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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
301	Male	36	San Francisco	Gold	1,420.8	19	4.6	false	11	Satisfied
302	Female	29	Miami	Silver	730.4	14	4	true	50	Unsatisfied
303	Female	35	Houston	Bronze	450.6	7	3.3	false	21	Neutral
304	Male	31	New York	Gold	1,210.6	17	4.8	true	18	Satisfied
305	Male	27	Los Angeles	Silver	780.9	11	4.2	false	16	Neutral
306	Female	42	Chicago	Bronze	495.25	10	3.5	true	35	Unsatisfied
307	Male	29	San Francisco	Gold	1,390.2	18	4.7	false	9	Satisfied
308	Male	26	Miami	Silver	670.6	12	3.9	true	46	Unsatisfied
309	Female	38	Houston	Bronze	460.9	8	3.2	false	25	Neutral
310	Female	32	New York	Gold	1,170.3	14	4.5	true	21	Satisfied
311	Male	34	Los Angeles	Silver	810.2	11	4	false	14	Neutral
312	Female	43	Chicago	Bronze	515.75	9	3.3	true	38	Unsatisfied
313	Male	30	San Francisco	Gold	1,450.5	20	4.8	false	12	Satisfied
314	Male	27	Miami	Silver	690.4	13	4.1	true	52	Unsatisfied
315	Female	37	Houston	Bronze	420.8	7	3.4	false	24	Neutral
316	Female	31	New York	Gold	1,130.6	15	4.5	true	26	Satisfied
317	Male	35	Los Angeles	Silver	820.9	12	4.3	false	13	Neutral
318	Female	41	Chicago	Bronze	480.25	9	3.6	true	39	Unsatisfied
319	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	9	Satisfied
320	Male	32	Miami	Silver	680.3	10	3.8	true	32	Unsatisfied
321	Female	36	Houston	Bronze	470.5	8	3	false	18	Neutral
322	Female	30	New York	Gold	1,180.8	16	4.7	true	19	Satisfied
323	Male	34	Los Angeles	Silver	790.2	11	4	false	15	Neutral
324	Female	43	Chicago	Bronze	505.75	10	3.3	true	39	Unsatisfied
325	Male	30	San Francisco	Gold	1,470.5	20	4.8	false	13	Satisfied
326	Male	27	Miami	Silver	710.4	13	4.1	true	54	Unsatisfied
327	Female	37	Houston	Bronze	430.8	7	3.4	false	23	Neutral
328	Female	31	New York	Gold	1,140.6	15	4.5	true	27	Satisfied
329	Male	35	Los Angeles	Silver	820.9	12	4.3	false	13	Neutral
330	Female	41	Chicago	Bronze	485.25	9	3.6	true	39	Unsatisfied
331	Male	28	San Francisco	Gold	1,500.1	21	4.9	false	10	Satisfied
332	Male	32	Miami	Silver	670.3	10	3.8	true	33	Unsatisfied
333	Female	36	Houston	Bronze	460.5	8	3.1	false	19	Neutral
334	Female	30	New York	Gold	1,190.8	16	4.5	true	20	Satisfied
335	Male	33	Los Angeles	Silver	830.75	13	4.2	false	14	Satisfied
336	Female	42	Chicago	Bronze	520.4	9	3.5	true	37	Unsatisfied
337	Male	29	San Francisco	Gold	1,370.2	18	4.7	false	10	Satisfied
338	Male	26	Miami	Silver	690.6	12	3.9	true	47	Unsatisfied
339	Female	38	Houston	Bronze	440.9	8	3.2	false	24	Neutral
340	Female	32	New York	Gold	1,160.3	14	4.4	true	22	Satisfied
341	Male	34	Los Angeles	Silver	800.2	11	4.1	false	17	Neutral
342	Female	43	Chicago	Bronze	525.75	9	3.3	true	40	Unsatisfied
343	Male	30	San Francisco	Gold	1,460.5	20	4.8	false	11	Satisfied
344	Male	27	Miami	Silver	720.4	13	4	true	55	Unsatisfied
345	Female	37	Houston	Bronze	440.8	7	3.2	false	25	Neutral
346	Female	31	New York	Gold	1,150.6	15	4.5	true	28	Satisfied
347	Male	35	Los Angeles	Silver	830.9	12	4.3	false	14	Neutral
348	Female	41	Chicago	Bronze	490.25	9	3.6	true	40	Unsatisfied
349	Male	28	San Francisco	Gold	1,480.1	21	4.9	false	10	Satisfied
350	Male	32	Miami	Silver	690.3	10	3.8	true	34	Unsatisfied
351	Female	36	Houston	Bronze	480.5	8	3.1	false	20	Neutral
352	Female	30	New York	Gold	1,170.8	16	4.7	true	21	Satisfied
353	Male	34	Los Angeles	Silver	790.2	11	4	false	15	Neutral
354	Female	43	Chicago	Bronze	510.75	10	3.3	true	41	Unsatisfied
355	Male	30	San Francisco	Gold	1,440.5	19	4.6	false	12	Satisfied
356	Male	27	Miami	Silver	700.4	13	4.1	true	56	Unsatisfied
357	Female	37	Houston	Bronze	410.8	7	3.4	false	26	Neutral
358	Female	31	New York	Gold	1,160.6	15	4.5	true	29	Satisfied
359	Male	35	Los Angeles	Silver	810.9	12	4.3	false	14	Neutral
360	Female	41	Chicago	Bronze	495.25	9	3.6	true	41	Unsatisfied
361	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	10	Satisfied
362	Male	32	Miami	Silver	660.3	10	3.8	true	35	Unsatisfied
363	Female	36	Houston	Bronze	430.5	8	3.1	false	21	Neutral
364	Female	30	New York	Gold	1,200.8	16	4.7	true	22	Satisfied
365	Male	34	Los Angeles	Silver	780.2	11	4.1	false	16	Neutral
366	Female	43	Chicago	Bronze	505.75	10	3.3	true	42	Unsatisfied
367	Male	30	San Francisco	Gold	1,460.5	20	4.8	false	13	Satisfied
368	Male	27	Miami	Silver	710.4	13	4.1	true	57	Unsatisfied
369	Female	37	Houston	Bronze	450.8	7	3.4	false	24	Neutral
370	Female	31	New York	Gold	1,140.6	15	4.5	true	30	Satisfied
371	Male	35	Los Angeles	Silver	800.9	12	4.1	false	17	Neutral
372	Female	41	Chicago	Bronze	475.25	9	3.6	true	42	Unsatisfied
373	Male	28	San Francisco	Gold	1,480.1	21	4.9	false	11	Satisfied
374	Male	32	Miami	Silver	660.3	10	3.8	true	36	Unsatisfied
375	Female	36	Houston	Bronze	470.5	8	3	false	22	Neutral
376	Female	30	New York	Gold	1,190.8	16	4.5	true	23	Satisfied
377	Male	33	Los Angeles	Silver	770.2	11	4.2	false	18	Neutral
378	Female	43	Chicago	Bronze	515.75	10	3.3	true	43	Unsatisfied
379	Male	30	San Francisco	Gold	1,450.5	19	4.6	false	12	Satisfied
380	Male	27	Miami	Silver	710.4	13	4.1	true	58	Unsatisfied
381	Female	37	Houston	Bronze	430.8	7	3.4	false	27	Neutral
382	Female	31	New York	Gold	1,160.6	15	4.5	true	31	Satisfied
383	Male	35	Los Angeles	Silver	820.9	12	4.3	false	15	Neutral
384	Female	41	Chicago	Bronze	495.25	9	3.6	true	43	Unsatisfied
385	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	10	Satisfied
386	Male	32	Miami	Silver	660.3	10	3.8	true	37	Unsatisfied
387	Female	36	Houston	Bronze	440.5	8	3.1	false	23	Neutral
388	Female	30	New York	Gold	1,200.8	16	4.7	true	24	Satisfied
389	Male	34	Los Angeles	Silver	780.2	11	4.1	false	16	Neutral
390	Female	43	Chicago	Bronze	505.75	10	3.3	true	44	Unsatisfied
391	Male	30	San Francisco	Gold	1,460.5	20	4.8	false	13	Satisfied
392	Male	27	Miami	Silver	710.4	13	4.1	true	59	Unsatisfied
393	Female	37	Houston	Bronze	450.8	7	3.4	false	28	Neutral
394	Female	31	New York	Gold	1,140.6	15	4.5	true	32	Satisfied
395	Male	35	Los Angeles	Silver	800.9	12	4.1	false	17	Neutral
396	Female	41	Chicago	Bronze	475.25	9	3.6	true	44	Unsatisfied
397	Male	28	San Francisco	Gold	1,480.1	21	4.9	false	12	Satisfied
398	Male	32	Miami	Silver	660.3	10	3.8	true	38	Unsatisfied
399	Female	36	Houston	Bronze	470.5	8	3	false	22	Neutral
400	Female	30	New York	Gold	1,190.8	16	4.5	true	25	Satisfied

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