R Activity Section_3_1
Raviteja Yerrapati
January 18, 2019
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##########################################
# section 3.1 Introduction to R
##########################################
# import a csv file of the total annual sales for each customer
sales <- read.csv("C:/Users/ryerrapati/Desktop/RAVI/UC/Academics/SEM 1/Big Data Analytics and Science/Week 2/yearly_sales.csv")
# examine the imported dataset
head(sales)## cust_id sales_total num_of_orders gender
## 1 100001 800.64 3 F
## 2 100002 217.53 3 F
## 3 100003 74.58 2 M
## 4 100004 498.60 3 M
## 5 100005 723.11 4 F
## 6 100006 69.43 2 Fsummary(sales)## cust_id sales_total num_of_orders gender
## Min. :100001 Min. : 30.02 Min. : 1.000 F:5035
## 1st Qu.:102501 1st Qu.: 80.29 1st Qu.: 2.000 M:4965
## Median :105001 Median : 151.65 Median : 2.000
## Mean :105001 Mean : 249.46 Mean : 2.428
## 3rd Qu.:107500 3rd Qu.: 295.50 3rd Qu.: 3.000
## Max. :110000 Max. :7606.09 Max. :22.000# plot num_of_orders vs. sales
plot(sales$num_of_orders,sales$sales_total,
main="Number of Orders vs. Sales")
# perform a statistical analysis (fit a linear regression model)
results <- lm(sales$sales_total ~ sales$num_of_orders)
results##
## Call:
## lm(formula = sales$sales_total ~ sales$num_of_orders)
##
## Coefficients:
## (Intercept) sales$num_of_orders
## -154.1 166.2summary(results)##
## Call:
## lm(formula = sales$sales_total ~ sales$num_of_orders)
##
## Residuals:
## Min 1Q Median 3Q Max
## -666.5 -125.5 -26.7 86.6 4103.4
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -154.128 4.129 -37.33 <2e-16 ***
## sales$num_of_orders 166.221 1.462 113.66 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 210.8 on 9998 degrees of freedom
## Multiple R-squared: 0.5637, Adjusted R-squared: 0.5637
## F-statistic: 1.292e+04 on 1 and 9998 DF, p-value: < 2.2e-16# perform some diagnostics on the fitted model
# plot histogram of the residuals
hist(results$residuals, breaks = 800)
##########################################
# section 3.1.2 Data Import and Export
##########################################
sales <- read.csv("C:/Users/ryerrapati/Desktop/RAVI/UC/Academics/SEM 1/Big Data Analytics and Science/Week 2/yearly_sales.csv")
setwd("C:/Users/ryerrapati/Desktop/RAVI/UC/Academics/SEM 1/Big Data Analytics and Science/Week 2/")
sales <- read.csv("yearly_sales.csv")
sales_table <- read.table("yearly_sales.csv", header=TRUE, sep=",")
sales_delim <- read.delim("yearly_sales.csv", sep=",")
# add a column for the average sales per order
sales$per_order <- sales$sales_total/sales$num_of_orders
# export data as tab delimited without the row names
write.table(sales,"sales_modified.txt", sep="\t", row.names=FALSE)
############################################################
# the following code is for illustrative purposes only
# a functioning SQL database is required
#install.packages("RODBC")
#library(RODBC)
#conn <- odbcConnect("training2", uid="user", pwd="password")
#housing_data <- sqlQuery(conn, "select serialno, state, persons, rooms
# from housing
# where hinc > 1000000")
#head(housing_data)
# end of SQL-related R code
############################################################
# export a histogram to a jpeg
jpeg(file="C:/Users/ryerrapati/Desktop/RAVI/UC/Academics/SEM 1/Big Data Analytics and Science/Week 2/sales_hist.jpeg") # create a new jpeg file
hist(sales$num_of_orders) # export histogram to jpeg
dev.off() # shut off the graphic device## png
## 2##########################################
# section 3.1.3 Attribute and Data Types
##########################################
# Numeric, Character, and Logical Data Types
i <- 1 # create a numeric variable
sport <- "football" # create a character variable
flag <- TRUE # create a logical variable
class(i) # returns "numeric"## [1] "numeric"typeof(i) # returns "double"## [1] "double"class(sport) # returns "character"## [1] "character"typeof(sport) # returns "character"## [1] "character"class(flag) # returns "logical"## [1] "logical"typeof(flag) # returns "logical"## [1] "logical"is.integer(i) # returns FALSE## [1] FALSEj <- as.integer(i) # coerces contents of i into an integer
is.integer(j) # returns TRUE## [1] TRUElength(i) # returns 1## [1] 1length(flag) # returns 1## [1] 1length(sport) # returns 1 (not 8 for "football")## [1] 1# Vectors
is.vector(i) # returns TRUE## [1] TRUEis.vector(flag) # returns TRUE## [1] TRUEis.vector(sport) # returns TRUE## [1] TRUEu <- c("red", "yellow", "blue") # create a vector "red" "yellow" "blue"
u # returns "red" "yellow" "blue"## [1] "red" "yellow" "blue"u[1] # returns "red" (1st element in u)## [1] "red"v <- 1:5 # create a vector 1 2 3 4 5
v # returns 1 2 3 4 5## [1] 1 2 3 4 5sum(v) # returns 15## [1] 15w <- v * 2 # create a vector 2 4 6 8 10
w # returns 2 4 6 8 10## [1] 2 4 6 8 10w[3] # returns 6 (the 3rd element of w)## [1] 6z <- v + w # sums two vectors element by element
z # returns 3 6 9 12 15## [1] 3 6 9 12 15z > 8 # returns FALSE FALSE TRUE TRUE TRUE## [1] FALSE FALSE TRUE TRUE TRUEz[z > 8] # returns 9 12 15## [1] 9 12 15z[z > 8 | z < 5] # returns 3 9 12 15 ("|" denotes "or")## [1] 3 9 12 15a <- vector(length=3) # create a logical vector of length 3
a # returns FALSE FALSE FALSE## [1] FALSE FALSE FALSEb <- vector(mode="numeric", 3) # create a numeric vector of length 3
typeof(b) # returns "double"## [1] "double"b[2] <- 3.1 # assign 3.1 to the 2nd element
b # returns 0.0 3.1 0.0## [1] 0.0 3.1 0.0c <- vector(mode="integer", 0) # create an integer vector of length 0
c # returns integer(0)## integer(0)length(c) # returns 0## [1] 0length(b) # returns 3## [1] 3dim(b) # returns NULL (an undefined value)## NULL# Arrays and Matrices
# the dimensions are 3 regions, 4 quarters, and 2 years
quarterly_sales <- array(0, dim=c(3,4,2))
quarterly_sales[2,1,1] <- 158000
quarterly_sales## , , 1
##
## [,1] [,2] [,3] [,4]
## [1,] 0 0 0 0
## [2,] 158000 0 0 0
## [3,] 0 0 0 0
##
## , , 2
##
## [,1] [,2] [,3] [,4]
## [1,] 0 0 0 0
## [2,] 0 0 0 0
## [3,] 0 0 0 0sales_matrix <- matrix(0, nrow = 3, ncol = 4)
sales_matrix## [,1] [,2] [,3] [,4]
## [1,] 0 0 0 0
## [2,] 0 0 0 0
## [3,] 0 0 0 0install.packages("matrixcalc") # install, if necessary## package 'matrixcalc' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\ryerrapati\AppData\Local\Temp\RtmpgfOZQQ\downloaded_packageslibrary(matrixcalc)## Warning: package 'matrixcalc' was built under R version 3.5.2M <- matrix(c(1,3,3,5,0,4,3,3,3),nrow = 3,ncol = 3) # build a 3x3 matrix
M %*% matrix.inverse(M) # multiply M by inverse(M)## [,1] [,2] [,3]
## [1,] 1 0 0
## [2,] 0 1 0
## [3,] 0 0 1# Data Frames
#import a CSV file of the total annual sales for each customer
sales <- read.csv("C:/Users/ryerrapati/Desktop/RAVI/UC/Academics/SEM 1/Big Data Analytics and Science/Week 2/yearly_sales.csv")
is.data.frame(sales) # returns TRUE## [1] TRUElength(sales$num_of_orders) # returns 10000 (number of customers)## [1] 10000is.vector(sales$cust_id) # returns TRUE## [1] TRUEis.vector(sales$sales_total) # returns TRUE## [1] TRUEis.vector(sales$num_of_orders) # returns TRUE## [1] TRUEis.vector(sales$gender) # returns FALSE## [1] FALSEis.factor(sales$gender) # returns TRUE## [1] TRUEstr(sales) # display structure of the data frame object## 'data.frame': 10000 obs. of 4 variables:
## $ cust_id : int 100001 100002 100003 100004 100005 100006 100007 100008 100009 100010 ...
## $ sales_total : num 800.6 217.5 74.6 498.6 723.1 ...
## $ num_of_orders: int 3 3 2 3 4 2 2 2 2 2 ...
## $ gender : Factor w/ 2 levels "F","M": 1 1 2 2 1 1 2 2 1 2 ...# extract the fourth column of the sales data frame
sales[,4]## [1] F F M M F F M M F M F F M M M M M M M F M M F F F F F M M F F F M M
## [35] M M M F F M F M M M M F F M F M M F F F M M M M M F M M M M M M M F
## [69] F M F F M F M M F F F F F F M F F M M F M M M F F F M F F M F F M F
## [103] M M M F F M M F M F M M M F F M F M M F M F F M M M F M M F M F M M
## [137] M F M M F M M F F M F M M F F F M M M M F M M M M M F F F M M M M M
## [171] F F F F F F M M F F M M F M M M M F F F F F M F M F M M F F F F M M
## [205] F M M M M F F M F F M F F M M M M F M F M M M M M M M M F M F M F M
## [239] M F M F M M M M M F F F F M F M M F M F F F F M M F F M M M F M M F
## [273] M F F F F M M M M M M F M F M F F F F F F F F F F F M M M M M M M M
## [307] F F M M F M F F M F M M M M F F M M M F M M M F M F M M F F F M F F
## [341] F M F F F M F F M F F M M M F F F F M F M F M F M F M M F M M F M F
## [375] M F M F F M M M F F M F M M F F M F F F F F M F M M F F F M F M F F
## [409] M M F F F M F M F M M M M M M F M F F M M M M F M F F M F M F F F F
## [443] M F F F M M M M F M F F F F F M F M M F F F F M M M M F F M M M F F
## [477] M M M F M F F M M M M F F M M F M M M M M F F M F F F F F M M F F F
## [511] F F M F M F M M M M F M M M M F M M M M M M F F M F M M F F M F F F
## [545] F F M F M F M F F F F F M F F M M M M F M F M M F M F F M F F F M F
## [579] F F M M F F M M F M M F M F M F M F F F M F F M F M M M M F F M F F
## [613] M M M M M M F M M M M M M F F M F F M M F M F M M M M M F M F F F F
## [647] F F M M M F F F F F F M M F M M F F F M M F M M F M M M F F F F F M
## [681] M M M F F M M M M F M M F M F M M F M M M F F M M F M F M F M M F F
## [715] M M M F M M M F M M M M M M M F F M F M M F F F M M M M M F M F F F
## [749] F F M M M M F F M F F F F M F F M M F F M F M F M M M F M M M F M F
## [783] F F F M M M M M M M F F F F F M M F M F F M M M M F M F M F F F M M
## [817] F F M F F F M M M M F F M F M F F F F M M M M M F F F F M M M F M F
## [851] F F M F M M F M F F M F M M F M F M F M M F M F F M F F F F M M F M
## [885] F F M F M M F F M F F F M M F F M M F M M F F M M F F M F F M F M M
## [919] F M F M F F M F F M M M M M F F F M F F M F M F M F M F M M F M M F
## [953] F M F F F F M F M M M F F M F F F M F F M M F F F F M F F F M M F M
## [987] M M F M F M M M F M M M F M F M M F F F M F F M M F F F F M F F F F
## [1021] M F F M M M F F F F M M M M F M M F M F M M F F F M F F M F M M F M
## [1055] F F F M F F F M F F F F F M F F F F F M M F F M F F F F M F F F F M
## [1089] M M M M F M F M F F M F M F M M F F F M F F F F F M F F F M F M F F
## [1123] F F F M F F M M M F M M M F F F M M F M F F M F M M F F F F M M F F
## [1157] M M F F F M F F M M M M F M M F F M M F M M M M M M M F F F M M F F
## [1191] F M F M F F F F M M M F M M F M M F F F F M F F M F F M M M F F F M
## [1225] M F M M F F F M M F M M F M F M M F M F M M F M F F M F M M F F F F
## [1259] M M M F F M F F F F M F M M F F F F M M F M M M M M F M F M M F F M
## [1293] F M M M M M M M M M F F M F F F M F F F F F M F M F M F M F M F F F
## [1327] M M M F F F F M F M M M M F M F M M F M M M M F M M M M F M F F M M
## [1361] F F F F M M M M F F F F F M F F M F F F F M M M M F M M M F M M F F
## [1395] F F M M M M M M M F M M F M M M F F M F F F M F F M F M M F M M M M
## [1429] F F M M F F F M M M M F M F M M F F F M M F M M M M F M M M M F F M
## [1463] F M M M M M F F F F M F F F F F M M F M M F F M F M F M F M F M M M
## [1497] F F M M M F M F M M M M F F F M M M M F F M M M M M F F M F F F M F
## [1531] F F M M M M F M M F F F F F F F F M M F F M M M F M M M F M M F F M
## [1565] M M M M M M M F M F F M M M M F F F F F M F M M M M M M M M F M M M
## [1599] M F M F F F F M F F M F M M F F M F M M M F M F M F M M F F M M M M
## [1633] M M M M F F F M F M F M M F F F M F F M F F M F M F M F M F M M F M
## [1667] F M M M F M F M M F F M M M F M M F M M M F F M F F M M M M F F M F
## [1701] F M M F F M F F M M F F M F F F F F M M F F F M M M M M F F M M F F
## [1735] M M F M F F M M M M F F F F M F M F F F F M F M M M F M F M M M F M
## [1769] M M M M M M F F M M F M F F F F M M M M M M M M M F M M M F M F F F
## [1803] M M F F M F M M F F F F F M F M M M M M F F F F M F M F M F F M F F
## [1837] M M F M F M M M M F M F M F F M F M F M F M F M M M F F M M F F F F
## [1871] M F F F F M M M M F M F F F F M M F F M F M F M M M F M F M M M F F
## [1905] M M F F F F M M M M F M F M F F M M M M F F F F F F M F M F M M F M
## [1939] M M F F F F F F F F F M F F M M M M M F F F F M F F M M F M F F M F
## [1973] M M F M M M M M M F F M F M F M M M M F M F M F M F F M M F F M F F
## [2007] F M F F M M F M F F M F M F M F M F M F M F M F M F F F M F M M M F
## [2041] F F M F F M M M M F F F M M F M M M M M M F M M F F M F M F F F M F
## [2075] M F F F F F M M M M M M F M F F M F F F M F M M M F M F F M F M F F
## [2109] M M M M M M M F M F F M F F M F F M M F M M M M F F F M M M M M M M
## [2143] M F F M F M M F F M M M M M M M M M F M M M F M F M M F F M M M F F
## [2177] F M M F F F M F F F M M F M M F M F F F M M M M M F M M M M F F M F
## [2211] M M F M M F F M F M F F M F M M F F M M M M M M F F F F F F M F M M
## [2245] M M M F F F F F F M M F F F M M M F M M M M F M M F M F F F M M M F
## [2279] F F F F M M M F F M F F F F M F M M M M F M M M F F M M F F F M M F
## [2313] F F M M F F M M M F M F M F F M F F F M M F M M M F F F F M F F M M
## [2347] F F M F F M F M M F M F F M F F M F F F F M M M F M F F M F M M M M
## [2381] M F F F M M M F M F M F M F M F M F F M F M M F M M M M F F F M M F
## [2415] F F M M M F F M F M M F F M M M M F M M M F M M M F F M M F F F M F
## [2449] F M M F M M F F F F F F M M M F F F F F F M F F M M F F M M M M F M
## [2483] M M F F M F F F M F M F M F M F F M F F M F M M F F F M M M M M F M
## [2517] F M M M M F F F F M M F F M F F F F F M M M F M F F F F F F M F M M
## [2551] M F F M F M M M F F M F F M F M F M M F F F F F M F M F F F M M M F
## [2585] F M F M F M M F M F M M F M M F M M M M M M M M M F M M M M M F M F
## [2619] F F M F M M F M M F F M M M M F M F F M F F M F M F F M M F F F M M
## [2653] F M F M F M F M F F F F F F F F F M F F F M F M F M M M F F M M M F
## [2687] M F F M F M F M F M F F M M M M F M F M F F M F M F M M F M M M F F
## [2721] F F F M F F F M F F M M F F M M F M M F M F F F M F F F M M F F F M
## [2755] M M M M M M F F M M M F F M F M F F F F M F F F F F M F F F F F F F
## [2789] F M F M F F F F M M F F M M M M M M F M F F M M F F M M M M F M M M
## [2823] F F F F F M F M F F M M M F M F M M F M F F M F F M F M M M M F F F
## [2857] F M M M F F M M F F F M M F F F F F M M M F M M F M M M M F M M F M
## [2891] M M F F F F M F M M F F M F M F M M M M F F M F F M M F F F F F M M
## [2925] M M F M F M M M M M F M F F M M M M F M M F M M M M M M M F F M F F
## [2959] M F F F F F M M F M F M M M F F F F F M F F M M F M F F F F F M F F
## [2993] F F F F F F F M M M M M F M F M F F M F F M M F M M M M F M F F F M
## [3027] M M M M F M F M F F M F F F M F M M F F M F M F M F M F F F M F F M
## [3061] M F M M F M M M F M F M F M F F M M F F F F M M F M M M M M F F F M
## [3095] F M F M F M F M F F M F F F F F F M F M F F F F M F F M M F M F M M
## [3129] F F M M F M M F F M M M F F M M M M M M M M F F M M M M F M M M F F
## [3163] M F M M F F M F F F M F M M M M M M F M M F M F F F M F M M F F M F
## [3197] F M F F F F M F M M F F M F M M M F F M F M F F F M F M M M M F M M
## [3231] M M F F F F M M F M F M F F M M F M F M F F F M M M M M M M F F F F
## [3265] M M F F F F F M F F F F F M M M F F F M M F F M F M M M M M M F F M
## [3299] M M F F F F M M F M M M F F F F F M F F F M M F M M F M M M F F F M
## [3333] M M M M M F F M F F F F F M F M M F M M M F M F F F M M M F M F F F
## [3367] M M M M M F F M M F F F M F M F M M F F F F F F F M F M M F M M F M
## [3401] M F F F M M M F M M M M M F F M F M F F M M M M F M F M M F F M M M
## [3435] F M M F F M F M F F M M F M F M F M F F F F F F M F F M M M F M F M
## [3469] M F M M M M F M F F M F M M M M M F M F F M M F M M F F M M M F F M
## [3503] M M F F F M M M M M M M M M M F F M M F M M F M M F F M M M M M M F
## [3537] F F F F M M F M M M M M F F F M M F F M M M F M M M F F F F M F M F
## [3571] M M F F M F M F M M F F F F F M M M M F M F F F F M M F F M M F F F
## [3605] F M M F F F F F M F M M F F F M M M M F M M F F M F F M M M F M F M
## [3639] F F F M M M M M M M F F F M F M M F M M F M F M M F M M M F M F F M
## [3673] F M M F F F M M F M M M M F F M M M F F F F F F F F M M F M F F M F
## [3707] M M M M F M M M F F M F F F F M F M M M M M F M M F M M M M F F M F
## [3741] F M M F F M F M M F M M M F F M F F M M F M M M M F F M M F M F M M
## [3775] F M M M F M M F F M M F M F M F M M F F M F F F M M M M M F M M M M
## [3809] M F M F M F M M M M M F M M F M M F F F M F F M F F M M F F M F F M
## [3843] F F F M M M M M F F F F F M M F M F M F M F M F F F F F M F F M M M
## [3877] F F M M F F M M F M M F M F F M M F F F M M M F F M F M F F M F M M
## [3911] F F M F F M M M F F F M F F M M F F M M F F F M F M F F F M F F M F
## [3945] F M M M M F M M F F M M M F M M F F M F F F F M F M F F F M F F F M
## [3979] M M F M M F M M M F M F F F M M F F M M F F M F F F M M M F M M F F
## [4013] M M M F F M M F F M F M F F M F F M F M M F M M F M M F F F F F F F
## [4047] M F M M M M M F F M F F M M F F F M F F M M M F F F M M M M F M M M
## [4081] M M F F M F F F M M M F F F M F F M F F M F F F M F F M F F M F F F
## [4115] F M F F M M M F M F F M F M M M F M M F F M F M F M F M M F M M F F
## [4149] F M F F M F M M M M M M M F F M M F M F M F M M M M M F M M F F F M
## [4183] F F M M F M F M M M M F F M F M F F F F M M F F F M F F M M F F M M
## [4217] F M M F M M F M F F F M M F F F M F F F F F F M F F F M F F F M F M
## [4251] M M M M F M M F M F M M M M F M F M F M M F M M F M F F M M F F F M
## [4285] M M F F F M M F M M F F F F F M F F F M F M M M F F M M M M F F M F
## [4319] F M M M M M M F F M F M M F M M F M F M F F M M M F M M F F M M M M
## [4353] F F F F F M F M M M M M F F F M F F F M M F M F F M M F M F M M F M
## [4387] M M M M M M F M M F M F M M F F M F F M F M M M M M M F F M M F M F
## [4421] F F F F F F M F F M M M F M F M M F M M F M F F M M M F F M F F M F
## [4455] M M M F M F M F M M F F F F M M M F F M M F M M M M F M F F F F F F
## [4489] F F F M F M F M M F M M M F M F F F F M F F M F M M M F M M F M M M
## [4523] F M M M M M F F F M F M F M M M F F M F M M F M F M F M M F F F M F
## [4557] M F F M M M F F F F F M F M F F M M M M F F M M F F F F F M M F F M
## [4591] M M F M M M M F F F M M F M M F F M M M M M M F F F F F F F M F M F
## [4625] F F F M F F F M F F F M M F M M M M M F M M M F F M F F F M F F F F
## [4659] M M M F F F F F M M M M F M F F M M F M M F F M M M M M M F M M F F
## [4693] F F M F F M M F M M M F M F F F F M F F M F F F F F M M M F M M F F
## [4727] F F M F M F F M M F M M F F M F M F F F M F M M F F F F F F F F F F
## [4761] M M M F F M M M F F M M F M M M M M F F F F F M F F F F F F M M F F
## [4795] F F F M F F F M M M M F F M F F F F M M M M F F M M M M F F M F M M
## [4829] F M M F M M M M M M F M F F M M F M F F F M F F M M F F M M M F F M
## [4863] M F M F F F M F M F F M F M M F F F M M F F M M F M F M F F F F M M
## [4897] F F F M F F M M F F M M M F F M M M M F M F M F M M M F F M F M F M
## [4931] M M F M F F M M F M F M F M F F F M M F M F F M M M F M F F F F F F
## [4965] F F M M M M M M M F F M F F F M F F F F F M M F F M F M M F F M F M
## [4999] F F M F F M F F F F M F F M F F M F M M M M F F M M F M F M F F M F
## [5033] F M M M M M M M F M F M M F M F M F F F M M F M M F M M M M M F M F
## [5067] F F F F F F F F F M F F F M M F M F M F M F F F F F F F M M M F F F
## [5101] M M F F M M M F F M F M F M M M M F F F F F M M M F F M F F F F M F
## [5135] F F F F M M M M M F F M F F F M F F F F F M M F M F F M F M F F M F
## [5169] M M M M M F M F M M M F M M M F M M M M M F M M M M F F M M M M M M
## [5203] M M F F M M M F F M F F M M M M M M F F F M F M M M F M F F F M F M
## [5237] M M M M M M F F M M M F M M M M F F F M M F F F F F M M F F M F M F
## [5271] M F M F F M M M F M M M M F F M F M F F F F F F F M M M F F M M F F
## [5305] M F F F F M M F F M F F M M F F M F F F F M F F F F F M F F M M F M
## [5339] F M M F F F F M F F F F M M M M M M F M M F M F F F M M F M M M F F
## [5373] F M M F F M F F F F M M F M F F F M F M F F F F F M M F M F F M M F
## [5407] F F F F M F M F M M F F F F M F M F M F F F F F M M M F F F F F M F
## [5441] M F F F F M F M F M M M M M F F F M M M F F M F F F M M F F M F M F
## [5475] F F F F F M M M M M F F F F F F M F F F F F M M M M M F M M F M M F
## [5509] M M F F M F M F F F M M M M M M F F M F M M M M M F F M M M F F M F
## [5543] M F M F F M F M M F M F F F M F M F F M M M F F F F F M M F M M F F
## [5577] F F M M F F M M F M F F F F M F F M M M M F M M M F M F F F F F F F
## [5611] F F M M F F F F F F M F F F F F M F M M F F M M F F M F M F F F F M
## [5645] F M M M M M M M F F F M F F F F F M M F F F M F F F M M M F M M M M
## [5679] F F F M F M M F M M M M M M M M M M M F F F F F M M F M F M F M M M
## [5713] F M F F M M F M M F F F M F F F M M M F F F M M M F F F F M F F M M
## [5747] F F M F F M M F M M F F F M M M M F M M M F F M M M M F M M M F F F
## [5781] F M F M F M M F M M M M M M F F F F M M F F M F M F M F F M F F M M
## [5815] M F F M F F F M M M M M F M F F F M M F F M M M F F F M M F M M M M
## [5849] M M M F M M F M M M M F F F M M F F F M F F F F F M M M M M F F M M
## [5883] M M M M F F F M F F M M M F M F F F F M M M F F F F M F M F F F M M
## [5917] F M M M M F F M F M F F F M F M F M M F F F F F M F F F F F F M F F
## [5951] F F M M M M F M M M M M M F F M F M M F M M M M F F M M M M M F F M
## [5985] F M M F F F F M M M M M F M M F F M F M F F M M F M M F M F M M M M
## [6019] F F M M F M F F F M M F M M F F M F M F F M M F F M M M M M M M M M
## [6053] F M F F M F M F M M M M M M F M F F F F F M F F M M F M F F F F F F
## [6087] F M M F M M M F M M M F M M M M F F F M F F F M M M F F M F M M F M
## [6121] F M F M F F M M F M F F F F F M M F F M M F M F M F M F M M F M M M
## [6155] F M F M M F M M F F F M M F F M F M F F M F M M F M M F M M F M M M
## [6189] F M F M M F F F M M F M M F M M M M M F M F F F F F F M M M M M F F
## [6223] F F F F M M M M F M F M M F M M M F F F M M F F F F M M M M M F F M
## [6257] M M M M M M F F F M M M M M F F F M M M M M F F F F F F F M F M F F
## [6291] M F F F M M M F M F M F M F F M F F F F F F M M M M F F F F M M M F
## [6325] F M F F F F F F F F F M M M M M M F F M F M M F F M F M F F F F M M
## [6359] M M M F M F F M M M M F M F F M F F F M F F F M F M F M M M M F M F
## [6393] M F F M F M F M F M F M F M F F M F F M M M F M F F M M F F M F M M
## [6427] M M M F F M F F M F M F M F F F M F M F M F F M M M M M M F M F F F
## [6461] F F M F F M M F M M M M F M M F M F F M M M F F F F M F M M F F F M
## [6495] M F F M F M F M M M M M M F M M M F F M F F F M M F F F F M M M F M
## [6529] M F F F F F M F M F F F M F M F F M M M F F M M F F M F F F M M F M
## [6563] F F F F F F F F F M F F M M M F F M F F F F M F F F M M F M M M M F
## [6597] F M F M M M M M M F F F M F M M F F F M F M F M M M M F F M M M M M
## [6631] M M M M M M M M F F F M F F F M F F F M M F F M F F F F M M M F M M
## [6665] M M F F F M F M F F F F F M F F M F F F F F F F M F F M F M F F M M
## [6699] F M M F F F M F M M F M M M F M M M F M F F M M M M F F F M F F F M
## [6733] F F M F M F F F M F F F M M M F M F F F M F F M F F M F M F F M F M
## [6767] M M F F M M M F M M F F F M M F F M M M M M M M F F M F F F M F F F
## [6801] M M F F F F M F F F F M M F F M M F F F M F F M F M F M F F M F F M
## [6835] F F F M F F M M F F M M F F M F F M F M F F F F M M M F F F F M F F
## [6869] F F F M F F M F M M F M M F M F M M M M F M F M M F M F M F M F M M
## [6903] F M M M F M M F M M M M F M M M M F M F F F F M F F F F M M F F F F
## [6937] M M F F M M M M F M M M M M F M M F M M M M F M M M M F F M F F M F
## [6971] F M M M F F M F F M F M M M M F F F M M F M M F M F F F M F M M F M
## [7005] F M M F F F M M F M F F F M M M F F F F M M M F M M F F F F F M M M
## [7039] M F F F F M F F F M M M F M F M M F F F F F F M F M F F M M M M M F
## [7073] F M F F F M F F M M F F M M F M F M M F M M M M F F F M M M F M F M
## [7107] M F F F F M M M F F F M F M M M M F M F F F F M F M F F F F M F F F
## [7141] F F M M M F F M F F M F F F F M M M F F M F F M F F M F M F M M M M
## [7175] M F F M M F F M M M M F F M M F F F F M M F F F F M F M F M F M M F
## [7209] F F M F F F M M F M F F F F M F F M F M F F F F M F M M M M M M M F
## [7243] M F M M M F F M F F M F F F M M M M F F F M M F M F F F M F F M F F
## [7277] M M F M F M F F F F M M F F F F M M F M F M F F F M F F F M F M M F
## [7311] M F F M M F F M F M F M M F F F M M M M F F F F F M M F F F M M M M
## [7345] M F F M M M F M M M F F M M M M F M F F F F M M M M M F F F F F M M
## [7379] M M M F F F F F F F F M F M F F M M F F F M F F F M M F M M M M F M
## [7413] M F F F F M M F F F F M M F M F F M F F F F M F F M M F M F F M M M
## [7447] F F M M M F M M F F F F M M M M F M F F M F F M M M F M F F F F M M
## [7481] F M M F M F F M M F M M M F F M F F M M M F F F M F F M F M F F M M
## [7515] M F F M F M F F F F M F M M M F F M F F F F M M F M M F F F M M F M
## [7549] F F F F M F M M F F F F F F M M F M M F F F M M M M F F F M M F M F
## [7583] M F M M F F F F F F M M F M M M F F M M M F M F F M F F F M F M F M
## [7617] M M F M M F M F F F F F M F F F F M M M M F F M M M M F F M M F F M
## [7651] F M M F M M M F F F M F F F M F M F F F M F M F F M M F F F M F F M
## [7685] F M M F M M F M M M F M F F M M M M F M M F M F F M F F F F F F M M
## [7719] F M M M M F M M F F M F F M F M F M F F F M F M F M M F M M F M F M
## [7753] M M F F M M F M F M F F M M F M M F F F M F M M M F M M F F M M F F
## [7787] M F F M F F F F F M M M M M F F M F F F F F M F M F F M F M F M F F
## [7821] F F F M F F F F M M M M M M F M M M F M F F F F M F M F F M M F F F
## [7855] M M F M F F M F F F M F M M M F F F M M M F F F M M M F M F F F M F
## [7889] M M M F M M F M F M M F F F M F F M M F F F M F F M F F F M M M F F
## [7923] F F F M M M M F F M F M M M F F M M F M F M F M F M M F M F M M M M
## [7957] F F M F M F M F F M F F F M M M M F F F M M M M F M M F M F M M F M
## [7991] M F M F F F M F F F F F M F F M F F F F M F M M M F F F M F F F F F
## [8025] F F M M F F F F M M M M F M M M M M F F F M F F F M F M M F F M F F
## [8059] F F F M M F M F M F M M F M M M M F F F F M M F M F F M F F F F F F
## [8093] F F M F M M F F M F M M M F M F F M F M M M M M M M M F F M M F F M
## [8127] F F F M F F F F F M M M M M M F F M M M F M M F F F F M M M F F M M
## [8161] M M M M M F F M M F F M F F F M M F F M F F F M M M F F M F F M F F
## [8195] M M M F M F M F M F F F M F M F M F F F F M M M F M F M M M M F F M
## [8229] F M M F M F F M M M F F M F M M M F F F M F F M F M M F F M M F F F
## [8263] M F F F F F F F M F F M F M M M F F F M F F M M M F F M F F M F M M
## [8297] M F F M F M F M M M M M M F F F F F M F F M M M F M F M F M F M M M
## [8331] F F F M M F F M M M F F M M M F F M F M M M M M M F F M M F F F F M
## [8365] F M F F F F F F M F F M M F F M M M F F M M F M M F M M F M F F F M
## [8399] F F F F M F F F F F M F M M M F M F F M M F M F M F F M M M M M M F
## [8433] F F F M M F F M M F M M F M F F M M F F M F F M M M F F M M M M M F
## [8467] F F F F M F F M M F F F F F F F F M M F M F M F M M M F M F M F F M
## [8501] F F M M F F M M F M F M M M F F F M F F F M M M F F M F F M F M F F
## [8535] F M M F F M M M F F M F M M M F F F F M F F M M M F F F F F M M M F
## [8569] M M M F F M F F F M M F M M F M M M F M M F M F M F F F F M F F F M
## [8603] M M F F M F F F M F M F M F M F M F M M M M F F F F M F F M M F F F
## [8637] M M M F F M M M M M M F F F F F M F M M M F M F F F M F F F F F F F
## [8671] F F M M M F F F M M F M M F M M F M M F F M F M F M M F M M M M F F
## [8705] M F F M M F F M M M M M F M F F F F F F F F F F F F F F M F M M F M
## [8739] M M F F F M F F M F M M F F F M M F F F M F F F F F F F F F M M M F
## [8773] M M F F F F M M M F F M M F M M M M F M M F F M M F F F F M M F F F
## [8807] M M M M M F M M F M F M M M F M F M F M M M F F F F F M M F F M F M
## [8841] F M M F F F F F M M M M M M M F M F M M F M M M F F M M F F M M M M
## [8875] F F M M F F F F F M F F F M M F M M M M F F F F F F F M F M M M M M
## [8909] M M M F M F F M M F F F F F M M M F M M F F F F M M F F M M F M M F
## [8943] M M F M F F M F F F F F F M F F F M M M M M F F F M F M F M M F F M
## [8977] F F M M F M M M M F M F M M M M M M F F M M F F M F F F F M M F F F
## [9011] M F M F F M M M M F M M F M M F F F M M M F F M M M M M F M M M F M
## [9045] F F F F M M M M M M F M M M F F F F M M F F F M M M F F M M M M M M
## [9079] M M M F M M M M F F M F F M M M M F F M M M M M F F F M M F M F F F
## [9113] M M F F M M F M M F M F F F M M M M F M F F M F M M M F F F M M F F
## [9147] F F F F M F M F M F M M M F M M F F F M M M M F F M F M F M F F M F
## [9181] F F F F F F M F F F M M F F M M F M M F F F F M F M M M M F M F F M
## [9215] M M F M F F M M F F F F M F F F M F F M M M F M F M F F M M M M F F
## [9249] M F M F F M F F M M F F M F F F F F F F F F F M F F F F F M F F F M
## [9283] F M M F F F F F F F M M F F F M F F F F F M M M F F M M M F F F M F
## [9317] M F F M F M M F M F F M M F F F F F F F M F F F M M M M M M F M F M
## [9351] M M F F F M F M F F M M F F M M M M M F F F M M M F M F F M M F M F
## [9385] F F F M F M M F M F F F F M F F F M F F M M M F F F F F F M M M F M
## [9419] F M F M F M F F M F F F F M M M M F M M M M F M M M M F F F M F M M
## [9453] M M F M M F F M F M M F F M M F F F F F F M F F F M F M M F M M M F
## [9487] F M M M F F F F M M F M F F M F M F M F F M M M F F M M M F M M F M
## [9521] M F M M M M M F M M M M F M F M F F F F F M M F F M F F F F F F F F
## [9555] M F M F M M M F F F F M M M F M F M M F F F F F F M M M M F M F F F
## [9589] M M F F M M F M M F M M F M M F F M F F F M M M M M M M F F F M M M
## [9623] F M F M F F F F M F F M M M F M F M F M M F M F F M M F M M M M M F
## [9657] M M M F M M M F M F F F F M F M M M F F F M F M M F M M M F F F F F
## [9691] F F F M F F F M M M F M M F M F M F M M M M F M M M F M F M F F F F
## [9725] F M F M F M M F M F M M M F M M M F F M M M F F F F F M F F F M F F
## [9759] M M F M F F M F M M M F M F M M F F F F M F M F M M F M M F M M F F
## [9793] F M M M F F M F F M M F F M M F M M F F F M F F F F F F M F F F M M
## [9827] F F M F F M F M F F F M M M M F F M F F F F M F M F F F F M F F M M
## [9861] M M F M F F F F F M M M F M F F F M M M F M F M F F F M M M M F F F
## [9895] M F F M F F F M M M F M F M F M F M F M M M M M M F F F M F F F F M
## [9929] M F F M M M M F F M F M M F M F F M F M F M M M M M F M F M F F F F
## [9963] F F M M M M M M M F F M M F M M F F M F M F M F F F M F F F F M M F
## [9997] F M M M
## Levels: F M# extract the gender column of the sales data frame
sales$gender## [1] F F M M F F M M F M F F M M M M M M M F M M F F F F F M M F F F M M
## [35] M M M F F M F M M M M F F M F M M F F F M M M M M F M M M M M M M F
## [69] F M F F M F M M F F F F F F M F F M M F M M M F F F M F F M F F M F
## [103] M M M F F M M F M F M M M F F M F M M F M F F M M M F M M F M F M M
## [137] M F M M F M M F F M F M M F F F M M M M F M M M M M F F F M M M M M
## [171] F F F F F F M M F F M M F M M M M F F F F F M F M F M M F F F F M M
## [205] F M M M M F F M F F M F F M M M M F M F M M M M M M M M F M F M F M
## [239] M F M F M M M M M F F F F M F M M F M F F F F M M F F M M M F M M F
## [273] M F F F F M M M M M M F M F M F F F F F F F F F F F M M M M M M M M
## [307] F F M M F M F F M F M M M M F F M M M F M M M F M F M M F F F M F F
## [341] F M F F F M F F M F F M M M F F F F M F M F M F M F M M F M M F M F
## [375] M F M F F M M M F F M F M M F F M F F F F F M F M M F F F M F M F F
## [409] M M F F F M F M F M M M M M M F M F F M M M M F M F F M F M F F F F
## [443] M F F F M M M M F M F F F F F M F M M F F F F M M M M F F M M M F F
## [477] M M M F M F F M M M M F F M M F M M M M M F F M F F F F F M M F F F
## [511] F F M F M F M M M M F M M M M F M M M M M M F F M F M M F F M F F F
## [545] F F M F M F M F F F F F M F F M M M M F M F M M F M F F M F F F M F
## [579] F F M M F F M M F M M F M F M F M F F F M F F M F M M M M F F M F F
## [613] M M M M M M F M M M M M M F F M F F M M F M F M M M M M F M F F F F
## [647] F F M M M F F F F F F M M F M M F F F M M F M M F M M M F F F F F M
## [681] M M M F F M M M M F M M F M F M M F M M M F F M M F M F M F M M F F
## [715] M M M F M M M F M M M M M M M F F M F M M F F F M M M M M F M F F F
## [749] F F M M M M F F M F F F F M F F M M F F M F M F M M M F M M M F M F
## [783] F F F M M M M M M M F F F F F M M F M F F M M M M F M F M F F F M M
## [817] F F M F F F M M M M F F M F M F F F F M M M M M F F F F M M M F M F
## [851] F F M F M M F M F F M F M M F M F M F M M F M F F M F F F F M M F M
## [885] F F M F M M F F M F F F M M F F M M F M M F F M M F F M F F M F M M
## [919] F M F M F F M F F M M M M M F F F M F F M F M F M F M F M M F M M F
## [953] F M F F F F M F M M M F F M F F F M F F M M F F F F M F F F M M F M
## [987] M M F M F M M M F M M M F M F M M F F F M F F M M F F F F M F F F F
## [1021] M F F M M M F F F F M M M M F M M F M F M M F F F M F F M F M M F M
## [1055] F F F M F F F M F F F F F M F F F F F M M F F M F F F F M F F F F M
## [1089] M M M M F M F M F F M F M F M M F F F M F F F F F M F F F M F M F F
## [1123] F F F M F F M M M F M M M F F F M M F M F F M F M M F F F F M M F F
## [1157] M M F F F M F F M M M M F M M F F M M F M M M M M M M F F F M M F F
## [1191] F M F M F F F F M M M F M M F M M F F F F M F F M F F M M M F F F M
## [1225] M F M M F F F M M F M M F M F M M F M F M M F M F F M F M M F F F F
## [1259] M M M F F M F F F F M F M M F F F F M M F M M M M M F M F M M F F M
## [1293] F M M M M M M M M M F F M F F F M F F F F F M F M F M F M F M F F F
## [1327] M M M F F F F M F M M M M F M F M M F M M M M F M M M M F M F F M M
## [1361] F F F F M M M M F F F F F M F F M F F F F M M M M F M M M F M M F F
## [1395] F F M M M M M M M F M M F M M M F F M F F F M F F M F M M F M M M M
## [1429] F F M M F F F M M M M F M F M M F F F M M F M M M M F M M M M F F M
## [1463] F M M M M M F F F F M F F F F F M M F M M F F M F M F M F M F M M M
## [1497] F F M M M F M F M M M M F F F M M M M F F M M M M M F F M F F F M F
## [1531] F F M M M M F M M F F F F F F F F M M F F M M M F M M M F M M F F M
## [1565] M M M M M M M F M F F M M M M F F F F F M F M M M M M M M M F M M M
## [1599] M F M F F F F M F F M F M M F F M F M M M F M F M F M M F F M M M M
## [1633] M M M M F F F M F M F M M F F F M F F M F F M F M F M F M F M M F M
## [1667] F M M M F M F M M F F M M M F M M F M M M F F M F F M M M M F F M F
## [1701] F M M F F M F F M M F F M F F F F F M M F F F M M M M M F F M M F F
## [1735] M M F M F F M M M M F F F F M F M F F F F M F M M M F M F M M M F M
## [1769] M M M M M M F F M M F M F F F F M M M M M M M M M F M M M F M F F F
## [1803] M M F F M F M M F F F F F M F M M M M M F F F F M F M F M F F M F F
## [1837] M M F M F M M M M F M F M F F M F M F M F M F M M M F F M M F F F F
## [1871] M F F F F M M M M F M F F F F M M F F M F M F M M M F M F M M M F F
## [1905] M M F F F F M M M M F M F M F F M M M M F F F F F F M F M F M M F M
## [1939] M M F F F F F F F F F M F F M M M M M F F F F M F F M M F M F F M F
## [1973] M M F M M M M M M F F M F M F M M M M F M F M F M F F M M F F M F F
## [2007] F M F F M M F M F F M F M F M F M F M F M F M F M F F F M F M M M F
## [2041] F F M F F M M M M F F F M M F M M M M M M F M M F F M F M F F F M F
## [2075] M F F F F F M M M M M M F M F F M F F F M F M M M F M F F M F M F F
## [2109] M M M M M M M F M F F M F F M F F M M F M M M M F F F M M M M M M M
## [2143] M F F M F M M F F M M M M M M M M M F M M M F M F M M F F M M M F F
## [2177] F M M F F F M F F F M M F M M F M F F F M M M M M F M M M M F F M F
## [2211] M M F M M F F M F M F F M F M M F F M M M M M M F F F F F F M F M M
## [2245] M M M F F F F F F M M F F F M M M F M M M M F M M F M F F F M M M F
## [2279] F F F F M M M F F M F F F F M F M M M M F M M M F F M M F F F M M F
## [2313] F F M M F F M M M F M F M F F M F F F M M F M M M F F F F M F F M M
## [2347] F F M F F M F M M F M F F M F F M F F F F M M M F M F F M F M M M M
## [2381] M F F F M M M F M F M F M F M F M F F M F M M F M M M M F F F M M F
## [2415] F F M M M F F M F M M F F M M M M F M M M F M M M F F M M F F F M F
## [2449] F M M F M M F F F F F F M M M F F F F F F M F F M M F F M M M M F M
## [2483] M M F F M F F F M F M F M F M F F M F F M F M M F F F M M M M M F M
## [2517] F M M M M F F F F M M F F M F F F F F M M M F M F F F F F F M F M M
## [2551] M F F M F M M M F F M F F M F M F M M F F F F F M F M F F F M M M F
## [2585] F M F M F M M F M F M M F M M F M M M M M M M M M F M M M M M F M F
## [2619] F F M F M M F M M F F M M M M F M F F M F F M F M F F M M F F F M M
## [2653] F M F M F M F M F F F F F F F F F M F F F M F M F M M M F F M M M F
## [2687] M F F M F M F M F M F F M M M M F M F M F F M F M F M M F M M M F F
## [2721] F F F M F F F M F F M M F F M M F M M F M F F F M F F F M M F F F M
## [2755] M M M M M M F F M M M F F M F M F F F F M F F F F F M F F F F F F F
## [2789] F M F M F F F F M M F F M M M M M M F M F F M M F F M M M M F M M M
## [2823] F F F F F M F M F F M M M F M F M M F M F F M F F M F M M M M F F F
## [2857] F M M M F F M M F F F M M F F F F F M M M F M M F M M M M F M M F M
## [2891] M M F F F F M F M M F F M F M F M M M M F F M F F M M F F F F F M M
## [2925] M M F M F M M M M M F M F F M M M M F M M F M M M M M M M F F M F F
## [2959] M F F F F F M M F M F M M M F F F F F M F F M M F M F F F F F M F F
## [2993] F F F F F F F M M M M M F M F M F F M F F M M F M M M M F M F F F M
## [3027] M M M M F M F M F F M F F F M F M M F F M F M F M F M F F F M F F M
## [3061] M F M M F M M M F M F M F M F F M M F F F F M M F M M M M M F F F M
## [3095] F M F M F M F M F F M F F F F F F M F M F F F F M F F M M F M F M M
## [3129] F F M M F M M F F M M M F F M M M M M M M M F F M M M M F M M M F F
## [3163] M F M M F F M F F F M F M M M M M M F M M F M F F F M F M M F F M F
## [3197] F M F F F F M F M M F F M F M M M F F M F M F F F M F M M M M F M M
## [3231] M M F F F F M M F M F M F F M M F M F M F F F M M M M M M M F F F F
## [3265] M M F F F F F M F F F F F M M M F F F M M F F M F M M M M M M F F M
## [3299] M M F F F F M M F M M M F F F F F M F F F M M F M M F M M M F F F M
## [3333] M M M M M F F M F F F F F M F M M F M M M F M F F F M M M F M F F F
## [3367] M M M M M F F M M F F F M F M F M M F F F F F F F M F M M F M M F M
## [3401] M F F F M M M F M M M M M F F M F M F F M M M M F M F M M F F M M M
## [3435] F M M F F M F M F F M M F M F M F M F F F F F F M F F M M M F M F M
## [3469] M F M M M M F M F F M F M M M M M F M F F M M F M M F F M M M F F M
## [3503] M M F F F M M M M M M M M M M F F M M F M M F M M F F M M M M M M F
## [3537] F F F F M M F M M M M M F F F M M F F M M M F M M M F F F F M F M F
## [3571] M M F F M F M F M M F F F F F M M M M F M F F F F M M F F M M F F F
## [3605] F M M F F F F F M F M M F F F M M M M F M M F F M F F M M M F M F M
## [3639] F F F M M M M M M M F F F M F M M F M M F M F M M F M M M F M F F M
## [3673] F M M F F F M M F M M M M F F M M M F F F F F F F F M M F M F F M F
## [3707] M M M M F M M M F F M F F F F M F M M M M M F M M F M M M M F F M F
## [3741] F M M F F M F M M F M M M F F M F F M M F M M M M F F M M F M F M M
## [3775] F M M M F M M F F M M F M F M F M M F F M F F F M M M M M F M M M M
## [3809] M F M F M F M M M M M F M M F M M F F F M F F M F F M M F F M F F M
## [3843] F F F M M M M M F F F F F M M F M F M F M F M F F F F F M F F M M M
## [3877] F F M M F F M M F M M F M F F M M F F F M M M F F M F M F F M F M M
## [3911] F F M F F M M M F F F M F F M M F F M M F F F M F M F F F M F F M F
## [3945] F M M M M F M M F F M M M F M M F F M F F F F M F M F F F M F F F M
## [3979] M M F M M F M M M F M F F F M M F F M M F F M F F F M M M F M M F F
## [4013] M M M F F M M F F M F M F F M F F M F M M F M M F M M F F F F F F F
## [4047] M F M M M M M F F M F F M M F F F M F F M M M F F F M M M M F M M M
## [4081] M M F F M F F F M M M F F F M F F M F F M F F F M F F M F F M F F F
## [4115] F M F F M M M F M F F M F M M M F M M F F M F M F M F M M F M M F F
## [4149] F M F F M F M M M M M M M F F M M F M F M F M M M M M F M M F F F M
## [4183] F F M M F M F M M M M F F M F M F F F F M M F F F M F F M M F F M M
## [4217] F M M F M M F M F F F M M F F F M F F F F F F M F F F M F F F M F M
## [4251] M M M M F M M F M F M M M M F M F M F M M F M M F M F F M M F F F M
## [4285] M M F F F M M F M M F F F F F M F F F M F M M M F F M M M M F F M F
## [4319] F M M M M M M F F M F M M F M M F M F M F F M M M F M M F F M M M M
## [4353] F F F F F M F M M M M M F F F M F F F M M F M F F M M F M F M M F M
## [4387] M M M M M M F M M F M F M M F F M F F M F M M M M M M F F M M F M F
## [4421] F F F F F F M F F M M M F M F M M F M M F M F F M M M F F M F F M F
## [4455] M M M F M F M F M M F F F F M M M F F M M F M M M M F M F F F F F F
## [4489] F F F M F M F M M F M M M F M F F F F M F F M F M M M F M M F M M M
## [4523] F M M M M M F F F M F M F M M M F F M F M M F M F M F M M F F F M F
## [4557] M F F M M M F F F F F M F M F F M M M M F F M M F F F F F M M F F M
## [4591] M M F M M M M F F F M M F M M F F M M M M M M F F F F F F F M F M F
## [4625] F F F M F F F M F F F M M F M M M M M F M M M F F M F F F M F F F F
## [4659] M M M F F F F F M M M M F M F F M M F M M F F M M M M M M F M M F F
## [4693] F F M F F M M F M M M F M F F F F M F F M F F F F F M M M F M M F F
## [4727] F F M F M F F M M F M M F F M F M F F F M F M M F F F F F F F F F F
## [4761] M M M F F M M M F F M M F M M M M M F F F F F M F F F F F F M M F F
## [4795] F F F M F F F M M M M F F M F F F F M M M M F F M M M M F F M F M M
## [4829] F M M F M M M M M M F M F F M M F M F F F M F F M M F F M M M F F M
## [4863] M F M F F F M F M F F M F M M F F F M M F F M M F M F M F F F F M M
## [4897] F F F M F F M M F F M M M F F M M M M F M F M F M M M F F M F M F M
## [4931] M M F M F F M M F M F M F M F F F M M F M F F M M M F M F F F F F F
## [4965] F F M M M M M M M F F M F F F M F F F F F M M F F M F M M F F M F M
## [4999] F F M F F M F F F F M F F M F F M F M M M M F F M M F M F M F F M F
## [5033] F M M M M M M M F M F M M F M F M F F F M M F M M F M M M M M F M F
## [5067] F F F F F F F F F M F F F M M F M F M F M F F F F F F F M M M F F F
## [5101] M M F F M M M F F M F M F M M M M F F F F F M M M F F M F F F F M F
## [5135] F F F F M M M M M F F M F F F M F F F F F M M F M F F M F M F F M F
## [5169] M M M M M F M F M M M F M M M F M M M M M F M M M M F F M M M M M M
## [5203] M M F F M M M F F M F F M M M M M M F F F M F M M M F M F F F M F M
## [5237] M M M M M M F F M M M F M M M M F F F M M F F F F F M M F F M F M F
## [5271] M F M F F M M M F M M M M F F M F M F F F F F F F M M M F F M M F F
## [5305] M F F F F M M F F M F F M M F F M F F F F M F F F F F M F F M M F M
## [5339] F M M F F F F M F F F F M M M M M M F M M F M F F F M M F M M M F F
## [5373] F M M F F M F F F F M M F M F F F M F M F F F F F M M F M F F M M F
## [5407] F F F F M F M F M M F F F F M F M F M F F F F F M M M F F F F F M F
## [5441] M F F F F M F M F M M M M M F F F M M M F F M F F F M M F F M F M F
## [5475] F F F F F M M M M M F F F F F F M F F F F F M M M M M F M M F M M F
## [5509] M M F F M F M F F F M M M M M M F F M F M M M M M F F M M M F F M F
## [5543] M F M F F M F M M F M F F F M F M F F M M M F F F F F M M F M M F F
## [5577] F F M M F F M M F M F F F F M F F M M M M F M M M F M F F F F F F F
## [5611] F F M M F F F F F F M F F F F F M F M M F F M M F F M F M F F F F M
## [5645] F M M M M M M M F F F M F F F F F M M F F F M F F F M M M F M M M M
## [5679] F F F M F M M F M M M M M M M M M M M F F F F F M M F M F M F M M M
## [5713] F M F F M M F M M F F F M F F F M M M F F F M M M F F F F M F F M M
## [5747] F F M F F M M F M M F F F M M M M F M M M F F M M M M F M M M F F F
## [5781] F M F M F M M F M M M M M M F F F F M M F F M F M F M F F M F F M M
## [5815] M F F M F F F M M M M M F M F F F M M F F M M M F F F M M F M M M M
## [5849] M M M F M M F M M M M F F F M M F F F M F F F F F M M M M M F F M M
## [5883] M M M M F F F M F F M M M F M F F F F M M M F F F F M F M F F F M M
## [5917] F M M M M F F M F M F F F M F M F M M F F F F F M F F F F F F M F F
## [5951] F F M M M M F M M M M M M F F M F M M F M M M M F F M M M M M F F M
## [5985] F M M F F F F M M M M M F M M F F M F M F F M M F M M F M F M M M M
## [6019] F F M M F M F F F M M F M M F F M F M F F M M F F M M M M M M M M M
## [6053] F M F F M F M F M M M M M M F M F F F F F M F F M M F M F F F F F F
## [6087] F M M F M M M F M M M F M M M M F F F M F F F M M M F F M F M M F M
## [6121] F M F M F F M M F M F F F F F M M F F M M F M F M F M F M M F M M M
## [6155] F M F M M F M M F F F M M F F M F M F F M F M M F M M F M M F M M M
## [6189] F M F M M F F F M M F M M F M M M M M F M F F F F F F M M M M M F F
## [6223] F F F F M M M M F M F M M F M M M F F F M M F F F F M M M M M F F M
## [6257] M M M M M M F F F M M M M M F F F M M M M M F F F F F F F M F M F F
## [6291] M F F F M M M F M F M F M F F M F F F F F F M M M M F F F F M M M F
## [6325] F M F F F F F F F F F M M M M M M F F M F M M F F M F M F F F F M M
## [6359] M M M F M F F M M M M F M F F M F F F M F F F M F M F M M M M F M F
## [6393] M F F M F M F M F M F M F M F F M F F M M M F M F F M M F F M F M M
## [6427] M M M F F M F F M F M F M F F F M F M F M F F M M M M M M F M F F F
## [6461] F F M F F M M F M M M M F M M F M F F M M M F F F F M F M M F F F M
## [6495] M F F M F M F M M M M M M F M M M F F M F F F M M F F F F M M M F M
## [6529] M F F F F F M F M F F F M F M F F M M M F F M M F F M F F F M M F M
## [6563] F F F F F F F F F M F F M M M F F M F F F F M F F F M M F M M M M F
## [6597] F M F M M M M M M F F F M F M M F F F M F M F M M M M F F M M M M M
## [6631] M M M M M M M M F F F M F F F M F F F M M F F M F F F F M M M F M M
## [6665] M M F F F M F M F F F F F M F F M F F F F F F F M F F M F M F F M M
## [6699] F M M F F F M F M M F M M M F M M M F M F F M M M M F F F M F F F M
## [6733] F F M F M F F F M F F F M M M F M F F F M F F M F F M F M F F M F M
## [6767] M M F F M M M F M M F F F M M F F M M M M M M M F F M F F F M F F F
## [6801] M M F F F F M F F F F M M F F M M F F F M F F M F M F M F F M F F M
## [6835] F F F M F F M M F F M M F F M F F M F M F F F F M M M F F F F M F F
## [6869] F F F M F F M F M M F M M F M F M M M M F M F M M F M F M F M F M M
## [6903] F M M M F M M F M M M M F M M M M F M F F F F M F F F F M M F F F F
## [6937] M M F F M M M M F M M M M M F M M F M M M M F M M M M F F M F F M F
## [6971] F M M M F F M F F M F M M M M F F F M M F M M F M F F F M F M M F M
## [7005] F M M F F F M M F M F F F M M M F F F F M M M F M M F F F F F M M M
## [7039] M F F F F M F F F M M M F M F M M F F F F F F M F M F F M M M M M F
## [7073] F M F F F M F F M M F F M M F M F M M F M M M M F F F M M M F M F M
## [7107] M F F F F M M M F F F M F M M M M F M F F F F M F M F F F F M F F F
## [7141] F F M M M F F M F F M F F F F M M M F F M F F M F F M F M F M M M M
## [7175] M F F M M F F M M M M F F M M F F F F M M F F F F M F M F M F M M F
## [7209] F F M F F F M M F M F F F F M F F M F M F F F F M F M M M M M M M F
## [7243] M F M M M F F M F F M F F F M M M M F F F M M F M F F F M F F M F F
## [7277] M M F M F M F F F F M M F F F F M M F M F M F F F M F F F M F M M F
## [7311] M F F M M F F M F M F M M F F F M M M M F F F F F M M F F F M M M M
## [7345] M F F M M M F M M M F F M M M M F M F F F F M M M M M F F F F F M M
## [7379] M M M F F F F F F F F M F M F F M M F F F M F F F M M F M M M M F M
## [7413] M F F F F M M F F F F M M F M F F M F F F F M F F M M F M F F M M M
## [7447] F F M M M F M M F F F F M M M M F M F F M F F M M M F M F F F F M M
## [7481] F M M F M F F M M F M M M F F M F F M M M F F F M F F M F M F F M M
## [7515] M F F M F M F F F F M F M M M F F M F F F F M M F M M F F F M M F M
## [7549] F F F F M F M M F F F F F F M M F M M F F F M M M M F F F M M F M F
## [7583] M F M M F F F F F F M M F M M M F F M M M F M F F M F F F M F M F M
## [7617] M M F M M F M F F F F F M F F F F M M M M F F M M M M F F M M F F M
## [7651] F M M F M M M F F F M F F F M F M F F F M F M F F M M F F F M F F M
## [7685] F M M F M M F M M M F M F F M M M M F M M F M F F M F F F F F F M M
## [7719] F M M M M F M M F F M F F M F M F M F F F M F M F M M F M M F M F M
## [7753] M M F F M M F M F M F F M M F M M F F F M F M M M F M M F F M M F F
## [7787] M F F M F F F F F M M M M M F F M F F F F F M F M F F M F M F M F F
## [7821] F F F M F F F F M M M M M M F M M M F M F F F F M F M F F M M F F F
## [7855] M M F M F F M F F F M F M M M F F F M M M F F F M M M F M F F F M F
## [7889] M M M F M M F M F M M F F F M F F M M F F F M F F M F F F M M M F F
## [7923] F F F M M M M F F M F M M M F F M M F M F M F M F M M F M F M M M M
## [7957] F F M F M F M F F M F F F M M M M F F F M M M M F M M F M F M M F M
## [7991] M F M F F F M F F F F F M F F M F F F F M F M M M F F F M F F F F F
## [8025] F F M M F F F F M M M M F M M M M M F F F M F F F M F M M F F M F F
## [8059] F F F M M F M F M F M M F M M M M F F F F M M F M F F M F F F F F F
## [8093] F F M F M M F F M F M M M F M F F M F M M M M M M M M F F M M F F M
## [8127] F F F M F F F F F M M M M M M F F M M M F M M F F F F M M M F F M M
## [8161] M M M M M F F M M F F M F F F M M F F M F F F M M M F F M F F M F F
## [8195] M M M F M F M F M F F F M F M F M F F F F M M M F M F M M M M F F M
## [8229] F M M F M F F M M M F F M F M M M F F F M F F M F M M F F M M F F F
## [8263] M F F F F F F F M F F M F M M M F F F M F F M M M F F M F F M F M M
## [8297] M F F M F M F M M M M M M F F F F F M F F M M M F M F M F M F M M M
## [8331] F F F M M F F M M M F F M M M F F M F M M M M M M F F M M F F F F M
## [8365] F M F F F F F F M F F M M F F M M M F F M M F M M F M M F M F F F M
## [8399] F F F F M F F F F F M F M M M F M F F M M F M F M F F M M M M M M F
## [8433] F F F M M F F M M F M M F M F F M M F F M F F M M M F F M M M M M F
## [8467] F F F F M F F M M F F F F F F F F M M F M F M F M M M F M F M F F M
## [8501] F F M M F F M M F M F M M M F F F M F F F M M M F F M F F M F M F F
## [8535] F M M F F M M M F F M F M M M F F F F M F F M M M F F F F F M M M F
## [8569] M M M F F M F F F M M F M M F M M M F M M F M F M F F F F M F F F M
## [8603] M M F F M F F F M F M F M F M F M F M M M M F F F F M F F M M F F F
## [8637] M M M F F M M M M M M F F F F F M F M M M F M F F F M F F F F F F F
## [8671] F F M M M F F F M M F M M F M M F M M F F M F M F M M F M M M M F F
## [8705] M F F M M F F M M M M M F M F F F F F F F F F F F F F F M F M M F M
## [8739] M M F F F M F F M F M M F F F M M F F F M F F F F F F F F F M M M F
## [8773] M M F F F F M M M F F M M F M M M M F M M F F M M F F F F M M F F F
## [8807] M M M M M F M M F M F M M M F M F M F M M M F F F F F M M F F M F M
## [8841] F M M F F F F F M M M M M M M F M F M M F M M M F F M M F F M M M M
## [8875] F F M M F F F F F M F F F M M F M M M M F F F F F F F M F M M M M M
## [8909] M M M F M F F M M F F F F F M M M F M M F F F F M M F F M M F M M F
## [8943] M M F M F F M F F F F F F M F F F M M M M M F F F M F M F M M F F M
## [8977] F F M M F M M M M F M F M M M M M M F F M M F F M F F F F M M F F F
## [9011] M F M F F M M M M F M M F M M F F F M M M F F M M M M M F M M M F M
## [9045] F F F F M M M M M M F M M M F F F F M M F F F M M M F F M M M M M M
## [9079] M M M F M M M M F F M F F M M M M F F M M M M M F F F M M F M F F F
## [9113] M M F F M M F M M F M F F F M M M M F M F F M F M M M F F F M M F F
## [9147] F F F F M F M F M F M M M F M M F F F M M M M F F M F M F M F F M F
## [9181] F F F F F F M F F F M M F F M M F M M F F F F M F M M M M F M F F M
## [9215] M M F M F F M M F F F F M F F F M F F M M M F M F M F F M M M M F F
## [9249] M F M F F M F F M M F F M F F F F F F F F F F M F F F F F M F F F M
## [9283] F M M F F F F F F F M M F F F M F F F F F M M M F F M M M F F F M F
## [9317] M F F M F M M F M F F M M F F F F F F F M F F F M M M M M M F M F M
## [9351] M M F F F M F M F F M M F F M M M M M F F F M M M F M F F M M F M F
## [9385] F F F M F M M F M F F F F M F F F M F F M M M F F F F F F M M M F M
## [9419] F M F M F M F F M F F F F M M M M F M M M M F M M M M F F F M F M M
## [9453] M M F M M F F M F M M F F M M F F F F F F M F F F M F M M F M M M F
## [9487] F M M M F F F F M M F M F F M F M F M F F M M M F F M M M F M M F M
## [9521] M F M M M M M F M M M M F M F M F F F F F M M F F M F F F F F F F F
## [9555] M F M F M M M F F F F M M M F M F M M F F F F F F M M M M F M F F F
## [9589] M M F F M M F M M F M M F M M F F M F F F M M M M M M M F F F M M M
## [9623] F M F M F F F F M F F M M M F M F M F M M F M F F M M F M M M M M F
## [9657] M M M F M M M F M F F F F M F M M M F F F M F M M F M M M F F F F F
## [9691] F F F M F F F M M M F M M F M F M F M M M M F M M M F M F M F F F F
## [9725] F M F M F M M F M F M M M F M M M F F M M M F F F F F M F F F M F F
## [9759] M M F M F F M F M M M F M F M M F F F F M F M F M M F M M F M M F F
## [9793] F M M M F F M F F M M F F M M F M M F F F M F F F F F F M F F F M M
## [9827] F F M F F M F M F F F M M M M F F M F F F F M F M F F F F M F F M M
## [9861] M M F M F F F F F M M M F M F F F M M M F M F M F F F M M M M F F F
## [9895] M F F M F F F M M M F M F M F M F M F M M M M M M F F F M F F F F M
## [9929] M F F M M M M F F M F M M F M F F M F M F M M M M M F M F M F F F F
## [9963] F F M M M M M M M F F M M F M M F F M F M F M F F F M F F F F M M F
## [9997] F M M M
## Levels: F M# retrieve the first two rows of the data frame
sales[1:2,]## cust_id sales_total num_of_orders gender
## 1 100001 800.64 3 F
## 2 100002 217.53 3 F# retrieve the first, third, and fourth columns
sales[,c(1,3,4)]## cust_id num_of_orders gender
## 1 100001 3 F
## 2 100002 3 F
## 3 100003 2 M
## 4 100004 3 M
## 5 100005 4 F
## 6 100006 2 F
## 7 100007 2 M
## 8 100008 2 M
## 9 100009 2 F
## 10 100010 2 M
## 11 100011 1 F
## 12 100012 2 F
## 13 100013 1 M
## 14 100014 7 M
## 15 100015 3 M
## 16 100016 2 M
## 17 100017 2 M
## 18 100018 1 M
## 19 100019 1 M
## 20 100020 3 F
## 21 100021 3 M
## 22 100022 5 M
## 23 100023 2 F
## 24 100024 2 F
## 25 100025 3 F
## 26 100026 2 F
## 27 100027 3 F
## 28 100028 3 M
## 29 100029 3 M
## 30 100030 3 F
## 31 100031 3 F
## 32 100032 2 F
## 33 100033 1 M
## 34 100034 1 M
## 35 100035 1 M
## 36 100036 4 M
## 37 100037 2 M
## 38 100038 3 F
## 39 100039 1 F
## 40 100040 3 M
## 41 100041 2 F
## 42 100042 2 M
## 43 100043 1 M
## 44 100044 2 M
## 45 100045 4 M
## 46 100046 1 F
## 47 100047 2 F
## 48 100048 1 M
## 49 100049 3 F
## 50 100050 1 M
## 51 100051 1 M
## 52 100052 3 F
## 53 100053 1 F
## 54 100054 3 F
## 55 100055 2 M
## 56 100056 2 M
## 57 100057 3 M
## 58 100058 2 M
## 59 100059 2 M
## 60 100060 2 F
## 61 100061 2 M
## 62 100062 1 M
## 63 100063 3 M
## 64 100064 2 M
## 65 100065 2 M
## 66 100066 3 M
## 67 100067 3 M
## 68 100068 2 F
## 69 100069 3 F
## 70 100070 1 M
## 71 100071 2 F
## 72 100072 1 F
## 73 100073 4 M
## 74 100074 1 F
## 75 100075 1 M
## 76 100076 1 M
## 77 100077 5 F
## 78 100078 2 F
## 79 100079 1 F
## 80 100080 3 F
## 81 100081 2 F
## 82 100082 2 F
## 83 100083 2 M
## 84 100084 2 F
## 85 100085 2 F
## 86 100086 1 M
## 87 100087 1 M
## 88 100088 3 F
## 89 100089 3 M
## 90 100090 2 M
## 91 100091 2 M
## 92 100092 4 F
## 93 100093 2 F
## 94 100094 1 F
## 95 100095 2 M
## 96 100096 2 F
## 97 100097 2 F
## 98 100098 1 M
## 99 100099 2 F
## 100 100100 1 F
## 101 100101 3 M
## 102 100102 6 F
## 103 100103 2 M
## 104 100104 2 M
## 105 100105 3 M
## 106 100106 2 F
## 107 100107 2 F
## 108 100108 1 M
## 109 100109 2 M
## 110 100110 1 F
## 111 100111 5 M
## 112 100112 2 F
## 113 100113 3 M
## 114 100114 4 M
## 115 100115 3 M
## 116 100116 2 F
## 117 100117 2 F
## 118 100118 2 M
## 119 100119 2 F
## 120 100120 3 M
## 121 100121 1 M
## 122 100122 2 F
## 123 100123 1 M
## 124 100124 6 F
## 125 100125 2 F
## 126 100126 2 M
## 127 100127 3 M
## 128 100128 2 M
## 129 100129 3 F
## 130 100130 2 M
## 131 100131 3 M
## 132 100132 3 F
## 133 100133 4 M
## 134 100134 1 F
## 135 100135 1 M
## 136 100136 6 M
## 137 100137 2 M
## 138 100138 1 F
## 139 100139 3 M
## 140 100140 3 M
## 141 100141 1 F
## 142 100142 2 M
## 143 100143 2 M
## 144 100144 3 F
## 145 100145 2 F
## 146 100146 2 M
## 147 100147 4 F
## 148 100148 2 M
## 149 100149 2 M
## 150 100150 9 F
## 151 100151 2 F
## 152 100152 3 F
## 153 100153 3 M
## 154 100154 2 M
## 155 100155 3 M
## 156 100156 2 M
## 157 100157 3 F
## 158 100158 2 M
## 159 100159 9 M
## 160 100160 1 M
## 161 100161 2 M
## 162 100162 2 M
## 163 100163 3 F
## 164 100164 1 F
## 165 100165 1 F
## 166 100166 1 M
## 167 100167 6 M
## 168 100168 1 M
## 169 100169 2 M
## 170 100170 1 M
## 171 100171 1 F
## 172 100172 2 F
## 173 100173 3 F
## 174 100174 1 F
## 175 100175 1 F
## 176 100176 6 F
## 177 100177 4 M
## 178 100178 3 M
## 179 100179 2 F
## 180 100180 1 F
## 181 100181 2 M
## 182 100182 4 M
## 183 100183 5 F
## 184 100184 2 M
## 185 100185 1 M
## 186 100186 2 M
## 187 100187 1 M
## 188 100188 2 F
## 189 100189 3 F
## 190 100190 1 F
## 191 100191 2 F
## 192 100192 3 F
## 193 100193 2 M
## 194 100194 1 F
## 195 100195 2 M
## 196 100196 2 F
## 197 100197 1 M
## 198 100198 1 M
## 199 100199 5 F
## 200 100200 3 F
## 201 100201 3 F
## 202 100202 4 F
## 203 100203 2 M
## 204 100204 2 M
## 205 100205 2 F
## 206 100206 2 M
## 207 100207 3 M
## 208 100208 2 M
## 209 100209 4 M
## 210 100210 1 F
## 211 100211 2 F
## 212 100212 3 M
## 213 100213 3 F
## 214 100214 1 F
## 215 100215 7 M
## 216 100216 1 F
## 217 100217 3 F
## 218 100218 2 M
## 219 100219 2 M
## 220 100220 5 M
## 221 100221 4 M
## 222 100222 2 F
## 223 100223 2 M
## 224 100224 1 F
## 225 100225 2 M
## 226 100226 3 M
## 227 100227 3 M
## 228 100228 2 M
## 229 100229 2 M
## 230 100230 2 M
## 231 100231 2 M
## 232 100232 1 M
## 233 100233 2 F
## 234 100234 3 M
## 235 100235 2 F
## 236 100236 2 M
## 237 100237 3 F
## 238 100238 3 M
## 239 100239 2 M
## 240 100240 2 F
## 241 100241 2 M
## 242 100242 3 F
## 243 100243 1 M
## 244 100244 2 M
## 245 100245 2 M
## 246 100246 1 M
## 247 100247 1 M
## 248 100248 3 F
## 249 100249 3 F
## 250 100250 3 F
## 251 100251 3 F
## 252 100252 2 M
## 253 100253 9 F
## 254 100254 2 M
## 255 100255 1 M
## 256 100256 3 F
## 257 100257 3 M
## 258 100258 2 F
## 259 100259 2 F
## 260 100260 8 F
## 261 100261 2 F
## 262 100262 2 M
## 263 100263 2 M
## 264 100264 2 F
## 265 100265 2 F
## 266 100266 4 M
## 267 100267 2 M
## 268 100268 1 M
## 269 100269 2 F
## 270 100270 2 M
## 271 100271 3 M
## 272 100272 10 F
## 273 100273 2 M
## 274 100274 2 F
## 275 100275 1 F
## 276 100276 2 F
## 277 100277 1 F
## 278 100278 1 M
## 279 100279 3 M
## 280 100280 2 M
## 281 100281 3 M
## 282 100282 3 M
## 283 100283 2 M
## 284 100284 2 F
## 285 100285 1 M
## 286 100286 2 F
## 287 100287 2 M
## 288 100288 2 F
## 289 100289 2 F
## 290 100290 7 F
## 291 100291 2 F
## 292 100292 3 F
## 293 100293 6 F
## 294 100294 2 F
## 295 100295 2 F
## 296 100296 3 F
## 297 100297 3 F
## 298 100298 5 F
## 299 100299 2 M
## 300 100300 2 M
## 301 100301 1 M
## 302 100302 2 M
## 303 100303 2 M
## 304 100304 3 M
## 305 100305 2 M
## 306 100306 2 M
## 307 100307 1 F
## 308 100308 3 F
## 309 100309 2 M
## 310 100310 2 M
## 311 100311 4 F
## 312 100312 1 M
## 313 100313 1 F
## 314 100314 2 F
## 315 100315 5 M
## 316 100316 3 F
## 317 100317 2 M
## 318 100318 2 M
## 319 100319 2 M
## 320 100320 2 M
## 321 100321 2 F
## 322 100322 3 F
## 323 100323 4 M
## 324 100324 1 M
## 325 100325 1 M
## 326 100326 2 F
## 327 100327 2 M
## 328 100328 3 M
## 329 100329 8 M
## 330 100330 1 F
## 331 100331 4 M
## 332 100332 1 F
## 333 100333 1 M
## 334 100334 4 M
## 335 100335 2 F
## 336 100336 2 F
## 337 100337 7 F
## 338 100338 1 M
## 339 100339 2 F
## 340 100340 1 F
## 341 100341 2 F
## 342 100342 2 M
## 343 100343 1 F
## 344 100344 3 F
## 345 100345 2 F
## 346 100346 1 M
## 347 100347 2 F
## 348 100348 1 F
## 349 100349 1 M
## 350 100350 3 F
## 351 100351 3 F
## 352 100352 2 M
## 353 100353 2 M
## 354 100354 6 M
## 355 100355 4 F
## 356 100356 3 F
## 357 100357 2 F
## 358 100358 1 F
## 359 100359 6 M
## 360 100360 3 F
## 361 100361 1 M
## 362 100362 4 F
## 363 100363 2 M
## 364 100364 2 F
## 365 100365 3 M
## 366 100366 3 F
## 367 100367 2 M
## 368 100368 2 M
## 369 100369 3 F
## 370 100370 1 M
## 371 100371 2 M
## 372 100372 3 F
## 373 100373 5 M
## 374 100374 4 F
## 375 100375 2 M
## 376 100376 1 F
## 377 100377 5 M
## 378 100378 2 F
## 379 100379 5 F
## 380 100380 2 M
## 381 100381 3 M
## 382 100382 1 M
## 383 100383 2 F
## 384 100384 2 F
## 385 100385 2 M
## 386 100386 3 F
## 387 100387 3 M
## 388 100388 3 M
## 389 100389 3 F
## 390 100390 4 F
## 391 100391 4 M
## 392 100392 1 F
## 393 100393 1 F
## 394 100394 2 F
## 395 100395 5 F
## 396 100396 2 F
## 397 100397 1 M
## 398 100398 2 F
## 399 100399 2 M
## 400 100400 3 M
## 401 100401 1 F
## 402 100402 7 F
## 403 100403 2 F
## 404 100404 1 M
## 405 100405 2 F
## 406 100406 1 M
## 407 100407 5 F
## 408 100408 1 F
## 409 100409 2 M
## 410 100410 2 M
## 411 100411 2 F
## 412 100412 1 F
## 413 100413 1 F
## 414 100414 2 M
## 415 100415 3 F
## 416 100416 1 M
## 417 100417 3 F
## 418 100418 3 M
## 419 100419 3 M
## 420 100420 4 M
## 421 100421 3 M
## 422 100422 3 M
## 423 100423 1 M
## 424 100424 2 F
## 425 100425 2 M
## 426 100426 5 F
## 427 100427 1 F
## 428 100428 1 M
## 429 100429 4 M
## 430 100430 3 M
## 431 100431 3 M
## 432 100432 3 F
## 433 100433 1 M
## 434 100434 1 F
## 435 100435 2 F
## 436 100436 1 M
## 437 100437 2 F
## 438 100438 1 M
## 439 100439 2 F
## 440 100440 2 F
## 441 100441 1 F
## 442 100442 2 F
## 443 100443 2 M
## 444 100444 1 F
## 445 100445 2 F
## 446 100446 1 F
## 447 100447 3 M
## 448 100448 3 M
## 449 100449 1 M
## 450 100450 4 M
## 451 100451 3 F
## 452 100452 2 M
## 453 100453 3 F
## 454 100454 12 F
## 455 100455 1 F
## 456 100456 6 F
## 457 100457 2 F
## 458 100458 1 M
## 459 100459 8 F
## 460 100460 2 M
## 461 100461 4 M
## 462 100462 1 F
## 463 100463 2 F
## 464 100464 1 F
## 465 100465 2 F
## 466 100466 3 M
## 467 100467 2 M
## 468 100468 1 M
## 469 100469 3 M
## 470 100470 3 F
## 471 100471 2 F
## 472 100472 2 M
## 473 100473 1 M
## 474 100474 3 M
## 475 100475 3 F
## 476 100476 1 F
## 477 100477 3 M
## 478 100478 3 M
## 479 100479 1 M
## 480 100480 3 F
## 481 100481 2 M
## 482 100482 2 F
## 483 100483 1 F
## 484 100484 1 M
## 485 100485 2 M
## 486 100486 1 M
## 487 100487 1 M
## 488 100488 1 F
## 489 100489 2 F
## 490 100490 1 M
## 491 100491 2 M
## 492 100492 2 F
## 493 100493 10 M
## 494 100494 2 M
## 495 100495 3 M
## 496 100496 1 M
## 497 100497 9 M
## 498 100498 2 F
## 499 100499 2 F
## 500 100500 2 M
## 501 100501 1 F
## 502 100502 3 F
## 503 100503 1 F
## 504 100504 1 F
## 505 100505 2 F
## 506 100506 1 M
## 507 100507 3 M
## 508 100508 1 F
## 509 100509 1 F
## 510 100510 2 F
## 511 100511 2 F
## 512 100512 2 F
## 513 100513 3 M
## 514 100514 2 F
## 515 100515 2 M
## 516 100516 2 F
## 517 100517 4 M
## 518 100518 2 M
## 519 100519 3 M
## 520 100520 2 M
## 521 100521 2 F
## 522 100522 3 M
## 523 100523 1 M
## 524 100524 3 M
## 525 100525 3 M
## 526 100526 2 F
## 527 100527 3 M
## 528 100528 3 M
## 529 100529 3 M
## 530 100530 6 M
## 531 100531 1 M
## 532 100532 2 M
## 533 100533 2 F
## 534 100534 4 F
## 535 100535 2 M
## 536 100536 2 F
## 537 100537 2 M
## 538 100538 2 M
## 539 100539 4 F
## 540 100540 3 F
## 541 100541 4 M
## 542 100542 2 F
## 543 100543 2 F
## 544 100544 4 F
## 545 100545 3 F
## 546 100546 2 F
## 547 100547 4 M
## 548 100548 1 F
## 549 100549 3 M
## 550 100550 2 F
## 551 100551 1 M
## 552 100552 1 F
## 553 100553 3 F
## 554 100554 4 F
## 555 100555 2 F
## 556 100556 1 F
## 557 100557 5 M
## 558 100558 2 F
## 559 100559 2 F
## 560 100560 3 M
## 561 100561 3 M
## 562 100562 1 M
## 563 100563 1 M
## 564 100564 5 F
## 565 100565 3 M
## 566 100566 2 F
## 567 100567 1 M
## 568 100568 1 M
## 569 100569 2 F
## 570 100570 3 M
## 571 100571 3 F
## 572 100572 2 F
## 573 100573 3 M
## 574 100574 1 F
## 575 100575 2 F
## 576 100576 3 F
## 577 100577 2 M
## 578 100578 2 F
## 579 100579 3 F
## 580 100580 4 F
## 581 100581 5 M
## 582 100582 1 M
## 583 100583 3 F
## 584 100584 3 F
## 585 100585 1 M
## 586 100586 2 M
## 587 100587 1 F
## 588 100588 6 M
## 589 100589 4 M
## 590 100590 2 F
## 591 100591 3 M
## 592 100592 2 F
## 593 100593 1 M
## 594 100594 4 F
## 595 100595 1 M
## 596 100596 2 F
## 597 100597 1 F
## 598 100598 2 F
## 599 100599 3 M
## 600 100600 3 F
## 601 100601 3 F
## 602 100602 3 M
## 603 100603 1 F
## 604 100604 3 M
## 605 100605 1 M
## 606 100606 3 M
## 607 100607 1 M
## 608 100608 1 F
## 609 100609 5 F
## 610 100610 1 M
## 611 100611 3 F
## 612 100612 3 F
## 613 100613 4 M
## 614 100614 1 M
## 615 100615 3 M
## 616 100616 3 M
## 617 100617 2 M
## 618 100618 6 M
## 619 100619 2 F
## 620 100620 3 M
## 621 100621 2 M
## 622 100622 2 M
## 623 100623 1 M
## 624 100624 2 M
## 625 100625 2 M
## 626 100626 2 F
## 627 100627 1 F
## 628 100628 2 M
## 629 100629 1 F
## 630 100630 3 F
## 631 100631 2 M
## 632 100632 3 M
## 633 100633 2 F
## 634 100634 5 M
## 635 100635 3 F
## 636 100636 3 M
## 637 100637 1 M
## 638 100638 2 M
## 639 100639 1 M
## 640 100640 3 M
## 641 100641 2 F
## 642 100642 6 M
## 643 100643 2 F
## 644 100644 3 F
## 645 100645 2 F
## 646 100646 2 F
## 647 100647 2 F
## 648 100648 2 F
## 649 100649 1 M
## 650 100650 1 M
## 651 100651 4 M
## 652 100652 4 F
## 653 100653 4 F
## 654 100654 3 F
## 655 100655 4 F
## 656 100656 3 F
## 657 100657 2 F
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## 9258 109258 3 M
## 9259 109259 3 F
## 9260 109260 2 F
## 9261 109261 1 M
## 9262 109262 1 F
## 9263 109263 1 F
## 9264 109264 2 F
## 9265 109265 2 F
## 9266 109266 2 F
## 9267 109267 8 F
## 9268 109268 2 F
## 9269 109269 3 F
## 9270 109270 2 F
## 9271 109271 3 F
## 9272 109272 1 M
## 9273 109273 3 F
## 9274 109274 3 F
## 9275 109275 2 F
## 9276 109276 4 F
## 9277 109277 3 F
## 9278 109278 3 M
## 9279 109279 1 F
## 9280 109280 3 F
## 9281 109281 1 F
## 9282 109282 2 M
## 9283 109283 1 F
## 9284 109284 2 M
## 9285 109285 1 M
## 9286 109286 2 F
## 9287 109287 2 F
## 9288 109288 2 F
## 9289 109289 2 F
## 9290 109290 4 F
## 9291 109291 2 F
## 9292 109292 3 F
## 9293 109293 1 M
## 9294 109294 1 M
## 9295 109295 1 F
## 9296 109296 3 F
## 9297 109297 2 F
## 9298 109298 1 M
## 9299 109299 2 F
## 9300 109300 2 F
## 9301 109301 3 F
## 9302 109302 1 F
## 9303 109303 2 F
## 9304 109304 2 M
## 9305 109305 3 M
## 9306 109306 3 M
## 9307 109307 2 F
## 9308 109308 1 F
## 9309 109309 2 M
## 9310 109310 2 M
## 9311 109311 4 M
## 9312 109312 3 F
## 9313 109313 1 F
## 9314 109314 2 F
## 9315 109315 3 M
## 9316 109316 1 F
## 9317 109317 2 M
## 9318 109318 4 F
## 9319 109319 3 F
## 9320 109320 3 M
## 9321 109321 3 F
## 9322 109322 2 M
## 9323 109323 2 M
## 9324 109324 2 F
## 9325 109325 3 M
## 9326 109326 3 F
## 9327 109327 1 F
## 9328 109328 2 M
## 9329 109329 2 M
## 9330 109330 6 F
## 9331 109331 2 F
## 9332 109332 3 F
## 9333 109333 5 F
## 9334 109334 3 F
## 9335 109335 2 F
## 9336 109336 5 F
## 9337 109337 4 M
## 9338 109338 2 F
## 9339 109339 1 F
## 9340 109340 2 F
## 9341 109341 1 M
## 9342 109342 4 M
## 9343 109343 1 M
## 9344 109344 2 M
## 9345 109345 2 M
## 9346 109346 4 M
## 9347 109347 1 F
## 9348 109348 4 M
## 9349 109349 3 F
## 9350 109350 2 M
## 9351 109351 3 M
## 9352 109352 6 M
## 9353 109353 3 F
## 9354 109354 2 F
## 9355 109355 3 F
## 9356 109356 3 M
## 9357 109357 2 F
## 9358 109358 3 M
## 9359 109359 2 F
## 9360 109360 3 F
## 9361 109361 1 M
## 9362 109362 3 M
## 9363 109363 2 F
## 9364 109364 1 F
## 9365 109365 2 M
## 9366 109366 3 M
## 9367 109367 3 M
## 9368 109368 3 M
## 9369 109369 3 M
## 9370 109370 2 F
## 9371 109371 2 F
## 9372 109372 1 F
## 9373 109373 2 M
## 9374 109374 3 M
## 9375 109375 2 M
## 9376 109376 2 F
## 9377 109377 2 M
## 9378 109378 2 F
## 9379 109379 2 F
## 9380 109380 2 M
## 9381 109381 3 M
## 9382 109382 3 F
## 9383 109383 1 M
## 9384 109384 2 F
## 9385 109385 2 F
## 9386 109386 3 F
## 9387 109387 2 F
## 9388 109388 2 M
## 9389 109389 3 F
## 9390 109390 6 M
## 9391 109391 2 M
## 9392 109392 2 F
## 9393 109393 3 M
## 9394 109394 3 F
## 9395 109395 1 F
## 9396 109396 2 F
## 9397 109397 1 F
## 9398 109398 1 M
## 9399 109399 3 F
## 9400 109400 1 F
## 9401 109401 2 F
## 9402 109402 3 M
## 9403 109403 2 F
## 9404 109404 3 F
## 9405 109405 2 M
## 9406 109406 2 M
## 9407 109407 3 M
## 9408 109408 2 F
## 9409 109409 3 F
## 9410 109410 1 F
## 9411 109411 2 F
## 9412 109412 3 F
## 9413 109413 3 F
## 9414 109414 3 M
## 9415 109415 3 M
## 9416 109416 2 M
## 9417 109417 3 F
## 9418 109418 3 M
## 9419 109419 3 F
## 9420 109420 2 M
## 9421 109421 2 F
## 9422 109422 1 M
## 9423 109423 5 F
## 9424 109424 3 M
## 9425 109425 2 F
## 9426 109426 1 F
## 9427 109427 2 M
## 9428 109428 3 F
## 9429 109429 9 F
## 9430 109430 2 F
## 9431 109431 1 F
## 9432 109432 3 M
## 9433 109433 1 M
## 9434 109434 4 M
## 9435 109435 2 M
## 9436 109436 3 F
## 9437 109437 4 M
## 9438 109438 3 M
## 9439 109439 1 M
## 9440 109440 2 M
## 9441 109441 3 F
## 9442 109442 4 M
## 9443 109443 1 M
## 9444 109444 2 M
## 9445 109445 3 M
## 9446 109446 4 F
## 9447 109447 2 F
## 9448 109448 2 F
## 9449 109449 2 M
## 9450 109450 2 F
## 9451 109451 1 M
## 9452 109452 3 M
## 9453 109453 2 M
## 9454 109454 4 M
## 9455 109455 2 F
## 9456 109456 2 M
## 9457 109457 2 M
## 9458 109458 1 F
## 9459 109459 1 F
## 9460 109460 1 M
## 9461 109461 3 F
## 9462 109462 1 M
## 9463 109463 1 M
## 9464 109464 4 F
## 9465 109465 3 F
## 9466 109466 1 M
## 9467 109467 2 M
## 9468 109468 3 F
## 9469 109469 3 F
## 9470 109470 4 F
## 9471 109471 1 F
## 9472 109472 1 F
## 9473 109473 3 F
## 9474 109474 2 M
## 9475 109475 2 F
## 9476 109476 2 F
## 9477 109477 1 F
## 9478 109478 2 M
## 9479 109479 2 F
## 9480 109480 8 M
## 9481 109481 3 M
## 9482 109482 4 F
## 9483 109483 3 M
## 9484 109484 3 M
## 9485 109485 4 M
## 9486 109486 3 F
## 9487 109487 3 F
## 9488 109488 3 M
## 9489 109489 4 M
## 9490 109490 3 M
## 9491 109491 3 F
## 9492 109492 1 F
## 9493 109493 2 F
## 9494 109494 5 F
## 9495 109495 2 M
## 9496 109496 2 M
## 9497 109497 2 F
## 9498 109498 2 M
## 9499 109499 3 F
## 9500 109500 2 F
## 9501 109501 2 M
## 9502 109502 3 F
## 9503 109503 4 M
## 9504 109504 3 F
## 9505 109505 3 M
## 9506 109506 3 F
## 9507 109507 7 F
## 9508 109508 2 M
## 9509 109509 2 M
## 9510 109510 2 M
## 9511 109511 2 F
## 9512 109512 2 F
## 9513 109513 3 M
## 9514 109514 4 M
## 9515 109515 3 M
## 9516 109516 1 F
## 9517 109517 2 M
## 9518 109518 1 M
## 9519 109519 4 F
## 9520 109520 2 M
## 9521 109521 2 M
## 9522 109522 2 F
## 9523 109523 3 M
## 9524 109524 3 M
## 9525 109525 3 M
## 9526 109526 1 M
## 9527 109527 2 M
## 9528 109528 2 F
## 9529 109529 3 M
## 9530 109530 3 M
## 9531 109531 1 M
## 9532 109532 2 M
## 9533 109533 2 F
## 9534 109534 1 M
## 9535 109535 2 F
## 9536 109536 2 M
## 9537 109537 3 F
## 9538 109538 2 F
## 9539 109539 3 F
## 9540 109540 3 F
## 9541 109541 1 F
## 9542 109542 2 M
## 9543 109543 2 M
## 9544 109544 1 F
## 9545 109545 1 F
## 9546 109546 2 M
## 9547 109547 2 F
## 9548 109548 2 F
## 9549 109549 1 F
## 9550 109550 3 F
## 9551 109551 2 F
## 9552 109552 2 F
## 9553 109553 2 F
## 9554 109554 2 F
## 9555 109555 1 M
## 9556 109556 4 F
## 9557 109557 1 M
## 9558 109558 2 F
## 9559 109559 2 M
## 9560 109560 7 M
## 9561 109561 2 M
## 9562 109562 2 F
## 9563 109563 2 F
## 9564 109564 3 F
## 9565 109565 1 F
## 9566 109566 2 M
## 9567 109567 3 M
## 9568 109568 2 M
## 9569 109569 2 F
## 9570 109570 1 M
## 9571 109571 10 F
## 9572 109572 2 M
## 9573 109573 2 M
## 9574 109574 3 F
## 9575 109575 2 F
## 9576 109576 2 F
## 9577 109577 3 F
## 9578 109578 3 F
## 9579 109579 3 F
## 9580 109580 1 M
## 9581 109581 3 M
## 9582 109582 2 M
## 9583 109583 1 M
## 9584 109584 2 F
## 9585 109585 3 M
## 9586 109586 2 F
## 9587 109587 2 F
## 9588 109588 3 F
## 9589 109589 4 M
## 9590 109590 1 M
## 9591 109591 1 F
## 9592 109592 1 F
## 9593 109593 6 M
## 9594 109594 3 M
## 9595 109595 3 F
## 9596 109596 1 M
## 9597 109597 2 M
## 9598 109598 2 F
## 9599 109599 2 M
## 9600 109600 2 M
## 9601 109601 3 F
## 9602 109602 2 M
## 9603 109603 1 M
## 9604 109604 2 F
## 9605 109605 2 F
## 9606 109606 2 M
## 9607 109607 3 F
## 9608 109608 2 F
## 9609 109609 3 F
## 9610 109610 1 M
## 9611 109611 1 M
## 9612 109612 2 M
## 9613 109613 2 M
## 9614 109614 1 M
## 9615 109615 1 M
## 9616 109616 2 M
## 9617 109617 1 F
## 9618 109618 3 F
## 9619 109619 1 F
## 9620 109620 2 M
## 9621 109621 2 M
## 9622 109622 1 M
## 9623 109623 3 F
## 9624 109624 2 M
## 9625 109625 4 F
## 9626 109626 4 M
## 9627 109627 1 F
## 9628 109628 4 F
## 9629 109629 1 F
## 9630 109630 2 F
## 9631 109631 3 M
## 9632 109632 2 F
## 9633 109633 7 F
## 9634 109634 3 M
## 9635 109635 1 M
## 9636 109636 2 M
## 9637 109637 3 F
## 9638 109638 1 M
## 9639 109639 2 F
## 9640 109640 3 M
## 9641 109641 5 F
## 9642 109642 3 M
## 9643 109643 5 M
## 9644 109644 3 F
## 9645 109645 3 M
## 9646 109646 2 F
## 9647 109647 6 F
## 9648 109648 2 M
## 9649 109649 1 M
## 9650 109650 3 F
## 9651 109651 1 M
## 9652 109652 1 M
## 9653 109653 2 M
## 9654 109654 2 M
## 9655 109655 3 M
## 9656 109656 1 F
## 9657 109657 2 M
## 9658 109658 2 M
## 9659 109659 3 M
## 9660 109660 1 F
## 9661 109661 2 M
## 9662 109662 2 M
## 9663 109663 3 M
## 9664 109664 2 F
## 9665 109665 4 M
## 9666 109666 2 F
## 9667 109667 1 F
## 9668 109668 1 F
## 9669 109669 2 F
## 9670 109670 8 M
## 9671 109671 1 F
## 9672 109672 3 M
## 9673 109673 3 M
## 9674 109674 1 M
## 9675 109675 1 F
## 9676 109676 4 F
## 9677 109677 3 F
## 9678 109678 1 M
## 9679 109679 2 F
## 9680 109680 3 M
## 9681 109681 3 M
## 9682 109682 3 F
## 9683 109683 2 M
## 9684 109684 1 M
## 9685 109685 3 M
## 9686 109686 2 F
## 9687 109687 3 F
## 9688 109688 3 F
## 9689 109689 1 F
## 9690 109690 3 F
## 9691 109691 2 F
## 9692 109692 2 F
## 9693 109693 2 F
## 9694 109694 1 M
## 9695 109695 2 F
## 9696 109696 2 F
## 9697 109697 4 F
## 9698 109698 4 M
## 9699 109699 3 M
## 9700 109700 2 M
## 9701 109701 2 F
## 9702 109702 2 M
## 9703 109703 3 M
## 9704 109704 2 F
## 9705 109705 1 M
## 9706 109706 2 F
## 9707 109707 2 M
## 9708 109708 2 F
## 9709 109709 2 M
## 9710 109710 2 M
## 9711 109711 2 M
## 9712 109712 2 M
## 9713 109713 1 F
## 9714 109714 2 M
## 9715 109715 8 M
## 9716 109716 3 M
## 9717 109717 2 F
## 9718 109718 2 M
## 9719 109719 2 F
## 9720 109720 2 M
## 9721 109721 2 F
## 9722 109722 4 F
## 9723 109723 3 F
## 9724 109724 3 F
## 9725 109725 2 F
## 9726 109726 1 M
## 9727 109727 3 F
## 9728 109728 2 M
## 9729 109729 4 F
## 9730 109730 2 M
## 9731 109731 2 M
## 9732 109732 2 F
## 9733 109733 3 M
## 9734 109734 3 F
## 9735 109735 3 M
## 9736 109736 3 M
## 9737 109737 3 M
## 9738 109738 3 F
## 9739 109739 2 M
## 9740 109740 4 M
## 9741 109741 2 M
## 9742 109742 1 F
## 9743 109743 1 F
## 9744 109744 3 M
## 9745 109745 2 M
## 9746 109746 2 M
## 9747 109747 1 F
## 9748 109748 3 F
## 9749 109749 2 F
## 9750 109750 2 F
## 9751 109751 2 F
## 9752 109752 1 M
## 9753 109753 2 F
## 9754 109754 1 F
## 9755 109755 1 F
## 9756 109756 2 M
## 9757 109757 2 F
## 9758 109758 1 F
## 9759 109759 2 M
## 9760 109760 1 M
## 9761 109761 3 F
## 9762 109762 4 M
## 9763 109763 2 F
## 9764 109764 3 F
## 9765 109765 2 M
## 9766 109766 1 F
## 9767 109767 5 M
## 9768 109768 3 M
## 9769 109769 3 M
## 9770 109770 1 F
## 9771 109771 2 M
## 9772 109772 1 F
## 9773 109773 3 M
## 9774 109774 2 M
## 9775 109775 3 F
## 9776 109776 2 F
## 9777 109777 1 F
## 9778 109778 1 F
## 9779 109779 1 M
## 9780 109780 3 F
## 9781 109781 8 M
## 9782 109782 1 F
## 9783 109783 2 M
## 9784 109784 2 M
## 9785 109785 4 F
## 9786 109786 3 M
## 9787 109787 3 M
## 9788 109788 3 F
## 9789 109789 2 M
## 9790 109790 1 M
## 9791 109791 2 F
## 9792 109792 1 F
## 9793 109793 3 F
## 9794 109794 3 M
## 9795 109795 2 M
## 9796 109796 6 M
## 9797 109797 2 F
## 9798 109798 1 F
## 9799 109799 3 M
## 9800 109800 1 F
## 9801 109801 3 F
## 9802 109802 3 M
## 9803 109803 4 M
## 9804 109804 1 F
## 9805 109805 1 F
## 9806 109806 2 M
## 9807 109807 2 M
## 9808 109808 1 F
## 9809 109809 2 M
## 9810 109810 1 M
## 9811 109811 1 F
## 9812 109812 2 F
## 9813 109813 2 F
## 9814 109814 3 M
## 9815 109815 4 F
## 9816 109816 21 F
## 9817 109817 1 F
## 9818 109818 3 F
## 9819 109819 2 F
## 9820 109820 5 F
## 9821 109821 1 M
## 9822 109822 2 F
## 9823 109823 3 F
## 9824 109824 1 F
## 9825 109825 2 M
## 9826 109826 3 M
## 9827 109827 5 F
## 9828 109828 3 F
## 9829 109829 4 M
## 9830 109830 1 F
## 9831 109831 2 F
## 9832 109832 5 M
## 9833 109833 1 F
## 9834 109834 1 M
## 9835 109835 2 F
## 9836 109836 2 F
## 9837 109837 2 F
## 9838 109838 3 M
## 9839 109839 4 M
## 9840 109840 3 M
## 9841 109841 2 M
## 9842 109842 3 F
## 9843 109843 1 F
## 9844 109844 3 M
## 9845 109845 5 F
## 9846 109846 5 F
## 9847 109847 3 F
## 9848 109848 2 F
## 9849 109849 1 M
## 9850 109850 1 F
## 9851 109851 2 M
## 9852 109852 4 F
## 9853 109853 2 F
## 9854 109854 2 F
## 9855 109855 4 F
## 9856 109856 2 M
## 9857 109857 2 F
## 9858 109858 3 F
## 9859 109859 3 M
## 9860 109860 2 M
## 9861 109861 3 M
## 9862 109862 2 M
## 9863 109863 5 F
## 9864 109864 4 M
## 9865 109865 2 F
## 9866 109866 2 F
## 9867 109867 2 F
## 9868 109868 2 F
## 9869 109869 3 F
## 9870 109870 3 M
## 9871 109871 1 M
## 9872 109872 3 M
## 9873 109873 2 F
## 9874 109874 3 M
## 9875 109875 2 F
## 9876 109876 2 F
## 9877 109877 3 F
## 9878 109878 4 M
## 9879 109879 5 M
## 9880 109880 2 M
## 9881 109881 5 F
## 9882 109882 3 M
## 9883 109883 3 F
## 9884 109884 3 M
## 9885 109885 3 F
## 9886 109886 1 F
## 9887 109887 1 F
## 9888 109888 3 M
## 9889 109889 2 M
## 9890 109890 1 M
## 9891 109891 1 M
## 9892 109892 6 F
## 9893 109893 4 F
## 9894 109894 2 F
## 9895 109895 2 M
## 9896 109896 1 F
## 9897 109897 5 F
## 9898 109898 3 M
## 9899 109899 2 F
## 9900 109900 3 F
## 9901 109901 1 F
## 9902 109902 3 M
## 9903 109903 5 M
## 9904 109904 3 M
## 9905 109905 3 F
## 9906 109906 2 M
## 9907 109907 1 F
## 9908 109908 1 M
## 9909 109909 3 F
## 9910 109910 2 M
## 9911 109911 4 F
## 9912 109912 2 M
## 9913 109913 6 F
## 9914 109914 3 M
## 9915 109915 4 M
## 9916 109916 2 M
## 9917 109917 3 M
## 9918 109918 2 M
## 9919 109919 2 M
## 9920 109920 3 F
## 9921 109921 1 F
## 9922 109922 2 F
## 9923 109923 3 M
## 9924 109924 3 F
## 9925 109925 2 F
## 9926 109926 2 F
## 9927 109927 1 F
## 9928 109928 2 M
## 9929 109929 1 M
## 9930 109930 1 F
## 9931 109931 1 F
## 9932 109932 2 M
## 9933 109933 5 M
## 9934 109934 3 M
## 9935 109935 1 M
## 9936 109936 1 F
## 9937 109937 1 F
## 9938 109938 2 M
## 9939 109939 2 F
## 9940 109940 1 M
## 9941 109941 1 M
## 9942 109942 1 F
## 9943 109943 1 M
## 9944 109944 3 F
## 9945 109945 1 F
## 9946 109946 8 M
## 9947 109947 1 F
## 9948 109948 3 M
## 9949 109949 2 F
## 9950 109950 2 M
## 9951 109951 2 M
## 9952 109952 2 M
## 9953 109953 3 M
## 9954 109954 2 M
## 9955 109955 2 F
## 9956 109956 3 M
## 9957 109957 1 F
## 9958 109958 3 M
## 9959 109959 3 F
## 9960 109960 3 F
## 9961 109961 4 F
## 9962 109962 1 F
## 9963 109963 1 F
## 9964 109964 2 F
## 9965 109965 1 M
## 9966 109966 2 M
## 9967 109967 1 M
## 9968 109968 3 M
## 9969 109969 2 M
## 9970 109970 2 M
## 9971 109971 1 M
## 9972 109972 5 F
## 9973 109973 3 F
## 9974 109974 1 M
## 9975 109975 3 M
## 9976 109976 4 F
## 9977 109977 2 M
## 9978 109978 2 M
## 9979 109979 3 F
## 9980 109980 3 F
## 9981 109981 3 M
## 9982 109982 2 F
## 9983 109983 1 M
## 9984 109984 8 F
## 9985 109985 1 M
## 9986 109986 2 F
## 9987 109987 3 F
## 9988 109988 3 F
## 9989 109989 3 M
## 9990 109990 3 F
## 9991 109991 2 F
## 9992 109992 3 F
## 9993 109993 1 F
## 9994 109994 3 M
## 9995 109995 2 M
## 9996 109996 1 F
## 9997 109997 2 F
## 9998 109998 2 M
## 9999 109999 1 M
## 10000 110000 2 M# retrieve both the cust_id and the sales_total columns
sales[,c("cust_id", "sales_total")]## cust_id sales_total
## 1 100001 800.64000
## 2 100002 217.53000
## 3 100003 74.58000
## 4 100004 498.60000
## 5 100005 723.11000
## 6 100006 69.43000
## 7 100007 40.15000
## 8 100008 58.61000
## 9 100009 364.63000
## 10 100010 44.31000
## 11 100011 216.41000
## 12 100012 157.92000
## 13 100013 289.58000
## 14 100014 1044.40000
## 15 100015 82.30000
## 16 100016 90.21000
## 17 100017 59.09000
## 18 100018 361.38000
## 19 100019 37.32000
## 20 100020 311.34000
## 21 100021 90.84000
## 22 100022 580.64000
## 23 100023 274.31000
## 24 100024 215.06000
## 25 100025 202.99000
## 26 100026 53.03000
## 27 100027 153.87000
## 28 100028 149.65000
## 29 100029 271.50000
## 30 100030 456.17000
## 31 100031 123.49000
## 32 100032 122.92000
## 33 100033 272.96000
## 34 100034 120.57000
## 35 100035 162.56000
## 36 100036 710.93000
## 37 100037 39.72000
## 38 100038 240.35000
## 39 100039 155.54000
## 40 100040 87.55000
## 41 100041 85.15000
## 42 100042 163.95000
## 43 100043 72.30442
## 44 100044 41.63000
## 45 100045 326.47000
## 46 100046 80.80000
## 47 100047 350.02000
## 48 100048 128.26000
## 49 100049 110.44000
## 50 100050 83.25925
## 51 100051 49.39000
## 52 100052 52.27000
## 53 100053 157.13000
## 54 100054 424.12000
## 55 100055 143.80000
## 56 100056 96.14000
## 57 100057 659.04000
## 58 100058 47.73000
## 59 100059 73.72000
## 60 100060 81.85000
## 61 100061 111.39000
## 62 100062 113.64000
## 63 100063 542.67000
## 64 100064 37.44000
## 65 100065 126.54000
## 66 100066 54.72000
## 67 100067 190.81000
## 68 100068 204.78000
## 69 100069 97.77000
## 70 100070 190.62000
## 71 100071 170.09000
## 72 100072 148.41000
## 73 100073 347.39000
## 74 100074 61.76000
## 75 100075 40.47000
## 76 100076 85.18938
## 77 100077 920.85000
## 78 100078 78.16000
## 79 100079 53.98000
## 80 100080 498.18000
## 81 100081 50.25000
## 82 100082 31.90000
## 83 100083 297.14000
## 84 100084 39.63000
## 85 100085 146.27000
## 86 100086 79.58000
## 87 100087 339.49000
## 88 100088 114.97000
## 89 100089 183.25000
## 90 100090 159.24000
## 91 100091 152.16000
## 92 100092 280.63000
## 93 100093 36.18000
## 94 100094 154.18000
## 95 100095 265.46000
## 96 100096 222.11000
## 97 100097 99.98000
## 98 100098 190.23000
## 99 100099 91.43000
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## 9936 109936 53.48000
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## 9945 109945 39.86000
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## 9947 109947 427.03000
## 9948 109948 73.63000
## 9949 109949 139.55000
## 9950 109950 304.79000
## 9951 109951 124.79000
## 9952 109952 230.82000
## 9953 109953 259.84000
## 9954 109954 337.77000
## 9955 109955 66.88000
## 9956 109956 297.95000
## 9957 109957 49.39000
## 9958 109958 163.46000
## 9959 109959 103.18000
## 9960 109960 129.19000
## 9961 109961 393.60000
## 9962 109962 128.09000
## 9963 109963 54.01000
## 9964 109964 100.71000
## 9965 109965 151.07000
## 9966 109966 277.52000
## 9967 109967 494.05000
## 9968 109968 384.19000
## 9969 109969 72.36000
## 9970 109970 45.94000
## 9971 109971 104.19000
## 9972 109972 552.67000
## 9973 109973 36.68121
## 9974 109974 55.08000
## 9975 109975 201.83000
## 9976 109976 400.25000
## 9977 109977 191.08000
## 9978 109978 53.03000
## 9979 109979 550.30000
## 9980 109980 483.96000
## 9981 109981 164.39000
## 9982 109982 70.05000
## 9983 109983 346.91000
## 9984 109984 1636.38000
## 9985 109985 312.85000
## 9986 109986 362.91000
## 9987 109987 662.00000
## 9988 109988 666.39000
## 9989 109989 167.76000
## 9990 109990 650.50000
## 9991 109991 70.54000
## 9992 109992 318.36000
## 9993 109993 158.51000
## 9994 109994 536.69000
## 9995 109995 141.42000
## 9996 109996 190.27000
## 9997 109997 45.28000
## 9998 109998 152.07000
## 9999 109999 87.67000
## 10000 110000 97.16345# retrieve all the records whose gender is female
sales[sales$gender=="F",]## cust_id sales_total num_of_orders gender
## 1 100001 800.64000 3 F
## 2 100002 217.53000 3 F
## 5 100005 723.11000 4 F
## 6 100006 69.43000 2 F
## 9 100009 364.63000 2 F
## 11 100011 216.41000 1 F
## 12 100012 157.92000 2 F
## 20 100020 311.34000 3 F
## 23 100023 274.31000 2 F
## 24 100024 215.06000 2 F
## 25 100025 202.99000 3 F
## 26 100026 53.03000 2 F
## 27 100027 153.87000 3 F
## 30 100030 456.17000 3 F
## 31 100031 123.49000 3 F
## 32 100032 122.92000 2 F
## 38 100038 240.35000 3 F
## 39 100039 155.54000 1 F
## 41 100041 85.15000 2 F
## 46 100046 80.80000 1 F
## 47 100047 350.02000 2 F
## 49 100049 110.44000 3 F
## 52 100052 52.27000 3 F
## 53 100053 157.13000 1 F
## 54 100054 424.12000 3 F
## 60 100060 81.85000 2 F
## 68 100068 204.78000 2 F
## 69 100069 97.77000 3 F
## 71 100071 170.09000 2 F
## 72 100072 148.41000 1 F
## 74 100074 61.76000 1 F
## 77 100077 920.85000 5 F
## 78 100078 78.16000 2 F
## 79 100079 53.98000 1 F
## 80 100080 498.18000 3 F
## 81 100081 50.25000 2 F
## 82 100082 31.90000 2 F
## 84 100084 39.63000 2 F
## 85 100085 146.27000 2 F
## 88 100088 114.97000 3 F
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## 9997 109997 45.28000 2 Fclass(sales)## [1] "data.frame"typeof(sales)## [1] "list"# Lists
# build an assorted list of a string, a numeric, a list, a vector,
# and a matrix
housing <- list("own", "rent")
assortment <- list("football", 7.5, housing, v, M)
assortment## [[1]]
## [1] "football"
##
## [[2]]
## [1] 7.5
##
## [[3]]
## [[3]][[1]]
## [1] "own"
##
## [[3]][[2]]
## [1] "rent"
##
##
## [[4]]
## [1] 1 2 3 4 5
##
## [[5]]
## [,1] [,2] [,3]
## [1,] 1 5 3
## [2,] 3 0 3
## [3,] 3 4 3# examine the fifth object, M, in the list
class(assortment[5]) # returns "list"## [1] "list"length(assortment[5]) # returns 1## [1] 1class(assortment[[5]]) # returns "matrix"## [1] "matrix"length(assortment[[5]]) # returns 9 (for the 3x3 matrix)## [1] 9str(assortment)## List of 5
## $ : chr "football"
## $ : num 7.5
## $ :List of 2
## ..$ : chr "own"
## ..$ : chr "rent"
## $ : int [1:5] 1 2 3 4 5
## $ : num [1:3, 1:3] 1 3 3 5 0 4 3 3 3# Factors
class(sales$gender) # returns "factor"## [1] "factor"is.ordered(sales$gender) # returns FALSE## [1] FALSEhead(sales$gender) # display first six values and the levels## [1] F F M M F F
## Levels: F Minstall.packages("ggplot2") # install ggplot, if necessary## package 'ggplot2' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\ryerrapati\AppData\Local\Temp\RtmpgfOZQQ\downloaded_packageslibrary(ggplot2)## Warning: package 'ggplot2' was built under R version 3.5.2
data(diamonds) # load the data frame into the R workspace
str(diamonds)## Classes 'tbl_df', 'tbl' and 'data.frame': 53940 obs. of 10 variables:
## $ carat : num 0.23 0.21 0.23 0.29 0.31 0.24 0.24 0.26 0.22 0.23 ...
## $ cut : Ord.factor w/ 5 levels "Fair"<"Good"<..: 5 4 2 4 2 3 3 3 1 3 ...
## $ color : Ord.factor w/ 7 levels "D"<"E"<"F"<"G"<..: 2 2 2 6 7 7 6 5 2 5 ...
## $ clarity: Ord.factor w/ 8 levels "I1"<"SI2"<"SI1"<..: 2 3 5 4 2 6 7 3 4 5 ...
## $ depth : num 61.5 59.8 56.9 62.4 63.3 62.8 62.3 61.9 65.1 59.4 ...
## $ table : num 55 61 65 58 58 57 57 55 61 61 ...
## $ price : int 326 326 327 334 335 336 336 337 337 338 ...
## $ x : num 3.95 3.89 4.05 4.2 4.34 3.94 3.95 4.07 3.87 4 ...
## $ y : num 3.98 3.84 4.07 4.23 4.35 3.96 3.98 4.11 3.78 4.05 ...
## $ z : num 2.43 2.31 2.31 2.63 2.75 2.48 2.47 2.53 2.49 2.39 ...head(diamonds$cut) # display first six values and the levels## [1] Ideal Premium Good Premium Good Very Good
## Levels: Fair < Good < Very Good < Premium < Ideal# build an empty character vector of the same length as sales
sales_group <- vector(mode="character",
length=length(sales$sales_total))
# group the customers according to the sales amount
sales_group[sales$sales_total<100] <- "small"
sales_group[sales$sales_total>=100 & sales$sales_total<500] <- "medium"
sales_group[sales$sales_total>=500] <- "big"
# create and add the ordered factor to the sales data frame
spender <- factor(sales_group,levels=c("small", "medium", "big"),
ordered = TRUE)
sales <- cbind(sales,spender)
str(sales$spender)## Ord.factor w/ 3 levels "small"<"medium"<..: 3 2 1 2 3 1 1 1 2 1 ...head(sales$spender)## [1] big medium small medium big small
## Levels: small < medium < big# Contingency Tables
# build a contingency table based on the gender and spender factors
sales_table <- table(sales$gender,sales$spender)
sales_table##
## small medium big
## F 1726 2746 563
## M 1656 2723 586class(sales_table) # returns "table"## [1] "table"typeof(sales_table) # returns "integer"## [1] "integer"dim(sales_table) # returns 2 3## [1] 2 3# performs a chi-squared test
summary(sales_table)## Number of cases in table: 10000
## Number of factors: 2
## Test for independence of all factors:
## Chisq = 1.516, df = 2, p-value = 0.4686##########################################
# section 3.1.4 Descriptive Statistics
##########################################
summary(sales)## cust_id sales_total num_of_orders gender
## Min. :100001 Min. : 30.02 Min. : 1.000 F:5035
## 1st Qu.:102501 1st Qu.: 80.29 1st Qu.: 2.000 M:4965
## Median :105001 Median : 151.65 Median : 2.000
## Mean :105001 Mean : 249.46 Mean : 2.428
## 3rd Qu.:107500 3rd Qu.: 295.50 3rd Qu.: 3.000
## Max. :110000 Max. :7606.09 Max. :22.000
## spender
## small :3382
## medium:5469
## big :1149
##
##
## # to simplify the function calls, assign
x <- sales$sales_total
y <- sales$num_of_orders
cor(x,y) # returns 0.7508015 (correlation)## [1] 0.7508015cov(x,y) # returns 345.2111 (covariance)## [1] 345.2111IQR(x) # returns 215.21 (interquartile range)## [1] 215.21mean(x) # returns 249.4557 (mean)## [1] 249.4557median(x) # returns 151.65 (median)## [1] 151.65range(x) # returns 30.02 7606.09 (min max)## [1] 30.02 7606.09sd(x) # returns 319.0508 (std. dev.)## [1] 319.0508var(x) # returns 101793.4 (variance)## [1] 101793.4apply(sales[,c(1:3)], MARGIN=2, FUN=sd)## cust_id sales_total num_of_orders
## 2886.895680 319.050782 1.441119# build a function to provide the difference between
# the maximum and the minimum values
my_range <- function(v) {range(v)[2] - range(v)[1]}
my_range(x)## [1] 7576.07