Apply multiple linear regression using the Bank Salaries dataset provided in the LMS. Interpret the sign and
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Question:
Apply multiple linear regression using the Bank Salaries dataset provided in the LMS. Interpret the sign and the value of the estimated coefficients
Employee | Education | Grade | Years1 | Years2 | Age | Gender | PC Job | Salary |
1 | 3 | 1 | 3 | 1 | 26 | Male | No | $32,000 |
2 | 1 | 1 | 14 | 1 | 38 | Female | No | $39,100 |
3 | 1 | 1 | 12 | 0 | 35 | Female | No | $33,200 |
4 | 2 | 1 | 8 | 7 | 40 | Female | No | $30,600 |
5 | 3 | 1 | 3 | 0 | 28 | Male | No | $29,000 |
6 | 3 | 1 | 3 | 0 | 24 | Female | No | $30,500 |
7 | 3 | 1 | 4 | 0 | 27 | Female | No | $30,000 |
8 | 3 | 1 | 8 | 2 | 33 | Male | No | $27,000 |
9 | 1 | 1 | 4 | 0 | 62 | Female | No | $34,000 |
10 | 3 | 1 | 9 | 0 | 31 | Female | No | $29,500 |
11 | 3 | 1 | 9 | 2 | 34 | Female | No | $26,800 |
12 | 2 | 1 | 8 | 8 | 37 | Female | No | $31,300 |
13 | 2 | 1 | 9 | 0 | 37 | Female | No | $31,200 |
14 | 2 | 1 | 10 | 6 | 58 | Female | No | $34,700 |
15 | 3 | 1 | 4 | 0 | 33 | Female | No | $30,000 |
16 | 3 | 1 | 3 | 0 | 27 | Female | No | $31,000 |
17 | 3 | 1 | 6 | 0 | 30 | Female | No | $27,000 |
18 | 2 | 1 | 8 | 9 | 37 | Female | No | $29,600 |
19 | 3 | 1 | 5 | 6 | 44 | Female | No | $32,600 |
20 | 2 | 1 | 4 | 3 | 29 | Female | No | $29,600 |
21 | 3 | 1 | 4 | 2 | 36 | Female | No | $29,500 |
22 | 2 | 1 | 3 | 3 | 28 | Male | No | $31,000 |
23 | 1 | 1 | 5 | 0 | 45 | Female | No | $28,500 |
24 | 2 | 1 | 3 | 4 | 33 | Male | No | $26,700 |
25 | 3 | 1 | 3 | 1 | 24 | Male | No | $30,750 |
26 | 3 | 1 | 3 | 1 | 27 | Male | No | $29,500 |
27 | 2 | 1 | 16 | 6 | 60 | Female | No | $42,200 |
28 | 1 | 1 | 13 | 0 | 48 | Female | No | $37,600 |
29 | 1 | 1 | 12 | 6 | 40 | Female | No | $34,000 |
30 | 2 | 1 | 4 | 7 | 33 | Female | No | $33,000 |
31 | 1 | 1 | 7 | 4 | 35 | Female | No | $28,760 |
32 | 1 | 1 | 11 | 0 | 44 | Female | No | $35,400 |
33 | 3 | 1 | 3 | 8 | 43 | Male | No | $31,000 |
34 | 2 | 1 | 18 | 2 | 46 | Female | No | $38,800 |
35 | 2 | 1 | 14 | 0 | 42 | Female | No | $34,300 |
36 | 1 | 1 | 19 | 0 | 47 | Female | No | $35,000 |
37 | 3 | 1 | 3 | 2 | 25 | Female | Yes | $34,600 |
38 | 2 | 1 | 2 | 4 | 30 | Female | No | $28,500 |
39 | 1 | 1 | 11 | 0 | 40 | Female | No | $29,500 |
40 | 3 | 1 | 3 | 2 | 26 | Male | No | $30,500 |
41 | 3 | 1 | 5 | 1 | 32 | Female | No | $34,200 |
42 | 1 | 1 | 15 | 0 | 51 | Female | No | $43,600 |
43 | 5 | 1 | 7 | 0 | 35 | Female | Yes | $33,500 |
44 | 3 | 1 | 12 | 1 | 37 | Female | No | $33,000 |
45 | 1 | 1 | 18 | 0 | 44 | Female | No | $45,300 |
46 | 1 | 1 | 17 | 3 | 53 | Male | No | $38,800 |
47 | 1 | 1 | 10 | 0 | 40 | Female | No | $29,900 |
48 | 3 | 1 | 5 | 10 | 51 | Male | No | $31,200 |
49 | 1 | 1 | 15 | 0 | 42 | Female | No | $34,000 |
50 | 2 | 1 | 2 | 0 | 53 | Female | No | $30,450 |
51 | 1 | 1 | 3 | 3 | 58 | Male | No | $35,500 |
52 | 1 | 1 | 4 | 10 | 44 | Female | Yes | $34,000 |
53 | 2 | 1 | 7 | 0 | 31 | Female | No | $29,100 |
54 | 1 | 1 | 8 | 0 | 64 | Female | No | $29,650 |
55 | 3 | 1 | 15 | 1 | 47 | Female | No | $29,200 |
56 | 3 | 1 | 9 | 0 | 37 | Female | Yes | $29,800 |
57 | 2 | 1 | 16 | 0 | 46 | Female | No | $33,500 |
58 | 1 | 1 | 8 | 0 | 55 | Female | No | $34,000 |
59 | 1 | 1 | 9 | 0 | 39 | Female | No | $29,600 |
60 | 3 | 1 | 18 | 0 | 51 | Female | No | $34,000 |
61 | 2 | 2 | 3 | 8 | 37 | Female | No | $37,250 |
62 | 2 | 2 | 6 | 3 | 30 | Male | No | $33,000 |
63 | 3 | 2 | 4 | 0 | 26 | Female | No | $28,600 |
64 | 5 | 2 | 5 | 1 | 41 | Female | Yes | $36,000 |
65 | 3 | 2 | 4 | 4 | 34 | Female | Yes | $37,300 |
66 | 2 | 2 | 7 | 4 | 57 | Male | No | $29,900 |
67 | 1 | 2 | 11 | 8 | 53 | Female | No | $31,500 |
68 | 3 | 2 | 5 | 4 | 32 | Female | Yes | $41,400 |
69 | 1 | 2 | 17 | 5 | 44 | Female | No | $32,740 |
70 | 3 | 2 | 3 | 1 | 25 | Male | No | $33,500 |
71 | 1 | 2 | 5 | 9 | 31 | Female | No | $32,000 |
72 | 1 | 2 | 9 | 0 | 50 | Female | No | $30,800 |
73 | 5 | 2 | 3 | 3 | 47 | Female | Yes | $42,000 |
74 | 3 | 2 | 4 | 0 | 35 | Male | No | $34,000 |
75 | 2 | 2 | 16 | 0 | 43 | Female | No | $32,500 |
76 | 2 | 2 | 9 | 10 | 46 | Female | No | $31,700 |
77 | 5 | 2 | 3 | 0 | 35 | Male | No | $36,500 |
78 | 3 | 2 | 4 | 0 | 22 | Male | No | $33,000 |
79 | 2 | 2 | 8 | 0 | 58 | Female | No | $31,200 |
80 | 5 | 2 | 8 | 0 | 40 | Female | No | $34,000 |
81 | 3 | 2 | 6 | 0 | 30 | Female | No | $33,000 |
82 | 5 | 2 | 4 | 4 | 29 | Female | No | $33,900 |
83 | 1 | 2 | 3 | 9 | 31 | Female | Yes | $39,000 |
84 | 2 | 2 | 12 | 18 | 52 | Male | No | $34,920 |
85 | 5 | 2 | 3 | 5 | 33 | Male | No | $39,000 |
86 | 1 | 2 | 8 | 0 | 49 | Female | No | $34,000 |
87 | 2 | 2 | 6 | 7 | 34 | Female | No | $31,900 |
88 | 5 | 2 | 3 | 1 | 26 | Male | No | $37,000 |
89 | 5 | 2 | 4 | 0 | 28 | Male | No | $34,000 |
90 | 5 | 2 | 3 | 2 | 35 | Female | No | $36,400 |
91 | 1 | 2 | 15 | 1 | 47 | Female | Yes | $38,200 |
92 | 1 | 2 | 15 | 0 | 51 | Female | No | $35,300 |
93 | 3 | 2 | 3 | 2 | 26 | Male | No | $34,500 |
94 | 3 | 2 | 12 | 0 | 33 | Female | No | $30,500 |
95 | 4 | 2 | 2 | 2 | 27 | Male | No | $30,000 |
96 | 5 | 2 | 8 | 0 | 34 | Female | Yes | $37,300 |
97 | 4 | 2 | 5 | 0 | 29 | Female | No | $40,200 |
98 | 3 | 2 | 5 | 0 | 27 | Male | No | $35,500 |
99 | 1 | 2 | 11 | 0 | 43 | Female | No | $35,000 |
100 | 3 | 2 | 4 | 3 | 36 | Female | No | $38,000 |
101 | 1 | 2 | 9 | 0 | 38 | Female | No | $35,300 |
102 | 2 | 2 | 14 | 0 | 60 | Female | No | $34,100 |
103 | 3 | 3 | 4 | 5 | 43 | Female | Yes | $43,200 |
104 | 2 | 3 | 15 | 5 | 48 | Female | No | $36,100 |
105 | 5 | 3 | 7 | 3 | 32 | Female | No | $34,600 |
106 | 3 | 3 | 5 | 0 | 31 | Male | No | $36,000 |
107 | 5 | 3 | 7 | 2 | 29 | Female | No | $36,200 |
108 | 3 | 3 | 7 | 0 | 35 | Female | No | $37,500 |
109 | 3 | 3 | 4 | 12 | 37 | Female | No | $41,000 |
110 | 2 | 3 | 10 | 0 | 43 | Female | No | $35,600 |
111 | 3 | 3 | 5 | 5 | 33 | Female | No | $39,800 |
112 | 4 | 3 | 11 | 4 | 58 | Female | Yes | $41,300 |
113 | 3 | 3 | 9 | 7 | 44 | Female | No | $42,500 |
114 | 3 | 3 | 4 | 8 | 37 | Female | Yes | $45,800 |
115 | 5 | 3 | 5 | 6 | 48 | Female | No | $34,900 |
116 | 5 | 3 | 4 | 0 | 26 | Male | No | $41,500 |
117 | 3 | 3 | 5 | 0 | 25 | Female | No | $38,000 |
118 | 4 | 3 | 6 | 0 | 38 | Female | No | $35,000 |
119 | 3 | 3 | 6 | 0 | 41 | Female | No | $40,000 |
120 | 3 | 3 | 5 | 0 | 29 | Male | No | $36,000 |
121 | 2 | 3 | 9 | 0 | 59 | Female | No | $33,700 |
122 | 2 | 3 | 5 | 4 | 29 | Male | No | $36,300 |
123 | 3 | 3 | 3 | 2 | 27 | Female | Yes | $38,000 |
124 | 5 | 3 | 4 | 0 | 30 | Female | No | $39,500 |
125 | 2 | 3 | 7 | 5 | 34 | Female | No | $36,300 |
126 | 3 | 3 | 8 | 2 | 35 | Female | No | $32,500 |
127 | 2 | 3 | 12 | 6 | 50 | Female | No | $37,000 |
128 | 5 | 3 | 3 | 1 | 33 | Female | No | $32,600 |
129 | 3 | 3 | 4 | 0 | 26 | Female | No | $36,000 |
130 | 5 | 3 | 3 | 0 | 36 | Female | No | $35,000 |
131 | 5 | 3 | 3 | 5 | 33 | Female | Yes | $43,600 |
132 | 3 | 3 | 8 | 0 | 47 | Female | No | $33,800 |
133 | 1 | 3 | 21 | 0 | 51 | Female | No | $35,300 |
134 | 1 | 3 | 16 | 6 | 42 | Female | No | $42,400 |
135 | 5 | 3 | 5 | 0 | 31 | Male | No | $39,500 |
136 | 2 | 3 | 25 | 10 | 62 | Female | No | $43,500 |
137 | 5 | 3 | 6 | 1 | 46 | Male | No | $42,000 |
138 | 3 | 3 | 21 | 9 | 60 | Female | No | $40,300 |
139 | 4 | 3 | 6 | 5 | 43 | Male | No | $44,000 |
140 | 1 | 3 | 25 | 2 | 53 | Female | No | $40,660 |
141 | 3 | 3 | 13 | 1 | 38 | Female | No | $39,700 |
142 | 5 | 3 | 6 | 5 | 39 | Female | No | $45,000 |
143 | 5 | 3 | 7 | 0 | 35 | Female | No | $43,900 |
144 | 4 | 3 | 8 | 3 | 40 | Female | No | $38,000 |
145 | 5 | 3 | 5 | 3 | 32 | Female | No | $39,020 |
146 | 5 | 4 | 5 | 3 | 33 | Male | No | $44,500 |
147 | 5 | 4 | 4 | 1 | 30 | Male | No | $41,000 |
148 | 5 | 4 | 6 | 3 | 37 | Male | No | $44,000 |
149 | 5 | 4 | 6 | 0 | 30 | Male | No | $44,000 |
150 | 5 | 4 | 5 | 4 | 32 | Female | No | $42,500 |
151 | 5 | 4 | 7 | 3 | 37 | Female | No | $40,260 |
152 | 5 | 4 | 5 | 1 | 29 | Male | No | $44,500 |
153 | 1 | 4 | 13 | 9 | 50 | Female | No | $35,500 |
154 | 5 | 4 | 6 | 0 | 29 | Male | No | $42,500 |
155 | 5 | 4 | 7 | 0 | 32 | Female | No | $44,000 |
156 | 5 | 4 | 6 | 2 | 31 | Male | No | $45,000 |
157 | 2 | 4 | 15 | 4 | 47 | Female | No | $44,400 |
158 | 3 | 4 | 17 | 0 | 44 | Female | No | $38,000 |
159 | 5 | 4 | 4 | 0 | 27 | Male | No | $41,800 |
160 | 1 | 4 | 23 | 0 | 55 | Male | No | $45,500 |
161 | 3 | 4 | 5 | 4 | 52 | Male | No | $42,500 |
162 | 5 | 4 | 3 | 12 | 50 | Female | No | $44,000 |
163 | 3 | 4 | 19 | 8 | 59 | Female | Yes | $54,300 |
164 | 3 | 4 | 26 | 0 | 47 | Female | No | $44,800 |
165 | 3 | 4 | 6 | 4 | 43 | Male | No | $47,000 |
166 | 5 | 4 | 15 | 0 | 41 | Female | No | $43,800 |
167 | 1 | 4 | 12 | 4 | 39 | Female | Yes | $48,000 |
168 | 5 | 4 | 9 | 0 | 39 | Female | No | $42,700 |
169 | 3 | 4 | 14 | 1 | 40 | Female | Yes | $48,500 |
170 | 3 | 4 | 16 | 0 | 49 | Female | No | $42,000 |
171 | 2 | 4 | 16 | 1 | 53 | Female | No | $45,500 |
172 | 3 | 4 | 11 | 0 | 37 | Female | No | $44,500 |
173 | 2 | 4 | 13 | 2 | 40 | Female | No | $51,200 |
174 | 5 | 5 | 7 | 0 | 34 | Male | No | $47,500 |
175 | 5 | 5 | 8 | 0 | 37 | Female | No | $44,500 |
176 | 5 | 5 | 8 | 0 | 31 | Male | No | $47,000 |
177 | 5 | 5 | 6 | 10 | 41 | Male | No | $47,000 |
178 | 3 | 5 | 17 | 4 | 46 | Female | No | $43,100 |
179 | 5 | 5 | 8 | 2 | 37 | Male | No | $49,000 |
180 | 5 | 5 | 8 | 0 | 33 | Male | No | $48,500 |
181 | 3 | 5 | 8 | 5 | 35 | Female | No | $45,000 |
182 | 5 | 5 | 16 | 5 | 49 | Female | No | $52,500 |
183 | 5 | 5 | 6 | 2 | 33 | Male | No | $47,500 |
184 | 5 | 5 | 7 | 0 | 31 | Male | No | $48,000 |
185 | 5 | 5 | 8 | 4 | 49 | Male | No | $46,500 |
186 | 5 | 5 | 12 | 2 | 40 | Female | No | $61,500 |
187 | 5 | 5 | 9 | 2 | 37 | Female | No | $50,000 |
188 | 5 | 5 | 12 | 2 | 46 | Female | No | $61,800 |
189 | 4 | 5 | 16 | 0 | 43 | Female | No | $43,000 |
190 | 5 | 5 | 11 | 1 | 36 | Male | No | $47,000 |
191 | 5 | 5 | 9 | 6 | 37 | Female | No | $58,500 |
192 | 5 | 5 | 16 | 7 | 40 | Male | No | $55,000 |
193 | 3 | 5 | 24 | 3 | 54 | Male | No | $57,000 |
194 | 5 | 5 | 17 | 1 | 57 | Male | No | $57,000 |
195 | 5 | 6 | 14 | 0 | 49 | Male | No | $60,000 |
196 | 3 | 6 | 13 | 0 | 41 | Male | No | $60,000 |
197 | 5 | 6 | 19 | 4 | 59 | Male | No | $59,000 |
198 | 5 | 6 | 12 | 0 | 51 | Male | No | $60,000 |
199 | 5 | 6 | 20 | 0 | 45 | Male | No | $65,000 |
200 | 5 | 6 | 20 | 1 | 56 | Male | No | $52,000 |
201 | 5 | 6 | 22 | 0 | 57 | Male | No | $58,000 |
202 | 4 | 6 | 21 | 0 | 53 | Male | No | $60,000 |
203 | 5 | 6 | 39 | 0 | 65 | Male | No | $74,000 |
204 | 3 | 6 | 34 | 0 | 60 | Male | No | $95,000 |
205 | 5 | 6 | 36 | 0 | 61 | Male | No | $97,000 |
206 | 5 | 6 | 32 | 0 | 62 | Male | No | $88,000 |
207 | 5 | 6 | 35 | 0 | 59 | Male | No | $94,000 |
208 | 5 | 6 | 33 | 0 | 62 | Female | No | $30,000 |
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