For the HMEQ dataset, you are given a target variable BAD. Your task is to apply any

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Question:

For the HMEQ dataset, you are given a target variable BAD. Your task is to apply any binary classification algorithm to the dataset, employing a suitable training and test split.

Use a linear regression model to model the LGD based on the independent variables provided in the dataset.

BAD	LOAN	MORTDUE	VALUE	REASON	JOB	YOJ	DEROG	DELINQ	CLAGE	NINQ	CLNO	DEBTINC
1	1100	25860	39025	HomeImp	Other	10.05.2023	0	0	94.366.666.667	1	9
1	1300	70053	68400	HomeImp	Other	07.01.1900	0	2	12.183.333.333	0	14
1	1500	13500	16700	HomeImp	Other	04.01.1900	0	0	14.946.666.667	1	10
1	1500
0	1700	97800	112000	HomeImp	Office	03.01.1900	0	0	93.333.333.333	0	14
1	1700	30548	40320	HomeImp	Other	09.01.1900	0	0	10.146.600.191	1	8	37.113.613.558
1	1800	48649	57037	HomeImp	Other	05.01.1900	3	2	77.1	1	17
1	1800	28502	43034	HomeImp	Other	11.01.1900	0	0	88.766.029.879	0	8	36.884.894.093
1	2000	32700	46740	HomeImp	Other	03.01.1900	0	2	21.693.333.333	1	12
1	2000		62250	HomeImp	Sales	16.01.1900	0	0	115.8	0	13
1	2000	22608				18.01.1900
1	2000	20627	29800	HomeImp	Office	11.01.1900	0	1	12.253.333.333	1	9
1	2000	45000	55000	HomeImp	Other	03.01.1900	0	0	86.066.666.667	2	25
0	2000	64536	87400		Mgr	02.05.2023	0	0	14.713.333.333	0	24
1	2100	71000	83850	HomeImp	Other	08.01.1900	0	1	123	0	16
1	2200	24280	34687	HomeImp	Other		0	1	30.086.666.667	0	8
1	2200	90957	102600	HomeImp	Mgr	07.01.1900	2	6	122.9	1	22
1	2200	23030				19.01.1900						37.113.122.995
1	2300	28192	40150	HomeImp	Other	04.05.2023	0	0	54.6	1	16
0	2300	102370	120953	HomeImp	Office	02.01.1900	0	0	90.992.533.467	0	13	31.588.503.178
1	2300	37626	46200	HomeImp	Other	03.01.1900	0	1	12.226.666.667	1	14
1	2400	50000	73395	HomeImp	ProfExe	05.01.1900	1	0		1	0
1	2400	28000	40800	HomeImp	Mgr	12.01.1900	0	0	67.2	2	22
1	2400	18000		HomeImp	Mgr	22.01.1900		2	12.173.333.333	0	10
1	2400		17180	HomeImp	Other		0	0	14.566.666.667	3	4
1	2400	34863	47471	HomeImp	Mgr	12.01.1900	0	0	70.491.080.032	1	21	38.263.600.731
0	2400	98449	117195	HomeImp	Office	04.01.1900	0	0	93.811.774.855	0	13	29.681.827.045
1	2500	15000	20200	HomeImp		18.01.1900	0	0	13.606.666.667	1	19
1	2500	25116	36350	HomeImp	Other	10.01.1900	1	2	27.696.666.667	0	9
0	2500	7229	44516	HomeImp	Self		0	0	208	0	12
0	2500	71408	78600	HomeImp	ProfExe	08.01.1900	0	0	25.573.333.333	0	12
1	2800	50795	63100	HomeImp	Self	26.01.1900	2	15	14.563.333.333	3	45
1	2800	4000	60850	HomeImp	Other	16.01.1900	4	0	11.263.333.333	2	9
1	2900	78600	113000	DebtCon	ProfExe	06.01.1900	1	0	16.533.333.333	2	26
0	2900	103949	112505	HomeImp	Office	01.01.1900	0	0	9.610.232.967	0	13	30.051.136.286
0	2900	104373	120702	HomeImp	Office	02.01.1900	0	0	10.154.029.753	0	13	29.915.859.028
1	2900	7750	67996	HomeImp	Other	16.01.1900	3	0	12.220.466.276	2	8	36.211.347.998
1	2900	61962	70915	DebtCon	Mgr	02.01.1900	0	0	28.280.165.924	3	37	4.920.639.579
0	3000	104570	121729	HomeImp	Office	02.01.1900	0	0	85.884.371.895	0	14	32.059.783.267
1	3000	7000	20300	HomeImp	Other	03.01.1900	0	0	50.8	5	9
1	3000		8800	HomeImp	Other	02.01.1900	0	1	77.766.666.667	0	3
1	3000		33000	HomeImp	Other	01.01.1900	0	1	23. Mrz	1	2
1	3000	119826	193500	HomeImp	Other	08.01.1900	0	0	13.003.335.846	0	27
1	3000	20000	29750	DebtCon	Other	02.01.1900	0	0	18.706.666.667	0	12
1	3000		14500	HomeImp	Other	03.01.1900	0	0	09. Mrz	14	2