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HI EXPERTS PLEASE HELP WITH STEP-BY STEP SOLUTION SO I CAN LEARN THANK YOU: Q6 For the STEM data, develop a logistic regression model to

HI EXPERTS PLEASE HELP WITH STEP-BY STEP SOLUTION SO I CAN LEARN THANK YOU:

Q6 For the STEM data, develop a logistic regression model to predict the probability of applying to a STEM program.
Write down the logistic model here that you developed. Include the output.
Assume some reasonable values of the independent variables in the final model and calculate the probability
i for a white student to apply to a STEM Program,
ii For a female student
iii For an Asian Student
STEM GPA SAT White Female Asian
0 3.70 1420 0 0 1
0 4.40 1240 0 1 1
1 2.90 1450 0 0 0
1 2.90 1520 0 1 0
1 4.00 1530 0 1 0
1 3.20 1500 1 1 0
1 4.20 1490 0 1 1
0 3.50 1140 0 1 0
0 2.90 1390 1 1 0
0 4.30 1100 1 0 0
0 4.00 1380 1 1 0
0 4.30 1200 0 0 1
1 3.80 1600 0 1 0
0 3.20 1070 0 0 1
0 4.10 1070 1 1 0
1 3.40 1450 1 1 0
0 3.20 1320 0 1 0
0 4.10 1350 0 0 0
0 4.10 1140 0 0 0
1 3.70 1370 0 1 1
0 3.60 1050 1 0 0
0 4.20 1290 0 0 0
1 4.30 1590 0 1 0
0 4.30 1370 1 0 0
1 3.80 1430 0 0 0
1 3.20 1480 0 0 0
0 4.00 1210 0 0 1
0 4.30 1310 0 1 0
0 2.80 1240 0 0 0
1 4.40 1390 0 0 0
1 3.30 1560 1 0 0
0 2.80 1350 0 1 0
1 3.00 1540 0 1 0
0 2.50 1110 0 0 0
1 2.70 1350 0 1 0
1 4.00 1340 0 0 0
1 2.50 1450 1 0 0
1 2.60 1460 0 0 0
1 4.50 1350 0 0 1
0 3.70 1140 1 0 0
0 3.70 1290 1 1 0
0 2.70 1030 1 0 0
1 2.90 1570 1 1 0
0 4.30 1180 0 0 0
0 4.20 1100 0 0 0
0 3.60 1140 0 0 0
1 3.70 1490 0 0 1
1 3.10 1360 1 0 0
0 3.70 1060 1 1 0
0 3.10 1100 0 0 1
0 4.10 1100 1 1 0
0 2.60 1370 1 1 0
0 4.10 1240 0 1 1
0 3.50 1060 1 0 0
0 3.80 1180 1 1 0
1 3.80 1460 1 1 0
1 3.30 1350 0 1 1
1 3.80 1400 0 0 0
1 2.70 1530 0 0 1
0 4.20 1110 1 0 0
0 3.10 1170 0 0 1
0 4.10 1070 1 1 0
0 3.20 1170 0 0 0
0 3.30 1340 0 0 0
0 4.40 1030 1 1 0
0 2.80 1320 0 0 0
1 2.90 1340 1 0 0
1 2.70 1520 0 1 0
1 3.90 1440 0 1 1
0 3.90 1180 1 1 0
0 3.70 1440 1 1 0
0 3.40 1190 1 1 0
1 3.20 1380 1 0 0
0 2.80 1430 0 1 0
1 3.80 1270 1 0 0
0 3.60 1210 1 0 0
1 4.40 1470 0 1 0
1 2.90 1560 1 1 0
1 4.50 1500 0 0 0
1 3.80 1380 0 0 1
0 2.60 1020 0 1 0
0 4.40 1460 1 1 0
1 3.30 1550 1 1 0
1 4.00 1400 0 1 1
0 2.60 1200 0 0 0
1 4.10 1190 1 0 0
1 2.80 1410 1 0 0
0 4.50 1190 1 1 0
0 2.80 1010 0 1 0
0 3.00 1030 0 0 1
0 3.30 1080 1 0 0
1 3.80 1520 0 0 0
0 4.50 1380 1 1 0
0 3.90 1030 0 1 1
0 3.60 1240 0 1 1
1 3.60 1200 0 0 1
1 4.00 1320 0 1 0
0 4.30 1300 0 1 0
0 3.90 1070 0 1 0
1 3.30 1430 0 1 1
1 4.40 1400 0 0 1
0 2.70 1420 1 1 0
1 3.30 1310 1 1 0
1 3.90 1450 1 1 0
1 2.70 1470 0 0 0
1 3.40 1560 0 0 0
1 4.20 1550 0 0 0
1 3.70 1350 0 0 0
0 2.60 1240 0 0 1
0 2.90 1170 0 1 1
1 2.60 1370 0 0 0
1 3.00 1470 0 1 0
0 3.80 1030 1 1 0
1 3.10 1600 0 1 0
0 4.00 1170 0 1 1
0 4.10 1070 0 0 0
1 4.30 1420 0 0 0
0 3.90 1080 1 1 0
0 3.80 1250 0 0 1
0 3.80 1030 0 0 0
1 3.70 1210 0 0 1
0 4.30 1340 0 1 0
0 3.60 1340 0 1 0
0 4.40 1190 0 0 0
0 2.80 1120 1 1 0
0 2.70 1250 1 0 0
0 4.30 1040 0 0 1
0 3.30 1370 1 1 0
1 4.40 1550 1 1 0
1 3.20 1470 0 0 1
1 2.70 1560 1 1 0
0 3.00 1230 0 1 0
1 3.60 1510 0 1 0
0 4.50 1070 0 1 1
1 3.70 1460 0 1 0
0 3.50 1190 0 1 1
1 3.00 1240 1 0 0
1 3.90 1390 0 1 0
1 3.50 1570 0 0 0
1 3.10 1510 0 1 1
0 3.00 1260 0 0 1
1 4.20 1440 0 0 1
1 2.60 1430 1 0 0
0 3.60 1040 0 1 0
0 3.40 1040 1 1 0
0 3.50 1080 0 1 1
0 3.00 1240 0 1 1
0 3.60 1350 1 0 0
1 3.60 1450 0 0 1
0 2.90 1240 0 1 0
0 4.30 1230 0 0 0
0 3.90 1150 0 1 0
1 3.20 1370 1 1 0
1 3.70 1570 0 0 1
0 3.30 1250 0 0 0
0 3.20 1020 0 0 0
1 3.40 1390 0 1 0
1 3.70 1380 0 0 1
0 3.40 1060 0 0 0
0 4.30 1070 0 0 1
1 2.60 1550 1 1 0
1 3.10 1430 1 0 0
0 2.90 1030 1 1 0
0 3.10 1210 0 0 0
0 3.40 1010 1 1 0
1 2.50 1380 1 0 0
1 2.70 1540 1 1 0
0 3.50 1190 0 0 0
0 4.40 1340 0 1 0
1 3.70 1530 0 1 1
0 2.60 1000 0 0 0
1 4.30 1480 1 0 0
1 3.60 1200 1 0 0
0 4.00 1080 0 0 0
1 3.00 1450 1 0 0
0 3.20 1280 0 1 0
0 4.10 1100 0 0 0
0 3.50 1050 0 0 0
1 3.80 1430 1 0 0
1 3.90 1580 0 0 0
0 3.50 1110 0 1 1
1 2.70 1520 0 1 0
0 3.10 1020 0 1 1
1 4.40 1450 1 0 0
0 3.60 1310 0 1 0
0 3.20 1050 0 1 0
1 3.60 1490 1 0 0
0 2.60 1160 0 0 0
0 4.10 1400 0 1 0
0 3.30 1290 0 1 1
0 2.90 1250 1 1 0
1 4.10 1370 0 0 1
1 3.90 1330 0 0 1
0 2.80 1170 1 1 0
1 3.00 1520 1 0 0
0 3.80 1240 1 0 0
0 3.10 1220 1 1 0
0 3.90 1100 1 0 0
1 2.90 1550 1 1 0
0 4.50 1360 0 0 0
0 4.40 1090 0 1 1
1 2.50 1520 1 0 0
0 4.10 1200 0 1 1
1 2.90 1490 1 0 0
0 4.30 1260 1 1 0
1 4.50 1430 0 0 0
0 4.40 1250 0 0 0
1 2.80 1590 1 0 0
1 3.10 1410 0 0 1
1 4.00 1230 1 0 0
0 2.50 1010 1 1 0
0 2.60 1240 0 1 0
0 4.10 1120 0 1 0
0 2.70 1100 0 0 1
0 4.00 1240 0 0 1
0 3.60 1510 0 1 0
0 2.70 1290 0 1 0
1 3.40 1580 0 1 0
1 3.60 1410 0 0 1
0 2.70 1050 0 1 1
1 4.00 1480 0 1 1
0 4.40 1090 0 0 0
1 3.20 1590 0 0 1
1 2.80 1530 1 1 0
1 4.20 1570 1 1 0
0 2.60 1050 0 1 0
0 3.80 1030 1 0 0
1 3.60 1330 0 0 1
1 2.50 1330 1 0 0
0 3.30 1350 1 1 0
1 2.50 1220 0 0 1
0 3.70 1270 0 1 1
1 4.10 1390 0 0 0
1 2.60 1560 0 1 1
0 4.30 1020 0 0 0
0 4.40 1050 0 0 1
0 2.90 1050 1 0 0
0 2.50 1050 1 1 0
0 3.90 1300 0 1 1
0 3.80 1390 0 1 0

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