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nprak26
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insurance-campaign-data

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train · 15k rows

customer_id int64	age int64	income int64	education_level string	occupation string	household_size int64	marital_status string	life_stage string	owns_home int64	num_vehicles int64	owns_business int64	region string	regional_risk_score float64	previous_campaigns_received int64	previous_responses int64	response_rate_historical float64	website_visits_last_30d int64	mobile_app_usage_score float64	email_open_rate float64	quote_requests_last_year int64	quote_completion_rate float64	service_calls_last_year int64	claims_last_3_years int64	has_auto_policy int64	has_home_policy int64	has_life_policy int64	has_health_policy int64	has_commercial_policy int64	total_policies int64	policy_tenure_months int64	months_to_renewal float64	vehicle_value_total int64	driving_score int64	home_value int64	home_age_years int64	dependents_count int64	financial_obligations_score float64	campaign_date string	last_policy_purchase_days int64	last_interaction_days int64	recent_life_event string	life_event_recency_days int64	campaign_month int64	campaign_quarter int64	local_unemployment_rate float64	local_income_growth_rate float64	housing_market_index float64	channel_preference_digital float64	price_sensitivity_score float64	brand_loyalty_score float64	trust_score float64	recency_score float64	frequency_score float64	monetary_value_score float64	auto_risk_exposure float64	home_risk_exposure float64	life_risk_exposure float64	auto_coverage_gap int64	home_coverage_gap int64	life_coverage_gap int64	campaign_engagement int64	engagement_level string	education_level_encoded int64	occupation_encoded int64	marital_status_encoded int64	life_stage_encoded int64	region_encoded int64	recent_life_event_encoded int64	engagement_level_encoded int64
1	52	44,978	Master	Professional	4	Married	Family_Formation	1	3	0	Southeast	1.467359	7	1	0.142857	3	1.824566	0.216508	1	0.533566	0	0	0	1	1	0	0	2	240	2.707836	0	809	100,000	6	3	6.522661	2024-08-13	146	114	Home_Purchase	160	8	3	6.377825	2.701744	127.805892	0.597769	1	4.776451	7.479267	0.022371	0.885352	0.775502	1.161317	1.216717	1.954704	1	0	0	0	Medium	2	5	1	2	2	1	2
2	42	48,069	Master	Professional	1	Married	Family_Formation	1	1	0	Midwest	0.891745	1	0	0	2	2.779468	0.33222	1	0.222707	0	0	1	1	1	1	1	5	23	10.559137	14,952	885	153,977	7	0	8.977161	2024-02-22	124	1	Job_Change	123	2	1	6.782281	3.123574	116.609322	0.452729	5.080162	8.209593	4.334326	0.967216	0.197375	0.780312	0.05712	0.918998	1.283628	0	0	0	0	Medium	2	5	1	2	0	2	2
3	54	50,948	Bachelor	Retired	2	Single	Empty_Nester	1	3	0	West	1.493594	1	0	0	4	2.592989	0.481679	3	0.192666	2	0	0	1	0	0	0	1	30	3.695324	0	725	144,437	4	1	6.840923	2024-07-04	265	21	null	999	7	3	2.534439	0.940904	80.259367	0.45544	7.97095	7.97401	6.824086	0.496585	0.197375	0.784523	0.487328	0.882525	1.321549	1	0	1	1	Medium	0	6	2	0	4	4	2
4	67	86,518	Bachelor	Service	2	Married	Empty_Nester	1	0	0	West	1.172246	2	1	0.5	0	3.817379	0.270121	1	0.353925	1	1	0	1	0	0	0	1	22	10.945057	0	819	268,881	34	1	4.036168	2024-03-23	88	30	null	999	3	1	4.6489	3.920407	120.184692	0.319387	5.954733	6.420053	9.646152	0.367879	0.379949	0.822852	0	1.328283	0.662485	0	0	1	0	Medium	0	8	1	0	4	4	2
5	41	31,309	Bachelor	Service	4	Widowed	Young_Professional	0	5	0	Midwest	0.47858	5	0	0	1	1.215373	0.415814	1	0.507937	1	1	1	1	0	0	0	2	11	5.111336	5,355	695	0	0	3	3.170438	2024-08-01	73	55	null	999	8	3	6.24016	4.042793	107.732915	0.655774	5.460446	7.247841	7.030891	0.15988	0.761594	0.749281	1.497992	0.416229	1.606114	0	0	1	0	Medium	0	8	3	4	0	4	2
6	41	29,501	High School	Sales	6	Divorced	Established_Family	0	2	0	Southeast	1.550374	3	1	0.333333	1	2.552501	0.252549	0	0.17243	1	1	0	1	0	1	1	3	48	1.773009	0	593	0	0	5	4.412758	2024-06-06	75	4	null	999	6	2	6.352282	2.104611	79.891457	0.351994	6.500204	4.953778	8.987672	0.875173	0.53705	0.744975	0.442804	0.94194	2	1	0	1	1	High	1	7	0	1	2	4	0
7	68	102,947	Bachelor	Sales	3	Widowed	Established_Family	1	0	0	Southwest	1.065037	3	1	0.333333	3	3.322483	0.394024	0	0.266576	0	0	1	0	0	0	0	1	8	7.968185	23,028	747	337,872	7	2	5.063624	2024-10-24	197	50	null	999	10	4	5.957179	3.174936	86.786962	0.920866	5.803992	2.612949	9.965286	0.188876	0.53705	0.835436	0.238705	0.326722	1.287521	0	1	1	0	Medium	0	7	3	1	3	4	2
8	56	37,138	Master	Management	3	Divorced	Young_Professional	1	3	0	Southeast	1.360078	2	0	0	3	1.884162	0.064116	1	0.207674	2	1	0	0	0	0	0	0	46	10.222716	0	641	100,000	3	2	5.950844	2024-09-16	350	69	null	999	9	3	7.407958	1.620812	117.478832	0.555748	5.990676	4.291757	7.870392	0.100259	0.379949	0.761638	1.061767	1.02864	1.958171	1	1	1	1	Medium	2	3	0	4	2	4	2
9	37	25,000	Bachelor	Professional	4	Divorced	Young_Professional	1	2	0	Southeast	1.316549	3	1	0.333333	3	4.118325	0.4674	0	0.635673	0	2	0	0	0	0	0	0	26	7.77256	0	778	100,000	4	3	6.969503	2024-03-07	6	29	null	999	3	1	5.131847	2.381324	76.58993	0.956318	5.082837	6.398166	10	0.380349	0.53705	0.732993	0.548949	0.881522	1.437109	1	1	1	0	High	0	5	0	4	2	4	0
10	53	36,640	High School	Professional	4	Married	Family_Formation	1	1	0	Southwest	1.276798	4	2	0.5	2	1.36014	0.263546	1	0.403607	1	0	0	1	0	0	1	2	56	3.55896	0	714	111,011	1	3	3.211256	2024-02-01	67	4	null	999	2	1	3.810652	2.12325	81.436374	0.465998	4.508113	5.948161	6.279709	0.875173	0.664037	0.760661	0.305915	0.529207	1.596578	1	0	1	0	Medium	1	5	1	2	3	4	2
11	38	40,213	High School	Transportation	4	Married	Young_Professional	1	1	1	Southeast	1.608295	6	0	0	3	0.592791	0.296009	1	0.434892	0	0	0	0	0	1	0	1	17	11.992646	0	670	100,000	6	3	3.932394	2024-11-01	551	111	null	999	11	4	2.280295	1.203437	96.72074	0.573343	3.870665	8.178821	5.693862	0.024724	0.833655	0.767396	0.330832	1.001965	1.268702	1	1	1	1	Medium	1	9	1	4	2	4	2
12	38	124,614	Bachelor	Sales	1	Married	Young_Professional	0	2	0	Southwest	1.216092	4	1	0.25	4	2.470919	0.281309	1	0.327696	0	1	0	0	1	0	0	1	45	1.398291	0	900	0	0	0	4.02746	2024-10-19	48	12	null	999	10	4	4.813957	2.807819	120.665257	0.087051	7.160578	5.243258	7.577485	0.67032	0.664037	0.849262	0.385413	0.639248	0.453591	1	0	0	0	Medium	0	7	1	4	3	4	2
13	48	85,382	High School	Retired	2	Married	Established_Family	1	1	0	Southwest	1.505432	1	0	0	0	1.21765	0.352199	1	0.408881	3	0	0	0	0	1	0	1	5	2.242856	0	705	201,616	4	1	4.494862	2024-10-25	318	6	Job_Change	3	10	4	2.301129	2.596456	94.026309	0.2435	7.040914	8.695557	3.115442	0.818731	0.197375	0.821895	0.771089	0.66443	0.819581	1	1	1	0	High	1	6	1	1	3	2	0
14	18	97,588	Bachelor	Production	4	Divorced	Young_Professional	1	2	0	Southwest	1.092414	3	1	0.333333	2	2.429118	0.573312	6	0.378743	0	0	0	1	1	0	0	2	118	2.122701	0	766	287,900	37	3	6.060484	2024-12-13	312	134	null	999	12	4	4.49997	3.77338	99.708669	0.359464	4.934216	4.458245	7.936599	0.011486	0.53705	0.831567	0.912654	0.921452	1.558883	1	0	0	1	Medium	0	4	0	4	3	4	2
15	19	80,176	Bachelor	Production	1	Single	Young_Professional	1	2	0	Southwest	1.244592	2	1	0.5	3	4.945661	0.126955	1	0.526285	1	0	0	0	0	1	0	1	20	11.012097	0	900	251,241	4	0	6.042122	2024-09-05	76	57	Home_Purchase	47	9	3	5.915167	0.597513	102.602854	0.344191	4.483994	2.781644	7.422116	0.149569	0.379949	0.817342	0.862093	0.808198	0.327521	1	1	0	1	High	0	4	2	4	3	1	0
16	36	86,486	High School	Retired	3	Single	Family_Formation	1	0	1	Midwest	1.183383	4	0	0	1	2.922718	0.186269	1	0.321117	0	0	0	0	0	1	0	1	22	1.507486	0	819	115,075	15	2	5.138915	2024-06-16	226	19	Child_Birth	33	6	2	6.937533	3.7811	90.332684	0.301329	4.810673	5.609368	5.882654	0.530819	0.664037	0.822825	0.173854	0.886083	1.167831	0	1	1	1	Medium	1	6	2	2	0	0	2
17	29	32,440	Bachelor	Production	1	Divorced	Family_Formation	0	4	0	Midwest	0.953326	5	0	0	6	1.512586	0.244243	3	0.560945	1	0	0	0	1	1	0	2	17	11.273251	0	626	0	0	0	3.493716	2024-04-14	74	26	null	999	4	2	5.005462	2.170613	97.788307	0.514752	5.91528	6.857091	8.113713	0.42035	0.761594	0.751849	1.076413	0.383588	0.507968	1	0	0	1	Medium	0	4	0	2	0	4	2
18	49	43,514	Bachelor	Production	2	Married	Established_Family	1	0	0	West	1.370208	3	1	0.333333	1	1.151504	0.33982	1	0.603388	1	0	0	0	1	0	0	1	3	1.697563	0	662	331,041	6	1	5.635719	2024-05-08	167	4	null	999	5	2	6.333346	2.500617	104.339398	0.601194	5.912961	4.832366	4.91024	0.875173	0.53705	0.773106	0.34515	1.253235	0.985381	0	1	0	1	Medium	0	4	1	1	4	4	2
19	31	27,066	Bachelor	Service	4	Single	Established_Family	1	3	0	Southwest	1.080606	0	0	0	3	2.847021	0.365961	4	0.49876	1	0	0	0	0	0	0	0	13	1.344018	0	730	601,283	39	3	6.257296	2024-01-25	157	16	null	999	1	1	3.263875	3.853585	117.821984	0.717679	3.25268	4.764136	7.796419	0.586646	0	0.73874	0.799379	1.008705	1.602637	1	1	1	1	High	0	8	2	1	3	4	0
20	23	43,204	High School	Education	2	Single	Young_Professional	1	4	0	West	1.055909	1	0	0	2	2.877041	0.149812	0	0.10573	1	1	0	0	0	0	0	0	24	0.909526	0	730	249,883	1	1	6.556028	2024-01-16	448	1	null	999	1	1	6.02407	2.35617	89.321795	0.325533	5.330358	3.810991	5.407049	0.967216	0.197375	0.772589	1.640045	1.089618	1.139724	1	1	1	1	High	1	0	2	4	4	4	0
21	66	73,899	High School	Sales	3	Married	Retirement	1	1	0	Northeast	1.320525	6	1	0.166667	0	4.477064	0.416162	0	0.460683	0	1	0	0	0	0	0	0	1	8.796298	0	670	104,833	2	2	2.592586	2024-01-18	304	1	null	999	1	1	5.278842	1.421863	121.161417	0.447885	1.082063	6.657937	7.433125	0.967216	0.833655	0.811441	0.409837	0.95404	1.164865	1	1	1	1	High	1	7	1	3	1	4	0
22	41	53,143	Master	Transportation	2	Married	Established_Family	1	2	0	Northeast	1.338449	2	0	0	2	0.574044	0.360122	1	0.215842	0	1	0	0	1	1	0	2	41	11.928248	0	623	297,588	20	1	6.258819	2024-01-05	303	3	Job_Change	105	1	1	5.986344	3.938587	87.205327	0.622884	4.438708	4.835835	4.943243	0.904837	0.379949	0.787576	0.373958	0.75447	1.175114	1	1	0	1	Medium	2	9	1	1	1	2	2
23	46	107,676	Master	Sales	3	Married	Established_Family	0	0	1	West	1.287716	5	0	0	2	3.01626	0.257007	0	0.298025	0	0	0	1	0	0	0	1	145	9.802307	0	842	0	0	2	4.793927	2024-04-15	89	1	null	999	4	2	6.180867	2.625087	130	0.694119	7.921477	6.566934	7.698116	0.967216	0.761594	0.838687	0	0.603936	1.36408	0	0	1	1	Medium	2	7	1	1	4	4	2
24	23	25,000	Master	Production	2	Married	Young_Professional	1	3	0	Southeast	1.47474	2	0	0	3	3.431378	0.140329	2	0.343468	2	0	0	0	0	1	1	2	65	6.132184	0	808	256,611	10	1	6.260134	2024-05-03	380	14	Marriage	7	5	2	3.858444	3.006043	107.645691	0.168121	7.779682	4.096198	5.895723	0.627089	0.379949	0.732993	1.57501	1.012888	1.070305	1	1	1	1	High	2	4	1	4	2	3	0
25	36	66,180	High School	Healthcare	2	Single	Family_Formation	1	2	0	Midwest	0.942246	3	0	0	4	3.329181	0.312902	2	0.604059	0	1	0	1	0	0	1	2	2	11.287994	0	682	253,428	2	1	5.769976	2024-04-14	515	206	null	999	4	2	3.965379	2.14716	89.316745	0.761491	9.0519	5.565901	7.047816	0.001042	0.53705	0.803456	0.421554	0.925069	1.38539	1	0	1	1	Medium	1	2	2	2	0	4	2
26	46	25,000	High School	Sales	4	Married	Family_Formation	0	4	1	Southwest	0.973819	3	0	0	4	3.966236	0.156328	1	0.526826	0	1	1	1	0	0	0	2	27	0.406118	17,179	636	0	0	3	3.804349	2024-07-24	153	56	null	999	7	3	3.370768	1.687707	94.195156	0.288566	2.782502	6.689367	5.496392	0.154638	0.53705	0.732993	1.231703	0.464381	1.765146	0	0	1	0	Medium	1	7	1	2	3	4	2
27	27	51,870	Bachelor	Management	1	Divorced	Family_Formation	1	0	0	Midwest	0.776971	1	0	0	3	2.290269	0.386744	0	0.458317	0	0	0	0	0	0	0	0	90	8.418799	0	869	291,496	63	0	4.554208	2024-07-27	287	17	null	999	7	3	5.721793	1.472846	98.630631	0.469866	6.855162	6.345638	6.165819	0.567414	0.197375	0.785821	0	0.780484	0.679376	0	1	0	1	Medium	0	3	0	2	0	4	2
28	50	76,435	Master	Transportation	2	Married	Young_Professional	0	1	0	Southwest	1.02043	1	0	0	2	1.364076	0.13224	2	0.275324	1	0	0	1	0	1	1	3	56	0.244282	0	837	0	0	1	8.179227	2024-12-13	249	1	Job_Change	365	12	4	5.391762	2.87799	95.231849	0.414472	7.028631	4.049141	4.653864	0.967216	0.197375	0.813883	0.535627	0.243566	1.466345	1	0	1	1	High	2	9	1	4	3	2	0
29	35	43,100	Master	Retired	1	Single	Family_Formation	1	1	0	Midwest	1.109916	2	1	0.5	2	1.814751	0.275996	1	0.234865	1	0	1	1	1	0	0	3	28	1.958189	23,742	674	182,252	69	0	7.148598	2024-07-20	85	25	Child_Birth	1	7	3	6.172994	2.959896	108.475065	0.542877	2.290237	5.127659	8.403837	0.434598	0.379949	0.772415	0.348887	1.003103	0.951686	0	0	0	0	Medium	2	6	2	2	0	0	2
30	40	68,232	Master	Education	2	Married	Empty_Nester	0	0	0	Midwest	0.697137	3	1	0.333333	2	2.179331	0.107643	1	0.067679	2	0	1	0	1	0	0	2	93	4.707003	43,852	739	0	0	1	6.30228	2024-07-01	31	53	null	999	7	3	7.263246	1.406807	100.512976	0.562037	1.794582	4.569216	9.533207	0.170902	0.53705	0.805666	0	0.29201	1.072095	0	0	0	0	Medium	2	0	1	0	0	4	2
31	35	27,561	High School	Service	5	Single	Young_Professional	0	1	0	West	0.602045	3	1	0.333333	2	4.013897	0.212586	2	0.488077	0	0	0	0	0	0	0	0	16	11.544322	0	654	0	0	4	1.186914	2024-10-12	13	34	Marriage	96	10	4	6.612674	3.278612	103.018787	0.667797	6.087269	3.251129	8.598245	0.321958	0.53705	0.740052	0.531457	0	1.6292	1	0	1	1	Medium	1	8	2	4	4	3	2
32	72	25,000	Master	Retired	1	Married	Retirement	0	2	0	Southwest	1.246525	5	0	0	2	0.963727	0.237879	4	0.105203	0	0	1	0	0	1	0	2	50	3.462137	21,707	900	0	0	0	3.098157	2024-11-10	163	4	null	999	11	4	6.738069	2.696659	130	0.536475	2.667733	4.936985	9.555281	0.875173	0.761594	0.732993	0.799187	0.203473	0.250545	0	0	0	0	Medium	2	6	1	3	3	4	2
33	44	68,474	Master	Service	2	Single	Empty_Nester	1	1	1	Southeast	1.320831	2	1	0.5	5	1.308958	0.184234	2	0.51955	2	3	1	0	1	1	0	3	179	6.544127	66,990	754	324,582	24	1	3.840205	2024-06-19	173	9	null	999	6	2	6.243148	2.026706	118.816651	0.579356	1	6.109327	5.414806	0.740818	0.379949	0.805922	0.724735	0.918296	0.760243	0	1	0	1	Medium	2	8	2	0	2	4	2
34	29	139,581	High School	Retired	4	Married	Young_Professional	0	1	0	West	1.224222	6	1	0.166667	2	0.517177	0.319573	1	0.074682	0	0	1	0	1	0	0	2	62	7.018253	16,022	724	0	0	3	7.91712	2024-10-09	7	14	null	999	10	4	5.193618	3.382903	86.171293	0.527136	4.585396	8.07569	6.449463	0.627089	0.833655	0.857472	0.467673	0.403237	1.803476	0	0	0	1	Medium	1	6	1	4	4	4	2
35	57	26,967	Bachelor	Management	2	Married	Empty_Nester	1	1	1	Midwest	1.086314	2	2	1	2	1.132979	0.105644	3	0.28693	1	1	0	1	0	0	1	2	5	9.112562	0	716	100,000	20	1	4.205014	2024-02-17	79	51	null	999	2	1	3.975736	1.286548	96.554686	0.381034	4.548666	8.38938	8.06547	0.182684	0.379949	0.738475	0.268228	0.741899	0.930233	1	0	1	1	Medium	0	3	1	0	0	4	2
36	26	102,060	Bachelor	Retired	2	Married	Young_Professional	1	2	0	Midwest	0.902075	2	0	0	1	2.904181	0.177318	1	0.498109	1	0	0	1	0	1	0	2	9	1.435602	0	892	100,000	5	1	8.237625	2024-10-06	196	48	null	999	10	4	3.164127	1.515259	118.165167	0.50738	7.121885	8.047309	4.889694	0.201897	0.379949	0.83481	0.388883	0.713699	1.066267	1	0	1	1	Medium	0	6	1	4	0	4	2
37	48	50,314	High School	Professional	1	Divorced	Established_Family	1	2	0	Midwest	0.821713	5	1	0.2	5	2.57014	0.089523	1	0.138134	1	1	1	0	1	0	1	3	33	6.061312	78,598	631	260,220	13	0	3.709759	2024-08-05	195	53	null	999	8	3	7.484497	3.298129	118.348478	0.22629	7.797506	4.924769	6.440875	0.170902	0.761594	0.783616	0.422766	0.4498	0.72523	0	1	0	1	Medium	1	5	0	1	0	4	2
38	18	25,000	Bachelor	Education	1	Married	Young_Professional	1	0	1	West	1.091876	4	0	0	1	0.916012	0.398581	0	0.394318	1	3	0	0	0	0	0	0	24	10.935766	0	654	141,649	23	0	5.757052	2024-07-07	350	12	Job_Change	210	7	3	4.485157	5.292901	96.267658	0.684308	7.157116	3.86453	8.703491	0.67032	0.664037	0.732993	0.429916	0.69308	0.520641	0	1	0	0	Medium	0	0	1	4	4	2	2
39	25	25,000	Master	Healthcare	3	Single	Family_Formation	0	0	1	Midwest	0.958822	4	0	0	3	0.525911	0.419591	0	0.55379	2	0	0	0	0	1	0	1	19	7.442269	0	897	0	0	2	4.673334	2024-01-16	32	10	Home_Purchase	60	1	1	3.199934	1.821153	103.049348	0.187745	4.777669	6.585961	6.813691	0.716531	0.664037	0.732993	0	0.369534	1.125425	0	0	1	1	Medium	2	2	2	2	0	1	2
40	47	49,487	Master	Education	4	Married	Empty_Nester	0	1	0	Midwest	0.808299	4	0	0	2	4.575755	0.285178	1	0.260114	1	1	0	0	1	1	0	2	22	9.178002	0	522	0	0	3	7.898317	2024-09-25	119	1	null	999	9	3	5.334524	3.751648	107.327602	0.378454	3.925616	4.043399	3.711183	0.967216	0.664037	0.782417	0.405586	0.445246	1.886116	1	0	0	1	Medium	2	0	1	0	0	4	2
41	56	38,458	Master	Healthcare	3	Widowed	Empty_Nester	1	1	0	Southwest	1.099952	2	0	0	3	2.169534	0.372932	2	0.064352	0	0	1	0	0	1	1	3	45	11.680203	16,261	867	116,290	75	2	5.745569	2024-12-28	23	6	null	999	12	4	7.270508	2.72769	87.782968	0.327586	3.400046	3.680617	7.348828	0.818731	0.379949	0.764166	0.1054	1.137719	1.201121	0	1	1	1	Medium	2	2	3	0	3	4	2
42	47	25,000	Bachelor	Production	4	Divorced	Established_Family	0	0	0	Northeast	1.324185	3	0	0	5	2.670065	0.451822	4	0.110051	1	0	0	0	1	0	1	2	115	1.78352	0	664	0	0	3	4.833554	2024-07-21	1	1	null	999	7	3	3.189312	0.599841	85.873732	0.597425	6.492654	6.909777	7.23407	0.967216	0.53705	0.732993	0.232549	0.428141	1.545496	0	0	0	1	Medium	0	4	0	1	1	4	2
43	43	25,000	Bachelor	Professional	3	Married	Established_Family	1	1	0	Midwest	0.969665	2	0	0	3	3.098439	0.234913	1	0.117618	0	0	1	1	1	0	0	3	18	2.96769	32,696	658	291,240	73	2	6.374895	2024-01-13	242	24	Job_Change	277	1	1	5.493306	3.892282	83.301575	0.546126	5.197769	6.949407	9.065147	0.449329	0.379949	0.732993	0	1.147007	1.332848	0	0	0	0	Medium	0	5	1	1	0	2	2
44	40	29,494	Bachelor	Service	4	Single	Family_Formation	1	1	0	West	0.971851	4	1	0.25	3	1.75249	0.119812	0	0.424453	1	0	0	0	0	0	0	0	61	3.616514	0	539	139,546	11	3	3.292957	2024-03-26	194	11	Home_Purchase	112	3	1	4.279578	1.194137	102.871914	0.418389	6.919572	5.072223	6.040647	0.693041	0.664037	0.744958	0.327423	0.837008	1.055149	1	1	1	0	High	0	8	2	2	4	1	0
45	22	55,065	Bachelor	Education	6	Married	Young_Professional	1	0	0	West	0.99679	7	1	0.142857	2	3.422972	0.293069	1	0.531965	0	0	0	0	0	0	0	0	66	8.211713	0	866	137,372	26	5	5.477159	2024-11-01	44	71	null	999	11	4	4.135966	2.788963	90.906979	0.912053	5.85546	1.881497	9.199641	0.093793	0.885352	0.790147	0.527373	0.866028	2	0	1	1	1	Medium	0	0	1	4	4	4	2
46	34	48,832	High School	Education	1	Married	Family_Formation	1	1	0	Southeast	1.331291	1	1	1	1	2.411154	0.113187	2	0.558298	0	0	0	0	0	0	1	1	12	4.352914	0	545	275,102	13	0	6.667349	2024-07-27	408	12	Marriage	179	7	3	6.768588	1.462402	114.811415	0.635475	6.977222	7.831646	6.585965	0.67032	0.197375	0.781452	0.227298	0.954316	0.471769	1	1	0	1	High	1	0	1	2	2	3	0
47	38	36,288	Master	Management	2	Divorced	Young_Professional	1	4	0	Northeast	0.779117	2	1	0.5	3	5.58912	0.445543	3	0.314836	0	1	0	0	1	0	0	1	100	7.525499	0	715	233,945	13	1	3.58498	2024-04-27	149	12	null	999	4	2	8.001731	4.615311	112.768242	0.653453	8.977758	8.460627	7.477036	0.67032	0.379949	0.759963	1.023645	0.573116	1.084462	1	1	0	1	Medium	2	3	0	4	1	4	2
48	60	55,333	High School	Management	1	Married	Empty_Nester	1	0	0	Northeast	1.160171	1	0	0	4	2.592412	0.569827	2	0.43249	0	0	0	0	0	0	0	0	24	4.201013	0	720	107,596	67	0	2.610033	2024-09-09	100	46	null	999	9	3	5.304129	2.876099	123.735567	0.558689	2.420926	8.827916	8.038504	0.215815	0.197375	0.790499	0	1.148009	0.423168	0	1	0	0	Medium	1	3	1	0	1	4	2
49	50	91,492	High School	Production	2	Divorced	Established_Family	1	3	0	Southeast	1.288276	3	1	0.333333	2	2.672121	0.358751	0	0.557805	1	1	0	0	0	0	1	1	6	1.173237	0	683	167,071	60	1	4.339824	2024-07-09	334	15	null	999	7	3	7.165814	2.49553	96.222038	0.760547	9.164856	7.801408	8.863035	0.606531	0.53705	0.826898	0.932267	1.300577	0.979105	1	1	1	0	High	1	4	0	1	2	4	0
50	18	62,098	High School	Education	2	Married	Young_Professional	1	1	0	West	1.085864	3	1	0.333333	2	1.735774	0.236223	1	0.498888	0	2	0	0	0	0	0	0	66	5.121692	0	553	296,783	21	1	3.67256	2024-06-29	112	42	Home_Purchase	188	6	2	6.634323	3.097823	96.3959	0.463747	3.218643	6.320932	6.674228	0.246597	0.53705	0.798847	0.77581	0.704297	0.898365	1	1	1	1	High	1	0	1	4	4	1	0
51	49	45,579	Master	Government	3	Single	Established_Family	1	1	0	Southeast	1.198086	2	0	0	1	2.274238	0.330811	2	0.736105	3	0	1	0	0	0	0	1	121	3.040333	53,001	818	107,131	3	2	6.5642	2024-08-26	133	42	null	999	8	3	5.000694	4.120533	73.056493	0.435507	7.803261	7.113998	6.843386	0.246597	0.379949	0.776462	0.625789	0.701468	1.563867	0	1	1	1	Medium	2	1	2	1	2	4	2
52	39	85,548	High School	Professional	2	Divorced	Young_Professional	1	3	0	Southwest	1.112966	7	0	0	1	1.090203	0.110388	0	0.182188	2	1	1	0	1	0	1	3	24	6.225976	32,316	840	184,116	6	1	4.605269	2024-05-26	244	107	Child_Birth	28	5	2	7.677166	2.422411	88.036494	0.594153	3.578902	6.49676	8.891886	0.02825	0.885352	0.822036	0.75482	0.85008	0.88731	0	1	0	1	Medium	1	5	0	4	3	0	2
53	34	27,559	Bachelor	Retired	2	Single	Young_Professional	1	1	0	Southwest	1.231965	3	1	0.333333	1	3.584112	0.606543	1	0.601378	1	0	0	0	0	0	0	0	58	0.924104	0	699	245,833	59	1	3.200596	2024-02-12	134	25	null	999	2	1	6.508168	2.500487	98.953206	0.736029	4.656914	6.141978	6.29692	0.434598	0.53705	0.740047	0.563833	0.90335	0.309772	1	1	1	1	High	0	6	2	4	3	4	0
54	54	42,832	PhD	Retired	1	Married	Family_Formation	0	2	1	Southeast	1.034912	3	1	0.333333	6	1.071884	0.217012	1	0.283645	0	0	1	1	0	0	0	2	13	5.369388	29,710	681	0	0	0	3.185465	2024-02-09	819	10	Job_Change	36	2	1	4.088967	3.587815	106.114772	0.28023	3.536474	7.5956	8.452681	0.716531	0.53705	0.771963	0.238368	0.482902	0.40608	0	0	0	1	Medium	3	6	1	2	2	2	2
55	60	43,449	Bachelor	Professional	1	Divorced	Established_Family	0	3	1	Southeast	1.289297	4	0	0	0	1.911539	0.280523	2	0.571012	1	0	0	1	0	0	0	1	149	4.972471	0	737	0	0	0	7.38098	2024-04-14	157	35	Child_Birth	106	4	2	4.35408	3.909457	90.634598	0.477318	4.850799	4.107994	5.439478	0.311403	0.664037	0.772998	0.959445	0.134908	0.517533	1	0	0	0	Medium	0	5	0	1	2	0	2
56	58	25,000	High School	Production	1	Widowed	Retirement	1	2	1	Northeast	1.07589	2	1	0.5	3	3.124699	0.227998	1	0.414499	1	1	0	0	0	0	0	0	56	10.400434	0	655	434,692	19	0	7.818709	2024-03-06	90	91	Job_Change	178	3	1	4.336907	2.005771	111.773942	0.601756	6.543658	6.58643	5.386665	0.048155	0.379949	0.732993	0.48607	1.160549	0.641706	1	1	0	0	High	1	4	3	3	1	2	0
57	32	38,104	Bachelor	Transportation	2	Married	Family_Formation	0	2	0	Northeast	1.153039	5	1	0.2	7	4.919577	0.30407	1	0.157606	0	0	0	0	0	0	1	1	37	4.318864	0	674	0	0	1	1.925199	2024-05-09	80	23	null	999	5	2	6.021287	4.196824	105.47498	0.283862	1.321265	4.903065	7.755169	0.464559	0.761594	0.763497	0.592419	0.387998	0.692448	1	0	1	0	Medium	0	9	1	2	1	4	2
58	40	25,000	High School	Transportation	2	Married	Established_Family	1	4	0	West	0.929545	4	0	0	6	6.066758	0.335974	3	0.233167	1	0	0	0	0	1	0	1	20	6.919301	0	900	184,090	53	1	4.587506	2024-08-15	418	3	Retirement	6	8	3	5.80801	3.865893	70	0.418177	8.047543	7.808153	8.87351	0.904837	0.664037	0.732993	1.272164	0.579016	0.496731	1	1	1	1	High	1	9	1	1	4	5	0
59	49	154,400	High School	Transportation	1	Married	Established_Family	1	5	0	West	1.149064	5	0	0	4	4.460971	0.428074	4	0.337714	2	0	0	0	1	0	0	1	68	9.854503	0	780	696,009	11	0	8.916917	2024-04-30	244	11	null	999	4	2	3.737587	3.846816	106.670181	0.386516	3.296855	7.025352	5.80753	0.693041	0.761594	0.864775	1.271825	0.985871	1.347188	1	1	0	1	Medium	1	9	1	1	4	4	2
60	59	27,932	Master	Production	4	Married	Established_Family	1	0	0	Midwest	0.973223	4	1	0.25	3	3.425808	0.348886	3	0.359985	0	1	1	0	0	0	1	2	43	5.120059	13,964	676	385,325	0	3	4.89141	2024-08-07	295	29	null	999	8	3	6.436469	1.454273	124.611509	0.521494	5.270763	5.873425	6.38026	0.380349	0.664037	0.74102	0	0.577975	1.432798	0	1	1	0	Medium	2	4	1	1	0	4	2
61	37	126,965	High School	Service	3	Married	Family_Formation	1	5	0	Southwest	1.327143	1	0	0	1	4.699911	0.173253	2	0.491822	0	0	0	0	0	0	1	1	5	1.204237	0	878	231,667	86	2	6.065525	2024-10-17	139	19	null	999	10	4	5.697958	4.110376	112.811663	0.5719	4.461063	3.290788	5.024319	0.530819	0.197375	0.850615	1.57136	0.854831	1.088352	1	1	1	0	Medium	1	8	1	2	3	4	2
62	42	50,153	Bachelor	Professional	2	Divorced	Family_Formation	0	2	0	Southeast	1.312599	6	1	0.166667	2	2.889844	0.197718	1	0.339903	0	0	0	0	1	0	0	1	27	10.427536	0	648	0	0	1	3.698462	2024-12-08	190	29	Retirement	36	12	4	2.904497	2.471011	106.109214	0.478896	1.359047	4.391303	7.64824	0.380349	0.833655	0.783384	0.529115	0.881647	0.903321	1	0	0	1	Medium	0	5	0	2	2	5	2
63	28	68,797	Bachelor	Management	4	Widowed	Young_Professional	1	0	0	West	1.022953	7	1	0.142857	1	4.36525	0.192974	3	0.636234	0	1	0	1	0	0	0	1	7	9.655161	0	638	417,712	23	3	8.456448	2024-01-11	690	43	Retirement	276	1	1	3.706564	3.166428	128.33752	0.220574	4.606504	8.486924	5.37748	0.238513	0.885352	0.806263	0	0.376406	1.869396	0	0	1	1	Medium	0	3	3	4	4	5	2
64	27	36,560	High School	Healthcare	6	Divorced	Young_Professional	0	2	0	Southwest	1.257998	1	0	0	1	1.959812	0.135607	0	0.353339	0	0	0	1	0	1	0	2	64	9.61756	0	857	0	0	5	3.1923	2024-05-07	115	12	Marriage	237	5	2	7.618571	1.880893	88.267319	0.77314	4.082671	7.071891	7.973858	0.67032	0.197375	0.760503	0.740187	0.509554	1.80763	1	0	1	1	Medium	1	2	0	4	3	3	2
65	57	55,534	Bachelor	Management	1	Single	Empty_Nester	0	4	0	West	1.215763	4	1	0.25	1	2.804729	0.132932	2	0.37404	0	0	0	1	0	1	1	3	12	3.191561	0	688	0	0	0	3.673158	2024-01-26	7	45	null	999	1	1	6.401076	3.541223	115.916008	0.926252	5.388443	2.943062	7.203567	0.22313	0.664037	0.790761	1.265113	0	0.694459	1	0	0	1	Medium	0	3	2	0	4	4	2
66	65	72,424	High School	Healthcare	2	Married	Retirement	1	1	0	Southeast	1.219858	1	0	0	2	3.702494	0.301629	1	0.443726	1	0	1	0	1	0	0	2	22	10.725845	20,507	720	143,230	46	1	8.153303	2024-07-01	32	13	null	999	7	3	3.385866	1.33877	91.597403	0.393937	6.797319	5.380539	4.958787	0.648344	0.197375	0.809981	0.435805	1.175175	1.525969	0	1	0	1	Medium	1	2	1	3	2	4	2
67	43	73,037	Bachelor	Sales	6	Married	Established_Family	1	3	0	Southeast	0.878566	9	1	0.111111	2	3.504852	0.386515	0	0.529023	1	3	0	0	0	0	0	0	86	8.433833	0	823	132,823	7	5	4.916844	2024-01-26	53	7	null	999	1	1	4.022683	1.416881	100.05986	0.279216	6.805161	6.740997	5.864812	0.79189	0.946806	0.810591	0.822187	0.159053	2	1	1	1	0	High	0	7	1	1	2	4	0
68	60	78,031	Bachelor	Sales	1	Married	Empty_Nester	1	0	0	Northeast	1.19251	4	2	0.5	3	1.550365	0.349358	0	0.291716	1	0	1	1	0	0	1	3	97	10.758591	28,407	752	171,118	1	0	5.162864	2024-04-28	12	71	Child_Birth	5	4	2	3.073591	4.031956	98.897813	0.469257	4.303204	5.467746	6.575727	0.093793	0.664037	0.815379	0	0.860854	0.782597	0	0	0	1	Medium	0	7	1	0	1	0	2
69	50	39,300	High School	Government	1	Single	Family_Formation	1	2	1	Midwest	1.081167	3	0	0	4	6.323813	0.461045	4	0.349666	1	2	0	0	0	0	0	0	46	2.177638	0	760	197,235	21	0	3.802554	2024-12-01	1	33	null	999	12	4	6.341151	4.742042	105.123743	0.605687	5.23065	7.183556	5.351825	0.332871	0.53705	0.765734	0.715885	1.021407	0.865042	1	1	0	1	Medium	1	1	2	2	0	4	2
70	35	36,745	Bachelor	Management	2	Married	Family_Formation	1	1	0	Northeast	0.959999	3	0	0	0	2.344575	0.218717	1	0.615188	0	0	0	1	1	0	1	3	44	1.193615	0	781	187,881	2	1	3.336255	2024-09-02	1	65	Home_Purchase	7	9	3	4.948569	4.795453	102.421719	0.227103	3.089911	8.287097	7.43895	0.114559	0.53705	0.760868	0	0.733557	0.929096	1	0	0	1	Medium	0	3	1	2	1	1	2
71	50	25,000	High School	Management	2	Single	Family_Formation	0	1	0	West	1.289439	3	0	0	2	4.578968	0.364834	4	0.356528	1	0	1	1	0	1	0	3	64	4.737544	23,649	757	0	0	1	5.86515	2024-05-05	328	14	null	999	5	2	6.463317	2.428045	88.788409	0.751888	5.408963	6.677642	5.953708	0.627089	0.53705	0.732993	0.400352	0.41922	1.118352	0	0	1	0	Medium	1	3	2	2	4	4	2
72	68	67,099	Bachelor	Retired	1	Married	Retirement	1	0	0	Northeast	1.189671	3	0	0	5	1.741584	0.175287	0	0.336131	0	0	1	0	0	0	0	1	56	3.357679	7,176	656	122,200	10	0	6.458338	2024-11-19	252	72	Retirement	18	11	4	6.699497	4.256959	122.079011	0.443349	4.316331	4.884954	4.517831	0.090718	0.53705	0.804454	0.245457	0.776159	0.770193	0	1	0	0	Medium	0	6	1	3	1	5	2
73	44	93,847	Master	Production	2	Single	Young_Professional	0	1	1	Southeast	0.985402	3	0	0	4	1.206364	0.32375	2	0.564781	1	1	0	0	0	0	1	1	29	4.89495	0	872	0	0	1	4.841324	2024-08-19	710	114	null	999	8	3	5.847604	2.029699	105.32286	0.236143	5.402792	6.527777	6.267292	0.022371	0.53705	0.828738	0.024527	0.54726	1.055033	1	0	1	0	Medium	2	4	2	4	2	4	2
74	68	129,261	Bachelor	Management	2	Married	Retirement	1	2	1	Southeast	1.549402	3	0	0	1	0.644307	0.73417	2	0.346725	0	1	0	1	0	0	0	1	93	3.639484	0	900	208,239	1	1	5.397394	2024-11-24	190	47	Retirement	1	11	4	4.875053	3.220762	105.068999	0.605563	5.776509	5.656914	4.609801	0.20874	0.53705	0.851912	0.494265	0.717131	1.153501	1	0	1	1	Medium	0	3	1	3	2	5	2
75	18	58,870	Master	Management	4	Married	Young_Professional	1	1	1	Midwest	1.04136	3	0	0	4	4.716538	0.303233	0	0.575752	2	0	0	1	1	0	0	2	27	11.700494	0	829	266,938	13	3	4.045313	2024-09-14	235	6	Job_Change	25	9	3	9.50134	2.717265	107.01535	0.369534	5.655414	4.926401	6.592045	0.818731	0.53705	0.794984	0.420969	1.063285	1.375429	1	0	0	1	Medium	2	3	1	4	0	2	2
76	57	30,949	Bachelor	Government	3	Married	Established_Family	1	2	0	Northeast	1.052309	5	1	0.2	3	2.118266	0.159857	1	0.401084	0	0	0	1	0	0	0	1	8	4.946833	0	752	122,894	2	2	6.65454	2024-02-24	81	8	Job_Change	147	2	1	4.842247	1.123858	87.820547	0.175709	2.129745	4.930171	5.64841	0.765928	0.761594	0.748443	0.483282	0.809563	1.378678	1	0	1	1	High	0	1	1	1	1	2	0
77	46	25,000	PhD	Transportation	4	Married	Family_Formation	1	1	0	West	1.287139	6	0	0	0	2.503974	0.275008	1	0.718262	2	0	1	0	0	0	0	1	90	4.499179	28,087	610	320,839	3	3	9.427386	2024-04-08	72	81	null	999	4	2	3.189702	2.315368	87.217437	0.359552	3.51282	6.218405	8.244776	0.067206	0.833655	0.732993	0.219767	1.057584	1.886714	0	1	1	1	Medium	3	9	1	2	4	4	2
78	40	91,582	High School	Professional	2	Married	Established_Family	0	2	0	Northeast	1.191486	3	0	0	4	4.934789	0.186191	0	0.498452	1	0	0	0	1	1	0	2	21	4.848996	0	729	0	0	1	4.38868	2024-08-29	78	19	null	999	8	3	3.524023	4.891414	84.296022	0.633414	5.253307	6.921733	8.531485	0.530819	0.53705	0.826969	0.645687	0.071004	0.625863	1	0	0	0	Medium	1	5	1	1	1	4	2
79	46	25,000	Master	Government	2	Married	Empty_Nester	1	2	0	Southeast	1.154824	2	0	0	0	0.752406	0.410475	1	0.472866	2	1	1	1	0	1	1	4	63	10.585533	60,620	684	348,379	10	1	5.948385	2024-12-19	33	17	null	999	12	4	5.325393	3.965903	116.28448	0.458968	3.743193	6.913996	6.830688	0.567414	0.379949	0.732993	0.827826	1.026733	1.119157	0	0	1	1	Medium	2	1	1	0	2	4	2
80	18	39,960	Bachelor	Sales	2	Married	Family_Formation	0	2	1	Southwest	1.328176	3	0	0	2	1.283349	0.287236	1	0.173614	1	0	1	0	1	0	0	2	27	6.940525	26,041	748	0	0	1	5.414173	2024-10-13	219	31	Job_Change	34	10	4	3.481626	2.430069	111.038025	0.302149	4.822373	6.312414	7.357386	0.355819	0.53705	0.766939	0.738341	0.251298	1.217288	0	0	0	1	Medium	0	7	1	2	3	2	2
81	41	42,848	Master	Retired	1	Single	Established_Family	1	0	0	Midwest	0.732417	4	1	0.25	1	0.958714	0.321169	1	0.510304	0	0	1	0	0	0	0	1	2	8.445586	28,760	714	265,808	0	0	4.725298	2024-10-05	154	25	Child_Birth	237	10	4	6.834984	4.158489	91.641496	0.311856	8.444139	5.48295	4.966316	0.434598	0.664037	0.77199	0	0.548268	0.76662	0	1	0	1	Medium	2	6	2	1	0	0	2
82	50	47,019	Master	Service	1	Married	Family_Formation	1	5	0	Midwest	0.88167	5	0	0	4	5.262178	0.382626	1	0.523847	0	1	0	0	1	0	1	2	101	5.241823	0	823	177,763	48	0	5.526177	2024-12-08	34	15	null	999	12	4	5.003171	3.283606	97.064313	0.660948	7.96809	5.127875	6.485475	0.606531	0.761594	0.778714	1.39203	1.218687	0.876982	1	1	0	1	Medium	2	8	1	2	0	4	2
83	67	50,085	Bachelor	Production	1	Single	Retirement	1	0	0	Northeast	1.142877	1	1	1	3	2.655029	0.333322	0	0.55438	1	1	0	0	0	0	0	0	32	3.376994	0	741	353,737	3	0	5.771721	2024-04-08	151	10	null	999	4	2	6.843247	2.086089	104.235023	0.904518	6.06614	6.414007	8.123113	0.716531	0.197375	0.783286	0.196184	0.638793	0.563126	0	1	0	0	Medium	0	4	2	3	1	4	2
84	37	53,257	Master	Management	1	Single	Family_Formation	1	1	0	Midwest	1.143008	3	1	0.333333	1	1.948651	0.249676	3	0.650397	0	1	0	0	0	0	0	0	21	11.728237	0	872	100,000	9	0	6.298464	2024-07-18	59	32	Retirement	80	7	3	6.286849	3.241137	90.371503	0.449336	4.626402	4.807675	9.069585	0.344154	0.53705	0.787731	0.239798	0.929753	0.636742	1	1	0	0	Medium	2	3	2	2	0	5	2
85	32	25,000	Bachelor	Sales	2	Single	Established_Family	1	1	0	Southeast	1.395972	2	1	0.5	3	2.673725	0.197617	0	0.2396	3	0	0	1	0	1	0	2	22	9.731279	0	746	152,520	5	1	5.058624	2024-07-25	222	40	null	999	7	3	6.020609	2.551691	83.074671	0.389278	5.598497	7.407692	10	0.263597	0.379949	0.732993	0.318393	0.880813	0.709231	1	0	1	1	Medium	0	7	2	1	2	4	2
86	37	49,453	Bachelor	Management	4	Single	Family_Formation	0	4	1	Southeast	1.176167	5	0	0	2	1.968258	0.362048	1	0.59327	2	1	0	0	0	0	0	0	3	11.586272	0	900	0	0	3	7.45518	2024-04-12	412	12	Home_Purchase	130	4	2	6.346001	2.938161	84.988924	0.882007	6.322898	6.655784	7.627433	0.67032	0.761594	0.782367	1.13353	0.176863	1.907792	1	0	1	1	Medium	0	3	2	2	2	1	2
87	58	25,000	Bachelor	Service	1	Married	Empty_Nester	0	1	0	Midwest	0.557787	6	1	0.166667	3	0.982223	0.29073	2	0.630722	1	0	0	0	1	0	1	2	3	0.155056	0	654	0	0	0	5.643245	2024-11-21	214	53	null	999	11	4	4.422018	3.181815	111.174318	0.515662	5.622233	8.082033	5.459299	0.170902	0.833655	0.732993	0.652495	0	0.986606	1	0	0	0	Medium	0	8	1	0	0	4	2
88	49	76,064	High School	Management	3	Married	Empty_Nester	0	2	0	Southwest	1.157383	5	0	0	1	2.94916	0.17067	1	0.328254	2	0	1	0	1	0	0	2	1	5.143028	29,127	844	0	0	2	5.811459	2024-12-05	755	1	null	999	12	4	4.227428	1.806844	86.866727	0.574327	9.86187	3.930183	6.400732	0.967216	0.761594	0.813531	1.064987	0.276726	1.514312	0	0	0	0	Medium	1	3	1	0	3	4	2
89	37	35,134	Bachelor	Service	4	Married	Family_Formation	1	1	0	Northeast	1.612091	6	0	0	4	1.387833	0.252633	2	0.526157	1	2	0	0	1	0	0	1	35	10.092662	0	697	305,909	17	3	3.570572	2024-04-24	243	30	Marriage	47	4	2	6.543404	2.766228	112.08922	0.36428	7.799633	6.111839	5.736355	0.367879	0.833655	0.757623	0.733068	0.980976	1.129603	1	1	0	1	Medium	0	8	1	2	1	3	2
90	52	25,000	PhD	Retired	1	Married	Established_Family	1	2	0	Southeast	1.598566	3	0	0	3	4.235949	0.103798	0	0.273881	0	0	0	0	0	0	0	0	55	3.01622	0	582	124,384	24	0	2.811894	2024-09-03	107	15	null	999	9	3	6.869756	1.528698	98.935475	0.168374	4.538291	6.365165	6.576882	0.606531	0.53705	0.732993	0.353675	1.020943	0.530105	1	1	0	0	Medium	3	6	1	1	2	4	2
91	46	30,075	Master	Professional	4	Married	Established_Family	1	2	0	Southwest	1.031811	1	0	0	3	2.994234	0.195602	2	0.198653	1	0	0	0	0	0	0	0	31	11.440904	0	674	363,888	11	3	4.469461	2024-02-05	360	74	Child_Birth	41	2	1	7.163023	1.426478	88.017598	0.261792	3.663038	5.384617	3.367067	0.084867	0.197375	0.74637	0.65954	0.960601	1.362493	1	1	1	0	Medium	2	5	1	1	3	0	2
92	59	34,820	Master	Production	4	Single	Empty_Nester	0	1	0	Southeast	1.658815	6	0	0	4	0.776948	0.493103	1	0.272053	0	0	1	0	0	0	0	1	27	8.394697	20,786	820	0	0	3	5.156012	2024-01-09	43	3	Child_Birth	238	1	1	5.621623	1.037098	99.402483	0.27613	6.323837	6.386315	7.182955	0.904837	0.833655	0.756974	0.528507	0.522666	1.717068	0	0	1	1	Medium	2	4	2	0	2	0	2
93	34	100,149	Bachelor	Transportation	1	Single	Young_Professional	1	1	0	West	1.363437	3	0	0	1	1.31368	0.156023	0	0.536616	0	1	0	0	1	0	0	1	23	0.866705	0	709	335,620	86	0	5.950467	2024-04-11	121	12	null	999	4	2	7.279528	1.229599	124.766129	0.193257	3.814828	5.432596	9.433093	0.67032	0.53705	0.833442	0.041702	0.995138	0.338947	1	1	0	1	Medium	0	9	2	4	4	4	2
94	40	55,159	Bachelor	Education	4	Married	Established_Family	1	3	0	Northeast	0.967605	2	0	0	3	3.293172	0.466454	2	0.54216	0	0	1	0	0	0	0	1	57	9.616655	86,782	648	113,697	1	3	8.734626	2024-07-24	31	46	null	999	7	3	2.220769	1.844155	76.110763	0.666426	8.367791	7.017404	7.512828	0.215815	0.379949	0.790271	0.840814	0.827186	1.631863	0	1	1	0	Medium	0	0	1	1	1	4	2
95	39	60,274	High School	Healthcare	4	Single	Family_Formation	0	0	0	Southwest	1.740079	3	0	0	1	2.48488	0.290953	2	0.35668	0	0	1	0	0	1	1	3	3	7.721536	29,851	723	0	0	3	6.781867	2024-02-13	534	2	null	999	2	1	5.583533	2.945881	94.405945	0.366294	5.638687	8.014422	7.955945	0.935507	0.53705	0.79669	0	0.777979	1.560453	0	0	1	1	Medium	1	2	2	2	3	4	2
96	23	99,581	High School	Healthcare	1	Married	Family_Formation	1	0	0	Midwest	0.835907	3	1	0.333333	2	2.972298	0.177068	2	0.403892	1	0	0	1	0	0	0	1	57	9.262071	0	774	137,261	8	0	4.952006	2024-02-07	321	1	null	999	2	1	4.406072	2.827638	99.39257	0.443711	7.216544	4.715855	6.662826	0.967216	0.53705	0.83303	0.132859	0.627882	0.613326	0	0	0	0	Medium	1	2	1	2	0	4	2
97	49	46,272	High School	Retired	4	Married	Empty_Nester	1	2	0	Midwest	1.124971	3	0	0	2	0.55073	0.175527	1	0.231016	2	0	1	1	0	1	1	4	16	11.132194	42,246	795	340,856	3	3	8.562556	2024-04-12	411	1	null	999	4	2	4.979479	3.765795	114.21534	0.809679	6.217766	4.821914	7.444245	0.967216	0.53705	0.777555	0.524976	0.724434	1.986392	0	0	1	1	Medium	1	6	1	0	0	4	2

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