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train · 350 rows

Customer ID int64 101 450	Gender stringclasses 2 values	Age int64 26 43	City stringclasses 6 values	Membership Type stringclasses 3 values	Total Spend float64 411 1.52k	Items Purchased int64 7 21	Average Rating float64 3 4.9	Discount Applied bool 2 classes	Days Since Last Purchase int64 9 63	Satisfaction Level stringclasses 3 values
401	Male	33	Los Angeles	Silver	800.2	11	4.1	false	18	Neutral
402	Female	43	Chicago	Bronze	515.75	10	3.3	true	45	Unsatisfied
403	Male	30	San Francisco	Gold	1,450.5	19	4.6	false	13	Satisfied
404	Male	27	Miami	Silver	710.4	13	4.1	true	60	Unsatisfied
405	Female	37	Houston	Bronze	430.8	7	3.4	false	29	Neutral
406	Female	31	New York	Gold	1,160.6	15	4.5	true	33	Satisfied
407	Male	35	Los Angeles	Silver	820.9	12	4.3	false	16	Neutral
408	Female	41	Chicago	Bronze	495.25	9	3.6	true	45	Unsatisfied
409	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	11	Satisfied
410	Male	32	Miami	Silver	660.3	10	3.8	true	39	Unsatisfied
411	Female	36	Houston	Bronze	440.5	8	3.1	false	24	Neutral
412	Female	30	New York	Gold	1,200.8	16	4.7	true	25	Satisfied
413	Male	34	Los Angeles	Silver	780.2	11	4.1	false	17	Neutral
414	Female	43	Chicago	Bronze	505.75	10	3.3	true	46	Unsatisfied
415	Male	30	San Francisco	Gold	1,460.5	20	4.8	false	14	Satisfied
416	Male	27	Miami	Silver	710.4	13	4.1	true	61	Unsatisfied
417	Female	37	Houston	Bronze	450.8	7	3.4	false	30	Neutral
418	Female	31	New York	Gold	1,140.6	15	4.5	true	34	Satisfied
419	Male	35	Los Angeles	Silver	800.9	12	4.1	false	19	Neutral
420	Female	41	Chicago	Bronze	475.25	9	3.6	true	46	Unsatisfied
421	Male	28	San Francisco	Gold	1,480.1	21	4.9	false	12	Satisfied
422	Male	32	Miami	Silver	660.3	10	3.8	true	40	Unsatisfied
423	Female	36	Houston	Bronze	470.5	8	3	false	26	Neutral
424	Female	30	New York	Gold	1,190.8	16	4.5	true	27	Satisfied
425	Male	34	Los Angeles	Silver	780.2	11	4.2	false	18	Neutral
426	Female	43	Chicago	Bronze	515.75	10	3.3	true	47	Unsatisfied
427	Male	30	San Francisco	Gold	1,450.5	19	4.6	false	14	Satisfied
428	Male	27	Miami	Silver	710.4	13	4.1	true	62	Unsatisfied
429	Female	37	Houston	Bronze	430.8	7	3.4	false	31	Neutral
430	Female	31	New York	Gold	1,160.6	15	4.5	true	35	Satisfied
431	Male	35	Los Angeles	Silver	820.9	12	4.3	false	20	Neutral
432	Female	41	Chicago	Bronze	495.25	9	3.6	true	47	Unsatisfied
433	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	11	Satisfied
434	Male	32	Miami	Silver	660.3	10	3.8	true	41	Unsatisfied
435	Female	36	Houston	Bronze	440.5	8	3.1	false	28	Neutral
436	Female	30	New York	Gold	1,200.8	16	4.7	true	28	Satisfied
437	Male	34	Los Angeles	Silver	780.2	11	4.1	false	19	Neutral
438	Female	43	Chicago	Bronze	505.75	10	3.3	true	48	Unsatisfied
439	Male	30	San Francisco	Gold	1,460.5	20	4.8	false	15	Satisfied
440	Male	27	Miami	Silver	710.4	13	4.1	true	63	Unsatisfied
441	Female	37	Houston	Bronze	450.8	7	3.4	false	32	Neutral
442	Female	31	New York	Gold	1,140.6	15	4.5	true	36	Satisfied
443	Male	35	Los Angeles	Silver	800.9	12	4.1	false	20	Neutral
444	Female	41	Chicago	Bronze	475.25	9	3.6	true	48	Unsatisfied
445	Male	28	San Francisco	Gold	1,480.1	21	4.9	false	13	Satisfied
446	Male	32	Miami	Silver	660.3	10	3.8	true	42	Unsatisfied
447	Female	36	Houston	Bronze	470.5	8	3	false	27	Neutral
448	Female	30	New York	Gold	1,190.8	16	4.5	true	28	Satisfied
449	Male	34	Los Angeles	Silver	780.2	11	4.2	false	21	Neutral
450	Female	43	Chicago	Bronze	515.75	10	3.3	true	49	Unsatisfied

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