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
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
---
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)
```