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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
201	Male	27	Miami	Silver	700.4	13	4	true	53	Unsatisfied
202	Female	37	Houston	Bronze	420.8	7	3.1	false	21	Neutral
203	Female	31	New York	Gold	1,130.6	15	4.5	true	26	Satisfied
204	Male	35	Los Angeles	Silver	820.9	12	4.3	false	12	Neutral
205	Female	41	Chicago	Bronze	480.25	9	3.6	true	38	Unsatisfied
206	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	9	Satisfied
207	Male	32	Miami	Silver	680.3	10	3.8	true	32	Unsatisfied
208	Female	36	Houston	Bronze	470.5	8	3	false	18	Neutral
209	Female	30	New York	Gold	1,180.8	16	4.7	true	19	Satisfied
210	Male	34	Los Angeles	Silver	790.2	11	4	false	15	Neutral
211	Female	43	Chicago	Bronze	505.75	10	3.3	true	39	Unsatisfied
212	Male	30	San Francisco	Gold	1,470.5	20	4.8	false	13	Satisfied
213	Male	27	Miami	Silver	710.4	13	4.1	true	54	Unsatisfied
214	Female	37	Houston	Bronze	430.8	7	3.4	false	23	Neutral
215	Female	31	New York	Gold	1,140.6	15	4.6	true	27	Satisfied
216	Male	35	Los Angeles	Silver	810.9	12	4.3	false	13	Neutral
217	Female	41	Chicago	Bronze	485.25	9	3.6	true	39	Unsatisfied
218	Male	28	San Francisco	Gold	1,500.1	21	4.9	false	10	Satisfied
219	Male	32	Miami	Silver	670.3	10	3.8	true	33	Unsatisfied
220	Female	36	Houston	Bronze	460.5	8	3.1	false	19	Neutral
221	Female	30	New York	Gold	1,190.8	16	4.5	true	20	Satisfied
222	Male	33	Los Angeles	Silver	830.75	13	4.2	false	14	Satisfied
223	Female	42	Chicago	Bronze	520.4	9	3.5	true	37	Unsatisfied
224	Male	29	San Francisco	Gold	1,370.2	18	4.7	false	10	Satisfied
225	Male	26	Miami	Silver	690.6	12	3.9	true	47	Unsatisfied
226	Female	38	Houston	Bronze	440.9	8	3.2	false	24	Neutral
227	Female	32	New York	Gold	1,160.3	14	4.4	true	22	Satisfied
228	Male	34	Los Angeles	Silver	800.2	11	4.1	false	17	Neutral
229	Female	43	Chicago	Bronze	500.75	10	3.3	true	40	Unsatisfied
230	Male	30	San Francisco	Gold	1,460.5	20	4.8	false	12	Satisfied
231	Male	27	Miami	Silver	700.4	13	4	true	53	Unsatisfied
232	Female	37	Houston	Bronze	420.8	7	3.1	false	21	Neutral
233	Female	31	New York	Gold	1,130.6	15	4.5	true	26	Satisfied
234	Male	35	Los Angeles	Silver	820.9	12	4.3	false	12	Neutral
235	Female	41	Chicago	Bronze	480.25	9	3.6	true	38	Unsatisfied
236	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	9	Satisfied
237	Male	32	Miami	Silver	680.3	10	3.8	true	32	Unsatisfied
238	Female	36	Houston	Bronze	470.5	8	3	false	18	Neutral
239	Female	30	New York	Gold	1,180.8	16	4.7	true	19	Satisfied
240	Male	34	Los Angeles	Silver	790.2	11	4	false	15	Neutral
241	Female	43	Chicago	Bronze	505.75	10	3.3	true	39	Unsatisfied
242	Male	30	San Francisco	Gold	1,470.5	20	4.8	false	13	Satisfied
243	Male	27	Miami	Silver	710.4	13	4.1	true	54	Unsatisfied
244	Female	37	Houston	Bronze	430.8	7	3.4	false	23	null
245	Female	31	New York	Gold	1,130.6	15	4.5	true	26	Satisfied
246	Male	35	Los Angeles	Silver	820.9	12	4.3	false	12	Neutral
247	Female	41	Chicago	Bronze	480.25	9	3.6	true	38	Unsatisfied
248	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	9	Satisfied
249	Male	32	Miami	Silver	680.3	10	3.8	true	32	Unsatisfied
250	Female	36	Houston	Bronze	470.5	8	3	false	18	Neutral
251	Female	30	New York	Gold	1,180.8	16	4.7	true	19	Satisfied
252	Male	34	Los Angeles	Silver	790.2	11	4	false	15	Neutral
253	Female	43	Chicago	Bronze	505.75	10	3.3	true	39	Unsatisfied
254	Male	30	San Francisco	Gold	1,470.5	20	4.8	false	13	Satisfied
255	Male	27	Miami	Silver	710.4	13	4.1	true	54	Unsatisfied
256	Female	37	Houston	Bronze	430.8	7	3.4	false	23	Neutral
257	Female	31	New York	Gold	1,140.6	15	4.6	true	27	Satisfied
258	Male	35	Los Angeles	Silver	810.9	12	4.3	false	13	Neutral
259	Female	41	Chicago	Bronze	485.25	9	3.6	true	39	Unsatisfied
260	Male	28	San Francisco	Gold	1,500.1	21	4.9	false	10	Satisfied
261	Male	32	Miami	Silver	670.3	10	3.8	true	33	Unsatisfied
262	Female	36	Houston	Bronze	460.5	8	3.1	false	19	Neutral
263	Female	30	New York	Gold	1,190.8	16	4.5	true	20	Satisfied
264	Male	33	Los Angeles	Silver	830.75	13	4.2	false	14	Satisfied
265	Female	42	Chicago	Bronze	520.4	9	3.5	true	37	Unsatisfied
266	Male	29	San Francisco	Gold	1,370.2	18	4.7	false	10	Satisfied
267	Male	26	Miami	Silver	690.6	12	3.9	true	47	Unsatisfied
268	Female	38	Houston	Bronze	440.9	8	3.2	false	24	Neutral
269	Female	32	New York	Gold	1,160.3	14	4.4	true	22	Satisfied
270	Male	34	Los Angeles	Silver	800.2	11	4.1	false	17	Neutral
271	Female	43	Chicago	Bronze	500.75	10	3.3	true	40	Unsatisfied
272	Male	30	San Francisco	Gold	1,460.5	20	4.8	false	12	Satisfied
273	Male	27	Miami	Silver	700.4	13	4	true	53	Unsatisfied
274	Female	37	Houston	Bronze	430.8	7	3.4	false	23	Neutral
275	Female	31	New York	Gold	1,140.6	15	4.5	true	27	Satisfied
276	Male	35	Los Angeles	Silver	820.9	12	4.3	false	12	Neutral
277	Female	41	Chicago	Bronze	480.25	9	3.6	true	38	Unsatisfied
278	Male	28	San Francisco	Gold	1,490.1	21	4.9	false	9	Satisfied
279	Male	32	Miami	Silver	680.3	10	3.8	true	32	Unsatisfied
280	Female	36	Houston	Bronze	470.5	8	3	false	18	Neutral
281	Female	30	New York	Gold	1,180.8	16	4.7	true	19	Satisfied
282	Male	34	Los Angeles	Silver	790.2	11	4	false	15	Neutral
283	Female	43	Chicago	Bronze	505.75	10	3.3	true	39	Unsatisfied
284	Male	30	San Francisco	Gold	1,470.5	20	4.8	false	13	Satisfied
285	Male	27	Miami	Silver	710.4	13	4.1	true	54	Unsatisfied
286	Female	37	Houston	Bronze	430.8	7	3.4	false	23	Neutral
287	Female	31	New York	Gold	1,130.6	15	4.5	true	26	Satisfied
288	Male	35	Los Angeles	Silver	820.9	12	4.3	false	13	Neutral
289	Female	41	Chicago	Bronze	485.25	9	3.6	true	39	Unsatisfied
290	Male	28	San Francisco	Gold	1,500.1	21	4.9	false	10	Satisfied
291	Male	32	Miami	Silver	670.3	10	3.8	true	33	Unsatisfied
292	Female	36	Houston	Bronze	460.5	8	3.1	false	19	Neutral
293	Female	30	New York	Gold	1,190.8	16	4.5	true	20	Satisfied
294	Male	33	Los Angeles	Silver	830.75	13	4.2	false	14	Satisfied
295	Female	42	Chicago	Bronze	520.4	9	3.5	true	37	Unsatisfied
296	Male	29	San Francisco	Gold	1,370.2	18	4.7	false	10	Satisfied
297	Male	26	Miami	Silver	690.6	12	3.9	true	47	Unsatisfied
298	Female	38	Houston	Bronze	440.9	8	3.2	false	24	Neutral
299	Female	32	New York	Gold	1,160.3	14	4.4	true	22	Satisfied
300	Male	34	Los Angeles	Silver	800.2	11	4.1	false	17	Neutral

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