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HI EXPERTS PLEASE HELP WITH STEP-BY-STEP SOLUTION SO I CAN LEARN, THANK YOU. see below the dataset and question. DATA SET: STEM GPA SAT White

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

see below the dataset and question.

DATA SET:

STEM GPA SAT White Female Asian Type KEY
0 3.70 1420 0 0 1 Asian Male
0 4.40 1240 0 1 1 Asian Female STEM 1 Applied to STEM 0 Did not
1 2.90 1450 0 0 0 Other male white 1 Yes 0 no
1 2.90 1520 0 1 0 Other Female Female 1 Yes 0 no
1 4.00 1530 0 1 0 Other Female Asian 1 Yes 0 no
1 3.20 1500 1 1 0 White Female
1 4.20 1490 0 1 1 Asian Female
0 3.50 1140 0 1 0 Other Female
0 2.90 1390 1 1 0 White Female
0 4.30 1100 1 0 0 White Male
0 4.00 1380 1 1 0 White Female
0 4.30 1200 0 0 1 Asian Male
1 3.80 1600 0 1 0 Other Female
0 3.20 1070 0 0 1 Asian Male
0 4.10 1070 1 1 0 White Female
1 3.40 1450 1 1 0 White Female
0 3.20 1320 0 1 0 Other Female
0 4.10 1350 0 0 0 Other Male
0 4.10 1140 0 0 0 Other Male
1 3.70 1370 0 1 1 Asian Female
0 3.60 1050 1 0 0 White Male
0 4.20 1290 0 0 0 Other Male
1 4.30 1590 0 1 0 Other Female
0 4.30 1370 1 0 0 White Male
1 3.80 1430 0 0 0 Other Male
1 3.20 1480 0 0 0 Other Male
0 4.00 1210 0 0 1 Asian Male
0 4.30 1310 0 1 0 Other Female
0 2.80 1240 0 0 0 Other Male
1 4.40 1390 0 0 0 Other Male
1 3.30 1560 1 0 0 White Male
0 2.80 1350 0 1 0 Other Female
1 3.00 1540 0 1 0 Other Female
0 2.50 1110 0 0 0 Other Male
1 2.70 1350 0 1 0 Other Female
1 4.00 1340 0 0 0 Other Male
1 2.50 1450 1 0 0 White Male
1 2.60 1460 0 0 0 Other Male
1 4.50 1350 0 0 1 Asian Male
0 3.70 1140 1 0 0 White Male
0 3.70 1290 1 1 0 White Female
0 2.70 1030 1 0 0 White Male
1 2.90 1570 1 1 0 White Female
0 4.30 1180 0 0 0 Other Male
0 4.20 1100 0 0 0 Other Male
0 3.60 1140 0 0 0 Other Male
1 3.70 1490 0 0 1 Asian Male
1 3.10 1360 1 0 0 White Male
0 3.70 1060 1 1 0 White Female
0 3.10 1100 0 0 1 Asian Male
0 4.10 1100 1 1 0 White Female
0 2.60 1370 1 1 0 White Female
0 4.10 1240 0 1 1 Asian Female
0 3.50 1060 1 0 0 White Male
0 3.80 1180 1 1 0 White Female
1 3.80 1460 1 1 0 White Female
1 3.30 1350 0 1 1 Asian Female
1 3.80 1400 0 0 0 Other Male
1 2.70 1530 0 0 1 Asian Male
0 4.20 1110 1 0 0 White Male
0 3.10 1170 0 0 1 Asian Male
0 4.10 1070 1 1 0 White Female
0 3.20 1170 0 0 0 Other Male
0 3.30 1340 0 0 0 Other Male
0 4.40 1030 1 1 0 White Female
0 2.80 1320 0 0 0 Other Male
1 2.90 1340 1 0 0 white Male
1 2.70 1520 0 1 0 Other Female
1 3.90 1440 0 1 1 Asian Female
0 3.90 1180 1 1 0 White Female
0 3.70 1440 1 1 0 White Female
0 3.40 1190 1 1 0 White Female
1 3.20 1380 1 0 0 White Male
0 2.80 1430 0 1 0 Other Female
1 3.80 1270 1 0 0 White Male
0 3.60 1210 1 0 0 White Male
1 4.40 1470 0 1 0 Other Female
1 2.90 1560 1 1 0 White Female
1 4.50 1500 0 0 0 Other Male
1 3.80 1380 0 0 1 Asian Male
0 2.60 1020 0 1 0 Other Female
0 4.40 1460 1 1 0 White Female
1 3.30 1550 1 1 0 White Female
1 4.00 1400 0 1 1 Asian Female
0 2.60 1200 0 0 0 Other Male
1 4.10 1190 1 0 0 White Male
1 2.80 1410 1 0 0 White Male
0 4.50 1190 1 1 0 White Female
0 2.80 1010 0 1 0 Other Female
0 3.00 1030 0 0 1 Asian Male
0 3.30 1080 1 0 0 White Male
1 3.80 1520 0 0 0 Other Male
0 4.50 1380 1 1 0 White Female
0 3.90 1030 0 1 1 Asian Female
0 3.60 1240 0 1 1 Asian Female
1 3.60 1200 0 0 1 Asian Male
1 4.00 1320 0 1 0 Other Female
0 4.30 1300 0 1 0 Other Female
0 3.90 1070 0 1 0 Other Female
1 3.30 1430 0 1 1 Asian Female
1 4.40 1400 0 0 1 Asian Male
0 2.70 1420 1 1 0 White Female
1 3.30 1310 1 1 0 White Female
1 3.90 1450 1 1 0 White Female
1 2.70 1470 0 0 0 Other Male
1 3.40 1560 0 0 0 Other Male
1 4.20 1550 0 0 0 Other Male
1 3.70 1350 0 0 0 Other Male
0 2.60 1240 0 0 1 Asian Male
0 2.90 1170 0 1 1 Asian Female
1 2.60 1370 0 0 0 Other Male
1 3.00 1470 0 1 0 Other Female
0 3.80 1030 1 1 0 White Female
1 3.10 1600 0 1 0 Other Female
0 4.00 1170 0 1 1 Asian Female
0 4.10 1070 0 0 0 Other Male
1 4.30 1420 0 0 0 Other Male
0 3.90 1080 1 1 0 White Female
0 3.80 1250 0 0 1 Asian Male
0 3.80 1030 0 0 0 Other Male
1 3.70 1210 0 0 1 Asian Male
0 4.30 1340 0 1 0 Other Female
0 3.60 1340 0 1 0 Other Female
0 4.40 1190 0 0 0 Other Male
0 2.80 1120 1 1 0 White Female
0 2.70 1250 1 0 0 White Male
0 4.30 1040 0 0 1 Asian Male
0 3.30 1370 1 1 0 White Female
1 4.40 1550 1 1 0 White Female
1 3.20 1470 0 0 1 Asian Male
1 2.70 1560 1 1 0 White Female
0 3.00 1230 0 1 0 Other Female
1 3.60 1510 0 1 0 Other Female
0 4.50 1070 0 1 1 Asian Female
1 3.70 1460 0 1 0 Other Female
0 3.50 1190 0 1 1 Asian Female
1 3.00 1240 1 0 0 White Male
1 3.90 1390 0 1 0 Other Female
1 3.50 1570 0 0 0 Other Male
1 3.10 1510 0 1 1 Asian Female
0 3.00 1260 0 0 1 Asian Male
1 4.20 1440 0 0 1 Asian Male
1 2.60 1430 1 0 0 White Male
0 3.60 1040 0 1 0 Other Female
0 3.40 1040 1 1 0 White Female
0 3.50 1080 0 1 1 Asian Female
0 3.00 1240 0 1 1 Asian Female
0 3.60 1350 1 0 0 White Male
1 3.60 1450 0 0 1 Asian Male
0 2.90 1240 0 1 0 Other Female
0 4.30 1230 0 0 0 Other Male
0 3.90 1150 0 1 0 Other Female
1 3.20 1370 1 1 0 White Female
1 3.70 1570 0 0 1 Asian Male
0 3.30 1250 0 0 0 Other Male
0 3.20 1020 0 0 0 Other Male
1 3.40 1390 0 1 0 Other Female
1 3.70 1380 0 0 1 Asian Male
0 3.40 1060 0 0 0 Other Male
0 4.30 1070 0 0 1 Asian Male
1 2.60 1550 1 1 0 White Female
1 3.10 1430 1 0 0 White Male
0 2.90 1030 1 1 0 White Female
0 3.10 1210 0 0 0 Other Male
0 3.40 1010 1 1 0 White Female
1 2.50 1380 1 0 0 White Male
1 2.70 1540 1 1 0 White Male
0 3.50 1190 0 0 0 Other Male
0 4.40 1340 0 1 0 Other Female
1 3.70 1530 0 1 1 Asian Female
0 2.60 1000 0 0 0 Other Male
1 4.30 1480 1 0 0 White Male
1 3.60 1200 1 0 0 White Male
0 4.00 1080 0 0 0 Other Male
1 3.00 1450 1 0 0 White Male
0 3.20 1280 0 1 0 Other Female
0 4.10 1100 0 0 0 Other Male
0 3.50 1050 0 0 0 Other Male
1 3.80 1430 1 0 0 White Male
1 3.90 1580 0 0 0 Other Male
0 3.50 1110 0 1 1 Asian Female
1 2.70 1520 0 1 0 Other Female
0 3.10 1020 0 1 1 Asian Female
1 4.40 1450 1 0 0 White Male
0 3.60 1310 0 1 0 Other Female
0 3.20 1050 0 1 0 Other Female
1 3.60 1490 1 0 0 White Male
0 2.60 1160 0 0 0 Other Male
0 4.10 1400 0 1 0 Other Female
0 3.30 1290 0 1 1 Asian Female
0 2.90 1250 1 1 0 White Female
1 4.10 1370 0 0 1 Asian Male
1 3.90 1330 0 0 1 Asian Male
0 2.80 1170 1 1 0 White Female
1 3.00 1520 1 0 0 White Male
0 3.80 1240 1 0 0 White Male
0 3.10 1220 1 1 0 White Female
0 3.90 1100 1 0 0 White Male
1 2.90 1550 1 1 0 White Female
0 4.50 1360 0 0 0 Other Male
0 4.40 1090 0 1 1 Asian Female
1 2.50 1520 1 0 0 White Male
0 4.10 1200 0 1 1 Asian Female
1 2.90 1490 1 0 0 White Male
0 4.30 1260 1 1 0 White Female
1 4.50 1430 0 0 0 Other Male
0 4.40 1250 0 0 0 Other Male
1 2.80 1590 1 0 0 White Male
1 3.10 1410 0 0 1 Asian Male
1 4.00 1230 1 0 0 White Male
0 2.50 1010 1 1 0 White Female
0 2.60 1240 0 1 0 Other Female
0 4.10 1120 0 1 0 Other Female
0 2.70 1100 0 0 1 Asian Male
0 4.00 1240 0 0 1 Asian Male
0 3.60 1510 0 1 0 Other Female
0 2.70 1290 0 1 0 Other Female
1 3.40 1580 0 1 0 Other Female
1 3.60 1410 0 0 1 Asian Male
0 2.70 1050 0 1 1 Asian Female
1 4.00 1480 0 1 1 Asian Female
0 4.40 1090 0 0 0 Other Male
1 3.20 1590 0 0 1 Asian Male
1 2.80 1530 1 1 0 White Female
1 4.20 1570 1 1 0 White Female
0 2.60 1050 0 1 0 Other Female
0 3.80 1030 1 0 0 White Male
1 3.60 1330 0 0 1 Asian Male
1 2.50 1330 1 0 0 White Male
0 3.30 1350 1 1 0 White Female
1 2.50 1220 0 0 1 Asian Male
0 3.70 1270 0 1 1 Asian Female
1 4.10 1390 0 0 0 Other Male
1 2.60 1560 0 1 1 Asian Female
0 4.30 1020 0 0 0 Other Male
0 4.40 1050 0 0 1 Asian Male
0 2.90 1050 1 0 0 White Male
0 2.50 1050 1 1 0 White Female
0 3.90 1300 0 1 1 Asian Female
0 3.80 1390 0 1 0 Other Female

QUESTION:

Q4 For the STEM Data data, you want to anayze if you can use the GPA and race to predict the SAT score.
Develop a simple regression model to predict SAT score suing the GPA as a predictor variable.
Test all the regression assumptions.
Can this model be used for prediction purposes?
Put the regression output below and explain the results.

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