some explanation
head(pm10_data)
## DÃa Mes Año Hora pm10
## 1 1 1 2016 0 20.36
## 2 1 1 2016 1 24.18
## 3 1 1 2016 2 25.27
## 4 1 1 2016 3 25.16
## 5 1 1 2016 4 32.90
## 6 1 1 2016 5 34.40
summary(pm10_data)
## DÃa Mes Año Hora
## Min. : 1.00 Min. : 1.000 Min. :2016 Min. : 0.0
## 1st Qu.: 8.00 1st Qu.: 4.000 1st Qu.:2017 1st Qu.: 6.0
## Median :16.00 Median : 7.000 Median :2018 Median :12.0
## Mean :15.74 Mean : 6.523 Mean :2018 Mean :11.5
## 3rd Qu.:23.00 3rd Qu.:10.000 3rd Qu.:2019 3rd Qu.:18.0
## Max. :31.00 Max. :12.000 Max. :2020 Max. :23.0
##
## pm10
## Min. : 0.00
## 1st Qu.: 12.61
## Median : 19.74
## Mean : 22.35
## 3rd Qu.: 29.48
## Max. :327.06
## NA's :6109
## 'data.frame': 43828 obs. of 5 variables:
## $ DÃa : int 1 1 1 1 1 1 1 1 1 1 ...
## $ Mes : int 1 1 1 1 1 1 1 1 1 1 ...
## $ Año : int 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 ...
## $ Hora: int 0 1 2 3 4 5 6 7 8 9 ...
## $ pm10: num 20.4 24.2 25.3 25.2 32.9 ...
Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.00 12.61 19.74 22.35 29.48 327.06 6109
## $DÃa
## [1] 8.798869
##
## $Mes
## [1] 3.449218
##
## $Año
## [1] 1.415326
##
## $Hora
## [1] 6.922617
##
## $pm10
## [1] 14.52038
## $DÃa
## [1] 77.42009
##
## $Mes
## [1] 11.89711
##
## $Año
## [1] 2.003149
##
## $Hora
## [1] 47.92263
##
## $pm10
## [1] 210.8415
## pm10_data$Año: 2016
## DÃa Mes Año Hora
## Min. : 1.00 Min. : 1.000 Min. :2016 Min. : 0.00
## 1st Qu.: 8.00 1st Qu.: 4.000 1st Qu.:2016 1st Qu.: 5.75
## Median :16.00 Median : 7.000 Median :2016 Median :11.50
## Mean :15.76 Mean : 6.514 Mean :2016 Mean :11.50
## 3rd Qu.:23.00 3rd Qu.:10.000 3rd Qu.:2016 3rd Qu.:17.25
## Max. :31.00 Max. :12.000 Max. :2016 Max. :23.00
##
## pm10
## Min. : 0.05
## 1st Qu.: 12.63
## Median : 19.84
## Mean : 23.32
## 3rd Qu.: 30.74
## Max. :327.06
## NA's :134
## ------------------------------------------------------------
## pm10_data$Año: 2017
## DÃa Mes Año Hora
## Min. : 1.00 Min. : 1.000 Min. :2017 Min. : 0.00
## 1st Qu.: 8.00 1st Qu.: 4.000 1st Qu.:2017 1st Qu.: 5.75
## Median :16.00 Median : 7.000 Median :2017 Median :11.50
## Mean :15.72 Mean : 6.526 Mean :2017 Mean :11.50
## 3rd Qu.:23.00 3rd Qu.:10.000 3rd Qu.:2017 3rd Qu.:17.25
## Max. :31.00 Max. :12.000 Max. :2017 Max. :23.00
##
## pm10
## Min. : 0.00
## 1st Qu.: 13.74
## Median : 21.91
## Mean : 24.18
## 3rd Qu.: 32.34
## Max. :325.62
## NA's :2690
## ------------------------------------------------------------
## pm10_data$Año: 2018
## DÃa Mes Año Hora
## Min. : 1.00 Min. : 1.000 Min. :2018 Min. : 0.0
## 1st Qu.: 8.00 1st Qu.: 4.000 1st Qu.:2018 1st Qu.: 6.0
## Median :16.00 Median : 7.000 Median :2018 Median :12.0
## Mean :15.75 Mean : 6.534 Mean :2018 Mean :11.5
## 3rd Qu.:23.00 3rd Qu.:10.000 3rd Qu.:2018 3rd Qu.:18.0
## Max. :31.00 Max. :12.000 Max. :2018 Max. :23.0
##
## pm10
## Min. : 0.00
## 1st Qu.: 11.47
## Median : 19.54
## Mean : 21.56
## 3rd Qu.: 29.87
## Max. :136.73
## NA's :2395
## ------------------------------------------------------------
## pm10_data$Año: 2019
## DÃa Mes Año Hora
## Min. : 1.00 Min. : 1.000 Min. :2019 Min. : 0.00
## 1st Qu.: 8.00 1st Qu.: 4.000 1st Qu.:2019 1st Qu.: 5.75
## Median :16.00 Median : 7.000 Median :2019 Median :11.50
## Mean :15.72 Mean : 6.526 Mean :2019 Mean :11.50
## 3rd Qu.:23.00 3rd Qu.:10.000 3rd Qu.:2019 3rd Qu.:17.25
## Max. :31.00 Max. :12.000 Max. :2019 Max. :23.00
##
## pm10
## Min. : 0.00
## 1st Qu.: 12.30
## Median : 18.68
## Mean : 21.71
## 3rd Qu.: 28.06
## Max. :279.19
## NA's :130
## ------------------------------------------------------------
## pm10_data$Año: 2020
## DÃa Mes Año Hora
## Min. : 1.00 Min. : 1.000 Min. :2020 Min. : 0.00
## 1st Qu.: 8.00 1st Qu.: 4.000 1st Qu.:2020 1st Qu.: 5.75
## Median :16.00 Median : 7.000 Median :2020 Median :11.50
## Mean :15.76 Mean : 6.514 Mean :2020 Mean :11.50
## 3rd Qu.:23.00 3rd Qu.:10.000 3rd Qu.:2020 3rd Qu.:17.25
## Max. :31.00 Max. :12.000 Max. :2020 Max. :23.00
##
## pm10
## Min. : 0.00
## 1st Qu.: 13.06
## Median : 19.46
## Mean : 21.23
## 3rd Qu.: 27.33
## Max. :271.34
## NA's :760
## pm10_data$Mes: 1
## DÃa Mes Año Hora pm10
## Min. : 1 Min. :1 Min. :2016 Min. : 0.00 Min. : 0.03
## 1st Qu.: 8 1st Qu.:1 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 12.93
## Median :16 Median :1 Median :2018 Median :11.50 Median : 18.84
## Mean :16 Mean :1 Mean :2018 Mean :11.50 Mean : 21.06
## 3rd Qu.:24 3rd Qu.:1 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 27.35
## Max. :31 Max. :1 Max. :2020 Max. :23.00 Max. :159.35
## NA's :844
## ------------------------------------------------------------
## pm10_data$Mes: 2
## DÃa Mes Año Hora pm10
## Min. : 1.0 Min. :2 Min. :2016 Min. : 0.00 Min. : 0.07
## 1st Qu.: 8.0 1st Qu.:2 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 15.30
## Median :15.0 Median :2 Median :2018 Median :11.50 Median : 23.51
## Mean :14.7 Mean :2 Mean :2018 Mean :11.50 Mean : 25.60
## 3rd Qu.:22.0 3rd Qu.:2 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 33.11
## Max. :29.0 Max. :2 Max. :2020 Max. :23.00 Max. :244.76
## NA's :682
## ------------------------------------------------------------
## pm10_data$Mes: 3
## DÃa Mes Año Hora pm10
## Min. : 1.00 Min. :3 Min. :2016 Min. : 0.00 Min. : 0.00
## 1st Qu.: 8.00 1st Qu.:3 1st Qu.:2017 1st Qu.: 6.00 1st Qu.: 18.50
## Median :16.00 Median :3 Median :2018 Median :12.00 Median : 24.13
## Mean :16.08 Mean :3 Mean :2018 Mean :11.51 Mean : 25.75
## 3rd Qu.:24.00 3rd Qu.:3 3rd Qu.:2019 3rd Qu.:18.00 3rd Qu.: 31.48
## Max. :31.00 Max. :3 Max. :2020 Max. :23.00 Max. :101.32
## NA's :14
## ------------------------------------------------------------
## pm10_data$Mes: 4
## DÃa Mes Año Hora pm10
## Min. : 1.0 Min. :4 Min. :2016 Min. : 0.00 Min. : 2.54
## 1st Qu.: 8.0 1st Qu.:4 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 24.92
## Median :15.5 Median :4 Median :2018 Median :11.50 Median : 31.86
## Mean :15.5 Mean :4 Mean :2018 Mean :11.50 Mean : 34.43
## 3rd Qu.:23.0 3rd Qu.:4 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 40.26
## Max. :30.0 Max. :4 Max. :2020 Max. :23.00 Max. :327.06
## ------------------------------------------------------------
## pm10_data$Mes: 5
## DÃa Mes Año Hora pm10
## Min. : 1 Min. :5 Min. :2016 Min. : 0.00 Min. : 2.08
## 1st Qu.: 8 1st Qu.:5 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 25.86
## Median :16 Median :5 Median :2018 Median :11.50 Median : 33.78
## Mean :16 Mean :5 Mean :2018 Mean :11.50 Mean : 35.21
## 3rd Qu.:24 3rd Qu.:5 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 41.98
## Max. :31 Max. :5 Max. :2020 Max. :23.00 Max. :279.19
## NA's :1
## ------------------------------------------------------------
## pm10_data$Mes: 6
## DÃa Mes Año Hora pm10
## Min. : 1.0 Min. :6 Min. :2016 Min. : 0.00 Min. : 0.00
## 1st Qu.: 8.0 1st Qu.:6 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 10.69
## Median :15.5 Median :6 Median :2018 Median :11.50 Median : 16.78
## Mean :15.5 Mean :6 Mean :2018 Mean :11.50 Mean : 18.59
## 3rd Qu.:23.0 3rd Qu.:6 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 23.77
## Max. :30.0 Max. :6 Max. :2020 Max. :23.00 Max. :325.62
## NA's :116
## ------------------------------------------------------------
## pm10_data$Mes: 7
## DÃa Mes Año Hora pm10
## Min. : 1 Min. :7 Min. :2016 Min. : 0.00 Min. : 0.17
## 1st Qu.: 8 1st Qu.:7 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 10.73
## Median :16 Median :7 Median :2018 Median :11.50 Median : 15.79
## Mean :16 Mean :7 Mean :2018 Mean :11.50 Mean : 17.23
## 3rd Qu.:24 3rd Qu.:7 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 21.90
## Max. :31 Max. :7 Max. :2020 Max. :23.00 Max. :105.70
## NA's :594
## ------------------------------------------------------------
## pm10_data$Mes: 8
## DÃa Mes Año Hora pm10
## Min. : 1 Min. :8 Min. :2016 Min. : 0.00 Min. : 0.10
## 1st Qu.: 8 1st Qu.:8 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 8.28
## Median :16 Median :8 Median :2018 Median :11.50 Median : 12.67
## Mean :16 Mean :8 Mean :2018 Mean :11.50 Mean : 14.10
## 3rd Qu.:24 3rd Qu.:8 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 18.23
## Max. :31 Max. :8 Max. :2020 Max. :23.00 Max. :162.76
## NA's :126
## ------------------------------------------------------------
## pm10_data$Mes: 9
## DÃa Mes Año Hora pm10
## Min. : 1.0 Min. :9 Min. :2016 Min. : 0.00 Min. : 0.00
## 1st Qu.: 8.0 1st Qu.:9 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 7.95
## Median :15.5 Median :9 Median :2018 Median :11.50 Median :12.72
## Mean :15.5 Mean :9 Mean :2018 Mean :11.50 Mean :13.85
## 3rd Qu.:23.0 3rd Qu.:9 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.:18.56
## Max. :30.0 Max. :9 Max. :2020 Max. :23.00 Max. :83.95
## NA's :1167
## ------------------------------------------------------------
## pm10_data$Mes: 10
## DÃa Mes Año Hora pm10
## Min. : 1 Min. :10 Min. :2016 Min. : 0.00 Min. : 0.05
## 1st Qu.: 8 1st Qu.:10 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 10.49
## Median :16 Median :10 Median :2018 Median :11.50 Median : 15.59
## Mean :16 Mean :10 Mean :2018 Mean :11.50 Mean : 17.00
## 3rd Qu.:24 3rd Qu.:10 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 21.55
## Max. :31 Max. :10 Max. :2020 Max. :23.00 Max. :279.98
## NA's :1029
## ------------------------------------------------------------
## pm10_data$Mes: 11
## DÃa Mes Año Hora pm10
## Min. : 1.0 Min. :11 Min. :2016 Min. : 0.00 Min. : 0.01
## 1st Qu.: 8.0 1st Qu.:11 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 11.35
## Median :15.5 Median :11 Median :2018 Median :11.50 Median : 16.78
## Mean :15.5 Mean :11 Mean :2018 Mean :11.50 Mean : 18.66
## 3rd Qu.:23.0 3rd Qu.:11 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 24.13
## Max. :30.0 Max. :11 Max. :2020 Max. :23.00 Max. :264.46
## NA's :776
## ------------------------------------------------------------
## pm10_data$Mes: 12
## DÃa Mes Año Hora pm10
## Min. : 1 Min. :12 Min. :2016 Min. : 0.00 Min. : 0.00
## 1st Qu.: 8 1st Qu.:12 1st Qu.:2017 1st Qu.: 5.75 1st Qu.: 12.31
## Median :16 Median :12 Median :2018 Median :11.50 Median : 18.96
## Mean :16 Mean :12 Mean :2018 Mean :11.50 Mean : 20.71
## 3rd Qu.:24 3rd Qu.:12 3rd Qu.:2019 3rd Qu.:17.25 3rd Qu.: 26.70
## Max. :31 Max. :12 Max. :2020 Max. :23.00 Max. :220.26
## NA's :760
## Warning: Removed 6109 rows containing non-finite values (stat_boxplot).