Teoría: Agrupamiento no jerárquico (Kvecinos)

Objetos:
A1 (2,10)
A2 (2,5)
A3 (8,4)
A4 (5,8)
A5 (7,5)
A6 (6,4)

A7 (1,2)
A8 (4,9)



  • Paso 1. Determinar el número de grupos o clusters = 3.

  • Paso 2. Seleccionar aleatoriamente los centrodides (seed).
    C1= A1, C2=A4, C3=A7.

  • Paso 3. Asignar cada objeto al centoride más cercano.
    \[d = \sqrt{(x_2 - x_1)^2 + (y_2 - y_1)^2 + (z_2 - z_1)^2}\]

  • Paso 4. Actualizar posición de centroides con la posición promedio de los objetos pertenecientes a dicho grupo o cluster.

1. Crear base de datos

df <- data.frame(x=c(2,2,8,5,7,6,1,4),
                 y=c(10,5,4,8,5,4,2,9))

2. Determinar el número de grupos

grupos <- 3

3. Realizar la clasificación

segmentos <- kmeans(df,grupos)
segmentos
## K-means clustering with 3 clusters of sizes 2, 3, 3
## 
## Cluster means:
##          x        y
## 1 1.500000 3.500000
## 2 7.000000 4.333333
## 3 3.666667 9.000000
## 
## Clustering vector:
## [1] 3 1 2 3 2 2 1 3
## 
## Within cluster sum of squares by cluster:
## [1] 5.000000 2.666667 6.666667
##  (between_SS / total_SS =  85.8 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"     "tot.withinss"
## [6] "betweenss"    "size"         "iter"         "ifault"

4. Revisar asignación de grupos

asignacion <- cbind(df, cluster=segmentos$cluster)
asignacion
##   x  y cluster
## 1 2 10       3
## 2 2  5       1
## 3 8  4       2
## 4 5  8       3
## 5 7  5       2
## 6 6  4       2
## 7 1  2       1
## 8 4  9       3

5. Graficar resultados

library(ggplot2)
library(factoextra)


fviz_cluster(segmentos, data=df,
             palette=c("red", "blue", "darkgreen"),
             ellipse.type = "euclid",
             star.plot=T,
             repel = T,
             ggtheme = theme()
             )

6. Optimizar cantidad de grupos

library(cluster)
library(data.table)

set.seed(123)
optimizacion <- clusGap(df, FUN=kmeans, nstart=1, K.max = 7)
plot(optimizacion, xlab="Número de clusters k")

OBSERVACIONES: El punto más alto de la gráfica indica la cantidad de grupos óptimo en el que se pueden clasificar los datos

Ejercicio Ventas

1. Importar la base de datos y librerías

library(dplyr)
library(readr)

bd <-read.csv("~/Library/Mobile Documents/com~apple~CloudDocs/1. TEC /7 sem/M4_Raul /ventas.csv")

2. Conocer la base de datos

summary(bd)
##     BillNo            Itemname            Quantity            Date          
##  Length:522064      Length:522064      Min.   :-9600.00   Length:522064     
##  Class :character   Class :character   1st Qu.:    1.00   Class :character  
##  Mode  :character   Mode  :character   Median :    3.00   Mode  :character  
##                                        Mean   :   10.09                     
##                                        3rd Qu.:   10.00                     
##                                        Max.   :80995.00                     
##                                                                             
##      Hour               Price              CustomerID       Country         
##  Length:522064      Min.   :-11062.060   Min.   :12346    Length:522064     
##  Class :character   1st Qu.:     1.250   1st Qu.:13950    Class :character  
##  Mode  :character   Median :     2.080   Median :15265    Mode  :character  
##                     Mean   :     3.827   Mean   :15317                      
##                     3rd Qu.:     4.130   3rd Qu.:16837                      
##                     Max.   : 13541.330   Max.   :18287                      
##                                          NA's   :134041                     
##      Total          
##  Min.   :-11062.06  
##  1st Qu.:     3.75  
##  Median :     9.78  
##  Mean   :    19.69  
##  3rd Qu.:    17.40  
##  Max.   :168469.60  
## 

2.1 Revisar las observaciones de las variables

result <- count(bd, BillNo, sort = TRUE)
head(result, 10)
##    BillNo    n
## 1  573585 1114
## 2  581219  749
## 3  581492  731
## 4  580729  721
## 5  558475  705
## 6  579777  687
## 7  581217  676
## 8  537434  675
## 9  580730  662
## 10 538071  652
result <- count(bd, Itemname, sort = TRUE)
head(result, 10)
##                              Itemname    n
## 1  WHITE HANGING HEART T-LIGHT HOLDER 2269
## 2             JUMBO BAG RED RETROSPOT 2087
## 3            REGENCY CAKESTAND 3 TIER 1930
## 4                       PARTY BUNTING 1677
## 5             LUNCH BAG RED RETROSPOT 1570
## 6       ASSORTED COLOUR BIRD ORNAMENT 1465
## 7                                     1455
## 8    SET OF 3 CAKE TINS PANTRY DESIGN 1360
## 9     PACK OF 72 RETROSPOT CAKE CASES 1328
## 10            LUNCH BAG  BLACK SKULL  1315
result <- count(bd, Date, sort = TRUE)
head(result, 10)
##          Date    n
## 1  05/12/2011 5272
## 2  08/12/2011 4801
## 3  29/11/2011 4291
## 4  16/11/2011 4113
## 5  11/11/2011 3990
## 6  08/11/2011 3980
## 7  22/11/2011 3828
## 8  06/12/2010 3793
## 9  24/11/2011 3704
## 10 23/11/2011 3557
result <- count(bd, Hour, sort = TRUE)
head(result, 10)
##        Hour    n
## 1  15:56:00 2622
## 2  14:41:00 2547
## 3  16:14:00 2345
## 4  15:17:00 2320
## 5  14:09:00 2163
## 6  15:27:00 2079
## 7  13:35:00 2062
## 8  15:34:00 2044
## 9  15:54:00 1929
## 10 12:16:00 1916
result <- count(bd, Country, sort = TRUE)
head(result, 10)
##           Country      n
## 1  United Kingdom 487622
## 2         Germany   9042
## 3          France   8408
## 4           Spain   2485
## 5     Netherlands   2363
## 6         Belgium   2031
## 7     Switzerland   1967
## 8        Portugal   1501
## 9       Australia   1185
## 10         Norway   1072

OBSERVACIONES:
1. Tenemos cantidades, precios y totales negativos.
2. Fecha y hora no tienen formato adecuado.
3. Tenemos NA´s en CustomerID.


3. Limpiar la base de datos

# ¿Cu'antos NA tengo en la base de datos?
sum(is.na(bd))
## [1] 134041
# ¿Cuántos NA tengo por variable?
sapply(bd, function(x) sum(is.na(x)))
##     BillNo   Itemname   Quantity       Date       Hour      Price CustomerID 
##          0          0          0          0          0          0     134041 
##    Country      Total 
##          0          0
# Eliminar NA´s
bd <- na.omit(bd)

# Eliminar totales negativos
bd <- bd[bd$Total >0,]

# Identificar outliers
boxplot(bd$Total, horizontal = TRUE)

# Obtener cantidad de visitas por cliente
visitas<-group_by(bd,CustomerID) %>% summarise(visitas=n_distinct(BillNo))
#Obtener el total por ticket_promedio)
ticket_promedio <- aggregate(Total ~ CustomerID + BillNo, data=bd, sum)
# Obtener ticket promedio
ticket_promedio <- aggregate(Total ~ CustomerID, data=ticket_promedio, mean)
# Juntar las tablas visitas y ticket promedio
objetos <- merge(visitas, ticket_promedio, by="CustomerID")
# LLAMAR A LOS RENGLONES COMO CUSTOMERid
rownames(objetos)<- objetos$CustomerID
# Eliminar columna de CustomerID
objetos <- subset(objetos, select=-c(CustomerID))
# Eliminar los datos fuera de lo normal

# Los datos feura de lo normal están fuera de los sigueitnes límites:
# Límite Inferior = Q1 - 1.5*IQR
# Límite Superior = Q3 + 1.5*IQR
# Q1: Cuartil 1, Q3: Cuartil 3, IQR = Rango Intercuartil

# Columna Visitas
IQR_V <- IQR(objetos$visitas)
IQR_V
## [1] 4
summary(objetos)
##     visitas            Total         
##  Min.   :  1.000   Min.   :    3.45  
##  1st Qu.:  1.000   1st Qu.:  178.30  
##  Median :  2.000   Median :  292.00  
##  Mean   :  4.227   Mean   :  415.62  
##  3rd Qu.:  5.000   3rd Qu.:  426.63  
##  Max.   :209.000   Max.   :84236.25
LI_V <- 1-1.5*IQR_V
LI_V
## [1] -5
LS_V <- 5+1.5*IQR_V

objetos <- objetos[objetos$visitas<=11,]

#Columna ticket promedio
colnames(objetos)<-c("Visitas", "TicketPromedio")
IQR_TP <- IQR(objetos$TicketPromedio)
IQR_TP
## [1] 243.3733
LI_TP <- 178.30 - 1.5*IQR_TP
LI_TP
## [1] -186.76
LS_TP <- 426.63 + 1.5*IQR_TP
LS_TP
## [1] 791.69
#ELIMINAR COLUMNAS CON OUTLIER DESPUES DE VER LOS LI Y LS 

objetos <- objetos[objetos$TicketPromedio <=791.69,]
summary(objetos)
##     Visitas      TicketPromedio  
##  Min.   : 1.00   Min.   :  3.45  
##  1st Qu.: 1.00   1st Qu.:168.62  
##  Median : 2.00   Median :267.00  
##  Mean   : 2.97   Mean   :293.32  
##  3rd Qu.: 4.00   3rd Qu.:383.98  
##  Max.   :11.00   Max.   :789.56

4. Crear la base de datos

df <- objetos

5. Determinar el numero de grupos

grupos <- 4

6. Realizar la clasificación

segmentos <- kmeans(df,grupos)
segmentos
## K-means clustering with 4 clusters of sizes 316, 737, 1232, 1479
## 
## Cluster means:
##    Visitas TicketPromedio
## 1 3.202532       647.3375
## 2 3.348711       440.4848
## 3 3.169643       292.2984
## 4 2.565923       145.2111
## 
## Clustering vector:
## 12347 12350 12352 12353 12355 12358 12361 12362 12363 12364 12370 12373 12374 
##     1     3     3     4     2     1     4     2     3     3     3     3     1 
## 12379 12380 12381 12383 12384 12386 12388 12390 12393 12394 12399 12401 12402 
##     2     1     2     2     3     4     2     1     2     2     3     4     3 
## 12407 12408 12410 12413 12414 12417 12418 12421 12422 12423 12425 12426 12427 
##     3     1     3     3     4     2     1     4     3     3     1     1     3 
## 12429 12430 12434 12436 12441 12442 12445 12447 12448 12450 12452 12453 12455 
##     2     3     2     2     4     4     4     2     2     4     4     1     4 
## 12457 12458 12461 12462 12463 12464 12465 12468 12473 12475 12476 12478 12479 
##     2     2     2     1     3     4     2     3     1     1     1     1     2 
## 12481 12483 12484 12488 12489 12490 12491 12492 12493 12494 12498 12500 12502 
##     1     3     1     2     3     2     2     4     4     4     4     2     1 
## 12504 12506 12507 12508 12509 12510 12512 12513 12515 12516 12517 12518 12519 
##     3     4     2     4     4     2     4     1     2     1     2     2     3 
## 12520 12521 12522 12523 12524 12526 12527 12528 12530 12531 12532 12535 12538 
##     2     1     4     4     1     2     4     3     2     4     3     3     3 
## 12541 12544 12545 12546 12547 12548 12551 12552 12553 12556 12558 12559 12560 
##     3     2     2     1     4     4     4     3     2     3     3     3     1 
## 12561 12562 12564 12565 12566 12571 12572 12573 12574 12576 12577 12579 12580 
##     3     2     2     4     3     3     2     4     4     3     3     2     2 
## 12581 12584 12586 12589 12591 12592 12593 12594 12596 12598 12599 12600 12601 
##     4     3     4     3     2     3     4     3     3     2     4     3     4 
## 12602 12603 12604 12609 12610 12612 12613 12614 12615 12616 12617 12618 12619 
##     4     1     4     2     2     1     1     3     1     3     3     4     2 
## 12620 12622 12623 12624 12626 12627 12628 12633 12637 12638 12639 12640 12641 
##     2     4     3     3     1     1     3     2     1     1     2     2     4 
## 12642 12643 12644 12645 12646 12648 12649 12650 12651 12654 12657 12658 12659 
##     3     1     2     2     1     3     4     3     4     4     2     1     4 
## 12660 12662 12665 12670 12672 12673 12674 12676 12679 12680 12684 12685 12686 
##     3     3     4     1     3     3     2     3     3     4     3     2     4 
## 12689 12690 12691 12693 12694 12695 12697 12701 12702 12703 12705 12707 12708 
##     1     2     4     4     2     4     3     2     3     3     1     1     3 
## 12710 12715 12716 12717 12718 12719 12721 12722 12723 12724 12725 12726 12727 
##     2     3     2     2     3     3     2     3     4     3     2     2     1 
## 12728 12729 12732 12733 12734 12735 12736 12738 12739 12740 12743 12747 12750 
##     4     2     3     2     4     2     3     4     2     2     3     2     3 
## 12756 12759 12763 12775 12778 12779 12782 12783 12784 12785 12787 12789 12790 
##     4     2     3     3     4     2     2     2     3     3     4     4     3 
## 12791 12792 12793 12794 12795 12797 12802 12808 12809 12811 12812 12814 12815 
##     4     2     3     2     2     3     2     4     2     4     3     4     2 
## 12816 12817 12820 12821 12822 12823 12824 12826 12827 12828 12829 12831 12832 
##     3     4     3     4     2     3     2     4     4     4     4     4     4 
## 12833 12834 12836 12837 12838 12840 12842 12843 12844 12845 12849 12851 12852 
##     2     3     1     4     3     1     1     4     4     4     2     4     3 
## 12853 12854 12855 12856 12857 12863 12864 12865 12866 12867 12868 12871 12872 
##     3     2     4     3     1     2     4     1     1     1     3     4     3 
## 12873 12875 12878 12879 12881 12882 12883 12884 12885 12886 12888 12890 12891 
##     2     4     2     4     3     1     4     3     2     1     4     2     4 
## 12893 12895 12897 12902 12904 12906 12908 12909 12910 12912 12913 12915 12916 
##     4     4     4     4     3     1     2     2     2     3     2     4     1 
## 12917 12919 12920 12922 12923 12924 12925 12928 12929 12930 12933 12935 12936 
##     1     3     4     2     4     3     3     2     4     4     4     3     3 
## 12937 12938 12940 12942 12944 12945 12947 12948 12949 12950 12951 12952 12953 
##     2     4     2     3     3     2     3     3     2     1     4     3     3 
## 12955 12956 12957 12962 12963 12965 12966 12968 12970 12974 12976 12977 12981 
##     2     4     2     4     3     1     4     4     4     4     1     4     4 
## 12982 12984 12985 12987 12988 12990 12991 12993 12994 12995 12997 12999 13000 
##     2     4     1     3     2     4     3     4     3     4     3     4     4 
## 13002 13003 13005 13006 13008 13011 13012 13014 13015 13016 13017 13021 13023 
##     4     4     3     4     3     4     4     3     1     3     4     3     3 
## 13026 13028 13029 13030 13032 13033 13034 13035 13037 13038 13040 13043 13044 
##     4     3     2     2     2     4     3     2     3     3     3     2     1 
## 13045 13046 13047 13048 13049 13052 13055 13058 13059 13060 13061 13062 13064 
##     3     3     3     2     3     3     2     4     4     3     3     3     3 
## 13065 13066 13067 13068 13070 13072 13077 13079 13080 13082 13083 13085 13091 
##     4     3     4     4     3     4     4     4     4     2     4     4     3 
## 13092 13095 13097 13099 13101 13103 13104 13106 13107 13108 13109 13110 13115 
##     4     4     1     4     4     3     4     4     2     3     2     4     1 
## 13116 13117 13118 13120 13121 13122 13126 13127 13130 13131 13132 13133 13134 
##     2     4     3     4     3     2     3     3     4     3     4     4     2 
## 13136 13137 13138 13139 13140 13141 13142 13144 13145 13146 13147 13149 13153 
##     2     2     4     1     4     2     3     4     4     3     4     2     2 
## 13155 13157 13158 13159 13160 13161 13162 13165 13166 13167 13168 13169 13170 
##     3     2     3     3     4     4     2     2     2     4     3     3     4 
## 13171 13173 13176 13177 13178 13182 13183 13184 13185 13186 13187 13188 13189 
##     4     4     2     3     2     4     2     4     4     2     3     4     4 
## 13192 13193 13194 13196 13198 13200 13203 13207 13208 13209 13210 13211 13212 
##     2     4     4     2     1     4     4     4     4     1     3     2     3 
## 13213 13216 13217 13218 13220 13221 13223 13226 13227 13228 13229 13232 13233 
##     3     3     4     4     4     2     4     4     3     3     4     4     3 
## 13236 13238 13239 13240 13242 13243 13244 13245 13246 13247 13248 13249 13253 
##     2     4     3     4     4     1     4     2     3     4     3     3     2 
## 13255 13258 13259 13260 13261 13262 13265 13268 13270 13271 13272 13273 13276 
##     4     3     3     1     2     4     2     3     1     4     4     4     3 
## 13277 13278 13279 13280 13282 13283 13284 13285 13291 13292 13294 13295 13296 
##     4     2     4     3     2     4     4     1     3     3     2     4     4 
## 13297 13298 13299 13300 13301 13302 13304 13305 13307 13308 13309 13310 13311 
##     2     3     4     2     4     4     3     4     4     2     3     2     3 
## 13313 13314 13317 13318 13320 13321 13322 13323 13324 13325 13327 13329 13330 
##     3     3     2     4     2     3     4     4     1     1     2     2     2 
## 13332 13338 13341 13343 13345 13347 13348 13349 13350 13351 13352 13354 13355 
##     3     2     1     3     2     3     3     3     2     2     2     1     1 
## 13356 13357 13358 13359 13362 13363 13364 13366 13368 13369 13370 13372 13375 
##     1     1     2     2     1     2     4     4     3     3     1     2     1 
## 13376 13379 13381 13382 13384 13385 13388 13389 13390 13391 13394 13395 13396 
##     3     4     1     3     1     2     3     3     1     4     3     3     1 
## 13397 13398 13402 13403 13404 13405 13410 13411 13414 13416 13417 13419 13420 
##     3     2     3     4     4     4     4     4     2     3     3     3     4 
## 13425 13426 13427 13428 13429 13430 13431 13434 13435 13436 13437 13439 13441 
##     2     3     4     4     3     3     1     3     1     4     2     3     3 
## 13447 13448 13449 13450 13451 13452 13453 13455 13456 13460 13461 13462 13464 
##     2     1     3     3     1     3     4     2     3     4     2     4     1 
## 13466 13467 13470 13471 13473 13474 13475 13476 13477 13479 13481 13482 13483 
##     3     2     4     1     4     3     3     1     3     4     3     4     4 
## 13484 13485 13486 13487 13489 13491 13492 13493 13494 13495 13496 13497 13499 
##     3     2     2     4     4     4     2     3     3     2     3     4     3 
## 13500 13502 13503 13504 13506 13507 13508 13509 13510 13512 13513 13514 13515 
##     2     4     4     3     3     1     4     4     2     3     4     4     3 
## 13516 13517 13518 13519 13520 13521 13522 13524 13525 13527 13529 13531 13532 
##     2     1     1     4     1     3     4     4     3     3     4     3     4 
## 13533 13536 13538 13539 13544 13546 13548 13549 13551 13557 13558 13560 13561 
##     4     2     4     4     4     4     3     4     4     3     4     4     4 
## 13562 13563 13564 13565 13566 13568 13569 13570 13573 13575 13577 13579 13581 
##     1     2     1     4     2     4     4     3     4     4     2     3     4 
## 13583 13584 13587 13588 13589 13590 13591 13592 13593 13594 13596 13598 13600 
##     1     4     1     3     4     3     2     4     2     2     3     4     3 
## 13601 13602 13603 13606 13607 13610 13611 13614 13615 13617 13618 13621 13623 
##     3     2     4     4     1     4     2     2     2     4     4     4     4 
## 13626 13627 13629 13630 13631 13632 13634 13636 13637 13638 13642 13643 13644 
##     3     3     1     3     3     2     3     4     3     4     3     4     1 
## 13645 13647 13649 13650 13651 13652 13654 13655 13656 13657 13658 13659 13662 
##     3     2     4     3     4     3     2     2     4     4     2     1     3 
## 13663 13666 13667 13669 13670 13672 13673 13675 13678 13681 13682 13684 13685 
##     4     4     3     4     3     4     4     3     3     4     4     4     2 
## 13686 13690 13692 13697 13699 13700 13703 13704 13705 13706 13707 13708 13710 
##     4     4     2     4     3     3     4     3     3     3     2     3     4 
## 13711 13712 13715 13716 13717 13718 13719 13720 13721 13723 13725 13726 13727 
##     4     3     4     4     3     4     4     4     2     4     3     2     4 
## 13728 13730 13731 13732 13735 13736 13737 13739 13740 13741 13743 13744 13745 
##     4     2     3     2     1     3     3     4     3     3     4     1     3 
## 13747 13748 13750 13751 13752 13753 13754 13755 13758 13759 13760 13761 13762 
##     4     4     3     3     4     1     4     3     2     3     4     2     3 
## 13764 13769 13771 13772 13774 13778 13780 13781 13782 13784 13786 13787 13790 
##     2     3     1     2     3     4     4     4     4     3     3     4     3 
## 13791 13792 13799 13800 13801 13803 13804 13805 13806 13807 13808 13810 13811 
##     1     4     3     1     3     3     2     2     3     4     3     2     3 
## 13812 13813 13814 13816 13817 13819 13821 13822 13823 13824 13826 13827 13828 
##     4     3     1     3     4     2     4     3     2     3     4     4     4 
## 13831 13832 13833 13835 13837 13838 13841 13842 13844 13845 13846 13848 13849 
##     2     4     2     4     4     4     4     2     3     3     3     2     1 
## 13856 13858 13859 13860 13862 13863 13865 13866 13867 13869 13870 13873 13874 
##     4     4     4     3     3     3     4     4     3     1     3     4     2 
## 13875 13876 13877 13882 13883 13884 13885 13886 13887 13888 13889 13890 13892 
##     3     4     4     3     2     4     3     3     3     3     2     4     4 
## 13894 13895 13897 13898 13899 13900 13901 13904 13908 13911 13914 13917 13918 
##     4     1     3     4     4     3     1     4     1     3     3     4     1 
## 13922 13923 13924 13925 13926 13927 13928 13929 13930 13931 13932 13933 13936 
##     4     3     3     4     3     3     4     2     4     1     3     3     2 
## 13937 13938 13939 13940 13946 13947 13948 13949 13950 13951 13953 13954 13955 
##     4     4     4     4     4     4     4     2     4     3     2     3     4 
## 13956 13959 13960 13962 13963 13967 13971 13972 13973 13974 13975 13976 13978 
##     4     4     4     4     4     4     3     4     3     2     2     3     4 
## 13980 13982 13984 13986 13988 13989 13990 13991 13992 13993 13994 13995 14000 
##     4     2     4     3     1     1     3     4     4     2     2     3     1 
## 14001 14002 14004 14005 14006 14009 14012 14013 14014 14019 14020 14021 14022 
##     1     3     1     1     3     3     3     4     2     2     3     4     2 
## 14023 14024 14027 14029 14030 14032 14034 14035 14036 14037 14038 14039 14041 
##     3     4     4     3     3     3     4     3     1     4     2     4     4 
## 14044 14045 14046 14047 14048 14050 14052 14053 14054 14055 14059 14064 14066 
##     4     2     4     3     2     2     3     4     4     1     4     3     4 
## 14067 14068 14071 14073 14075 14076 14077 14078 14079 14080 14081 14082 14083 
##     4     3     4     4     3     4     4     4     2     4     2     4     4 
## 14087 14089 14090 14093 14098 14099 14100 14102 14104 14107 14108 14109 14111 
##     4     4     4     2     4     3     4     3     4     2     3     4     4 
## 14112 14113 14114 14116 14117 14121 14124 14126 14127 14128 14129 14130 14132 
##     2     2     4     3     4     1     2     3     3     3     3     2     3 
## 14133 14138 14139 14140 14141 14142 14143 14147 14148 14149 14150 14152 14154 
##     4     2     2     2     3     3     4     3     4     2     3     3     1 
## 14155 14157 14158 14159 14161 14162 14163 14165 14167 14171 14173 14174 14176 
##     4     4     2     2     2     4     1     4     4     3     4     4     4 
## 14177 14178 14179 14184 14185 14188 14193 14195 14196 14198 14199 14201 14204 
##     4     3     3     2     4     3     2     2     3     4     4     4     4 
## 14205 14206 14208 14209 14210 14211 14214 14215 14216 14218 14219 14220 14221 
##     3     3     4     3     3     3     4     3     2     4     4     3     2 
## 14222 14223 14224 14226 14227 14229 14231 14232 14233 14234 14235 14236 14237 
##     1     3     3     2     3     2     3     2     3     4     1     3     4 
## 14238 14239 14240 14241 14242 14243 14246 14247 14248 14250 14251 14256 14257 
##     4     4     2     4     4     3     2     4     3     1     1     2     1 
## 14259 14261 14262 14264 14265 14267 14270 14271 14272 14273 14276 14280 14284 
##     4     1     3     4     3     2     2     4     3     4     2     4     3 
## 14285 14287 14288 14289 14290 14291 14292 14293 14295 14297 14299 14300 14301 
##     2     4     2     4     2     3     2     3     4     3     2     4     1 
## 14304 14305 14307 14309 14311 14312 14314 14315 14317 14320 14321 14323 14326 
##     2     1     2     3     3     3     4     2     2     3     3     3     4 
## 14327 14329 14331 14332 14333 14334 14335 14336 14338 14339 14340 14341 14342 
##     3     1     3     3     2     3     3     2     3     3     4     3     4 
## 14344 14345 14346 14348 14349 14350 14351 14352 14353 14354 14355 14356 14357 
##     4     4     2     2     4     3     4     3     4     4     4     3     3 
## 14359 14360 14362 14364 14368 14371 14373 14375 14377 14379 14381 14382 14383 
##     3     2     4     2     4     4     4     3     3     4     4     1     2 
## 14385 14386 14387 14388 14389 14390 14393 14395 14396 14400 14403 14404 14406 
##     4     4     1     2     2     2     4     2     3     1     2     3     4 
## 14407 14408 14409 14410 14412 14413 14414 14416 14418 14419 14420 14421 14422 
##     3     2     3     4     2     4     4     3     1     4     2     2     1 
## 14423 14424 14426 14427 14428 14431 14432 14434 14436 14437 14438 14440 14441 
##     3     3     2     4     3     2     2     3     4     4     4     2     2 
## 14443 14446 14447 14448 14449 14450 14451 14452 14453 14456 14457 14460 14461 
##     3     3     3     4     3     4     3     4     4     3     4     4     1 
## 14462 14463 14465 14466 14467 14470 14472 14473 14474 14475 14476 14477 14479 
##     4     4     3     3     4     3     3     4     1     3     4     3     4 
## 14480 14481 14482 14483 14484 14485 14487 14489 14491 14493 14494 14495 14496 
##     3     3     3     4     3     4     4     2     4     2     4     4     3 
## 14497 14498 14499 14500 14501 14502 14503 14504 14505 14506 14507 14508 14511 
##     2     2     3     4     4     3     1     4     1     2     3     4     3 
## 14512 14513 14514 14515 14517 14518 14520 14522 14523 14524 14525 14528 14529 
##     4     4     3     3     4     4     4     3     3     4     2     3     4 
## 14530 14532 14533 14536 14537 14538 14539 14540 14541 14542 14546 14547 14548 
##     2     3     3     4     3     4     3     3     4     4     2     2     3 
## 14549 14550 14551 14552 14553 14554 14555 14557 14561 14565 14567 14569 14570 
##     3     2     4     4     4     1     4     1     3     1     1     3     4 
## 14572 14573 14576 14577 14578 14581 14582 14583 14584 14585 14586 14587 14589 
##     2     4     4     4     4     4     4     4     3     4     3     4     4 
## 14591 14592 14593 14594 14595 14597 14598 14600 14601 14603 14608 14609 14616 
##     3     4     4     4     3     2     3     2     4     1     2     4     4 
## 14618 14619 14620 14621 14622 14623 14624 14625 14626 14628 14629 14631 14632 
##     4     2     4     3     3     4     4     2     1     3     2     3     4 
## 14633 14636 14638 14639 14640 14641 14642 14643 14644 14645 14647 14649 14651 
##     3     3     2     2     3     4     4     3     2     3     3     3     3 
## 14652 14653 14655 14656 14657 14658 14659 14660 14661 14662 14664 14665 14666 
##     4     3     2     4     4     4     3     4     4     4     3     2     4 
## 14669 14670 14672 14673 14675 14676 14681 14682 14684 14687 14689 14690 14691 
##     2     4     2     3     1     2     4     4     3     1     4     4     2 
## 14692 14693 14696 14697 14698 14699 14700 14701 14703 14704 14705 14708 14710 
##     4     4     3     4     3     4     1     3     3     4     4     2     4 
## 14711 14712 14713 14714 14715 14716 14719 14720 14722 14723 14725 14727 14729 
##     3     3     3     4     4     4     3     3     4     4     1     3     3 
## 14730 14731 14732 14737 14738 14739 14740 14741 14744 14745 14747 14748 14752 
##     3     4     3     2     4     1     2     3     4     3     3     3     2 
## 14753 14754 14755 14756 14757 14758 14759 14760 14761 14762 14764 14765 14766 
##     1     3     2     1     2     2     2     4     4     3     3     4     2 
## 14768 14770 14772 14775 14776 14778 14779 14780 14782 14784 14785 14788 14789 
##     4     2     4     3     3     3     4     3     4     4     4     3     4 
## 14790 14792 14793 14794 14795 14798 14799 14801 14803 14804 14805 14806 14808 
##     4     4     3     4     4     4     4     4     3     3     4     4     3 
## 14810 14813 14815 14816 14817 14818 14819 14820 14821 14823 14824 14828 14829 
##     4     4     2     3     1     3     4     4     4     4     3     1     4 
## 14830 14834 14836 14837 14840 14841 14842 14847 14850 14851 14852 14853 14854 
##     4     3     4     2     4     1     1     3     3     3     2     3     2 
## 14855 14856 14857 14859 14860 14861 14862 14863 14865 14867 14868 14869 14870 
##     3     2     1     3     4     4     2     3     4     3     2     3     3 
## 14871 14873 14875 14878 14880 14881 14882 14883 14885 14886 14888 14889 14890 
##     4     2     1     4     3     3     3     4     1     3     2     4     4 
## 14891 14893 14894 14896 14897 14898 14901 14902 14903 14904 14905 14907 14908 
##     3     1     1     3     3     4     4     3     1     2     3     2     3 
## 14910 14912 14913 14915 14916 14920 14921 14923 14924 14929 14946 14947 14948 
##     4     2     3     4     3     2     1     1     3     3     4     4     4 
## 14950 14951 14952 14953 14954 14957 14958 14959 14960 14961 14962 14963 14964 
##     2     3     1     3     3     4     4     4     4     1     4     3     4 
## 14965 14966 14967 14968 14970 14971 14972 14973 14974 14975 14976 14978 14981 
##     3     4     2     4     2     2     4     2     4     3     4     2     4 
## 14984 14985 14987 14988 14995 14997 14998 15000 15002 15006 15007 15009 15010 
##     4     4     4     3     4     4     4     2     2     2     4     2     3 
## 15012 15014 15016 15017 15018 15019 15021 15022 15023 15024 15025 15026 15027 
##     4     4     4     4     4     3     4     3     1     4     2     4     3 
## 15028 15030 15031 15033 15034 15035 15036 15038 15041 15042 15043 15045 15047 
##     4     3     4     3     2     3     4     4     4     4     2     2     3 
## 15048 15049 15050 15051 15052 15053 15054 15057 15058 15059 15060 15062 15063 
##     4     4     1     2     4     3     4     1     4     4     4     3     2 
## 15065 15067 15068 15070 15071 15073 15074 15075 15079 15081 15083 15087 15088 
##     1     1     3     4     2     3     1     1     3     4     4     3     1 
## 15089 15090 15091 15092 15093 15095 15096 15097 15099 15100 15101 15103 15104 
##     2     2     2     3     1     3     3     3     2     3     4     3     2 
## 15105 15106 15107 15109 15110 15111 15114 15115 15116 15117 15118 15119 15120 
##     3     3     4     2     3     2     3     3     3     3     3     3     3 
## 15121 15122 15124 15127 15128 15129 15130 15132 15133 15134 15135 15136 15139 
##     3     1     4     2     2     3     3     4     3     4     4     3     4 
## 15140 15142 15143 15145 15146 15147 15148 15149 15150 15153 15154 15156 15157 
##     3     2     3     3     1     1     3     2     2     3     3     3     1 
## 15158 15160 15163 15164 15165 15167 15168 15172 15174 15175 15178 15179 15180 
##     2     4     4     3     2     4     4     3     4     3     4     2     4 
## 15181 15182 15184 15185 15186 15192 15193 15197 15198 15199 15201 15203 15204 
##     3     3     4     3     4     3     2     3     4     3     3     3     3 
## 15205 15206 15208 15210 15211 15212 15213 15214 15215 15216 15218 15219 15220 
##     3     4     4     3     2     4     4     4     3     4     2     3     3 
## 15221 15222 15223 15224 15225 15226 15227 15230 15232 15234 15236 15237 15238 
##     2     1     2     4     2     4     3     4     3     4     3     3     3 
## 15239 15240 15241 15243 15244 15246 15247 15252 15253 15254 15256 15257 15258 
##     2     3     3     3     3     3     3     2     4     3     4     3     3 
## 15260 15261 15262 15263 15264 15265 15266 15267 15269 15270 15272 15274 15275 
##     3     3     4     4     2     1     4     3     2     3     3     3     1 
## 15276 15277 15279 15280 15281 15286 15287 15288 15289 15292 15296 15297 15299 
##     4     3     3     4     3     3     3     2     3     4     1     4     1 
## 15300 15303 15304 15306 15307 15308 15312 15313 15314 15315 15316 15318 15319 
##     2     1     4     2     4     3     3     4     3     3     4     3     4 
## 15320 15322 15325 15326 15327 15329 15330 15332 15334 15335 15339 15342 15343 
##     3     1     4     3     4     3     3     2     4     4     3     2     3 
## 15344 15345 15346 15347 15348 15349 15350 15351 15353 15355 15356 15360 15361 
##     4     2     3     4     4     3     4     3     2     4     3     2     2 
## 15363 15364 15365 15366 15367 15368 15370 15374 15376 15379 15380 15381 15384 
##     3     2     3     3     2     2     3     4     2     2     3     3     3 
## 15385 15386 15389 15392 15393 15394 15395 15396 15397 15398 15399 15400 15402 
##     3     2     2     2     4     1     4     3     4     1     3     4     3 
## 15405 15406 15407 15408 15410 15411 15412 15414 15415 15417 15419 15421 15422 
##     3     3     3     3     2     3     4     3     1     2     4     3     4 
## 15423 15424 15426 15427 15428 15429 15432 15433 15434 15435 15436 15437 15438 
##     4     4     3     2     4     4     4     3     4     4     2     4     4 
## 15440 15442 15443 15444 15445 15447 15448 15449 15450 15452 15453 15454 15456 
##     4     1     2     1     4     4     2     3     2     4     4     4     4 
## 15457 15458 15460 15462 15463 15466 15467 15468 15469 15471 15472 15473 15475 
##     3     4     4     4     4     3     4     3     3     2     2     3     2 
## 15478 15483 15488 15489 15491 15492 15493 15494 15497 15500 15503 15504 15505 
##     1     4     4     2     2     3     2     1     1     3     4     4     1 
## 15506 15507 15508 15510 15511 15512 15514 15516 15517 15518 15520 15521 15522 
##     3     2     4     3     4     4     2     4     3     3     3     2     4 
## 15523 15524 15525 15526 15527 15528 15529 15530 15532 15533 15535 15537 15539 
##     2     2     3     4     3     3     3     2     2     3     4     4     2 
## 15540 15541 15543 15544 15545 15549 15550 15551 15552 15553 15554 15556 15557 
##     4     4     4     2     4     1     4     2     4     2     4     3     2 
## 15561 15562 15563 15565 15567 15568 15569 15571 15572 15573 15574 15577 15578 
##     4     4     3     4     4     3     3     4     3     3     4     4     4 
## 15579 15582 15584 15585 15587 15589 15592 15593 15594 15596 15597 15598 15599 
##     4     3     4     2     3     4     2     4     3     3     3     3     2 
## 15602 15603 15604 15605 15606 15607 15608 15609 15610 15612 15618 15619 15620 
##     4     4     4     3     3     4     3     3     4     4     4     3     2 
## 15621 15622 15623 15624 15625 15626 15628 15630 15632 15634 15636 15637 15639 
##     3     2     3     4     2     3     3     1     2     3     3     3     2 
## 15641 15643 15644 15645 15646 15648 15649 15651 15652 15653 15654 15655 15656 
##     2     3     4     1     4     3     2     4     3     2     2     1     4 
## 15657 15658 15659 15660 15661 15663 15664 15667 15668 15669 15670 15671 15673 
##     4     4     3     4     4     4     2     3     4     4     4     2     1 
## 15674 15675 15677 15678 15679 15680 15681 15683 15687 15689 15690 15691 15692 
##     2     4     1     3     4     2     3     4     3     4     4     4     4 
## 15695 15696 15699 15700 15701 15703 15704 15705 15706 15707 15708 15709 15712 
##     4     3     3     3     2     4     1     4     3     3     2     4     4 
## 15713 15714 15716 15717 15720 15721 15722 15723 15724 15725 15727 15729 15730 
##     4     4     3     4     1     2     2     4     4     2     1     4     2 
## 15732 15733 15734 15737 15739 15740 15743 15744 15745 15746 15747 15748 15750 
##     4     4     1     4     2     4     4     4     3     4     3     4     3 
## 15752 15753 15754 15755 15756 15757 15758 15759 15762 15763 15764 15766 15768 
##     2     4     4     2     4     3     4     4     3     2     1     3     4 
## 15773 15774 15775 15776 15777 15780 15781 15783 15785 15787 15789 15790 15793 
##     1     3     4     3     3     4     4     3     2     3     3     3     3 
## 15795 15796 15797 15799 15800 15801 15802 15803 15806 15807 15809 15810 15811 
##     1     3     1     3     3     3     2     2     3     3     4     3     2 
## 15812 15813 15814 15815 15819 15820 15821 15822 15823 15825 15826 15829 15830 
##     3     1     2     2     2     4     3     2     4     2     1     3     1 
## 15831 15834 15835 15836 15837 15839 15840 15841 15843 15844 15845 15847 15850 
##     3     1     3     4     2     3     4     3     4     4     2     4     4 
## 15852 15853 15855 15857 15858 15860 15861 15862 15863 15864 15865 15866 15869 
##     4     4     4     3     3     4     2     4     4     3     3     3     4 
## 15870 15872 15874 15877 15880 15881 15882 15883 15885 15886 15888 15889 15891 
##     3     4     1     3     3     4     4     4     4     4     4     3     2 
## 15894 15895 15897 15898 15899 15900 15901 15903 15904 15906 15907 15909 15910 
##     4     4     4     3     4     3     4     1     4     3     3     4     4 
## 15912 15916 15917 15918 15919 15920 15921 15922 15923 15925 15930 15932 15933 
##     4     4     4     4     3     4     3     2     4     4     2     3     2 
## 15935 15937 15938 15940 15942 15944 15945 15948 15949 15950 15951 15952 15953 
##     4     4     4     4     3     3     4     2     4     2     3     4     4 
## 15957 15958 15963 15965 15967 15969 15970 15973 15974 15975 15976 15977 15981 
##     2     4     3     4     4     3     3     3     2     2     4     2     2 
## 15983 15984 15985 15986 15987 15988 15990 15992 15993 15994 15996 15998 16003 
##     2     3     1     4     4     4     2     4     2     2     4     1     1 
## 16005 16006 16007 16008 16009 16010 16012 16014 16015 16016 16017 16018 16019 
##     4     4     2     4     3     4     2     3     3     4     4     4     2 
## 16020 16022 16023 16024 16025 16026 16027 16030 16031 16034 16036 16037 16038 
##     3     1     3     3     2     3     4     3     3     4     2     3     4 
## 16040 16042 16043 16045 16048 16049 16050 16052 16053 16054 16055 16056 16057 
##     2     3     4     3     4     2     4     3     1     1     4     1     3 
## 16059 16062 16063 16065 16066 16070 16071 16072 16073 16076 16078 16079 16080 
##     3     3     3     2     3     2     3     1     4     3     4     2     4 
## 16081 16083 16084 16085 16086 16091 16092 16093 16094 16096 16097 16098 16099 
##     1     1     2     4     3     4     3     4     3     3     4     3     3 
## 16102 16103 16104 16105 16106 16107 16109 16110 16112 16113 16114 16115 16116 
##     1     3     3     3     4     2     3     2     4     4     4     4     1 
## 16117 16119 16120 16121 16122 16123 16124 16125 16127 16128 16131 16134 16135 
##     3     4     3     2     4     3     3     3     1     2     1     3     2 
## 16136 16139 16140 16141 16142 16143 16144 16145 16146 16147 16148 16149 16150 
##     3     4     3     1     2     2     4     3     3     2     4     4     2 
## 16153 16156 16157 16159 16160 16162 16163 16164 16169 16170 16171 16172 16173 
##     3     3     3     3     2     4     2     3     2     3     4     3     3 
## 16174 16175 16177 16178 16179 16181 16183 16184 16185 16188 16189 16190 16193 
##     3     3     3     4     4     3     3     4     3     3     4     4     3 
## 16198 16200 16201 16202 16203 16204 16205 16206 16207 16208 16209 16211 16212 
##     2     2     2     3     4     2     4     4     2     3     2     1     3 
## 16213 16214 16215 16217 16218 16221 16224 16225 16226 16227 16229 16230 16232 
##     4     3     3     4     2     3     3     3     4     3     2     3     3 
## 16233 16235 16236 16239 16242 16243 16244 16245 16247 16248 16249 16250 16255 
##     4     4     2     4     2     4     1     2     4     4     3     4     3 
## 16256 16257 16261 16265 16266 16268 16271 16272 16274 16275 16278 16279 16282 
##     1     4     4     1     4     3     3     2     3     1     1     2     4 
## 16283 16284 16287 16292 16293 16295 16297 16298 16302 16305 16306 16308 16309 
##     3     2     4     3     3     3     3     4     3     3     4     1     3 
## 16311 16313 16315 16316 16317 16318 16319 16320 16321 16322 16323 16324 16325 
##     3     4     3     2     2     3     2     2     4     4     4     4     4 
## 16327 16330 16332 16337 16338 16339 16340 16341 16342 16343 16344 16345 16347 
##     1     4     3     4     4     4     1     2     4     4     4     1     2 
## 16348 16349 16350 16351 16352 16354 16356 16357 16358 16359 16360 16361 16362 
##     4     4     3     4     3     4     4     3     2     4     1     3     4 
## 16363 16364 16365 16366 16367 16368 16369 16370 16372 16374 16376 16377 16378 
##     4     3     4     3     2     3     2     3     4     3     2     1     4 
## 16379 16383 16384 16385 16386 16387 16389 16392 16394 16395 16399 16400 16402 
##     2     3     3     4     4     4     3     3     3     3     4     3     4 
## 16403 16404 16405 16406 16407 16409 16411 16412 16413 16414 16415 16416 16418 
##     4     2     4     4     4     2     4     4     3     4     4     3     3 
## 16419 16423 16424 16425 16426 16427 16429 16430 16431 16432 16433 16434 16438 
##     4     3     4     3     4     4     3     3     4     3     4     4     4 
## 16440 16441 16442 16444 16445 16447 16448 16449 16450 16451 16454 16455 16456 
##     1     4     4     4     3     3     4     3     3     3     4     3     2 
## 16457 16460 16461 16462 16463 16464 16466 16468 16469 16470 16471 16473 16474 
##     4     3     4     4     3     2     3     4     4     4     3     4     3 
## 16475 16477 16478 16479 16480 16482 16483 16484 16485 16488 16491 16493 16495 
##     4     3     4     4     1     3     4     4     3     4     1     3     3 
## 16496 16497 16498 16499 16500 16503 16504 16505 16506 16509 16510 16511 16513 
##     2     2     4     4     4     3     2     1     4     3     3     3     4 
## 16515 16516 16517 16518 16519 16520 16526 16527 16528 16529 16531 16533 16535 
##     3     4     4     3     4     3     3     3     3     2     4     3     1 
## 16536 16539 16542 16545 16546 16549 16550 16551 16552 16554 16555 16556 16557 
##     1     3     4     3     2     2     2     3     4     3     4     2     4 
## 16560 16561 16565 16566 16567 16569 16570 16571 16572 16573 16574 16581 16582 
##     2     3     4     4     2     4     2     2     3     3     2     4     3 
## 16583 16584 16586 16587 16589 16591 16593 16594 16595 16596 16597 16598 16600 
##     3     2     2     3     4     4     4     4     3     4     4     4     4 
## 16601 16602 16603 16609 16610 16611 16612 16613 16614 16616 16617 16618 16619 
##     3     2     3     1     4     4     3     1     2     3     4     2     3 
## 16620 16621 16623 16624 16625 16627 16628 16629 16633 16634 16637 16638 16639 
##     4     4     4     2     3     3     2     4     2     4     3     4     2 
## 16641 16642 16643 16644 16647 16648 16650 16653 16654 16655 16657 16658 16659 
##     3     3     2     2     4     3     2     1     4     1     3     4     4 
## 16660 16665 16666 16667 16668 16669 16670 16671 16674 16676 16679 16680 16681 
##     3     4     4     3     4     2     2     1     4     2     4     4     3 
## 16682 16685 16686 16688 16689 16690 16692 16693 16696 16697 16706 16708 16709 
##     4     4     2     3     4     4     1     3     4     4     4     1     1 
## 16710 16711 16712 16714 16715 16716 16717 16718 16719 16720 16721 16723 16725 
##     3     3     3     2     3     2     1     1     3     4     3     3     4 
## 16726 16727 16728 16730 16732 16734 16735 16737 16738 16739 16742 16743 16744 
##     3     3     3     3     1     4     2     2     4     3     2     3     4 
## 16747 16748 16750 16752 16753 16755 16756 16757 16758 16759 16761 16762 16763 
##     2     3     4     4     3     2     3     4     2     3     3     2     1 
## 16765 16766 16767 16768 16769 16770 16771 16773 16774 16775 16776 16777 16778 
##     4     1     2     4     2     4     2     4     4     4     2     4     4 
## 16780 16781 16784 16788 16789 16790 16791 16792 16793 16794 16795 16796 16801 
##     4     3     4     3     4     3     3     4     3     4     2     3     2 
## 16803 16804 16805 16806 16807 16808 16809 16810 16811 16812 16813 16816 16817 
##     3     4     3     4     2     4     4     3     3     2     4     4     4 
## 16818 16820 16823 16824 16825 16826 16828 16829 16830 16832 16833 16834 16835 
##     3     2     3     3     2     3     4     4     3     4     3     2     4 
## 16836 16837 16838 16841 16842 16846 16847 16848 16849 16850 16851 16852 16855 
##     4     3     3     3     2     4     4     3     4     3     4     4     4 
## 16856 16858 16859 16861 16863 16866 16869 16871 16872 16875 16877 16878 16880 
##     4     2     2     4     3     4     4     2     3     2     4     4     4 
## 16881 16882 16883 16884 16885 16887 16889 16891 16892 16893 16895 16897 16898 
##     2     3     4     4     4     4     2     4     4     4     3     4     4 
## 16899 16900 16903 16905 16906 16907 16909 16910 16912 16913 16914 16915 16916 
##     4     3     2     2     4     4     2     4     3     4     4     4     3 
## 16917 16918 16919 16921 16924 16926 16927 16929 16930 16932 16933 16934 16936 
##     2     4     3     4     3     3     4     4     4     4     3     2     3 
## 16938 16942 16943 16947 16948 16949 16950 16951 16952 16953 16954 16955 16956 
##     1     4     3     2     4     4     2     2     4     4     3     4     3 
## 16957 16959 16960 16961 16963 16965 16966 16967 16968 16969 16971 16976 16978 
##     4     4     4     3     4     4     3     3     3     4     3     3     3 
## 16979 16980 16982 16983 16985 16987 16988 16989 16990 16992 16996 16997 16998 
##     3     2     2     3     1     3     4     4     4     3     3     3     4 
## 16999 17001 17002 17004 17006 17007 17010 17011 17014 17015 17018 17019 17022 
##     3     3     2     1     4     4     4     3     4     1     2     3     4 
## 17024 17025 17026 17027 17029 17030 17031 17033 17034 17035 17038 17040 17041 
##     4     4     4     4     3     4     4     3     3     4     4     2     3 
## 17042 17043 17045 17046 17047 17048 17049 17050 17051 17052 17053 17054 17058 
##     4     2     4     1     2     3     1     2     3     2     2     3     2 
## 17059 17060 17061 17062 17063 17064 17069 17070 17071 17073 17075 17076 17078 
##     1     3     2     4     4     3     3     3     3     3     4     3     4 
## 17079 17080 17081 17083 17085 17086 17088 17090 17091 17092 17094 17095 17096 
##     4     4     4     2     3     3     2     3     2     2     3     2     3 
## 17097 17100 17101 17102 17105 17109 17110 17111 17114 17115 17117 17118 17119 
##     4     2     2     4     3     4     4     3     4     3     4     4     3 
## 17120 17122 17123 17124 17125 17126 17128 17131 17133 17134 17135 17138 17140 
##     3     4     3     3     3     4     4     2     1     4     4     2     2 
## 17142 17144 17146 17147 17148 17152 17153 17154 17155 17157 17158 17159 17160 
##     1     2     3     2     4     1     4     3     4     4     2     2     1 
## 17162 17163 17164 17165 17166 17169 17171 17172 17173 17174 17175 17176 17179 
##     4     4     3     4     4     2     3     3     2     4     3     3     3 
## 17180 17181 17183 17186 17187 17188 17189 17190 17191 17193 17194 17198 17201 
##     4     4     1     4     4     3     4     3     3     3     4     3     3 
## 17203 17204 17205 17206 17211 17212 17213 17214 17217 17218 17219 17221 17222 
##     1     2     2     4     3     3     2     4     4     4     4     4     3 
## 17223 17226 17227 17228 17229 17230 17231 17232 17233 17234 17235 17236 17237 
##     4     2     4     3     4     2     3     4     4     4     3     4     4 
## 17239 17242 17245 17247 17248 17250 17251 17252 17253 17254 17255 17256 17259 
##     2     1     4     3     3     4     3     4     4     4     4     4     3 
## 17262 17263 17265 17266 17267 17268 17272 17274 17277 17278 17279 17282 17284 
##     3     4     3     4     4     4     2     4     2     3     4     1     3 
## 17286 17287 17288 17289 17290 17291 17293 17295 17297 17298 17299 17301 17302 
##     4     4     4     3     3     1     4     4     4     3     4     4     3 
## 17303 17309 17311 17312 17314 17320 17321 17323 17324 17325 17329 17330 17331 
##     3     4     1     4     3     2     3     4     3     4     3     4     4 
## 17333 17334 17337 17339 17341 17343 17344 17345 17347 17348 17349 17350 17351 
##     2     4     2     4     3     4     4     4     3     3     4     3     4 
## 17356 17357 17358 17359 17360 17361 17362 17364 17365 17367 17368 17370 17371 
##     4     4     4     4     4     4     4     2     1     4     3     4     4 
## 17372 17373 17374 17375 17376 17379 17382 17383 17384 17385 17386 17387 17388 
##     4     4     3     4     4     2     4     4     4     3     2     2     3 
## 17391 17392 17394 17397 17398 17400 17403 17405 17406 17408 17409 17410 17411 
##     3     3     4     3     4     2     3     3     1     4     2     3     3 
## 17412 17414 17415 17418 17420 17422 17423 17425 17427 17429 17430 17431 17432 
##     4     2     2     3     4     3     3     2     4     4     4     2     4 
## 17433 17434 17436 17438 17440 17442 17446 17447 17449 17451 17453 17454 17455 
##     3     3     4     2     4     2     4     3     3     3     3     4     4 
## 17456 17457 17458 17459 17460 17461 17462 17463 17464 17466 17468 17469 17470 
##     3     3     3     3     4     3     3     2     3     2     4     2     3 
## 17472 17475 17480 17481 17483 17486 17489 17490 17491 17492 17495 17496 17498 
##     3     4     2     3     4     2     4     3     3     2     3     3     3 
## 17499 17500 17501 17502 17503 17504 17505 17506 17507 17508 17509 17510 17512 
##     1     2     4     4     3     3     1     3     3     2     1     3     3 
## 17513 17514 17515 17516 17517 17519 17520 17521 17522 17523 17524 17525 17526 
##     2     4     4     4     4     3     1     3     4     4     4     2     3 
## 17527 17528 17530 17531 17534 17535 17536 17537 17538 17540 17542 17545 17548 
##     3     2     3     3     3     4     4     2     4     3     4     4     4 
## 17549 17550 17551 17552 17554 17555 17556 17557 17560 17561 17562 17564 17566 
##     4     4     3     3     2     3     4     4     4     4     4     4     2 
## 17567 17569 17571 17572 17573 17574 17578 17579 17580 17582 17584 17585 17588 
##     2     3     2     4     4     4     4     4     4     4     1     3     2 
## 17589 17590 17591 17593 17594 17595 17596 17600 17601 17603 17604 17608 17609 
##     1     2     3     1     2     4     2     4     4     2     4     4     3 
## 17612 17614 17615 17616 17618 17619 17620 17621 17623 17624 17625 17628 17629 
##     3     2     4     4     3     4     4     2     2     2     2     4     3 
## 17630 17631 17633 17634 17636 17637 17639 17640 17642 17643 17644 17646 17647 
##     3     4     3     3     3     3     4     1     3     4     3     3     4 
## 17648 17650 17651 17653 17654 17655 17656 17658 17660 17663 17664 17666 17667 
##     2     4     2     3     4     2     3     3     4     3     3     3     2 
## 17668 17669 17670 17671 17673 17674 17676 17678 17680 17682 17684 17685 17691 
##     4     2     4     2     3     3     3     3     4     2     3     2     4 
## 17692 17693 17694 17695 17696 17697 17698 17700 17701 17702 17703 17704 17705 
##     4     4     3     2     3     3     4     1     2     2     3     2     4 
## 17707 17708 17709 17711 17712 17714 17715 17716 17718 17720 17722 17723 17724 
##     4     4     4     4     2     4     3     2     4     3     1     1     3 
## 17725 17731 17732 17733 17734 17736 17737 17738 17739 17742 17744 17746 17747 
##     3     3     3     3     3     4     4     2     2     4     2     4     4 
## 17749 17750 17752 17754 17758 17759 17760 17761 17763 17764 17765 17767 17768 
##     3     4     4     3     2     3     4     1     4     2     4     3     1 
## 17769 17770 17771 17772 17774 17775 17777 17779 17781 17783 17785 17786 17787 
##     2     3     4     4     3     4     3     3     4     4     4     4     2 
## 17788 17789 17791 17793 17795 17796 17797 17799 17800 17802 17805 17806 17812 
##     1     3     4     3     4     4     3     3     4     2     2     1     4 
## 17813 17816 17817 17819 17824 17827 17828 17830 17831 17832 17835 17836 17837 
##     3     4     4     2     3     2     2     4     4     4     4     4     4 
## 17838 17839 17843 17848 17849 17852 17854 17855 17856 17859 17860 17861 17862 
##     1     3     4     4     4     4     4     4     3     4     3     3     3 
## 17863 17864 17866 17867 17869 17871 17873 17874 17877 17878 17879 17880 17881 
##     2     4     3     4     4     4     2     4     3     2     4     2     4 
## 17883 17884 17885 17886 17887 17888 17889 17890 17891 17892 17893 17894 17895 
##     4     4     4     3     4     4     4     3     4     4     4     4     4 
## 17896 17897 17898 17899 17900 17901 17904 17905 17906 17908 17911 17912 17913 
##     3     4     4     4     4     4     4     4     4     3     3     4     4 
## 17914 17917 17921 17923 17924 17925 17926 17928 17929 17930 17931 17932 17934 
##     3     4     4     4     2     3     4     4     4     3     4     2     3 
## 17935 17936 17937 17939 17940 17941 17942 17946 17947 17948 17950 17951 17955 
##     4     2     1     4     2     3     4     4     4     3     4     3     4 
## 17956 17957 17958 17960 17962 17964 17966 17967 17968 17969 17970 17972 17973 
##     4     4     2     4     4     3     3     4     3     4     1     4     3 
## 17974 17976 17977 17978 17979 17980 17984 17985 17986 17987 17988 17990 17991 
##     3     3     3     3     4     3     4     1     4     4     4     4     4 
## 17994 17995 17997 17999 18001 18004 18005 18006 18008 18009 18010 18011 18013 
##     4     4     3     4     4     4     4     2     3     3     4     4     4 
## 18014 18015 18016 18017 18018 18019 18022 18024 18027 18030 18032 18033 18034 
##     4     4     3     4     4     4     1     4     4     4     4     4     4 
## 18035 18036 18037 18040 18042 18043 18044 18045 18048 18050 18053 18055 18056 
##     3     4     4     4     4     4     4     4     4     4     3     1     3 
## 18058 18059 18061 18062 18064 18066 18067 18068 18069 18071 18072 18074 18075 
##     4     4     4     3     2     3     2     4     2     3     3     2     3 
## 18077 18078 18080 18081 18082 18084 18085 18086 18088 18093 18094 18095 18096 
##     3     4     1     4     1     4     3     4     4     2     2     3     3 
## 18097 18099 18101 18104 18105 18106 18108 18110 18112 18113 18114 18116 18117 
##     2     4     4     1     4     2     3     3     4     4     3     4     3 
## 18119 18120 18121 18122 18123 18125 18126 18127 18129 18130 18135 18136 18138 
##     4     4     3     3     3     3     4     4     4     3     4     3     4 
## 18142 18143 18145 18146 18147 18149 18150 18151 18154 18155 18156 18158 18159 
##     2     2     1     4     4     4     4     3     4     4     2     3     2 
## 18160 18161 18164 18165 18167 18168 18169 18170 18171 18173 18174 18176 18177 
##     3     3     2     3     2     4     4     3     3     2     4     2     3 
## 18178 18179 18180 18181 18183 18184 18185 18188 18189 18190 18191 18193 18196 
##     2     3     3     2     3     4     3     1     1     4     4     3     3 
## 18200 18202 18203 18204 18205 18209 18210 18211 18212 18213 18215 18216 18217 
##     4     2     4     1     3     4     2     4     3     3     3     2     3 
## 18218 18219 18220 18221 18222 18224 18226 18227 18228 18230 18231 18232 18233 
##     3     4     3     4     2     4     2     4     2     2     2     4     2 
## 18235 18236 18237 18239 18240 18242 18245 18246 18248 18249 18250 18252 18255 
##     1     4     4     3     2     1     2     3     2     4     3     3     4 
## 18257 18259 18260 18261 18262 18263 18265 18268 18269 18270 18272 18273 18274 
##     3     1     2     4     4     2     2     4     4     4     2     4     4 
## 18276 18277 18278 18280 18281 18282 18287 
##     3     4     4     4     4     4     1 
## 
## Within cluster sum of squares by cluster:
## [1] 1645263 1849101 2253115 3398453
##  (between_SS / total_SS =  90.6 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"     "tot.withinss"
## [6] "betweenss"    "size"         "iter"         "ifault"

7. Revisar asignación de grupos

asignacion <- cbind(df, cluster=segmentos$cluster)
asignacion
##       Visitas TicketPromedio cluster
## 12347       7      615.71429       1
## 12350       1      334.40000       3
## 12352       8      313.25500       3
## 12353       1       89.00000       4
## 12355       1      459.40000       2
## 12358       2      584.03000       1
## 12361       1      189.90000       4
## 12362      10      522.62300       2
## 12363       2      276.00000       3
## 12364       4      328.27500       3
## 12370       1      277.20000       3
## 12373       1      364.60000       3
## 12374       1      742.93000       1
## 12379       2      426.12000       2
## 12380       4      681.20250       1
## 12381       5      369.06200       2
## 12383       5      370.11200       2
## 12384       2      292.63500       3
## 12386       2      200.95000       4
## 12388       6      463.44333       2
## 12390       1      549.84000       1
## 12393       4      395.65000       2
## 12394       1      381.08000       2
## 12399       4      277.16250       3
## 12401       1       84.30000       4
## 12402       1      225.60000       3
## 12407       5      341.62400       3
## 12408       5      577.71000       1
## 12410       2      346.66500       3
## 12413       3      252.70000       3
## 12414       3      187.47000       4
## 12417       9      405.45556       2
## 12418       1      668.58000       1
## 12421       4      201.76000       4
## 12422       3      267.85333       3
## 12423       8      232.41375       3
## 12425       1      777.20000       1
## 12426       1      582.73000       1
## 12427       3      275.26667       3
## 12429       1      437.98000       2
## 12430       1      256.40000       3
## 12434       2      403.07000       2
## 12436       1      509.01000       2
## 12441       1      173.55000       4
## 12442       1      172.06000       4
## 12445       1      133.40000       4
## 12447       1      476.49000       2
## 12448       1      449.45000       2
## 12450       2       98.94000       4
## 12452       2      215.28500       4
## 12453       1      707.09000       1
## 12455       4      191.99000       4
## 12457       5      394.10600       2
## 12458       2      473.70000       2
## 12461       2      413.44000       2
## 12462       2      594.79500       1
## 12463       4      336.19500       3
## 12464       8      151.50625       4
## 12465       2      371.09500       2
## 12468       2      364.77000       3
## 12473       5      787.71000       1
## 12475       1      723.38000       1
## 12476      11      619.67455       1
## 12478       1      680.99000       1
## 12479       1      527.20000       2
## 12481      10      559.63200       1
## 12483       8      310.62250       3
## 12484       6      756.95333       1
## 12488       3      432.88667       2
## 12489       1      334.93000       3
## 12490      10      541.79300       2
## 12491       1      460.40000       2
## 12492       2      131.60500       4
## 12493       2      216.87000       4
## 12494       7      178.01429       4
## 12498       3      134.56667       4
## 12500      11      387.07455       2
## 12502       5      744.77400       1
## 12504       2      241.02500       3
## 12506       1       73.50000       4
## 12507       3      434.93667       2
## 12508       2      199.13500       4
## 12509       1      176.50000       4
## 12510       2      491.28500       2
## 12512       2       69.01500       4
## 12513       1      612.29000       1
## 12515       1      383.70000       2
## 12516       2      656.03000       1
## 12517       5      500.56800       2
## 12518       5      411.37800       2
## 12519       1      340.84000       3
## 12520       5      526.85200       2
## 12521       1      599.68000       1
## 12522       2       96.36000       4
## 12523      11      162.70636       4
## 12524       8      560.71500       1
## 12526       3      438.88667       2
## 12527       3      116.23667       4
## 12528       6      322.24667       3
## 12530       4      415.57000       2
## 12531       1      125.22000       4
## 12532       1      349.83000       3
## 12535       2      358.17500       3
## 12538       1      363.95000       3
## 12541       3      327.06000       3
## 12544       1      372.70000       2
## 12545       2      500.19500       2
## 12546       2      580.75000       1
## 12547       2      103.90000       4
## 12548       1       95.20000       4
## 12551       1      168.00000       4
## 12552       2      218.91000       3
## 12553      10      369.22800       2
## 12556       2      301.85500       3
## 12558       1      269.96000       3
## 12559       2      280.85500       3
## 12560       3      711.33667       1
## 12561       1      238.85000       3
## 12562       7      540.24857       2
## 12564       1      456.90000       2
## 12565       1      145.92000       4
## 12566       1      351.65000       3
## 12571       2      259.80500       3
## 12572       2      510.21000       2
## 12573       1      160.54000       4
## 12574       1      218.45000       4
## 12576       5      263.16600       3
## 12577       3      219.26667       3
## 12579       1      440.42000       2
## 12580       1      415.70000       2
## 12581       1      197.71000       4
## 12584       9      259.79444       3
## 12586       1      196.94000       4
## 12589       2      323.34000       3
## 12591       1      452.85000       2
## 12592       2      218.80000       3
## 12593       3      139.36667       4
## 12594      10      333.82200       3
## 12596       2      309.13500       3
## 12598       8      377.88500       2
## 12599       7      147.51143       4
## 12600      10      259.90400       3
## 12601       5      115.41200       4
## 12602       1      153.12000       4
## 12603       1      739.20000       1
## 12604       2      127.09000       4
## 12609       3      375.61667       2
## 12610       5      419.90800       2
## 12612       1      704.04000       1
## 12613       5      668.87600       1
## 12614       1      315.60000       3
## 12615       4      572.79750       1
## 12616       2      356.65000       3
## 12617       1      355.53000       3
## 12618       1      177.31000       4
## 12619       9      404.58222       2
## 12620       3      446.47000       2
## 12622       1      180.10000       4
## 12623       1      305.10000       3
## 12624       2      320.56500       3
## 12626       9      735.60889       1
## 12627       7      639.79000       1
## 12628       3      262.15333       3
## 12633       4      540.99500       2
## 12637       8      752.73750       1
## 12638       1      671.69000       1
## 12639       1      486.10000       2
## 12640       3      391.52667       2
## 12641       1      185.90000       4
## 12642       3      337.75333       3
## 12643       6      557.44000       1
## 12644       1      477.91000       2
## 12645       4      443.79500       2
## 12646       2      673.48500       1
## 12648       1      318.05000       3
## 12649       3      207.83667       4
## 12650       1      314.44000       3
## 12651       1      114.00000       4
## 12654       5      120.39600       4
## 12657       4      410.79500       2
## 12658       1      686.05000       1
## 12659       1       91.68000       4
## 12660       1      245.10000       3
## 12662      11      349.98000       3
## 12665       1       63.00000       4
## 12670       5      599.21000       1
## 12672       1      225.90000       3
## 12673       2      305.26000       3
## 12674       4      492.65000       2
## 12676       6      221.89833       3
## 12679       4      278.25500       3
## 12680       4      215.70250       4
## 12684       7      326.23286       3
## 12685       6      477.18000       2
## 12686       1       89.14000       4
## 12689       2      623.80500       1
## 12690       1      389.01000       2
## 12691       6      172.63333       4
## 12693       4      213.97750       4
## 12694       2      434.83500       2
## 12695       4      145.52500       4
## 12697       3      319.19667       3
## 12701       2      398.85500       2
## 12702       1      219.00000       3
## 12703       1      283.55000       3
## 12705       9      763.14333       1
## 12707       1      603.42000       1
## 12708      10      271.29100       3
## 12710       3      383.00667       2
## 12715       1      353.86000       3
## 12716       2      526.74500       2
## 12717       2      515.49000       2
## 12718       1      238.25000       3
## 12719       2      322.47500       3
## 12721       6      442.68833       2
## 12722       4      249.40750       3
## 12723       5      145.01400       4
## 12724       4      257.85250       3
## 12725       1      427.80000       2
## 12726       7      372.72857       2
## 12727       7      568.67143       1
## 12728       4      209.08250       4
## 12729       1      453.01000       2
## 12732       1      236.26000       3
## 12733       1      383.95000       2
## 12734       1      110.40000       4
## 12735       2      389.78500       2
## 12736       1      234.00000       3
## 12738       1      155.35000       4
## 12739       2      506.52000       2
## 12740       1      427.60000       2
## 12743       2      273.21500       3
## 12747      11      381.45545       2
## 12750       1      275.88000       3
## 12756       1      112.08000       4
## 12759       3      510.48000       2
## 12763       2      247.04000       3
## 12775       5      277.20800       3
## 12778       6      137.03833       4
## 12779       8      497.67000       2
## 12782       5      466.18400       2
## 12783       6      370.98500       2
## 12784       2      287.21000       3
## 12785       1      311.95000       3
## 12787       3      154.55333       4
## 12789       1       91.85000       4
## 12790       1      324.92000       3
## 12791       1      192.60000       4
## 12792       1      400.54000       2
## 12793       2      272.74000       3
## 12794       2      430.20500       2
## 12795       1      430.48000       2
## 12797       1      254.03000       3
## 12802       1      427.58000       2
## 12808       3      161.21667       4
## 12809       1      489.31000       2
## 12811       3      171.61667       4
## 12812       1      229.64000       3
## 12814       1      125.92000       4
## 12815       2      531.73000       2
## 12816       2      286.10000       3
## 12817       1      166.04000       4
## 12820       4      235.58500       3
## 12821       1       92.72000       4
## 12822       2      474.44000       2
## 12823       5      351.90000       3
## 12824       1      397.12000       2
## 12826       7      210.67429       4
## 12827       3      143.38333       4
## 12828       6      169.78500       4
## 12829       2      146.50000       4
## 12831       1      215.05000       4
## 12832       2      191.51500       4
## 12833       1      417.38000       2
## 12834       1      312.38000       3
## 12836       4      653.21500       1
## 12837       1      134.10000       4
## 12838       2      341.56500       3
## 12840       4      681.69250       1
## 12842       2      559.49500       1
## 12843       8      212.78250       4
## 12844       2      162.98000       4
## 12845       4       88.52250       4
## 12849       2      525.44500       2
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## 17636       1      285.56000       3
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## 17685       7      455.93286       2
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## 17692       4      185.23500       4
## 17693       1      200.47000       4
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## 18011       1      102.79000       4
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## 18014       1      166.42000       4
## 18015       1      120.03000       4
## 18016       5      296.71200       3
## 18017       3      174.33333       4
## 18018       2       61.07000       4
## 18019       1       38.45000       4
## 18022       1      668.11000       1
## 18024       2      194.89000       4
## 18027       1      115.31000       4
## 18030       2      115.32500       4
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## 18040       2      178.60000       4
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## 18043       3      186.50333       4
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## 18045       1      189.40000       4
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## 18050       1       74.40000       4
## 18053       1      300.02000       3
## 18055      10      678.41900       1
## 18056       1      363.65000       3
## 18058       1      170.16000       4
## 18059       3      102.15333       4
## 18061      10      211.94100       4
## 18062       3      240.17333       3
## 18064       2      407.00000       2
## 18066       1      318.00000       3
## 18067       1      396.33000       2
## 18068       1      101.70000       4
## 18069       5      407.33400       2
## 18071       2      226.50000       3
## 18072       1      247.44000       3
## 18074       1      489.60000       2
## 18075      10      261.17500       3
## 18077      11      239.36455       3
## 18078       2      168.06500       4
## 18080       2      615.75000       1
## 18081       3      114.48333       4
## 18082       1      703.37000       1
## 18084       1       90.48000       4
## 18085       2      344.97500       3
## 18086       1      101.34000       4
## 18088       1      167.67000       4
## 18093       4      526.63000       2
## 18094       7      431.04286       2
## 18095       2      290.02500       3
## 18096       3      303.71667       3
## 18097       6      449.63333       2
## 18099       1      168.31000       4
## 18101       2      111.82500       4
## 18104       1      754.64000       1
## 18105       1      113.48000       4
## 18106       1      430.70000       2
## 18108       1      271.00000       3
## 18110       1      236.30000       3
## 18112       2      176.34500       4
## 18113       1       76.32000       4
## 18114       1      220.10000       3
## 18116       8      177.25375       4
## 18117       1      320.72000       3
## 18119       1      181.12000       4
## 18120       1      111.15000       4
## 18121       2      336.55000       3
## 18122       6      304.36833       3
## 18123       2      294.72000       3
## 18125       4      285.74750       3
## 18126       1      206.83000       4
## 18127       3      116.24333       4
## 18129       1      112.55000       4
## 18130       3      353.13000       3
## 18135       5      136.38200       4
## 18136       3      261.44333       3
## 18138       1      152.65000       4
## 18142       2      509.76000       2
## 18143       2      500.08000       2
## 18145       4      715.38750       1
## 18146       2       80.17500       4
## 18147       2       89.67000       4
## 18149       3      204.02667       4
## 18150       3      188.86000       4
## 18151       2      326.67500       3
## 18154       2      199.59500       4
## 18155       3      123.87333       4
## 18156       2      367.47000       2
## 18158       2      226.70000       3
## 18159       1      530.15000       2
## 18160       2      319.03000       3
## 18161       5      323.73800       3
## 18164       1      399.65000       2
## 18165       1      302.46000       3
## 18167       3      461.62000       2
## 18168       6      194.99000       4
## 18169       1      202.65000       4
## 18170       3      326.77000       3
## 18171       5      246.26200       3
## 18173       4      526.71000       2
## 18174       1      104.00000       4
## 18176       1      476.35000       2
## 18177       6      223.57000       3
## 18178       4      397.70250       2
## 18179       6      298.86167       3
## 18180       6      307.29167       3
## 18181       1      382.80000       2
## 18183       2      316.03500       3
## 18184       1       49.80000       4
## 18185       1      304.25000       3
## 18188       3      667.01333       1
## 18189       2      545.12000       1
## 18190       2      142.23000       4
## 18191       1      207.80000       4
## 18193       1      243.76000       3
## 18196       2      344.56500       3
## 18200       1      163.80000       4
## 18202       3      465.66333       2
## 18203       1      160.42000       4
## 18204       3      664.56667       1
## 18205       2      258.68000       3
## 18209       1      139.10000       4
## 18210       6      436.89667       2
## 18211       5      120.01400       4
## 18212       1      248.42000       3
## 18213       1      232.48000       3
## 18215       1      299.34000       3
## 18216       1      481.75000       2
## 18217       2      310.87500       3
## 18218       2      331.04000       3
## 18219      10      206.97700       4
## 18220       1      305.28000       3
## 18221       5      208.32200       4
## 18222       1      443.00000       2
## 18224       1      158.95000       4
## 18226      11      475.27727       2
## 18227       1       93.75000       4
## 18228       2      389.95000       2
## 18230       7      401.45714       2
## 18231       5      416.65400       2
## 18232       4      148.24250       4
## 18233       1      440.00000       2
## 18235       3      598.82667       1
## 18236       6      147.04000       4
## 18237       5      197.42000       4
## 18239       5      312.32200       3
## 18240       1      422.58000       2
## 18242       4      558.12250       1
## 18245       7      366.72286       2
## 18246       2      298.05000       3
## 18248       2      402.01000       2
## 18249       1       95.34000       4
## 18250       1      349.27000       3
## 18252       2      263.33500       3
## 18255       1      103.30000       4
## 18257       8      292.20375       3
## 18259       3      779.53333       1
## 18260       6      440.53333       2
## 18261       2      162.12000       4
## 18262       1      149.48000       4
## 18263       3      404.38667       2
## 18265       2      400.75500       2
## 18268       1       25.50000       4
## 18269       1      168.60000       4
## 18270       2      141.57500       4
## 18272       6      513.09667       2
## 18273       3       68.00000       4
## 18274       1      175.92000       4
## 18276       1      335.86000       3
## 18277       1      110.38000       4
## 18278       1      173.90000       4
## 18280       1      180.60000       4
## 18281       1       80.82000       4
## 18282       2       89.02500       4
## 18287       3      612.42667       1

8. Graficar resultados

library(ggplot2)
library(factoextra)

fviz_cluster(segmentos, data=df,
             palette=c("red", "blue", "darkgreen", "yellow"),
             ellipse.type = "euclid",
             star.plot=T,
             repel = T,
             ggtheme = theme()
             )

9. Optimizar cantidad de grupos

library(cluster)
library(data.table)

set.seed(123)
optimizacion <- clusGap(df, FUN=kmeans, nstart=1, K.max = 7)
plot(optimizacion, xlab="Número de clusters k")

---
title: "4.1 Análisis de Clusters"
author: "Zuleyca Sarahy Zayas Beltrán"
date: "2023-09-18"
output: 
  html_document:
    toc: TRUE
    toc_float: TRUE
    code_download: TRUE
    theme: "simplex"
    highlight: "monochrome"
---
![](/Users/sarahyzayas/Library/Mobile Documents/com~apple~CloudDocs/1. TEC /7 sem/M4_Raul /mueblesL.gif)


# <span style ="color:pink;">Teoría: Agrupamiento no jerárquico (Kvecinos)</span>

**Objetos:** <br>
  A1 (2,10) <br>
  A2 (2,5) <br>
  A3 (8,4) <br>
  A4 (5,8) <br>
  A5 (7,5) <br>
  A6 (6,4) <br>  
  A7 (1,2) <br> 
  A8 (4,9) <br>
  
 <br>
 <br>
  
- Paso 1. Determinar el número de grupos o clusters = 3. <br>

- Paso 2. Seleccionar aleatoriamente los centrodides (seed). <br>
    C1= A1, C2=A4, C3=A7. <br>

- Paso 3. Asignar cada objeto al centoride más cercano. <br>
  \[d = \sqrt{(x_2 - x_1)^2 + (y_2 - y_1)^2 + (z_2 - z_1)^2}\]
 
  
- Paso 4. Actualizar posición de centroides con la posición promedio de los objetos pertenecientes a dicho grupo o cluster. 



## <span style ="color:pink;">1. Crear base de datos</span>
```{r, warning=FALSE, message=FALSE}
df <- data.frame(x=c(2,2,8,5,7,6,1,4),
                 y=c(10,5,4,8,5,4,2,9))


```

## <span style ="color:pink;">2. Determinar el número de grupos</span>
```{r, warning=FALSE, message=FALSE}
grupos <- 3

```


## <span style ="color:pink;">3. Realizar la clasificación</span>
```{r, warning=FALSE, message=FALSE}
segmentos <- kmeans(df,grupos)
segmentos
```


## <span style ="color:pink;">4. Revisar asignación de grupos</span>
```{r, warning=FALSE, message=FALSE}

asignacion <- cbind(df, cluster=segmentos$cluster)
asignacion
```


## <span style ="color:pink;">5. Graficar resultados</span>
```{r, warning=FALSE, message=FALSE}
library(ggplot2)
library(factoextra)


fviz_cluster(segmentos, data=df,
             palette=c("red", "blue", "darkgreen"),
             ellipse.type = "euclid",
             star.plot=T,
             repel = T,
             ggtheme = theme()
             )
```


## <span style ="color:pink;">6. Optimizar cantidad de grupos</span>
```{r, warning=FALSE, message=FALSE}
library(cluster)
library(data.table)

set.seed(123)
optimizacion <- clusGap(df, FUN=kmeans, nstart=1, K.max = 7)
plot(optimizacion, xlab="Número de clusters k")

```
OBSERVACIONES: El punto más alto de la gráfica indica la cantidad de grupos óptimo en el que se pueden clasificar los datos



# <span style="color: orange;">Ejercicio Ventas</span>


##  <span style="color: orange;">1. Importar la base de datos y librerías</span>
```{r, warning=FALSE, message=FALSE}
library(dplyr)
library(readr)

bd <-read.csv("~/Library/Mobile Documents/com~apple~CloudDocs/1. TEC /7 sem/M4_Raul /ventas.csv")
```

##  <span style="color: orange;">2. Conocer la base de datos</span>
```{r, warning=FALSE, message=FALSE}
summary(bd)
```

##  <span style="color: orange;">2.1 Revisar las observaciones de las variables</span>
```{r, warning=FALSE, message=FALSE}

result <- count(bd, BillNo, sort = TRUE)
head(result, 10)

result <- count(bd, Itemname, sort = TRUE)
head(result, 10)

result <- count(bd, Date, sort = TRUE)
head(result, 10)

result <- count(bd, Hour, sort = TRUE)
head(result, 10)

result <- count(bd, Country, sort = TRUE)
head(result, 10)

```

OBSERVACIONES: <br> 
1. Tenemos cantidades, precios y totales negativos. <br>
2. Fecha y hora no tienen formato adecuado. <br>
3. Tenemos NA´s en CustomerID. <br>

<br>

##  <span style="color: orange;">3. Limpiar la base de datos</span>
```{r, warning=FALSE, message=FALSE}
# ¿Cu'antos NA tengo en la base de datos?
sum(is.na(bd))

# ¿Cuántos NA tengo por variable?
sapply(bd, function(x) sum(is.na(x)))

# Eliminar NA´s
bd <- na.omit(bd)

# Eliminar totales negativos
bd <- bd[bd$Total >0,]

# Identificar outliers
boxplot(bd$Total, horizontal = TRUE)


```


```{r, warning=FALSE, message=FALSE}
# Obtener cantidad de visitas por cliente
visitas<-group_by(bd,CustomerID) %>% summarise(visitas=n_distinct(BillNo))
``` 


```{r, warning=FALSE, message=FALSE}
#Obtener el total por ticket_promedio)
ticket_promedio <- aggregate(Total ~ CustomerID + BillNo, data=bd, sum)
``` 

```{r, warning=FALSE, message=FALSE}
# Obtener ticket promedio
ticket_promedio <- aggregate(Total ~ CustomerID, data=ticket_promedio, mean)
```

```{r, warning=FALSE, message=FALSE}
# Juntar las tablas visitas y ticket promedio
objetos <- merge(visitas, ticket_promedio, by="CustomerID")
```

```{r, warning=FALSE, message=FALSE}
# LLAMAR A LOS RENGLONES COMO CUSTOMERid
rownames(objetos)<- objetos$CustomerID
```
 
```{r, warning=FALSE, message=FALSE}
# Eliminar columna de CustomerID
objetos <- subset(objetos, select=-c(CustomerID))
```

```{r, warning=FALSE, message=FALSE}
# Eliminar los datos fuera de lo normal

# Los datos feura de lo normal están fuera de los sigueitnes límites:
# Límite Inferior = Q1 - 1.5*IQR
# Límite Superior = Q3 + 1.5*IQR
# Q1: Cuartil 1, Q3: Cuartil 3, IQR = Rango Intercuartil

# Columna Visitas
IQR_V <- IQR(objetos$visitas)
IQR_V
summary(objetos)
LI_V <- 1-1.5*IQR_V
LI_V
LS_V <- 5+1.5*IQR_V

objetos <- objetos[objetos$visitas<=11,]

#Columna ticket promedio
colnames(objetos)<-c("Visitas", "TicketPromedio")
IQR_TP <- IQR(objetos$TicketPromedio)
IQR_TP
LI_TP <- 178.30 - 1.5*IQR_TP
LI_TP
LS_TP <- 426.63 + 1.5*IQR_TP
LS_TP

#ELIMINAR COLUMNAS CON OUTLIER DESPUES DE VER LOS LI Y LS 

objetos <- objetos[objetos$TicketPromedio <=791.69,]
summary(objetos)

```



##  <span style="color: orange;">4. Crear la base de datos</span>
```{r, warning=FALSE, message=FALSE}
df <- objetos
```

##  <span style="color: orange;">5. Determinar el numero de grupos</span>
```{r, warning=FALSE, message=FALSE}
grupos <- 4
```


##  <span style="color: orange;">6. Realizar la clasificación</span>
```{r, warning=FALSE, message=FALSE}
segmentos <- kmeans(df,grupos)
segmentos

```

##  <span style="color: orange;">7. Revisar asignación de grupos</span>
```{r, warning=FALSE, message=FALSE}
asignacion <- cbind(df, cluster=segmentos$cluster)
asignacion
```


##  <span style="color: orange;">8.  Graficar resultados</span>
```{r, warning=FALSE, message=FALSE}
library(ggplot2)
library(factoextra)

fviz_cluster(segmentos, data=df,
             palette=c("red", "blue", "darkgreen", "yellow"),
             ellipse.type = "euclid",
             star.plot=T,
             repel = T,
             ggtheme = theme()
             )

```


##  <span style="color: orange;">9. Optimizar cantidad de grupos</span>
```{r, warning=FALSE, message=FALSE}
library(cluster)
library(data.table)

set.seed(123)
optimizacion <- clusGap(df, FUN=kmeans, nstart=1, K.max = 7)
plot(optimizacion, xlab="Número de clusters k")

```

