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s434732 2021-06-16 17:11:47 +02:00
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sl_no,gender,ssc_p,ssc_b,hsc_p,hsc_b,hsc_s,degree_p,degree_t,workex,etest_p,specialisation,mba_p,status,salary
1,M,67.00,Others,91.00,Others,Commerce,58.00,Sci&Tech,No,55,Mkt&HR,58.8,Placed,270000
2,M,79.33,Central,78.33,Others,Science,77.48,Sci&Tech,Yes,86.5,Mkt&Fin,66.28,Placed,200000
3,M,65.00,Central,68.00,Central,Arts,64.00,Comm&Mgmt,No,75,Mkt&Fin,57.8,Placed,250000
4,M,56.00,Central,52.00,Central,Science,52.00,Sci&Tech,No,66,Mkt&HR,59.43,Not Placed,
5,M,85.80,Central,73.60,Central,Commerce,73.30,Comm&Mgmt,No,96.8,Mkt&Fin,55.5,Placed,425000
6,M,55.00,Others,49.80,Others,Science,67.25,Sci&Tech,Yes,55,Mkt&Fin,51.58,Not Placed,
7,F,46.00,Others,49.20,Others,Commerce,79.00,Comm&Mgmt,No,74.28,Mkt&Fin,53.29,Not Placed,
8,M,82.00,Central,64.00,Central,Science,66.00,Sci&Tech,Yes,67,Mkt&Fin,62.14,Placed,252000
9,M,73.00,Central,79.00,Central,Commerce,72.00,Comm&Mgmt,No,91.34,Mkt&Fin,61.29,Placed,231000
10,M,58.00,Central,70.00,Central,Commerce,61.00,Comm&Mgmt,No,54,Mkt&Fin,52.21,Not Placed,
11,M,58.00,Central,61.00,Central,Commerce,60.00,Comm&Mgmt,Yes,62,Mkt&HR,60.85,Placed,260000
12,M,69.60,Central,68.40,Central,Commerce,78.30,Comm&Mgmt,Yes,60,Mkt&Fin,63.7,Placed,250000
13,F,47.00,Central,55.00,Others,Science,65.00,Comm&Mgmt,No,62,Mkt&HR,65.04,Not Placed,
14,F,77.00,Central,87.00,Central,Commerce,59.00,Comm&Mgmt,No,68,Mkt&Fin,68.63,Placed,218000
15,M,62.00,Central,47.00,Central,Commerce,50.00,Comm&Mgmt,No,76,Mkt&HR,54.96,Not Placed,
16,F,65.00,Central,75.00,Central,Commerce,69.00,Comm&Mgmt,Yes,72,Mkt&Fin,64.66,Placed,200000
17,M,63.00,Central,66.20,Central,Commerce,65.60,Comm&Mgmt,Yes,60,Mkt&Fin,62.54,Placed,300000
18,F,55.00,Central,67.00,Central,Commerce,64.00,Comm&Mgmt,No,60,Mkt&Fin,67.28,Not Placed,
19,F,63.00,Central,66.00,Central,Commerce,64.00,Comm&Mgmt,No,68,Mkt&HR,64.08,Not Placed,
20,M,60.00,Others,67.00,Others,Arts,70.00,Comm&Mgmt,Yes,50.48,Mkt&Fin,77.89,Placed,236000
21,M,62.00,Others,65.00,Others,Commerce,66.00,Comm&Mgmt,No,50,Mkt&HR,56.7,Placed,265000
22,F,79.00,Others,76.00,Others,Commerce,85.00,Comm&Mgmt,No,95,Mkt&Fin,69.06,Placed,393000
23,F,69.80,Others,60.80,Others,Science,72.23,Sci&Tech,No,55.53,Mkt&HR,68.81,Placed,360000
24,F,77.40,Others,60.00,Others,Science,64.74,Sci&Tech,Yes,92,Mkt&Fin,63.62,Placed,300000
25,M,76.50,Others,97.70,Others,Science,78.86,Sci&Tech,No,97.4,Mkt&Fin,74.01,Placed,360000
26,F,52.58,Others,54.60,Central,Commerce,50.20,Comm&Mgmt,Yes,76,Mkt&Fin,65.33,Not Placed,
27,M,71.00,Others,79.00,Others,Commerce,66.00,Comm&Mgmt,Yes,94,Mkt&Fin,57.55,Placed,240000
28,M,63.00,Others,67.00,Others,Commerce,66.00,Comm&Mgmt,No,68,Mkt&HR,57.69,Placed,265000
29,M,76.76,Others,76.50,Others,Commerce,67.50,Comm&Mgmt,Yes,73.35,Mkt&Fin,64.15,Placed,350000
30,M,62.00,Central,67.00,Central,Commerce,58.00,Comm&Mgmt,No,77,Mkt&Fin,51.29,Not Placed,
31,F,64.00,Central,73.50,Central,Commerce,73.00,Comm&Mgmt,No,52,Mkt&HR,56.7,Placed,250000
32,F,67.00,Central,53.00,Central,Science,65.00,Sci&Tech,No,64,Mkt&HR,58.32,Not Placed,
33,F,61.00,Central,81.00,Central,Commerce,66.40,Comm&Mgmt,No,50.89,Mkt&HR,62.21,Placed,278000
34,F,87.00,Others,65.00,Others,Science,81.00,Comm&Mgmt,Yes,88,Mkt&Fin,72.78,Placed,260000
35,M,62.00,Others,51.00,Others,Science,52.00,Others,No,68.44,Mkt&HR,62.77,Not Placed,
36,F,69.00,Central,78.00,Central,Commerce,72.00,Comm&Mgmt,No,71,Mkt&HR,62.74,Placed,300000
37,M,51.00,Central,44.00,Central,Commerce,57.00,Comm&Mgmt,No,64,Mkt&Fin,51.45,Not Placed,
38,F,79.00,Central,76.00,Central,Science,65.60,Sci&Tech,No,58,Mkt&HR,55.47,Placed,320000
39,F,73.00,Others,58.00,Others,Science,66.00,Comm&Mgmt,No,53.7,Mkt&HR,56.86,Placed,240000
40,M,81.00,Others,68.00,Others,Science,64.00,Sci&Tech,No,93,Mkt&Fin,62.56,Placed,411000
41,F,78.00,Central,77.00,Others,Commerce,80.00,Comm&Mgmt,No,60,Mkt&Fin,66.72,Placed,287000
42,F,74.00,Others,63.16,Others,Commerce,65.00,Comm&Mgmt,Yes,65,Mkt&HR,69.76,Not Placed,
43,M,49.00,Others,39.00,Central,Science,65.00,Others,No,63,Mkt&Fin,51.21,Not Placed,
44,M,87.00,Others,87.00,Others,Commerce,68.00,Comm&Mgmt,No,95,Mkt&HR,62.9,Placed,300000
45,F,77.00,Others,73.00,Others,Commerce,81.00,Comm&Mgmt,Yes,89,Mkt&Fin,69.7,Placed,200000
46,F,76.00,Central,64.00,Central,Science,72.00,Sci&Tech,No,58,Mkt&HR,66.53,Not Placed,
47,F,70.89,Others,71.98,Others,Science,65.60,Comm&Mgmt,No,68,Mkt&HR,71.63,Not Placed,
48,M,63.00,Central,60.00,Central,Commerce,57.00,Comm&Mgmt,Yes,78,Mkt&Fin,54.55,Placed,204000
49,M,63.00,Others,62.00,Others,Commerce,68.00,Comm&Mgmt,No,64,Mkt&Fin,62.46,Placed,250000
50,F,50.00,Others,37.00,Others,Arts,52.00,Others,No,65,Mkt&HR,56.11,Not Placed,
51,F,75.20,Central,73.20,Central,Science,68.40,Comm&Mgmt,No,65,Mkt&HR,62.98,Placed,200000
52,M,54.40,Central,61.12,Central,Commerce,56.20,Comm&Mgmt,No,67,Mkt&HR,62.65,Not Placed,
53,F,40.89,Others,45.83,Others,Commerce,53.00,Comm&Mgmt,No,71.2,Mkt&HR,65.49,Not Placed,
54,M,80.00,Others,70.00,Others,Science,72.00,Sci&Tech,No,87,Mkt&HR,71.04,Placed,450000
55,F,74.00,Central,60.00,Others,Science,69.00,Comm&Mgmt,No,78,Mkt&HR,65.56,Placed,216000
56,M,60.40,Central,66.60,Others,Science,65.00,Comm&Mgmt,No,71,Mkt&HR,52.71,Placed,220000
57,M,63.00,Others,71.40,Others,Commerce,61.40,Comm&Mgmt,No,68,Mkt&Fin,66.88,Placed,240000
58,M,68.00,Central,76.00,Central,Commerce,74.00,Comm&Mgmt,No,80,Mkt&Fin,63.59,Placed,360000
59,M,74.00,Central,62.00,Others,Science,68.00,Comm&Mgmt,No,74,Mkt&Fin,57.99,Placed,268000
60,M,52.60,Central,65.58,Others,Science,72.11,Sci&Tech,No,57.6,Mkt&Fin,56.66,Placed,265000
61,M,74.00,Central,70.00,Central,Science,72.00,Comm&Mgmt,Yes,60,Mkt&Fin,57.24,Placed,260000
62,M,84.20,Central,73.40,Central,Commerce,66.89,Comm&Mgmt,No,61.6,Mkt&Fin,62.48,Placed,300000
63,F,86.50,Others,64.20,Others,Science,67.40,Sci&Tech,No,59,Mkt&Fin,59.69,Placed,240000
64,M,61.00,Others,70.00,Others,Commerce,64.00,Comm&Mgmt,No,68.5,Mkt&HR,59.5,Not Placed,
65,M,80.00,Others,73.00,Others,Commerce,75.00,Comm&Mgmt,No,61,Mkt&Fin,58.78,Placed,240000
66,M,54.00,Others,47.00,Others,Science,57.00,Comm&Mgmt,No,89.69,Mkt&HR,57.1,Not Placed,
67,M,83.00,Others,74.00,Others,Science,66.00,Comm&Mgmt,No,68.92,Mkt&HR,58.46,Placed,275000
68,M,80.92,Others,78.50,Others,Commerce,67.00,Comm&Mgmt,No,68.71,Mkt&Fin,60.99,Placed,275000
69,F,69.70,Central,47.00,Central,Commerce,72.70,Sci&Tech,No,79,Mkt&HR,59.24,Not Placed,
70,M,73.00,Central,73.00,Central,Science,66.00,Sci&Tech,Yes,70,Mkt&Fin,68.07,Placed,275000
71,M,82.00,Others,61.00,Others,Science,62.00,Sci&Tech,No,89,Mkt&Fin,65.45,Placed,360000
72,M,75.00,Others,70.29,Others,Commerce,71.00,Comm&Mgmt,No,95,Mkt&Fin,66.94,Placed,240000
73,M,84.86,Others,67.00,Others,Science,78.00,Comm&Mgmt,No,95.5,Mkt&Fin,68.53,Placed,240000
74,M,64.60,Central,83.83,Others,Commerce,71.72,Comm&Mgmt,No,86,Mkt&Fin,59.75,Placed,218000
75,M,56.60,Central,64.80,Central,Commerce,70.20,Comm&Mgmt,No,84.27,Mkt&Fin,67.2,Placed,336000
76,F,59.00,Central,62.00,Others,Commerce,77.50,Comm&Mgmt,No,74,Mkt&HR,67,Not Placed,
77,F,66.50,Others,70.40,Central,Arts,71.93,Comm&Mgmt,No,61,Mkt&Fin,64.27,Placed,230000
78,M,64.00,Others,80.00,Others,Science,65.00,Sci&Tech,Yes,69,Mkt&Fin,57.65,Placed,500000
79,M,84.00,Others,90.90,Others,Science,64.50,Sci&Tech,No,86.04,Mkt&Fin,59.42,Placed,270000
80,F,69.00,Central,62.00,Central,Science,66.00,Sci&Tech,No,75,Mkt&HR,67.99,Not Placed,
81,F,69.00,Others,62.00,Others,Commerce,69.00,Comm&Mgmt,Yes,67,Mkt&HR,62.35,Placed,240000
82,M,81.70,Others,63.00,Others,Science,67.00,Comm&Mgmt,Yes,86,Mkt&Fin,70.2,Placed,300000
83,M,63.00,Central,67.00,Central,Commerce,74.00,Comm&Mgmt,No,82,Mkt&Fin,60.44,Not Placed,
84,M,84.00,Others,79.00,Others,Science,68.00,Sci&Tech,Yes,84,Mkt&Fin,66.69,Placed,300000
85,M,70.00,Central,63.00,Others,Science,70.00,Sci&Tech,Yes,55,Mkt&Fin,62,Placed,300000
86,F,83.84,Others,89.83,Others,Commerce,77.20,Comm&Mgmt,Yes,78.74,Mkt&Fin,76.18,Placed,400000
87,M,62.00,Others,63.00,Others,Commerce,64.00,Comm&Mgmt,No,67,Mkt&Fin,57.03,Placed,220000
88,M,59.60,Central,51.00,Central,Science,60.00,Others,No,75,Mkt&HR,59.08,Not Placed,
89,F,66.00,Central,62.00,Central,Commerce,73.00,Comm&Mgmt,No,58,Mkt&HR,64.36,Placed,210000
90,F,84.00,Others,75.00,Others,Science,69.00,Sci&Tech,Yes,62,Mkt&HR,62.36,Placed,210000
91,F,85.00,Others,90.00,Others,Commerce,82.00,Comm&Mgmt,No,92,Mkt&Fin,68.03,Placed,300000
92,M,52.00,Central,57.00,Central,Commerce,50.80,Comm&Mgmt,No,67,Mkt&HR,62.79,Not Placed,
93,F,60.23,Central,69.00,Central,Science,66.00,Comm&Mgmt,No,72,Mkt&Fin,59.47,Placed,230000
94,M,52.00,Central,62.00,Central,Commerce,54.00,Comm&Mgmt,No,72,Mkt&HR,55.41,Not Placed,
95,M,58.00,Central,62.00,Central,Commerce,64.00,Comm&Mgmt,No,53.88,Mkt&Fin,54.97,Placed,260000
96,M,73.00,Central,78.00,Others,Commerce,65.00,Comm&Mgmt,Yes,95.46,Mkt&Fin,62.16,Placed,420000
97,F,76.00,Central,70.00,Central,Science,76.00,Comm&Mgmt,Yes,66,Mkt&Fin,64.44,Placed,300000
98,F,70.50,Central,62.50,Others,Commerce,61.00,Comm&Mgmt,No,93.91,Mkt&Fin,69.03,Not Placed,
99,F,69.00,Central,73.00,Central,Commerce,65.00,Comm&Mgmt,No,70,Mkt&Fin,57.31,Placed,220000
100,M,54.00,Central,82.00,Others,Commerce,63.00,Sci&Tech,No,50,Mkt&Fin,59.47,Not Placed,
101,F,45.00,Others,57.00,Others,Commerce,58.00,Comm&Mgmt,Yes,56.39,Mkt&HR,64.95,Not Placed,
102,M,63.00,Central,72.00,Central,Commerce,68.00,Comm&Mgmt,No,78,Mkt&HR,60.44,Placed,380000
103,F,77.00,Others,61.00,Others,Commerce,68.00,Comm&Mgmt,Yes,57.5,Mkt&Fin,61.31,Placed,300000
104,M,73.00,Central,78.00,Central,Science,73.00,Sci&Tech,Yes,85,Mkt&HR,65.83,Placed,240000
105,M,69.00,Central,63.00,Others,Science,65.00,Comm&Mgmt,Yes,55,Mkt&HR,58.23,Placed,360000
106,M,59.00,Central,64.00,Others,Science,58.00,Sci&Tech,No,85,Mkt&HR,55.3,Not Placed,
107,M,61.08,Others,50.00,Others,Science,54.00,Sci&Tech,No,71,Mkt&Fin,65.69,Not Placed,
108,M,82.00,Others,90.00,Others,Commerce,83.00,Comm&Mgmt,No,80,Mkt&HR,73.52,Placed,200000
109,M,61.00,Central,82.00,Central,Commerce,69.00,Comm&Mgmt,No,84,Mkt&Fin,58.31,Placed,300000
110,M,52.00,Central,63.00,Others,Science,65.00,Sci&Tech,Yes,86,Mkt&HR,56.09,Not Placed,
111,F,69.50,Central,70.00,Central,Science,72.00,Sci&Tech,No,57.2,Mkt&HR,54.8,Placed,250000
112,M,51.00,Others,54.00,Others,Science,61.00,Sci&Tech,No,60,Mkt&HR,60.64,Not Placed,
113,M,58.00,Others,61.00,Others,Commerce,61.00,Comm&Mgmt,No,58,Mkt&HR,53.94,Placed,250000
114,F,73.96,Others,79.00,Others,Commerce,67.00,Comm&Mgmt,No,72.15,Mkt&Fin,63.08,Placed,280000
115,M,65.00,Central,68.00,Others,Science,69.00,Comm&Mgmt,No,53.7,Mkt&HR,55.01,Placed,250000
116,F,73.00,Others,63.00,Others,Science,66.00,Comm&Mgmt,No,89,Mkt&Fin,60.5,Placed,216000
117,M,68.20,Central,72.80,Central,Commerce,66.60,Comm&Mgmt,Yes,96,Mkt&Fin,70.85,Placed,300000
118,M,77.00,Others,75.00,Others,Science,73.00,Sci&Tech,No,80,Mkt&Fin,67.05,Placed,240000
119,M,76.00,Central,80.00,Central,Science,78.00,Sci&Tech,Yes,97,Mkt&HR,70.48,Placed,276000
120,M,60.80,Central,68.40,Central,Commerce,64.60,Comm&Mgmt,Yes,82.66,Mkt&Fin,64.34,Placed,940000
121,M,58.00,Others,40.00,Others,Science,59.00,Comm&Mgmt,No,73,Mkt&HR,58.81,Not Placed,
122,F,64.00,Central,67.00,Others,Science,69.60,Sci&Tech,Yes,55.67,Mkt&HR,71.49,Placed,250000
123,F,66.50,Central,66.80,Central,Arts,69.30,Comm&Mgmt,Yes,80.4,Mkt&Fin,71,Placed,236000
124,M,74.00,Others,59.00,Others,Commerce,73.00,Comm&Mgmt,Yes,60,Mkt&HR,56.7,Placed,240000
125,M,67.00,Central,71.00,Central,Science,64.33,Others,Yes,64,Mkt&HR,61.26,Placed,250000
126,F,84.00,Central,73.00,Central,Commerce,73.00,Comm&Mgmt,No,75,Mkt&Fin,73.33,Placed,350000
127,F,79.00,Others,61.00,Others,Science,75.50,Sci&Tech,Yes,70,Mkt&Fin,68.2,Placed,210000
128,F,72.00,Others,60.00,Others,Science,69.00,Comm&Mgmt,No,55.5,Mkt&HR,58.4,Placed,250000
129,M,80.40,Central,73.40,Central,Science,77.72,Sci&Tech,Yes,81.2,Mkt&HR,76.26,Placed,400000
130,M,76.70,Central,89.70,Others,Commerce,66.00,Comm&Mgmt,Yes,90,Mkt&Fin,68.55,Placed,250000
131,M,62.00,Central,65.00,Others,Commerce,60.00,Comm&Mgmt,No,84,Mkt&Fin,64.15,Not Placed,
132,F,74.90,Others,57.00,Others,Science,62.00,Others,Yes,80,Mkt&Fin,60.78,Placed,360000
133,M,67.00,Others,68.00,Others,Commerce,64.00,Comm&Mgmt,Yes,74.4,Mkt&HR,53.49,Placed,300000
134,M,73.00,Central,64.00,Others,Commerce,77.00,Comm&Mgmt,Yes,65,Mkt&HR,60.98,Placed,250000
135,F,77.44,Central,92.00,Others,Commerce,72.00,Comm&Mgmt,Yes,94,Mkt&Fin,67.13,Placed,250000
136,F,72.00,Central,56.00,Others,Science,69.00,Comm&Mgmt,No,55.6,Mkt&HR,65.63,Placed,200000
137,F,47.00,Central,59.00,Central,Arts,64.00,Comm&Mgmt,No,78,Mkt&Fin,61.58,Not Placed,
138,M,67.00,Others,63.00,Central,Commerce,72.00,Comm&Mgmt,No,56,Mkt&HR,60.41,Placed,225000
139,F,82.00,Others,64.00,Others,Science,73.00,Sci&Tech,Yes,96,Mkt&Fin,71.77,Placed,250000
140,M,77.00,Central,70.00,Central,Commerce,59.00,Comm&Mgmt,Yes,58,Mkt&Fin,54.43,Placed,220000
141,M,65.00,Central,64.80,Others,Commerce,69.50,Comm&Mgmt,Yes,56,Mkt&Fin,56.94,Placed,265000
142,M,66.00,Central,64.00,Central,Science,60.00,Comm&Mgmt,No,60,Mkt&HR,61.9,Not Placed,
143,M,85.00,Central,60.00,Others,Science,73.43,Sci&Tech,Yes,60,Mkt&Fin,61.29,Placed,260000
144,M,77.67,Others,64.89,Others,Commerce,70.67,Comm&Mgmt,No,89,Mkt&Fin,60.39,Placed,300000
145,M,52.00,Others,50.00,Others,Arts,61.00,Comm&Mgmt,No,60,Mkt&Fin,58.52,Not Placed,
146,M,89.40,Others,65.66,Others,Science,71.25,Sci&Tech,No,72,Mkt&HR,63.23,Placed,400000
147,M,62.00,Central,63.00,Others,Science,66.00,Comm&Mgmt,No,85,Mkt&HR,55.14,Placed,233000
148,M,70.00,Central,74.00,Central,Commerce,65.00,Comm&Mgmt,No,83,Mkt&Fin,62.28,Placed,300000
149,F,77.00,Central,86.00,Central,Arts,56.00,Others,No,57,Mkt&Fin,64.08,Placed,240000
150,M,44.00,Central,58.00,Central,Arts,55.00,Comm&Mgmt,Yes,64.25,Mkt&HR,58.54,Not Placed,
151,M,71.00,Central,58.66,Central,Science,58.00,Sci&Tech,Yes,56,Mkt&Fin,61.3,Placed,690000
152,M,65.00,Central,65.00,Central,Commerce,75.00,Comm&Mgmt,No,83,Mkt&Fin,58.87,Placed,270000
153,F,75.40,Others,60.50,Central,Science,84.00,Sci&Tech,No,98,Mkt&Fin,65.25,Placed,240000
154,M,49.00,Others,59.00,Others,Science,65.00,Sci&Tech,Yes,86,Mkt&Fin,62.48,Placed,340000
155,M,53.00,Central,63.00,Others,Science,60.00,Comm&Mgmt,Yes,70,Mkt&Fin,53.2,Placed,250000
156,M,51.57,Others,74.66,Others,Commerce,59.90,Comm&Mgmt,Yes,56.15,Mkt&HR,65.99,Not Placed,
157,M,84.20,Central,69.40,Central,Science,65.00,Sci&Tech,Yes,80,Mkt&HR,52.72,Placed,255000
158,M,66.50,Central,62.50,Central,Commerce,60.90,Comm&Mgmt,No,93.4,Mkt&Fin,55.03,Placed,300000
159,M,67.00,Others,63.00,Others,Science,64.00,Sci&Tech,No,60,Mkt&Fin,61.87,Not Placed,
160,M,52.00,Central,49.00,Others,Commerce,58.00,Comm&Mgmt,No,62,Mkt&HR,60.59,Not Placed,
161,M,87.00,Central,74.00,Central,Science,65.00,Sci&Tech,Yes,75,Mkt&HR,72.29,Placed,300000
162,M,55.60,Others,51.00,Others,Commerce,57.50,Comm&Mgmt,No,57.63,Mkt&HR,62.72,Not Placed,
163,M,74.20,Central,87.60,Others,Commerce,77.25,Comm&Mgmt,Yes,75.2,Mkt&Fin,66.06,Placed,285000
164,M,63.00,Others,67.00,Others,Science,64.00,Sci&Tech,No,75,Mkt&Fin,66.46,Placed,500000
165,F,67.16,Central,72.50,Central,Commerce,63.35,Comm&Mgmt,No,53.04,Mkt&Fin,65.52,Placed,250000
166,F,63.30,Central,78.33,Others,Commerce,74.00,Comm&Mgmt,No,80,Mkt&Fin,74.56,Not Placed,
167,M,62.00,Others,62.00,Others,Commerce,60.00,Comm&Mgmt,Yes,63,Mkt&HR,52.38,Placed,240000
168,M,67.90,Others,62.00,Others,Science,67.00,Sci&Tech,Yes,58.1,Mkt&Fin,75.71,Not Placed,
169,F,48.00,Central,51.00,Central,Commerce,58.00,Comm&Mgmt,Yes,60,Mkt&HR,58.79,Not Placed,
170,M,59.96,Others,42.16,Others,Science,61.26,Sci&Tech,No,54.48,Mkt&HR,65.48,Not Placed,
171,F,63.40,Others,67.20,Others,Commerce,60.00,Comm&Mgmt,No,58.06,Mkt&HR,69.28,Not Placed,
172,M,80.00,Others,80.00,Others,Commerce,72.00,Comm&Mgmt,Yes,63.79,Mkt&Fin,66.04,Placed,290000
173,M,73.00,Others,58.00,Others,Commerce,56.00,Comm&Mgmt,No,84,Mkt&HR,52.64,Placed,300000
174,F,52.00,Others,52.00,Others,Science,55.00,Sci&Tech,No,67,Mkt&HR,59.32,Not Placed,
175,M,73.24,Others,50.83,Others,Science,64.27,Sci&Tech,Yes,64,Mkt&Fin,66.23,Placed,500000
176,M,63.00,Others,62.00,Others,Science,65.00,Sci&Tech,No,87.5,Mkt&HR,60.69,Not Placed,
177,F,59.00,Central,60.00,Others,Commerce,56.00,Comm&Mgmt,No,55,Mkt&HR,57.9,Placed,220000
178,F,73.00,Central,97.00,Others,Commerce,79.00,Comm&Mgmt,Yes,89,Mkt&Fin,70.81,Placed,650000
179,M,68.00,Others,56.00,Others,Science,68.00,Sci&Tech,No,73,Mkt&HR,68.07,Placed,350000
180,F,77.80,Central,64.00,Central,Science,64.20,Sci&Tech,No,75.5,Mkt&HR,72.14,Not Placed,
181,M,65.00,Central,71.50,Others,Commerce,62.80,Comm&Mgmt,Yes,57,Mkt&Fin,56.6,Placed,265000
182,M,62.00,Central,60.33,Others,Science,64.21,Sci&Tech,No,63,Mkt&HR,60.02,Not Placed,
183,M,52.00,Others,65.00,Others,Arts,57.00,Others,Yes,75,Mkt&Fin,59.81,Not Placed,
184,M,65.00,Central,77.00,Central,Commerce,69.00,Comm&Mgmt,No,60,Mkt&HR,61.82,Placed,276000
185,F,56.28,Others,62.83,Others,Commerce,59.79,Comm&Mgmt,No,60,Mkt&HR,57.29,Not Placed,
186,F,88.00,Central,72.00,Central,Science,78.00,Others,No,82,Mkt&HR,71.43,Placed,252000
187,F,52.00,Central,64.00,Central,Commerce,61.00,Comm&Mgmt,No,55,Mkt&Fin,62.93,Not Placed,
188,M,78.50,Central,65.50,Central,Science,67.00,Sci&Tech,Yes,95,Mkt&Fin,64.86,Placed,280000
189,M,61.80,Others,47.00,Others,Commerce,54.38,Comm&Mgmt,No,57,Mkt&Fin,56.13,Not Placed,
190,F,54.00,Central,77.60,Others,Commerce,69.20,Comm&Mgmt,No,95.65,Mkt&Fin,66.94,Not Placed,
191,F,64.00,Others,70.20,Central,Commerce,61.00,Comm&Mgmt,No,50,Mkt&Fin,62.5,Not Placed,
192,M,67.00,Others,61.00,Central,Science,72.00,Comm&Mgmt,No,72,Mkt&Fin,61.01,Placed,264000
193,M,65.20,Central,61.40,Central,Commerce,64.80,Comm&Mgmt,Yes,93.4,Mkt&Fin,57.34,Placed,270000
194,F,60.00,Central,63.00,Central,Arts,56.00,Others,Yes,80,Mkt&HR,56.63,Placed,300000
195,M,52.00,Others,55.00,Others,Commerce,56.30,Comm&Mgmt,No,59,Mkt&Fin,64.74,Not Placed,
196,M,66.00,Central,76.00,Central,Commerce,72.00,Comm&Mgmt,Yes,84,Mkt&HR,58.95,Placed,275000
197,M,72.00,Others,63.00,Others,Science,77.50,Sci&Tech,Yes,78,Mkt&Fin,54.48,Placed,250000
198,F,83.96,Others,53.00,Others,Science,91.00,Sci&Tech,No,59.32,Mkt&HR,69.71,Placed,260000
199,F,67.00,Central,70.00,Central,Commerce,65.00,Others,No,88,Mkt&HR,71.96,Not Placed,
200,M,69.00,Others,65.00,Others,Commerce,57.00,Comm&Mgmt,No,73,Mkt&HR,55.8,Placed,265000
201,M,69.00,Others,60.00,Others,Commerce,65.00,Comm&Mgmt,No,87.55,Mkt&Fin,52.81,Placed,300000
202,M,54.20,Central,63.00,Others,Science,58.00,Comm&Mgmt,No,79,Mkt&HR,58.44,Not Placed,
203,M,70.00,Central,63.00,Central,Science,66.00,Sci&Tech,No,61.28,Mkt&HR,60.11,Placed,240000
204,M,55.68,Others,61.33,Others,Commerce,56.87,Comm&Mgmt,No,66,Mkt&HR,58.3,Placed,260000
205,F,74.00,Others,73.00,Others,Commerce,73.00,Comm&Mgmt,Yes,80,Mkt&Fin,67.69,Placed,210000
206,M,61.00,Others,62.00,Others,Commerce,65.00,Comm&Mgmt,No,62,Mkt&Fin,56.81,Placed,250000
207,M,41.00,Central,42.00,Central,Science,60.00,Comm&Mgmt,No,97,Mkt&Fin,53.39,Not Placed,
208,M,83.33,Central,78.00,Others,Commerce,61.00,Comm&Mgmt,Yes,88.56,Mkt&Fin,71.55,Placed,300000
209,F,43.00,Central,60.00,Others,Science,65.00,Comm&Mgmt,No,92.66,Mkt&HR,62.92,Not Placed,
210,M,62.00,Central,72.00,Central,Commerce,65.00,Comm&Mgmt,No,67,Mkt&Fin,56.49,Placed,216000
211,M,80.60,Others,82.00,Others,Commerce,77.60,Comm&Mgmt,No,91,Mkt&Fin,74.49,Placed,400000
212,M,58.00,Others,60.00,Others,Science,72.00,Sci&Tech,No,74,Mkt&Fin,53.62,Placed,275000
213,M,67.00,Others,67.00,Others,Commerce,73.00,Comm&Mgmt,Yes,59,Mkt&Fin,69.72,Placed,295000
214,F,74.00,Others,66.00,Others,Commerce,58.00,Comm&Mgmt,No,70,Mkt&HR,60.23,Placed,204000
215,M,62.00,Central,58.00,Others,Science,53.00,Comm&Mgmt,No,89,Mkt&HR,60.22,Not Placed,
1 sl_no gender ssc_p ssc_b hsc_p hsc_b hsc_s degree_p degree_t workex etest_p specialisation mba_p status salary
2 1 M 67.00 Others 91.00 Others Commerce 58.00 Sci&Tech No 55 Mkt&HR 58.8 Placed 270000
3 2 M 79.33 Central 78.33 Others Science 77.48 Sci&Tech Yes 86.5 Mkt&Fin 66.28 Placed 200000
4 3 M 65.00 Central 68.00 Central Arts 64.00 Comm&Mgmt No 75 Mkt&Fin 57.8 Placed 250000
5 4 M 56.00 Central 52.00 Central Science 52.00 Sci&Tech No 66 Mkt&HR 59.43 Not Placed
6 5 M 85.80 Central 73.60 Central Commerce 73.30 Comm&Mgmt No 96.8 Mkt&Fin 55.5 Placed 425000
7 6 M 55.00 Others 49.80 Others Science 67.25 Sci&Tech Yes 55 Mkt&Fin 51.58 Not Placed
8 7 F 46.00 Others 49.20 Others Commerce 79.00 Comm&Mgmt No 74.28 Mkt&Fin 53.29 Not Placed
9 8 M 82.00 Central 64.00 Central Science 66.00 Sci&Tech Yes 67 Mkt&Fin 62.14 Placed 252000
10 9 M 73.00 Central 79.00 Central Commerce 72.00 Comm&Mgmt No 91.34 Mkt&Fin 61.29 Placed 231000
11 10 M 58.00 Central 70.00 Central Commerce 61.00 Comm&Mgmt No 54 Mkt&Fin 52.21 Not Placed
12 11 M 58.00 Central 61.00 Central Commerce 60.00 Comm&Mgmt Yes 62 Mkt&HR 60.85 Placed 260000
13 12 M 69.60 Central 68.40 Central Commerce 78.30 Comm&Mgmt Yes 60 Mkt&Fin 63.7 Placed 250000
14 13 F 47.00 Central 55.00 Others Science 65.00 Comm&Mgmt No 62 Mkt&HR 65.04 Not Placed
15 14 F 77.00 Central 87.00 Central Commerce 59.00 Comm&Mgmt No 68 Mkt&Fin 68.63 Placed 218000
16 15 M 62.00 Central 47.00 Central Commerce 50.00 Comm&Mgmt No 76 Mkt&HR 54.96 Not Placed
17 16 F 65.00 Central 75.00 Central Commerce 69.00 Comm&Mgmt Yes 72 Mkt&Fin 64.66 Placed 200000
18 17 M 63.00 Central 66.20 Central Commerce 65.60 Comm&Mgmt Yes 60 Mkt&Fin 62.54 Placed 300000
19 18 F 55.00 Central 67.00 Central Commerce 64.00 Comm&Mgmt No 60 Mkt&Fin 67.28 Not Placed
20 19 F 63.00 Central 66.00 Central Commerce 64.00 Comm&Mgmt No 68 Mkt&HR 64.08 Not Placed
21 20 M 60.00 Others 67.00 Others Arts 70.00 Comm&Mgmt Yes 50.48 Mkt&Fin 77.89 Placed 236000
22 21 M 62.00 Others 65.00 Others Commerce 66.00 Comm&Mgmt No 50 Mkt&HR 56.7 Placed 265000
23 22 F 79.00 Others 76.00 Others Commerce 85.00 Comm&Mgmt No 95 Mkt&Fin 69.06 Placed 393000
24 23 F 69.80 Others 60.80 Others Science 72.23 Sci&Tech No 55.53 Mkt&HR 68.81 Placed 360000
25 24 F 77.40 Others 60.00 Others Science 64.74 Sci&Tech Yes 92 Mkt&Fin 63.62 Placed 300000
26 25 M 76.50 Others 97.70 Others Science 78.86 Sci&Tech No 97.4 Mkt&Fin 74.01 Placed 360000
27 26 F 52.58 Others 54.60 Central Commerce 50.20 Comm&Mgmt Yes 76 Mkt&Fin 65.33 Not Placed
28 27 M 71.00 Others 79.00 Others Commerce 66.00 Comm&Mgmt Yes 94 Mkt&Fin 57.55 Placed 240000
29 28 M 63.00 Others 67.00 Others Commerce 66.00 Comm&Mgmt No 68 Mkt&HR 57.69 Placed 265000
30 29 M 76.76 Others 76.50 Others Commerce 67.50 Comm&Mgmt Yes 73.35 Mkt&Fin 64.15 Placed 350000
31 30 M 62.00 Central 67.00 Central Commerce 58.00 Comm&Mgmt No 77 Mkt&Fin 51.29 Not Placed
32 31 F 64.00 Central 73.50 Central Commerce 73.00 Comm&Mgmt No 52 Mkt&HR 56.7 Placed 250000
33 32 F 67.00 Central 53.00 Central Science 65.00 Sci&Tech No 64 Mkt&HR 58.32 Not Placed
34 33 F 61.00 Central 81.00 Central Commerce 66.40 Comm&Mgmt No 50.89 Mkt&HR 62.21 Placed 278000
35 34 F 87.00 Others 65.00 Others Science 81.00 Comm&Mgmt Yes 88 Mkt&Fin 72.78 Placed 260000
36 35 M 62.00 Others 51.00 Others Science 52.00 Others No 68.44 Mkt&HR 62.77 Not Placed
37 36 F 69.00 Central 78.00 Central Commerce 72.00 Comm&Mgmt No 71 Mkt&HR 62.74 Placed 300000
38 37 M 51.00 Central 44.00 Central Commerce 57.00 Comm&Mgmt No 64 Mkt&Fin 51.45 Not Placed
39 38 F 79.00 Central 76.00 Central Science 65.60 Sci&Tech No 58 Mkt&HR 55.47 Placed 320000
40 39 F 73.00 Others 58.00 Others Science 66.00 Comm&Mgmt No 53.7 Mkt&HR 56.86 Placed 240000
41 40 M 81.00 Others 68.00 Others Science 64.00 Sci&Tech No 93 Mkt&Fin 62.56 Placed 411000
42 41 F 78.00 Central 77.00 Others Commerce 80.00 Comm&Mgmt No 60 Mkt&Fin 66.72 Placed 287000
43 42 F 74.00 Others 63.16 Others Commerce 65.00 Comm&Mgmt Yes 65 Mkt&HR 69.76 Not Placed
44 43 M 49.00 Others 39.00 Central Science 65.00 Others No 63 Mkt&Fin 51.21 Not Placed
45 44 M 87.00 Others 87.00 Others Commerce 68.00 Comm&Mgmt No 95 Mkt&HR 62.9 Placed 300000
46 45 F 77.00 Others 73.00 Others Commerce 81.00 Comm&Mgmt Yes 89 Mkt&Fin 69.7 Placed 200000
47 46 F 76.00 Central 64.00 Central Science 72.00 Sci&Tech No 58 Mkt&HR 66.53 Not Placed
48 47 F 70.89 Others 71.98 Others Science 65.60 Comm&Mgmt No 68 Mkt&HR 71.63 Not Placed
49 48 M 63.00 Central 60.00 Central Commerce 57.00 Comm&Mgmt Yes 78 Mkt&Fin 54.55 Placed 204000
50 49 M 63.00 Others 62.00 Others Commerce 68.00 Comm&Mgmt No 64 Mkt&Fin 62.46 Placed 250000
51 50 F 50.00 Others 37.00 Others Arts 52.00 Others No 65 Mkt&HR 56.11 Not Placed
52 51 F 75.20 Central 73.20 Central Science 68.40 Comm&Mgmt No 65 Mkt&HR 62.98 Placed 200000
53 52 M 54.40 Central 61.12 Central Commerce 56.20 Comm&Mgmt No 67 Mkt&HR 62.65 Not Placed
54 53 F 40.89 Others 45.83 Others Commerce 53.00 Comm&Mgmt No 71.2 Mkt&HR 65.49 Not Placed
55 54 M 80.00 Others 70.00 Others Science 72.00 Sci&Tech No 87 Mkt&HR 71.04 Placed 450000
56 55 F 74.00 Central 60.00 Others Science 69.00 Comm&Mgmt No 78 Mkt&HR 65.56 Placed 216000
57 56 M 60.40 Central 66.60 Others Science 65.00 Comm&Mgmt No 71 Mkt&HR 52.71 Placed 220000
58 57 M 63.00 Others 71.40 Others Commerce 61.40 Comm&Mgmt No 68 Mkt&Fin 66.88 Placed 240000
59 58 M 68.00 Central 76.00 Central Commerce 74.00 Comm&Mgmt No 80 Mkt&Fin 63.59 Placed 360000
60 59 M 74.00 Central 62.00 Others Science 68.00 Comm&Mgmt No 74 Mkt&Fin 57.99 Placed 268000
61 60 M 52.60 Central 65.58 Others Science 72.11 Sci&Tech No 57.6 Mkt&Fin 56.66 Placed 265000
62 61 M 74.00 Central 70.00 Central Science 72.00 Comm&Mgmt Yes 60 Mkt&Fin 57.24 Placed 260000
63 62 M 84.20 Central 73.40 Central Commerce 66.89 Comm&Mgmt No 61.6 Mkt&Fin 62.48 Placed 300000
64 63 F 86.50 Others 64.20 Others Science 67.40 Sci&Tech No 59 Mkt&Fin 59.69 Placed 240000
65 64 M 61.00 Others 70.00 Others Commerce 64.00 Comm&Mgmt No 68.5 Mkt&HR 59.5 Not Placed
66 65 M 80.00 Others 73.00 Others Commerce 75.00 Comm&Mgmt No 61 Mkt&Fin 58.78 Placed 240000
67 66 M 54.00 Others 47.00 Others Science 57.00 Comm&Mgmt No 89.69 Mkt&HR 57.1 Not Placed
68 67 M 83.00 Others 74.00 Others Science 66.00 Comm&Mgmt No 68.92 Mkt&HR 58.46 Placed 275000
69 68 M 80.92 Others 78.50 Others Commerce 67.00 Comm&Mgmt No 68.71 Mkt&Fin 60.99 Placed 275000
70 69 F 69.70 Central 47.00 Central Commerce 72.70 Sci&Tech No 79 Mkt&HR 59.24 Not Placed
71 70 M 73.00 Central 73.00 Central Science 66.00 Sci&Tech Yes 70 Mkt&Fin 68.07 Placed 275000
72 71 M 82.00 Others 61.00 Others Science 62.00 Sci&Tech No 89 Mkt&Fin 65.45 Placed 360000
73 72 M 75.00 Others 70.29 Others Commerce 71.00 Comm&Mgmt No 95 Mkt&Fin 66.94 Placed 240000
74 73 M 84.86 Others 67.00 Others Science 78.00 Comm&Mgmt No 95.5 Mkt&Fin 68.53 Placed 240000
75 74 M 64.60 Central 83.83 Others Commerce 71.72 Comm&Mgmt No 86 Mkt&Fin 59.75 Placed 218000
76 75 M 56.60 Central 64.80 Central Commerce 70.20 Comm&Mgmt No 84.27 Mkt&Fin 67.2 Placed 336000
77 76 F 59.00 Central 62.00 Others Commerce 77.50 Comm&Mgmt No 74 Mkt&HR 67 Not Placed
78 77 F 66.50 Others 70.40 Central Arts 71.93 Comm&Mgmt No 61 Mkt&Fin 64.27 Placed 230000
79 78 M 64.00 Others 80.00 Others Science 65.00 Sci&Tech Yes 69 Mkt&Fin 57.65 Placed 500000
80 79 M 84.00 Others 90.90 Others Science 64.50 Sci&Tech No 86.04 Mkt&Fin 59.42 Placed 270000
81 80 F 69.00 Central 62.00 Central Science 66.00 Sci&Tech No 75 Mkt&HR 67.99 Not Placed
82 81 F 69.00 Others 62.00 Others Commerce 69.00 Comm&Mgmt Yes 67 Mkt&HR 62.35 Placed 240000
83 82 M 81.70 Others 63.00 Others Science 67.00 Comm&Mgmt Yes 86 Mkt&Fin 70.2 Placed 300000
84 83 M 63.00 Central 67.00 Central Commerce 74.00 Comm&Mgmt No 82 Mkt&Fin 60.44 Not Placed
85 84 M 84.00 Others 79.00 Others Science 68.00 Sci&Tech Yes 84 Mkt&Fin 66.69 Placed 300000
86 85 M 70.00 Central 63.00 Others Science 70.00 Sci&Tech Yes 55 Mkt&Fin 62 Placed 300000
87 86 F 83.84 Others 89.83 Others Commerce 77.20 Comm&Mgmt Yes 78.74 Mkt&Fin 76.18 Placed 400000
88 87 M 62.00 Others 63.00 Others Commerce 64.00 Comm&Mgmt No 67 Mkt&Fin 57.03 Placed 220000
89 88 M 59.60 Central 51.00 Central Science 60.00 Others No 75 Mkt&HR 59.08 Not Placed
90 89 F 66.00 Central 62.00 Central Commerce 73.00 Comm&Mgmt No 58 Mkt&HR 64.36 Placed 210000
91 90 F 84.00 Others 75.00 Others Science 69.00 Sci&Tech Yes 62 Mkt&HR 62.36 Placed 210000
92 91 F 85.00 Others 90.00 Others Commerce 82.00 Comm&Mgmt No 92 Mkt&Fin 68.03 Placed 300000
93 92 M 52.00 Central 57.00 Central Commerce 50.80 Comm&Mgmt No 67 Mkt&HR 62.79 Not Placed
94 93 F 60.23 Central 69.00 Central Science 66.00 Comm&Mgmt No 72 Mkt&Fin 59.47 Placed 230000
95 94 M 52.00 Central 62.00 Central Commerce 54.00 Comm&Mgmt No 72 Mkt&HR 55.41 Not Placed
96 95 M 58.00 Central 62.00 Central Commerce 64.00 Comm&Mgmt No 53.88 Mkt&Fin 54.97 Placed 260000
97 96 M 73.00 Central 78.00 Others Commerce 65.00 Comm&Mgmt Yes 95.46 Mkt&Fin 62.16 Placed 420000
98 97 F 76.00 Central 70.00 Central Science 76.00 Comm&Mgmt Yes 66 Mkt&Fin 64.44 Placed 300000
99 98 F 70.50 Central 62.50 Others Commerce 61.00 Comm&Mgmt No 93.91 Mkt&Fin 69.03 Not Placed
100 99 F 69.00 Central 73.00 Central Commerce 65.00 Comm&Mgmt No 70 Mkt&Fin 57.31 Placed 220000
101 100 M 54.00 Central 82.00 Others Commerce 63.00 Sci&Tech No 50 Mkt&Fin 59.47 Not Placed
102 101 F 45.00 Others 57.00 Others Commerce 58.00 Comm&Mgmt Yes 56.39 Mkt&HR 64.95 Not Placed
103 102 M 63.00 Central 72.00 Central Commerce 68.00 Comm&Mgmt No 78 Mkt&HR 60.44 Placed 380000
104 103 F 77.00 Others 61.00 Others Commerce 68.00 Comm&Mgmt Yes 57.5 Mkt&Fin 61.31 Placed 300000
105 104 M 73.00 Central 78.00 Central Science 73.00 Sci&Tech Yes 85 Mkt&HR 65.83 Placed 240000
106 105 M 69.00 Central 63.00 Others Science 65.00 Comm&Mgmt Yes 55 Mkt&HR 58.23 Placed 360000
107 106 M 59.00 Central 64.00 Others Science 58.00 Sci&Tech No 85 Mkt&HR 55.3 Not Placed
108 107 M 61.08 Others 50.00 Others Science 54.00 Sci&Tech No 71 Mkt&Fin 65.69 Not Placed
109 108 M 82.00 Others 90.00 Others Commerce 83.00 Comm&Mgmt No 80 Mkt&HR 73.52 Placed 200000
110 109 M 61.00 Central 82.00 Central Commerce 69.00 Comm&Mgmt No 84 Mkt&Fin 58.31 Placed 300000
111 110 M 52.00 Central 63.00 Others Science 65.00 Sci&Tech Yes 86 Mkt&HR 56.09 Not Placed
112 111 F 69.50 Central 70.00 Central Science 72.00 Sci&Tech No 57.2 Mkt&HR 54.8 Placed 250000
113 112 M 51.00 Others 54.00 Others Science 61.00 Sci&Tech No 60 Mkt&HR 60.64 Not Placed
114 113 M 58.00 Others 61.00 Others Commerce 61.00 Comm&Mgmt No 58 Mkt&HR 53.94 Placed 250000
115 114 F 73.96 Others 79.00 Others Commerce 67.00 Comm&Mgmt No 72.15 Mkt&Fin 63.08 Placed 280000
116 115 M 65.00 Central 68.00 Others Science 69.00 Comm&Mgmt No 53.7 Mkt&HR 55.01 Placed 250000
117 116 F 73.00 Others 63.00 Others Science 66.00 Comm&Mgmt No 89 Mkt&Fin 60.5 Placed 216000
118 117 M 68.20 Central 72.80 Central Commerce 66.60 Comm&Mgmt Yes 96 Mkt&Fin 70.85 Placed 300000
119 118 M 77.00 Others 75.00 Others Science 73.00 Sci&Tech No 80 Mkt&Fin 67.05 Placed 240000
120 119 M 76.00 Central 80.00 Central Science 78.00 Sci&Tech Yes 97 Mkt&HR 70.48 Placed 276000
121 120 M 60.80 Central 68.40 Central Commerce 64.60 Comm&Mgmt Yes 82.66 Mkt&Fin 64.34 Placed 940000
122 121 M 58.00 Others 40.00 Others Science 59.00 Comm&Mgmt No 73 Mkt&HR 58.81 Not Placed
123 122 F 64.00 Central 67.00 Others Science 69.60 Sci&Tech Yes 55.67 Mkt&HR 71.49 Placed 250000
124 123 F 66.50 Central 66.80 Central Arts 69.30 Comm&Mgmt Yes 80.4 Mkt&Fin 71 Placed 236000
125 124 M 74.00 Others 59.00 Others Commerce 73.00 Comm&Mgmt Yes 60 Mkt&HR 56.7 Placed 240000
126 125 M 67.00 Central 71.00 Central Science 64.33 Others Yes 64 Mkt&HR 61.26 Placed 250000
127 126 F 84.00 Central 73.00 Central Commerce 73.00 Comm&Mgmt No 75 Mkt&Fin 73.33 Placed 350000
128 127 F 79.00 Others 61.00 Others Science 75.50 Sci&Tech Yes 70 Mkt&Fin 68.2 Placed 210000
129 128 F 72.00 Others 60.00 Others Science 69.00 Comm&Mgmt No 55.5 Mkt&HR 58.4 Placed 250000
130 129 M 80.40 Central 73.40 Central Science 77.72 Sci&Tech Yes 81.2 Mkt&HR 76.26 Placed 400000
131 130 M 76.70 Central 89.70 Others Commerce 66.00 Comm&Mgmt Yes 90 Mkt&Fin 68.55 Placed 250000
132 131 M 62.00 Central 65.00 Others Commerce 60.00 Comm&Mgmt No 84 Mkt&Fin 64.15 Not Placed
133 132 F 74.90 Others 57.00 Others Science 62.00 Others Yes 80 Mkt&Fin 60.78 Placed 360000
134 133 M 67.00 Others 68.00 Others Commerce 64.00 Comm&Mgmt Yes 74.4 Mkt&HR 53.49 Placed 300000
135 134 M 73.00 Central 64.00 Others Commerce 77.00 Comm&Mgmt Yes 65 Mkt&HR 60.98 Placed 250000
136 135 F 77.44 Central 92.00 Others Commerce 72.00 Comm&Mgmt Yes 94 Mkt&Fin 67.13 Placed 250000
137 136 F 72.00 Central 56.00 Others Science 69.00 Comm&Mgmt No 55.6 Mkt&HR 65.63 Placed 200000
138 137 F 47.00 Central 59.00 Central Arts 64.00 Comm&Mgmt No 78 Mkt&Fin 61.58 Not Placed
139 138 M 67.00 Others 63.00 Central Commerce 72.00 Comm&Mgmt No 56 Mkt&HR 60.41 Placed 225000
140 139 F 82.00 Others 64.00 Others Science 73.00 Sci&Tech Yes 96 Mkt&Fin 71.77 Placed 250000
141 140 M 77.00 Central 70.00 Central Commerce 59.00 Comm&Mgmt Yes 58 Mkt&Fin 54.43 Placed 220000
142 141 M 65.00 Central 64.80 Others Commerce 69.50 Comm&Mgmt Yes 56 Mkt&Fin 56.94 Placed 265000
143 142 M 66.00 Central 64.00 Central Science 60.00 Comm&Mgmt No 60 Mkt&HR 61.9 Not Placed
144 143 M 85.00 Central 60.00 Others Science 73.43 Sci&Tech Yes 60 Mkt&Fin 61.29 Placed 260000
145 144 M 77.67 Others 64.89 Others Commerce 70.67 Comm&Mgmt No 89 Mkt&Fin 60.39 Placed 300000
146 145 M 52.00 Others 50.00 Others Arts 61.00 Comm&Mgmt No 60 Mkt&Fin 58.52 Not Placed
147 146 M 89.40 Others 65.66 Others Science 71.25 Sci&Tech No 72 Mkt&HR 63.23 Placed 400000
148 147 M 62.00 Central 63.00 Others Science 66.00 Comm&Mgmt No 85 Mkt&HR 55.14 Placed 233000
149 148 M 70.00 Central 74.00 Central Commerce 65.00 Comm&Mgmt No 83 Mkt&Fin 62.28 Placed 300000
150 149 F 77.00 Central 86.00 Central Arts 56.00 Others No 57 Mkt&Fin 64.08 Placed 240000
151 150 M 44.00 Central 58.00 Central Arts 55.00 Comm&Mgmt Yes 64.25 Mkt&HR 58.54 Not Placed
152 151 M 71.00 Central 58.66 Central Science 58.00 Sci&Tech Yes 56 Mkt&Fin 61.3 Placed 690000
153 152 M 65.00 Central 65.00 Central Commerce 75.00 Comm&Mgmt No 83 Mkt&Fin 58.87 Placed 270000
154 153 F 75.40 Others 60.50 Central Science 84.00 Sci&Tech No 98 Mkt&Fin 65.25 Placed 240000
155 154 M 49.00 Others 59.00 Others Science 65.00 Sci&Tech Yes 86 Mkt&Fin 62.48 Placed 340000
156 155 M 53.00 Central 63.00 Others Science 60.00 Comm&Mgmt Yes 70 Mkt&Fin 53.2 Placed 250000
157 156 M 51.57 Others 74.66 Others Commerce 59.90 Comm&Mgmt Yes 56.15 Mkt&HR 65.99 Not Placed
158 157 M 84.20 Central 69.40 Central Science 65.00 Sci&Tech Yes 80 Mkt&HR 52.72 Placed 255000
159 158 M 66.50 Central 62.50 Central Commerce 60.90 Comm&Mgmt No 93.4 Mkt&Fin 55.03 Placed 300000
160 159 M 67.00 Others 63.00 Others Science 64.00 Sci&Tech No 60 Mkt&Fin 61.87 Not Placed
161 160 M 52.00 Central 49.00 Others Commerce 58.00 Comm&Mgmt No 62 Mkt&HR 60.59 Not Placed
162 161 M 87.00 Central 74.00 Central Science 65.00 Sci&Tech Yes 75 Mkt&HR 72.29 Placed 300000
163 162 M 55.60 Others 51.00 Others Commerce 57.50 Comm&Mgmt No 57.63 Mkt&HR 62.72 Not Placed
164 163 M 74.20 Central 87.60 Others Commerce 77.25 Comm&Mgmt Yes 75.2 Mkt&Fin 66.06 Placed 285000
165 164 M 63.00 Others 67.00 Others Science 64.00 Sci&Tech No 75 Mkt&Fin 66.46 Placed 500000
166 165 F 67.16 Central 72.50 Central Commerce 63.35 Comm&Mgmt No 53.04 Mkt&Fin 65.52 Placed 250000
167 166 F 63.30 Central 78.33 Others Commerce 74.00 Comm&Mgmt No 80 Mkt&Fin 74.56 Not Placed
168 167 M 62.00 Others 62.00 Others Commerce 60.00 Comm&Mgmt Yes 63 Mkt&HR 52.38 Placed 240000
169 168 M 67.90 Others 62.00 Others Science 67.00 Sci&Tech Yes 58.1 Mkt&Fin 75.71 Not Placed
170 169 F 48.00 Central 51.00 Central Commerce 58.00 Comm&Mgmt Yes 60 Mkt&HR 58.79 Not Placed
171 170 M 59.96 Others 42.16 Others Science 61.26 Sci&Tech No 54.48 Mkt&HR 65.48 Not Placed
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--metric RMSE --precision 1

1000
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{
"cells": [
{
"cell_type": "code",
"execution_count": 144,
"id": "44a708aa",
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import pandas\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error\n",
"from sklearn.metrics import precision_score\n",
"import torch\n",
"from torch import nn\n",
"from sklearn import preprocessing\n",
"import numpy as np\n",
"from sklearn.naive_bayes import GaussianNB"
]
},
{
"cell_type": "markdown",
"id": "7a4557aa",
"metadata": {},
"source": [
"Przygotowanie danych"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "de736649",
"metadata": {},
"outputs": [],
"source": [
"r_in = './train/train.tsv'\n",
"dev_expected= './dev-0/expected.tsv'\n",
"r_ind_ev = './dev-0/in.tsv'\n",
"\n",
"expected = pd.read_csv(dev_expected, error_bad_lines=False, header=None, sep=\"\\t\")\n",
"Y_test = expected[0]\n",
"\n",
"with open('./names') as f_names:\n",
" names = f_names.read().rstrip('\\n').split('\\t')\n",
"\n",
"tsv_read = pandas.read_table(r_in, error_bad_lines=False, sep='\\t', names=names)\n",
"tsv_read_dev = pandas.read_table(r_ind_ev, error_bad_lines=False, sep='\\t',\n",
" names=['mileage', 'year', 'brand', 'engineType', 'engineCapacity'])\n",
"\n",
"\n",
"train = pandas.get_dummies(tsv_read, columns=['engineType'])\n",
"\n",
"categorical_cols = train.select_dtypes(include=object).columns.values\n",
"for col in categorical_cols:\n",
" train[col] = train[col].astype('category').cat.codes\n",
"\n",
"train = train.loc[(train['price'] > 1000)]\n",
"\n",
"X = train.loc[:, train.columns != 'price']\n",
"\n",
"\n",
"dev = pandas.get_dummies(tsv_read_dev, columns=['engineType'])\n",
"\n",
"categorical_cols1 = dev.select_dtypes(include=object).columns.values\n",
"for col in categorical_cols1:\n",
" dev[col] = dev[col].astype('category').cat.codes\n"
]
},
{
"cell_type": "code",
"execution_count": 147,
"id": "b8e71b16",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"335531\n",
"7000\n",
"1000\n",
"Index(['mileage', 'year', 'brand', 'engineCapacity', 'engineType_benzyna',\n",
" 'engineType_diesel', 'engineType_gaz'],\n",
" dtype='object')\n"
]
}
],
"source": [
"print(X.size)\n",
"print(dev.size)\n",
"print(Y_test.size)\n",
"print(dev.columns)\n"
]
},
{
"cell_type": "markdown",
"id": "add6af4d",
"metadata": {},
"source": [
"Regresja Liniowa"
]
},
{
"cell_type": "code",
"execution_count": 148,
"id": "ac09c69c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 1163801682.3714898\n"
]
}
],
"source": [
"clf = LinearRegression().fit(X, train['price'])\n",
"predictions = clf.predict(dev)\n",
"\n",
"test = pandas.get_dummies(tsv_read_test_A, columns=['engineType'])\n",
"print(\"MSE: \", mean_squared_error(Y_test, predictions))"
]
},
{
"cell_type": "markdown",
"id": "6e19cd2f",
"metadata": {},
"source": [
"Pytroch regresja logistyczna"
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "fb9d136a",
"metadata": {},
"outputs": [],
"source": [
"dev = dev[['mileage','year','brand','engineCapacity', 'engineType_benzyna', 'engineType_diesel', 'engineType_gaz']].astype(np.float32)\n",
"X = X[['mileage','year','brand','engineCapacity', 'engineType_benzyna', 'engineType_diesel', 'engineType_gaz']].astype(np.float32)\n",
"ytrain = train['price'].astype(np.float32)\n",
"Y_test = Y_test.astype(np.float32)\n",
"\n",
"\n",
"torch_tensor_X = torch.from_numpy(X.values)\n",
"torch_tensor_Y = torch.from_numpy(ytrain.values.reshape(47933,1))\n",
"torch_tensor_dev = torch.from_numpy(dev.values)\n",
"torch_tensor_Y_test = torch.from_numpy(Y_test.values)\n"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "9d50f6f4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 4107035476.14\n"
]
}
],
"source": [
"class LogisticRegressionModel(nn.Module):\n",
" def __init__(self, input_dim, output_dim):\n",
" super(LogisticRegressionModel, self).__init__()\n",
" self.linear = nn.Linear(input_dim, output_dim)\n",
" self.sigmoid = nn.Sigmoid()\n",
" def forward(self, x):\n",
" out = self.linear(x)\n",
" return self.sigmoid(out)\n",
"\n",
"\n",
"learning_rate = 0.0002\n",
"input_dim = 7\n",
"output_dim = 1\n",
"\n",
"model = LogisticRegressionModel(input_dim, output_dim)\n",
"criterion = torch.nn.BCELoss(reduction='mean')\n",
"optimizer = torch.optim.SGD(model.parameters(), lr = learning_rate)\n",
"\n",
"for epoch in range(10):\n",
" # print (\"Epoch #\",epoch)\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" # Forward pass\n",
" y_pred = model(torch_tensor_X)\n",
" # Compute Loss\n",
" loss = criterion(y_pred, torch_tensor_Y)\n",
" # print(loss.item())\n",
" # Backward pass\n",
" loss.backward()\n",
" optimizer.step()\n",
"predictions = model(torch_tensor_dev)\n",
"print(\"MSE: \", mean_squared_error(torch_tensor_Y_test, np.argmax(predictions.detach().numpy(), axis=1)))"
]
},
{
"cell_type": "markdown",
"id": "995ea3a5",
"metadata": {},
"source": [
"Naiwny Bayes"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "0aa24c4c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 1648858588.032\n"
]
}
],
"source": [
"gnb = GaussianNB()\n",
"predictions = gnb.fit(X, train['price']).predict(dev)\n",
"print(\"MSE: \", mean_squared_error(Y_test, predictions))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

1
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price mileage year brand engineType engineCapacity

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48002
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