Statistic 7

edwin.villa
Dylan_data_7.xlsx

descriptivestats sample size 10

Descri
Mean 32069.5
Standard Error 4961.3723151967
Median 28920
Mode ERROR:#N/A
Standard Deviation 15689.2368361243
Sample Variance 246152152.5
Kurtosis 8.2076699903
Skewness 2.7509552142
Range 55505
Minimum 19650
Maximum 75155
Sum 320695
Count 10
Confidence Level(95.0%) 11223.4039201309
T Critical Value 2.2621571628
SE 4961.3723151967
ME 11223.4039201309

descriptivestats sample size 11

Price
Mean 192790.454545455
Standard Error 160783.596649566
Median 28940
Mode ERROR:#N/A
Standard Deviation 533258.862530453
Sample Variance 284365014467.273
Kurtosis 10.9770526255
Skewness 3.3119504866
Range 1780350
Minimum 19650
Maximum 1800000
Sum 2120695
Count 11
Confidence Level(95.0%) 358248.178456988

Data

Vehicle type/class Year Make Model Price MPG (city) MPG (highway) # of cylinders WEEK 3 WEEK 4
SUV 2021 GMC Yukon $ 75,155.00 15 22 8 P 0.7 less than 500$
Compact SUV 2021 Hyundai Santa Fe $ 26,850.00 25 28 4 Q 0.3 New SD 7844.6184180622
Compact SUV 2021 Ford Escape $ 24,885.00 44 37 4 P(X=4) 3.68% p(x<31569.50) 47%
SUV 2021 Kia Sorento $ 29,390.00 24 29 4 P(X<5)/ P(X<=4) 4.73%
Pickup Truck 2021 Ford F150 $ 28,940.00 25 26 8 P(X>6)/ 1-P(X<=6) 64.96% 1000$ above
Pickup Truck 2021 Chevy Silverado 1500 $ 28,900.00 22 28 8 P(X>=4)/ 1-P(X<=3) 98.94% New SD 7844.6184180622
Compact Car 2021 Hyundai Elantra $ 19,650.00 33 43 4 p(x>33069.50) 100%
Compact Car 2021 Chevy Malibu $ 22,140.00 29 36 4
Pickup Truck 2021 Dodge Ram 1500 $ 32,595.00 22 32 8 equal to mean $32069.50
SUV 2021 KIA Telluride $ 32,190.00 20 26 6 New SD 7844.6184180622
p(x=32069.50) 0%
Mean: $ 32,069.50
Median: $ 28,920.00 within $1500
SD: 15689.2368361243 New SD 7844.6184180622
Sample Size: 10 p(30569.50<x<33569.50) 15%
Week 2 Outlier
Vehicle type/class Year Make Model Price MPG (city) MPG (highway) # of cylinders WEEK 5 Classmate 1- Week 5
SUV 2021 GMC Yukon $ 75,155.00 15 22 8 T Critical Value 2.2621571628 T-Critcal Value 1.8331129327
Compact SUV 2021 Hyundai Santa Fe $ 26,850.00 25 28 4 SE 4961.3723151967 SE 5206.771494
Compact SUV 2021 Ford Escape $ 24,885.00 44 37 4 ME 11223.4039201309 ME 10724.2086330932
SUV 2021 Kia Sorento $ 29,390.00 24 29 4 Mean $ 32,069.50 Mean $ 55,882.20
Pickup Truck 2021 Ford F150 $ 28,940.00 25 26 8 equation from pdf 11223.4039201309
Pickup Truck 2021 Chevy Silverado 1500 $ 28,900.00 22 28 8 55882.20-10724.2086 $ 45,157.99
Compact Car 2021 Hyundai Elantra $ 19,650.00 33 43 4 32069.50-11223.40 $ 20,846.10 $ 22,446.81 55882.20+10724.2086 $ 66,606.41 $ 21,448.42
Compact Car 2021 Chevy Malibu fail to reject null hypothesis because p-value is greater than alpha 29 36 4 32069.50+11223.40 $ 43,292.90
Pickup Truck 2021 Dodge Ram 1500 $ 32,595.00 22 32 8
SUV 2021 KIA Telluride $ 32,190.00 20 26 6
Sports car 2018 Aston Martin DB4 GT $ 1,800,000.00 Z Critical Value 1.96 .7*.30 0.21 Classmate2-Week 5
p 0.70 .7*.3/10 0.021 Z Critical Value 1.37
q 0.30 Square root of above 0.1449137675 p 0.4 .4*.6 0.24
z*(SqRt of p*q/n) 0.2840257651 q 0.6 .4*.6/10 0.024
.70 +0.284025765 98% sqrt of above 0.1549193338
Mean: $ 209,855.50 .70 -0.284025765 42% .40+0.2125809 61% z*(SqRt of p*q/n) 0.2125809
Median: $ 29,165.00 .40-0.2125809 19%
SD: 558929.175524502
Sample Size: 10
WEEK 6
40th Percentile of Week 1 Sample $ 28,080.00 There is not enough evidence to support the alternative hypothesis
Sample Mean (x-bar) $ 32,069.50
SD: $ 15,689.24
Sample Size: 10
Standard Error: $ 4,961.37
TS: 0.8041
p-value 0.22
alpha 0.05
h=28,080 fail to reject null hypothesis because p-value is greater than alpha
h<28080

Week 7

WEEK 7
Vehicle type/class Year Make Model Price MPG (city) MPG (highway) # of cylinders
SUV 2021 GMC Yukon $ 75,155.00 15 22 8
Compact SUV 2021 Hyundai Santa Fe $ 26,850.00 25 28 4
Compact SUV 2021 Ford Escape $ 24,885.00 44 37 4
SUV 2021 Kia Sorento $ 29,390.00 24 29 4
Pickup Truck 2021 Ford F150 $ 28,940.00 25 26 8
Pickup Truck 2021 Chevy Silverado 1500 $ 28,900.00 22 28 8
Compact Car 2021 Hyundai Elantra $ 19,650.00 33 43 4
Compact Car 2021 Chevy Malibu $ 22,140.00 29 36 4
Pickup Truck 2021 Dodge Ram 1500 $ 32,595.00 22 32 8
SUV 2021 KIA Telluride $ 32,190.00 20 26 6
Mean: $ 32,069.50
Median: $ 28,920.00
SD: 15689.2368361243
Sample Size: 10
correlations 0.5323
R-squared 28%

Week 7 Summary Output

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.5323057581
R Square 0.2833494201
Adjusted R Square 0.1937680976
Standard Error 14087.4312132554
Observations 10
ANOVA
df SS MS F Significance F
Regression 1 627723626.994381 627723626.994381 3.1630412705 0.1132102511
Residual 8 1587645745.50562 198455718.188202
Total 9 2215369372.5
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 7714.5505617977 14400.5234734374 0.5357132035 0.606725106 -25493.1161170535 40922.217240649 -25493.1161170535 40922.217240649
# of cylinders 4199.1292134832 2361.0588356734 1.7784941019 0.1132102511 -1245.48222504 9643.7406520063 -1245.48222504 9643.7406520063
RESIDUAL OUTPUT
Observation Predicted Price Residuals Standard Residuals
1 41307.5842696629 33847.4157303371 2.5484139187
2 24511.0674157303 2338.9325842697 0.1761011358
3 24511.0674157303 373.9325842697 0.0281538481
4 24511.0674157303 4878.9325842697 0.3673408867
5 41307.5842696629 -12367.5842696629 -0.9311707619
6 41307.5842696629 -12407.5842696629 -0.9341824115
7 24511.0674157303 -4861.0674157303 -0.365995796
8 24511.0674157303 -2371.0674157303 -0.1785206071
9 41307.5842696629 -8712.5842696629 -0.6559812778
10 32909.3258426966 -719.3258426966 -0.054158935
33593.03368
41307.58424

Week 7-Part 2

WEEK 7- PART 2
Vehicle type/class Year Make Model Price MPG (city) MPG (highway) # of cylinders
SUV 2021 GMC Yukon $ 39,000.00 15 22 8
Compact SUV 2021 Hyundai Santa Fe $ 26,850.00 25 28 4
Compact SUV 2021 Ford Escape $ 24,885.00 44 37 4
SUV 2021 Kia Sorento $ 29,390.00 24 29 4
Pickup Truck 2021 Ford F150 $ 28,940.00 25 26 8
Pickup Truck 2021 Chevy Silverado 1500 $ 28,900.00 22 28 8
Compact Car 2021 Hyundai Elantra $ 19,650.00 33 43 4
Compact Car 2021 Chevy Malibu $ 22,140.00 29 36 4
Pickup Truck 2021 Dodge Ram 1500 $ 32,595.00 22 32 8
SUV 2021 KIA Telluride $ 32,190.00 20 26 6
Mean: $ 28,454.00
Median: $ 28,920.00
SD: 5540.983566921
Sample Size: 10
correlaitons 0.7052485233
R squared 50%

Week 7- Part 2 Summary Output

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.7052485233
R Square 0.4973754797
Adjusted R Square 0.4345474146
Standard Error 4166.6302180054
Observations 10
ANOVA
df SS MS F Significance F
Regression 1 137436031.011236 137436031.011236 7.9164538868 0.022716038
Residual 8 138886458.988764 17360807.3735955
Total 9 276322490
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 17057.9775280899 4259.2333088421 4.004940864 0.0039226364 7236.1679051006 26879.7871510792 7236.1679051006 26879.7871510792
# of cylinders 1964.8314606742 698.3288111426 2.8136193571 0.022716038 354.4823344472 3575.1805869011 354.4823344472 3575.1805869011
RESIDUAL OUTPUT
Observation Predicted Price Residuals Standard Residuals
1 32776.6292134831 6223.3707865168 1.5842254249
2 24917.3033707865 1932.6966292135 0.4919885451
3 24917.3033707865 -32.3033707865 -0.0082231676
4 24917.3033707865 4472.6966292135 1.1385726419
5 32776.6292134831 -3836.6292134832 -0.9766548956
6 32776.6292134831 -3876.6292134832 -0.9868373223
7 24917.3033707865 -5267.3033707865 -1.3408482648
8 24917.3033707865 -2777.3033707865 -0.7069922014
9 32776.6292134831 -181.6292134831 -0.0462356539
10 28846.9662921348 3343.0337078652 0.851004894
7859.32584
24917.30334