Estimador de Volumes

Dados Compilados RPubs

Dados KOPP

Dados PERKONS

Dados ALPR

Dimensões dos dados

## [1] 164  17
## [1] 164  17
## [1] 164  14
## [1] 164   9

Modelo Volume Total (Placas Únicas)

## 
## Call:
## lm(formula = volumestotaispu ~ passageiros + bikes + koppunicas, 
##     data = linear)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -18015  -5243    -42   4068  33236 
## 
## Coefficients:
##                Estimate  Std. Error t value            Pr(>|t|)    
## (Intercept) 3732.940018 3541.981723   1.054              0.2935    
## passageiros    0.015385    0.007211   2.134              0.0344 *  
## bikes          2.222112    1.086325   2.046              0.0424 *  
## koppunicas     2.079801    0.049252  42.227 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 7445 on 160 degrees of freedom
## Multiple R-squared:  0.9666, Adjusted R-squared:  0.966 
## F-statistic:  1542 on 3 and 160 DF,  p-value: < 0.00000000000000022

Registrado vs Estimado

Coeficientes

Modelo Entradas da Cidade (Placas Únicas)

## 
## Call:
## lm(formula = entradas ~ passageiros + koppunicas + ExtensaoFilasWaze, 
##     data = linear)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -15267.5  -1447.4    719.8   2291.6  10189.2 
## 
## Coefficients:
##                       Estimate   Std. Error t value             Pr(>|t|)    
## (Intercept)       -14495.67759   3402.12951  -4.261            0.0000347 ***
## passageiros           -0.01193      0.00336  -3.551             0.000505 ***
## koppunicas             0.54232      0.03061  17.716 < 0.0000000000000002 ***
## ExtensaoFilasWaze     28.67094      8.31378   3.449             0.000720 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4190 on 160 degrees of freedom
## Multiple R-squared:  0.8429, Adjusted R-squared:   0.84 
## F-statistic: 286.2 on 3 and 160 DF,  p-value: < 0.00000000000000022

Registrado vs Estimado

Coeficientes