Estadísticas

Row

 Cement (component 1)(kg in a m^3 mixture)
 Min.   :102.0                            
 1st Qu.:192.4                            
 Median :272.9                            
 Mean   :281.2                            
 3rd Qu.:350.0                            
 Max.   :540.0                            
 Blast Furnace Slag (component 2)(kg in a m^3 mixture)
 Min.   :  0.0                                        
 1st Qu.:  0.0                                        
 Median : 22.0                                        
 Mean   : 73.9                                        
 3rd Qu.:142.9                                        
 Max.   :359.4                                        
 Fly Ash (component 3)(kg in a m^3 mixture)
 Min.   :  0.00                            
 1st Qu.:  0.00                            
 Median :  0.00                            
 Mean   : 54.19                            
 3rd Qu.:118.27                            
 Max.   :200.10                            
 Water  (component 4)(kg in a m^3 mixture)
 Min.   :121.8                            
 1st Qu.:164.9                            
 Median :185.0                            
 Mean   :181.6                            
 3rd Qu.:192.0                            
 Max.   :247.0                            
 Superplasticizer (component 5)(kg in a m^3 mixture)
 Min.   : 0.000                                     
 1st Qu.: 0.000                                     
 Median : 6.350                                     
 Mean   : 6.203                                     
 3rd Qu.:10.160                                     
 Max.   :32.200                                     
 Coarse Aggregate  (component 6)(kg in a m^3 mixture)
 Min.   : 801.0                                      
 1st Qu.: 932.0                                      
 Median : 968.0                                      
 Mean   : 972.9                                      
 3rd Qu.:1029.4                                      
 Max.   :1145.0                                      
 Fine Aggregate (component 7)(kg in a m^3 mixture)   Age (day)     
 Min.   :594.0                                     Min.   :  1.00  
 1st Qu.:731.0                                     1st Qu.:  7.00  
 Median :779.5                                     Median : 28.00  
 Mean   :773.6                                     Mean   : 45.66  
 3rd Qu.:824.0                                     3rd Qu.: 56.00  
 Max.   :992.6                                     Max.   :365.00  
 Concrete compressive strength(MPa, megapascals)
 Min.   : 2.332                                 
 1st Qu.:23.707                                 
 Median :34.443                                 
 Mean   :35.818                                 
 3rd Qu.:46.136                                 
 Max.   :82.599                                 

Histogramas

Row

Cajas

Row

Correlacion

Row

                                                      Cement (component 1)(kg in a m^3 mixture)
Cement (component 1)(kg in a m^3 mixture)                                            1.00000000
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                               -0.27519344
Fly Ash (component 3)(kg in a m^3 mixture)                                          -0.39747544
Water  (component 4)(kg in a m^3 mixture)                                           -0.08154361
Superplasticizer (component 5)(kg in a m^3 mixture)                                  0.09277137
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                -0.10935604
Fine Aggregate (component 7)(kg in a m^3 mixture)                                   -0.22272017
Age (day)                                                                            0.08194726
Concrete compressive strength(MPa, megapascals)                                      0.49783272
                                                      Blast Furnace Slag (component 2)(kg in a m^3 mixture)
Cement (component 1)(kg in a m^3 mixture)                                                       -0.27519344
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                                            1.00000000
Fly Ash (component 3)(kg in a m^3 mixture)                                                      -0.32356947
Water  (component 4)(kg in a m^3 mixture)                                                        0.10728594
Superplasticizer (component 5)(kg in a m^3 mixture)                                              0.04337574
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                            -0.28399823
Fine Aggregate (component 7)(kg in a m^3 mixture)                                               -0.28159326
Age (day)                                                                                       -0.04424580
Concrete compressive strength(MPa, megapascals)                                                  0.13482445
                                                      Fly Ash (component 3)(kg in a m^3 mixture)
Cement (component 1)(kg in a m^3 mixture)                                           -0.397475440
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                               -0.323569468
Fly Ash (component 3)(kg in a m^3 mixture)                                           1.000000000
Water  (component 4)(kg in a m^3 mixture)                                           -0.257043997
Superplasticizer (component 5)(kg in a m^3 mixture)                                  0.377339559
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                -0.009976788
Fine Aggregate (component 7)(kg in a m^3 mixture)                                    0.079076351
Age (day)                                                                           -0.154370165
Concrete compressive strength(MPa, megapascals)                                     -0.105753348
                                                      Water  (component 4)(kg in a m^3 mixture)
Cement (component 1)(kg in a m^3 mixture)                                           -0.08154361
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                                0.10728594
Fly Ash (component 3)(kg in a m^3 mixture)                                          -0.25704400
Water  (component 4)(kg in a m^3 mixture)                                            1.00000000
Superplasticizer (component 5)(kg in a m^3 mixture)                                 -0.65746444
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                -0.18231167
Fine Aggregate (component 7)(kg in a m^3 mixture)                                   -0.45063498
Age (day)                                                                            0.27760443
Concrete compressive strength(MPa, megapascals)                                     -0.28961348
                                                      Superplasticizer (component 5)(kg in a m^3 mixture)
Cement (component 1)(kg in a m^3 mixture)                                                      0.09277137
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                                          0.04337574
Fly Ash (component 3)(kg in a m^3 mixture)                                                     0.37733956
Water  (component 4)(kg in a m^3 mixture)                                                     -0.65746444
Superplasticizer (component 5)(kg in a m^3 mixture)                                            1.00000000
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                          -0.26630276
Fine Aggregate (component 7)(kg in a m^3 mixture)                                              0.22250149
Age (day)                                                                                     -0.19271652
Concrete compressive strength(MPa, megapascals)                                                0.36610230
                                                      Coarse Aggregate  (component 6)(kg in a m^3 mixture)
Cement (component 1)(kg in a m^3 mixture)                                                     -0.109356039
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                                         -0.283998230
Fly Ash (component 3)(kg in a m^3 mixture)                                                    -0.009976788
Water  (component 4)(kg in a m^3 mixture)                                                     -0.182311668
Superplasticizer (component 5)(kg in a m^3 mixture)                                           -0.266302755
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                           1.000000000
Fine Aggregate (component 7)(kg in a m^3 mixture)                                             -0.178505755
Age (day)                                                                                     -0.003015507
Concrete compressive strength(MPa, megapascals)                                               -0.164927821
                                                      Fine Aggregate (component 7)(kg in a m^3 mixture)
Cement (component 1)(kg in a m^3 mixture)                                                   -0.22272017
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                                       -0.28159326
Fly Ash (component 3)(kg in a m^3 mixture)                                                   0.07907635
Water  (component 4)(kg in a m^3 mixture)                                                   -0.45063498
Superplasticizer (component 5)(kg in a m^3 mixture)                                          0.22250149
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                        -0.17850575
Fine Aggregate (component 7)(kg in a m^3 mixture)                                            1.00000000
Age (day)                                                                                   -0.15609405
Concrete compressive strength(MPa, megapascals)                                             -0.16724896
                                                         Age (day)
Cement (component 1)(kg in a m^3 mixture)              0.081947264
Blast Furnace Slag (component 2)(kg in a m^3 mixture) -0.044245801
Fly Ash (component 3)(kg in a m^3 mixture)            -0.154370165
Water  (component 4)(kg in a m^3 mixture)              0.277604429
Superplasticizer (component 5)(kg in a m^3 mixture)   -0.192716518
Coarse Aggregate  (component 6)(kg in a m^3 mixture)  -0.003015507
Fine Aggregate (component 7)(kg in a m^3 mixture)     -0.156094049
Age (day)                                              1.000000000
Concrete compressive strength(MPa, megapascals)        0.328876976
                                                      Concrete compressive strength(MPa, megapascals)
Cement (component 1)(kg in a m^3 mixture)                                                   0.4978327
Blast Furnace Slag (component 2)(kg in a m^3 mixture)                                       0.1348244
Fly Ash (component 3)(kg in a m^3 mixture)                                                 -0.1057533
Water  (component 4)(kg in a m^3 mixture)                                                  -0.2896135
Superplasticizer (component 5)(kg in a m^3 mixture)                                         0.3661023
Coarse Aggregate  (component 6)(kg in a m^3 mixture)                                       -0.1649278
Fine Aggregate (component 7)(kg in a m^3 mixture)                                          -0.1672490
Age (day)                                                                                   0.3288770
Concrete compressive strength(MPa, megapascals)                                             1.0000000

PCA

Row

Clustering

Row

---
title: "Tablero Probabilidad2"
author: "Sebastian Toro"
date: "2024-04-17"
output: 
  flexdashboard::flex_dashboard:
    orientation: rows
    social: menu
    source_code: embed
---

```{r setup, include=FALSE}
library(flexdashboard)
library(FactoMineR)
```
```{r datos,include=FALSE}
install.packages("readxl")  # Instala el paquete si aún no lo has hecho
library(readxl)
datos <- read_excel("Concrete_Data.xlsx.xlsx")
datos
```

Estadísticas
=========================================================
Row
---------------------------------------------------------

```{r stats}
summary(datos)
```


Histogramas
=========================================================
Row
---------------------------------------------------------

```{r hist2}
hist(datos$`Cement (component 1)(kg in a m^3 mixture)`,col="red")
hist(datos$`Blast Furnace Slag (component 2)(kg in a m^3 mixture)`,col="blue")
hist(datos$`Fly Ash (component 3)(kg in a m^3 mixture)`,col="#7FFFD4")
hist(datos$`Water  (component 4)(kg in a m^3 mixture)`,col="#8DEEEE")
hist(datos$`Superplasticizer (component 5)(kg in a m^3 mixture)`,col="#8FBC8F")
hist(datos$`Coarse Aggregate  (component 6)(kg in a m^3 mixture)`,col="#FF69B4")
hist(datos$`Fine Aggregate (component 7)(kg in a m^3 mixture)`,col="#8968CD")
hist(datos$`Age (day)`,col="#FFC1C1")
hist(datos$`Concrete compressive strength(MPa, megapascals)`,col="#54FF9F")

```

Cajas
=========================================================
Row
---------------------------------------------------------
```{r cajas2}
boxplot(datos$`Cement (component 1)(kg in a m^3 mixture)`,col="red")
boxplot(datos$`Blast Furnace Slag (component 2)(kg in a m^3 mixture)`,col="blue")
boxplot(datos$`Fly Ash (component 3)(kg in a m^3 mixture)`,col="#7FFFD4")
boxplot(datos$`Water  (component 4)(kg in a m^3 mixture)`,col="#8DEEEE")
boxplot(datos$`Superplasticizer (component 5)(kg in a m^3 mixture)`,col="#8FBC8F")
boxplot(datos$`Coarse Aggregate  (component 6)(kg in a m^3 mixture)`,col="#FF69B4")
boxplot(datos$`Fine Aggregate (component 7)(kg in a m^3 mixture)`,col="#8968CD")
boxplot(datos$`Age (day)`,col="#FFC1C1")
boxplot(datos$`Concrete compressive strength(MPa, megapascals)`,col="#54FF9F")

```

Correlacion
=========================================================
Row
---------------------------------------------------------

```{r correlacion}
r=cor(datos)
r
```
PCA
=========================================================
Row
---------------------------------------------------------

```{r pca}
res=PCA(datos)

```

Clustering
=========================================================
Row
---------------------------------------------------------

```{r cluster}
cluster= HCPC(res, nb.clus=-1)
```