tests/testthat/_snaps/rfm-plotly.md

In rsquaredacademy/rfm: Recency, Frequency and Monetary Value Analysis

interactive order distribution plot is as expected

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Orders: 1 
  Customers: 42 Orders: 2 
  Customers: 83 Orders: 3 
  Customers: 143 Orders: 4 
  Customers: 187 Orders: 5 
  Customers: 176 Orders: 6 
  Customers: 150 Orders: 7 
  Customers: 94 Orders: 8 
  Customers: 51 Orders: 9 
  Customers: 38 Orders: 10 
  Customers: 20 Orders: 11 
  Customers: 3 Orders: 12 
  Customers: 5 Orders: 13 
  Customers: 2 Orders: 14 
  Customers: 1

interactive heatmap is as expected

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Frequency Score: 1
  Recency Score: 1
  Mean Monetary Value: 208.4 Frequency Score: 1
  Recency Score: 2
  Mean Monetary Value: 246.98 Frequency Score: 1
  Recency Score: 3
  Mean Monetary Value: 246.3 Frequency Score: 1
  Recency Score: 4
  Mean Monetary Value: 213.42 Frequency Score: 1
  Recency Score: 5
  Mean Monetary Value: 262.17 Frequency Score: 2
  Recency Score: 1
  Mean Monetary Value: 380.5 Frequency Score: 2
  Recency Score: 2
  Mean Monetary Value: 407.54 Frequency Score: 2
  Recency Score: 3
  Mean Monetary Value: 355.08 Frequency Score: 2
  Recency Score: 4
  Mean Monetary Value: 375.17 Frequency Score: 2
  Recency Score: 5
  Mean Monetary Value: 370.03 Frequency Score: 3
  Recency Score: 1
  Mean Monetary Value: 530.24 Frequency Score: 3
  Recency Score: 2
  Mean Monetary Value: 516.65 Frequency Score: 3
  Recency Score: 3
  Mean Monetary Value: 446.61 Frequency Score: 3
  Recency Score: 4
  Mean Monetary Value: 451.88 Frequency Score: 3
  Recency Score: 5
  Mean Monetary Value: 467 Frequency Score: 4
  Recency Score: 1
  Mean Monetary Value: 575.41 Frequency Score: 4
  Recency Score: 2
  Mean Monetary Value: 599.47 Frequency Score: 4
  Recency Score: 3
  Mean Monetary Value: 603.79 Frequency Score: 4
  Recency Score: 4
  Mean Monetary Value: 617.07 Frequency Score: 4
  Recency Score: 5
  Mean Monetary Value: 564.51 Frequency Score: 5
  Recency Score: 1
  Mean Monetary Value: 746.67 Frequency Score: 5
  Recency Score: 2
  Mean Monetary Value: 873.11 Frequency Score: 5
  Recency Score: 3
  Mean Monetary Value: 846.9 Frequency Score: 5
  Recency Score: 4
  Mean Monetary Value: 866.43 Frequency Score: 5
  Recency Score: 5
  Mean Monetary Value: 862.4

interactive histogram is as expected

Code
  cat(p$x$attrs[[1]]$hovertext)

interactive segment summary plot is as expected

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Customers: 50 Segment: At Risk
  Customers: 86 Segment: Champions
  Customers: 158 Segment: Lost
  Customers: 111 Segment: Loyal Customers
  Customers: 278 Segment: Need Attention
  Customers: 35 Segment: Others
  Customers: 48 Segment: Potential Loyalist
  Customers: 229

interactive segment summary plot is as expected when sorted

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Customers: 50 Segment: At Risk
  Customers: 86 Segment: Champions
  Customers: 158 Segment: Lost
  Customers: 111 Segment: Loyal Customers
  Customers: 278 Segment: Need Attention
  Customers: 35 Segment: Others
  Customers: 48 Segment: Potential Loyalist
  Customers: 229

interactive segment summary plot sorted in descending order

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Customers: 50 Segment: At Risk
  Customers: 86 Segment: Champions
  Customers: 158 Segment: Lost
  Customers: 111 Segment: Loyal Customers
  Customers: 278 Segment: Need Attention
  Customers: 35 Segment: Others
  Customers: 48 Segment: Potential Loyalist
  Customers: 229

interactive segment summary plot flipped

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Customers: 50 Segment: At Risk
  Customers: 86 Segment: Champions
  Customers: 158 Segment: Lost
  Customers: 111 Segment: Loyal Customers
  Customers: 278 Segment: Need Attention
  Customers: 35 Segment: Others
  Customers: 48 Segment: Potential Loyalist
  Customers: 229

interactive segment summary plot flipped sorted

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Customers: 50 Segment: At Risk
  Customers: 86 Segment: Champions
  Customers: 158 Segment: Lost
  Customers: 111 Segment: Loyal Customers
  Customers: 278 Segment: Need Attention
  Customers: 35 Segment: Others
  Customers: 48 Segment: Potential Loyalist
  Customers: 229

interactive segment summary plot flipped sorted ascending

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Customers: 50 Segment: At Risk
  Customers: 86 Segment: Champions
  Customers: 158 Segment: Lost
  Customers: 111 Segment: Loyal Customers
  Customers: 278 Segment: Need Attention
  Customers: 35 Segment: Others
  Customers: 48 Segment: Potential Loyalist
  Customers: 229

interactive revenue distribution plot

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Revenue Share: 2.35% Segment: At Risk
  Revenue Share: 9.52% Segment: Champions
  Revenue Share: 25.89% Segment: Lost
  Revenue Share: 4.51% Segment: Loyal Customers
  Revenue Share: 35.92% Segment: Need Attention
  Revenue Share: 2.86% Segment: Others
  Revenue Share: 4.75% Segment: Potential Loyalist
  Revenue Share: 14.19%

Code
  cat(p$x$attrs[[2]]$hovertext)
Output
  Segment: About To Sleep
  Customer Share: 5.03% Segment: At Risk
  Customer Share: 8.64% Segment: Champions
  Customer Share: 15.88% Segment: Lost
  Customer Share: 11.16% Segment: Loyal Customers
  Customer Share: 27.94% Segment: Need Attention
  Customer Share: 3.52% Segment: Others
  Customer Share: 4.82% Segment: Potential Loyalist
  Customer Share: 23.02%

interactive revenue distribution plot flipped

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: About To Sleep
  Revenue Share: 2.35% Segment: At Risk
  Revenue Share: 9.52% Segment: Champions
  Revenue Share: 25.89% Segment: Lost
  Revenue Share: 4.51% Segment: Loyal Customers
  Revenue Share: 35.92% Segment: Need Attention
  Revenue Share: 2.86% Segment: Others
  Revenue Share: 4.75% Segment: Potential Loyalist
  Revenue Share: 14.19%

Code
  cat(p$x$attrs[[2]]$hovertext)
Output
  Segment: About To Sleep
  Customer Share: 5.03% Segment: At Risk
  Customer Share: 8.64% Segment: Champions
  Customer Share: 15.88% Segment: Lost
  Customer Share: 11.16% Segment: Loyal Customers
  Customer Share: 27.94% Segment: Need Attention
  Customer Share: 3.52% Segment: Others
  Customer Share: 4.82% Segment: Potential Loyalist
  Customer Share: 23.02%

interactive segment plot

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment:ABOUT TO SLEEP
  Customers: 50 (5.03%) Segment:AT RISK
  Customers: 86 (8.64%) Segment:CHAMPIONS
  Customers: 158 (15.88%) Segment:LOST
  Customers: 111 (11.16%) Segment:LOYAL CUSTOMERS
  Customers: 278 (27.94%) Segment:NEED ATTENTION
  Customers: 35 (3.52%) Segment:OTHERS
  Customers: 48 (4.82%) Segment:POTENTIAL LOYALIST
  Customers: 229 (23.02%)

interactive segment scatter plot

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Amount: 472
  Recency: 205
  Segment: Loyal Customers Amount: 340
  Recency: 140
  Segment: Potential Loyalist Amount: 405
  Recency: 194
  Segment: Potential Loyalist Amount: 596
  Recency: 98
  Segment: Champions Amount: 448
  Recency: 132
  Segment: Loyal Customers Amount: 843
  Recency: 90
  Segment: Champions Amount: 763
  Recency: 84
  Segment: Champions Amount: 699
  Recency: 281
  Segment: Loyal Customers Amount: 157
  Recency: 246
  Segment: Potential Loyalist Amount: 779
  Recency: 160
  Segment: Champions Amount: 363
  Recency: 349
  Segment: About To Sleep Amount: 196
  Recency: 619
  Segment: Lost Amount: 669
  Recency: 210
  Segment: Loyal Customers Amount: 500
  Recency: 138
  Segment: Loyal Customers Amount: 320
  Recency: 396
  Segment: About To Sleep Amount: 393
  Recency: 102
  Segment: Potential Loyalist Amount: 28
  Recency: 168
  Segment: Potential Loyalist Amount: 591
  Recency: 174
  Segment: Champions Amount: 245
  Recency: 157
  Segment: Potential Loyalist Amount: 634
  Recency: 482
  Segment: At Risk Amount: 175
  Recency: 239
  Segment: Potential Loyalist Amount: 786
  Recency: 150
  Segment: Champions Amount: 596
  Recency: 202
  Segment: Loyal Customers Amount: 697
  Recency: 245
  Segment: Loyal Customers Amount: 703
  Recency: 245
  Segment: Loyal Customers Amount: 436
  Recency: 146
  Segment: Potential Loyalist Amount: 862
  Recency: 123
  Segment: Champions Amount: 597
  Recency: 405
  Segment: Loyal Customers Amount: 367
  Recency: 214
  Segment: Others Amount: 392
  Recency: 475
  Segment: Loyal Customers Amount: 548
  Recency: 267
  Segment: Loyal Customers Amount: 598
  Recency: 191
  Segment: Loyal Customers Amount: 539
  Recency: 127
  Segment: Loyal Customers Amount: 712
  Recency: 227
  Segment: Loyal Customers Amount: 876
  Recency: 1
  Segment: Champions Amount: 387
  Recency: 209
  Segment: Loyal Customers Amount: 289
  Recency: 241
  Segment: Potential Loyalist Amount: 663
  Recency: 215
  Segment: Loyal Customers Amount: 191
  Recency: 576
  Segment: Lost Amount: 253
  Recency: 414
  Segment: About To Sleep Amount: 443
  Recency: 164
  Segment: Loyal Customers Amount: 425
  Recency: 339
  Segment: Need Attention Amount: 104
  Recency: 687
  Segment: Lost Amount: 287
  Recency: 676
  Segment: Lost Amount: 225
  Recency: 156
  Segment: Potential Loyalist Amount: 202
  Recency: 12
  Segment: Potential Loyalist Amount: 316
  Recency: 937
  Segment: Lost Amount: 469
  Recency: 360
  Segment: Loyal Customers Amount: 325
  Recency: 444
  Segment: About To Sleep Amount: 589
  Recency: 458
  Segment: At Risk Amount: 336
  Recency: 666
  Segment: Lost Amount: 507
  Recency: 455
  Segment: Loyal Customers Amount: 1069
  Recency: 126
  Segment: Champions Amount: 720
  Recency: 130
  Segment: Champions Amount: 434
  Recency: 327
  Segment: Loyal Customers Amount: 600
  Recency: 39
  Segment: Champions Amount: 492
  Recency: 482
  Segment: At Risk Amount: 341
  Recency: 210
  Segment: Potential Loyalist Amount: 388
  Recency: 46
  Segment: Potential Loyalist Amount: 398
  Recency: 282
  Segment: Potential Loyalist Amount: 567
  Recency: 129
  Segment: Champions Amount: 803
  Recency: 274
  Segment: Loyal Customers Amount: 527
  Recency: 286
  Segment: Others Amount: 81
  Recency: 399
  Segment: About To Sleep Amount: 681
  Recency: 162
  Segment: Others Amount: 687
  Recency: 141
  Segment: Champions Amount: 229
  Recency: 53
  Segment: Potential Loyalist Amount: 856
  Recency: 116
  Segment: Champions Amount: 878
  Recency: 57
  Segment: Champions Amount: 777
  Recency: 122
  Segment: Champions Amount: 370
  Recency: 183
  Segment: Potential Loyalist Amount: 390
  Recency: 35
  Segment: Loyal Customers Amount: 425
  Recency: 179
  Segment: Loyal Customers Amount: 190
  Recency: 932
  Segment: Lost Amount: 319
  Recency: 186
  Segment: Potential Loyalist Amount: 446
  Recency: 4
  Segment: Potential Loyalist Amount: 141
  Recency: 872
  Segment: Lost Amount: 211
  Recency: 253
  Segment: Potential Loyalist Amount: 527
  Recency: 312
  Segment: Loyal Customers Amount: 198
  Recency: 488
  Segment: Lost Amount: 552
  Recency: 181
  Segment: Loyal Customers Amount: 94
  Recency: 632
  Segment: Lost Amount: 37
  Recency: 202
  Segment: Potential Loyalist Amount: 764
  Recency: 217
  Segment: Loyal Customers Amount: 696
  Recency: 269
  Segment: Loyal Customers Amount: 875
  Recency: 72
  Segment: Champions Amount: 276
  Recency: 114
  Segment: Potential Loyalist Amount: 375
  Recency: 152
  Segment: Potential Loyalist Amount: 528
  Recency: 5
  Segment: Champions Amount: 120
  Recency: 870
  Segment: Lost Amount: 977
  Recency: 457
  Segment: Loyal Customers Amount: 190
  Recency: 331
  Segment: About To Sleep Amount: 241
  Recency: 588
  Segment: Lost Amount: 733
  Recency: 250
  Segment: Loyal Customers Amount: 845
  Recency: 181
  Segment: Loyal Customers Amount: 246
  Recency: 365
  Segment: About To Sleep Amount: 531
  Recency: 573
  Segment: At Risk Amount: 318
  Recency: 298
  Segment: About To Sleep Amount: 330
  Recency: 13
  Segment: Potential Loyalist Amount: 435
  Recency: 170
  Segment: Loyal Customers Amount: 470
  Recency: 479
  Segment: Loyal Customers Amount: 381
  Recency: 186
  Segment: Potential Loyalist Amount: 338
  Recency: 601
  Segment: At Risk Amount: 188
  Recency: 176
  Segment: Potential Loyalist Amount: 580
  Recency: 90
  Segment: Champions Amount: 599
  Recency: 310
  Segment: Loyal Customers Amount: 607
  Recency: 376
  Segment: Loyal Customers Amount: 852
  Recency: 229
  Segment: Loyal Customers Amount: 374
  Recency: 174
  Segment: Potential Loyalist Amount: 330
  Recency: 18
  Segment: Others Amount: 226
  Recency: 62
  Segment: Potential Loyalist Amount: 336
  Recency: 363
  Segment: About To Sleep Amount: 161
  Recency: 89
  Segment: Potential Loyalist Amount: 96
  Recency: 497
  Segment: Lost Amount: 580
  Recency: 175
  Segment: Champions Amount: 323
  Recency: 521
  Segment: At Risk Amount: 635
  Recency: 294
  Segment: Loyal Customers Amount: 353
  Recency: 298
  Segment: About To Sleep Amount: 492
  Recency: 101
  Segment: Potential Loyalist Amount: 316
  Recency: 578
  Segment: Lost Amount: 465
  Recency: 41
  Segment: Loyal Customers Amount: 419
  Recency: 266
  Segment: Loyal Customers Amount: 381
  Recency: 172
  Segment: Potential Loyalist Amount: 393
  Recency: 259
  Segment: Potential Loyalist Amount: 442
  Recency: 203
  Segment: Potential Loyalist Amount: 639
  Recency: 236
  Segment: Loyal Customers Amount: 689
  Recency: 122
  Segment: Champions Amount: 456
  Recency: 59
  Segment: Potential Loyalist Amount: 532
  Recency: 225
  Segment: Loyal Customers Amount: 416
  Recency: 349
  Segment: Loyal Customers Amount: 533
  Recency: 473
  Segment: Loyal Customers Amount: 723
  Recency: 108
  Segment: Champions Amount: 281
  Recency: 445
  Segment: Need Attention Amount: 613
  Recency: 71
  Segment: Champions Amount: 787
  Recency: 180
  Segment: Champions Amount: 522
  Recency: 164
  Segment: Loyal Customers Amount: 171
  Recency: 172
  Segment: Potential Loyalist Amount: 620
  Recency: 44
  Segment: Champions Amount: 143
  Recency: 182
  Segment: Potential Loyalist Amount: 721
  Recency: 200
  Segment: Loyal Customers Amount: 217
  Recency: 590
  Segment: Lost Amount: 520
  Recency: 222
  Segment: Loyal Customers Amount: 968
  Recency: 144
  Segment: Champions Amount: 564
  Recency: 77
  Segment: Champions Amount: 407
  Recency: 391
  Segment: Need Attention Amount: 186
  Recency: 27
  Segment: Potential Loyalist Amount: 559
  Recency: 499
  Segment: At Risk Amount: 837
  Recency: 426
  Segment: Loyal Customers Amount: 346
  Recency: 601
  Segment: Lost Amount: 343
  Recency: 250
  Segment: Others Amount: 314
  Recency: 144
  Segment: Potential Loyalist Amount: 232
  Recency: 120
  Segment: Potential Loyalist Amount: 636
  Recency: 240
  Segment: Loyal Customers Amount: 716
  Recency: 133
  Segment: Champions Amount: 596
  Recency: 95
  Segment: Champions Amount: 281
  Recency: 46
  Segment: Potential Loyalist Amount: 805
  Recency: 316
  Segment: Loyal Customers Amount: 293
  Recency: 526
  Segment: Lost Amount: 420
  Recency: 350
  Segment: Loyal Customers Amount: 187
  Recency: 155
  Segment: Potential Loyalist Amount: 360
  Recency: 135
  Segment: Potential Loyalist Amount: 602
  Recency: 474
  Segment: At Risk Amount: 82
  Recency: 139
  Segment: Potential Loyalist Amount: 169
  Recency: 510
  Segment: Lost Amount: 728
  Recency: 525
  Segment: At Risk Amount: 222
  Recency: 506
  Segment: Lost Amount: 277
  Recency: 84
  Segment: Others Amount: 406
  Recency: 153
  Segment: Loyal Customers Amount: 144
  Recency: 158
  Segment: Potential Loyalist Amount: 510
  Recency: 111
  Segment: Champions Amount: 311
  Recency: 537
  Segment: Lost Amount: 491
  Recency: 458
  Segment: Others Amount: 1007
  Recency: 116
  Segment: Champions Amount: 295
  Recency: 114
  Segment: Potential Loyalist Amount: 775
  Recency: 167
  Segment: Champions Amount: 353
  Recency: 280
  Segment: Potential Loyalist Amount: 313
  Recency: 140
  Segment: Others Amount: 435
  Recency: 676
  Segment: At Risk Amount: 950
  Recency: 221
  Segment: Loyal Customers Amount: 331
  Recency: 537
  Segment: Lost Amount: 81
  Recency: 558
  Segment: Lost Amount: 790
  Recency: 88
  Segment: Champions Amount: 312
  Recency: 268
  Segment: Potential Loyalist Amount: 439
  Recency: 307
  Segment: Others Amount: 700
  Recency: 479
  Segment: Loyal Customers Amount: 342
  Recency: 261
  Segment: Potential Loyalist Amount: 704
  Recency: 144
  Segment: Champions Amount: 612
  Recency: 462
  Segment: Loyal Customers Amount: 271
  Recency: 463
  Segment: About To Sleep Amount: 1018
  Recency: 183
  Segment: Loyal Customers Amount: 218
  Recency: 59
  Segment: Potential Loyalist Amount: 237
  Recency: 846
  Segment: Lost Amount: 484
  Recency: 592
  Segment: Others Amount: 510
  Recency: 265
  Segment: Loyal Customers Amount: 222
  Recency: 504
  Segment: Lost Amount: 402
  Recency: 392
  Segment: Loyal Customers Amount: 425
  Recency: 152
  Segment: Loyal Customers Amount: 620
  Recency: 265
  Segment: Loyal Customers Amount: 615
  Recency: 229
  Segment: Loyal Customers Amount: 172
  Recency: 559
  Segment: Lost Amount: 566
  Recency: 431
  Segment: Loyal Customers Amount: 432
  Recency: 30
  Segment: Potential Loyalist Amount: 371
  Recency: 82
  Segment: Potential Loyalist Amount: 589
  Recency: 446
  Segment: Loyal Customers Amount: 30
  Recency: 951
  Segment: Lost Amount: 495
  Recency: 443
  Segment: Loyal Customers Amount: 198
  Recency: 583
  Segment: Lost Amount: 392
  Recency: 433
  Segment: Need Attention Amount: 316
  Recency: 160
  Segment: Potential Loyalist Amount: 819
  Recency: 48
  Segment: Champions Amount: 766
  Recency: 176
  Segment: Champions Amount: 62
  Recency: 480
  Segment: About To Sleep Amount: 364
  Recency: 352
  Segment: Need Attention Amount: 244
  Recency: 589
  Segment: Lost Amount: 291
  Recency: 199
  Segment: Potential Loyalist Amount: 385
  Recency: 143
  Segment: Potential Loyalist Amount: 363
  Recency: 430
  Segment: Need Attention Amount: 172
  Recency: 251
  Segment: Potential Loyalist Amount: 356
  Recency: 295
  Segment: Potential Loyalist Amount: 205
  Recency: 430
  Segment: About To Sleep Amount: 185
  Recency: 392
  Segment: About To Sleep Amount: 422
  Recency: 137
  Segment: Potential Loyalist Amount: 328
  Recency: 847
  Segment: At Risk Amount: 668
  Recency: 10
  Segment: Champions Amount: 323
  Recency: 17
  Segment: Potential Loyalist Amount: 476
  Recency: 263
  Segment: Loyal Customers Amount: 270
  Recency: 80
  Segment: Potential Loyalist Amount: 231
  Recency: 359
  Segment: About To Sleep Amount: 460
  Recency: 39
  Segment: Loyal Customers Amount: 1233
  Recency: 43
  Segment: Champions Amount: 251
  Recency: 23
  Segment: Potential Loyalist Amount: 387
  Recency: 149
  Segment: Potential Loyalist Amount: 581
  Recency: 467
  Segment: Loyal Customers Amount: 544
  Recency: 135
  Segment: Champions Amount: 586
  Recency: 95
  Segment: Loyal Customers Amount: 633
  Recency: 9
  Segment: Others Amount: 674
  Recency: 556
  Segment: At Risk Amount: 626
  Recency: 154
  Segment: Champions Amount: 713
  Recency: 529
  Segment: At Risk Amount: 166
  Recency: 81
  Segment: Potential Loyalist Amount: 384
  Recency: 99
  Segment: Potential Loyalist Amount: 579
  Recency: 545
  Segment: Others Amount: 274
  Recency: 508
  Segment: At Risk Amount: 211
  Recency: 557
  Segment: Lost Amount: 198
  Recency: 224
  Segment: Potential Loyalist Amount: 284
  Recency: 558
  Segment: At Risk Amount: 532
  Recency: 511
  Segment: At Risk Amount: 575
  Recency: 186
  Segment: Others Amount: 1249
  Recency: 20
  Segment: Champions Amount: 615
  Recency: 332
  Segment: Loyal Customers Amount: 892
  Recency: 12
  Segment: Champions Amount: 370
  Recency: 284
  Segment: Potential Loyalist Amount: 260
  Recency: 146
  Segment: Potential Loyalist Amount: 97
  Recency: 92
  Segment: Potential Loyalist Amount: 792
  Recency: 515
  Segment: At Risk Amount: 456
  Recency: 101
  Segment: Loyal Customers Amount: 648
  Recency: 655
  Segment: At Risk Amount: 958
  Recency: 55
  Segment: Champions Amount: 583
  Recency: 208
  Segment: Loyal Customers Amount: 549
  Recency: 629
  Segment: At Risk Amount: 123
  Recency: 102
  Segment: Potential Loyalist Amount: 836
  Recency: 317
  Segment: Loyal Customers Amount: 230
  Recency: 432
  Segment: About To Sleep Amount: 375
  Recency: 222
  Segment: Potential Loyalist Amount: 203
  Recency: 490
  Segment: Lost Amount: 265
  Recency: 439
  Segment: At Risk Amount: 805
  Recency: 481
  Segment: Loyal Customers Amount: 268
  Recency: 174
  Segment: Potential Loyalist Amount: 155
  Recency: 47
  Segment: Potential Loyalist Amount: 77
  Recency: 499
  Segment: Lost Amount: 433
  Recency: 148
  Segment: Potential Loyalist Amount: 307
  Recency: 170
  Segment: Potential Loyalist Amount: 433
  Recency: 64
  Segment: Loyal Customers Amount: 868
  Recency: 44
  Segment: Champions Amount: 466
  Recency: 63
  Segment: Loyal Customers Amount: 336
  Recency: 397
  Segment: About To Sleep Amount: 301
  Recency: 480
  Segment: Need Attention Amount: 546
  Recency: 652
  Segment: At Risk Amount: 744
  Recency: 129
  Segment: Champions Amount: 826
  Recency: 172
  Segment: Champions Amount: 476
  Recency: 172
  Segment: Loyal Customers Amount: 233
  Recency: 575
  Segment: Lost Amount: 332
  Recency: 195
  Segment: Potential Loyalist Amount: 841
  Recency: 569
  Segment: At Risk Amount: 529
  Recency: 130
  Segment: Champions Amount: 746
  Recency: 320
  Segment: Loyal Customers Amount: 531
  Recency: 83
  Segment: Champions Amount: 194
  Recency: 62
  Segment: Potential Loyalist Amount: 431
  Recency: 102
  Segment: Loyal Customers Amount: 183
  Recency: 187
  Segment: Potential Loyalist Amount: 401
  Recency: 488
  Segment: At Risk Amount: 1150
  Recency: 326
  Segment: Loyal Customers Amount: 32
  Recency: 696
  Segment: Lost Amount: 363
  Recency: 28
  Segment: Potential Loyalist Amount: 839
  Recency: 13
  Segment: Champions Amount: 268
  Recency: 457
  Segment: About To Sleep Amount: 448
  Recency: 168
  Segment: Loyal Customers Amount: 421
  Recency: 269
  Segment: Loyal Customers Amount: 282
  Recency: 129
  Segment: Potential Loyalist Amount: 792
  Recency: 7
  Segment: Champions Amount: 99
  Recency: 629
  Segment: Lost Amount: 43
  Recency: 493
  Segment: Lost Amount: 519
  Recency: 80
  Segment: Loyal Customers Amount: 829
  Recency: 340
  Segment: Loyal Customers Amount: 895
  Recency: 26
  Segment: Champions Amount: 270
  Recency: 77
  Segment: Potential Loyalist Amount: 106
  Recency: 595
  Segment: Lost Amount: 81
  Recency: 684
  Segment: Lost Amount: 244
  Recency: 62
  Segment: Potential Loyalist Amount: 768
  Recency: 159
  Segment: Champions Amount: 283
  Recency: 33
  Segment: Potential Loyalist Amount: 722
  Recency: 379
  Segment: Loyal Customers Amount: 526
  Recency: 252
  Segment: Loyal Customers Amount: 892
  Recency: 481
  Segment: Loyal Customers Amount: 581
  Recency: 134
  Segment: Champions Amount: 753
  Recency: 218
  Segment: Loyal Customers Amount: 286
  Recency: 548
  Segment: Lost Amount: 91
  Recency: 317
  Segment: About To Sleep Amount: 579
  Recency: 632
  Segment: At Risk Amount: 595
  Recency: 168
  Segment: Champions Amount: 252
  Recency: 528
  Segment: Lost Amount: 424
  Recency: 98
  Segment: Potential Loyalist Amount: 651
  Recency: 103
  Segment: Champions Amount: 251
  Recency: 227
  Segment: Potential Loyalist Amount: 317
  Recency: 423
  Segment: At Risk Amount: 648
  Recency: 181
  Segment: Loyal Customers Amount: 298
  Recency: 183
  Segment: Potential Loyalist Amount: 411
  Recency: 94
  Segment: Potential Loyalist Amount: 263
  Recency: 572
  Segment: At Risk Amount: 365
  Recency: 182
  Segment: Others Amount: 172
  Recency: 686
  Segment: Lost Amount: 165
  Recency: 600
  Segment: Lost Amount: 277
  Recency: 327
  Segment: Need Attention Amount: 416
  Recency: 379
  Segment: Need Attention Amount: 269
  Recency: 509
  Segment: At Risk Amount: 484
  Recency: 272
  Segment: Loyal Customers Amount: 311
  Recency: 538
  Segment: Lost Amount: 455
  Recency: 613
  Segment: Others Amount: 937
  Recency: 146
  Segment: Champions Amount: 540
  Recency: 8
  Segment: Champions Amount: 133
  Recency: 620
  Segment: Lost Amount: 72
  Recency: 734
  Segment: Lost Amount: 1065
  Recency: 260
  Segment: Loyal Customers Amount: 430
  Recency: 527
  Segment: At Risk Amount: 169
  Recency: 427
  Segment: About To Sleep Amount: 228
  Recency: 439
  Segment: About To Sleep Amount: 471
  Recency: 199
  Segment: Loyal Customers Amount: 571
  Recency: 456
  Segment: Loyal Customers Amount: 363
  Recency: 531
  Segment: Lost Amount: 573
  Recency: 51
  Segment: Champions Amount: 420
  Recency: 416
  Segment: Others Amount: 644
  Recency: 433
  Segment: Loyal Customers Amount: 294
  Recency: 28
  Segment: Potential Loyalist Amount: 460
  Recency: 20
  Segment: Loyal Customers Amount: 489
  Recency: 652
  Segment: At Risk Amount: 165
  Recency: 176
  Segment: Potential Loyalist Amount: 301
  Recency: 548
  Segment: Lost Amount: 464
  Recency: 122
  Segment: Loyal Customers Amount: 393
  Recency: 80
  Segment: Loyal Customers Amount: 282
  Recency: 173
  Segment: Potential Loyalist Amount: 86
  Recency: 599
  Segment: Lost Amount: 400
  Recency: 444
  Segment: Need Attention Amount: 149
  Recency: 126
  Segment: Potential Loyalist Amount: 346
  Recency: 102
  Segment: Others Amount: 759
  Recency: 30
  Segment: Champions Amount: 677
  Recency: 582
  Segment: At Risk Amount: 353
  Recency: 125
  Segment: Potential Loyalist Amount: 248
  Recency: 34
  Segment: Potential Loyalist Amount: 340
  Recency: 633
  Segment: At Risk Amount: 143
  Recency: 165
  Segment: Potential Loyalist Amount: 162
  Recency: 577
  Segment: Lost Amount: 188
  Recency: 101
  Segment: Potential Loyalist Amount: 631
  Recency: 498
  Segment: At Risk Amount: 450
  Recency: 100
  Segment: Loyal Customers Amount: 548
  Recency: 112
  Segment: Champions Amount: 662
  Recency: 225
  Segment: Loyal Customers Amount: 556
  Recency: 504
  Segment: At Risk Amount: 542
  Recency: 408
  Segment: Loyal Customers Amount: 357
  Recency: 164
  Segment: Others Amount: 317
  Recency: 225
  Segment: Potential Loyalist Amount: 260
  Recency: 150
  Segment: Potential Loyalist Amount: 234
  Recency: 96
  Segment: Potential Loyalist Amount: 885
  Recency: 172
  Segment: Champions Amount: 471
  Recency: 132
  Segment: Loyal Customers Amount: 236
  Recency: 171
  Segment: Potential Loyalist Amount: 332
  Recency: 264
  Segment: Potential Loyalist Amount: 95
  Recency: 516
  Segment: Lost Amount: 900
  Recency: 198
  Segment: Loyal Customers Amount: 665
  Recency: 132
  Segment: Champions Amount: 266
  Recency: 399
  Segment: About To Sleep Amount: 619
  Recency: 127
  Segment: Champions Amount: 758
  Recency: 116
  Segment: Champions Amount: 416
  Recency: 134
  Segment: Loyal Customers Amount: 333
  Recency: 393
  Segment: Need Attention Amount: 1004
  Recency: 186
  Segment: Loyal Customers Amount: 236
  Recency: 136
  Segment: Potential Loyalist Amount: 603
  Recency: 449
  Segment: Loyal Customers Amount: 363
  Recency: 636
  Segment: At Risk Amount: 734
  Recency: 21
  Segment: Loyal Customers Amount: 119
  Recency: 187
  Segment: Potential Loyalist Amount: 436
  Recency: 122
  Segment: Loyal Customers Amount: 489
  Recency: 289
  Segment: Potential Loyalist Amount: 264
  Recency: 331
  Segment: About To Sleep Amount: 384
  Recency: 277
  Segment: Loyal Customers Amount: 578
  Recency: 371
  Segment: Loyal Customers Amount: 518
  Recency: 379
  Segment: Loyal Customers Amount: 819
  Recency: 179
  Segment: Champions Amount: 368
  Recency: 414
  Segment: At Risk Amount: 672
  Recency: 213
  Segment: Loyal Customers Amount: 386
  Recency: 431
  Segment: Others Amount: 513
  Recency: 65
  Segment: Champions Amount: 434
  Recency: 239
  Segment: Loyal Customers Amount: 114
  Recency: 119
  Segment: Potential Loyalist Amount: 102
  Recency: 516
  Segment: Lost Amount: 708
  Recency: 133
  Segment: Loyal Customers Amount: 499
  Recency: 486
  Segment: At Risk Amount: 400
  Recency: 493
  Segment: At Risk Amount: 840
  Recency: 410
  Segment: Loyal Customers Amount: 496
  Recency: 421
  Segment: Loyal Customers Amount: 300
  Recency: 545
  Segment: At Risk Amount: 113
  Recency: 569
  Segment: Lost Amount: 235
  Recency: 245
  Segment: Potential Loyalist Amount: 1036
  Recency: 73
  Segment: Champions Amount: 138
  Recency: 164
  Segment: Potential Loyalist Amount: 267
  Recency: 613
  Segment: Lost Amount: 175
  Recency: 444
  Segment: About To Sleep Amount: 687
  Recency: 442
  Segment: Loyal Customers Amount: 455
  Recency: 203
  Segment: Loyal Customers Amount: 466
  Recency: 131
  Segment: Loyal Customers Amount: 396
  Recency: 392
  Segment: Loyal Customers Amount: 486
  Recency: 251
  Segment: Loyal Customers Amount: 613
  Recency: 194
  Segment: Loyal Customers Amount: 546
  Recency: 443
  Segment: Loyal Customers Amount: 474
  Recency: 455
  Segment: Loyal Customers Amount: 922
  Recency: 463
  Segment: Loyal Customers Amount: 694
  Recency: 159
  Segment: Champions Amount: 228
  Recency: 228
  Segment: Potential Loyalist Amount: 1104
  Recency: 97
  Segment: Champions Amount: 410
  Recency: 189
  Segment: Potential Loyalist Amount: 521
  Recency: 491
  Segment: At Risk Amount: 584
  Recency: 106
  Segment: Champions Amount: 149
  Recency: 161
  Segment: Potential Loyalist Amount: 880
  Recency: 160
  Segment: Champions Amount: 719
  Recency: 356
  Segment: Loyal Customers Amount: 473
  Recency: 182
  Segment: Potential Loyalist Amount: 523
  Recency: 106
  Segment: Champions Amount: 1060
  Recency: 160
  Segment: Champions Amount: 415
  Recency: 105
  Segment: Loyal Customers Amount: 434
  Recency: 280
  Segment: Loyal Customers Amount: 87
  Recency: 375
  Segment: About To Sleep Amount: 714
  Recency: 343
  Segment: Loyal Customers Amount: 641
  Recency: 153
  Segment: Champions Amount: 276
  Recency: 191
  Segment: Potential Loyalist Amount: 249
  Recency: 241
  Segment: Potential Loyalist Amount: 374
  Recency: 276
  Segment: Potential Loyalist Amount: 374
  Recency: 66
  Segment: Potential Loyalist Amount: 253
  Recency: 285
  Segment: Potential Loyalist Amount: 203
  Recency: 488
  Segment: Lost Amount: 75
  Recency: 360
  Segment: About To Sleep Amount: 332
  Recency: 147
  Segment: Potential Loyalist Amount: 421
  Recency: 102
  Segment: Potential Loyalist Amount: 291
  Recency: 372
  Segment: Need Attention Amount: 435
  Recency: 478
  Segment: Loyal Customers Amount: 23
  Recency: 760
  Segment: Lost Amount: 1090
  Recency: 53
  Segment: Champions Amount: 403
  Recency: 512
  Segment: At Risk Amount: 874
  Recency: 34
  Segment: Loyal Customers Amount: 1062
  Recency: 41
  Segment: Champions Amount: 570
  Recency: 539
  Segment: At Risk Amount: 416
  Recency: 511
  Segment: At Risk Amount: 771
  Recency: 81
  Segment: Champions Amount: 326
  Recency: 235
  Segment: Potential Loyalist Amount: 665
  Recency: 294
  Segment: Loyal Customers Amount: 556
  Recency: 236
  Segment: Loyal Customers Amount: 275
  Recency: 173
  Segment: Potential Loyalist Amount: 286
  Recency: 179
  Segment: Potential Loyalist Amount: 359
  Recency: 146
  Segment: Potential Loyalist Amount: 547
  Recency: 6
  Segment: Champions Amount: 488
  Recency: 50
  Segment: Loyal Customers Amount: 888
  Recency: 116
  Segment: Champions Amount: 392
  Recency: 422
  Segment: Loyal Customers Amount: 506
  Recency: 135
  Segment: Loyal Customers Amount: 764
  Recency: 113
  Segment: Champions Amount: 714
  Recency: 29
  Segment: Champions Amount: 438
  Recency: 352
  Segment: Loyal Customers Amount: 450
  Recency: 88
  Segment: Loyal Customers Amount: 653
  Recency: 281
  Segment: Loyal Customers Amount: 366
  Recency: 589
  Segment: Lost Amount: 268
  Recency: 391
  Segment: About To Sleep Amount: 401
  Recency: 265
  Segment: Loyal Customers Amount: 382
  Recency: 512
  Segment: At Risk Amount: 552
  Recency: 67
  Segment: Others Amount: 806
  Recency: 153
  Segment: Champions Amount: 223
  Recency: 604
  Segment: Lost Amount: 317
  Recency: 390
  Segment: About To Sleep Amount: 479
  Recency: 101
  Segment: Loyal Customers Amount: 436
  Recency: 455
  Segment: Need Attention Amount: 101
  Recency: 272
  Segment: Potential Loyalist Amount: 770
  Recency: 148
  Segment: Champions Amount: 391
  Recency: 48
  Segment: Loyal Customers Amount: 520
  Recency: 374
  Segment: At Risk Amount: 663
  Recency: 449
  Segment: Loyal Customers Amount: 243
  Recency: 200
  Segment: Potential Loyalist Amount: 416
  Recency: 505
  Segment: At Risk Amount: 552
  Recency: 662
  Segment: At Risk Amount: 77
  Recency: 673
  Segment: Lost Amount: 935
  Recency: 453
  Segment: Loyal Customers Amount: 236
  Recency: 171
  Segment: Potential Loyalist Amount: 314
  Recency: 190
  Segment: Potential Loyalist Amount: 218
  Recency: 410
  Segment: About To Sleep Amount: 987
  Recency: 127
  Segment: Champions Amount: 529
  Recency: 429
  Segment: Others Amount: 1027
  Recency: 169
  Segment: Champions Amount: 613
  Recency: 144
  Segment: Champions Amount: 751
  Recency: 129
  Segment: Champions Amount: 274
  Recency: 336
  Segment: About To Sleep Amount: 829
  Recency: 403
  Segment: Loyal Customers Amount: 276
  Recency: 67
  Segment: Potential Loyalist Amount: 229
  Recency: 249
  Segment: Potential Loyalist Amount: 57
  Recency: 700
  Segment: Lost Amount: 318
  Recency: 61
  Segment: Potential Loyalist Amount: 554
  Recency: 398
  Segment: Loyal Customers Amount: 353
  Recency: 449
  Segment: About To Sleep Amount: 549
  Recency: 381
  Segment: Loyal Customers Amount: 382
  Recency: 99
  Segment: Loyal Customers Amount: 357
  Recency: 288
  Segment: Potential Loyalist Amount: 566
  Recency: 407
  Segment: Loyal Customers Amount: 698
  Recency: 297
  Segment: Loyal Customers Amount: 774
  Recency: 136
  Segment: Champions Amount: 653
  Recency: 246
  Segment: Loyal Customers Amount: 532
  Recency: 57
  Segment: Champions Amount: 536
  Recency: 142
  Segment: Champions Amount: 646
  Recency: 481
  Segment: Loyal Customers Amount: 537
  Recency: 86
  Segment: Loyal Customers Amount: 473
  Recency: 48
  Segment: Potential Loyalist Amount: 275
  Recency: 287
  Segment: Potential Loyalist Amount: 712
  Recency: 137
  Segment: Champions Amount: 347
  Recency: 8
  Segment: Potential Loyalist Amount: 359
  Recency: 177
  Segment: Potential Loyalist Amount: 630
  Recency: 182
  Segment: Loyal Customers Amount: 872
  Recency: 575
  Segment: At Risk Amount: 528
  Recency: 206
  Segment: Loyal Customers Amount: 741
  Recency: 180
  Segment: Champions Amount: 447
  Recency: 79
  Segment: Loyal Customers Amount: 350
  Recency: 210
  Segment: Potential Loyalist Amount: 347
  Recency: 190
  Segment: Potential Loyalist Amount: 292
  Recency: 533
  Segment: Lost Amount: 441
  Recency: 233
  Segment: Potential Loyalist Amount: 1488
  Recency: 168
  Segment: Champions Amount: 289
  Recency: 113
  Segment: Potential Loyalist Amount: 332
  Recency: 92
  Segment: Potential Loyalist Amount: 668
  Recency: 495
  Segment: At Risk Amount: 260
  Recency: 478
  Segment: About To Sleep Amount: 82
  Recency: 479
  Segment: About To Sleep Amount: 781
  Recency: 171
  Segment: Champions Amount: 155
  Recency: 695
  Segment: Lost Amount: 479
  Recency: 681
  Segment: Others Amount: 242
  Recency: 350
  Segment: About To Sleep Amount: 251
  Recency: 90
  Segment: Potential Loyalist Amount: 889
  Recency: 183
  Segment: Loyal Customers Amount: 209
  Recency: 117
  Segment: Potential Loyalist Amount: 259
  Recency: 334
  Segment: Need Attention Amount: 520
  Recency: 502
  Segment: At Risk Amount: 652
  Recency: 284
  Segment: Loyal Customers Amount: 113
  Recency: 466
  Segment: About To Sleep Amount: 196
  Recency: 352
  Segment: About To Sleep Amount: 516
  Recency: 72
  Segment: Others Amount: 1003
  Recency: 27
  Segment: Champions Amount: 309
  Recency: 549
  Segment: At Risk Amount: 585
  Recency: 372
  Segment: Loyal Customers Amount: 356
  Recency: 112
  Segment: Others Amount: 1074
  Recency: 124
  Segment: Champions Amount: 437
  Recency: 469
  Segment: Loyal Customers Amount: 775
  Recency: 63
  Segment: Champions Amount: 724
  Recency: 195
  Segment: Loyal Customers Amount: 601
  Recency: 146
  Segment: Others Amount: 854
  Recency: 197
  Segment: Loyal Customers Amount: 814
  Recency: 21
  Segment: Champions Amount: 574
  Recency: 181
  Segment: Others Amount: 230
  Recency: 172
  Segment: Potential Loyalist Amount: 1008
  Recency: 311
  Segment: Loyal Customers Amount: 632
  Recency: 426
  Segment: At Risk Amount: 512
  Recency: 193
  Segment: Loyal Customers Amount: 458
  Recency: 647
  Segment: At Risk Amount: 621
  Recency: 431
  Segment: Loyal Customers Amount: 375
  Recency: 359
  Segment: Need Attention Amount: 515
  Recency: 307
  Segment: Loyal Customers Amount: 157
  Recency: 77
  Segment: Potential Loyalist Amount: 773
  Recency: 427
  Segment: Loyal Customers Amount: 152
  Recency: 239
  Segment: Potential Loyalist Amount: 536
  Recency: 175
  Segment: Champions Amount: 688
  Recency: 161
  Segment: Champions Amount: 655
  Recency: 399
  Segment: At Risk Amount: 485
  Recency: 118
  Segment: Loyal Customers Amount: 285
  Recency: 94
  Segment: Potential Loyalist Amount: 358
  Recency: 202
  Segment: Others Amount: 589
  Recency: 473
  Segment: Loyal Customers Amount: 96
  Recency: 588
  Segment: Lost Amount: 1011
  Recency: 148
  Segment: Champions Amount: 424
  Recency: 106
  Segment: Loyal Customers Amount: 306
  Recency: 446
  Segment: Need Attention Amount: 648
  Recency: 494
  Segment: At Risk Amount: 61
  Recency: 955
  Segment: Lost Amount: 111
  Recency: 200
  Segment: Potential Loyalist Amount: 133
  Recency: 976
  Segment: Lost Amount: 730
  Recency: 312
  Segment: Loyal Customers Amount: 479
  Recency: 97
  Segment: Loyal Customers Amount: 340
  Recency: 105
  Segment: Potential Loyalist Amount: 492
  Recency: 417
  Segment: Loyal Customers Amount: 139
  Recency: 436
  Segment: About To Sleep Amount: 284
  Recency: 509
  Segment: Lost Amount: 166
  Recency: 632
  Segment: Lost Amount: 94
  Recency: 578
  Segment: Lost Amount: 28
  Recency: 568
  Segment: Lost Amount: 413
  Recency: 295
  Segment: Potential Loyalist Amount: 782
  Recency: 45
  Segment: Champions Amount: 708
  Recency: 82
  Segment: Champions Amount: 788
  Recency: 186
  Segment: Loyal Customers Amount: 79
  Recency: 651
  Segment: Lost Amount: 237
  Recency: 84
  Segment: Potential Loyalist Amount: 437
  Recency: 472
  Segment: Loyal Customers Amount: 711
  Recency: 48
  Segment: Champions Amount: 420
  Recency: 151
  Segment: Loyal Customers Amount: 348
  Recency: 103
  Segment: Potential Loyalist Amount: 311
  Recency: 471
  Segment: About To Sleep Amount: 560
  Recency: 151
  Segment: Champions Amount: 128
  Recency: 229
  Segment: Potential Loyalist Amount: 289
  Recency: 309
  Segment: Need Attention Amount: 587
  Recency: 101
  Segment: Champions Amount: 265
  Recency: 116
  Segment: Potential Loyalist Amount: 371
  Recency: 304
  Segment: Need Attention Amount: 482
  Recency: 412
  Segment: Need Attention Amount: 716
  Recency: 299
  Segment: Loyal Customers Amount: 505
  Recency: 333
  Segment: Need Attention Amount: 582
  Recency: 279
  Segment: Loyal Customers Amount: 713
  Recency: 116
  Segment: Champions Amount: 639
  Recency: 68
  Segment: Loyal Customers Amount: 575
  Recency: 270
  Segment: Loyal Customers Amount: 1050
  Recency: 384
  Segment: Loyal Customers Amount: 114
  Recency: 476
  Segment: About To Sleep Amount: 583
  Recency: 164
  Segment: Champions Amount: 438
  Recency: 43
  Segment: Potential Loyalist Amount: 446
  Recency: 122
  Segment: Potential Loyalist Amount: 388
  Recency: 231
  Segment: Potential Loyalist Amount: 475
  Recency: 583
  Segment: At Risk Amount: 965
  Recency: 85
  Segment: Champions Amount: 249
  Recency: 168
  Segment: Potential Loyalist Amount: 673
  Recency: 443
  Segment: Loyal Customers Amount: 258
  Recency: 107
  Segment: Potential Loyalist Amount: 184
  Recency: 533
  Segment: Lost Amount: 166
  Recency: 507
  Segment: Lost Amount: 386
  Recency: 410
  Segment: Need Attention Amount: 252
  Recency: 497
  Segment: Lost Amount: 209
  Recency: 93
  Segment: Potential Loyalist Amount: 546
  Recency: 86
  Segment: Champions Amount: 565
  Recency: 140
  Segment: Loyal Customers Amount: 431
  Recency: 9
  Segment: Potential Loyalist Amount: 350
  Recency: 275
  Segment: Potential Loyalist Amount: 33
  Recency: 399
  Segment: About To Sleep Amount: 513
  Recency: 372
  Segment: Others Amount: 640
  Recency: 465
  Segment: Loyal Customers Amount: 927
  Recency: 126
  Segment: Champions Amount: 401
  Recency: 162
  Segment: Potential Loyalist Amount: 464
  Recency: 4
  Segment: Loyal Customers Amount: 52
  Recency: 446
  Segment: About To Sleep Amount: 494
  Recency: 48
  Segment: Loyal Customers Amount: 363
  Recency: 98
  Segment: Potential Loyalist Amount: 345
  Recency: 220
  Segment: Potential Loyalist Amount: 649
  Recency: 127
  Segment: Others Amount: 265
  Recency: 114
  Segment: Potential Loyalist Amount: 540
  Recency: 400
  Segment: Loyal Customers Amount: 693
  Recency: 120
  Segment: Champions Amount: 637
  Recency: 93
  Segment: Champions Amount: 554
  Recency: 230
  Segment: Loyal Customers Amount: 180
  Recency: 90
  Segment: Potential Loyalist Amount: 799
  Recency: 569
  Segment: At Risk Amount: 490
  Recency: 149
  Segment: Loyal Customers Amount: 409
  Recency: 377
  Segment: Loyal Customers Amount: 347
  Recency: 354
  Segment: Need Attention Amount: 356
  Recency: 553
  Segment: Lost Amount: 239
  Recency: 6
  Segment: Potential Loyalist Amount: 270
  Recency: 469
  Segment: About To Sleep Amount: 736
  Recency: 242
  Segment: Loyal Customers Amount: 311
  Recency: 93
  Segment: Potential Loyalist Amount: 422
  Recency: 110
  Segment: Potential Loyalist Amount: 277
  Recency: 720
  Segment: Lost Amount: 434
  Recency: 266
  Segment: Loyal Customers Amount: 371
  Recency: 509
  Segment: At Risk Amount: 181
  Recency: 113
  Segment: Potential Loyalist Amount: 283
  Recency: 99
  Segment: Potential Loyalist Amount: 350
  Recency: 416
  Segment: Need Attention Amount: 12
  Recency: 681
  Segment: Lost Amount: 260
  Recency: 173
  Segment: Potential Loyalist Amount: 673
  Recency: 73
  Segment: Champions Amount: 523
  Recency: 142
  Segment: Others Amount: 185
  Recency: 699
  Segment: Lost Amount: 463
  Recency: 222
  Segment: Loyal Customers Amount: 294
  Recency: 723
  Segment: Lost Amount: 464
  Recency: 179
  Segment: Potential Loyalist Amount: 834
  Recency: 32
  Segment: Champions Amount: 390
  Recency: 463
  Segment: Loyal Customers Amount: 548
  Recency: 136
  Segment: Loyal Customers Amount: 740
  Recency: 430
  Segment: Loyal Customers Amount: 654
  Recency: 279
  Segment: Loyal Customers Amount: 316
  Recency: 16
  Segment: Potential Loyalist Amount: 23
  Recency: 186
  Segment: Potential Loyalist Amount: 323
  Recency: 526
  Segment: At Risk Amount: 620
  Recency: 486
  Segment: At Risk Amount: 643
  Recency: 75
  Segment: Others Amount: 404
  Recency: 468
  Segment: Need Attention Amount: 303
  Recency: 103
  Segment: Others Amount: 292
  Recency: 119
  Segment: Potential Loyalist Amount: 188
  Recency: 375
  Segment: About To Sleep Amount: 176
  Recency: 522
  Segment: Lost Amount: 600
  Recency: 201
  Segment: Loyal Customers Amount: 360
  Recency: 532
  Segment: At Risk Amount: 261
  Recency: 125
  Segment: Potential Loyalist Amount: 258
  Recency: 409
  Segment: About To Sleep Amount: 417
  Recency: 37
  Segment: Loyal Customers Amount: 233
  Recency: 178
  Segment: Potential Loyalist Amount: 936
  Recency: 135
  Segment: Champions Amount: 646
  Recency: 145
  Segment: Loyal Customers Amount: 826
  Recency: 491
  Segment: At Risk Amount: 453
  Recency: 276
  Segment: Loyal Customers Amount: 187
  Recency: 485
  Segment: Lost Amount: 937
  Recency: 335
  Segment: Loyal Customers Amount: 423
  Recency: 132
  Segment: Potential Loyalist Amount: 576
  Recency: 114
  Segment: Champions Amount: 613
  Recency: 150
  Segment: Loyal Customers Amount: 79
  Recency: 143
  Segment: Potential Loyalist Amount: 681
  Recency: 525
  Segment: At Risk Amount: 343
  Recency: 636
  Segment: Lost Amount: 248
  Recency: 441
  Segment: About To Sleep Amount: 457
  Recency: 208
  Segment: Loyal Customers Amount: 111
  Recency: 534
  Segment: Lost Amount: 219
  Recency: 607
  Segment: Lost Amount: 425
  Recency: 574
  Segment: At Risk Amount: 694
  Recency: 86
  Segment: Champions Amount: 569
  Recency: 616
  Segment: At Risk Amount: 579
  Recency: 63
  Segment: Loyal Customers Amount: 462
  Recency: 140
  Segment: Potential Loyalist Amount: 212
  Recency: 192
  Segment: Potential Loyalist Amount: 268
  Recency: 264
  Segment: Potential Loyalist Amount: 644
  Recency: 380
  Segment: Loyal Customers Amount: 353
  Recency: 597
  Segment: At Risk Amount: 597
  Recency: 475
  Segment: At Risk Amount: 815
  Recency: 298
  Segment: Loyal Customers Amount: 211
  Recency: 550
  Segment: Lost Amount: 585
  Recency: 488
  Segment: At Risk Amount: 641
  Recency: 586
  Segment: At Risk Amount: 353
  Recency: 484
  Segment: Lost Amount: 132
  Recency: 442
  Segment: About To Sleep Amount: 512
  Recency: 150
  Segment: Loyal Customers Amount: 143
  Recency: 191
  Segment: Potential Loyalist Amount: 39
  Recency: 520
  Segment: Lost Amount: 163
  Recency: 214
  Segment: Potential Loyalist Amount: 632
  Recency: 402
  Segment: Loyal Customers Amount: 453
  Recency: 88
  Segment: Loyal Customers Amount: 220
  Recency: 519
  Segment: Lost Amount: 777
  Recency: 258
  Segment: Loyal Customers Amount: 622
  Recency: 281
  Segment: Loyal Customers Amount: 480
  Recency: 182
  Segment: Loyal Customers Amount: 955
  Recency: 153
  Segment: Champions Amount: 147
  Recency: 215
  Segment: Potential Loyalist Amount: 600
  Recency: 44
  Segment: Champions Amount: 242
  Recency: 244
  Segment: Potential Loyalist Amount: 172
  Recency: 123
  Segment: Potential Loyalist Amount: 394
  Recency: 88
  Segment: Loyal Customers Amount: 476
  Recency: 852
  Segment: At Risk Amount: 306
  Recency: 162
  Segment: Potential Loyalist Amount: 644
  Recency: 249
  Segment: Loyal Customers Amount: 625
  Recency: 462
  Segment: Loyal Customers Amount: 308
  Recency: 487
  Segment: Lost Amount: 219
  Recency: 892
  Segment: Lost Amount: 466
  Recency: 296
  Segment: Potential Loyalist Amount: 536
  Recency: 446
  Segment: Loyal Customers Amount: 620
  Recency: 98
  Segment: Champions Amount: 406
  Recency: 427
  Segment: Loyal Customers Amount: 108
  Recency: 296
  Segment: Potential Loyalist Amount: 241
  Recency: 490
  Segment: Lost Amount: 89
  Recency: 604
  Segment: Lost Amount: 664
  Recency: 433
  Segment: Loyal Customers Amount: 335
  Recency: 174
  Segment: Potential Loyalist Amount: 185
  Recency: 210
  Segment: Potential Loyalist Amount: 82
  Recency: 618
  Segment: Lost Amount: 225
  Recency: 449
  Segment: About To Sleep Amount: 265
  Recency: 601
  Segment: Lost Amount: 1089
  Recency: 319
  Segment: Loyal Customers Amount: 515
  Recency: 496
  Segment: At Risk Amount: 762
  Recency: 49
  Segment: Champions Amount: 1060
  Recency: 183
  Segment: Loyal Customers Amount: 300
  Recency: 182
  Segment: Potential Loyalist Amount: 137
  Recency: 411
  Segment: About To Sleep Amount: 55
  Recency: 597
  Segment: Lost Amount: 580
  Recency: 88
  Segment: Champions Amount: 960
  Recency: 64
  Segment: Champions Amount: 421
  Recency: 550
  Segment: Others Amount: 182
  Recency: 124
  Segment: Potential Loyalist Amount: 809
  Recency: 454
  Segment: Loyal Customers Amount: 672
  Recency: 78
  Segment: Loyal Customers Amount: 816
  Recency: 144
  Segment: Champions Amount: 489
  Recency: 561
  Segment: At Risk Amount: 587
  Recency: 538
  Segment: At Risk Amount: 960
  Recency: 35
  Segment: Champions Amount: 956
  Recency: 129
  Segment: Champions Amount: 413
  Recency: 455
  Segment: Loyal Customers Amount: 360
  Recency: 234
  Segment: Potential Loyalist Amount: 355
  Recency: 515
  Segment: Lost Amount: 570
  Recency: 196
  Segment: Loyal Customers Amount: 358
  Recency: 681
  Segment: Lost Amount: 210
  Recency: 535
  Segment: Lost Amount: 319
  Recency: 71
  Segment: Others Amount: 581
  Recency: 43
  Segment: Champions Amount: 446
  Recency: 171
  Segment: Potential Loyalist Amount: 34
  Recency: 624
  Segment: Lost Amount: 381
  Recency: 366
  Segment: Need Attention Amount: 317
  Recency: 135
  Segment: Potential Loyalist Amount: 254
  Recency: 243
  Segment: Potential Loyalist Amount: 652
  Recency: 204
  Segment: Loyal Customers Amount: 468
  Recency: 663
  Segment: At Risk Amount: 820
  Recency: 502
  Segment: At Risk Amount: 409
  Recency: 564
  Segment: At Risk Amount: 467
  Recency: 600
  Segment: Others Amount: 197
  Recency: 229
  Segment: Potential Loyalist Amount: 420
  Recency: 490
  Segment: At Risk Amount: 405
  Recency: 232
  Segment: Loyal Customers Amount: 312
  Recency: 276
  Segment: Potential Loyalist Amount: 622
  Recency: 145
  Segment: Champions Amount: 496
  Recency: 289
  Segment: Potential Loyalist Amount: 365
  Recency: 128
  Segment: Potential Loyalist Amount: 434
  Recency: 146
  Segment: Potential Loyalist Amount: 597
  Recency: 67
  Segment: Champions Amount: 512
  Recency: 417
  Segment: Loyal Customers Amount: 400
  Recency: 69
  Segment: Potential Loyalist Amount: 447
  Recency: 139
  Segment: Loyal Customers Amount: 652
  Recency: 339
  Segment: Loyal Customers Amount: 436
  Recency: 176
  Segment: Loyal Customers Amount: 265
  Recency: 614
  Segment: Lost Amount: 805
  Recency: 373
  Segment: Loyal Customers Amount: 665
  Recency: 436
  Segment: Loyal Customers Amount: 541
  Recency: 151
  Segment: Others Amount: 558
  Recency: 190
  Segment: Loyal Customers Amount: 826
  Recency: 430
  Segment: Loyal Customers Amount: 732
  Recency: 152
  Segment: Champions Amount: 390
  Recency: 131
  Segment: Potential Loyalist Amount: 462
  Recency: 305
  Segment: Need Attention Amount: 534
  Recency: 263
  Segment: Loyal Customers Amount: 1118
  Recency: 84
  Segment: Champions Amount: 658
  Recency: 160
  Segment: Champions Amount: 538
  Recency: 275
  Segment: Others Amount: 459
  Recency: 178
  Segment: Potential Loyalist Amount: 806
  Recency: 31
  Segment: Champions Amount: 438
  Recency: 75
  Segment: Loyal Customers Amount: 424
  Recency: 157
  Segment: Loyal Customers Amount: 997
  Recency: 188
  Segment: Loyal Customers Amount: 308
  Recency: 148
  Segment: Potential Loyalist Amount: 388
  Recency: 724
  Segment: At Risk Amount: 665
  Recency: 426
  Segment: Loyal Customers Amount: 292
  Recency: 155
  Segment: Others Amount: 427
  Recency: 180
  Segment: Potential Loyalist Amount: 420
  Recency: 166
  Segment: Loyal Customers Amount: 588
  Recency: 176
  Segment: Champions Amount: 760
  Recency: 201
  Segment: Loyal Customers Amount: 384
  Recency: 591
  Segment: Others Amount: 867
  Recency: 153
  Segment: Champions Amount: 654
  Recency: 172
  Segment: Champions Amount: 726
  Recency: 19
  Segment: Champions Amount: 326
  Recency: 201
  Segment: Potential Loyalist Amount: 377
  Recency: 90
  Segment: Potential Loyalist Amount: 450
  Recency: 276
  Segment: Loyal Customers Amount: 363
  Recency: 630
  Segment: At Risk Amount: 688
  Recency: 210
  Segment: Loyal Customers Amount: 329
  Recency: 140
  Segment: Potential Loyalist Amount: 255
  Recency: 282
  Segment: Potential Loyalist Amount: 472
  Recency: 102
  Segment: Loyal Customers Amount: 88
  Recency: 508
  Segment: Lost Amount: 1018
  Recency: 190
  Segment: Loyal Customers Amount: 362
  Recency: 250
  Segment: Others Amount: 1061
  Recency: 103
  Segment: Champions Amount: 295
  Recency: 506
  Segment: Lost Amount: 590
  Recency: 128
  Segment: Champions Amount: 228
  Recency: 171
  Segment: Potential Loyalist Amount: 520
  Recency: 186
  Segment: Loyal Customers Amount: 609
  Recency: 105
  Segment: Others Amount: 237
  Recency: 500
  Segment: Lost Amount: 754
  Recency: 33
  Segment: Champions Amount: 353
  Recency: 288
  Segment: Others Amount: 427
  Recency: 291
  Segment: Loyal Customers Amount: 395
  Recency: 335
  Segment: Need Attention Amount: 642
  Recency: 191
  Segment: Loyal Customers Amount: 778
  Recency: 178
  Segment: Champions Amount: 449
  Recency: 207
  Segment: Potential Loyalist Amount: 471
  Recency: 40
  Segment: Loyal Customers Amount: 1184
  Recency: 206
  Segment: Loyal Customers Amount: 293
  Recency: 227
  Segment: Potential Loyalist Amount: 694
  Recency: 443
  Segment: Loyal Customers Amount: 103
  Recency: 576
  Segment: Lost Amount: 839
  Recency: 138
  Segment: Champions Amount: 627
  Recency: 11
  Segment: Champions Amount: 510
  Recency: 585
  Segment: At Risk Amount: 394
  Recency: 516
  Segment: Others Amount: 393
  Recency: 103
  Segment: Potential Loyalist Amount: 643
  Recency: 261
  Segment: Loyal Customers Amount: 378
  Recency: 295
  Segment: Potential Loyalist Amount: 199
  Recency: 177
  Segment: Potential Loyalist Amount: 324
  Recency: 546
  Segment: Lost Amount: 702
  Recency: 484
  Segment: At Risk Amount: 480
  Recency: 282
  Segment: Loyal Customers Amount: 446
  Recency: 15
  Segment: Loyal Customers Amount: 274
  Recency: 38
  Segment: Potential Loyalist Amount: 522
  Recency: 149
  Segment: Champions Amount: 952
  Recency: 128
  Segment: Champions Amount: 96
  Recency: 545
  Segment: Lost Amount: 709
  Recency: 164
  Segment: Champions Amount: 159
  Recency: 229
  Segment: Potential Loyalist Amount: 870
  Recency: 344
  Segment: Loyal Customers Amount: 433
  Recency: 209
  Segment: Loyal Customers Amount: 542
  Recency: 249
  Segment: Loyal Customers Amount: 558
  Recency: 212
  Segment: Loyal Customers Amount: 121
  Recency: 129
  Segment: Potential Loyalist Amount: 377
  Recency: 54
  Segment: Potential Loyalist Amount: 195
  Recency: 107
  Segment: Potential Loyalist Amount: 650
  Recency: 135
  Segment: Champions Amount: 253
  Recency: 530
  Segment: Lost Amount: 713
  Recency: 45
  Segment: Champions Amount: 504
  Recency: 404
  Segment: Need Attention Amount: 264
  Recency: 198
  Segment: Potential Loyalist Amount: 446
  Recency: 291
  Segment: Loyal Customers Amount: 366
  Recency: 332
  Segment: Need Attention Amount: 474
  Recency: 89
  Segment: Loyal Customers Amount: 547
  Recency: 387
  Segment: Loyal Customers Amount: 855
  Recency: 472
  Segment: Loyal Customers Amount: 690
  Recency: 210
  Segment: Loyal Customers Amount: 208
  Recency: 573
  Segment: Lost Amount: 195
  Recency: 653
  Segment: Lost Amount: 567
  Recency: 542
  Segment: At Risk Amount: 380
  Recency: 122
  Segment: Potential Loyalist Amount: 369
  Recency: 328
  Segment: Need Attention Amount: 1068
  Recency: 81
  Segment: Champions Amount: 421
  Recency: 155
  Segment: Loyal Customers Amount: 823
  Recency: 397
  Segment: Loyal Customers Amount: 473
  Recency: 151
  Segment: Loyal Customers Amount: 224
  Recency: 464
  Segment: About To Sleep Amount: 219
  Recency: 484
  Segment: Lost Amount: 359
  Recency: 240
  Segment: Potential Loyalist Amount: 491
  Recency: 389
  Segment: Need Attention Amount: 789
  Recency: 106
  Segment: Loyal Customers Amount: 153
  Recency: 236
  Segment: Potential Loyalist Amount: 422
  Recency: 159
  Segment: Loyal Customers Amount: 492
  Recency: 539
  Segment: At Risk Amount: 850
  Recency: 64
  Segment: Champions Amount: 492
  Recency: 102
  Segment: Loyal Customers Amount: 569
  Recency: 52
  Segment: Others Amount: 454
  Recency: 490
  Segment: At Risk Amount: 565
  Recency: 246
  Segment: Others Amount: 675
  Recency: 173
  Segment: Loyal Customers Amount: 461
  Recency: 13
  Segment: Loyal Customers Amount: 574
  Recency: 416
  Segment: Loyal Customers Amount: 676
  Recency: 109
  Segment: Champions Amount: 390
  Recency: 517
  Segment: Others Amount: 350
  Recency: 402
  Segment: Need Attention Amount: 297
  Recency: 515
  Segment: Lost Amount: 859
  Recency: 267
  Segment: Loyal Customers Amount: 419
  Recency: 181
  Segment: Loyal Customers Amount: 310
  Recency: 290
  Segment: Potential Loyalist Amount: 1038
  Recency: 129
  Segment: Champions Amount: 52
  Recency: 127
  Segment: Potential Loyalist Amount: 39
  Recency: 265
  Segment: Potential Loyalist Amount: 798
  Recency: 87
  Segment: Champions Amount: 560
  Recency: 490
  Segment: At Risk Amount: 594
  Recency: 169
  Segment: Champions Amount: 332
  Recency: 477
  Segment: About To Sleep Amount: 244
  Recency: 836
  Segment: Lost Amount: 570
  Recency: 321
  Segment: Loyal Customers Amount: 754
  Recency: 157
  Segment: Champions Amount: 665
  Recency: 42
  Segment: Champions Amount: 618
  Recency: 180
  Segment: Loyal Customers Amount: 459
  Recency: 452
  Segment: Loyal Customers Amount: 280
  Recency: 287
  Segment: Potential Loyalist Amount: 277
  Recency: 395
  Segment: Need Attention Amount: 515
  Recency: 152
  Segment: Others Amount: 91
  Recency: 582
  Segment: Lost Amount: 716
  Recency: 549
  Segment: At Risk Amount: 236
  Recency: 163
  Segment: Potential Loyalist Amount: 378
  Recency: 120
  Segment: Others Amount: 760
  Recency: 346
  Segment: Loyal Customers Amount: 490
  Recency: 341
  Segment: Need Attention Amount: 406
  Recency: 387
  Segment: Loyal Customers Amount: 615
  Recency: 43
  Segment: Champions Amount: 574
  Recency: 204
  Segment: Loyal Customers Amount: 1196
  Recency: 207
  Segment: Loyal Customers Amount: 442
  Recency: 405
  Segment: Need Attention Amount: 38
  Recency: 524
  Segment: Lost Amount: 516
  Recency: 548
  Segment: At Risk Amount: 375
  Recency: 224
  Segment: Potential Loyalist

interactive median plot

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: Champions 
  Median Recency: 115 Segment: Potential Loyalist 
  Median Recency: 162 Segment: Others 
  Median Recency: 184 Segment: Loyal Customers 
  Median Recency: 245.5 Segment: Need Attention 
  Median Recency: 389 Segment: About To Sleep 
  Median Recency: 410.5 Segment: At Risk 
  Median Recency: 526.5 Segment: Lost 
  Median Recency: 578

interactive median plot sorted

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: Champions 
  Median Recency: 115 Segment: Potential Loyalist 
  Median Recency: 162 Segment: Others 
  Median Recency: 184 Segment: Loyal Customers 
  Median Recency: 245.5 Segment: Need Attention 
  Median Recency: 389 Segment: About To Sleep 
  Median Recency: 410.5 Segment: At Risk 
  Median Recency: 526.5 Segment: Lost 
  Median Recency: 578

interactive median plot sorted ascending

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: Champions 
  Median Recency: 115 Segment: Potential Loyalist 
  Median Recency: 162 Segment: Others 
  Median Recency: 184 Segment: Loyal Customers 
  Median Recency: 245.5 Segment: Need Attention 
  Median Recency: 389 Segment: About To Sleep 
  Median Recency: 410.5 Segment: At Risk 
  Median Recency: 526.5 Segment: Lost 
  Median Recency: 578

interactive median plot flipped

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: Champions 
  Median Recency: 115 Segment: Potential Loyalist 
  Median Recency: 162 Segment: Others 
  Median Recency: 184 Segment: Loyal Customers 
  Median Recency: 245.5 Segment: Need Attention 
  Median Recency: 389 Segment: About To Sleep 
  Median Recency: 410.5 Segment: At Risk 
  Median Recency: 526.5 Segment: Lost 
  Median Recency: 578

interactive median plot flipped sorted

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: Champions 
  Median Recency: 115 Segment: Potential Loyalist 
  Median Recency: 162 Segment: Others 
  Median Recency: 184 Segment: Loyal Customers 
  Median Recency: 245.5 Segment: Need Attention 
  Median Recency: 389 Segment: About To Sleep 
  Median Recency: 410.5 Segment: At Risk 
  Median Recency: 526.5 Segment: Lost 
  Median Recency: 578

interactive median plot flipped sorted ascending

Code
  cat(p$x$attrs[[1]]$hovertext)
Output
  Segment: Champions 
  Median Recency: 115 Segment: Potential Loyalist 
  Median Recency: 162 Segment: Others 
  Median Recency: 184 Segment: Loyal Customers 
  Median Recency: 245.5 Segment: Need Attention 
  Median Recency: 389 Segment: About To Sleep 
  Median Recency: 410.5 Segment: At Risk 
  Median Recency: 526.5 Segment: Lost 
  Median Recency: 578

rsquaredacademy/rfm documentation built on Feb. 29, 2024, 2:43 a.m.