Datasets:

nprak26
/

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
101	23	118,633	High School	Education	2	Married	Young_Professional	0	1	0	West	1.104216	1	0	0	2	2.781014	0.516532	2	0.301709	0	0	0	0	0	0	0	0	11	1.507404	0	783	0	0	1	7.166155	2024-05-08	38	43	null	999	5	2	2.203792	2.676917	105.816361	0.706562	3.197594	5.901796	3.700373	0.238513	0.197375	0.845702	0.823522	0.338457	1.054858	1	0	1	1	Medium	1	0	1	4	4	4	2
102	38	25,000	Bachelor	Production	3	Single	Family_Formation	1	0	0	Northeast	1.26456	1	0	0	4	5.987575	0.152755	2	0.553932	1	0	0	0	1	1	0	2	65	1.921906	0	628	270,636	14	2	7.137415	2024-03-02	199	13	Home_Purchase	11	3	1	8.353537	1.709839	107.274037	0.617451	3.754544	8.109223	7.979244	0.648344	0.197375	0.732993	0	0.79574	1.332053	0	1	0	0	Medium	0	4	2	2	1	1	2
103	39	85,001	High School	Service	3	Single	Family_Formation	1	1	0	Midwest	1.190053	1	0	0	1	2.01265	0.466341	3	0.209987	3	0	0	1	0	0	0	1	102	7.480166	0	802	243,260	12	2	3.864163	2024-09-03	119	7	null	999	9	3	4.079155	3.114325	105.95454	0.561349	3.633265	7.432456	8.93304	0.79189	0.197375	0.821572	0.58957	0.996065	0.939782	1	0	1	1	Medium	1	8	2	2	0	4	2
104	32	25,000	Bachelor	Service	3	Divorced	Young_Professional	0	0	0	Midwest	0.70948	2	0	0	3	3.663165	0.206024	1	0.565611	0	2	0	0	0	0	0	0	240	3.192984	0	710	0	0	2	7.218946	2024-02-07	291	8	null	999	2	1	5.171538	1.827738	115.061141	0.770203	4.880999	3.5019	7.36703	0.765928	0.379949	0.732993	0	0.20495	1.307803	0	0	1	0	Medium	0	8	0	4	0	4	2
105	42	70,315	High School	Service	4	Married	Empty_Nester	1	2	0	Midwest	0.914255	2	0	0	2	1.334947	0.096593	3	0.332288	0	0	1	1	0	1	0	3	26	1.1389	30,092	757	161,524	3	3	2.171172	2024-09-09	102	18	null	999	9	3	4.141117	2.904643	88.445173	0.374423	5.224161	4.538772	5.265354	0.548812	0.379949	0.807842	0.448317	0.58173	1.236139	0	0	1	1	Medium	1	8	1	0	0	4	2
106	51	149,813	Bachelor	Service	3	Single	Established_Family	1	5	0	Northeast	1.239981	3	2	0.666667	3	0.475066	0.168674	1	0.484912	2	0	1	0	1	0	1	3	22	2.942854	50,361	689	303,958	18	2	6.581569	2024-11-20	108	22	null	999	11	4	2	2.649372	71.415165	0.58323	6.565423	6.032107	9.033133	0.480305	0.53705	0.862592	1.430736	0.809466	1.281059	0	1	0	1	Medium	0	8	2	1	1	4	2
107	73	43,140	Master	Production	6	Married	Retirement	0	1	0	West	1.341838	5	0	0	2	2.031705	0.265996	0	0.109926	0	1	0	0	1	0	0	1	14	5.504316	0	867	0	0	5	3.776572	2024-10-30	242	12	null	999	10	4	9.410573	3.265364	111.351072	0.449337	6.526952	9.11013	5.649288	0.67032	0.761594	0.772482	0.3058	0.431433	1.77583	1	0	0	1	Medium	2	4	1	3	4	4	2
108	47	42,032	Bachelor	Management	3	Married	Family_Formation	0	2	0	Midwest	0.650431	7	0	0	3	1.735264	0.333052	1	0.31679	0	0	0	0	0	0	0	0	97	1.446714	0	739	0	0	2	6.924197	2024-12-30	434	22	null	999	12	4	4.412653	1.25384	92.867987	0.598081	1.243378	6.097196	6.367912	0.480305	0.885352	0.770598	0.455535	0.20524	1.734268	1	0	1	1	High	0	3	1	2	0	4	0
109	48	70,704	Master	Production	4	Single	Family_Formation	1	1	0	Northeast	0.798183	0	0	0	2	2.7805	0.344097	3	0.205593	0	0	0	0	1	1	1	3	109	4.786661	0	863	100,000	5	3	3.152611	2024-09-10	139	69	null	999	9	3	4.597752	2.254067	89.537875	0.735746	2.735575	4.181317	9.841284	0.100259	0	0.808242	0.189618	0.356639	1.315411	1	1	0	0	Medium	2	4	2	2	1	4	2
110	43	40,229	Bachelor	Retired	2	Divorced	Established_Family	0	4	0	Southwest	1.237243	1	1	1	5	2.196177	0.193184	0	0.199211	1	0	0	0	0	0	0	0	20	4.897227	0	803	0	0	1	5.134241	2024-02-26	88	85	null	999	2	1	6.98958	1.973323	98.588703	0.55859	3.510469	1.917672	4.43863	0.058816	0.197375	0.767425	1.237655	0.354644	1.041937	1	0	1	0	Medium	0	6	0	1	3	4	2
111	18	145,942	Bachelor	Sales	2	Married	Young_Professional	1	5	0	Northeast	1.403897	3	0	0	3	1.824903	0.239714	1	0.140016	0	0	1	0	0	0	0	1	38	0.063455	7,825	847	484,602	5	1	4.559303	2024-07-06	22	1	null	999	7	3	4.794341	3.019393	94.171662	0.694436	4.982992	4.687063	9.390221	0.967216	0.53705	0.860697	2	0.834457	0.69297	0	1	1	1	Medium	0	7	1	4	1	4	2
112	44	55,012	Master	Management	2	Single	Empty_Nester	0	0	0	Northeast	1.136433	3	0	0	2	0.585059	0.179971	0	0.38868	0	0	0	0	1	0	1	2	38	4.483361	0	719	0	0	1	6.150631	2024-04-29	416	47	null	999	4	2	4.46888	4.155522	70.225059	0.698091	8.34853	3.649035	9.715503	0.20874	0.53705	0.790078	0.148173	0.456673	1.016893	0	0	0	0	Medium	2	3	2	0	1	4	2
113	45	40,453	Bachelor	Service	2	Divorced	Established_Family	0	0	0	Midwest	0.706797	3	0	0	6	3.257413	0.406096	0	0.54694	2	0	0	1	1	1	1	4	43	8.696361	0	834	0	0	1	4.439846	2024-09-27	80	39	null	999	9	3	7.583589	3.09388	116.692146	0.529107	6.956185	2.987569	5.233497	0.272532	0.53705	0.767827	0	0.473392	1.051506	0	0	0	0	Medium	0	8	0	1	0	4	2
114	81	35,448	High School	Government	5	Single	Retirement	1	2	0	Southeast	1.169886	4	0	0	0	1.384206	0.403079	1	0.307281	3	0	0	0	0	0	0	0	7	1.933692	0	900	243,666	25	4	8.387142	2024-05-14	243	19	null	999	5	2	5.875098	1.687406	78.983672	0.782838	3.788614	6.544221	5.238705	0.530819	0.664037	0.758267	0.749358	1.214901	2	1	1	1	1	High	1	1	2	3	2	4	0
115	42	28,007	High School	Retired	1	Single	Established_Family	0	1	0	Southeast	1.235781	3	0	0	3	0.935297	0.329215	0	0.527117	0	1	0	0	0	1	0	1	51	9.479194	0	722	0	0	0	10	2024-07-13	177	16	null	999	7	3	5.578326	1.913684	88.640788	0.723166	7.742386	7.359375	5.743189	0.586646	0.53705	0.741214	0.195493	0.360244	1.082792	1	0	0	0	Medium	1	6	2	1	2	4	2
116	49	33,635	Master	Government	2	Single	Established_Family	1	1	0	Southwest	0.837189	3	0	0	2	2.77139	0.234091	1	0.193151	1	1	1	0	1	0	1	3	67	7.935648	26,176	796	152,692	71	1	8.115535	2024-08-14	246	26	Child_Birth	65	8	3	7.338231	1.925893	100.070578	0.474495	5.900213	4.060766	10	0.42035	0.53705	0.754467	0.43968	0.801099	1.382402	0	1	0	1	Medium	2	1	2	1	3	0	2
117	44	39,719	Bachelor	Service	1	Single	Established_Family	0	1	0	Southeast	1.296807	3	0	0	3	3.244626	0.516786	2	0.576199	2	0	1	0	0	0	0	1	11	6.975543	34,350	858	0	0	0	5.729018	2024-04-28	78	79	null	999	4	2	3.424444	2.850501	130	0.377402	4.959076	6.259352	7.633689	0.071839	0.53705	0.766502	0.46982	0.370636	0.676989	0	0	0	1	Medium	0	8	2	1	2	4	2
118	27	36,585	Bachelor	Sales	4	Single	Young_Professional	0	1	0	West	0.944574	3	0	0	6	3.965618	0.25658	3	0.210298	2	1	0	0	0	1	0	1	23	0.200833	0	801	0	0	3	5.843707	2024-07-11	56	104	Job_Change	6	7	3	4.466736	3.237128	112.939517	0.098515	4.71683	4.042272	9.611239	0.031221	0.53705	0.760552	0.494922	0.196821	1.231857	1	0	1	1	Medium	0	7	2	4	4	2	2
119	62	33,027	High School	Retired	1	Married	Established_Family	1	1	0	West	1.095358	6	1	0.166667	4	1.367814	0.139428	0	0.553666	3	0	0	1	0	0	0	1	22	10.106987	0	664	226,057	4	0	2.105235	2024-10-09	347	34	Home_Purchase	111	10	4	6.152456	2.762544	112.363297	0.798564	1	6.340403	6.685662	0.321958	0.833655	0.753147	0.332456	0.868357	0.0067	1	0	0	1	Medium	1	6	1	1	4	1	2
120	56	172,698	High School	Service	2	Married	Empty_Nester	1	1	0	Southeast	1.649042	4	0	0	3	1.444634	0.365576	2	0.377477	2	0	1	1	1	0	0	3	6	9.240245	18,256	829	316,373	2	1	9.529066	2024-09-13	225	40	null	999	9	3	5.574163	3.162295	82.221406	0.694338	6.320586	5.284214	6.212264	0.263597	0.664037	0.872882	0.262279	1.052905	1.16454	0	0	0	0	Medium	1	8	1	0	2	4	2
121	56	26,421	Master	Professional	2	Married	Family_Formation	1	1	0	West	1.338422	3	0	0	0	2.390929	0.136937	1	0.310933	0	0	0	1	0	0	0	1	2	8.119977	0	820	380,991	39	1	6.054354	2024-01-08	171	1	null	999	1	1	5.781883	2.481979	105.061393	0.722256	3.914113	4.274031	3.068895	0.967216	0.53705	0.736994	0.284953	0.751391	1.01553	1	0	1	0	Medium	2	5	1	2	4	4	2
122	31	53,529	Master	Service	1	Married	Young_Professional	0	2	0	Southeast	1.42984	3	0	0	1	4.146588	0.150801	1	0.370923	1	0	0	1	0	1	0	2	106	3.979317	0	626	0	0	0	4.720581	2024-05-24	2	15	null	999	5	2	6.704662	3.369715	92.616227	0.469852	4.114107	6.08864	6.059503	0.606531	0.53705	0.7881	0.620906	0.410097	0.587124	1	0	0	1	Medium	2	8	1	4	2	4	2
123	66	69,948	Bachelor	Retired	2	Married	Retirement	1	1	0	West	1.00867	6	0	0	4	3.225335	0.775429	2	0.37037	1	0	0	1	0	1	0	2	57	0.044525	0	770	281,169	44	1	5.749554	2024-05-22	266	27	null	999	5	2	3.665992	3.77048	96.886014	0.622872	4.991556	6.496089	6.629897	0.40657	0.833655	0.807464	0.125327	0.934823	0.907216	1	0	1	0	High	0	6	1	3	4	4	0
124	23	71,543	High School	Sales	4	Married	Established_Family	1	1	0	Midwest	1.069076	3	0	0	5	2.349504	0.266603	0	0.481267	2	0	1	0	0	0	1	2	26	11.381623	100,000	718	328,522	5	3	8.096352	2024-02-08	324	130	null	999	2	1	7.278425	1.054088	94.354994	0.562806	4.447643	4.319535	7.130889	0.013124	0.53705	0.809096	0.805698	0.774696	1.678824	0	1	1	0	Medium	1	7	1	1	0	4	2
125	53	47,326	Master	Retired	1	Divorced	Established_Family	0	1	0	Northeast	0.828755	4	0	0	1	3.763879	0.214432	2	0.314987	2	0	0	1	0	1	0	2	2	9.036318	0	695	0	0	0	4.401644	2024-05-18	324	3	Retirement	169	5	2	3.932361	1.752564	88.236548	0.768058	4.694324	3.999472	6.377057	0.904837	0.664037	0.779185	0.338897	0.168475	0.628714	1	0	0	0	Medium	2	6	0	1	1	5	2
126	77	42,428	Bachelor	Professional	6	Married	Retirement	1	3	1	Midwest	0.718061	7	1	0.142857	2	3.742437	0.373495	1	0.401523	1	0	0	0	1	0	0	1	6	7.800411	0	835	109,144	19	5	5.86389	2024-01-20	74	55	Home_Purchase	85	1	1	5.674446	3.257714	99.105631	0.520966	6.478293	6.362621	3.153685	0.15988	0.885352	0.771277	1.083955	0.936512	2	1	1	0	1	Medium	0	5	1	3	0	1	2
127	30	64,275	Master	Healthcare	1	Divorced	Family_Formation	1	3	0	Midwest	0.833418	5	0	0	1	4.067258	0.233197	3	0.29867	0	1	1	0	0	0	1	2	50	9.931422	11,602	808	120,486	8	0	4.50225	2024-09-27	274	49	Child_Birth	46	9	3	6.221786	2.30513	80.932619	0.57627	3.309331	2.673224	9.127757	0.195278	0.761594	0.801341	1.143373	0.641751	0.388168	0	1	0	0	Medium	2	2	0	2	0	0	2
128	36	57,521	High School	Professional	2	Single	Family_Formation	0	2	0	Northeast	1.306534	4	1	0.25	3	0.688986	0.233505	2	0.106555	1	0	1	0	0	0	0	1	17	0.471992	7,495	733	0	0	1	5.196007	2024-06-05	3	28	null	999	6	2	6.053563	1.896492	72.902834	0.752854	7.976178	6.057135	7.208414	0.393241	0.664037	0.793306	0.519273	0.275283	0.807858	0	0	1	0	Medium	1	5	2	2	1	4	2
129	46	41,966	Bachelor	Management	3	Single	Established_Family	0	2	0	West	0.946782	2	1	0.5	1	3.953353	0.304756	2	0.695991	1	1	0	0	1	0	0	1	10	6.987768	0	583	0	0	2	5.049079	2024-02-11	30	48	null	999	2	1	6.123209	2.48281	93.771064	0.553697	6.889557	3.185224	8.571831	0.201897	0.379949	0.770485	0.450393	0.127121	1.544287	1	0	0	0	Medium	0	3	2	1	4	4	2
130	37	25,000	Master	Transportation	2	Single	Family_Formation	0	1	0	Midwest	0.931704	4	0	0	2	0.701306	0.20935	1	0.541395	0	0	0	1	1	0	0	2	4	3.33307	0	900	0	0	1	6.886849	2024-10-13	149	62	null	999	10	4	3.702095	2.105755	108.76015	0.192412	5.576361	5.065246	6.223416	0.126607	0.664037	0.732993	0.406226	0	1.174829	1	0	0	0	Medium	2	9	2	2	0	4	2
131	21	37,021	Bachelor	Sales	2	Married	Young_Professional	1	1	1	Midwest	0.650357	2	0	0	4	5.658886	0.251296	0	0.28103	1	0	0	0	0	0	0	0	105	0.123828	0	768	492,602	17	1	2.805668	2024-10-31	574	21	null	999	10	4	2.846795	2.996645	86.133782	0.379757	1.67866	6.466334	7.528602	0.496585	0.379949	0.76141	0.678699	1.448571	0.635957	1	1	1	1	High	0	7	1	4	0	4	0
132	46	25,000	Master	Education	1	Divorced	Established_Family	1	0	0	West	1.252259	2	0	0	3	4.879779	0.372083	1	0.300076	0	1	0	0	0	1	1	2	44	11.385684	0	759	576,752	42	0	5.303597	2024-03-27	136	76	null	999	3	1	2.968201	2.023517	105.751404	0.6773	4.892657	7.014957	8.420968	0.079394	0.379949	0.732993	0	1.083991	0.48989	0	1	0	1	Medium	2	0	0	1	4	4	2
133	29	32,849	Bachelor	Retired	3	Single	Young_Professional	1	0	0	Southeast	1.4112	1	0	0	1	2.882119	0.225827	0	0.216276	4	1	0	0	1	1	0	2	11	6.481861	0	820	376,304	3	2	3.71649	2024-03-06	70	14	null	999	3	1	6.51936	1.786885	97.128965	0.350746	4.21731	5.92678	8.092496	0.627089	0.197375	0.752756	0.17148	0.780156	1.071377	0	1	0	0	Medium	0	6	2	4	2	4	2
134	52	50,007	High School	Professional	1	Married	Established_Family	1	0	0	Southeast	1.563047	2	0	0	2	1.670914	0.104135	0	0.37517	1	0	1	0	0	1	0	2	19	1.247051	13,309	900	127,697	23	0	6.749102	2024-11-06	23	68	null	999	11	4	4.42595	3.325098	74.743189	0.384541	6.512613	7.094638	8.137831	0.103657	0.379949	0.783173	0.138035	0.799542	0.748558	0	1	0	0	Medium	1	5	1	1	2	4	2
135	31	60,793	Master	Management	4	Single	Family_Formation	1	3	0	West	1.083246	4	0	0	1	5.297385	0.502652	3	0.394897	0	0	0	0	0	0	0	0	5	5.356293	0	754	130,345	62	3	5.895645	2024-06-11	65	14	null	999	6	2	4.226686	3.239577	105.796001	0.384344	5.633719	5.410365	7.719659	0.627089	0.664037	0.79731	0.580627	0.8838	1.572155	1	1	1	1	High	2	3	2	2	4	4	0
136	68	142,667	High School	Education	2	Married	Retirement	1	2	0	Northeast	1.286641	3	0	0	2	1.459264	0.231979	0	0.387173	2	1	0	1	1	0	0	2	19	8.8117	0	689	134,837	64	1	7.620542	2024-11-28	428	12	Marriage	143	11	4	3.489654	4.668068	99.424526	0.717479	6.423007	6.269283	6.282247	0.67032	0.53705	0.859054	1.06492	1.025438	1.562205	1	0	0	0	Medium	1	0	1	3	1	3	2
137	33	35,509	Master	Government	2	Married	Established_Family	1	1	0	West	0.779089	1	0	0	3	1.721316	0.25033	1	0.447761	1	0	0	0	1	0	0	1	29	4.653707	0	831	402,197	17	1	3.342375	2024-08-28	39	14	null	999	8	3	7.165421	3.045938	123.652618	0.100675	6.04567	5.102794	3.676314	0.627089	0.197375	0.758392	0.402864	0.781263	0.951159	1	1	0	1	Medium	2	1	1	1	4	4	2
138	40	78,024	PhD	Healthcare	5	Married	Empty_Nester	0	4	0	Southeast	1.097138	2	0	0	1	4.506865	0.100941	3	0.329534	0	0	0	0	1	0	0	1	9	5.219939	0	900	0	0	4	5.175345	2024-07-11	245	31	Job_Change	3	7	3	5.098894	2.269193	89.126089	0.592107	2.018795	7.042379	7.160113	0.355819	0.379949	0.815372	1.415986	0.475124	1.867594	1	0	0	0	Medium	3	2	1	0	2	2	2
139	57	58,898	PhD	Production	3	Divorced	Empty_Nester	0	5	1	Southeast	1.193342	4	1	0.25	3	2.687323	0.430831	2	0.508268	0	0	0	1	0	0	1	2	79	0.14499	0	758	0	0	2	5.438225	2024-01-03	668	141	null	999	1	1	5.323843	2.73164	121.796007	0.328526	3.909956	4.281692	7.263492	0.009095	0.664037	0.795018	1.859659	0.322027	1.382954	1	0	1	1	Medium	3	4	0	0	2	4	2
140	26	106,681	Master	Healthcare	3	Married	Young_Professional	1	1	0	Midwest	0.696104	2	0	0	0	1.346323	0.170674	0	0.204174	0	0	0	1	0	0	1	2	19	2.923722	0	747	100,000	1	2	2.280244	2024-08-07	131	32	null	999	8	3	4.709259	1.244705	70	0.46521	2.957094	5.182871	6.270319	0.344154	0.379949	0.838015	0.299926	0.548638	0.901014	1	0	1	0	Medium	2	2	1	4	0	4	2
141	48	69,267	Bachelor	Management	4	Divorced	Young_Professional	1	3	0	Southeast	1.298413	5	1	0.2	4	1.578517	0.398733	0	0.549034	1	0	0	0	0	0	1	1	32	3.68472	0	631	111,663	23	3	3.907595	2024-03-26	6	55	null	999	3	1	3.23086	2.450426	114.925523	0.849045	5.062848	7.135622	4.913488	0.15988	0.761594	0.806755	0.745969	0.815269	1.623093	1	1	1	1	High	0	3	0	4	2	4	0
142	64	26,766	Bachelor	Professional	1	Married	Family_Formation	0	3	1	Southeast	1.560339	4	0	0	5	3.807958	0.263835	1	0.571606	0	1	0	0	0	0	0	0	116	2.977475	0	763	0	0	0	4.859549	2024-10-18	53	18	null	999	10	4	2	1.563787	103.755592	0.596172	5.207565	5.183807	8.878566	0.548812	0.664037	0.737933	0.873546	0.414299	0.641022	1	0	0	0	Medium	0	5	1	2	2	4	2
143	20	25,000	Master	Transportation	3	Divorced	Young_Professional	1	2	0	Midwest	0.866039	4	1	0.25	3	1.853348	0.190688	4	0.315405	0	1	0	0	1	0	0	1	32	0.508111	0	788	242,129	23	2	3.111814	2024-07-01	45	1	null	999	7	3	4.066262	1.665317	112.088482	0.353734	2.990527	2.290607	7.530038	0.967216	0.664037	0.732993	0.897962	0.912769	0.818443	1	1	0	1	High	2	9	0	4	0	4	0
144	47	59,086	High School	Healthcare	1	Single	Established_Family	1	2	1	West	1.014523	4	0	0	7	3.545952	0.275609	2	0.504935	2	1	1	1	0	1	1	4	3	2.078929	19,890	538	111,336	4	0	1	2024-01-25	37	28	null	999	1	1	4.41505	2.575552	79.473965	0.550967	7.669238	5.85354	7.691015	0.393241	0.664037	0.795249	0.594624	0.981821	0.272958	0	0	0	0	Medium	1	2	2	1	4	4	2
145	48	35,700	High School	Sales	2	Divorced	Established_Family	0	1	0	Southeast	1.579846	5	0	0	0	0.953432	0.410592	1	0.305829	0	2	0	1	1	0	0	2	49	2.169229	0	591	0	0	1	3.277524	2024-02-28	334	20	null	999	2	1	7.323728	3.352907	92.377743	0.259515	3.190397	9.108453	7.193122	0.513417	0.761594	0.75878	0.534212	0.587013	0.963636	1	0	0	1	Medium	1	7	0	1	2	4	2
146	56	27,222	Bachelor	Transportation	1	Married	Established_Family	0	0	1	Midwest	0.632732	6	0	0	5	1.070054	0.407437	1	0.262431	0	0	0	0	0	0	0	0	3	3.937554	0	644	0	0	0	8.40105	2024-05-31	130	67	Marriage	54	5	2	6.45019	2.381315	121.472285	0.304548	3.344865	2.543403	9.063318	0.107171	0.833655	0.739156	0	0.486711	0.48648	0	0	0	0	Medium	0	9	1	1	0	3	2
147	26	25,000	High School	Sales	4	Married	Young_Professional	0	1	0	Southeast	1.256018	2	1	0.5	2	3.517189	0.436488	1	0.395505	0	0	0	0	0	0	1	1	23	7.614098	0	704	0	0	3	6.078057	2024-04-14	52	3	null	999	4	2	6.072184	3.028215	89.306609	0.461146	4.044483	2.682734	7.547943	0.904837	0.379949	0.732993	0.143468	0	1.806083	1	0	1	0	High	1	7	1	4	2	4	0
148	25	53,991	Master	Production	3	Widowed	Young_Professional	1	2	0	Midwest	0.74896	3	0	0	2	2.10262	0.292724	1	0.519276	4	1	1	0	1	0	0	2	32	8.082336	16,705	900	303,464	2	2	3.43549	2024-03-30	71	62	null	999	3	1	3.273496	2.329432	130	0.4017	9.078436	6.560708	6.84132	0.126607	0.53705	0.788722	0.295571	0.961842	0.757841	0	1	0	0	Medium	2	4	3	4	0	4	2
149	52	121,130	Bachelor	Government	1	Divorced	Empty_Nester	0	3	0	Southeast	1.319607	1	0	0	4	3.401253	0.362442	4	0.341323	0	1	1	0	0	0	0	1	5	1.123864	36,410	657	0	0	0	4.899144	2024-11-06	265	83	null	999	11	4	4.265368	3.583224	106.879578	0.330902	5.71113	5.369085	8.479818	0.062871	0.197375	0.847209	0.774861	0.423757	0.956833	0	0	0	0	Medium	0	1	0	0	2	4	2
150	49	38,360	High School	Production	2	Married	Young_Professional	0	3	0	West	1.00541	1	0	0	1	1.817637	0.540187	1	0.327463	0	2	1	1	0	0	1	3	47	1.835327	28,363	590	0	0	1	6.705752	2024-03-07	74	132	null	999	3	1	3.833305	1.415986	108.864268	0.891737	7.187766	3.427944	9.747282	0.012277	0.197375	0.763982	0.653615	0.734178	1.042859	0	0	1	1	Medium	1	4	1	4	4	4	2
151	48	69,853	Bachelor	Professional	2	Married	Established_Family	0	0	0	Midwest	0.606736	4	0	0	3	3.024119	0.344031	4	0.18246	2	0	0	1	0	1	1	3	3	7.957531	0	900	0	0	1	3.787032	2024-11-17	233	16	null	999	11	4	6.418239	1.677674	102.50846	0.657855	4.939455	6.071878	5.351871	0.586646	0.664037	0.807365	0	0.04657	1.047954	0	0	1	1	Medium	0	5	1	1	0	4	2
152	50	46,103	Master	Healthcare	2	Married	Young_Professional	0	2	0	Midwest	0.855026	3	0	0	2	5.601609	0.050126	2	0.225339	0	0	0	0	1	0	0	1	114	1.614032	0	716	0	0	1	8.777969	2024-05-01	234	17	null	999	5	2	4.780074	3.471152	82.698126	0.737314	5.942165	9.025865	7.337501	0.567414	0.53705	0.77729	0.413745	0.42075	1.434742	1	0	0	0	Medium	2	2	1	4	0	4	2
153	34	25,000	Master	Transportation	2	Married	Young_Professional	0	1	1	Midwest	0.819014	1	0	0	1	0.719843	0.258135	1	0.244971	1	1	0	0	0	0	0	0	69	6.738992	0	720	0	0	1	1.272414	2024-04-05	28	8	null	999	4	2	3.960972	3.600522	94.553943	0.216138	5.4198	4.162807	8.110509	0.765928	0.197375	0.732993	0.746737	0.113634	0.459904	1	0	1	1	Medium	2	9	1	4	0	4	2
154	48	76,182	High School	Healthcare	2	Married	Empty_Nester	1	0	0	Northeast	1.034049	1	0	0	2	1.473617	0.221306	1	0.391077	0	0	0	0	0	1	1	2	26	11.272481	0	752	832,037	48	1	7.132287	2024-07-04	312	29	Child_Birth	120	7	3	4.242295	2.241442	130	0.743305	6.096489	7.608876	7.704426	0.380349	0.197375	0.813643	0	0.559534	1.260103	0	1	1	1	Medium	1	2	1	0	1	0	2
155	49	25,417	Master	Retired	3	Divorced	Family_Formation	1	0	0	Midwest	0.620112	3	0	0	2	0.960966	0.340834	2	0.295224	0	0	0	1	0	0	0	1	1	9.964869	0	828	105,482	3	2	5.523463	2024-09-02	46	13	Job_Change	33	9	3	5.113532	2.933089	85.956679	0.607174	7.3927	6.118299	6.34295	0.648344	0.53705	0.73419	0	0.732469	1.328916	0	0	1	0	Medium	2	6	0	2	0	2	2
156	34	49,661	Bachelor	Service	4	Single	Young_Professional	1	2	0	Southeast	1.350834	1	0	0	1	2.533199	0.132612	4	0.412413	0	1	1	1	0	1	0	3	12	3.520871	19,579	849	100,000	26	3	4.359677	2024-02-08	248	5	null	999	2	1	6.625634	3.018259	122.950395	0.585193	4.578835	7.134177	5.783535	0.846482	0.197375	0.782671	0.518462	0.991745	1.265798	0	0	1	1	Medium	0	8	2	4	2	4	2
157	72	39,938	Bachelor	Production	2	Married	Established_Family	1	3	0	Southeast	1.392824	6	0	0	2	4.992009	0.228305	1	0.31508	1	3	0	0	0	0	0	0	74	9.89481	0	900	146,387	1	1	5.312916	2024-07-11	563	45	null	999	7	3	5.585122	2.513805	99.427682	0.463149	4.442195	4.885579	8.071695	0.22313	0.833655	0.7669	0.905005	0.989901	0.84155	1	1	1	1	Medium	0	4	1	1	2	4	2
158	52	83,771	Master	Transportation	4	Married	Established_Family	1	3	1	Southeast	1.293433	2	0	0	3	4.040118	0.342462	2	0.206145	1	1	1	0	1	1	1	4	3	10.037126	49,686	826	219,284	10	3	7.025378	2024-04-14	200	16	Job_Change	26	4	2	7.111924	4.198874	94.579569	0.515184	6.091199	5.788501	8.059294	0.586646	0.379949	0.820516	0.898466	0.594174	1.840589	0	1	0	1	Medium	2	9	1	1	2	2	2
159	27	25,980	High School	Service	1	Single	Young_Professional	0	2	0	West	1.023255	2	0	0	4	3.535355	0.164654	1	0.50987	1	1	0	0	0	1	0	1	10	7.440027	0	618	0	0	0	7.530577	2024-02-26	52	38	null	999	2	1	5.361728	2.39565	110.401137	0.894727	5.688778	6.700646	9.957275	0.281769	0.379949	0.735776	0.635634	0.372947	0.839191	1	0	0	0	Medium	1	8	2	4	4	4	2
160	54	61,977	Bachelor	Healthcare	1	Single	Established_Family	0	2	0	Southeast	1.129772	2	0	0	1	0.791359	0.315955	0	0.404991	1	0	0	0	0	0	0	0	9	3.129341	0	735	0	0	0	5.325456	2024-08-13	515	72	null	999	8	3	5.952341	2.950271	118.776929	0.82014	3.895879	7.540681	7.453221	0.090718	0.379949	0.798706	0.74378	0.119186	1.005505	1	0	0	1	Medium	0	2	2	1	2	4	2
161	30	29,617	Bachelor	Education	1	Married	Established_Family	1	4	0	West	0.99627	4	1	0.25	4	1.926277	0.260077	5	0.341769	0	0	1	0	0	0	0	1	82	3.33798	17,517	640	166,361	11	0	6.283466	2024-06-03	557	72	null	999	6	2	6.125333	4.078242	124.357743	0.655457	7.543541	0.595436	7.313224	0.090718	0.664037	0.745259	1.143524	0.972302	0.803848	0	1	0	0	Medium	0	0	1	1	4	4	2
162	56	36,074	High School	Healthcare	1	Single	Family_Formation	0	0	1	Southeast	1.572263	1	0	0	2	2.66229	0.435069	0	0.450718	0	1	0	0	1	0	0	1	40	0.73097	0	722	0	0	0	7.279563	2024-08-05	80	23	Retirement	10	8	3	5.268667	4.692037	104.837934	0.619501	3.87518	4.878588	5.894113	0.464559	0.197375	0.759534	0	0.926286	0.971798	0	0	0	0	Medium	1	2	2	2	2	5	2
163	62	25,000	High School	Healthcare	6	Married	Empty_Nester	1	3	0	Southwest	1.103048	3	0	0	5	0.680943	0.501939	4	0.369438	1	0	0	0	0	0	0	0	7	6.506035	0	818	775,600	12	5	7.570908	2024-11-16	238	67	Child_Birth	97	11	4	5.93639	1.454449	105.222834	0.56923	6.739847	5.875539	7.181545	0.107171	0.53705	0.732993	0.796785	0.891296	1.933857	1	1	1	1	High	1	2	1	0	3	0	0
164	32	172,001	High School	Management	2	Divorced	Young_Professional	1	4	0	Northeast	1.113504	1	0	0	5	2.238283	0.324784	1	0.418465	0	0	0	1	0	0	1	2	4	9.025978	0	883	146,601	12	1	4.279948	2024-10-25	11	12	Child_Birth	62	10	4	5.971745	3.147026	114.986888	0.251343	5.895233	6.900146	6.835788	0.67032	0.197375	0.872589	1.258541	1.072374	0.627534	1	0	1	0	Medium	1	3	0	4	1	0	2
165	59	68,209	Bachelor	Healthcare	3	Single	Family_Formation	1	0	0	Northeast	1.121077	7	1	0.142857	4	1.473711	0.36815	0	0.711637	1	0	0	1	0	0	0	1	10	6.313354	0	900	491,469	23	2	4.591724	2024-10-08	148	15	null	999	10	4	4.600012	4.678921	92.731273	0.889098	6.005634	7.018958	7.677958	0.606531	0.885352	0.805641	0.439827	0.893318	1.357449	0	0	1	0	Medium	0	2	2	2	1	4	2
166	51	30,933	High School	Healthcare	3	Married	Established_Family	1	3	0	West	0.912486	3	0	0	1	1.806665	0.154354	1	0.55489	2	0	0	1	0	0	1	2	11	6.88883	0	743	202,108	64	2	3.776321	2024-05-17	11	39	Home_Purchase	16	5	2	3.748982	4.00333	99.92609	0.276482	3.298364	6.542092	7.330203	0.272532	0.53705	0.748406	0.781058	1.061749	1.253158	1	0	1	1	Medium	1	2	1	1	4	1	2
167	57	25,000	Bachelor	Healthcare	2	Married	Established_Family	1	2	0	Midwest	0.794414	2	0	0	2	3.971557	0.479277	2	0.170359	3	0	0	0	0	0	1	1	21	9.795499	0	733	100,000	39	1	1	2024-07-23	585	29	null	999	7	3	4.023503	0.39202	115.270437	0.197261	3.518402	3.821934	7.107403	0.380349	0.379949	0.732993	0.492247	0.966764	0.448523	1	1	1	1	Medium	0	2	1	1	0	4	2
168	73	36,410	Bachelor	Production	1	Married	Established_Family	1	3	0	Southeast	1.350633	2	0	0	0	3.062813	0.29017	0	0.568653	0	0	1	0	0	0	1	2	44	8.476511	40,193	519	218,177	35	0	1	2024-12-07	97	1	null	999	12	4	6.692502	3.945263	110.94155	0.66313	6.355466	5.851685	8.44165	0.967216	0.379949	0.760205	1.191407	1.313324	0.257721	0	1	0	1	Medium	0	4	1	1	2	4	2
169	41	75,367	Master	Production	2	Married	Established_Family	1	3	0	Midwest	0.765862	2	0	0	2	2.400632	0.297319	2	0.505879	0	0	0	0	0	0	0	0	5	10.910643	0	820	248,170	24	1	5.781215	2024-08-21	42	4	null	999	8	3	5.448092	2.637284	121.667584	0.66198	3.377668	6.019846	9.18996	0.875173	0.379949	0.812864	1.215093	0.924754	0.960548	1	1	1	1	High	2	4	1	1	0	4	0
170	33	25,000	Bachelor	Professional	2	Divorced	Family_Formation	1	2	0	Southeast	1.129066	7	1	0.142857	1	4.487038	0.037075	0	0.424638	0	0	0	1	1	0	0	2	39	4.33925	0	711	178,424	0	1	6.626546	2024-05-16	197	17	null	999	5	2	6.182159	2.792359	109.438421	0.688313	4.532372	5.993873	9.046476	0.567414	0.885352	0.732993	1.051036	0.909086	1.14881	1	0	0	0	Medium	0	5	0	2	2	4	2
171	31	45,028	PhD	Government	5	Widowed	Established_Family	0	4	0	Southwest	0.838491	5	2	0.4	1	3.888101	0.318365	1	0.300748	0	2	0	1	0	1	0	2	25	0.051503	0	711	0	0	4	5.755253	2024-06-16	77	13	Job_Change	9	6	2	5.391467	3.64863	95.329672	0.45928	5.051254	2.570832	6.992736	0.648344	0.761594	0.775582	1.446839	0.314742	1.890629	1	0	1	1	High	3	1	3	1	3	2	0
172	32	141,830	High School	Production	2	Married	Young_Professional	1	1	0	Southeast	1.430965	4	0	0	1	3.275009	0.489522	1	0.50605	0	0	1	0	0	0	0	1	19	0.267614	73,944	649	386,859	78	1	6.36972	2024-02-13	74	114	null	999	2	1	6.251667	2.510185	103.315712	0.496745	5.233053	6.354943	8.917863	0.022371	0.664037	0.858629	0	0.9869	0.778184	0	1	1	0	Medium	1	4	1	4	2	4	2
173	43	25,000	Master	Transportation	5	Married	Established_Family	1	2	0	West	0.958986	3	1	0.333333	1	5.002093	0.391626	0	0.179399	0	0	0	0	0	0	0	0	8	8.021005	0	814	354,900	5	4	6.458059	2024-08-13	129	1	Job_Change	320	8	3	6.031502	3.754165	91.723696	0.749134	4.893704	6.930339	10	0.967216	0.53705	0.732993	0.707411	0.513955	2	1	1	1	1	High	2	9	1	1	4	2	0
174	50	51,443	High School	Professional	2	Married	Established_Family	1	4	0	Midwest	0.701206	4	0	0	4	1.62089	0.03153	1	0.485277	0	1	0	1	0	1	1	3	36	7.763646	0	765	115,382	37	1	4.997464	2024-10-22	211	32	Home_Purchase	24	10	4	3.471908	3.374555	88.978506	0.56083	3.842113	5.58597	5.669585	0.344154	0.664037	0.785222	1.027703	0.881826	1.082681	1	0	1	0	Medium	1	5	1	1	0	1	2
175	49	183,870	Master	Transportation	1	Married	Family_Formation	0	4	0	Southwest	1.184149	5	0	0	1	4.435904	0.331999	3	0.372791	1	1	0	0	0	1	0	1	7	2.808596	0	668	0	0	0	1.011934	2024-09-13	343	23	null	999	9	3	4.226005	2.91389	78.36188	0.371936	6.964082	7.237936	8.518814	0.464559	0.761594	0.877419	1.236794	0.521509	0.450745	1	0	0	1	Medium	2	9	1	2	3	4	2
176	57	71,631	Bachelor	Professional	2	Single	Retirement	1	3	0	Midwest	0.962876	2	0	0	4	0.896045	0.436071	0	0.333887	1	0	1	0	0	1	0	2	15	3.053535	8,286	820	125,385	7	1	1.024507	2024-02-09	74	17	Job_Change	38	2	1	5.151571	3.325605	90.525346	0.567864	1.22213	6.705774	8.651128	0.567414	0.379949	0.809185	0.642736	0.605706	0.393244	0	1	1	0	High	0	5	2	3	0	2	0
177	45	52,868	Bachelor	Retired	4	Single	Established_Family	1	4	0	Southeast	1.186929	2	1	0.5	4	4.226254	0.141187	1	0.450269	1	1	0	0	1	1	0	2	3	0.598755	0	841	108,102	15	3	6.645319	2024-01-06	173	28	Job_Change	78	1	1	4.984837	1.504836	125.985479	0.547871	3.90581	5.122948	4.691519	0.393241	0.379949	0.7872	0.956794	0.749634	1.112114	1	1	0	1	High	0	6	2	1	2	2	0
178	66	66,435	Bachelor	Government	2	Married	Retirement	1	2	0	Midwest	1.233506	1	0	0	3	6.147644	0.07399	1	0.349277	1	0	0	0	1	0	0	1	7	0.428202	0	900	109,626	150	1	7.77012	2024-06-06	106	11	null	999	6	2	5.799228	3.27679	107.363058	0.537807	5.099044	2.21219	7.313802	0.693041	0.197375	0.803734	0.780581	0.863244	1.354699	1	1	0	1	Medium	0	1	1	3	0	4	2
179	41	38,541	High School	Management	1	Married	Family_Formation	1	0	0	Southwest	1.458096	3	0	0	2	4.671279	0.532723	3	0.295787	2	1	1	1	0	0	0	2	8	1.745377	56,291	832	413,297	63	0	1	2024-10-21	136	15	Home_Purchase	174	10	4	6.02679	0.879044	111.643781	0.479785	6.985122	1.766979	7.442052	0.606531	0.53705	0.764322	0.19151	1.057012	0.234583	0	0	0	0	Medium	1	3	1	2	3	1	2
180	85	106,913	Master	Transportation	1	Single	Empty_Nester	1	2	0	Southeast	1.257816	1	0	0	3	3.611807	0.196445	0	0.321459	0	0	1	1	0	0	1	3	2	9.427878	21,128	787	259,728	3	0	4.725535	2024-06-17	158	8	null	999	6	2	5.777564	3.322874	87.021047	0.492696	3.467763	4.921832	7.580686	0.765928	0.197375	0.838172	0.909423	0.839578	0.715269	0	0	0	1	Medium	2	9	2	0	2	4	2
181	54	38,576	Master	Transportation	1	Married	Established_Family	0	0	0	West	1.157803	2	0	0	3	3.140658	0.423173	0	0.227089	0	0	0	1	0	0	1	2	8	4.226145	0	698	0	0	0	2.222653	2024-11-06	93	16	null	999	11	4	4.39244	3.631944	81.112875	0.706862	3.28404	2.930892	6.429847	0.586646	0.379949	0.764388	0	0.770014	0.702735	0	0	0	1	Medium	2	9	1	1	4	4	2
182	32	25,000	High School	Healthcare	2	Single	Family_Formation	1	3	0	Southeast	0.9594	2	0	0	3	3.249201	0.269264	1	0.450069	1	0	1	0	1	0	0	2	24	5.720835	24,411	826	172,495	13	1	4.198926	2024-06-20	341	13	Child_Birth	1	6	2	4.013507	1.939112	103.698597	0.575375	6.882608	6.336684	9.817371	0.648344	0.379949	0.732993	0.466793	1.058315	0.940502	0	1	0	0	Medium	1	2	2	2	2	0	2
183	28	38,762	Master	Healthcare	4	Married	Young_Professional	0	0	0	Southeast	1.410827	1	0	0	2	4.391769	0.294927	2	0.761097	0	2	0	0	0	0	1	1	133	3.767015	0	713	0	0	3	4.220411	2024-09-09	82	31	Home_Purchase	215	9	3	5.646066	3.234367	115.57974	0.680066	4.409814	5.334584	8.453319	0.355819	0.197375	0.764736	0	0.370039	1.316612	0	0	1	0	Medium	2	2	1	4	2	1	2
184	52	27,445	High School	Retired	2	Married	Family_Formation	0	1	0	Northeast	1.138231	0	0	0	5	1.769102	0.213968	2	0.505727	0	0	0	0	0	0	0	0	47	6.512015	0	769	0	0	1	6.208042	2024-12-23	114	56	Home_Purchase	8	12	4	5.435015	2.260414	85.566458	0.827021	5.995795	7.725878	7.756216	0.154638	0	0.739747	0.526119	0.581023	1.095724	1	0	1	0	Medium	1	6	1	2	1	1	2
185	41	41,410	Master	Service	3	Married	Family_Formation	1	2	1	Southwest	0.793308	6	1	0.166667	3	2.083261	0.105099	1	0.330946	0	0	0	0	1	0	0	1	13	2.482015	0	562	327,471	2	2	3.631311	2024-02-13	3	7	null	999	2	1	2	3.477391	103.670307	0.68261	3.702538	1.725716	7.080336	0.79189	0.833655	0.769519	0.383317	0.945501	1.502643	1	1	0	0	Medium	2	8	1	2	3	4	2
186	55	41,963	PhD	Professional	3	Married	Empty_Nester	1	3	0	Southwest	1.11264	6	2	0.333333	4	2.717608	0.224464	1	0.126458	1	0	0	0	0	1	0	1	13	1.54044	0	723	320,816	8	2	5.486979	2024-08-01	52	25	Child_Birth	155	8	3	6.298264	4.343494	108.581384	0.615671	4.33018	6.623152	8.186756	0.434598	0.833655	0.770479	0.975477	0.51713	1.377658	1	1	1	1	High	3	5	1	0	3	0	0
187	52	100,554	High School	Transportation	2	Divorced	Family_Formation	0	3	0	Southeast	0.982937	4	1	0.25	2	1.779558	0.276697	0	0.370236	0	1	1	0	1	0	0	2	70	2.704376	17,840	753	0	0	1	6.423816	2024-03-26	727	6	null	999	3	1	4.721848	2.002821	124.475586	0.425857	4.296302	3.386225	9.611088	0.818731	0.664037	0.833734	1.244972	0.397797	1.097396	0	0	0	1	Medium	1	9	0	2	2	4	2
188	43	74,397	Bachelor	Healthcare	1	Divorced	Established_Family	1	2	0	Southeast	1.459575	3	0	0	4	2.162224	0.300398	2	0.380971	1	1	1	0	1	1	0	3	19	1.036722	32,115	818	277,746	108	0	8.058825	2024-10-23	2	16	null	999	10	4	4.226429	2.630953	70	0.605361	2.336371	5.084105	7.912547	0.586646	0.53705	0.811927	0.564293	0.995513	1.096167	0	1	0	0	Medium	0	2	0	1	2	4	2
189	32	57,409	Bachelor	Service	4	Married	Young_Professional	0	1	0	Northeast	0.829407	2	0	0	7	6.341393	0.410537	2	0.642175	1	0	0	0	0	1	0	1	60	1.879533	0	872	0	0	3	1.141347	2024-09-11	552	7	null	999	9	3	5.66808	2.611244	124.541014	0.584842	4.286486	3.024714	6.585608	0.79189	0.379949	0.793165	0.147002	0.798648	1.111666	1	0	1	0	Medium	0	8	1	4	1	4	2
190	22	48,934	Bachelor	Management	2	Married	Young_Professional	0	0	0	Southeast	0.96365	7	1	0.142857	3	0.30808	0.542956	1	0.538706	0	0	0	0	1	0	1	2	5	6.439927	0	499	0	0	1	2.763184	2024-02-09	72	1	null	999	2	1	2.597623	2.207309	82.285445	0.633173	3.350213	6.256386	6.959164	0.967216	0.885352	0.781603	0.764189	0.203605	0.654478	0	0	0	0	Medium	0	3	1	4	2	4	2
191	38	25,969	Master	Healthcare	2	Single	Family_Formation	1	4	0	Southwest	0.987691	1	0	0	1	5.470025	0.165758	5	0.628554	0	1	0	1	0	0	1	2	74	0.826198	0	779	326,766	8	1	2.414227	2024-12-15	153	2	null	999	12	4	3.822169	2.943168	80.260252	0.783257	3.920663	5.592732	8.246843	0.935507	0.197375	0.735745	1.264577	0.57211	0.302611	1	0	1	1	Medium	2	2	2	2	3	4	2
192	57	25,000	Bachelor	Healthcare	2	Married	Empty_Nester	0	5	0	Northeast	1.054763	3	0	0	2	2.488826	0.18306	0	0.222297	1	0	1	0	0	1	1	3	6	7.946697	5,580	720	0	0	1	5.454357	2024-02-04	211	2	null	999	2	1	5.371285	2.242005	107.218857	0.483527	5.441298	6.651417	6.880807	0.935507	0.53705	0.732993	1.343503	0.350749	1.051494	0	0	1	0	Medium	0	2	1	0	1	4	2
193	48	52,464	PhD	Management	1	Married	Established_Family	1	1	0	Southeast	1.259706	3	0	0	2	2.680764	0.311055	0	0.257063	0	0	0	0	1	0	0	1	42	2.943793	0	752	241,508	22	0	3.980684	2024-10-28	88	26	Marriage	123	10	4	5.181794	2.464085	107.142656	0.397195	3.327771	6.587189	6.775127	0.42035	0.53705	0.786645	0.255186	0.839851	0.476114	1	1	0	1	High	3	3	1	1	2	3	0
194	26	78,966	High School	Government	2	Married	Young_Professional	0	5	0	Northeast	0.919063	0	0	0	1	3.743726	0.338439	2	0.551495	0	0	0	0	0	0	0	0	34	4.345604	0	808	0	0	1	1.915489	2024-05-02	334	31	null	999	5	2	2.908553	2.94666	100.894704	0.39026	6.02537	6.429466	6.369331	0.355819	0	0.816241	1.487767	0.091689	0.570045	1	0	1	0	Medium	1	1	1	4	1	4	2
195	47	45,935	Bachelor	Professional	2	Married	Established_Family	0	2	1	Midwest	0.882432	2	0	0	4	5.167764	0.352555	0	0.462769	2	0	0	1	1	0	0	2	49	7.426224	0	769	0	0	1	5.265562	2024-12-08	53	24	null	999	12	4	4.507832	1.374427	130	0.667748	1.515938	7.455689	8.040446	0.449329	0.379949	0.777026	0.937043	0.366531	1.133946	1	0	0	0	Medium	0	5	1	1	0	4	2
196	50	35,563	Bachelor	Professional	2	Single	Young_Professional	1	5	0	Northeast	0.938042	3	0	0	5	3.355949	0.547377	1	0.552922	1	1	0	1	1	0	0	2	39	5.873433	0	772	385,339	59	1	5.985587	2024-06-06	102	34	null	999	6	2	7.585746	2.272054	112.800552	0.349147	4.577653	5.102198	6.256413	0.321958	0.53705	0.758502	1.442895	0.995864	1.327193	1	0	0	1	Medium	0	5	2	4	1	4	2
197	31	64,776	Master	Service	2	Single	Family_Formation	1	1	0	Southeast	1.323084	7	2	0.285714	3	5.194069	0.698204	2	0.322784	2	1	1	1	1	0	0	3	10	7.909375	13,734	620	162,705	20	1	6.224634	2024-08-16	21	93	null	999	8	3	4.93675	1.968546	95.562214	0.539743	3.651994	4.517809	8.469871	0.045049	0.885352	0.801903	0.173359	0.802972	0.792688	0	0	0	0	Medium	2	8	2	2	2	4	2
198	47	46,630	High School	Government	2	Married	Family_Formation	0	3	0	Midwest	1.023764	3	0	0	1	0.415603	0.340214	0	0.279362	1	1	1	1	0	1	0	3	42	10.033964	52,599	798	0	0	1	4.291229	2024-09-10	74	23	null	999	9	3	7.437669	1.850879	98.860395	0.609281	6.227038	9.135505	5.629449	0.464559	0.53705	0.778112	1.119259	0.433934	0.691959	0	0	1	0	Medium	1	1	1	2	0	4	2
199	45	134,786	PhD	Education	2	Married	Family_Formation	1	3	0	Southeast	1.298802	4	0	0	4	1.010455	0.351494	5	0.300259	0	0	1	0	0	0	0	1	14	2.762384	8,213	703	100,000	19	1	10	2024-10-23	131	2	null	999	10	4	4.603136	3.700219	107.779327	0.44782	5.028746	5.315504	9.595218	0.935507	0.664037	0.854941	0.896639	1.007189	1.60732	0	1	1	1	Medium	3	0	1	2	2	4	2
200	27	102,707	Bachelor	Sales	4	Married	Young_Professional	1	2	0	Midwest	0.841326	3	0	0	1	4.083783	0.392547	2	0.440297	0	0	0	0	0	0	0	0	51	7.142065	0	661	197,573	79	3	6.745343	2024-08-18	715	41	Job_Change	5	8	3	4.874833	2.680876	104.806526	0.183652	3.85793	7.036932	6.485434	0.254955	0.53705	0.835267	0.965468	0.869682	1.627025	1	1	1	1	High	0	7	1	4	0	2	0

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