It is realized that the Price $($$$)$ of commuting in a country depends on the age of the passenger, duration, and distance.

Age of the passenger

Duration $($in minutes$)$

Distance $($in miles$)$

Price $($in $$)$

$61$

$16$

$3\mathrm{.}2$

$22\mathrm{.}3$

$24$

$4$

$1\mathrm{.}5$

$12\mathrm{.}5$

$47$

$29$

$5$

$29$

$32$

$33$

$5\mathrm{.}8$

$36\mathrm{.}2$

$23$

$14$

$2\mathrm{.}3$

$19\mathrm{.}1$

$82$

$30$

$6\mathrm{.}1$

$36\mathrm{.}5$

$57$

$56$

$12$

$66\mathrm{.}9$

$36$

$11$

$1\mathrm{.}9$

$17\mathrm{.}3$

$42$

$2$

$0\mathrm{.}8$

$8$

$47$

$14$

$1\mathrm{.}7$

$18$

$29$

$15$

$2\mathrm{.}8$

$24\mathrm{.}3$

$27$

$15$

$2\mathrm{.}5$

$22\mathrm{.}1$

$19$

$45$

$4\mathrm{.}2$

$44\mathrm{.}3$

$45$

$19$

$3\mathrm{.}6$

$23$

$39$

$49$

$10\mathrm{.}2$

$61\mathrm{.}1$

$33$

$31$

$6$

$35$

$39$

$28$

$27$

$41$

Based on the data, please answer the following questions:

State dependent $($output$)$ and independent variables $($input$)$ in the dataset provided $(0\mathrm{.}5$ marks$)$

Conduct a univariate analysis for Price vs Age of the passenger. State univariate regression function, calculate error $\%$ and calculate model accuracy. Predict the price for age$=32.$ Please insert snapshots of your graphs and analysis $(1\mathrm{.}5$ marks$)$

Conduct a univariate analysis for Price vs Duration. State univariate regression function, calculate error $\%$ and calculate model accuracy. Predict the price for duration$=22.$ Please insert snapshots of your graphs and analysis $(1\mathrm{.}5$ marks$)$

Conduct a univariate analysis for Price vs Distance. Stated univariate regression function, calculate error $\%$ and calculate model accuracy. Predict the price for distance$=3\mathrm{.}9.$ Please insert snapshots of your graphs and analysis $(1\mathrm{.}5$ marks$)$

Conduct a multivariate regression analysis: $(5$ marks$)$

Take a snapshot of the summary output of regression

What is the regression function? Please insert snapshots of your graphs and analysis

Conduct model evaluation $($how accurate is your model?$)$ Please insert snapshots of your analysis

Calculate the predicted value for the following inputs $($Age $=33,$ distance $=16$ and duration $=5)$

Due on Feb $18,202411$:$59$ PM

Available on Feb $8,20248$:$00$ AM$.$ Access restricted before availability starts.

Available until Feb $18,202411$:$59$ PM$.$ Access restricted after availability ends.

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