This is my first R markdown file
Here, we are going to load some data.
library(datasets)
data(airquality)
summary(airquality)
## Ozone Solar.R Wind Temp
## Min. : 1.00 Min. : 7.0 Min. : 1.700 Min. :56.00
## 1st Qu.: 18.00 1st Qu.:115.8 1st Qu.: 7.400 1st Qu.:72.00
## Median : 31.50 Median :205.0 Median : 9.700 Median :79.00
## Mean : 42.13 Mean :185.9 Mean : 9.958 Mean :77.88
## 3rd Qu.: 63.25 3rd Qu.:258.8 3rd Qu.:11.500 3rd Qu.:85.00
## Max. :168.00 Max. :334.0 Max. :20.700 Max. :97.00
## NA's :37 NA's :7
## Month Day
## Min. :5.000 Min. : 1.0
## 1st Qu.:6.000 1st Qu.: 8.0
## Median :7.000 Median :16.0
## Mean :6.993 Mean :15.8
## 3rd Qu.:8.000 3rd Qu.:23.0
## Max. :9.000 Max. :31.0
##
Let’s first make a pairs of plot
pairs(airquality)
Here’s a regression model of ozone on wind, solar radiation and temperature
library(stats)
fit<-lm(Ozone~Wind + Solar.R + Temp,data=airquality)
summary(fit)
##
## Call:
## lm(formula = Ozone ~ Wind + Solar.R + Temp, data = airquality)
##
## Residuals:
## Min 1Q Median 3Q Max
## -40.485 -14.219 -3.551 10.097 95.619
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -64.34208 23.05472 -2.791 0.00623 **
## Wind -3.33359 0.65441 -5.094 1.52e-06 ***
## Solar.R 0.05982 0.02319 2.580 0.01124 *
## Temp 1.65209 0.25353 6.516 2.42e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 21.18 on 107 degrees of freedom
## (42 observations deleted due to missingness)
## Multiple R-squared: 0.6059, Adjusted R-squared: 0.5948
## F-statistic: 54.83 on 3 and 107 DF, p-value: < 2.2e-16
Here’s an unordered lists:
library(datasets)
data(airquality)
fit<-lm(Ozone~Wind+Temp+Solar.R,data=airquality)
Here is a table of regression coefficients
library(xtable)
## Warning: package 'xtable' was built under R version 3.3.3
xt<-xtable(summary(fit))
print(xt,type="html")
## <!-- html table generated in R 3.3.2 by xtable 1.8-2 package -->
## <!-- Sun May 28 11:52:06 2017 -->
## <table border=1>
## <tr> <th> </th> <th> Estimate </th> <th> Std. Error </th> <th> t value </th> <th> Pr(>|t|) </th> </tr>
## <tr> <td align="right"> (Intercept) </td> <td align="right"> -64.3421 </td> <td align="right"> 23.0547 </td> <td align="right"> -2.79 </td> <td align="right"> 0.0062 </td> </tr>
## <tr> <td align="right"> Wind </td> <td align="right"> -3.3336 </td> <td align="right"> 0.6544 </td> <td align="right"> -5.09 </td> <td align="right"> 0.0000 </td> </tr>
## <tr> <td align="right"> Temp </td> <td align="right"> 1.6521 </td> <td align="right"> 0.2535 </td> <td align="right"> 6.52 </td> <td align="right"> 0.0000 </td> </tr>
## <tr> <td align="right"> Solar.R </td> <td align="right"> 0.0598 </td> <td align="right"> 0.0232 </td> <td align="right"> 2.58 </td> <td align="right"> 0.0112 </td> </tr>
## </table>