Order Data
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library(rpart)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(sqldf)## Loading required package: gsubfn## Loading required package: proto## Loading required package: RSQLitelibrary(ggplot2)
library(caret)## Loading required package: latticeInstall and run the necessary libraries above
# Import the dataset
data <- read.csv(file.choose())
str(data)## 'data.frame': 13471 obs. of 5 variables:
## $ customer_id : int 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 ...
## $ gender : int 0 0 1 1 0 1 1 0 0 1 ...
## $ date : Factor w/ 13461 levels "2017-01-01 00:11:31",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ value : num 198 338 733 772 508 ...
## $ predicted_gender: int 1 1 1 1 1 0 1 0 0 1 ...summary(data)## customer_id gender date
## Min. :1000 Min. :0.0000 2017-01-23 04:47:23: 2
## 1st Qu.:2890 1st Qu.:0.0000 2017-05-18 17:16:22: 2
## Median :4850 Median :0.0000 2017-05-20 23:05:51: 2
## Mean :5034 Mean :0.4983 2017-06-02 15:44:08: 2
## 3rd Qu.:7157 3rd Qu.:1.0000 2017-09-21 22:58:02: 2
## Max. :9813 Max. :1.0000 2017-10-07 13:14:37: 2
## (Other) :13459
## value predicted_gender
## Min. : 0.0 Min. :0.0000
## 1st Qu.: 161.2 1st Qu.:0.0000
## Median : 258.0 Median :1.0000
## Mean : 357.3 Mean :0.6428
## 3rd Qu.: 426.0 3rd Qu.:1.0000
## Max. :8046.3 Max. :1.0000
## mean(data$value)## [1] 357.3222After importing the data set and assigning it to a dataframe, I viewed the structure of the dataset to understand the data types of variables and the summary to catch a glimpse of statistical data i.e. mean, median, minimum, maximum values for each variable. I also checked for the mean of the dollar value that each customer has spent.
A. Assemble the dataset as one row per customer
# Extract the data with count on the dollar values per customer id
data_new <- sqldf("select customer_id, gender, date, count(distinct(value)) as value_count from data group by customer_id")
data_new## customer_id gender date value_count
## 1 1000 0 2017-01-01 00:11:31 1
## 2 1001 0 2017-01-01 00:29:56 1
## 3 1002 1 2017-02-19 21:35:31 3
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## 8792 9791 1 2017-12-31 07:29:37 1
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## 8794 9793 0 2017-12-31 14:18:10 1
## 8795 9794 1 2017-12-31 15:13:51 1
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## 8797 9796 0 2017-12-31 16:19:48 1
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## 8799 9798 1 2017-12-31 17:36:37 1
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## 8812 9811 1 2017-12-31 22:24:06 1
## 8813 9812 0 2017-12-31 23:01:10 1
## 8814 9813 0 2017-12-31 23:11:02 1# Split the date-time format
data_new$date <- as.Date(data_new$date)
data_new## customer_id gender date value_count
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## 2 1001 0 2017-01-01 1
## 3 1002 1 2017-02-19 3
## 4 1003 1 2017-04-26 4
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## 8814 9813 0 2017-12-31 1# compute the most recent date from all transaction dates per customer
data_assembled<- sqldf("select * from data_new") %>%
group_by(customer_id, gender, value_count) %>%
summarise(most_recent_date = format(max(date)))
data_assembled## # A tibble: 8,814 x 4
## # Groups: customer_id, gender [8,814]
## customer_id gender value_count most_recent_date
## <int> <int> <int> <chr>
## 1 1000 0 1 2017-01-01
## 2 1001 0 1 2017-01-01
## 3 1002 1 3 2017-02-19
## 4 1003 1 4 2017-04-26
## 5 1004 0 1 2017-01-01
## 6 1005 1 2 2017-12-16
## 7 1006 1 3 2017-05-09
## 8 1007 0 1 2017-01-01
## 9 1008 0 3 2017-12-17
## 10 1009 1 1 2017-01-01
## # ... with 8,804 more rows# Sort the data set
data_assembled_sorted <- sqldf("Select * from data_assembled order by customer_id asc")
data_assembled_sorted## customer_id gender value_count most_recent_date
## 1 1000 0 1 2017-01-01
## 2 1001 0 1 2017-01-01
## 3 1002 1 3 2017-02-19
## 4 1003 1 4 2017-04-26
## 5 1004 0 1 2017-01-01
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## 8814 9813 0 1 2017-12-31# Disply the top 10 records
head(data_assembled_sorted, 10)## customer_id gender value_count most_recent_date
## 1 1000 0 1 2017-01-01
## 2 1001 0 1 2017-01-01
## 3 1002 1 3 2017-02-19
## 4 1003 1 4 2017-04-26
## 5 1004 0 1 2017-01-01
## 6 1005 1 2 2017-12-16
## 7 1006 1 3 2017-05-09
## 8 1007 0 1 2017-01-01
## 9 1008 0 3 2017-12-17
## 10 1009 1 1 2017-01-01In this part, I first ran an SQL statement to extract the 4 required variables as per the requirement including the count of transactions by each customers. Following, I split the date values from date-time format to just date in order to find the most recent date of order. Next, I sorted the data frame on customer ID and finally displayed the first 10 records.
B. Plot the count of orders per week
data_assembled$week_no <- strftime(data_assembled$most_recent_date, format = "%V")
data_assembled## # A tibble: 8,814 x 5
## # Groups: customer_id, gender [8,814]
## customer_id gender value_count most_recent_date week_no
## <int> <int> <int> <chr> <chr>
## 1 1000 0 1 2017-01-01 52
## 2 1001 0 1 2017-01-01 52
## 3 1002 1 3 2017-02-19 07
## 4 1003 1 4 2017-04-26 17
## 5 1004 0 1 2017-01-01 52
## 6 1005 1 2 2017-12-16 50
## 7 1006 1 3 2017-05-09 19
## 8 1007 0 1 2017-01-01 52
## 9 1008 0 3 2017-12-17 50
## 10 1009 1 1 2017-01-01 52
## # ... with 8,804 more rowsggplot(data_assembled, aes(x = week_no, y = value_count)) +
geom_point(aes(color = factor(value_count)), size = 2, alpha = 0.8) +
scale_y_continuous(limits = c(1, 20), breaks = c(3,6,9,12,15,18,20)) +
theme(axis.text.x = element_text(angle = 90)) +
labs(x = "Week Number",
y = "Number of Orders",
title = "Number of orders per week")
Here, I first computed the week number in which each date falls. Then, I used the GGPLOT functionto plot the week number against the number of orders in each week.
C. Compute the mean order for gender types
# Compute the mean of values for gender 0
data_1 <- data %>%
filter(gender == 0)
mean_0 <- mean(data_1$value)
mean_0## [1] 363.89# Compute the mean of values for gender 1
data_2 <- data %>%
filter(gender == 1)
mean_1 <- mean(data_2$value)
mean_1## [1] 350.7084# Conduct t-test to check for the significance of the two means
test <- t.test(data_1$value, data_2$value, "g", 0, FALSE, TRUE, 0.95)
test##
## Two Sample t-test
##
## data: data_1$value and data_2$value
## t = 1.9758, df = 13469, p-value = 0.0241
## alternative hypothesis: true difference in means is greater than 0
## 95 percent confidence interval:
## 2.206999 Inf
## sample estimates:
## mean of x mean of y
## 363.8900 350.7084After splitting the data records on gender values 0 and 1, I computed the means of the dollar values in each case and then conducted a t-test to check for the significance of each mean value.
There is a significant difference between the two means. The t-test result indicates a very low p-value of 0.0241, which is much less than the usual significant value of 0.05. Therefore, the null hypothesis would be rejected of no difference as there’s enough evidence to support the significant difference between the means.
D. Confusion Matrix for predicted gender
set.seed(1)
# Build a decision tree classification model on data
tree <- rpart(predicted_gender~., data = data, method = "class")
# Make the predictions
pred <- predict(tree, data, type = "class")
# Make the confusion matrix
table(data$predicted_gender, pred)## pred
## 0 1
## 0 4812 0
## 1 4 8655