“Scrap | FORM”
Carlos González Ayerdi A00829126
2022-09-28
Escoger y entender la base de datos
#file.choose()
bd <- read.csv("/Users/carlosgonzalez/Desktop/FORM_Scrap.csv")
summary(bd)## Referencia Fecha Producto Cantidad
## Length:251 Length:251 Length:251 Min. : 0.00
## Class :character Class :character Class :character 1st Qu.: 1.00
## Mode :character Mode :character Mode :character Median : 2.00
## Mean : 13.34
## 3rd Qu.: 7.00
## Max. :1674.00
## Unidad.de.medida Ubicación.de.origen Ubicación.de.desecho Estado
## Length:251 Length:251 Length:251 Length:251
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
## Analisis exploratorio sobre el actual numero de variables y registros. (más adelante se cambiarán debido a la limpieza próxima)
str(bd)## 'data.frame': 251 obs. of 8 variables:
## $ Referencia : chr "agosto 2022 (250)" "SP/08731" "SP/08730" "SP/08729" ...
## $ Fecha : chr "" "2022-08-31 14:55:40" "2022-08-31 14:49:25" "2022-08-31 13:49:29" ...
## $ Producto : chr "" "[BACKFRAME 60% CUELLO ARMADO] 18805. 60% Backframe. Cuello Armado." "[N61506747 CAJA] N61506747. Kit. Caja." "[N61506729 SEPARADOR] N61506729. Kit. Separador." ...
## $ Cantidad : num 1674 2 1 1 31 ...
## $ Unidad.de.medida : chr "" "Unidad(es)" "Unidad(es)" "Unidad(es)" ...
## $ Ubicación.de.origen : chr "" "SAB/Calidad/Entrega de PT" "SAB/Calidad/Entrega de PT" "SAB/Calidad/Entrega de PT" ...
## $ Ubicación.de.desecho: chr "" "Virtual Locations/Scrapped" "Virtual Locations/Scrapped" "Virtual Locations/Scrapped" ...
## $ Estado : chr "" "Hecho" "Hecho" "Hecho" ...Previo a la eliminación de variables innecesarias, existen 8 variables y 251 registros en la base de datos
Identificar tipos de variables y escalas de medición
Variable<-c("Referencia", "Fecha", "Producto","Cantidad", "Unidad.de.medida","Ubicación.de.origen","Ubicación.de.desecho","Estado")
Type<-c("Cualitativa", "Cuantitativa (discreta)", "Cualitativa", "Cuantitativa (discreta)", "Cuantitativa (discreta)", "Cualitativa", "Cualitativa", "Cualitativa")
Escala_de_Medición<-c("Numero", "Fecha", "Categoría", "Kg", "Medición", "Posición", "Posición", "Estado")
table<-data.frame(Variable,Type,Escala_de_Medición)
knitr::kable(table)| Variable | Type | Escala_de_Medición |
|---|---|---|
| Referencia | Cualitativa | Numero |
| Fecha | Cuantitativa (discreta) | Fecha |
| Producto | Cualitativa | Categoría |
| Cantidad | Cuantitativa (discreta) | Kg |
| Unidad.de.medida | Cuantitativa (discreta) | Medición |
| Ubicación.de.origen | Cualitativa | Posición |
| Ubicación.de.desecho | Cualitativa | Posición |
| Estado | Cualitativa | Estado |
#Metodo de limpieza 1: Reemplazar NA’s con ceros
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionbd[is.na(bd)]<-0
summary(bd)## Referencia Fecha Producto Cantidad
## Length:251 Length:251 Length:251 Min. : 0.00
## Class :character Class :character Class :character 1st Qu.: 1.00
## Mode :character Mode :character Mode :character Median : 2.00
## Mean : 13.34
## 3rd Qu.: 7.00
## Max. :1674.00
## Unidad.de.medida Ubicación.de.origen Ubicación.de.desecho Estado
## Length:251 Length:251 Length:251 Length:251
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
## #Eliminar Columnas/datos irrelevantes
bd1 <- bd
bd1<-subset(bd1,select=-c(Referencia, Producto, Unidad.de.medida , Ubicación.de.desecho, Estado))
str(bd1)## 'data.frame': 251 obs. of 3 variables:
## $ Fecha : chr "" "2022-08-31 14:55:40" "2022-08-31 14:49:25" "2022-08-31 13:49:29" ...
## $ Cantidad : num 1674 2 1 1 31 ...
## $ Ubicación.de.origen: chr "" "SAB/Calidad/Entrega de PT" "SAB/Calidad/Entrega de PT" "SAB/Calidad/Entrega de PT" ...Posterior a la eliminaciñon de columnas/datos irrelevantes, se reducen las variables a 3 con 251 registros respectivamente.
Se eliminaron todas las columnas/variables que no son necesarias para el posterior analisis.
Tabla de frecuencia de la base de datos
#install.packages("epiDisplay")
library(epiDisplay)## Loading required package: foreign## Loading required package: survival## Loading required package: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## select## Loading required package: nnettab1<-table(bd1$Fecha, bd1$Cantidad)
tab1##
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## 2022-08-30 10:13:19 0.00000000 0.00000000 0.00000000 0.00000000 0.07142857
## 2022-08-30 10:13:56 0.00000000 0.00000000 0.00000000 0.00000000 0.07142857
## 2022-08-30 10:15:05 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:17:38 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-30 15:07:59 0.00000000 0.00000000 0.01694915 0.00000000 0.00000000
## 2022-08-30 16:00:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:05:21 0.00000000 0.00000000 0.01694915 0.00000000 0.00000000
## 2022-08-30 16:28:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:25:55 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:24 0.00000000 0.00000000 0.01694915 0.00000000 0.00000000
## 2022-08-31 09:26:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:27:12 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:23 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:44 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:30:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 13:49:29 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:49:25 0.00000000 0.01315789 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:55:40 0.00000000 0.00000000 0.01694915 0.00000000 0.00000000
##
## 4 5 6 7 8
## 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 13:59:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 16:36:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:26:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:28:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 15:25:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 16:05:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 16:10:02 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:13:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:13:59 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:22 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:42 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-03 12:15:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:51 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:50 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-03 14:06:11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 14:08:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 15:29:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 16:21:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:35:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:36:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:37:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:37:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 16:41:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 16:50:43 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:30:02 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:30:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:31:11 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-05 10:31:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 16:38:00 0.00000000 0.00000000 0.00000000 0.25000000 0.00000000
## 2022-08-05 18:58:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 19:01:34 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-06 09:35:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:40:20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:40:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:41:01 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:41:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:41:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 13:30:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 10:04:58 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 10:12:26 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-08 10:13:07 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 14:21:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:37:32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:38:01 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-09 09:38:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:38:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:39:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:09:13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:09:51 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:10:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:10:41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:11:04 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:11:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:12:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:12:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:14:28 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-10 10:16:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 18:32:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 18:39:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 19:19:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-11 16:49:58 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-11 16:50:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-11 16:52:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 13:27:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 14:43:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:01:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:34:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:35:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:35:51 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:36:34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:37:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:38:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:39:13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:40:41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:41:36 0.00000000 0.25000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 11:34:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 13:28:16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 13:31:32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 13:41:18 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 13:43:01 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 12:09:06 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 12:58:17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 13:00:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 13:06:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 13:11:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 15:21:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:10:11 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:18:31 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:52:53 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:54:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:55:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:56:17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:57:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:58:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:59:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 10:00:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 10:00:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:12:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:13:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:14:22 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-16 11:15:14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:15:39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:16:07 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-16 11:17:20 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:17:48 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:19:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 11:19:53 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 12:02:36 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 12:08:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 12:12:11 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-17 09:24:48 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-17 09:26:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-17 09:27:13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-17 09:27:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-17 09:28:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-17 09:29:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-17 09:30:43 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-17 09:31:23 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-17 09:31:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:40:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:41:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:42:24 0.00000000 0.00000000 0.00000000 0.25000000 0.00000000
## 2022-08-19 14:43:06 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:43:30 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:44:03 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-19 14:45:32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:46:13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:46:53 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:47:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:47:56 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:48:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:49:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:49:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:51:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:52:41 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-19 14:53:52 0.00000000 0.00000000 0.00000000 0.25000000 0.00000000
## 2022-08-20 08:42:31 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:43:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:43:32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:44:04 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:44:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:44:52 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:45:16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:45:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-20 08:46:04 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 13:34:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 13:44:27 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-22 15:20:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 15:45:33 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 16:25:02 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 16:26:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 16:27:49 0.00000000 0.25000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 16:29:07 0.00000000 0.00000000 0.00000000 0.25000000 0.00000000
## 2022-08-22 16:29:32 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-22 16:30:00 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-22 17:40:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-23 10:05:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:19:19 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-24 10:20:08 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:20:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:22:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:24:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:25:35 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-24 10:26:18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:54:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:55:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:56:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:58:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:58:37 0.00000000 0.25000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:59:36 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 11:00:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 11:01:19 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-24 11:02:19 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 15:58:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 17:48:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 17:58:41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 18:00:08 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 18:03:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:32:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:32:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:34:05 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-25 09:34:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:35:36 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:36:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:36:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 11:28:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 11:43:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 15:17:16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 15:35:34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 11:52:10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 13:23:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 13:30:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 14:56:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:20:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:20:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:21:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:22:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:22:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:25:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 16:08:40 0.00000000 0.00000000 0.00000000 0.00000000 0.10000000
## 2022-08-26 16:20:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:02:50 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:07:45 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:08:39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:09:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:10:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:11:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:11:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:12:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:16:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:17:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:18:25 0.00000000 0.25000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 12:15:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 09:54:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 09:55:39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:05:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:07:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:16:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:18:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 17:15:27 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-29 17:34:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:04:46 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:06:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:07:33 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:09:20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:10:59 0.00000000 0.00000000 0.09090909 0.00000000 0.00000000
## 2022-08-30 10:11:48 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:12:49 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:56 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:15:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:10 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:17:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 15:07:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:00:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:05:21 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:28:42 0.05555556 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:25:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:27:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:30:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 13:49:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:49:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:55:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##
## 9 10 11 12 13
## 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 13:59:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 16:36:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:26:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:28:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 15:25:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-24 10:25:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:26:18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:54:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-24 10:58:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 10:59:36 0.00000000 0.12500000 0.00000000 0.00000000 0.00000000
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## 2022-08-24 11:02:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 15:58:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 17:48:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-24 18:00:08 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-24 18:03:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:32:22 0.00000000 0.12500000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:32:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:34:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:34:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:35:36 0.16666667 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:36:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:36:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 11:28:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 11:43:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 15:17:16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 15:35:34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 11:52:10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 13:23:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 13:30:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 14:56:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:20:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:20:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:21:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:22:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:22:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 15:25:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 16:08:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-26 16:20:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:02:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:07:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:08:39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:09:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:10:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:11:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:11:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:12:15 0.00000000 0.00000000 0.00000000 0.25000000 0.00000000
## 2022-08-27 09:16:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:17:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:18:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 12:15:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 09:54:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 09:55:39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:05:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:07:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:16:55 0.00000000 0.12500000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:18:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 17:15:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 17:34:57 0.16666667 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:04:46 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:06:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:07:33 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:09:20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:10:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:11:48 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:12:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:56 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:15:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:59 0.00000000 0.12500000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:17:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 15:07:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:00:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:05:21 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:28:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:25:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:45 0.16666667 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:27:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:30:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 13:49:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:49:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:55:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##
## 14 15 16 18 19
## 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 13:59:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 16:36:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:26:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:28:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 15:25:28 0.00000000 0.33333333 0.00000000 0.00000000 0.00000000
## 2022-08-02 16:05:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 16:10:02 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:13:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:13:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:15:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:51 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 14:06:11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 14:08:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 15:29:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 16:21:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:35:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:36:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:37:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:37:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 16:41:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 16:50:43 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:30:02 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:30:25 0.00000000 0.00000000 0.50000000 0.00000000 0.00000000
## 2022-08-05 10:31:11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:31:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 16:38:00 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 18:58:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-27 09:12:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-27 12:15:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-29 09:55:39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:05:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:07:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:16:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:18:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 17:15:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 17:34:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-30 10:09:20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:10:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:11:48 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:12:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:56 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:15:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:17:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 15:07:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:00:24 0.00000000 0.00000000 0.00000000 0.00000000 0.50000000
## 2022-08-30 16:05:21 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:28:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:25:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:27:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:30:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 13:49:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:49:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:55:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##
## 20 24 28 31 36
## 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 13:59:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 16:36:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:26:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:28:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 15:25:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-02 16:10:02 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-03 12:13:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:15:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:51 0.20000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 14:06:11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-04 09:35:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:36:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:37:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-05 16:38:00 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 18:58:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-08 10:04:58 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 10:12:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-09 09:38:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:38:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:38:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:39:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:09:13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-10 10:12:24 0.00000000 0.00000000 0.00000000 0.00000000 0.50000000
## 2022-08-10 10:12:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:14:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:16:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 18:32:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-25 09:34:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-25 09:34:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-25 11:28:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-26 15:25:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-27 09:11:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:11:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 09:12:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-27 09:18:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-27 12:15:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-29 09:55:39 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:05:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:07:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:16:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 10:18:27 0.20000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 17:15:27 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-29 17:34:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-30 10:06:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:07:33 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:09:20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:10:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:11:48 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:12:49 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:13:56 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:15:05 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:10 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:17:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 15:07:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:00:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:05:21 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 16:28:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:25:55 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:27:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:30:07 0.00000000 0.00000000 0.00000000 1.00000000 0.00000000
## 2022-08-31 13:49:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:49:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:55:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##
## 40 43 48 51 56
## 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 13:59:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-01 16:36:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:26:44 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 13:28:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 15:25:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 16:05:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-02 16:10:02 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:13:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:13:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:14:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:15:37 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:16:51 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 12:17:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 14:06:11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 14:08:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 15:29:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-03 16:21:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:35:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:36:03 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:37:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 09:37:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 16:41:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-04 16:50:43 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:30:02 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:30:25 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:31:11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 10:31:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 16:38:00 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 18:58:23 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-05 19:01:34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:35:25 0.00000000 1.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:40:20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:40:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:41:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:41:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 09:41:38 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-06 13:30:19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 10:04:58 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 10:12:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 10:13:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-08 14:21:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:37:32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:38:01 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:38:22 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:38:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-09 09:39:09 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:09:13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:09:51 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:10:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:10:41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:11:04 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:11:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:12:24 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:12:57 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:14:28 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 10:16:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 18:32:47 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 18:39:26 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-10 19:19:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-11 16:49:58 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-11 16:50:54 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-11 16:52:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 13:27:35 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 14:43:42 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:01:07 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:34:59 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:35:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:35:51 0.00000000 0.00000000 1.00000000 0.00000000 0.00000000
## 2022-08-12 19:36:34 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:37:50 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:38:15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:39:13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:40:41 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-12 19:41:36 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 11:34:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 13:28:16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 13:31:32 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-13 13:41:18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-15 12:58:17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 13:00:12 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 13:06:40 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 13:11:29 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-15 15:21:45 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-16 09:10:11 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
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##
## 60 80 96 1674.0016
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## 2022-08-30 10:16:10 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-30 10:16:59 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-30 16:28:42 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:25:55 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:24 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:26:45 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:27:12 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:23 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:28:44 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 09:30:07 0.00000000 0.00000000 0.00000000 0.00000000
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## 2022-08-31 14:49:25 0.00000000 0.00000000 0.00000000 0.00000000
## 2022-08-31 14:55:40 0.00000000 0.00000000 0.00000000 0.00000000Gráficos de datos cualitativos y cuantitativos
Cualitativa
bd2 <- table(bd1$Ubicación.de.origen)
bd2 <- prop.table(bd2)
bd2##
## SAB/Calidad/Entrega de PT SAB/Post-Production
## 0.003984064 0.231075697 0.051792829
## SAB/Pre-Production
## 0.713147410barplot(bd2, xlab='Ubicacion de origen',
ylab='Frecuencia', las=3, col = "green")
Observación: La ubicación de origen por tenencia es la de Sab/Pre-Production
Cuantitativa
Gráfica de Disperción
library(ggplot2)##
## Attaching package: 'ggplot2'## The following object is masked from 'package:epiDisplay':
##
## alphaggplot(bd1, aes(x=Fecha , y=Cantidad)) +
geom_point(shape=18, size=5) + labs(title = "Relación entre fecha y cantidad",caption ="FORM Merma",x="Fecha", y="Cantidad") + theme_classic()
# Gráfica de disperción
#plot(x = bd1$Fecha, y = bd1$Cantidad, main = "Grafica Dispersión", xlab = "Fecha", ylab = "Cabtidad", las=3)Gráfica de disperción de la relación entre la ubicacion de origen y la cantidad producida
library(ggplot2)
ggplot(bd1, aes(x=Ubicación.de.origen , y=Cantidad)) +
geom_point(shape=18, size=5) + labs(title = "Relación entre fecha y cantidad",caption ="FORM Scrap",x="Ubicación de origen", y="Cantidad") + theme_classic()
Reflexiones
Primeramente, se estableció un analisis inicial, para conocer la base
de datos proveniente directamente de FORM, para posteriormente comenzar
a clasificar las variables de la base de datos inicial. Inicialmente se
comenzó con 8 variables, sin embargo se decidió eliminar 5 de ellas para
generar una nueva base de datos que tenga contenido relevante en función
del análisis deseado. Posteriormente, se emplearon 2 métodos de
limpieza; primeramente se reemplazaron los NA’s con 0s en la base de
datos, con la finalidad de que fueran considerados como datos numéricos
y no tener problemas con la creación de plots. En segunda instancia,
como se mencionó anteriormente, se escogió la técnica de limpieza de
eliminar variables que no tienen alta relevancia para el estudio, por lo
que se efectuó dicha técnica. Adicionalmente, con la función de
data.frame y knitr se logró generar una tabla que resumiera las 3 inputs
que resultara en la clasificación de los tipos de variables y sus
respectivos escalas de medición. Eventualmente, se optó por desarrollar
una tabla de frecuencia y una serie de gráficas cualitativas y
cuantitativas, con las cuales podemos llegar a los siguientes
hallazgos:
- La ubicación de origen donde se producen estos sraps ds
SAB/Pre-Production, lo cual se infiere que probablemente es un
Cedi.
- De acuerdo al grafico de disperción de “Relación entre fecha y
cantidad” existen dos instancias del mes donde hay mayor producción de
estos residuos, es decir, cada dos semanas se generan más
scraps los cuales en su mayoría son transladados al cedi de
SAB/Pre-Production
- En la gráfica cualitativa de ubicación de origen, se corrobora la
teoría de que existe uno de los sitios donde se genera y/o almacena más
de este scrap
Propuesta
Dado el proceso seguido y los 3 hallazgos más destacados, se propone
lo siguiente: ++ Dada la existencia de un centro de Form donde se
produce y/o acumula más de este scrap, es importante considerar
dos caminos dependiendo de las necesidades de FORM. Primeramente, un
camino a tomar es utilizar la ubicación de origen como un centro de
scrap donde toda esta materia se almacene en dicho lugar a
nivel global.
Otro camino a tomar, es que al existir 3 sitios aptos para producir y
almacenar este scrap se propone con sustento repartir de una
manera más equitativa la distribución de esta materia en los demás
puntos geográficas con la finalidad de optimizar el espacio dentro. Por
la contraparte, los costos que esto generaría sería el de transporte y
logistica; sin embargo se considera que de ser un tema de espacio, se
tome en cuenta la segunda opcón; si es por presupuesto, tomar la primera
opción de acumular en un solo lugar.
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dGUsIGNvbiBsYSBmdW5jacOzbiBkZSBkYXRhLmZyYW1lIHkga25pdHIgc2UgbG9ncsOzIGdlbmVyYXIgdW5hIHRhYmxhIHF1ZSByZXN1bWllcmEgbGFzIDMgaW5wdXRzIHF1ZSByZXN1bHRhcmEgZW4gbGEgY2xhc2lmaWNhY2nDs24gZGUgbG9zIHRpcG9zIGRlIHZhcmlhYmxlcyB5IHN1cyByZXNwZWN0aXZvcyBlc2NhbGFzIGRlIG1lZGljacOzbi4KRXZlbnR1YWxtZW50ZSwgc2Ugb3B0w7MgcG9yIGRlc2Fycm9sbGFyIHVuYSB0YWJsYSBkZSBmcmVjdWVuY2lhIHkgdW5hIHNlcmllIGRlIGdyw6FmaWNhcyBjdWFsaXRhdGl2YXMgeSBjdWFudGl0YXRpdmFzLCBjb24gbGFzIGN1YWxlcyBwb2RlbW9zIGxsZWdhciBhIGxvcyBzaWd1aWVudGVzIGhhbGxhemdvczogIAotIExhIHViaWNhY2nDs24gZGUgb3JpZ2VuIGRvbmRlIHNlIHByb2R1Y2VuIGVzdG9zICpzcmFwcyogZHMgU0FCL1ByZS1Qcm9kdWN0aW9uLCBsbyBjdWFsIHNlIGluZmllcmUgcXVlIHByb2JhYmxlbWVudGUgZXMgdW4gQ2VkaS4gICAgCi0gRGUgYWN1ZXJkbyBhbCBncmFmaWNvIGRlIGRpc3BlcmNpw7NuIGRlICJSZWxhY2nDs24gZW50cmUgZmVjaGEgeSBjYW50aWRhZCIgZXhpc3RlbiBkb3MgaW5zdGFuY2lhcyBkZWwgbWVzIGRvbmRlIGhheSBtYXlvciBwcm9kdWNjacOzbiBkZSBlc3RvcyByZXNpZHVvcywgZXMgZGVjaXIsIGNhZGEgZG9zIHNlbWFuYXMgc2UgZ2VuZXJhbiBtw6FzICpzY3JhcHMqIGxvcyBjdWFsZXMgZW4gc3UgbWF5b3LDrWEgc29uIHRyYW5zbGFkYWRvcyBhbCBjZWRpIGRlIFNBQi9QcmUtUHJvZHVjdGlvbiAgICAKLSBFbiBsYSBncsOhZmljYSBjdWFsaXRhdGl2YSBkZSB1YmljYWNpw7NuIGRlIG9yaWdlbiwgc2UgY29ycm9ib3JhIGxhIHRlb3LDrWEgZGUgcXVlIGV4aXN0ZSB1bm8gZGUgbG9zIHNpdGlvcyBkb25kZSBzZSBnZW5lcmEgeS9vIGFsbWFjZW5hIG3DoXMgZGUgZXN0ZSAqc2NyYXAqICAgCgojIFByb3B1ZXN0YSAgCkRhZG8gZWwgcHJvY2VzbyBzZWd1aWRvIHkgbG9zIDMgaGFsbGF6Z29zIG3DoXMgZGVzdGFjYWRvcywgc2UgcHJvcG9uZSBsbyBzaWd1aWVudGU6ICArKwpEYWRhIGxhIGV4aXN0ZW5jaWEgZGUgdW4gY2VudHJvIGRlIEZvcm0gZG9uZGUgc2UgcHJvZHVjZSB5L28gYWN1bXVsYSBtw6FzIGRlIGVzdGUgKnNjcmFwKiwgZXMgaW1wb3J0YW50ZSBjb25zaWRlcmFyIGRvcyBjYW1pbm9zIGRlcGVuZGllbmRvIGRlIGxhcyBuZWNlc2lkYWRlcyBkZSBGT1JNLiBQcmltZXJhbWVudGUsIHVuIGNhbWlubyBhIHRvbWFyIGVzIHV0aWxpemFyIGxhIHViaWNhY2nDs24gZGUgb3JpZ2VuIGNvbW8gdW4gY2VudHJvIGRlICpzY3JhcCogZG9uZGUgdG9kYSBlc3RhIG1hdGVyaWEgc2UgYWxtYWNlbmUgZW4gZGljaG8gbHVnYXIgYSBuaXZlbCBnbG9iYWwuICAKT3RybyBjYW1pbm8gYSB0b21hciwgZXMgcXVlIGFsIGV4aXN0aXIgMyBzaXRpb3MgYXB0b3MgcGFyYSBwcm9kdWNpciB5IGFsbWFjZW5hciBlc3RlICpzY3JhcCogc2UgcHJvcG9uZSBjb24gc3VzdGVudG8gcmVwYXJ0aXIgZGUgdW5hIG1hbmVyYSBtw6FzIGVxdWl0YXRpdmEgbGEgZGlzdHJpYnVjacOzbiBkZSBlc3RhIG1hdGVyaWEgZW4gbG9zIGRlbcOhcyBwdW50b3MgZ2VvZ3LDoWZpY2FzIGNvbiBsYSBmaW5hbGlkYWQgZGUgb3B0aW1pemFyIGVsIGVzcGFjaW8gZGVudHJvLiBQb3IgbGEgY29udHJhcGFydGUsIGxvcyBjb3N0b3MgcXVlIGVzdG8gZ2VuZXJhcsOtYSBzZXLDrWEgZWwgZGUgdHJhbnNwb3J0ZSB5IGxvZ2lzdGljYTsgc2luIGVtYmFyZ28gc2UgY29uc2lkZXJhIHF1ZSBkZSBzZXIgdW4gdGVtYSBkZSBlc3BhY2lvLCBzZSB0b21lIGVuIGN1ZW50YSBsYSBzZWd1bmRhIG9wY8Ozbjsgc2kgZXMgcG9yIHByZXN1cHVlc3RvLCB0b21hciBsYSBwcmltZXJhIG9wY2nDs24gZGUgYWN1bXVsYXIgZW4gdW4gc29sbyBsdWdhci4gCg==