Datasets:

RizqiFajar
/

cis-models

customer_id int64	last_order string	recency int64	frequency int64	monetary float64	avg_order_value float64	avg_days_between_orders float64	orders_last_90d int64	orders_prev_90d int64	purchase_trend int64	unique_categories int64	unique_products int64	last_category string	spend_last_30d float64	orders_last_30d int64	spend_last_60d float64	orders_last_60d int64	days_since_first_order int64	spend_velocity float64	churn int64	cluster int64	segment string	churn_probability float64	risk_level string
2	2022-03-05 00:36:17+00:00	1,602	1	9.99	9.99	30	0	0	0	1	1	Accessories	0	0	0	0	1,602	0	1	0	⚠️ At Risk	0.999959	High
5	2025-07-21 01:11:02+00:00	367	1	149.949997	149.949997	30	0	0	0	1	1	Outerwear & Coats	0	0	0	0	367	0	1	2	🌱 Potential	0.99996	High
6	2025-10-08 01:27:52+00:00	288	1	125	125	30	0	0	0	1	1	Tops & Tees	0	0	0	0	288	0	1	2	🌱 Potential	0.999967	High
9	2024-10-06 08:10:56+00:00	655	1	232	232	0	0	0	0	1	2	Active	0	0	0	0	655	0	1	3	🏆 Champions	0.999983	High
10	2025-05-02 13:27:52+00:00	447	3	526.150005	175.383335	250.75	0	0	0	5	5	Dresses	0	0	0	0	1,451	0	1	1	💚 Loyal	0.999951	High
11	2025-11-22 06:01:35+00:00	243	3	96.880001	32.293334	685.5	0	0	0	3	3	Swim	0	0	0	0	1,615	0	1	1	💚 Loyal	0.999985	High
13	2020-01-26 01:12:15+00:00	2,370	1	903	903	30	0	0	0	1	1	Outerwear & Coats	0	0	0	0	2,370	0	1	3	🏆 Champions	0.99997	High
14	2025-09-13 07:05:34+00:00	313	1	29.99	29.99	30	0	0	0	1	1	Tops & Tees	0	0	0	0	313	0	1	2	🌱 Potential	0.999977	High
15	2026-07-21 18:39:50.776944+00:00	2	1	350	350	0	1	0	1	2	2	Active	350	1	350	1	2	1	0	3	🏆 Champions	0.000196	Low
16	2024-02-12 12:26:09+00:00	892	1	24.99	24.99	30	0	0	0	1	1	Sweaters	0	0	0	0	892	0	1	2	🌱 Potential	0.999971	High
18	2021-08-18 23:02:17+00:00	1,800	1	84.99	84.99	0	0	0	0	2	2	Fashion Hoodies & Sweatshirts	0	0	0	0	1,800	0	1	0	⚠️ At Risk	0.999958	High
19	2023-11-13 17:56:12+00:00	983	1	86.35	86.35	0	0	0	0	3	3	Maternity	0	0	0	0	983	0	1	0	⚠️ At Risk	0.99997	High
20	2020-04-11 14:54:37+00:00	2,294	1	118.300003	118.300003	30	0	0	0	1	1	Sleep & Lounge	0	0	0	0	2,294	0	1	0	⚠️ At Risk	0.999969	High
22	2025-01-01 16:39:14+00:00	568	1	16.9	16.9	30	0	0	0	1	1	Dresses	0	0	0	0	568	0	1	2	🌱 Potential	0.999968	High
23	2025-01-24 04:00:46+00:00	545	1	13.99	13.99	30	0	0	0	1	1	Plus	0	0	0	0	545	0	1	2	🌱 Potential	0.999947	High
25	2023-04-27 06:44:33+00:00	1,183	1	89.950001	89.950001	0	0	0	0	3	3	Shorts	0	0	0	0	1,183	0	1	0	⚠️ At Risk	0.99997	High
26	2026-02-08 13:57:41+00:00	165	1	207	207	0	0	1	-1	2	2	Maternity	0	0	0	0	165	0	1	3	🏆 Champions	0.997414	High
27	2025-10-14 23:29:59+00:00	282	1	228	228	30	0	0	0	1	1	Tops & Tees	0	0	0	0	282	0	1	3	🏆 Champions	0.999983	High
28	2019-02-11 09:03:17+00:00	2,719	1	76.900002	76.900002	0	0	0	0	2	2	Shorts	0	0	0	0	2,719	0	1	0	⚠️ At Risk	0.999954	High
31	2025-03-20 13:48:55+00:00	490	1	21.99	21.99	30	0	0	0	1	1	Plus	0	0	0	0	490	0	1	2	🌱 Potential	0.999956	High
32	2025-03-21 08:47:26+00:00	489	2	226.489998	113.244999	737	0	0	0	3	3	Pants & Capris	0	0	0	0	1,963	0	1	1	💚 Loyal	0.999974	High
34	2024-07-02 03:17:42+00:00	751	1	38.939999	38.939999	30	0	0	0	1	1	Shorts	0	0	0	0	751	0	1	2	🌱 Potential	0.99997	High
35	2026-07-23 00:22:00.263624+00:00	1	1	59.5	59.5	30	1	0	1	1	1	Sweaters	59.5	1	59.5	1	1	1	0	2	🌱 Potential	0.000114	Low
37	2024-12-09 04:22:37+00:00	591	1	198	198	30	0	0	0	1	1	Jeans	0	0	0	0	591	0	1	2	🌱 Potential	0.999982	High
38	2021-07-18 05:49:49+00:00	1,831	1	48	48	30	0	0	0	1	1	Intimates	0	0	0	0	1,831	0	1	0	⚠️ At Risk	0.999966	High
39	2026-07-07 08:39:15+00:00	16	1	103	103	30	1	0	1	1	1	Sweaters	103	1	103	1	16	1	0	2	🌱 Potential	0.000073	Low
40	2026-06-05 19:31:15+00:00	48	2	169.989998	84.994999	59.5	1	1	0	3	3	Swim	0	0	38	1	168	0	0	1	💚 Loyal	0.000571	Low
41	2024-10-05 12:36:56+00:00	656	1	134.950001	134.950001	0	0	0	0	2	2	Underwear	0	0	0	0	656	0	1	2	🌱 Potential	0.999914	High
42	2023-02-10 03:55:49+00:00	1,259	1	12.72	12.72	30	0	0	0	1	1	Accessories	0	0	0	0	1,259	0	1	0	⚠️ At Risk	0.999935	High
44	2025-11-12 01:02:51+00:00	253	1	128.99	128.99	0	0	0	0	3	3	Tops & Tees	0	0	0	0	253	0	1	2	🌱 Potential	0.999965	High
46	2025-08-28 22:00:23+00:00	329	1	99.49	99.49	0	0	0	0	2	2	Tops & Tees	0	0	0	0	329	0	1	2	🌱 Potential	0.999772	High
49	2023-11-02 21:37:43+00:00	994	1	44.990002	44.990002	30	0	0	0	1	1	Swim	0	0	0	0	994	0	1	0	⚠️ At Risk	0.999917	High
50	2022-05-20 14:47:38+00:00	1,525	1	88.970001	88.970001	0	0	0	0	2	2	Dresses	0	0	0	0	1,525	0	1	0	⚠️ At Risk	0.999959	High
51	2023-05-10 11:31:40+00:00	1,170	2	79.049999	39.525	365	0	0	0	2	2	Swim	0	0	0	0	1,536	0	1	1	💚 Loyal	0.999981	High
52	2021-10-24 23:19:53+00:00	1,733	1	343	343	30	0	0	0	1	1	Blazers & Jackets	0	0	0	0	1,733	0	1	3	🏆 Champions	0.999977	High
53	2021-08-11 02:25:27+00:00	1,807	1	50	50	30	0	0	0	1	1	Jeans	0	0	0	0	1,807	0	1	0	⚠️ At Risk	0.999967	High
54	2025-12-16 06:17:18+00:00	219	1	22	22	30	0	0	0	1	1	Fashion Hoodies & Sweatshirts	0	0	0	0	219	0	1	2	🌱 Potential	0.999956	High
55	2026-02-14 13:46:11+00:00	159	2	121.949997	60.974998	478	0	1	-1	2	2	Fashion Hoodies & Sweatshirts	0	0	0	0	637	0	1	1	💚 Loyal	0.990157	High
56	2025-09-18 04:22:05+00:00	308	1	57.630001	57.630001	30	0	0	0	1	1	Pants	0	0	0	0	308	0	1	2	🌱 Potential	0.999921	High
57	2023-05-31 07:06:20+00:00	1,149	3	259.07	86.356667	133.8	0	0	0	5	6	Sleep & Lounge	0	0	0	0	1,820	0	1	1	💚 Loyal	0.999977	High
59	2025-04-28 06:49:40+00:00	451	1	9.72	9.72	30	0	0	0	1	1	Active	0	0	0	0	451	0	1	2	🌱 Potential	0.999959	High
61	2025-09-26 10:20:18+00:00	300	1	63.860001	63.860001	0	0	0	0	2	2	Sleep & Lounge	0	0	0	0	300	0	1	2	🌱 Potential	0.999957	High
63	2026-06-15 03:22:05+00:00	38	3	89.98	29.993333	26	2	1	1	3	3	Underwear	0	0	28	1	92	0	0	1	💚 Loyal	0.000171	Low
64	2025-12-12 01:23:39+00:00	223	2	304	152	16	0	0	0	2	2	Jeans	0	0	0	0	240	0	1	3	🏆 Champions	0.999947	High
65	2026-07-14 07:41:31+00:00	9	1	23.99	23.99	30	1	0	1	1	1	Swim	23.99	1	23.99	1	9	1	0	2	🌱 Potential	0.000043	Low
68	2026-07-02 12:20:08+00:00	21	1	35.889999	35.889999	30	1	0	1	1	1	Maternity	35.889999	1	35.889999	1	21	1	0	2	🌱 Potential	0.000066	Low
69	2024-12-20 04:39:19+00:00	580	1	99.949997	99.949997	0	0	0	0	2	2	Tops & Tees	0	0	0	0	580	0	1	2	🌱 Potential	0.999772	High
70	2021-11-14 16:29:47+00:00	1,712	1	46.98	46.98	30	0	0	0	1	1	Swim	0	0	0	0	1,712	0	1	0	⚠️ At Risk	0.999934	High
71	2022-05-19 12:22:47+00:00	1,526	1	48.650002	48.650002	30	0	0	0	1	1	Pants	0	0	0	0	1,526	0	1	0	⚠️ At Risk	0.999968	High
73	2023-11-08 05:56:09+00:00	988	1	69.99	69.99	0	0	0	0	2	2	Tops & Tees	0	0	0	0	988	0	1	0	⚠️ At Risk	0.999935	High
74	2023-09-08 23:29:06+00:00	1,049	1	20	20	30	0	0	0	1	1	Accessories	0	0	0	0	1,049	0	1	0	⚠️ At Risk	0.99996	High
75	2023-04-24 10:06:58+00:00	1,186	1	52	52	30	0	0	0	1	1	Fashion Hoodies & Sweatshirts	0	0	0	0	1,186	0	1	0	⚠️ At Risk	0.999904	High
77	2025-09-02 09:53:16+00:00	324	2	233.69	116.845	77	0	0	0	5	5	Intimates	0	0	0	0	632	0	1	1	💚 Loyal	0.999977	High
78	2025-12-30 07:10:19+00:00	205	1	13.76	13.76	30	0	0	0	1	1	Shorts	0	0	0	0	205	0	1	2	🌱 Potential	0.999938	High
79	2026-04-22 13:54:07+00:00	92	1	45.05	45.05	0	0	1	-1	2	2	Plus	0	0	0	0	92	0	1	2	🌱 Potential	0.986491	High
81	2021-02-13 02:32:18+00:00	1,986	1	23.99	23.99	30	0	0	0	1	1	Intimates	0	0	0	0	1,986	0	1	0	⚠️ At Risk	0.999892	High
82	2026-03-02 01:18:18+00:00	143	1	44.990002	44.990002	30	0	1	-1	1	1	Dresses	0	0	0	0	143	0	1	2	🌱 Potential	0.972392	High
84	2023-02-27 19:29:34+00:00	1,242	2	178.480003	89.240002	1,417	0	0	0	2	2	Maternity	0	0	0	0	2,659	0	1	1	💚 Loyal	0.999951	High
87	2026-07-23 22:03:02+00:00	0	2	63.830001	31.915001	6.5	2	0	2	3	3	Plus	63.830001	2	63.830001	2	13	2	0	2	🌱 Potential	0.000095	Low
92	2026-05-17 01:35:28+00:00	67	1	87.469999	87.469999	0	1	0	1	2	2	Leggings	0	0	0	0	67	0	0	2	🌱 Potential	0.000109	Low
93	2026-05-15 09:28:06+00:00	69	2	281.990005	140.995003	34.5	1	1	0	2	3	Intimates	0	0	0	0	139	0	0	1	💚 Loyal	0.000066	Low
95	2025-04-21 02:43:21+00:00	458	1	26	26	30	0	0	0	1	1	Intimates	0	0	0	0	458	0	1	2	🌱 Potential	0.999975	High
96	2026-03-12 12:22:30+00:00	133	1	44.990002	44.990002	30	0	1	-1	1	1	Tops & Tees	0	0	0	0	133	0	1	2	🌱 Potential	0.972392	High
97	2025-12-09 02:15:39+00:00	226	2	24	12	1,024	0	0	0	2	2	Accessories	0	0	0	0	1,251	0	1	1	💚 Loyal	0.999967	High
98	2021-04-02 20:14:01+00:00	1,938	1	24	24	30	0	0	0	1	1	Intimates	0	0	0	0	1,938	0	1	0	⚠️ At Risk	0.999892	High
99	2023-10-25 21:36:03+00:00	1,002	1	92	92	30	0	0	0	1	1	Fashion Hoodies & Sweatshirts	0	0	0	0	1,002	0	1	0	⚠️ At Risk	0.999967	High
100	2023-01-22 10:03:23+00:00	1,278	2	79.799999	39.9	362	0	0	0	2	3	Intimates	0	0	0	0	2,002	0	1	0	⚠️ At Risk	0.999985	High
101	2026-03-28 02:20:30+00:00	117	2	92.930002	46.465001	40	0	1	-1	3	3	Accessories	0	0	0	0	198	0	1	1	💚 Loyal	0.983056	High
103	2025-12-29 09:20:48+00:00	206	3	212.09	70.696667	340.5	0	0	0	3	3	Sweaters	0	0	0	0	888	0	1	1	💚 Loyal	0.999966	High
104	2022-12-08 14:04:00+00:00	1,323	3	331.78	110.593333	6	0	0	0	3	3	Dresses	0	0	0	0	1,336	0	1	1	💚 Loyal	0.999975	High
105	2026-07-05 19:45:04+00:00	18	3	129.839997	43.279999	46	2	1	1	3	3	Sweaters	42	1	54.89	2	111	0.970425	0	1	💚 Loyal	0.00008	Low
106	2026-03-25 08:00:07+00:00	120	1	55	55	30	0	1	-1	1	1	Fashion Hoodies & Sweatshirts	0	0	0	0	120	0	1	2	🌱 Potential	0.988739	High
108	2025-11-12 19:14:50+00:00	253	1	16.9	16.9	30	0	0	0	1	1	Underwear	0	0	0	0	253	0	1	2	🌱 Potential	0.999968	High
109	2023-07-16 05:30:48+00:00	1,103	1	72	72	30	0	0	0	1	1	Outerwear & Coats	0	0	0	0	1,103	0	1	0	⚠️ At Risk	0.999918	High
110	2026-06-19 12:42:31+00:00	34	1	39.990002	39.990002	30	1	0	1	1	1	Jeans	0	0	39.990002	1	34	0	0	2	🌱 Potential	0.000154	Low
112	2026-06-07 14:10:24+00:00	46	1	75	75	30	1	0	1	1	1	Pants & Capris	0	0	75	1	46	0	0	2	🌱 Potential	0.000116	Low
113	2026-05-26 17:43:07+00:00	58	1	10.63	10.63	30	1	0	1	1	1	Dresses	0	0	10.63	1	58	0	0	2	🌱 Potential	0.000074	Low
114	2025-12-27 10:19:45+00:00	208	1	53.07	53.07	30	0	0	0	1	1	Intimates	0	0	0	0	208	0	1	2	🌱 Potential	0.999954	High
115	2026-06-20 18:24:00+00:00	33	2	129.939997	64.969998	95	1	1	0	2	2	Shorts	0	0	29.99	1	128	0	0	2	🌱 Potential	0.000377	Low
116	2026-06-21 00:48:51+00:00	33	2	148.380001	74.190001	19	2	0	2	3	3	Shorts	0	0	98.5	1	71	0	0	1	💚 Loyal	0.000149	Low
117	2025-07-06 11:11:38+00:00	382	1	123.330002	123.330002	0	0	0	0	2	2	Accessories	0	0	0	0	382	0	1	2	🌱 Potential	0.999954	High
118	2024-04-02 12:57:07+00:00	842	1	11.79	11.79	30	0	0	0	1	1	Intimates	0	0	0	0	842	0	1	2	🌱 Potential	0.999935	High
123	2024-11-11 15:46:34+00:00	619	2	61.509998	30.754999	1,257	0	0	0	2	2	Active	0	0	0	0	1,877	0	1	1	💚 Loyal	0.999897	High
126	2026-07-19 05:03:14+00:00	4	2	302	151	102	1	1	0	2	2	Jeans	214	1	214	1	107	1.417219	0	1	💚 Loyal	0.000174	Low
128	2025-11-01 22:17:03+00:00	264	3	155.159998	51.719999	389.75	0	0	0	4	5	Sleep & Lounge	0	0	0	0	1,824	0	1	1	💚 Loyal	0.999971	High
129	2020-11-22 08:47:48+00:00	2,069	2	100.37	50.185	349	0	0	0	2	2	Blazers & Jackets	0	0	0	0	2,419	0	1	0	⚠️ At Risk	0.999964	High
130	2023-06-02 08:45:05+00:00	1,147	1	59.450001	59.450001	30	0	0	0	1	1	Jeans	0	0	0	0	1,147	0	1	0	⚠️ At Risk	0.999918	High
131	2026-02-25 18:10:51+00:00	148	1	88	88	30	0	1	-1	1	1	Shorts	0	0	0	0	148	0	1	2	🌱 Potential	0.996101	High
132	2025-11-15 15:15:34+00:00	250	1	19.98	19.98	30	0	0	0	1	1	Maternity	0	0	0	0	250	0	1	2	🌱 Potential	0.999951	High
133	2024-10-19 13:52:33+00:00	642	1	49.990002	49.990002	30	0	0	0	1	1	Pants	0	0	0	0	642	0	1	2	🌱 Potential	0.999967	High
135	2026-06-10 05:52:10+00:00	43	1	69	69	30	1	0	1	1	1	Pants	0	0	69	1	43	0	0	2	🌱 Potential	0.000131	Low
136	2025-07-16 12:42:30+00:00	372	1	98	98	30	0	0	0	1	1	Sleep & Lounge	0	0	0	0	372	0	1	2	🌱 Potential	0.999961	High
137	2023-08-30 09:50:26+00:00	1,058	1	105	105	30	0	0	0	1	1	Jeans	0	0	0	0	1,058	0	1	0	⚠️ At Risk	0.999932	High
139	2026-01-09 13:56:19+00:00	195	1	14.98	14.98	30	0	0	0	1	1	Maternity	0	0	0	0	195	0	1	2	🌱 Potential	0.999968	High
140	2025-12-28 09:27:23+00:00	207	2	117.990002	58.995001	1,060	0	0	0	2	2	Outerwear & Coats	0	0	0	0	1,268	0	1	1	💚 Loyal	0.99997	High
144	2026-03-26 19:46:22+00:00	119	1	43.09	43.09	0	0	1	-1	2	2	Intimates	0	0	0	0	119	0	1	2	🌱 Potential	0.993529	High
145	2021-08-29 10:37:52+00:00	1,789	1	24.07	24.07	30	0	0	0	1	1	Fashion Hoodies & Sweatshirts	0	0	0	0	1,789	0	1	0	⚠️ At Risk	0.999892	High
146	2025-06-18 22:05:17+00:00	400	1	11.99	11.99	30	0	0	0	1	1	Active	0	0	0	0	400	0	1	2	🌱 Potential	0.999935	High
149	2025-04-15 21:54:45+00:00	464	2	124.989998	62.494999	444	0	0	0	2	2	Active	0	0	0	0	908	0	1	1	💚 Loyal	0.999981	High
151	2025-05-03 01:44:54+00:00	446	1	11.9	11.9	30	0	0	0	1	1	Socks	0	0	0	0	446	0	1	2	🌱 Potential	0.999935	High

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