Analyse the following regression model. Please include explation for all the elements including T-stat, coefficent, siginificance f etc. Regression Statistics Multiple R 0.79716916 R Square 0.63547867 Adjusted R Square 0.63254686 Standard Error 198.375358 Observations 377 ANOVA df SS MS F Significance F Regression 3 25589530 8529843.34 216.753245 2.2501E-81 Residual 373 14678587.9 39352.7826 Total 376 40268117.9 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Intercept -97.981174 79.2847437 -1.2358137 0.21730553 -253.88228 57.9199296 -253.88228 57.9199296 EquivArea 3.5523258 0.15149067 23.4491399 2.2549E-75 3.254443 3.85020861 3.254443 3.85020861 Years 2.04629486 0.31770115 6.44094253 3.6636E-10 1.42158501 2.67100471 1.42158501 2.67100471 Condition 15.0379067 10.2144479 1.47221924 0.14180492 -5.0472147 35.1230282 -5.0472147 35.1230282
Analyse the following regression model. Please include explation for all the elements including T-stat, coefficent, siginificance f etc. Regression Statistics Multiple R 0.79716916 R Square 0.63547867 Adjusted R Square 0.63254686 Standard Error 198.375358 Observations 377 ANOVA df SS MS F Significance F Regression 3 25589530 8529843.34 216.753245 2.2501E-81 Residual 373 14678587.9 39352.7826 Total 376 40268117.9 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Intercept -97.981174 79.2847437 -1.2358137 0.21730553 -253.88228 57.9199296 -253.88228 57.9199296 EquivArea 3.5523258 0.15149067 23.4491399 2.2549E-75 3.254443 3.85020861 3.254443 3.85020861 Years 2.04629486 0.31770115 6.44094253 3.6636E-10 1.42158501 2.67100471 1.42158501 2.67100471 Condition 15.0379067 10.2144479 1.47221924 0.14180492 -5.0472147 35.1230282 -5.0472147 35.1230282
Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
18th Edition
ISBN:9780079039897
Author:Carter
Publisher:Carter
Chapter4: Equations Of Linear Functions
Section4.6: Regression And Median-fit Lines
Problem 4GP
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Question
Analyse the following regression model. Please include explation for all the elements including T-stat, coefficent, siginificance f etc.
Regression Statistics | ||||||||
Multiple R | 0.79716916 | |||||||
R Square | 0.63547867 | |||||||
Adjusted R Square | 0.63254686 | |||||||
Standard Error | 198.375358 | |||||||
Observations | 377 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 3 | 25589530 | 8529843.34 | 216.753245 | 2.2501E-81 | |||
Residual | 373 | 14678587.9 | 39352.7826 | |||||
Total | 376 | 40268117.9 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | -97.981174 | 79.2847437 | -1.2358137 | 0.21730553 | -253.88228 | 57.9199296 | -253.88228 | 57.9199296 |
EquivArea | 3.5523258 | 0.15149067 | 23.4491399 | 2.2549E-75 | 3.254443 | 3.85020861 | 3.254443 | 3.85020861 |
Years | 2.04629486 | 0.31770115 | 6.44094253 | 3.6636E-10 | 1.42158501 | 2.67100471 | 1.42158501 | 2.67100471 |
Condition | 15.0379067 | 10.2144479 | 1.47221924 | 0.14180492 | -5.0472147 | 35.1230282 | -5.0472147 | 35.1230282 |
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