Potential Loyalists
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## 4438 2 Other
## 4439 1 Other
## 4440 3 Other
## 4441 2 Other
## 4442 4 Other
## 4443 1 Other
## 4444 4 Other
## 4445 2 Other
## 4446 5 Best Customers
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## 4449 3 Other
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## 4454 3 Other
## 4455 1 Other
## 4456 4 Other
## 4457 3 Other
## 4458 5 Best Customers
## 4459 3 Other
## 4460 2 Other
## 4461 2 Other
## 4462 2 Other
## 4463 1 Other
## 4464 5 Loyal Customers
## 4465 1 Other
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## 4469 1 Other
## 4470 2 Other
## 4471 4 Loyal Customers
## 4472 3 Other
## 4473 3 Potential Loyalists
## 4474 2 Other
## 4475 2 Other
## 4476 2 Other
## 4477 2 Other
## 4478 4 Loyal Customers
## 4479 4 Loyal Customers
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## 4482 1 Other
## 4483 1 Other
## 4484 2 Other
## 4485 5 Other
## 4486 4 Loyal Customers
## 4487 1 Other
## 4488 2 Other
## 4489 3 Other
## 4490 5 Potential Loyalists
## 4491 4 Potential Loyalists
## 4492 2 Other
## 4493 4 Loyal Customers
## 4494 2 Other
## 4495 2 Other
## 4496 3 Potential Loyalists
## 4497 4 Loyal Customers
## 4498 2 Other
## 4499 5 Best Customers
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## 4508 2 Other
## 4509 2 Other
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## 4511 3 Potential Loyalists
## 4512 3 Other
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## 4515 4 Potential Loyalists
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## 4520 1 Lost Customers
## 4521 2 Other
## 4522 5 Other
## 4523 2 Other
## 4524 2 Other
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## 4527 2 Other
## 4528 4 Loyal Customers
## 4529 4 Other
## 4530 3 Other
## 4531 2 Other
## 4532 3 Other
## 4533 2 Other
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## 4540 3 Other
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## 4543 1 Other
## 4544 5 Best Customers
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## 4546 2 Other
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## 4550 1 Other
## 4551 2 Other
## 4552 2 Other
## 4553 2 Other
## 4554 1 Lost Customers
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## 4563 2 Other
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## 4565 2 Other
## 4566 4 Potential Loyalists
## 4567 2 Other
## 4568 2 Other
## 4569 3 Other
## 4570 4 Other
## 4571 3 Other
## 4572 3 Other
## 4573 2 Other
## 4574 4 Loyal Customers
## 4575 4 Loyal Customers
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## 4578 2 Other
## 4579 2 Other
## 4580 2 Other
## 4581 4 Other
## 4582 4 Potential Loyalists
## 4583 4 Other
## 4584 3 Potential Loyalists
## 4585 3 Potential Loyalists
## 4586 3 Potential Loyalists
## 4587 2 Other
## 4588 4 Other
## 4589 2 Other
## 4590 3 Potential Loyalists
## 4591 2 Other
## 4592 5 Loyal Customers
## 4593 2 Other
## 4594 5 Other
## 4595 2 Other
## 4596 1 Other
## 4597 1 Other
## 4598 4 Potential Loyalists
## 4599 3 Potential Loyalists
## 4600 2 Other
## 4601 2 Other
## 4602 5 Best Customers
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## 4604 3 Other
## 4605 3 Potential Loyalists
## 4606 3 Potential Loyalists
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## 4608 4 Other
## 4609 1 Other
## 4610 1 Lost Customers
## 4611 2 Other
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## 4613 5 Best Customers
## 4614 3 Other
## 4615 2 Other
## 4616 4 Potential Loyalists
## 4617 5 Best Customers
## 4618 4 Other
## 4619 2 Other
## 4620 4 Potential Loyalists
## 4621 2 Other
## 4622 1 Lost Customers
## 4623 3 Other
## 4624 2 Other
## 4625 2 Other
## 4626 3 Potential Loyalists
## 4627 4 Other
## 4628 3 Other
## 4629 4 Loyal Customers
## 4630 3 Potential Loyalists
## 4631 5 Potential Loyalists
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## 4635 4 Loyal Customers
## 4636 4 Potential Loyalists
## 4637 1 Other
## 4638 3 Other
## 4639 2 Other
## 4640 3 Potential Loyalists
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## 4642 4 Loyal Customers
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## 4644 2 Other
## 4645 1 Other
## 4646 1 Other
## 4647 4 Other
## 4648 5 Best Customers
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## 4650 3 Potential Loyalists
## 4651 2 Other
## 4652 4 Other
## 4653 2 Other
## 4654 2 Other
## 4655 4 Loyal Customers
## 4656 3 Other
## 4657 1 Other
## 4658 2 Other
## 4659 2 Other
## 4660 2 Other
## 4661 3 Other
## 4662 1 Other
## 4663 3 Potential Loyalists
## 4664 1 Other
## 4665 3 Other
## 4666 5 Loyal Customers
## 4667 2 Other
## 4668 1 Other
## 4669 2 Other
## 4670 4 Other
## 4671 5 Other
## 4672 2 Other
## 4673 4 Other
## 4674 5 Potential Loyalists
## 4675 4 Loyal Customers
## 4676 4 Other
## 4677 2 Other
## 4678 3 Potential Loyalists
## 4679 5 Potential Loyalists
## 4680 1 Other
## 4681 1 Other
## 4682 1 Other
## 4683 3 Other
## 4684 3 Potential Loyalists
## 4685 5 Best Customers
## 4686 1 Other
## 4687 4 Loyal Customers
## 4688 5 Loyal Customers
## 4689 4 Loyal Customers
## 4690 2 Other
## 4691 1 Other
## 4692 4 Other
## 4693 4 Loyal Customers
## 4694 2 Other
## 4695 2 Other
## 4696 3 Potential Loyalists
## 4697 5 Best Customers
## 4698 5 Potential Loyalists
## 4699 2 Other
## 4700 4 Potential Loyalists
## 4701 5 Best Customers
## 4702 1 Other
## 4703 3 Other
## 4704 2 Other
## 4705 5 Loyal Customers
## 4706 5 Loyal Customers
## 4707 1 Other
## 4708 4 Potential Loyalists
## 4709 5 Best Customers
## 4710 4 Other
## 4711 4 Loyal Customers
## 4712 4 Loyal Customers
## 4713 1 Other
## 4714 4 Other
## 4715 3 Other
## 4716 4 Loyal Customers
## 4717 2 Other
## 4718 1 Other
## 4719 2 Other
## 4720 4 Loyal Customers
## 4721 5 Loyal Customers
## 4722 5 Loyal Customers
## 4723 2 Other
## 4724 3 Other
## 4725 4 Other
## 4726 3 Other
## 4727 1 Other
## 4728 2 Other
## 4729 3 Other
## 4730 3 Other
## 4731 1 Other
## 4732 5 Loyal Customers
## 4733 1 Other
## 4734 3 Other
## 4735 4 Other
## 4736 4 Loyal Customers
## 4737 3 Potential Loyalists
## 4738 2 Other
## 4739 4 Potential Loyalists
## 4740 2 Other
## 4741 4 Potential Loyalists
## 4742 2 Other
## 4743 5 Other
## 4744 3 Potential Loyalists
## 4745 2 Other
## 4746 3 Potential Loyalists
## 4747 2 Other
## 4748 1 Lost Customers
## 4749 1 Other
## 4750 5 Best Customers
## 4751 2 Other
## 4752 2 Other
## 4753 5 Best Customers
## 4754 1 Other
## 4755 3 Other
## 4756 5 Other
## 4757 3 Potential Loyalists
## 4758 2 Other
## 4759 2 Other
## 4760 1 Lost Customers
## 4761 1 Other
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## 4763 1 Other
## 4764 3 Potential Loyalists
## 4765 5 Other
## 4766 1 Other
## 4767 2 Other
## 4768 1 Other
## 4769 2 Other
## 4770 2 Other
## 4771 3 Other
## 4772 1 Other
## 4773 3 Potential Loyalists
## 4774 2 Other
## 4775 5 Best Customers
## 4776 4 Loyal Customers
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## 4778 2 Other
## 4779 2 Other
## 4780 5 Best Customers
## 4781 3 Other
## 4782 1 Lost Customers
## 4783 2 Other
## 4784 1 Other
## 4785 5 Other
## 4786 1 Lost Customers
## 4787 4 Other
## 4788 1 Lost Customers
## 4789 3 Potential Loyalists
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## 4793 4 Potential Loyalists
## 4794 3 Potential Loyalists
## 4795 3 Other
## 4796 5 Loyal Customers
## 4797 2 Other
## 4798 4 Potential Loyalists
## 4799 2 Other
## 4800 2 Other
## 4801 3 Potential Loyalists
## 4802 4 Loyal Customers
## 4803 1 Other
## 4804 1 Other
## 4805 4 Loyal Customers
## 4806 3 Other
## 4807 3 Other
## 4808 3 Other
## 4809 1 Other
## 4810 3 Other
## 4811 1 Other
## 4812 5 Best Customers
## 4813 2 Other
## 4814 4 Loyal Customers
## 4815 2 Other
## 4816 3 Potential Loyalists
## 4817 4 Loyal Customers
## 4818 3 Potential Loyalists
## 4819 5 Loyal Customers
## 4820 2 Other
## 4821 3 Potential Loyalists
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## 4825 1 Lost Customers
## 4826 3 Other
## 4827 2 Other
## 4828 3 Other
## 4829 2 Other
## 4830 5 Best Customers
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## 4832 2 Other
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## 4834 5 Loyal Customers
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## 4836 3 Other
## 4837 1 Other
## 4838 2 Other
## 4839 2 Other
## 4840 3 Other
## 4841 5 Best Customers
## 4842 4 Other
## 4843 4 Other
## 4844 3 Potential Loyalists
## 4845 3 Potential Loyalists
## 4846 3 Potential Loyalists
## 4847 3 Other
## 4848 1 Other
## 4849 4 Other
## 4850 1 Other
## 4851 3 Potential Loyalists
## 4852 2 Other
## 4853 2 Other
## 4854 2 Other
## 4855 1 Lost Customers
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## 4857 3 Potential Loyalists
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## 4859 1 Other
## 4860 5 Best Customers
## 4861 2 Other
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## 4863 2 Other
## 4864 1 Other
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## 4866 3 Potential Loyalists
## 4867 3 Other
## 4868 2 Other
## 4869 2 Other
## 4870 2 Other
## 4871 5 Best Customers
## 4872 3 Other
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## 4876 5 Best Customers
## 4877 1 Other
## 4878 3 Other
## 4879 2 Other
## 4880 3 Other
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## 4882 3 Other
## 4883 4 Other
## 4884 3 Other
## 4885 1 Other
## 4886 3 Other
## 4887 5 Best Customers
## 4888 2 Other
## 4889 1 Other
## 4890 2 Other
## 4891 5 Best Customers
## 4892 3 Potential Loyalists
## 4893 4 Other
## 4894 3 Potential Loyalists
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## 4897 3 Potential Loyalists
## 4898 4 Other
## 4899 4 Potential Loyalists
## 4900 1 Other
## 4901 2 Other
## 4902 5 Loyal Customers
## 4903 1 Lost Customers
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## 4905 3 Other
## 4906 2 Other
## 4907 4 Other
## 4908 5 Best Customers
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## 4910 2 Other
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## 4913 3 Other
## 4914 2 Other
## 4915 3 Other
## 4916 2 Other
## 4917 5 Potential Loyalists
## 4918 3 Potential Loyalists
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## 4920 1 Other
## 4921 2 Other
## 4922 2 Other
## 4923 3 Other
## 4924 3 Potential Loyalists
## 4925 2 Other
## 4926 2 Other
## 4927 5 Loyal Customers
## 4928 2 Other
## 4929 2 Other
## 4930 2 Other
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## 4937 2 Other
## 4938 2 Other
## 4939 4 Other
## 4940 2 Other
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## 4942 2 Other
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## 4945 4 Other
## 4946 1 Other
## 4947 4 Other
## 4948 1 Other
## 4949 1 Other
## 4950 1 Other
## 4951 1 Other
## 4952 2 Other
## 4953 3 Potential Loyalists
## 4954 2 Other
## 4955 1 Other
## 4956 2 Other
## 4957 5 Best Customers
## 4958 1 Other
## 4959 4 Loyal Customers
## 4960 2 Other
## 4961 1 Other
## 4962 4 Loyal Customers
## 4963 2 Other
## 4964 3 Potential Loyalists
## 4965 3 Potential Loyalists
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## 4967 4 Loyal Customers
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## 4969 1 Other
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## 4971 2 Other
## 4972 4 Loyal Customers
## 4973 5 Loyal Customers
## 4974 4 Other
## 4975 1 Other
## 4976 2 Other
## 4977 1 Other
## 4978 1 Other
## 4979 3 Potential Loyalists
## 4980 3 Potential Loyalists
## 4981 1 Other
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## 4983 3 Potential Loyalists
## 4984 2 Other
## 4985 1 Other
## 4986 4 Loyal Customers
## 4987 1 Other
## 4988 2 Other
## 4989 4 Loyal Customers
## 4990 4 Loyal Customers
## 4991 1 Other
## 4992 3 Other
## 4993 5 Loyal Customers
## 4994 4 Loyal Customers
## 4995 3 Potential Loyalists
## 4996 3 Other
## 4997 2 Other
## 4998 4 Loyal Customers
## 4999 5 Potential Loyalists
## 5000 1 Other
## 5001 2 Other
## 5002 4 Potential Loyalists
## 5003 1 Other
## 5004 1 Other
## 5005 4 Loyal Customers
## 5006 3 Other
## 5007 2 Other
## 5008 3 Potential Loyalists
## 5009 1 Other
## 5010 2 Other
## 5011 3 Potential Loyalists
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## 5013 1 Other
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## 5015 2 Other
## 5016 3 Other
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## 5018 2 Other
## 5019 3 Other
## 5020 4 Other
## 5021 1 Lost Customers
## 5022 5 Other
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## 5028 2 Other
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## 5030 3 Other
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## 5032 1 Other
## 5033 1 Other
## 5034 2 Other
## 5035 5 Best Customers
## 5036 5 Best Customers
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## 5040 2 Other
## 5041 5 Other
## 5042 3 Potential Loyalists
## 5043 1 Other
## 5044 2 Other
## 5045 3 Other
## 5046 3 Other
## 5047 2 Other
## 5048 2 Other
## 5049 5 Best Customers
## 5050 2 Other
## 5051 2 Other
## 5052 2 Other
## 5053 1 Other
## 5054 3 Potential Loyalists
## 5055 1 Other
## 5056 4 Potential Loyalists
## 5057 1 Other
## 5058 4 Other
## 5059 4 Potential Loyalists
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## 5061 3 Other
## 5062 2 Other
## 5063 1 Lost Customers
## 5064 2 Other
## 5065 2 Other
## 5066 3 Other
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## 5069 3 Other
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## 5071 2 Other
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## 5074 3 Potential Loyalists
## 5075 5 Potential Loyalists
## 5076 1 Other
## 5077 2 Other
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## 5080 3 Potential Loyalists
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## 5082 1 Other
## 5083 3 Other
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## 5086 5 Best Customers
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## 5088 4 Loyal Customers
## 5089 3 Potential Loyalists
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## 5092 5 Loyal Customers
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## 5094 5 Best Customers
## 5095 2 Other
## 5096 2 Other
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## 5101 2 Other
## 5102 1 Other
## 5103 2 Other
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## 5108 3 Potential Loyalists
## 5109 4 Potential Loyalists
## 5110 1 Other
## 5111 5 Loyal Customers
## 5112 1 Other
## 5113 5 Best Customers
## 5114 3 Potential Loyalists
## 5115 1 Other
## 5116 3 Potential Loyalists
## 5117 1 Other
## 5118 1 Lost Customers
## 5119 2 Other
## 5120 3 Other
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## 5122 4 Other
## 5123 3 Other
## 5124 5 Best Customers
## 5125 5 Best Customers
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## 5127 4 Potential Loyalists
## 5128 2 Other
## 5129 1 Other
## 5130 2 Other
## 5131 4 Potential Loyalists
## 5132 2 Other
## 5133 2 Other
## 5134 1 Other
## 5135 5 Other
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## 5137 1 Other
## 5138 2 Other
## 5139 2 Other
## 5140 1 Other
## 5141 5 Other
## 5142 1 Other
## 5143 1 Lost Customers
## 5144 2 Other
## 5145 5 Best Customers
## 5146 3 Potential Loyalists
## 5147 5 Loyal Customers
## 5148 1 Other
## 5149 3 Potential Loyalists
## 5150 2 Other
## 5151 3 Other
## 5152 5 Best Customers
## 5153 4 Loyal Customers
## 5154 4 Other
## 5155 3 Potential Loyalists
## 5156 3 Other
## 5157 5 Other
## 5158 3 Other
## 5159 5 Loyal Customers
## 5160 5 Loyal Customers
## 5161 2 Other
## 5162 1 Other
## 5163 4 Loyal Customers
## 5164 5 Potential Loyalists
## 5165 3 Other
## 5166 2 Other
## 5167 4 Potential Loyalists
## 5168 4 Other
## 5169 1 Other
## 5170 5 Loyal Customers
## 5171 2 Other
## 5172 2 Other
## 5173 3 Other
## 5174 2 Other
## 5175 5 Best Customers
## 5176 1 Other
## 5177 1 Lost Customers
## 5178 2 Other
## 5179 1 Other
## 5180 5 Potential Loyalists
## 5181 4 Potential Loyalists
## 5182 4 Loyal Customers
## 5183 4 Potential Loyalists
## 5184 4 Loyal Customers
## 5185 1 Lost Customers
## 5186 3 Other
## 5187 2 Other
## 5188 1 Lost Customers
## 5189 5 Other
## 5190 4 Potential Loyalists
## 5191 4 Other
## 5192 3 Other
## 5193 1 Lost Customers
## 5194 2 Other
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## 5196 1 Other
## 5197 1 Other
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## 5199 4 Loyal Customers
## 5200 1 Lost Customers
## 5201 4 Loyal Customers
## 5202 1 Other
## 5203 3 Other
## 5204 3 Other
## 5205 4 Potential Loyalists
## 5206 5 Best Customers
## 5207 2 Other
## 5208 2 Other
## 5209 1 Other
## 5210 2 Other
## 5211 1 Lost Customers
## 5212 4 Potential Loyalists
## 5213 1 Lost Customers
## 5214 4 Loyal Customers
## 5215 3 Other
## 5216 3 Other
## 5217 4 Potential Loyalists
## 5218 2 Other
## 5219 4 Loyal Customers
## 5220 4 Loyal Customers
## 5221 3 Potential Loyalists
## 5222 2 Other
## 5223 3 Potential Loyalists
## 5224 2 Other
## 5225 3 Other
## 5226 5 Other
## 5227 4 Loyal Customers
## 5228 4 Loyal Customers
## 5229 4 Other
## 5230 2 Other
## 5231 4 Potential Loyalists
## 5232 1 Other
## 5233 4 Loyal Customers
## 5234 1 Other
## 5235 2 Other
## 5236 2 Other
## 5237 5 Other
## 5238 2 Other
## 5239 4 Potential Loyalists
## 5240 4 Other
## 5241 5 Best Customers
## 5242 4 Other
## 5243 1 Other
## 5244 4 Potential Loyalists
## 5245 5 Other
## 5246 1 Other
## 5247 4 Potential Loyalists
## 5248 3 Other
## 5249 3 Other
## 5250 3 Potential Loyalists
## 5251 4 Loyal Customers
## 5252 1 Lost Customers
## 5253 2 Other
## 5254 1 Lost Customers
## 5255 4 Other
## 5256 2 Other
## 5257 5 Loyal Customers
## 5258 4 Other
## 5259 5 Best Customers
## 5260 3 Other
## 5261 4 Loyal Customers
## 5262 5 Best Customers
## 5263 2 Other
## 5264 1 Lost Customers
## 5265 1 Lost Customers
## 5266 4 Potential Loyalists
## 5267 4 Other
## 5268 3 Potential Loyalists
## 5269 2 Other
## 5270 5 Best Customers
## 5271 4 Other
## 5272 1 Other
## 5273 1 Other
## 5274 1 Other
## 5275 2 Other
## 5276 1 Lost Customers
## 5277 1 Other
## 5278 3 Other
## 5279 3 Potential Loyalists
## 5280 1 Lost Customers
## 5281 3 Potential Loyalists
## 5282 2 Other
## 5283 5 Loyal Customers
## 5284 3 Other
## 5285 3 Other
## 5286 5 Potential Loyalists
## 5287 4 Loyal Customers
## 5288 4 Potential Loyalists
## 5289 2 Other
## 5290 3 Other
## 5291 2 Other
## 5292 4 Loyal Customers
## 5293 2 Other
## 5294 3 Other
## 5295 5 Other
## 5296 5 Best Customers
## 5297 4 Potential Loyalists
## 5298 2 Other
## 5299 4 Loyal Customers
## 5300 2 Other
## 5301 4 Loyal Customers
## 5302 3 Other
## 5303 1 Lost Customers
## 5304 2 Other
## 5305 1 Lost Customers
## 5306 1 Lost Customers
## 5307 2 Other
## 5308 4 Potential Loyalists
## 5309 1 Other
## 5310 5 Best Customers
## 5311 4 Loyal Customers
## 5312 1 Lost Customers
## 5313 3 Other
## 5314 4 Potential Loyalists
## 5315 3 Other
## 5316 5 Best Customers
## 5317 2 Other
## 5318 3 Potential Loyalists
## 5319 3 Potential Loyalists
## 5320 2 Other
## 5321 4 Loyal Customers
## 5322 4 Other
## 5323 2 Other
## 5324 1 Lost Customers
## 5325 5 Best Customers
## 5326 1 Other
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## 5328 3 Potential Loyalists
## 5329 4 Loyal Customers
## 5330 4 Other
## 5331 3 Other
## 5332 1 Other
## 5333 2 Other
## 5334 1 Lost Customers
## 5335 1 Lost Customers
## 5336 4 Other
## 5337 3 Potential Loyalists
## 5338 4 Potential Loyalists
## 5339 2 Other
## 5340 3 Other
## 5341 5 Potential Loyalists
## 5342 3 Other
## 5343 1 Other
## 5344 1 Other
## 5345 2 Other
## 5346 1 Lost Customers
## 5347 5 Best Customers
## 5348 3 Other
## 5349 2 Other
## 5350 1 Lost Customers
## 5351 3 Other
## 5352 5 Other
## 5353 1 Other
## 5354 3 Other
## 5355 1 Other
## 5356 3 Potential Loyalists
## 5357 5 Loyal Customers
## 5358 2 Other
## 5359 3 Other
## 5360 1 Other
## 5361 2 Other
## 5362 1 Lost Customers
## 5363 3 Other
## 5364 2 Other
## 5365 2 Other
## 5366 3 Potential Loyalists
## 5367 3 Potential Loyalists
## 5368 2 Other
## 5369 5 Best Customers
## 5370 5 Other
## 5371 4 Other
## 5372 1 Lost Customers
## 5373 1 Other
## 5374 4 Loyal Customers
## 5375 1 Lost Customers
## 5376 5 Loyal Customers
## 5377 4 Loyal Customers
## 5378 3 Other
## 5379 5 Other
## 5380 1 Lost Customers
## 5381 4 Potential Loyalists
## 5382 1 Lost Customers
## 5383 2 Other
## 5384 4 Loyal Customers
## 5385 3 Other
## 5386 2 Other
## 5387 5 Best Customers
## 5388 4 Potential Loyalists
## 5389 5 Best Customers
## 5390 1 Other
## 5391 5 Best Customers
## 5392 2 Other
## 5393 1 Lost Customers
## 5394 5 Potential Loyalists
## 5395 2 Other
## 5396 2 Other
## 5397 2 Other
## 5398 2 Other
## 5399 5 Potential Loyalists
## 5400 3 Potential Loyalists
## 5401 1 Other
## 5402 5 Best Customers
## 5403 2 Other
## 5404 1 Other
## 5405 1 Other
## 5406 3 Potential Loyalists
## 5407 1 Other
## 5408 4 Loyal Customers
## 5409 5 Best Customers
## 5410 5 Best Customers
## 5411 5 Best Customers
## 5412 1 Other
## 5413 1 Other
## 5414 5 Other
## 5415 1 Other
## 5416 3 Other
## 5417 1 Lost Customers
## 5418 2 Other
## 5419 2 Other
## 5420 1 Lost Customers
## 5421 1 Other
## 5422 1 Other
## 5423 2 Other
## 5424 1 Lost Customers
## 5425 4 Other
## 5426 4 Loyal Customers
## 5427 5 Loyal Customers
## 5428 2 Other
## 5429 3 Other
## 5430 3 Other
## 5431 1 Lost Customers
## 5432 3 Potential Loyalists
## 5433 1 Other
## 5434 2 Other
## 5435 3 Other
## 5436 3 Potential Loyalists
## 5437 3 Other
## 5438 5 Best Customers
## 5439 3 Other
## 5440 5 Best Customers
## 5441 1 Other
## 5442 4 Other
## 5443 1 Other
## 5444 4 Other
## 5445 1 Lost Customers
## 5446 4 Potential Loyalists
## 5447 1 Other
## 5448 4 Other
## 5449 5 Loyal Customers
## 5450 3 Other
## 5451 4 Loyal Customers
## 5452 5 Best Customers
## 5453 5 Potential Loyalists
## 5454 4 Loyal Customers
## 5455 2 Other
## 5456 5 Loyal Customers
## 5457 1 Other
## 5458 4 Potential Loyalists
## 5459 4 Other
## 5460 1 Lost Customers
## 5461 3 Other
## 5462 2 Other
## 5463 4 Loyal Customers
## 5464 1 Other
## 5465 4 Loyal Customers
## 5466 2 Other
## 5467 4 Other
## 5468 1 Lost Customers
## 5469 4 Loyal Customers
## 5470 5 Best Customers
## 5471 2 Other
## 5472 3 Other
## 5473 3 Other
## 5474 5 Potential Loyalists
## 5475 3 Potential Loyalists
## 5476 2 Other
## 5477 3 Other
## 5478 5 Other
## 5479 3 Potential Loyalists
## 5480 1 Other
## 5481 1 Lost Customers
## 5482 4 Loyal Customers
## 5483 3 Potential Loyalists
## 5484 1 Other
## 5485 2 Other
## 5486 1 Other
## 5487 5 Best Customers
## 5488 4 Loyal Customers
## 5489 1 Other
## 5490 4 Other
## 5491 3 Other
## 5492 4 Other
## 5493 3 Other
## 5494 1 Other
## 5495 5 Best Customers
## 5496 4 Other
## 5497 5 Best Customers
## 5498 5 Other
## 5499 4 Loyal Customers
## 5500 3 Potential Loyalists
## 5501 5 Loyal Customers
## 5502 3 Other
## 5503 2 Other
## 5504 2 Other
## 5505 3 Potential Loyalists
## 5506 4 Other
## 5507 1 Other
## 5508 4 Potential Loyalists
## 5509 1 Other
## 5510 3 Other
## 5511 5 Loyal Customers
## 5512 2 Other
## 5513 5 Other
## 5514 1 Other
## 5515 3 Potential Loyalists
## 5516 2 Other
## 5517 3 Potential Loyalists
## 5518 3 Potential Loyalists
## 5519 5 Loyal Customers
## 5520 3 Other
## 5521 5 Potential Loyalists
## 5522 5 Potential Loyalists
## 5523 3 Other
## 5524 1 Lost Customers
## 5525 3 Potential Loyalists
## 5526 3 Other
## 5527 4 Loyal Customers
## 5528 3 Other
## 5529 2 Other
## 5530 4 Potential Loyalists
## 5531 4 Loyal Customers
## 5532 5 Loyal Customers
## 5533 5 Potential Loyalists
## 5534 4 Potential Loyalists
## 5535 5 Loyal Customers
## 5536 4 Loyal Customers
## 5537 2 Other
## 5538 3 Potential Loyalists
## 5539 1 Lost Customers
## 5540 5 Other
## 5541 5 Best Customers
## 5542 2 Other
## 5543 3 Potential Loyalists
## 5544 2 Other
## 5545 1 Other
## 5546 4 Loyal Customers
## 5547 5 Loyal Customers
## 5548 5 Best Customers
## 5549 1 Other
## 5550 3 Other
## 5551 5 Best Customers
## 5552 5 Best Customers
## 5553 3 Potential Loyalists
## 5554 2 Other
## 5555 1 Lost Customers
## 5556 4 Potential Loyalists
## 5557 1 Lost Customers
## 5558 3 Potential Loyalists
## 5559 4 Loyal Customers
## 5560 4 Loyal Customers
## 5561 1 Lost Customers
## 5562 3 Potential Loyalists
## 5563 2 Other
## 5564 2 Other
## 5565 5 Best Customers
## 5566 5 Loyal Customers
## 5567 2 Other
## 5568 4 Loyal Customers
## 5569 5 Loyal Customers
## 5570 1 Other
## 5571 5 Loyal Customers
## 5572 4 Potential Loyalists
## 5573 5 Best Customers
## 5574 1 Other
## 5575 5 Best Customers
## 5576 1 Lost Customers
## 5577 3 Potential Loyalists
## 5578 4 Loyal Customers
## 5579 3 Potential Loyalists
## 5580 4 Other
## 5581 1 Other
## 5582 3 Other
## 5583 4 Potential Loyalists
## 5584 2 Other
## 5585 5 Loyal Customers
## 5586 3 Potential Loyalists
## 5587 1 Lost Customers
## 5588 5 Loyal Customers
## 5589 4 Loyal Customers
## 5590 4 Loyal Customers
## 5591 2 Other
## 5592 3 Potential Loyalists
## 5593 4 Potential Loyalists
## 5594 1 Other
## 5595 2 Other
## 5596 5 Best Customers
## 5597 5 Loyal Customers
## 5598 3 Potential Loyalists
## 5599 2 Other
## 5600 2 Other
## 5601 4 Other
## 5602 5 Loyal Customers
## 5603 4 Other
## 5604 2 Other
## 5605 3 Potential Loyalists
## 5606 1 Other
## 5607 4 Potential Loyalists
## 5608 3 Other
## 5609 3 Potential Loyalists
## 5610 4 Loyal Customers
## 5611 1 Lost Customers
## 5612 3 Other
## 5613 3 Potential Loyalists
## 5614 5 Loyal Customers
## 5615 2 Other
## 5616 2 Other
## 5617 5 Best Customers
## 5618 3 Other
## 5619 2 Other
## 5620 3 Other
## 5621 1 Lost Customers
## 5622 4 Loyal Customers
## 5623 1 Other
## 5624 5 Loyal Customers
## 5625 2 Other
## 5626 5 Potential Loyalists
## 5627 1 Other
## 5628 1 Other
## 5629 2 Other
## 5630 2 Other
## 5631 2 Other
## 5632 1 Other
## 5633 4 Loyal Customers
## 5634 5 Best Customers
## 5635 4 Potential Loyalists
## 5636 2 Other
## 5637 3 Potential Loyalists
## 5638 5 Loyal Customers
## 5639 4 Loyal Customers
## 5640 4 Loyal Customers
## 5641 4 Loyal Customers
## 5642 3 Other
## 5643 5 Other
## 5644 5 Best Customers
## 5645 2 Other
## 5646 2 Other
## 5647 2 Other
## 5648 5 Potential Loyalists
## 5649 2 Other
## 5650 5 Best Customers
## 5651 3 Other
## 5652 3 Other
## 5653 2 Other
## 5654 2 Other
## 5655 5 Loyal Customers
## 5656 5 Loyal Customers
## 5657 4 Potential Loyalists
## 5658 4 Potential Loyalists
## 5659 5 Loyal Customers
## 5660 4 Other
## 5661 4 Potential Loyalists
## 5662 5 Loyal Customers
## 5663 2 Other
## 5664 4 Other
## 5665 3 Potential Loyalists
## 5666 4 Potential Loyalists
## 5667 1 Other
## 5668 5 Loyal Customers
## 5669 5 Loyal Customers
## 5670 3 Other
## 5671 4 Potential Loyalists
## 5672 5 Other
## 5673 3 Other
## 5674 2 Other
## 5675 4 Potential Loyalists
## 5676 4 Loyal Customers
## 5677 5 Loyal Customers
## 5678 4 Potential Loyalists
## 5679 2 Other
## 5680 3 Other
## 5681 1 Other
## 5682 5 Loyal Customers
## 5683 1 Lost Customers
## 5684 2 Other
## 5685 4 Loyal Customers
## 5686 4 Potential Loyalists
## 5687 4 Potential Loyalists
## 5688 3 Potential Loyalists
## 5689 4 Potential Loyalists
## 5690 4 Other
## 5691 5 Best Customers
## 5692 5 Potential Loyalists
## 5693 3 Other
## 5694 1 Lost Customers
## 5695 2 Other
## 5696 3 Other
## 5697 5 Other
## 5698 4 Loyal Customers
## 5699 3 Potential Loyalists
## 5700 5 Best Customers
## 5701 4 Other
## 5702 4 Potential Loyalists
## 5703 1 Other
## 5704 5 Potential Loyalists
## 5705 3 Potential Loyalists
## 5706 5 Loyal Customers
## 5707 1 Other
## 5708 3 Potential Loyalists
## 5709 3 Potential Loyalists
## 5710 2 Other
## 5711 1 Other
## 5712 3 Other
## 5713 2 Other
## 5714 1 Other
## 5715 1 Other
## 5716 4 Loyal Customers
## 5717 4 Loyal Customers
## 5718 5 Best Customers
## 5719 2 Other
## 5720 2 Other
## 5721 5 Other
## 5722 4 Other
## 5723 5 Loyal Customers
## 5724 4 Potential Loyalists
## 5725 1 Other
## 5726 2 Other
## 5727 3 Other
## 5728 2 Other
## 5729 5 Loyal Customers
## 5730 4 Loyal Customers
## 5731 1 Other
## 5732 2 Other
## 5733 5 Loyal Customers
## 5734 2 Other
## 5735 3 Potential Loyalists
## 5736 5 Loyal Customers
## 5737 5 Best Customers
## 5738 2 Other
## 5739 4 Potential Loyalists
## 5740 4 Potential Loyalists
## 5741 2 Other
## 5742 4 Loyal Customers
## 5743 1 Other
## 5744 5 Best Customers
## 5745 2 Other
## 5746 3 Potential Loyalists
## 5747 3 Potential Loyalists
## 5748 5 Best Customers
## 5749 2 Other
## 5750 5 Potential Loyalists
## 5751 1 Other
## 5752 2 Other
## 5753 4 Potential Loyalists
## 5754 1 Other
## 5755 5 Best Customers
## 5756 4 Other
## 5757 4 Loyal Customers
## 5758 1 Lost Customers
## 5759 2 Other
## 5760 3 Potential Loyalists
## 5761 1 Other
## 5762 1 Other
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## 5765 1 Lost Customers
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## 5768 3 Other
## 5769 1 Other
## 5770 1 Other
## 5771 5 Best Customers
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## 5775 1 Other
## 5776 4 Other
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## 5779 3 Other
## 5780 1 Other
## 5781 2 Other
## 5782 4 Loyal Customers
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## 5784 1 Other
## 5785 3 Other
## 5786 4 Loyal Customers
## 5787 2 Other
## 5788 3 Potential Loyalists
## 5789 1 Other
## 5790 4 Potential Loyalists
## 5791 1 Other
## 5792 2 Other
## 5793 2 Other
## 5794 4 Loyal Customers
## 5795 5 Other
## 5796 4 Other
## 5797 1 Other
## 5798 4 Loyal Customers
## 5799 4 Other
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## 5803 4 Other
## 5804 4 Other
## 5805 5 Other
## 5806 2 Other
## 5807 5 Best Customers
## 5808 1 Other
## 5809 3 Potential Loyalists
## 5810 2 Other
## 5811 4 Loyal Customers
## 5812 2 Other
## 5813 4 Potential Loyalists
## 5814 5 Other
## 5815 3 Potential Loyalists
## 5816 5 Best Customers
## 5817 3 Potential Loyalists
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## 5819 3 Other
## 5820 2 Other
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## 5823 3 Potential Loyalists
## 5824 2 Other
## 5825 1 Other
## 5826 3 Other
## 5827 5 Loyal Customers
## 5828 2 Other
## 5829 5 Best Customers
## 5830 3 Other
## 5831 2 Other
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## 5835 5 Loyal Customers
## 5836 1 Other
## 5837 5 Loyal Customers
## 5838 5 Loyal Customers
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## 5840 4 Loyal Customers
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## 5842 2 Other
## 5843 3 Other
## 5844 3 Other
## 5845 3 Other
## 5846 3 Other
## 5847 5 Potential Loyalists
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## 5849 1 Other
## 5850 1 Other
## 5851 1 Lost Customers
## 5852 1 Other
## 5853 1 Lost Customers
## 5854 2 Other
## 5855 2 Other
## 5856 2 Other
## 5857 2 Other
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## 5861 1 Other
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## 5863 2 Other
## 5864 1 Other
## 5865 2 Other
## 5866 4 Loyal Customers
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## 5868 1 Other
## 5869 1 Other
## 5870 2 Other
## 5871 4 Loyal Customers
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## 5873 2 Other
## 5874 2 Other
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## 5876 1 Other
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## 5879 2 Other
## 5880 1 Other
## 5881 2 Other
## 5882 2 Other
## 5883 5 Loyal Customers
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## 5886 2 Other
## 5887 3 Other
## 5888 4 Other
## 5889 4 Other
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## 5893 1 Other
## 5894 4 Potential Loyalists
## 5895 3 Other
## 5896 5 Other
## 5897 1 Lost Customers
## 5898 4 Potential Loyalists
## 5899 1 Other
## 5900 4 Loyal Customers
## 5901 3 Potential Loyalists
## 5902 4 Other
## 5903 1 Lost Customers
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## 5905 1 Other
## 5906 1 Lost Customers
## 5907 5 Potential Loyalists
## 5908 1 Other
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## 5912 1 Other
## 5913 2 Other
## 5914 2 Other
## 5915 3 Potential Loyalists
## 5916 4 Other
## 5917 1 Lost Customers
## 5918 4 Other
## 5919 1 Other
## 5920 2 Other
## 5921 3 Other
## 5922 4 Loyal Customers
## 5923 3 Potential Loyalists
## 5924 3 Potential Loyalists
## 5925 3 Potential Loyalists
## 5926 5 Potential Loyalists
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## 5928 1 Other
## 5929 3 Potential Loyalists
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## 5934 3 Other
## 5935 3 Potential Loyalists
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## 5937 1 Other
## 5938 5 Loyal Customers
## 5939 2 Other
## 5940 5 Best Customers
## 5941 1 Other
## 5942 3 Potential Loyalists
## 5943 3 Other
## 5944 3 Other
## 5945 3 Potential Loyalists
## 5946 4 Potential Loyalists
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## 5948 4 Potential Loyalists
## 5949 2 Other
## 5950 3 Potential Loyalists
## 5951 4 Potential Loyalists
## 5952 2 Other
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## 5959 4 Potential Loyalists
## 5960 3 Other
## 5961 2 Other
## 5962 3 Other
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## 5964 1 Other
## 5965 5 Other
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## 5968 2 Other
## 5969 2 Other
## 5970 3 Other
## 5971 2 Other
## 5972 1 Other
## 5973 3 Other
## 5974 4 Loyal Customers
## 5975 3 Other
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## 5977 5 Best Customers
## 5978 2 Other
## 5979 1 Other
## 5980 5 Best Customers
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## 5983 3 Other
## 5984 3 Potential Loyalists
## 5985 2 Other
## 5986 1 Other
## 5987 5 Loyal Customers
## 5988 2 Other
## 5989 4 Loyal Customers
## 5990 1 Other
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## 5992 3 Potential Loyalists
## 5993 1 Other
## 5994 4 Other
## 5995 5 Potential Loyalists
## 5996 1 Other
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## 6000 2 Other
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## 6005 5 Other
## 6006 2 Other
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## 6008 1 Other
## 6009 2 Other
## 6010 2 Other
## 6011 4 Potential Loyalists
## 6012 4 Potential Loyalists
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## 6015 1 Lost Customers
## 6016 3 Other
## 6017 2 Other
## 6018 1 Other
## 6019 1 Other
## 6020 4 Other
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## 6024 3 Other
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## 6027 4 Other
## 6028 2 Other
## 6029 2 Other
## 6030 2 Other
## 6031 3 Other
## 6032 4 Potential Loyalists
## 6033 1 Other
## 6034 2 Other
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## 6036 2 Other
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## 6040 1 Other
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## 6042 4 Loyal Customers
## 6043 4 Other
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## 6047 1 Other
## 6048 2 Other
## 6049 2 Other
## 6050 1 Other
## 6051 1 Other
## 6052 4 Other
## 6053 1 Lost Customers
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## 6056 2 Other
## 6057 2 Other
## 6058 3 Other
## 6059 2 Other
## 6060 1 Lost Customers
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## 6062 4 Other
## 6063 4 Potential Loyalists
## 6064 2 Other
## 6065 2 Other
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## 6069 4 Potential Loyalists
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## 6071 4 Loyal Customers
## 6072 4 Other
## 6073 3 Other
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## 6079 3 Other
## 6080 5 Best Customers
## 6081 1 Other
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## 6084 1 Other
## 6085 3 Other
## 6086 2 Other
## 6087 2 Other
## 6088 1 Other
## 6089 2 Other
## 6090 2 Other
## 6091 5 Loyal Customers
## 6092 1 Other
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## 6094 2 Other
## 6095 2 Other
## 6096 5 Loyal Customers
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## 6104 4 Other
## 6105 2 Other
## 6106 1 Lost Customers
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## 6108 3 Other
## 6109 4 Other
## 6110 1 Lost Customers
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## 6112 2 Other
## 6113 2 Other
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## 6115 2 Other
## 6116 4 Potential Loyalists
## 6117 3 Other
## 6118 2 Other
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## 6122 3 Other
## 6123 3 Other
## 6124 1 Other
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## 6130 1 Lost Customers
## 6131 2 Other
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## 6135 2 Other
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## 6137 3 Other
## 6138 1 Other
## 6139 1 Other
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## 6141 3 Other
## 6142 1 Other
## 6143 3 Potential Loyalists
## 6144 2 Other
## 6145 2 Other
## 6146 5 Loyal Customers
## 6147 1 Lost Customers
## 6148 1 Other
## 6149 5 Best Customers
## 6150 1 Other
## 6151 4 Loyal Customers
## 6152 3 Other
## 6153 5 Loyal Customers
## 6154 3 Other
## 6155 2 Other
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## 6157 2 Other
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## 6160 2 Other
## 6161 1 Other
## 6162 5 Other
## 6163 4 Other
## 6164 4 Other
## 6165 5 Best Customers
## 6166 2 Other
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## 6168 3 Other
## 6169 4 Potential Loyalists
## 6170 2 Other
## 6171 5 Potential Loyalists
## 6172 3 Potential Loyalists
## 6173 4 Other
## 6174 1 Other
## 6175 5 Best Customers
## 6176 3 Other
## 6177 4 Other
## 6178 5 Potential Loyalists
## 6179 2 Other
## 6180 5 Loyal Customers
## 6181 2 Other
## 6182 2 Other
## 6183 4 Loyal Customers
## 6184 5 Loyal Customers
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## 6186 3 Potential Loyalists
## 6187 2 Other
## 6188 1 Other
## 6189 2 Other
## 6190 1 Other
## 6191 4 Other
## 6192 1 Other
## 6193 5 Best Customers
## 6194 2 Other
## 6195 2 Other
## 6196 3 Other
## 6197 3 Other
## 6198 2 Other
## 6199 4 Potential Loyalists
## 6200 3 Other
## 6201 1 Other
## 6202 3 Other
## 6203 3 Potential Loyalists
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## 6205 4 Other
## 6206 3 Other
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## 6208 3 Other
## 6209 2 Other
## 6210 1 Other
## 6211 4 Other
## 6212 3 Other
## 6213 5 Best Customers
## 6214 3 Other
## 6215 5 Loyal Customers
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## 6217 3 Potential Loyalists
## 6218 2 Other
## 6219 3 Potential Loyalists
## 6220 4 Potential Loyalists
## 6221 1 Other
## 6222 2 Other
## 6223 2 Other
## 6224 1 Other
## 6225 4 Potential Loyalists
## 6226 4 Other
## 6227 1 Lost Customers
## 6228 4 Loyal Customers
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## 6233 2 Other
## 6234 2 Other
## 6235 2 Other
## 6236 2 Other
## 6237 4 Loyal Customers
## 6238 1 Other
## 6239 2 Other
## 6240 5 Loyal Customers
## 6241 2 Other
## 6242 1 Other
## 6243 3 Other
## 6244 3 Potential Loyalists
## 6245 3 Other
## 6246 2 Other
## 6247 1 Other
## 6248 1 Other
## 6249 4 Loyal Customers
## 6250 4 Loyal Customers
## 6251 5 Potential Loyalists
## 6252 3 Potential Loyalists
## 6253 4 Other
## 6254 5 Best Customers
## 6255 5 Best Customers
## 6256 4 Other
## 6257 2 Other
## 6258 5 Loyal Customers
## 6259 3 Potential Loyalists
## 6260 2 Other
## 6261 2 Other
## 6262 1 Lost Customers
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## 6264 2 Other
## 6265 4 Other
## 6266 5 Other
## 6267 1 Other
## 6268 5 Loyal Customers
## 6269 4 Other
## 6270 2 Other
## 6271 3 Potential Loyalists
## 6272 3 Other
## 6273 3 Other
## 6274 3 Potential Loyalists
## 6275 5 Potential Loyalists
## 6276 2 Other
## 6277 5 Other
## 6278 2 Other
## 6279 3 Potential Loyalists
## 6280 4 Loyal Customers
## 6281 1 Other
## 6282 5 Best Customers
## 6283 1 Lost Customers
## 6284 5 Best Customers
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## 6286 1 Lost Customers
## 6287 3 Other
## 6288 3 Other
## 6289 2 Other
## 6290 2 Other
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## 6294 1 Other
## 6295 3 Other
## 6296 1 Lost Customers
## 6297 1 Other
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## 6301 4 Potential Loyalists
## 6302 2 Other
## 6303 4 Loyal Customers
## 6304 2 Other
## 6305 4 Loyal Customers
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## 6308 1 Other
## 6309 1 Other
## 6310 4 Other
## 6311 2 Other
## 6312 3 Potential Loyalists
## 6313 3 Other
## 6314 4 Loyal Customers
## 6315 5 Best Customers
## 6316 5 Best Customers
## 6317 5 Best Customers
## 6318 3 Other
## 6319 5 Loyal Customers
## 6320 1 Other
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## 6322 2 Other
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## 6324 1 Other
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## 6328 3 Other
## 6329 3 Other
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## 6331 2 Other
## 6332 1 Other
## 6333 2 Other
## 6334 2 Other
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## 6337 3 Potential Loyalists
## 6338 4 Other
## 6339 5 Best Customers
## 6340 5 Potential Loyalists
## 6341 3 Other
## 6342 4 Loyal Customers
## 6343 5 Potential Loyalists
## 6344 4 Other
## 6345 5 Best Customers
## 6346 1 Other
## 6347 3 Other
## 6348 4 Potential Loyalists
## 6349 1 Other
## 6350 2 Other
## 6351 2 Other
## 6352 2 Other
## 6353 4 Loyal Customers
## 6354 4 Other
## 6355 5 Loyal Customers
## 6356 3 Other
## 6357 2 Other
## 6358 1 Other
## 6359 1 Other
## 6360 1 Other
## 6361 3 Potential Loyalists
## 6362 1 Lost Customers
## 6363 3 Potential Loyalists
## 6364 1 Other
## 6365 2 Other
## 6366 4 Loyal Customers
## 6367 4 Loyal Customers
## 6368 1 Other
## 6369 5 Best Customers
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## 6371 1 Lost Customers
## 6372 4 Other
## 6373 4 Loyal Customers
## 6374 2 Other
## 6375 1 Other
## 6376 2 Other
## 6377 5 Potential Loyalists
## 6378 1 Other
## 6379 5 Loyal Customers
## 6380 4 Loyal Customers
## 6381 1 Other
## 6382 5 Best Customers
## 6383 2 Other
## 6384 2 Other
## 6385 5 Best Customers
## 6386 1 Other
## 6387 2 Other
## 6388 2 Other
## 6389 2 Other
## 6390 4 Potential Loyalists
## 6391 2 Other
## 6392 3 Other
## 6393 3 Potential Loyalists
## 6394 5 Loyal Customers
## 6395 2 Other
## 6396 2 Other
## 6397 3 Potential Loyalists
## 6398 3 Other
## 6399 2 Other
## 6400 2 Other
## 6401 5 Loyal Customers
## 6402 3 Other
## 6403 3 Other
## 6404 1 Lost Customers
## 6405 5 Potential Loyalists
## 6406 5 Potential Loyalists
## 6407 3 Other
## 6408 3 Potential Loyalists
## 6409 5 Best Customers
## 6410 2 Other
## 6411 5 Best Customers
## 6412 3 Potential Loyalists
## 6413 2 Other
## 6414 2 Other
## 6415 5 Loyal Customers
## 6416 4 Loyal Customers
## 6417 5 Other
## 6418 5 Best Customers
## 6419 4 Potential Loyalists
## 6420 1 Other
## 6421 4 Loyal Customers
## 6422 4 Potential Loyalists
## 6423 5 Loyal Customers
## 6424 1 Other
## 6425 3 Other
## 6426 2 Other
## 6427 4 Potential Loyalists
## 6428 2 Other
## 6429 5 Loyal Customers
## 6430 2 Other
## 6431 3 Other
## 6432 5 Loyal Customers
## 6433 3 Potential Loyalists
## 6434 1 Other
## 6435 2 Other
## 6436 2 Other
## 6437 4 Loyal Customers
## 6438 1 Lost Customers
## 6439 3 Potential Loyalists
## 6440 3 Other
## 6441 1 Other
## 6442 4 Loyal Customers
## 6443 5 Loyal Customers
## 6444 1 Other
## 6445 4 Loyal Customers
## 6446 2 Other
## 6447 2 Other
## 6448 1 Other
## 6449 5 Potential Loyalists
## 6450 1 Other
## 6451 1 Other
## 6452 5 Loyal Customers
## 6453 5 Best Customers
## 6454 1 Lost Customers
## 6455 4 Potential Loyalists
## 6456 4 Potential Loyalists
## 6457 1 Other
## 6458 4 Loyal Customers
## 6459 4 Other
## 6460 5 Loyal Customers
## 6461 3 Other
## 6462 4 Loyal Customers
## 6463 5 Loyal Customers
## 6464 4 Potential Loyalists
## 6465 5 Loyal Customers
## 6466 2 Other
## 6467 5 Loyal Customers
## 6468 4 Potential Loyalists
## 6469 5 Loyal Customers
## 6470 2 Other
## 6471 4 Other
## 6472 5 Loyal Customers
## 6473 3 Other
## 6474 3 Potential Loyalists
## 6475 3 Other
## 6476 4 Loyal Customers
## 6477 3 Potential Loyalists
## 6478 4 Potential Loyalists
## 6479 1 Other
## 6480 1 Lost Customers
## 6481 1 Other
## 6482 4 Loyal Customers
## 6483 2 Other
## 6484 2 Other
## 6485 2 Other
## 6486 3 Potential Loyalists
## 6487 1 Lost Customers
## 6488 2 Other
## 6489 2 Other
## 6490 5 Potential Loyalists
## 6491 3 Potential Loyalists
## 6492 1 Other
## 6493 5 Loyal Customers
## 6494 1 Other
## 6495 3 Potential Loyalists
## 6496 3 Potential Loyalists
## 6497 1 Other
## 6498 3 Other
## 6499 4 Loyal Customers
## 6500 3 Potential Loyalists
## 6501 3 Potential Loyalists
## 6502 3 Other
## 6503 2 Other
## 6504 2 Other
## 6505 5 Loyal Customers
## 6506 1 Other
## 6507 5 Loyal Customers
## 6508 3 Other
## 6509 1 Other
## 6510 1 Lost Customers
## 6511 2 Other
## 6512 4 Potential Loyalists
## 6513 1 Other
## 6514 1 Other
## 6515 1 Lost Customers
## 6516 4 Loyal Customers
## 6517 4 Other
## 6518 3 Potential Loyalists
## 6519 4 Loyal Customers
## 6520 1 Lost Customers
## 6521 1 Lost Customers
## 6522 5 Best Customers
## 6523 1 Lost Customers
## 6524 3 Other
## 6525 1 Other
## 6526 3 Potential Loyalists
## 6527 5 Loyal Customers
## 6528 2 Other
## 6529 3 Potential Loyalists
## 6530 5 Potential Loyalists
## 6531 2 Other
## 6532 4 Other
## 6533 1 Other
## 6534 2 Other
## 6535 4 Loyal Customers
## 6536 3 Other
## 6537 2 Other
## 6538 3 Other
## 6539 2 Other
## 6540 5 Loyal Customers
## 6541 3 Other
## 6542 2 Other
## 6543 5 Best Customers
## 6544 2 Other
## 6545 2 Other
## 6546 3 Other
## 6547 4 Loyal Customers
## 6548 3 Potential Loyalists
## 6549 4 Potential Loyalists
## 6550 4 Loyal Customers
## 6551 1 Lost Customers
## 6552 4 Potential Loyalists
## 6553 5 Loyal Customers
## 6554 5 Potential Loyalists
## 6555 4 Loyal Customers
## 6556 3 Potential Loyalists
## 6557 5 Other
## 6558 2 Other
## 6559 5 Best Customers
## 6560 4 Potential Loyalists
## 6561 5 Potential Loyalists
## 6562 1 Other
## 6563 1 Other
## 6564 4 Other
## 6565 3 Other
## 6566 4 Other
## 6567 1 Other
## 6568 2 Other
## 6569 4 Loyal Customers
## 6570 1 Other
## 6571 2 Other
## 6572 5 Best Customers
## 6573 3 Other
## 6574 2 Other
## 6575 2 Other
## 6576 2 Other
## 6577 5 Best Customers
## 6578 4 Other
## 6579 5 Loyal Customers
## 6580 1 Lost Customers
## 6581 3 Potential Loyalists
## 6582 1 Other
## 6583 1 Other
## 6584 1 Other
## 6585 1 Other
## 6586 2 Other
## 6587 4 Potential Loyalists
## 6588 2 Other
## 6589 3 Potential Loyalists
## 6590 4 Potential Loyalists
## 6591 3 Potential Loyalists
## 6592 2 Other
## 6593 3 Potential Loyalists
## 6594 1 Other
## 6595 4 Loyal Customers
## 6596 1 Other
## 6597 3 Other
## 6598 4 Loyal Customers
## 6599 2 Other
## 6600 4 Other
## 6601 1 Other
## 6602 1 Other
## 6603 5 Best Customers
## 6604 4 Potential Loyalists
## 6605 2 Other
## 6606 4 Potential Loyalists
## 6607 3 Potential Loyalists
## 6608 2 Other
## 6609 4 Other
## 6610 4 Other
## 6611 1 Other
## 6612 4 Loyal Customers
## 6613 4 Loyal Customers
## 6614 5 Loyal Customers
## 6615 2 Other
## 6616 1 Other
## 6617 2 Other
## 6618 4 Loyal Customers
## 6619 1 Other
## 6620 1 Other
## 6621 3 Potential Loyalists
## 6622 2 Other
## 6623 5 Best Customers
## 6624 4 Other
## 6625 5 Loyal Customers
## 6626 5 Loyal Customers
## 6627 5 Loyal Customers
## 6628 3 Other
## 6629 5 Best Customers
## 6630 5 Loyal Customers
## 6631 1 Lost Customers
## 6632 2 Other
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## 6634 2 Other
## 6635 4 Loyal Customers
## 6636 3 Potential Loyalists
## 6637 3 Potential Loyalists
## 6638 4 Loyal Customers
## 6639 4 Loyal Customers
## 6640 5 Other
## 6641 2 Other
## 6642 4 Potential Loyalists
## 6643 3 Other
## 6644 4 Loyal Customers
## 6645 1 Other
## 6646 5 Best Customers
## 6647 4 Other
## 6648 2 Other
## 6649 5 Loyal Customers
## 6650 1 Other
## 6651 2 Other
## 6652 1 Lost Customers
## 6653 2 Other
## 6654 4 Loyal Customers
## 6655 4 Potential Loyalists
## 6656 2 Other
## 6657 4 Potential Loyalists
## 6658 1 Lost Customers
## 6659 2 Other
## 6660 5 Best Customers
## 6661 4 Loyal Customers
## 6662 4 Other
## 6663 2 Other
## 6664 1 Other
## 6665 1 Lost Customers
## 6666 1 Other
## 6667 3 Potential Loyalists
## 6668 4 Potential Loyalists
## 6669 3 Potential Loyalists
## 6670 3 Potential Loyalists
## 6671 3 Potential Loyalists
## 6672 4 Potential Loyalists
## 6673 2 Other
## 6674 4 Loyal Customers
## 6675 3 Other
## 6676 1 Other
## 6677 4 Loyal Customers
## 6678 4 Other
## 6679 4 Loyal Customers
## 6680 5 Loyal Customers
## 6681 5 Best Customers
## 6682 2 Other
## 6683 1 Other
## 6684 5 Best Customers
## 6685 1 Other
## 6686 2 Other
## 6687 3 Potential Loyalists
## 6688 1 Other
## 6689 2 Other
## 6690 3 Other
## 6691 1 Lost Customers
## 6692 5 Potential Loyalists
## 6693 4 Other
## 6694 4 Other
## 6695 3 Potential Loyalists
## 6696 5 Best Customers
## 6697 2 Other
## 6698 2 Other
## 6699 4 Potential Loyalists
## 6700 2 Other
## 6701 1 Other
## 6702 1 Other
## 6703 5 Best Customers
## 6704 4 Potential Loyalists
## 6705 5 Loyal Customers
## 6706 2 Other
## 6707 3 Potential Loyalists
## 6708 2 Other
## 6709 2 Other
## 6710 3 Potential Loyalists
## 6711 2 Other
## 6712 3 Potential Loyalists
## 6713 2 Other
## 6714 5 Potential Loyalists
## 6715 4 Loyal Customers
## 6716 4 Other
## 6717 5 Loyal Customers
## 6718 3 Potential Loyalists
## 6719 4 Loyal Customers
## 6720 3 Potential Loyalists
## 6721 3 Other
## 6722 1 Other
## 6723 2 Other
## 6724 4 Other
## 6725 2 Other
## 6726 3 Other
## 6727 1 Lost Customers
## 6728 4 Other
## 6729 5 Loyal Customers
## 6730 3 Potential Loyalists
## 6731 5 Other
## 6732 5 Loyal Customers
## 6733 5 Loyal Customers
## 6734 3 Other
## 6735 1 Other
## 6736 1 Other
## 6737 3 Other
## 6738 2 Other
## 6739 5 Other
## 6740 3 Other
## 6741 4 Loyal Customers
## 6742 2 Other
## 6743 1 Other
## 6744 4 Loyal Customers
## 6745 1 Lost Customers
## 6746 5 Loyal Customers
## 6747 1 Lost Customers
## 6748 3 Potential Loyalists
## 6749 5 Loyal Customers
## 6750 3 Potential Loyalists
## 6751 1 Other
## 6752 5 Potential Loyalists
## 6753 4 Loyal Customers
## 6754 2 Other
## 6755 2 Other
## 6756 2 Other
## 6757 4 Loyal Customers
## 6758 2 Other
## 6759 1 Other
## 6760 5 Loyal Customers
## 6761 5 Best Customers
## 6762 3 Potential Loyalists
## 6763 3 Other
## 6764 3 Potential Loyalists
## 6765 1 Other
## 6766 4 Loyal Customers
## 6767 2 Other
## 6768 3 Potential Loyalists
## 6769 4 Other
## 6770 4 Potential Loyalists
## 6771 2 Other
## 6772 3 Potential Loyalists
## 6773 2 Other
## 6774 2 Other
## 6775 1 Lost Customers
## 6776 3 Potential Loyalists
## 6777 3 Other
## 6778 4 Loyal Customers
## 6779 2 Other
## 6780 3 Potential Loyalists
## 6781 3 Potential Loyalists
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## 6783 2 Other
## 6784 2 Other
## 6785 1 Other
## 6786 5 Other
## 6787 2 Other
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## 6789 1 Other
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## 6793 2 Other
## 6794 2 Other
## 6795 1 Other
## 6796 3 Other
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## 6799 2 Other
## 6800 2 Other
## 6801 2 Other
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## 6805 3 Other
## 6806 1 Other
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## 6808 2 Other
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## 6810 1 Other
## 6811 2 Other
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## 6814 2 Other
## 6815 4 Other
## 6816 1 Lost Customers
## 6817 1 Other
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## 6819 2 Other
## 6820 2 Other
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## 6822 1 Other
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## 6825 3 Other
## 6826 4 Loyal Customers
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## 6828 1 Other
## 6829 2 Other
## 6830 2 Other
## 6831 5 Best Customers
## 6832 2 Other
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## 6834 2 Other
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## 6836 2 Other
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## 6842 5 Other
## 6843 3 Other
## 6844 1 Other
## 6845 4 Potential Loyalists
## 6846 1 Other
## 6847 3 Potential Loyalists
## 6848 3 Other
## 6849 2 Other
## 6850 4 Loyal Customers
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## 6852 4 Loyal Customers
## 6853 4 Loyal Customers
## 6854 3 Potential Loyalists
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## 6856 5 Loyal Customers
## 6857 1 Other
## 6858 4 Potential Loyalists
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## 6863 2 Other
## 6864 2 Other
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## 6871 1 Other
## 6872 3 Other
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## 6874 4 Loyal Customers
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## 6877 1 Other
## 6878 3 Other
## 6879 1 Other
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## 6881 2 Other
## 6882 2 Other
## 6883 3 Other
## 6884 4 Loyal Customers
## 6885 2 Other
## 6886 4 Potential Loyalists
## 6887 4 Potential Loyalists
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## 6892 2 Other
## 6893 4 Other
## 6894 2 Other
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## 6897 2 Other
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## 6899 1 Other
## 6900 2 Other
## 6901 2 Other
## 6902 2 Other
## 6903 3 Other
## 6904 2 Other
## 6905 1 Other
## 6906 4 Other
## 6907 3 Other
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## 6910 2 Other
## 6911 1 Other
## 6912 1 Other
## 6913 3 Other
## 6914 2 Other
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## 6916 2 Other
## 6917 2 Other
## 6918 2 Other
## 6919 2 Other
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## 6922 1 Other
## 6923 2 Other
## 6924 3 Other
## 6925 2 Other
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## 6933 1 Other
## 6934 4 Other
## 6935 1 Other
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## 6937 3 Potential Loyalists
## 6938 1 Other
## 6939 1 Other
## 6940 4 Potential Loyalists
## 6941 3 Other
## 6942 4 Potential Loyalists
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## 6945 2 Other
## 6946 3 Other
## 6947 1 Other
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## 6954 4 Other
## 6955 3 Other
## 6956 2 Other
## 6957 3 Other
## 6958 1 Other
## 6959 1 Other
## 6960 3 Other
## 6961 3 Potential Loyalists
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## 6963 1 Other
## 6964 5 Loyal Customers
## 6965 4 Other
## 6966 2 Other
## 6967 1 Other
## 6968 5 Loyal Customers
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## 6970 2 Other
## 6971 2 Other
## 6972 4 Other
## 6973 4 Potential Loyalists
## 6974 3 Potential Loyalists
## 6975 4 Potential Loyalists
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## 6978 1 Other
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## 6981 3 Other
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## 6986 2 Other
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## 6993 2 Other
## 6994 2 Other
## 6995 3 Potential Loyalists
## 6996 3 Other
## 6997 2 Other
## 6998 2 Other
## 6999 3 Potential Loyalists
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## 7012 2 Other
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## 7017 1 Lost Customers
## 7018 1 Other
## 7019 1 Other
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## 7021 2 Other
## 7022 1 Other
## 7023 3 Other
## 7024 2 Other
## 7025 3 Potential Loyalists
## 7026 2 Other
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## 7029 2 Other
## 7030 2 Other
## 7031 1 Other
## 7032 3 Potential Loyalists
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## 7037 2 Other
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## 7039 2 Other
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## 7042 4 Other
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## 7052 4 Other
## 7053 2 Other
## 7054 2 Other
## 7055 2 Other
## 7056 1 Other
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## 7058 2 Other
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## 7060 4 Other
## 7061 2 Other
## 7062 2 Other
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## 7070 2 Other
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## 7073 1 Other
## 7074 2 Other
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## 7077 1 Other
## 7078 3 Other
## 7079 3 Other
## 7080 1 Other
## 7081 2 Other
## 7082 1 Lost Customers
## 7083 2 Other
## 7084 2 Other
## 7085 4 Other
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## 7087 2 Other
## 7088 4 Loyal Customers
## 7089 1 Other
## 7090 2 Other
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## 7092 2 Other
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## 7096 5 Other
## 7097 4 Potential Loyalists
## 7098 1 Other
## 7099 4 Potential Loyalists
## 7100 1 Other
## 7101 2 Other
## 7102 2 Other
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## 7108 2 Other
## 7109 3 Other
## 7110 4 Other
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## 7113 1 Other
## 7114 2 Other
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## 7116 1 Other
## 7117 3 Potential Loyalists
## 7118 2 Other
## 7119 1 Other
## 7120 2 Other
## 7121 2 Other
## 7122 3 Other
## 7123 3 Other
## 7124 3 Potential Loyalists
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## 7128 3 Other
## 7129 4 Potential Loyalists
## 7130 2 Other
## 7131 3 Other
## 7132 2 Other
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## 7134 1 Other
## 7135 4 Other
## 7136 1 Other
## 7137 3 Other
## 7138 1 Other
## 7139 4 Other
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## 7141 2 Other
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## 7143 2 Other
## 7144 1 Other
## 7145 4 Potential Loyalists
## 7146 5 Other
## 7147 4 Other
## 7148 1 Lost Customers
## 7149 2 Other
## 7150 5 Other
## 7151 2 Other
## 7152 4 Potential Loyalists
## 7153 1 Other
## 7154 4 Potential Loyalists
## 7155 3 Other
## 7156 2 Other
## 7157 2 Other
## 7158 1 Other
## 7159 1 Other
## 7160 2 Other
## 7161 1 Other
## 7162 1 Other
## 7163 4 Other
## 7164 2 Other
## 7165 2 Other
## 7166 3 Other
## 7167 2 Other
## 7168 5 Loyal Customers
## 7169 2 Other
## 7170 1 Other
## 7171 3 Potential Loyalists
## 7172 1 Lost Customers
## 7173 4 Loyal Customers
## 7174 4 Loyal Customers
## 7175 5 Best Customers
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## 7178 1 Other
## 7179 3 Other
## 7180 2 Other
## 7181 1 Other
## 7182 3 Other
## 7183 1 Other
## 7184 2 Other
## 7185 4 Loyal Customers
## 7186 4 Other
## 7187 4 Loyal Customers
## 7188 5 Potential Loyalists
## 7189 3 Other
## 7190 4 Potential Loyalists
## 7191 4 Potential Loyalists
## 7192 2 Other
## 7193 4 Loyal Customers
## 7194 1 Other
## 7195 5 Best Customers
## 7196 4 Other
## 7197 4 Other
## 7198 5 Best Customers
## 7199 1 Other
## 7200 1 Other
## 7201 3 Potential Loyalists
## 7202 2 Other
## 7203 3 Other
## 7204 2 Other
## 7205 5 Loyal Customers
## 7206 3 Potential Loyalists
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## 7208 5 Potential Loyalists
## 7209 2 Other
## 7210 5 Best Customers
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## 7212 4 Loyal Customers
## 7213 2 Other
## 7214 1 Lost Customers
## 7215 3 Other
## 7216 3 Other
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## 7218 5 Potential Loyalists
## 7219 5 Loyal Customers
## 7220 5 Loyal Customers
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## 7222 2 Other
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## 7224 1 Lost Customers
## 7225 2 Other
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## 7232 4 Potential Loyalists
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## 7234 3 Potential Loyalists
## 7235 2 Other
## 7236 3 Potential Loyalists
## 7237 5 Best Customers
## 7238 4 Potential Loyalists
## 7239 5 Potential Loyalists
## 7240 3 Potential Loyalists
## 7241 4 Loyal Customers
## 7242 4 Loyal Customers
## 7243 5 Loyal Customers
## 7244 1 Lost Customers
## 7245 1 Lost Customers
## 7246 3 Potential Loyalists
## 7247 4 Loyal Customers
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## 7250 4 Other
## 7251 2 Other
## 7252 3 Other
## 7253 3 Potential Loyalists
## 7254 4 Potential Loyalists
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## 7256 4 Loyal Customers
## 7257 3 Potential Loyalists
## 7258 4 Potential Loyalists
## 7259 3 Potential Loyalists
## 7260 3 Potential Loyalists
## 7261 3 Potential Loyalists
## 7262 5 Loyal Customers
## 7263 3 Potential Loyalists
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## 7265 4 Other
## 7266 1 Other
## 7267 5 Loyal Customers
## 7268 4 Other
## 7269 3 Potential Loyalists
## 7270 1 Other
## 7271 5 Best Customers
## 7272 1 Lost Customers
## 7273 3 Potential Loyalists
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## 7275 1 Lost Customers
## 7276 3 Potential Loyalists
## 7277 4 Potential Loyalists
## 7278 3 Potential Loyalists
## 7279 2 Other
## 7280 1 Other
## 7281 4 Loyal Customers
## 7282 4 Loyal Customers
## 7283 3 Other
## 7284 1 Other
## 7285 3 Other
## 7286 3 Other
## 7287 2 Other
## 7288 3 Potential Loyalists
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## 7290 3 Other
## 7291 5 Loyal Customers
## 7292 1 Other
## 7293 5 Best Customers
## 7294 5 Best Customers
## 7295 5 Best Customers
## 7296 5 Best Customers
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## 7299 2 Other
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## 7303 1 Lost Customers
## 7304 1 Other
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## 7306 3 Potential Loyalists
## 7307 4 Potential Loyalists
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## 7309 3 Potential Loyalists
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## 7311 2 Other
## 7312 2 Other
## 7313 3 Potential Loyalists
## 7314 2 Other
## 7315 4 Other
## 7316 3 Potential Loyalists
## 7317 2 Other
## 7318 4 Potential Loyalists
## 7319 2 Other
## 7320 4 Other
## 7321 3 Other
## 7322 1 Other
## 7323 3 Potential Loyalists
## 7324 3 Potential Loyalists
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## 7326 1 Lost Customers
## 7327 4 Other
## 7328 1 Other
## 7329 1 Other
## 7330 3 Potential Loyalists
## 7331 5 Potential Loyalists
## 7332 4 Potential Loyalists
## 7333 1 Other
## 7334 3 Potential Loyalists
## 7335 1 Other
## 7336 4 Potential Loyalists
## 7337 4 Other
## 7338 3 Other
## 7339 3 Other
## 7340 1 Other
## 7341 2 Other
## 7342 2 Other
## 7343 3 Other
## 7344 3 Potential Loyalists
## 7345 3 Potential Loyalists
## 7346 3 Other
## 7347 2 Other
## 7348 2 Other
## 7349 3 Other
## 7350 2 Other
## 7351 2 Other
## 7352 4 Other
## 7353 4 Loyal Customers
## 7354 1 Lost Customers
## 7355 2 Other
## 7356 1 Lost Customers
## 7357 1 Other
## 7358 5 Potential Loyalists
## 7359 2 Other
## 7360 5 Potential Loyalists
## 7361 1 Other
## 7362 4 Other
## 7363 2 Other
## 7364 3 Other
## 7365 3 Potential Loyalists
## 7366 2 Other
## 7367 1 Other
## 7368 2 Other
## 7369 4 Other
## 7370 5 Loyal Customers
## 7371 4 Loyal Customers
## 7372 5 Other
## 7373 5 Loyal Customers
## 7374 2 Other
## 7375 2 Other
## 7376 2 Other
## 7377 3 Other
## 7378 2 Other
## 7379 4 Other
## 7380 3 Potential Loyalists
## 7381 2 Other
## 7382 3 Other
## 7383 4 Potential Loyalists
## 7384 2 Other
## 7385 2 Other
## 7386 4 Other
## 7387 5 Best Customers
## 7388 3 Other
## 7389 5 Loyal Customers
## 7390 2 Other
## 7391 5 Best Customers
## 7392 1 Other
## 7393 3 Other
## 7394 4 Other
## 7395 1 Other
## 7396 1 Other
## 7397 4 Other
## 7398 4 Loyal Customers
## 7399 4 Other
## 7400 1 Other
## 7401 4 Loyal Customers
## 7402 5 Other
## 7403 3 Potential Loyalists
## 7404 2 Other
## 7405 2 Other
## 7406 3 Potential Loyalists
## 7407 3 Other
## 7408 3 Potential Loyalists
## 7409 4 Other
## 7410 1 Other
## 7411 3 Other
## 7412 3 Other
## 7413 1 Other
## 7414 4 Potential Loyalists
## 7415 3 Potential Loyalists
## 7416 3 Potential Loyalists
## 7417 4 Loyal Customers
## 7418 4 Loyal Customers
## 7419 3 Potential Loyalists
## 7420 4 Loyal Customers
## 7421 1 Other
## 7422 4 Other
## 7423 5 Best Customers
## 7424 4 Loyal Customers
## 7425 3 Other
## 7426 4 Loyal Customers
## 7427 5 Potential Loyalists
## 7428 3 Other
## 7429 4 Potential Loyalists
## 7430 1 Other
## 7431 3 Other
## 7432 1 Other
## 7433 5 Other
## 7434 4 Loyal Customers
## 7435 2 Other
## 7436 2 Other
## 7437 2 Other
## 7438 3 Other
## 7439 2 Other
## 7440 2 Other
## 7441 3 Potential Loyalists
## 7442 4 Loyal Customers
## 7443 4 Other
## 7444 5 Other
## 7445 4 Loyal Customers
## 7446 1 Other
## 7447 2 Other
## 7448 1 Other
## 7449 5 Loyal Customers
## 7450 1 Other
## 7451 4 Potential Loyalists
## 7452 3 Other
## 7453 3 Potential Loyalists
## 7454 1 Other
## 7455 3 Other
## 7456 5 Best Customers
## 7457 2 Other
## 7458 3 Other
## 7459 4 Potential Loyalists
## 7460 5 Best Customers
## 7461 2 Other
## 7462 3 Potential Loyalists
## 7463 2 Other
## 7464 5 Other
## 7465 5 Other
## 7466 1 Lost Customers
## 7467 2 Other
## 7468 4 Loyal Customers
## 7469 3 Other
## 7470 2 Other
## 7471 5 Other
## 7472 2 Other
## 7473 1 Other
## 7474 2 Other
## 7475 5 Loyal Customers
## 7476 5 Best Customers
## 7477 2 Other
## 7478 3 Other
## 7479 1 Lost Customers
## 7480 3 Potential Loyalists
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## 7482 5 Best Customers
## 7483 3 Potential Loyalists
## 7484 5 Loyal Customers
## 7485 4 Loyal Customers
## 7486 1 Other
## 7487 4 Loyal Customers
## 7488 1 Lost Customers
## 7489 5 Loyal Customers
## 7490 4 Loyal Customers
## 7491 3 Other
## 7492 4 Potential Loyalists
## 7493 1 Other
## 7494 4 Other
## 7495 1 Other
## 7496 5 Loyal Customers
## 7497 5 Loyal Customers
## 7498 2 Other
## 7499 1 Other
## 7500 4 Loyal Customers
## 7501 3 Potential Loyalists
## 7502 3 Other
## 7503 2 Other
## 7504 1 Other
## 7505 5 Loyal Customers
## 7506 4 Other
## 7507 4 Loyal Customers
## 7508 3 Potential Loyalists
## 7509 4 Loyal Customers
## 7510 4 Other
## 7511 1 Lost Customers
## 7512 1 Other
## 7513 2 Other
## 7514 1 Other
## 7515 3 Other
## 7516 3 Other
## 7517 2 Other
## 7518 1 Other
## 7519 1 Lost Customers
## 7520 2 Other
## 7521 5 Other
## 7522 4 Other
## 7523 1 Other
## 7524 3 Other
## 7525 4 Other
## 7526 4 Loyal Customers
## 7527 2 Other
## 7528 3 Other
## 7529 4 Loyal Customers
## 7530 5 Best Customers
## 7531 1 Other
## 7532 2 Other
## 7533 4 Other
## 7534 5 Best Customers
## 7535 1 Other
## 7536 4 Potential Loyalists
## 7537 3 Other
## 7538 2 Other
## 7539 1 Other
## 7540 1 Other
## 7541 2 Other
## 7542 4 Other
## 7543 4 Loyal Customers
## 7544 5 Best Customers
## 7545 5 Best Customers
## 7546 3 Other
## 7547 1 Other
## 7548 3 Potential Loyalists
## 7549 2 Other
## 7550 3 Potential Loyalists
## 7551 1 Other
## 7552 2 Other
## 7553 5 Potential Loyalists
## 7554 2 Other
## 7555 1 Other
## 7556 1 Other
## 7557 5 Loyal Customers
## 7558 4 Potential Loyalists
## 7559 1 Lost Customers
## 7560 5 Best Customers
## 7561 5 Other
## 7562 2 Other
## 7563 2 Other
## 7564 2 Other
## 7565 4 Loyal Customers
## 7566 4 Other
## 7567 1 Other
## 7568 4 Loyal Customers
## 7569 1 Lost Customers
## 7570 4 Loyal Customers
## 7571 4 Other
## 7572 5 Best Customers
## 7573 1 Other
## 7574 3 Potential Loyalists
## 7575 1 Other
## 7576 2 Other
## 7577 4 Other
## 7578 4 Potential Loyalists
## 7579 3 Potential Loyalists
## 7580 5 Best Customers
## 7581 3 Other
## 7582 4 Potential Loyalists
## 7583 4 Other
## 7584 4 Loyal Customers
## 7585 4 Loyal Customers
## 7586 5 Loyal Customers
## 7587 2 Other
## 7588 4 Loyal Customers
## 7589 4 Loyal Customers
## 7590 3 Potential Loyalists
## 7591 2 Other
## 7592 3 Potential Loyalists
## 7593 5 Best Customers
## 7594 5 Loyal Customers
## 7595 3 Potential Loyalists
## 7596 5 Best Customers
## 7597 1 Other
## 7598 1 Other
## 7599 3 Potential Loyalists
## 7600 2 Other
## 7601 2 Other
## 7602 2 Other
## 7603 1 Other
## 7604 4 Potential Loyalists
## 7605 2 Other
## 7606 1 Other
## 7607 5 Best Customers
## 7608 1 Lost Customers
## 7609 5 Best Customers
## 7610 1 Other
## 7611 1 Other
## 7612 2 Other
## 7613 3 Other
## 7614 1 Other
## 7615 5 Potential Loyalists
## 7616 1 Lost Customers
## 7617 2 Other
## 7618 4 Potential Loyalists
## 7619 4 Loyal Customers
## 7620 5 Loyal Customers
## 7621 5 Loyal Customers
## 7622 4 Loyal Customers
## 7623 2 Other
## 7624 2 Other
## 7625 4 Other
## 7626 3 Potential Loyalists
## 7627 2 Other
## 7628 2 Other
## 7629 5 Potential Loyalists
## 7630 5 Best Customers
## 7631 3 Other
## 7632 2 Other
## 7633 5 Loyal Customers
## 7634 3 Potential Loyalists
## 7635 4 Potential Loyalists
## 7636 2 Other
## 7637 2 Other
## 7638 4 Potential Loyalists
## 7639 1 Other
## 7640 2 Other
## 7641 3 Potential Loyalists
## 7642 2 Other
## 7643 4 Loyal Customers
## 7644 5 Best Customers
## 7645 2 Other
## 7646 4 Potential Loyalists
## 7647 2 Other
## 7648 3 Other
## 7649 5 Other
## 7650 3 Potential Loyalists
## 7651 5 Best Customers
## 7652 1 Other
## 7653 5 Best Customers
## 7654 4 Other
## 7655 1 Other
## 7656 4 Other
## 7657 1 Other
## 7658 5 Potential Loyalists
## 7659 1 Other
## 7660 4 Potential Loyalists
## 7661 5 Potential Loyalists
## 7662 4 Loyal Customers
## 7663 5 Other
## 7664 4 Other
## 7665 1 Other
## 7666 3 Other
## 7667 4 Other
## 7668 4 Potential Loyalists
## 7669 1 Other
## 7670 3 Potential Loyalists
## 7671 4 Other
## 7672 3 Potential Loyalists
## 7673 4 Other
## 7674 4 Loyal Customers
## 7675 4 Loyal Customers
## 7676 2 Other
## 7677 2 Other
## 7678 3 Other
## 7679 4 Other
## 7680 3 Potential Loyalists
## 7681 5 Best Customers
## 7682 3 Potential Loyalists
## 7683 2 Other
## 7684 5 Loyal Customers
## 7685 2 Other
## 7686 5 Best Customers
## 7687 1 Other
## 7688 4 Other
## 7689 5 Potential Loyalists
## 7690 4 Other
## 7691 3 Other
## 7692 5 Loyal Customers
## 7693 2 Other
## 7694 3 Potential Loyalists
## 7695 4 Loyal Customers
## 7696 4 Loyal Customers
## 7697 3 Potential Loyalists
## 7698 1 Lost Customers
## 7699 4 Loyal Customers
## 7700 2 Other
## 7701 4 Loyal Customers
## 7702 2 Other
## 7703 4 Other
## 7704 1 Lost Customers
## 7705 2 Other
## 7706 1 Lost Customers
## 7707 4 Loyal Customers
## 7708 1 Lost Customers
## 7709 5 Potential Loyalists
## 7710 5 Best Customers
## 7711 2 Other
## 7712 1 Lost Customers
## 7713 4 Potential Loyalists
## 7714 5 Loyal Customers
## 7715 3 Potential Loyalists
## 7716 1 Other
## 7717 4 Potential Loyalists
## 7718 2 Other
## 7719 5 Loyal Customers
## 7720 2 Other
## 7721 3 Potential Loyalists
## 7722 5 Best Customers
## 7723 4 Other
## 7724 3 Potential Loyalists
## 7725 5 Potential Loyalists
## 7726 5 Loyal Customers
## 7727 3 Potential Loyalists
## 7728 1 Other
## 7729 5 Best Customers
## 7730 4 Other
## 7731 3 Other
## 7732 4 Other
## 7733 4 Loyal Customers
## 7734 2 Other
## 7735 1 Other
## 7736 5 Loyal Customers
## 7737 3 Potential Loyalists
## 7738 5 Loyal Customers
## 7739 5 Best Customers
## 7740 2 Other
## 7741 4 Other
## 7742 2 Other
## 7743 4 Potential Loyalists
## 7744 1 Lost Customers
## 7745 2 Other
## 7746 5 Best Customers
## 7747 2 Other
## 7748 3 Potential Loyalists
## 7749 2 Other
## 7750 4 Loyal Customers
## 7751 5 Loyal Customers
## 7752 5 Best Customers
## 7753 5 Best Customers
## 7754 5 Loyal Customers
## 7755 5 Other
## 7756 1 Lost Customers
## 7757 2 Other
## 7758 3 Potential Loyalists
## 7759 2 Other
## 7760 1 Other
## 7761 2 Other
## 7762 5 Best Customers
## 7763 4 Loyal Customers
## 7764 4 Potential Loyalists
## 7765 2 Other
## 7766 3 Potential Loyalists
## 7767 1 Other
## 7768 3 Potential Loyalists
## 7769 1 Other
## 7770 2 Other
## 7771 2 Other
## 7772 1 Other
## 7773 4 Potential Loyalists
## 7774 4 Potential Loyalists
## 7775 4 Other
## 7776 4 Loyal Customers
## 7777 2 Other
## 7778 4 Loyal Customers
## 7779 1 Other
## 7780 1 Other
## 7781 4 Loyal Customers
## 7782 5 Best Customers
## 7783 4 Potential Loyalists
## 7784 2 Other
## 7785 4 Potential Loyalists
## 7786 5 Potential Loyalists
## 7787 3 Other
## 7788 1 Other
## 7789 5 Best Customers
## 7790 2 Other
## 7791 3 Other
## 7792 3 Potential Loyalists
## 7793 2 Other
## 7794 3 Potential Loyalists
## 7795 4 Potential Loyalists
## 7796 3 Other
## 7797 3 Other
## 7798 2 Other
## 7799 3 Other
## 7800 4 Potential Loyalists
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## 7803 4 Other
## 7804 4 Loyal Customers
## 7805 4 Other
## 7806 3 Other
## 7807 1 Other
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## 7812 1 Other
## 7813 3 Other
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## 7815 2 Other
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## 7819 2 Other
## 7820 2 Other
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## 7822 1 Other
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## 7826 1 Other
## 7827 1 Other
## 7828 1 Other
## 7829 2 Other
## 7830 2 Other
## 7831 4 Loyal Customers
## 7832 1 Other
## 7833 5 Loyal Customers
## 7834 3 Potential Loyalists
## 7835 3 Other
## 7836 2 Other
## 7837 2 Other
## 7838 3 Potential Loyalists
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## 7842 4 Potential Loyalists
## 7843 4 Loyal Customers
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## 7849 1 Other
## 7850 2 Other
## 7851 1 Other
## 7852 3 Other
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## 7854 1 Other
## 7855 4 Potential Loyalists
## 7856 3 Potential Loyalists
## 7857 5 Other
## 7858 4 Other
## 7859 2 Other
## 7860 1 Other
## 7861 2 Other
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## 7864 2 Other
## 7865 2 Other
## 7866 1 Other
## 7867 2 Other
## 7868 2 Other
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## 7871 2 Other
## 7872 4 Loyal Customers
## 7873 2 Other
## 7874 3 Potential Loyalists
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## 7878 1 Other
## 7879 4 Other
## 7880 3 Other
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## 7884 1 Other
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## 7887 4 Other
## 7888 1 Other
## 7889 1 Lost Customers
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## 7891 3 Other
## 7892 2 Other
## 7893 4 Potential Loyalists
## 7894 3 Other
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## 7896 3 Potential Loyalists
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## 7898 1 Other
## 7899 5 Other
## 7900 3 Other
## 7901 3 Potential Loyalists
## 7902 3 Potential Loyalists
## 7903 3 Other
## 7904 1 Other
## 7905 2 Other
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## 7908 3 Other
## 7909 4 Other
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## 7911 2 Other
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## 7915 2 Other
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## 7917 2 Other
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## 7935 1 Other
## 7936 1 Other
## 7937 2 Other
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## 7944 1 Other
## 7945 1 Other
## 7946 2 Other
## 7947 1 Other
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## 7951 3 Other
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## 7953 2 Other
## 7954 2 Other
## 7955 3 Other
## 7956 4 Other
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## 7959 2 Other
## 7960 2 Other
## 7961 2 Other
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## 7964 1 Other
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## 7968 2 Other
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## 7972 1 Other
## 7973 4 Other
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## 7975 2 Other
## 7976 1 Other
## 7977 2 Other
## 7978 2 Other
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## 7986 3 Potential Loyalists
## 7987 1 Other
## 7988 1 Other
## 7989 2 Other
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## 7992 2 Other
## 7993 1 Other
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## 7998 2 Other
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## 8001 2 Other
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## 8005 2 Other
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## 8008 1 Other
## 8009 1 Lost Customers
## 8010 3 Potential Loyalists
## 8011 2 Other
## 8012 3 Other
## 8013 1 Lost Customers
## 8014 2 Other
## 8015 1 Lost Customers
## 8016 1 Lost Customers
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## 8019 4 Other
## 8020 1 Other
## 8021 4 Potential Loyalists
## 8022 3 Potential Loyalists
## 8023 2 Other
## 8024 3 Other
## 8025 4 Potential Loyalists
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## 8029 1 Other
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## 8031 1 Other
## 8032 3 Other
## 8033 3 Other
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## 8036 2 Other
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## 8038 2 Other
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## 8042 5 Best Customers
## 8043 4 Other
## 8044 4 Other
## 8045 3 Potential Loyalists
## 8046 2 Other
## 8047 3 Potential Loyalists
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## 8050 1 Other
## 8051 1 Other
## 8052 2 Other
## 8053 2 Other
## 8054 4 Potential Loyalists
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## 8059 3 Other
## 8060 2 Other
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## 8062 2 Other
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## 8068 2 Other
## 8069 2 Other
## 8070 1 Other
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## 8072 4 Other
## 8073 1 Other
## 8074 3 Potential Loyalists
## 8075 1 Other
## 8076 3 Potential Loyalists
## 8077 2 Other
## 8078 2 Other
## 8079 2 Other
## 8080 2 Other
## 8081 1 Other
## 8082 1 Other
## 8083 3 Potential Loyalists
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## 8086 4 Other
## 8087 3 Potential Loyalists
## 8088 2 Other
## 8089 4 Loyal Customers
## 8090 3 Other
## 8091 1 Other
## 8092 3 Potential Loyalists
## 8093 3 Other
## 8094 4 Loyal Customers
## 8095 1 Other
## 8096 3 Other
## 8097 3 Potential Loyalists
## 8098 3 Potential Loyalists
## 8099 3 Other
## 8100 4 Potential Loyalists
## 8101 4 Other
## 8102 5 Potential Loyalists
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## 8104 2 Other
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## 8111 2 Other
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## 8113 3 Other
## 8114 1 Other
## 8115 2 Other
## 8116 1 Other
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## 8118 2 Other
## 8119 3 Potential Loyalists
## 8120 3 Other
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## 8125 1 Other
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## 8133 2 Other
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## 8135 2 Other
## 8136 3 Other
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## 8143 3 Other
## 8144 1 Other
## 8145 1 Other
## 8146 5 Potential Loyalists
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## 8148 4 Other
## 8149 3 Other
## 8150 2 Other
## 8151 3 Other
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## 8153 4 Other
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## 8155 1 Other
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## 8159 2 Other
## 8160 1 Other
## 8161 4 Other
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## 8165 2 Other
## 8166 2 Other
## 8167 2 Other
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## 8169 1 Other
## 8170 5 Best Customers
## 8171 1 Other
## 8172 3 Other
## 8173 2 Other
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## 8176 3 Other
## 8177 4 Other
## 8178 3 Other
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## 8180 4 Other
## 8181 1 Other
## 8182 3 Potential Loyalists
## 8183 4 Other
## 8184 2 Other
## 8185 4 Loyal Customers
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## 8187 1 Other
## 8188 1 Other
## 8189 3 Other
## 8190 3 Other
## 8191 1 Other
## 8192 5 Other
## 8193 4 Loyal Customers
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## 8195 3 Potential Loyalists
## 8196 4 Other
## 8197 3 Other
## 8198 1 Other
## 8199 3 Potential Loyalists
## 8200 1 Other
## 8201 1 Lost Customers
## 8202 4 Potential Loyalists
## 8203 1 Other
## 8204 4 Potential Loyalists
## 8205 4 Potential Loyalists
## 8206 2 Other
## 8207 4 Other
## 8208 4 Potential Loyalists
## 8209 1 Other
## 8210 4 Other
## 8211 1 Lost Customers
## 8212 2 Other
## 8213 3 Potential Loyalists
## 8214 1 Other
## 8215 4 Loyal Customers
## 8216 3 Potential Loyalists
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## 8218 2 Other
## 8219 3 Other
## 8220 4 Loyal Customers
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## 8222 2 Other
## 8223 4 Other
## 8224 3 Other
## 8225 2 Other
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## 8227 2 Other
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## 8229 1 Other
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## 8232 3 Potential Loyalists
## 8233 3 Other
## 8234 4 Loyal Customers
## 8235 3 Other
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## 8237 2 Other
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## 8239 4 Other
## 8240 1 Other
## 8241 2 Other
## 8242 3 Potential Loyalists
## 8243 2 Other
## 8244 4 Loyal Customers
## 8245 5 Other
## 8246 3 Potential Loyalists
## 8247 4 Other
## 8248 4 Loyal Customers
## 8249 3 Potential Loyalists
## 8250 2 Other
## 8251 4 Loyal Customers
## 8252 3 Other
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## 8254 5 Potential Loyalists
## 8255 1 Other
## 8256 1 Other
## 8257 1 Other
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## 8260 2 Other
## 8261 5 Other
## 8262 3 Potential Loyalists
## 8263 2 Other
## 8264 3 Other
## 8265 2 Other
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## 8268 3 Other
## 8269 4 Other
## 8270 1 Other
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## 8273 1 Other
## 8274 3 Other
## 8275 3 Potential Loyalists
## 8276 3 Other
## 8277 4 Other
## 8278 2 Other
## 8279 5 Best Customers
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## 8282 2 Other
## 8283 1 Other
## 8284 3 Potential Loyalists
## 8285 1 Lost Customers
## 8286 5 Other
## 8287 5 Loyal Customers
## 8288 2 Other
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## 8290 1 Other
## 8291 5 Other
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## 8295 1 Lost Customers
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## 8297 2 Other
## 8298 1 Other
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## 8304 3 Other
## 8305 1 Other
## 8306 4 Other
## 8307 2 Other
## 8308 3 Other
## 8309 5 Other
## 8310 1 Lost Customers
## 8311 1 Other
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## 8313 1 Lost Customers
## 8314 3 Other
## 8315 3 Potential Loyalists
## 8316 2 Other
## 8317 4 Potential Loyalists
## 8318 3 Potential Loyalists
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## 8323 2 Other
## 8324 5 Loyal Customers
## 8325 4 Other
## 8326 3 Other
## 8327 1 Lost Customers
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## 8334 3 Other
## 8335 3 Potential Loyalists
## 8336 4 Other
## 8337 5 Loyal Customers
## 8338 5 Loyal Customers
## 8339 3 Potential Loyalists
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## 8343 1 Other
## 8344 2 Other
## 8345 3 Other
## 8346 2 Other
## 8347 2 Other
## 8348 4 Other
## 8349 4 Potential Loyalists
## 8350 2 Other
## 8351 5 Other
## 8352 1 Other
## 8353 2 Other
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## 8356 1 Lost Customers
## 8357 4 Loyal Customers
## 8358 1 Other
## 8359 3 Potential Loyalists
## 8360 1 Other
## 8361 3 Other
## 8362 4 Potential Loyalists
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## 8367 5 Best Customers
## 8368 3 Other
## 8369 1 Other
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## 8371 3 Other
## 8372 2 Other
## 8373 1 Lost Customers
## 8374 2 Other
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## 8376 1 Other
## 8377 1 Other
## 8378 1 Other
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## 8380 1 Other
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## 8385 3 Other
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## 8387 5 Potential Loyalists
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## 8390 5 Loyal Customers
## 8391 3 Other
## 8392 3 Other
## 8393 2 Other
## 8394 1 Other
## 8395 3 Other
## 8396 2 Other
## 8397 1 Lost Customers
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## 8402 1 Other
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## 8404 1 Other
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## 8406 4 Potential Loyalists
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## 8408 5 Best Customers
## 8409 1 Other
## 8410 2 Other
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## 8412 3 Other
## 8413 3 Other
## 8414 3 Other
## 8415 5 Potential Loyalists
## 8416 3 Other
## 8417 4 Loyal Customers
## 8418 1 Other
## 8419 3 Potential Loyalists
## 8420 4 Loyal Customers
## 8421 1 Other
## 8422 1 Lost Customers
## 8423 3 Other
## 8424 2 Other
## 8425 4 Loyal Customers
## 8426 2 Other
## 8427 3 Other
## 8428 2 Other
## 8429 1 Other
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## 8431 2 Other
## 8432 2 Other
## 8433 1 Other
## 8434 5 Loyal Customers
## 8435 5 Loyal Customers
## 8436 3 Potential Loyalists
## 8437 2 Other
## 8438 5 Potential Loyalists
## 8439 3 Potential Loyalists
## 8440 4 Other
## 8441 5 Best Customers
## 8442 1 Other
## 8443 2 Other
## 8444 4 Loyal Customers
## 8445 2 Other
## 8446 1 Other
## 8447 3 Other
## 8448 5 Other
## 8449 3 Potential Loyalists
## 8450 5 Potential Loyalists
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## 8452 3 Potential Loyalists
## 8453 1 Other
## 8454 4 Potential Loyalists
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## 8456 1 Other
## 8457 1 Other
## 8458 1 Lost Customers
## 8459 1 Other
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## 8461 1 Lost Customers
## 8462 2 Other
## 8463 2 Other
## 8464 4 Loyal Customers
## 8465 4 Loyal Customers
## 8466 1 Other
## 8467 4 Potential Loyalists
## 8468 2 Other
## 8469 1 Other
## 8470 1 Lost Customers
## 8471 1 Other
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## 8473 2 Other
## 8474 3 Potential Loyalists
## 8475 1 Lost Customers
## 8476 4 Potential Loyalists
## 8477 3 Other
## 8478 2 Other
## 8479 4 Loyal Customers
## 8480 2 Other
## 8481 5 Potential Loyalists
## 8482 3 Other
## 8483 4 Other
## 8484 3 Potential Loyalists
## 8485 5 Potential Loyalists
## 8486 2 Other
## 8487 4 Other
## 8488 5 Best Customers
## 8489 2 Other
## 8490 2 Other
## 8491 2 Other
## 8492 4 Potential Loyalists
## 8493 2 Other
## 8494 4 Other
## 8495 2 Other
## 8496 2 Other
## 8497 2 Other
## 8498 1 Lost Customers
## 8499 1 Other
## 8500 4 Other
## 8501 4 Other
## 8502 3 Other
## 8503 1 Other
## 8504 3 Potential Loyalists
## 8505 4 Loyal Customers
## 8506 4 Other
## 8507 1 Other
## 8508 1 Other
## 8509 3 Other
## 8510 2 Other
## 8511 5 Loyal Customers
## 8512 2 Other
## 8513 3 Other
## 8514 3 Other
## 8515 5 Loyal Customers
## 8516 5 Other
## 8517 1 Other
## 8518 1 Lost Customers
## 8519 1 Other
## 8520 4 Other
## 8521 4 Loyal Customers
## 8522 2 Other
## 8523 5 Best Customers
## 8524 3 Other
## 8525 4 Other
## 8526 2 Other
## 8527 5 Best Customers
## 8528 4 Other
## 8529 5 Best Customers
## 8530 2 Other
## 8531 1 Other
## 8532 5 Other
## 8533 5 Best Customers
## 8534 5 Best Customers
## 8535 4 Other
## 8536 1 Lost Customers
## 8537 4 Potential Loyalists
## 8538 4 Loyal Customers
## 8539 4 Other
## 8540 5 Best Customers
## 8541 2 Other
## 8542 4 Loyal Customers
## 8543 5 Best Customers
## 8544 5 Loyal Customers
## 8545 2 Other
## 8546 3 Other
## 8547 3 Other
## 8548 2 Other
## 8549 4 Other
## 8550 4 Loyal Customers
## 8551 3 Potential Loyalists
## 8552 4 Potential Loyalists
## 8553 3 Other
## 8554 3 Other
## 8555 3 Other
## 8556 4 Loyal Customers
## 8557 1 Other
## 8558 1 Other
## 8559 4 Other
## 8560 4 Other
## 8561 3 Potential Loyalists
## 8562 3 Potential Loyalists
## 8563 1 Other
## 8564 4 Potential Loyalists
## 8565 2 Other
## 8566 2 Other
## 8567 3 Potential Loyalists
## 8568 1 Other
## 8569 5 Best Customers
## 8570 2 Other
## 8571 4 Other
## 8572 3 Other
## 8573 4 Other
## 8574 1 Other
## 8575 3 Potential Loyalists
## 8576 5 Other
## 8577 3 Other
## 8578 1 Other
## 8579 5 Loyal Customers
## 8580 4 Loyal Customers
## 8581 1 Other
## 8582 3 Other
## 8583 4 Other
## 8584 1 Lost Customers
## 8585 3 Other
## 8586 2 Other
## 8587 4 Other
## 8588 1 Lost Customers
## 8589 1 Other
## 8590 2 Other
## 8591 3 Other
## 8592 3 Other
## 8593 4 Loyal Customers
## 8594 5 Other
## 8595 4 Loyal Customers
## 8596 5 Potential Loyalists
## 8597 2 Other
## 8598 3 Potential Loyalists
## 8599 1 Other
## 8600 3 Potential Loyalists
## 8601 3 Other
## 8602 1 Other
## 8603 1 Lost Customers
## 8604 5 Potential Loyalists
## 8605 2 Other
## 8606 2 Other
## 8607 2 Other
## 8608 3 Potential Loyalists
## 8609 2 Other
## 8610 2 Other
## 8611 2 Other
## 8612 5 Potential Loyalists
## 8613 4 Other
## 8614 5 Best Customers
## 8615 1 Other
## 8616 2 Other
## 8617 3 Other
## 8618 5 Loyal Customers
## 8619 4 Potential Loyalists
## 8620 5 Loyal Customers
## 8621 5 Best Customers
## 8622 4 Other
## 8623 4 Potential Loyalists
## 8624 4 Loyal Customers
## 8625 3 Potential Loyalists
## 8626 5 Loyal Customers
## 8627 1 Other
## 8628 2 Other
## 8629 4 Loyal Customers
## 8630 2 Other
## 8631 3 Other
## 8632 5 Potential Loyalists
## 8633 5 Other
## 8634 5 Other
## 8635 2 Other
## 8636 2 Other
## 8637 1 Other
## 8638 5 Best Customers
## 8639 2 Other
## 8640 3 Potential Loyalists
## 8641 1 Other
## 8642 5 Loyal Customers
## 8643 5 Potential Loyalists
## 8644 4 Potential Loyalists
## 8645 1 Lost Customers
## 8646 4 Loyal Customers
## 8647 3 Other
## 8648 4 Loyal Customers
## 8649 5 Best Customers
## 8650 3 Other
## 8651 1 Other
## 8652 3 Other
## 8653 5 Loyal Customers
## 8654 3 Other
## 8655 4 Potential Loyalists
## 8656 1 Other
## 8657 2 Other
## 8658 1 Lost Customers
## 8659 3 Potential Loyalists
## 8660 3 Other
## 8661 4 Potential Loyalists
## 8662 3 Other
## 8663 3 Other
## 8664 4 Other
## 8665 2 Other
## 8666 4 Loyal Customers
## 8667 5 Best Customers
## 8668 4 Other
## 8669 1 Other
## 8670 3 Potential Loyalists
## 8671 3 Potential Loyalists
## 8672 3 Other
## 8673 5 Loyal Customers
## 8674 3 Other
## 8675 1 Other
## 8676 1 Other
## 8677 5 Best Customers
## 8678 4 Other
## 8679 3 Other
## 8680 4 Loyal Customers
## 8681 2 Other
## 8682 3 Other
## 8683 1 Other
## 8684 3 Potential Loyalists
## 8685 2 Other
## 8686 2 Other
## 8687 2 Other
## 8688 4 Potential Loyalists
## 8689 1 Other
## 8690 2 Other
## 8691 3 Other
## 8692 3 Potential Loyalists
## 8693 3 Other
## 8694 3 Potential Loyalists
## 8695 4 Potential Loyalists
## 8696 5 Best Customers
## 8697 5 Best Customers
## 8698 4 Other
## 8699 4 Potential Loyalists
## 8700 5 Other
## 8701 3 Other
## 8702 2 Other
## 8703 4 Other
## 8704 2 Other
## 8705 1 Lost Customers
## 8706 5 Loyal Customers
## 8707 3 Other
## 8708 2 Other
## 8709 5 Best Customers
## 8710 4 Loyal Customers
## 8711 5 Other
## 8712 2 Other
## 8713 5 Loyal Customers
## 8714 5 Potential Loyalists
## 8715 4 Loyal Customers
## 8716 1 Other
## 8717 3 Other
## 8718 4 Loyal Customers
## 8719 4 Loyal Customers
## 8720 3 Other
## 8721 4 Loyal Customers
## 8722 2 Other
## 8723 4 Potential Loyalists
## 8724 2 Other
## 8725 2 Other
## 8726 1 Other
## 8727 1 Other
## 8728 4 Other
## 8729 3 Potential Loyalists
## 8730 5 Best Customers
## 8731 2 Other
## 8732 5 Best Customers
## 8733 1 Other
## 8734 4 Other
## 8735 1 Other
## 8736 5 Best Customers
## 8737 4 Potential Loyalists
## 8738 2 Other
## 8739 3 Other
## 8740 3 Potential Loyalists
## 8741 1 Lost Customers
## 8742 3 Other
## 8743 4 Loyal Customers
## 8744 3 Other
## 8745 4 Other
## 8746 2 Other
## 8747 1 Lost Customers
## 8748 3 Other
## 8749 2 Other
## 8750 2 Other
## 8751 2 Other
## 8752 3 Other
## 8753 3 Potential Loyalists
## 8754 4 Potential Loyalists
## 8755 5 Potential Loyalists
## 8756 1 Other
## 8757 4 Potential Loyalists
## 8758 2 Other
## 8759 2 Other
## 8760 3 Potential Loyalists
## 8761 4 Other
## 8762 4 Other
## 8763 2 Other
## 8764 1 Other
## 8765 3 Potential Loyalists
## 8766 5 Best Customers
## 8767 4 Potential Loyalists
## 8768 5 Best Customers
## 8769 1 Other
## 8770 3 Other
## 8771 3 Potential Loyalists
## 8772 3 Other
## 8773 4 Loyal Customers
## 8774 5 Potential Loyalists
## 8775 5 Loyal Customers
## 8776 1 Other
## 8777 3 Potential Loyalists
## 8778 2 Other
## 8779 1 Other
## 8780 4 Loyal Customers
## 8781 4 Other
## 8782 1 Lost Customers
## 8783 5 Loyal Customers
## 8784 2 Other
## 8785 3 Other
## 8786 5 Potential Loyalists
## 8787 4 Other
## 8788 5 Best Customers
## 8789 2 Other
## 8790 4 Other
## 8791 3 Other
## 8792 4 Potential Loyalists
## 8793 3 Other
## 8794 4 Other
## 8795 2 Other
## 8796 2 Other
## 8797 3 Potential Loyalists
## 8798 2 Other
## 8799 2 Other
## 8800 2 Other
## 8801 5 Loyal Customers
## 8802 1 Lost Customers
## 8803 4 Potential Loyalists
## 8804 2 Other
## 8805 2 Other
## 8806 1 Other
## 8807 3 Other
## 8808 5 Best Customers
## 8809 1 Lost Customers
## 8810 5 Other
## 8811 1 Other
## 8812 2 Other
## 8813 3 Other
## 8814 3 Potential Loyalists
## 8815 1 Other
## 8816 3 Other
## 8817 3 Other
## 8818 2 Other
## 8819 5 Other
## 8820 1 Other
## 8821 1 Other
## 8822 1 Other
## 8823 2 Other
## 8824 3 Potential Loyalists
## 8825 1 Other
## 8826 2 Other
## 8827 2 Other
## 8828 4 Other
## 8829 1 Other
## 8830 3 Other
## 8831 2 Other
## 8832 5 Best Customers
## 8833 3 Other
## 8834 2 Other
## 8835 5 Best Customers
## 8836 3 Other
## 8837 2 Other
## 8838 3 Other
## 8839 3 Other
## 8840 4 Other
## 8841 2 Other
## 8842 4 Loyal Customers
## 8843 4 Loyal Customers
## 8844 5 Potential Loyalists
## 8845 1 Lost Customers
## 8846 3 Potential Loyalists
## 8847 4 Potential Loyalists
## 8848 1 Other
## 8849 3 Potential Loyalists
## 8850 2 Other
## 8851 4 Loyal Customers
## 8852 4 Other
## 8853 5 Loyal Customers
## 8854 1 Other
## 8855 1 Lost Customers
## 8856 4 Potential Loyalists
## 8857 1 Lost Customers
## 8858 4 Loyal Customers
## 8859 1 Lost Customers
## 8860 1 Other
## 8861 3 Other
## 8862 3 Potential Loyalists
## 8863 3 Potential Loyalists
## 8864 5 Loyal Customers
## 8865 5 Other
## 8866 2 Other
## 8867 5 Best Customers
## 8868 5 Potential Loyalists
## 8869 5 Best Customers
## 8870 3 Potential Loyalists
## 8871 3 Potential Loyalists
## 8872 1 Other
## 8873 4 Loyal Customers
## 8874 5 Other
## 8875 5 Loyal Customers
## 8876 4 Potential Loyalists
## 8877 4 Other
## 8878 5 Loyal Customers
## 8879 5 Potential Loyalists
## 8880 2 Other
## 8881 4 Loyal Customers
## 8882 1 Other
## 8883 5 Loyal Customers
## 8884 1 Lost Customers
## 8885 3 Potential Loyalists
## 8886 4 Other
## 8887 2 Other
## 8888 2 Other
## 8889 4 Other
## 8890 1 Other
## 8891 5 Loyal Customers
## 8892 4 Other
## 8893 3 Potential Loyalists
## 8894 2 Other
## 8895 2 Other
## 8896 4 Other
## 8897 5 Best Customers
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## 8899 4 Other
## 8900 4 Potential Loyalists
## 8901 3 Other
## 8902 2 Other
## 8903 4 Other
## 8904 2 Other
## 8905 3 Other
## 8906 5 Loyal Customers
## 8907 4 Loyal Customers
## 8908 5 Loyal Customers
## 8909 3 Potential Loyalists
## 8910 2 Other
## 8911 4 Potential Loyalists
## 8912 1 Other
## 8913 4 Potential Loyalists
## 8914 3 Potential Loyalists
## 8915 2 Other
## 8916 2 Other
## 8917 3 Other
## 8918 5 Loyal Customers
## 8919 3 Other
## 8920 5 Other
## 8921 1 Other
## 8922 3 Potential Loyalists
## 8923 2 Other
## 8924 5 Loyal Customers
## 8925 3 Other
## 8926 1 Other
## 8927 3 Other
## 8928 4 Loyal Customers
## 8929 4 Loyal Customers
## 8930 2 Other
## 8931 1 Lost Customers
## 8932 1 Other
## 8933 4 Loyal Customers
## 8934 3 Potential Loyalists
## 8935 3 Potential Loyalists
## 8936 2 Other
## 8937 2 Other
## 8938 2 Other
## 8939 5 Loyal Customers
## 8940 4 Loyal Customers
## 8941 3 Potential Loyalists
## 8942 5 Potential Loyalists
## 8943 2 Other
## 8944 1 Other
## 8945 5 Potential Loyalists
## 8946 4 Other
## 8947 2 Other
## 8948 4 Loyal Customers
## 8949 2 Other
## 8950 5 Loyal Customers
## 8951 5 Loyal Customers
## 8952 3 Other
## 8953 5 Potential Loyalists
## 8954 5 Potential Loyalists
## 8955 2 Other
## 8956 1 Other
## 8957 1 Other
## 8958 3 Potential Loyalists
## 8959 1 Other
## 8960 4 Potential Loyalists
## 8961 3 Other
## 8962 3 Other
## 8963 1 Other
## 8964 1 Other
## 8965 2 Other
## 8966 1 Other
## 8967 1 Lost Customers
## 8968 3 Potential Loyalists
## 8969 1 Lost Customers
## 8970 1 Other
## 8971 1 Lost Customers
## 8972 1 Other
## 8973 3 Other
## 8974 4 Loyal Customers
## 8975 1 Other
## 8976 5 Potential Loyalists
## 8977 1 Other
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## 8979 5 Loyal Customers
## 8980 1 Lost Customers
## 8981 5 Other
## 8982 3 Other
## 8983 4 Other
## 8984 1 Other
## 8985 1 Lost Customers
## 8986 3 Potential Loyalists
## 8987 4 Potential Loyalists
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## 8990 2 Other
## 8991 4 Potential Loyalists
## 8992 4 Potential Loyalists
## 8993 2 Other
## 8994 2 Other
## 8995 2 Other
## 8996 1 Other
## 8997 1 Lost Customers
## 8998 4 Loyal Customers
## 8999 3 Other
## 9000 5 Other
## 9001 3 Other
## 9002 2 Other
## 9003 1 Other
## 9004 5 Potential Loyalists
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## 9006 4 Other
## 9007 2 Other
## 9008 3 Potential Loyalists
## 9009 3 Other
## 9010 3 Other
## 9011 4 Loyal Customers
## 9012 3 Other
## 9013 1 Other
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## 9015 3 Other
## 9016 4 Loyal Customers
## 9017 1 Other
## 9018 2 Other
## 9019 4 Potential Loyalists
## 9020 2 Other
## 9021 3 Other
## 9022 5 Other
## 9023 5 Best Customers
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## 9025 2 Other
## 9026 5 Best Customers
## 9027 2 Other
## 9028 1 Other
## 9029 2 Other
## 9030 3 Potential Loyalists
## 9031 5 Potential Loyalists
## 9032 3 Potential Loyalists
## 9033 1 Other
## 9034 1 Other
## 9035 5 Other
## 9036 1 Other
## 9037 4 Other
## 9038 1 Lost Customers
## 9039 4 Other
## 9040 2 Other
## 9041 3 Other
## 9042 2 Other
## 9043 1 Other
## 9044 4 Potential Loyalists
## 9045 4 Potential Loyalists
## 9046 5 Other
## 9047 5 Loyal Customers
## 9048 4 Loyal Customers
## 9049 5 Best Customers
## 9050 1 Other
## 9051 4 Other
## 9052 2 Other
## 9053 1 Other
## 9054 2 Other
## 9055 2 Other
## 9056 5 Other
## 9057 3 Potential Loyalists
## 9058 4 Other
## 9059 3 Other
## 9060 4 Other
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## 9062 5 Potential Loyalists
## 9063 5 Potential Loyalists
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## 9066 4 Other
## 9067 2 Other
## 9068 1 Lost Customers
## 9069 2 Other
## 9070 4 Other
## 9071 4 Other
## 9072 4 Other
## 9073 4 Loyal Customers
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## 9075 4 Other
## 9076 1 Lost Customers
## 9077 4 Potential Loyalists
## 9078 2 Other
## 9079 1 Other
## 9080 3 Other
## 9081 3 Other
## 9082 3 Other
## 9083 5 Loyal Customers
## 9084 2 Other
## 9085 1 Lost Customers
## 9086 4 Potential Loyalists
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## 9088 5 Loyal Customers
## 9089 5 Best Customers
## 9090 3 Potential Loyalists
## 9091 5 Other
## 9092 3 Other
## 9093 2 Other
## 9094 1 Other
## 9095 3 Potential Loyalists
## 9096 1 Other
## 9097 5 Best Customers
## 9098 2 Other
## 9099 1 Other
## 9100 2 Other
## 9101 5 Best Customers
## 9102 2 Other
## 9103 1 Other
## 9104 1 Other
## 9105 2 Other
## 9106 2 Other
## 9107 3 Other
## 9108 4 Loyal Customers
## 9109 2 Other
## 9110 5 Best Customers
## 9111 1 Other
## 9112 5 Best Customers
## 9113 2 Other
## 9114 3 Other
## 9115 3 Potential Loyalists
## 9116 1 Other
## 9117 2 Other
## 9118 2 Other
## 9119 3 Potential Loyalists
## 9120 1 Other
## 9121 1 Other
## 9122 5 Loyal Customers
## 9123 4 Other
## 9124 4 Other
## 9125 4 Other
## 9126 4 Loyal Customers
## 9127 2 Other
## 9128 5 Loyal Customers
## 9129 3 Potential Loyalists
## 9130 4 Potential Loyalists
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## 9132 1 Lost Customers
## 9133 5 Potential Loyalists
## 9134 2 Other
## 9135 5 Loyal Customers
## 9136 4 Loyal Customers
## 9137 4 Loyal Customers
## 9138 2 Other
## 9139 3 Potential Loyalists
## 9140 1 Other
## 9141 4 Loyal Customers
## 9142 3 Other
## 9143 4 Potential Loyalists
## 9144 2 Other
## 9145 2 Other
## 9146 2 Other
## 9147 1 Other
## 9148 2 Other
## 9149 5 Loyal Customers
## 9150 5 Loyal Customers
## 9151 4 Potential Loyalists
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## 9153 5 Other
## 9154 2 Other
## 9155 3 Other
## 9156 2 Other
## 9157 5 Potential Loyalists
## 9158 1 Other
## 9159 4 Potential Loyalists
## 9160 4 Potential Loyalists
## 9161 5 Other
## 9162 4 Loyal Customers
## 9163 4 Loyal Customers
## 9164 5 Best Customers
## 9165 3 Potential Loyalists
## 9166 3 Other
## 9167 3 Potential Loyalists
## 9168 2 Other
## 9169 2 Other
## 9170 4 Other
## 9171 4 Loyal Customers
## 9172 1 Other
## 9173 1 Lost Customers
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## 9175 4 Other
## 9176 5 Best Customers
## 9177 2 Other
## 9178 1 Other
## 9179 3 Other
## 9180 1 Lost Customers
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## 9183 5 Potential Loyalists
## 9184 5 Other
## 9185 1 Lost Customers
## 9186 3 Other
## 9187 3 Potential Loyalists
## 9188 3 Potential Loyalists
## 9189 1 Other
## 9190 3 Other
## 9191 3 Other
## 9192 4 Loyal Customers
## 9193 5 Potential Loyalists
## 9194 3 Other
## 9195 5 Loyal Customers
## 9196 1 Other
## 9197 5 Loyal Customers
## 9198 2 Other
## 9199 2 Other
## 9200 5 Best Customers
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## 9202 2 Other
## 9203 4 Potential Loyalists
## 9204 2 Other
## 9205 1 Lost Customers
## 9206 1 Other
## 9207 4 Other
## 9208 2 Other
## 9209 5 Other
## 9210 1 Other
## 9211 3 Other
## 9212 4 Loyal Customers
## 9213 2 Other
## 9214 1 Lost Customers
## 9215 3 Potential Loyalists
## 9216 5 Loyal Customers
## 9217 4 Other
## 9218 4 Loyal Customers
## 9219 3 Other
## 9220 1 Other
## 9221 3 Other
## 9222 5 Loyal Customers
## 9223 2 Other
## 9224 3 Potential Loyalists
## 9225 5 Best Customers
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## 9227 2 Other
## 9228 3 Potential Loyalists
## 9229 3 Potential Loyalists
## 9230 2 Other
## 9231 4 Potential Loyalists
## 9232 1 Lost Customers
## 9233 4 Other
## 9234 2 Other
## 9235 2 Other
## 9236 2 Other
## 9237 2 Other
## 9238 4 Potential Loyalists
## 9239 4 Potential Loyalists
## 9240 5 Other
## 9241 5 Loyal Customers
## 9242 5 Best Customers
## 9243 2 Other
## 9244 1 Other
## 9245 4 Potential Loyalists
## 9246 2 Other
## 9247 3 Other
## 9248 5 Best Customers
## 9249 4 Potential Loyalists
## 9250 3 Potential Loyalists
## 9251 3 Potential Loyalists
## 9252 4 Loyal Customers
## 9253 5 Potential Loyalists
## 9254 3 Other
## 9255 1 Other
## 9256 4 Loyal Customers
## 9257 2 Other
## 9258 5 Potential Loyalists
## 9259 3 Potential Loyalists
## 9260 3 Other
## 9261 4 Loyal Customers
## 9262 3 Other
## 9263 2 Other
## 9264 1 Lost Customers
## 9265 5 Best Customers
## 9266 2 Other
## 9267 5 Potential Loyalists
## 9268 3 Potential Loyalists
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## 9270 4 Potential Loyalists
## 9271 3 Potential Loyalists
## 9272 1 Other
## 9273 5 Potential Loyalists
## 9274 1 Other
## 9275 1 Lost Customers
## 9276 3 Other
## 9277 1 Other
## 9278 4 Potential Loyalists
## 9279 1 Other
## 9280 2 Other
## 9281 2 Other
## 9282 2 Other
## 9283 1 Other
## 9284 2 Other
## 9285 1 Lost Customers
## 9286 2 Other
## 9287 2 Other
## 9288 5 Potential Loyalists
## 9289 3 Potential Loyalists
## 9290 3 Other
## 9291 1 Other
## 9292 5 Best Customers
## 9293 4 Other
## 9294 1 Lost Customers
## 9295 4 Loyal Customers
## 9296 4 Loyal Customers
## 9297 1 Other
## 9298 2 Other
## 9299 2 Other
## 9300 3 Potential Loyalists
## 9301 5 Potential Loyalists
## 9302 4 Potential Loyalists
## 9303 4 Potential Loyalists
## 9304 1 Lost Customers
## 9305 2 Other
## 9306 5 Best Customers
## 9307 5 Best Customers
## 9308 2 Other
## 9309 5 Loyal Customers
## 9310 1 Other
## 9311 4 Other
## 9312 1 Other
## 9313 5 Potential Loyalists
## 9314 4 Other
## 9315 5 Best Customers
## 9316 4 Loyal Customers
## 9317 5 Potential Loyalists
## 9318 4 Potential Loyalists
## 9319 3 Potential Loyalists
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## 9322 2 Other
## 9323 5 Other
## 9324 5 Best Customers
## 9325 2 Other
## 9326 1 Lost Customers
## 9327 5 Best Customers
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## 9329 5 Best Customers
## 9330 5 Best Customers
## 9331 4 Other
## 9332 3 Other
## 9333 1 Other
## 9334 3 Potential Loyalists
## 9335 2 Other
## 9336 5 Best Customers
## 9337 1 Other
## 9338 2 Other
## 9339 5 Best Customers
## 9340 2 Other
## 9341 1 Lost Customers
## 9342 4 Other
## 9343 1 Other
## 9344 1 Other
## 9345 3 Other
## 9346 2 Other
## 9347 4 Loyal Customers
## 9348 5 Best Customers
## 9349 3 Potential Loyalists
## 9350 1 Other
## 9351 3 Potential Loyalists
## 9352 1 Other
## 9353 5 Best Customers
## 9354 1 Other
## 9355 3 Other
## 9356 3 Other
## 9357 2 Other
## 9358 3 Potential Loyalists
## 9359 3 Other
## 9360 2 Other
## 9361 1 Other
## 9362 3 Other
## 9363 1 Lost Customers
## 9364 5 Best Customers
## 9365 2 Other
## 9366 4 Other
## 9367 4 Other
## 9368 4 Loyal Customers
## 9369 4 Potential Loyalists
## 9370 5 Other
## 9371 4 Other
## 9372 1 Other
## 9373 1 Other
## 9374 1 Other
## 9375 3 Other
## 9376 2 Other
## 9377 5 Loyal Customers
## 9378 1 Other
## 9379 5 Other
## 9380 5 Loyal Customers
## 9381 3 Potential Loyalists
## 9382 3 Other
## 9383 1 Lost Customers
## 9384 4 Potential Loyalists
## 9385 4 Other
## 9386 3 Potential Loyalists
## 9387 5 Potential Loyalists
## 9388 1 Lost Customers
## 9389 4 Loyal Customers
## 9390 5 Potential Loyalists
## 9391 4 Loyal Customers
## 9392 4 Loyal Customers
## 9393 5 Loyal Customers
## 9394 5 Loyal Customers
## 9395 3 Potential Loyalists
## 9396 2 Other
## 9397 3 Potential Loyalists
## 9398 5 Loyal Customers
## 9399 4 Loyal Customers
## 9400 5 Best Customers
## 9401 4 Other
## 9402 3 Potential Loyalists
## 9403 2 Other
## 9404 1 Lost Customers
## 9405 5 Loyal Customers
## 9406 5 Potential Loyalists
## 9407 3 Other
## 9408 4 Potential Loyalists
## 9409 3 Other
## 9410 1 Other
## 9411 3 Other
## 9412 3 Potential Loyalists
## 9413 4 Loyal Customers
## 9414 3 Potential Loyalists
## 9415 3 Potential Loyalists
## 9416 1 Lost Customers
## 9417 1 Other
## 9418 5 Other
## 9419 1 Other
## 9420 3 Other
## 9421 5 Best Customers
## 9422 2 Other
## 9423 3 Potential Loyalists
## 9424 2 Other
## 9425 1 Other
## 9426 1 Other
## 9427 1 Other
## 9428 4 Other
## 9429 5 Loyal Customers
## 9430 5 Best Customers
## 9431 3 Potential Loyalists
## 9432 2 Other
## 9433 1 Lost Customers
## 9434 4 Loyal Customers
## 9435 1 Other
## 9436 1 Other
## 9437 5 Potential Loyalists
## 9438 1 Other
## 9439 5 Loyal Customers
## 9440 5 Other
## 9441 3 Potential Loyalists
## 9442 3 Potential Loyalists
## 9443 3 Potential Loyalists
## 9444 5 Best Customers
## 9445 4 Loyal Customers
## 9446 5 Loyal Customers
## 9447 5 Loyal Customers
## 9448 3 Other
## 9449 4 Loyal Customers
## 9450 5 Loyal Customers
## 9451 5 Loyal Customers
## 9452 5 Other
## 9453 4 Potential Loyalists
## 9454 4 Other
## 9455 1 Lost Customers
## 9456 2 Other
## 9457 3 Potential Loyalists
## 9458 5 Loyal Customers
## 9459 4 Loyal Customers
## 9460 5 Loyal Customers
## 9461 1 Other
## 9462 5 Loyal Customers
## 9463 5 Best Customers
## 9464 3 Other
## 9465 4 Potential Loyalists
## 9466 2 Other
## 9467 3 Potential Loyalists
## 9468 1 Other
## 9469 4 Loyal Customers
## 9470 3 Other
## 9471 5 Best Customers
## 9472 2 Other
## 9473 2 Other
## 9474 1 Other
## 9475 1 Other
## 9476 5 Loyal Customers
## 9477 2 Other
## 9478 4 Loyal Customers
## 9479 4 Other
## 9480 2 Other
## 9481 3 Potential Loyalists
## 9482 2 Other
## 9483 4 Potential Loyalists
## 9484 1 Other
## 9485 4 Potential Loyalists
## 9486 4 Loyal Customers
## 9487 4 Other
## 9488 1 Lost Customers
## 9489 4 Potential Loyalists
## 9490 3 Potential Loyalists
## 9491 3 Other
## 9492 2 Other
## 9493 2 Other
## 9494 4 Other
## 9495 2 Other
## 9496 2 Other
## 9497 5 Loyal Customers
## 9498 1 Lost Customers
## 9499 5 Best Customers
## 9500 3 Potential Loyalists
## 9501 3 Potential Loyalists
## 9502 4 Other
## 9503 3 Potential Loyalists
## 9504 2 Other
## 9505 1 Other
## 9506 3 Other
## 9507 5 Other
## 9508 2 Other
## 9509 2 Other
## 9510 5 Best Customers
## 9511 1 Other
## 9512 3 Other
## 9513 4 Loyal Customers
## 9514 4 Loyal Customers
## 9515 1 Lost Customers
## 9516 2 Other
## 9517 5 Best Customers
## 9518 4 Potential Loyalists
## 9519 1 Other
## 9520 4 Potential Loyalists
## 9521 1 Other
## 9522 1 Lost Customers
## 9523 5 Best Customers
## 9524 3 Other
## 9525 4 Other
## 9526 5 Best Customers
## 9527 3 Potential Loyalists
## 9528 5 Loyal Customers
## 9529 4 Potential Loyalists
## 9530 2 Other
## 9531 4 Loyal Customers
## 9532 5 Loyal Customers
## 9533 2 Other
## 9534 3 Other
## 9535 4 Loyal Customers
## 9536 3 Potential Loyalists
## 9537 1 Other
## 9538 2 Other
## 9539 1 Other
## 9540 2 Other
## 9541 5 Loyal Customers
## 9542 1 Lost Customers
## 9543 1 Other
## 9544 1 Other
## 9545 3 Other
## 9546 3 Potential Loyalists
## 9547 3 Potential Loyalists
## 9548 4 Loyal Customers
## 9549 1 Lost Customers
## 9550 5 Best Customers
## 9551 5 Loyal Customers
## 9552 5 Loyal Customers
## 9553 2 Other
## 9554 3 Potential Loyalists
## 9555 3 Potential Loyalists
## 9556 5 Loyal Customers
## 9557 4 Other
## 9558 2 Other
## 9559 3 Potential Loyalists
## 9560 5 Best Customers
## 9561 3 Other
## 9562 1 Other
## 9563 4 Potential Loyalists
## 9564 3 Other
## 9565 3 Other
## 9566 5 Loyal Customers
## 9567 4 Loyal Customers
## 9568 4 Other
## 9569 1 Other
## 9570 4 Other
## 9571 4 Potential Loyalists
## 9572 1 Lost Customers
## 9573 3 Other
## 9574 5 Loyal Customers
## 9575 1 Other
## 9576 2 Other
## 9577 2 Other
## 9578 3 Potential Loyalists
## 9579 4 Loyal Customers
## 9580 3 Potential Loyalists
## 9581 1 Other
## 9582 5 Loyal Customers
## 9583 4 Loyal Customers
## 9584 3 Potential Loyalists
## 9585 2 Other
## 9586 5 Potential Loyalists
## 9587 3 Potential Loyalists
## 9588 5 Other
## 9589 5 Best Customers
## 9590 5 Best Customers
## 9591 1 Other
## 9592 2 Other
## 9593 4 Loyal Customers
## 9594 1 Other
## 9595 4 Potential Loyalists
## 9596 4 Other
## 9597 4 Potential Loyalists
## 9598 5 Loyal Customers
## 9599 5 Best Customers
## 9600 3 Potential Loyalists
## 9601 1 Lost Customers
## 9602 3 Potential Loyalists
## 9603 3 Other
## 9604 1 Other
## 9605 1 Other
## 9606 3 Other
## 9607 4 Other
## 9608 1 Other
## 9609 3 Other
## 9610 5 Loyal Customers
## 9611 2 Other
## 9612 3 Other
## 9613 5 Loyal Customers
## 9614 4 Other
## 9615 1 Lost Customers
## 9616 3 Potential Loyalists
## 9617 1 Other
## 9618 1 Lost Customers
## 9619 1 Other
## 9620 3 Potential Loyalists
## 9621 1 Other
## 9622 5 Loyal Customers
## 9623 3 Potential Loyalists
## 9624 4 Potential Loyalists
## 9625 5 Loyal Customers
## 9626 4 Potential Loyalists
## 9627 1 Other
## 9628 4 Potential Loyalists
## 9629 4 Potential Loyalists
## 9630 3 Other
## 9631 2 Other
## 9632 1 Other
## 9633 1 Other
## 9634 1 Other
## 9635 4 Potential Loyalists
## 9636 1 Other
## 9637 5 Best Customers
## 9638 2 Other
## 9639 3 Other
## 9640 4 Loyal Customers
## 9641 3 Other
## 9642 1 Other
## 9643 1 Other
## 9644 2 Other
## 9645 1 Lost Customers
## 9646 4 Other
## 9647 2 Other
## 9648 1 Other
## 9649 1 Other
## 9650 1 Lost Customers
## 9651 2 Other
## 9652 3 Potential Loyalists
## 9653 1 Lost Customers
## 9654 5 Potential Loyalists
## 9655 1 Other
## 9656 1 Other
## 9657 3 Other
## 9658 3 Potential Loyalists
## 9659 3 Other
## 9660 1 Lost Customers
## 9661 3 Potential Loyalists
## 9662 3 Potential Loyalists
## 9663 1 Other
## 9664 2 Other
## 9665 1 Other
## 9666 5 Loyal Customers
## 9667 1 Other
## 9668 1 Other
## 9669 1 Lost Customers
## 9670 3 Other
## 9671 1 Other
## 9672 5 Best Customers
## 9673 4 Potential Loyalists
## 9674 1 Lost Customers
## 9675 4 Potential Loyalists
## 9676 4 Other
## 9677 5 Potential Loyalists
## 9678 1 Other
## 9679 1 Other
## 9680 2 Other
## 9681 1 Other
## 9682 4 Loyal Customers
## 9683 5 Best Customers
## 9684 5 Potential Loyalists
## 9685 1 Other
## 9686 4 Loyal Customers
## 9687 4 Loyal Customers
## 9688 4 Other
## 9689 5 Loyal Customers
## 9690 2 Other
## 9691 1 Lost Customers
## 9692 4 Other
## 9693 3 Potential Loyalists
## 9694 2 Other
## 9695 1 Lost Customers
## 9696 4 Other
## 9697 4 Potential Loyalists
## 9698 3 Other
## 9699 3 Potential Loyalists
## 9700 1 Other
## 9701 3 Other
## 9702 4 Other
## 9703 2 Other
## 9704 2 Other
## 9705 5 Loyal Customers
## 9706 3 Other
## 9707 1 Other
## 9708 1 Lost Customers
## 9709 2 Other
## 9710 2 Other
## 9711 5 Loyal Customers
## 9712 1 Other
## 9713 1 Other
## 9714 5 Best Customers
## 9715 3 Other
## 9716 2 Other
## 9717 2 Other
## 9718 3 Other
## 9719 3 Other
## 9720 4 Loyal Customers
## 9721 5 Best Customers
## 9722 1 Other
## 9723 3 Other
## 9724 2 Other
## 9725 5 Loyal Customers
## 9726 3 Other
## 9727 2 Other
## 9728 5 Best Customers
## 9729 1 Other
## 9730 4 Potential Loyalists
## 9731 1 Other
## 9732 3 Potential Loyalists
## 9733 2 Other
## 9734 5 Loyal Customers
## 9735 4 Other
## 9736 4 Potential Loyalists
## 9737 2 Other
## 9738 2 Other
## 9739 4 Other
## 9740 5 Other
## 9741 3 Other
## 9742 2 Other
## 9743 3 Other
## 9744 4 Other
## 9745 4 Potential Loyalists
## 9746 5 Loyal Customers
## 9747 2 Other
## 9748 1 Other
## 9749 1 Other
## 9750 2 Other
## 9751 5 Best Customers
## 9752 5 Best Customers
## 9753 1 Other
## 9754 1 Other
## 9755 1 Other
## 9756 1 Lost Customers
## 9757 5 Other
## 9758 5 Best Customers
## 9759 3 Other
## 9760 5 Loyal Customers
## 9761 4 Potential Loyalists
## 9762 4 Other
## 9763 3 Other
## 9764 3 Potential Loyalists
## 9765 5 Loyal Customers
## 9766 1 Other
## 9767 5 Potential Loyalists
## 9768 2 Other
## 9769 3 Potential Loyalists
## 9770 1 Other
## 9771 5 Loyal Customers
## 9772 5 Loyal Customers
## 9773 4 Loyal Customers
## 9774 2 Other
## 9775 3 Other
## 9776 2 Other
## 9777 2 Other
## 9778 5 Best Customers
## 9779 5 Loyal Customers
## 9780 2 Other
## 9781 1 Other
## 9782 5 Potential Loyalists
## 9783 3 Other
## 9784 5 Other
## 9785 3 Other
## 9786 3 Other
## 9787 2 Other
## 9788 2 Other
## 9789 4 Loyal Customers
## 9790 4 Other
## 9791 5 Loyal Customers
## 9792 2 Other
## 9793 2 Other
## 9794 3 Potential Loyalists
## 9795 1 Lost Customers
## 9796 2 Other
## 9797 1 Other
## 9798 1 Other
## 9799 5 Other
## 9800 1 Other
## 9801 4 Loyal Customers
## 9802 4 Other
## 9803 5 Best Customers
## 9804 3 Potential Loyalists
## 9805 2 Other
## 9806 2 Other
## 9807 3 Other
## 9808 4 Other
## 9809 5 Loyal Customers
## 9810 4 Loyal Customers
## 9811 3 Potential Loyalists
## 9812 1 Other
## 9813 1 Other
## 9814 4 Potential Loyalists
## 9815 2 Other
## 9816 4 Potential Loyalists
## 9817 5 Potential Loyalists
## 9818 2 Other
## 9819 1 Lost Customers
## 9820 3 Other
## 9821 4 Loyal Customers
## 9822 5 Best Customers
## 9823 1 Other
## 9824 1 Lost Customers
## 9825 4 Potential Loyalists
## 9826 3 Other
## 9827 1 Other
## 9828 3 Potential Loyalists
## 9829 4 Loyal Customers
## 9830 5 Potential Loyalists
## 9831 2 Other
## 9832 1 Other
## 9833 5 Best Customers
## 9834 1 Other
## 9835 5 Best Customers
## 9836 4 Potential Loyalists
## 9837 5 Best Customers
## 9838 4 Other
## 9839 4 Loyal Customers
## 9840 2 Other
## 9841 5 Potential Loyalists
## 9842 5 Best Customers
## 9843 3 Potential Loyalists
## 9844 5 Loyal Customers
## 9845 4 Other
## 9846 5 Other
## 9847 5 Loyal Customers
## 9848 5 Potential Loyalists
## 9849 1 Other
## 9850 2 Other
## 9851 5 Best Customers
## 9852 2 Other
## 9853 1 Other
## 9854 4 Potential Loyalists
## 9855 2 Other
## 9856 5 Loyal Customers
## 9857 5 Best Customers
## 9858 1 Other
## 9859 2 Other
## 9860 3 Other
## 9861 4 Other
## 9862 1 Other
## 9863 1 Other
## 9864 2 Other
## 9865 5 Loyal Customers
## 9866 5 Potential Loyalists
## 9867 4 Potential Loyalists
## 9868 4 Loyal Customers
## 9869 5 Loyal Customers
## 9870 5 Loyal Customers
## 9871 3 Other
## 9872 2 Other
## 9873 4 Loyal Customers
## 9874 1 Other
## 9875 1 Other
## 9876 3 Other
## 9877 3 Potential Loyalists
## 9878 3 Potential Loyalists
## 9879 2 Other
## 9880 3 Other
## 9881 5 Other
## 9882 3 Other
## 9883 4 Potential Loyalists
## 9884 2 Other
## 9885 4 Other
## 9886 5 Best Customers
## 9887 1 Other
## 9888 1 Other
## 9889 4 Loyal Customers
## 9890 2 Other
## 9891 1 Other
## 9892 3 Potential Loyalists
## 9893 2 Other
## 9894 4 Potential Loyalists
## 9895 4 Other
## 9896 2 Other
## 9897 5 Best Customers
## 9898 2 Other
## 9899 4 Loyal Customers
## 9900 5 Loyal Customers
## 9901 5 Best Customers
## 9902 4 Loyal Customers
## 9903 3 Potential Loyalists
## 9904 2 Other
## 9905 5 Best Customers
## 9906 1 Other
## 9907 4 Other
## 9908 1 Other
## 9909 5 Potential Loyalists
## 9910 3 Potential Loyalists
## 9911 2 Other
## 9912 5 Loyal Customers
## 9913 2 Other
## 9914 4 Loyal Customers
## 9915 4 Potential Loyalists
## 9916 4 Other
## 9917 5 Loyal Customers
## 9918 1 Other
## 9919 3 Other
## 9920 4 Other
## 9921 5 Potential Loyalists
## 9922 1 Other
## 9923 4 Loyal Customers
## 9924 3 Other
## 9925 4 Loyal Customers
## 9926 2 Other
## 9927 4 Loyal Customers
## 9928 1 Other
## 9929 1 Other
## 9930 3 Other
## 9931 4 Potential Loyalists
## 9932 4 Other
## 9933 2 Other
## 9934 2 Other
## 9935 5 Potential Loyalists
## 9936 1 Other
## 9937 1 Other
## 9938 1 Other
## 9939 1 Other
## 9940 2 Other
## 9941 1 Other
## 9942 4 Other
## 9943 1 Other
## 9944 2 Other
## 9945 5 Best Customers
## 9946 5 Potential Loyalists
## 9947 3 Other
## 9948 2 Other
## 9949 2 Other
## 9950 3 Potential Loyalists
## 9951 1 Other
## 9952 1 Other
## 9953 3 Potential Loyalists
## 9954 2 Other
## 9955 3 Other
## 9956 5 Potential Loyalists
## 9957 4 Other
## 9958 3 Other
## 9959 3 Other
## 9960 5 Loyal Customers
## 9961 2 Other
## 9962 2 Other
## 9963 1 Other
## 9964 5 Best Customers
## 9965 4 Loyal Customers
## 9966 2 Other
## 9967 1 Other
## 9968 3 Other
## 9969 4 Loyal Customers
## 9970 5 Best Customers
## 9971 5 Best Customers
## 9972 4 Potential Loyalists
## 9973 5 Best Customers
## 9974 4 Other
## 9975 2 Other
## 9976 2 Other
## 9977 5 Best Customers
## 9978 2 Other
## 9979 3 Potential Loyalists
## 9980 4 Loyal Customers
## 9981 2 Other
## 9982 4 Other
## 9983 5 Potential Loyalists
## 9984 4 Loyal Customers
## 9985 2 Other
## 9986 4 Potential Loyalists
## 9987 5 Other
## 9988 2 Other
## 9989 2 Other
## 9990 2 Other
## 9991 1 Other
## 9992 5 Loyal Customers
## 9993 3 Potential Loyalists
## 9994 5 Potential Loyalists
## 9995 5 Best Customers
## 9996 2 Other
## 9997 3 Potential Loyalists
## 9998 5 Best Customers
## 9999 4 Loyal Customers
## [ reached 'max' / getOption("max.print") -- omitted 1 rows ]Visualizing Customer Segments
We generate a bar plot to visualize customer distribution across segments.
ggplot(RetailRFM, aes(x=Segment, fill=Segment))+
geom_bar() +
theme_bw() +
geom_text(stat="count", aes(label=..count..), vjust=0) +
labs(title = "RFM Customer Segmentation",
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.
Extracting Customer Lists by Segment
We extract specific customer groups for targeted marketing actions.
best_customers <- RetailRFM %>% filter(R_Score ==5, F_Score ==5, M_Score ==5)
lost_customers <- RetailRFM %>% filter(R_Score ==1, F_Score ==1, M_Score ==1)
potential_loyalists <- RetailRFM %>% filter(R_Score >=3, F_Score >=3)
inactive_customers <- RetailRFM %>% filter(R_Score <=2, F_Score <=2)Customer Segmentation Breakdown (Pie Chart)
RFM_Segments <- RetailRFM %>%
group_by(Segment) %>%
summarise(count=n()) %>%
mutate(percentage = round(count/sum(count) * 100, 1))
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))
Descriptive Analysis
Monetary Value Distribution by Segment
This boxplot helps compare spending across different customer segments.
ggplot(RetailRFM, 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))
Comparing Recency, Frequency, and Monetary Across Segments
This bar chart helps analyze how different segments vary in purchase behavior.
segment_summary <- RetailRFM %>%
group_by(Segment) %>%
summarise(
Avg_Recency = mean(Recency, na.rm=TRUE),
Avg_Frequency = mean(Frequency, na.rm=TRUE),
Avg_Monetary = mean(Monetary, na.rm=TRUE),
Count = n()
)
segment_summary_long <- segment_summary %>%
pivot_longer(cols = c(Avg_Recency, Avg_Frequency, Avg_Monetary),
names_to = "Metric", values_to = "Value")
ggplot(segment_summary_long, aes(x = Segment, y = Value, fill = Metric)) +
geom_bar(stat = "identity", position = "dodge") +
labs(title = "Comparison of Avg Recency, Frequency, and Monetary Value by Segment",
x = "Segment", y = "Value") +
theme_minimal()
Correlation Matrix Heatmap
cor_matrix <- cor(RetailRFM[,c("Recency", "Frequency", "Monetary")], use="complete.obs")
cor_data <- as.data.frame(as.table(cor_matrix))
ggplot(cor_data, aes(Var1, Var2, fill=Freq)) +
geom_tile() +
scale_fill_gradient2(low="blue", high="red", mid="white", midpoint=0) +
labs(title="Correlation Matrix Heatmap", x="", y="") +
theme_minimal()
Conclusion:
This analysis successfully segmented customers into actionable groups based on RFM scores. Key takeaways include: - Best & Loyal Customers should be retained through loyalty programs. - Potential Loyalists require engagement strategies. - Lost Customers present an opportunity for reactivation campaigns.
This data-driven approach supports personalized marketing strategies to maximize customer lifetime value.