Ice Cream Survey analysis
This work is a preliminary data analysis task done on a survey data set done on ice cream brands. Its purpose is to clean and prepare the data set so that it can be used most easily by the analysts. This data set accompanies the “Seven Summits of Marketing Research” text by Greg Allenby and Jeff Brazell and is used with their permission.
knitr::include_graphics("./ice_cream.png")
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)
knitr::include_graphics("./survey.png")
![](data:image/png;base64,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)
Reading the Ice Cream data set
The first step is to load the data and required packages.
library(dplyr)
library(psych)
library(DT)
library(tidyverse)
ic<- read.csv("./IceCream_raw.csv")
#ic<- read.csv("http://bus-sawtooth.mcmaster.ca/M733_ONLINE_F2020/IceCream_raw.csv")
and take a glance at what it offers.
headTail(ic) %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
Reducing the raw data to essential variables
In this analysis we are only focusing on the Dreyer’s brand. Based on the questionnaires we only need to analyze certain columns.
d_names <- c(grep("^D.$", names(ic), value = TRUE), "D10")
q11 <- grep("^Q11_", names(ic), value = TRUE)
q11_1 <- grep("^Q11_1_", q11, value = TRUE) ##Only for the Dreyer's brand
s7 <- grep("^S7_", names(ic), value = TRUE)
s8 <- grep("^S8_", names(ic), value = TRUE)
col_names <- c("ID",s7, s8, "Q1_1","Q2_1","Q3_1", q11_1, d_names)
The data and its selected variables are depicted below. The S7 and S8 are chose from the screener questions to identify the participants who have heard about or have purchased our brand in the past 6 months. Also the behavioral questions needed for this analysis that are Q1,Q2,Q3 and Q11 are selected for the Dreyer’s brand. Each question is coded with a number in its name that shows the corresponding ice cream brand. The number assigned to the Dreyer’s brand is 1, therefore we choose Q1_1, Q2_1 ,etc.
ic_sub <- ic[col_names]
headTail(ic_sub,5,5) %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 12, scrollX=T))
Filtering the participants
Starting to inspect the Dryer’s brand. it is evident that many NA values are present in S8 questions. Which by looking at the S7 question (Having heard of this brand) it shows that those are the people who have not heard of this brand and therefore should be omitted from this analysis.
Heard of Dreyer’s Brand
S7_1
|
Freq
|
0
|
247
|
1
|
354
|
NA
|
0
|
Purchased Dreyer’s brand in last 6 months
S8_1
|
Freq
|
0
|
234
|
1
|
120
|
NA
|
247
|
The following tables shows the participants (rows) that have the S8_1 variable missing. It also shows that these are the people who have not heard of our brand (S7_1 == 0).
ic[is.na(ic["S8_1"]),c("ID", "S7_1", "S8_1","Q1_1","Q2_1","Q3_1" )] %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
filtering rows
As the variable S7_1 has no missing values and it can effectively identify the people who have not heard of, therefore not purchased the Dreyer’s brand. These are the people who we need to exclude from the analysis and save the remaining subset to ic_sub_1
ic_sub_1 <- ic_sub %>% filter(!(S7_1 == 0))
Checking the S7_1 and S8_1 in the new filtered data
sjmisc::frq(ic_sub_1$S7_1, out = 'v', title = "Heard of Dreyer's Brand (S7_1)")
Heard of Dreyer’s Brand (S7_1)
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
1
|
|
354
|
100
|
100
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=1.00 · σ=0.00
|
sjmisc::frq(ic_sub_1$S8_1, out = 'v', title = "Purchased Dreyer's brand in last 6 months (S8_1)")
Purchased Dreyer’s brand in last 6 months (S8_1)
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
0
|
|
234
|
66.1
|
66.1
|
66.1
|
1
|
|
120
|
33.9
|
33.9
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=0.34 · σ=0.47
|
You can see that there is no missing values anymore in these two variables.
Missing values analyses
We filtered our subset of the data for the Dreyer’s brand analysis. Now let’s look at missing values in this subset.
options(max.print = 100000)
library(inspectdf)
ic_sub_1 %>% inspect_na() %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
and the following figures to see the pattern of the missing data.
library(VIM)
ic_sub_1[, c(2:47)] %>% aggr(col=c('navyblue','red'), numbers=TRUE, sortVars=TRUE, cex.axis=.7, gap=3, ylab=c("Histogram of missing data","Pattern"))
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)
Variables sorted by number of missings:
Variable Count
Q1_1 0.66101695
Q2_1 0.66101695
Q3_1 0.66101695
S8_3 0.45762712
Q11_1_1 0.28248588
Q11_1_2 0.28248588
Q11_1_3 0.28248588
Q11_1_4 0.28248588
Q11_1_7 0.28248588
Q11_1_8 0.28248588
Q11_1_9 0.28248588
Q11_1_10 0.28248588
Q11_1_11 0.28248588
Q11_1_13 0.28248588
Q11_1_15 0.28248588
Q11_1_5 0.27966102
Q11_1_6 0.27966102
Q11_1_12 0.27966102
Q11_1_14 0.27966102
Q11_1_16 0.27966102
Q11_1_17 0.27966102
S8_2 0.25423729
S8_7 0.17796610
S8_4 0.03389831
S8_5 0.01412429
S8_6 0.01412429
S7_1 0.00000000
S7_2 0.00000000
S7_3 0.00000000
S7_4 0.00000000
S7_5 0.00000000
S7_6 0.00000000
S7_7 0.00000000
S7_99 0.00000000
S8_1 0.00000000
S8_99 0.00000000
D1 0.00000000
D2 0.00000000
D3 0.00000000
D4 0.00000000
D5 0.00000000
D6 0.00000000
D7 0.00000000
D8 0.00000000
D9 0.00000000
D10 0.00000000
First the S7 and S8 for other brands are removed. Now we look at the remaining variables and their missing counts.
ic_sub_2 <- ic_sub_1[c("ID", "S7_1", "S8_1", "Q1_1", "Q2_1", "Q3_1", q11_1, d_names)]
library(inspectdf)
ic_sub_2 %>% inspect_na %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
The demographics variables have no missing values. The subset of S7_1 and S8_1 has no missing point either. We only have 28% missing in Q11 questions and 66% for Q1-Q3. The latter makes total sense because those are the people who have not purchased the product in last 6 months, therefore, have not been asked to answer Q1-Q3 questions. These questions are missing 234 rows which is the same number of people who have not purchased the brand in S8_1. The code below shows this.
ic_sub_2[c("ID", "S7_1", "S8_1", "Q1_1", "Q2_1", "Q3_1")] %>% filter(S8_1 ==0) %>% nrow()
[1] 234
Therefore, the number of missing points in Q1-Q3 is the same as number of people who have not purchased the brand in 6 months and their missing values should not be imputed as it does not make sense to do so!
Imputing the valid variables using mice
The only valid variables that require imputation are the seventeen Q11s. So only this subset of our “ic_sub_2” is passed to ‘mice’ function. The following code uses ‘mice’ to generate m=5 new imputed data sets using the Random Forest Imputation method.
library(mice)
set.seed(456)
ic_to_impute <- ic_sub_2[q11_1]
tempData <- mice(ic_to_impute, m=5, maxit=50, meth='rf', seed=500, print=FALSE) # This uses 'mice' to generate m=5 new imputed datasets using the 'rf' method and '500' as a seed to get the process initiated.
Taking a look at the imputed subset, it can be seen that there is no missing value anymore.
compData <- mice::complete(tempData, 1)
headTail(compData, 20) %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
# No missing point!
compData %>% inspect_na() %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
Using the ‘sjmisc’ package to merge the 5 datasets into 1
The “merge_imputations()” function from the ‘sjmisc’ package merges the 5 imputed data sets into one with the original number of rows, i.e., not in long format and depicts some comparison plots between the original variables and their imputed version.
library(sjmisc)
mice_mrg <- merge_imputations(
ic_to_impute,
tempData,
summary = c("hist" ),
filter = NULL
)
mice_mrg
Printing the merged of all 5 imputed data set
head( mice_mrg$data, 20 ) %>% datatable(rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
Comparing the imputed and original data sets statistically
The t-test is done to compare the means and variance of the imputed Q11s and the original subset.
1st mice imp. using rf: Comparing means
|
fs n
|
fs micerf n
|
fs mean
|
micerf mean
|
p-value
|
Q11_1_1
|
254
|
354
|
4.15
|
4.16
|
0.94
|
Q11_1_2
|
254
|
354
|
4.17
|
4.17
|
0.97
|
Q11_1_3
|
254
|
354
|
4.07
|
4.05
|
0.83
|
Q11_1_4
|
254
|
354
|
3.93
|
3.95
|
0.85
|
Q11_1_5
|
255
|
354
|
4.58
|
4.62
|
0.75
|
Q11_1_6
|
255
|
354
|
4.04
|
4.04
|
0.97
|
Q11_1_7
|
254
|
354
|
3.76
|
3.79
|
0.78
|
Q11_1_8
|
254
|
354
|
4.64
|
4.69
|
0.65
|
Q11_1_9
|
254
|
354
|
4.11
|
4.10
|
0.91
|
Q11_1_10
|
254
|
354
|
4.45
|
4.48
|
0.80
|
Q11_1_11
|
254
|
354
|
4.83
|
4.90
|
0.52
|
Q11_1_12
|
255
|
354
|
4.78
|
4.88
|
0.37
|
Q11_1_13
|
254
|
354
|
4.26
|
4.25
|
0.89
|
Q11_1_14
|
255
|
354
|
3.59
|
3.61
|
0.85
|
Q11_1_15
|
254
|
354
|
3.47
|
3.52
|
0.66
|
Q11_1_16
|
255
|
354
|
4.77
|
4.82
|
0.65
|
Q11_1_17
|
255
|
354
|
4.70
|
4.81
|
0.33
|
Comparing variances
|
fs var
|
micerf var
|
p-value
|
Q11_1_1
|
2.34
|
1.75
|
0.01
|
Q11_1_2
|
2.02
|
1.50
|
0.01
|
Q11_1_3
|
2.11
|
1.54
|
0.01
|
Q11_1_4
|
2.18
|
1.62
|
0.01
|
Q11_1_5
|
2.18
|
1.66
|
0.02
|
Q11_1_6
|
2.08
|
1.52
|
0.01
|
Q11_1_7
|
2.65
|
2.02
|
0.02
|
Q11_1_8
|
2.28
|
1.71
|
0.01
|
Q11_1_9
|
1.95
|
1.45
|
0.01
|
Q11_1_10
|
2.07
|
1.58
|
0.02
|
Q11_1_11
|
1.93
|
1.49
|
0.03
|
Q11_1_12
|
2.04
|
1.56
|
0.02
|
Q11_1_13
|
1.85
|
1.39
|
0.01
|
Q11_1_14
|
2.31
|
1.78
|
0.02
|
Q11_1_15
|
1.94
|
1.47
|
0.02
|
Q11_1_16
|
2.14
|
1.61
|
0.01
|
Q11_1_17
|
2.35
|
1.79
|
0.02
|
By looking at the p-value and comparing them to our confidence interval of 95%. Imputation does well in the means but rather poorly in the variance. In the variance table, many of the seventeen questions have a p-value under the 0.05 limit. Evidently the merge-of-five imputations decreases the variance too much and has statistically significant difference with the original subset in terms of variance.
This was surprising to me therefore I looked at each of the 5 imputed data sets to see how they perform in terms of variance.
3rd mice imp. using rf: Comparing means
|
fs n
|
fs micerf n
|
fs mean
|
micerf mean
|
p-value
|
Q11_1_1
|
254
|
354
|
4.15
|
4.14
|
0.95
|
Q11_1_2
|
254
|
354
|
4.17
|
4.16
|
0.93
|
Q11_1_3
|
254
|
354
|
4.07
|
4.06
|
0.89
|
Q11_1_4
|
254
|
354
|
3.93
|
3.91
|
0.87
|
Q11_1_5
|
255
|
354
|
4.58
|
4.62
|
0.75
|
Q11_1_6
|
255
|
354
|
4.04
|
4.04
|
0.97
|
Q11_1_7
|
254
|
354
|
3.76
|
3.76
|
0.99
|
Q11_1_8
|
254
|
354
|
4.64
|
4.71
|
0.59
|
Q11_1_9
|
254
|
354
|
4.11
|
4.12
|
0.93
|
Q11_1_10
|
254
|
354
|
4.45
|
4.47
|
0.88
|
Q11_1_11
|
254
|
354
|
4.83
|
4.88
|
0.69
|
Q11_1_12
|
255
|
354
|
4.78
|
4.88
|
0.41
|
Q11_1_13
|
254
|
354
|
4.26
|
4.23
|
0.79
|
Q11_1_14
|
255
|
354
|
3.59
|
3.55
|
0.74
|
Q11_1_15
|
254
|
354
|
3.47
|
3.47
|
0.98
|
Q11_1_16
|
255
|
354
|
4.77
|
4.82
|
0.69
|
Q11_1_17
|
255
|
354
|
4.70
|
4.84
|
0.26
|
Comparing variances
|
fs var
|
micerf var
|
p-value
|
Q11_1_1
|
2.34
|
1.88
|
0.06
|
Q11_1_2
|
2.02
|
1.64
|
0.07
|
Q11_1_3
|
2.11
|
1.68
|
0.05
|
Q11_1_4
|
2.18
|
1.78
|
0.08
|
Q11_1_5
|
2.18
|
1.89
|
0.22
|
Q11_1_6
|
2.08
|
1.61
|
0.03
|
Q11_1_7
|
2.65
|
2.55
|
0.72
|
Q11_1_8
|
2.28
|
1.92
|
0.14
|
Q11_1_9
|
1.95
|
1.56
|
0.05
|
Q11_1_10
|
2.07
|
1.74
|
0.13
|
Q11_1_11
|
1.93
|
1.72
|
0.33
|
Q11_1_12
|
2.04
|
1.74
|
0.17
|
Q11_1_13
|
1.85
|
1.52
|
0.09
|
Q11_1_14
|
2.31
|
2.08
|
0.35
|
Q11_1_15
|
1.94
|
1.75
|
0.36
|
Q11_1_16
|
2.14
|
1.85
|
0.22
|
Q11_1_17
|
2.35
|
2.02
|
0.19
|
As seen in the above tables, the single imputed data sets perfrom much better in terms of not changing the variance significantly. Moreover, the 4th imputed data set performs better than all five and the merged one.
The below histograms for one of the imputed variables (Q11_1_1) shows that the merged imputed data set is inclined to impute the missing values to be equal to the mod and thus, decrease the variance significantly. Whereas, the single imputed data set distributes the missing values in all 7 levels based on the original mean and variance.
pacman::p_load(epiDisplay)
i = q11_1[7]
tab1(ic_to_impute[i], main = "Q11_1_1 distribution in the original data set" )
![](data:image/png;base64,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)
ic_to_impute[i] :
Frequency %(NA+) %(NA-)
1 33 9.3 13.0
2 28 7.9 11.0
3 34 9.6 13.4
4 77 21.8 30.3
5 50 14.1 19.7
6 19 5.4 7.5
7 13 3.7 5.1
<NA> 100 28.2 0.0
Total 354 100.0 100.0
tab1(mice_mrg$data[i], main = "Q11_1_1 distribution in the merged-of-5 imputed data set" )
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)
mice_mrg$data[i] :
Frequency Percent Cum. percent
1 33 9.3 9.3
2 30 8.5 17.8
3 55 15.5 33.3
4 141 39.8 73.2
5 63 17.8 91.0
6 19 5.4 96.3
7 13 3.7 100.0
Total 354 100.0 100.0
tab1(compData[i], main = "Q11_1_1 distribution in the 4th imputed data set")
![](data:image/png;base64,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)
compData[i] :
Frequency Percent Cum. percent
1 43 12.1 12.1
2 40 11.3 23.4
3 51 14.4 37.9
4 103 29.1 66.9
5 77 21.8 88.7
6 23 6.5 95.2
7 17 4.8 100.0
Total 354 100.0 100.0
Combining the imputed data
The best imputed data set is the fourth one in all 5 imputed data sets. Therefore, it is chosen to be combined with the original data set.
ic_sub_2[q11_1] <- compData
ic_sub_2 %>% datatable( rownames = TRUE, filter="top", caption = "The imputed and complete data set", options = list(pageLength = 10, scrollX=T))
Renaming the variables
The variables in the final subset of the ice cream data are renamed to make further analysis easier.
demo_names <- c("Gender", "Age", "Marital", "Children_less_18", "Household_size", "Education", "Employment", "Ethnicity",
"Household_income", "Residence_state")
names(ic_sub_2) <- c(c("ID", "Heard_of_brand", "Purchased_last6mo", "Satisfaction", "Buying_likelihood", "Recommend_likelihood",
"is_relaxing", "is_wholesome", "is_fun",
"is_exciting","is_premium_quality", "is_memorable", "is_treat", "is_good_for_regular",
"is_interesting", "taste_better_other_brands", "has_many_flavors", "is_enjoyable", "has_best_value/price",
"is_organic", "is_low_cal", "is_great_for_family", "is_great_for_guests") , demo_names)
ic_sub_2 %>% datatable( rownames = TRUE, filter="top", options = list(pageLength = 10, scrollX=T))
Recoding the demographic variables
Now it’s time to recode the values of different variables to a more meaningful format. Let’s first look at the demographic variables and see their current values.
library(wrapr)
tt<- function(x) { table( x, useNA = "ifany" ) }
24:33 %.>% ( function(x) { sapply( ic_sub_2[, (x)], tt ) } ) (.)
$Gender
x
1 2
127 227
$Age
x
2 3 4 5 6 7
18 75 49 60 58 94
$Marital
x
1 2 3 4 5 6 7
71 36 185 43 2 14 3
$Children_less_18
x
1 2
61 293
$Household_size
x
1 2 3 4 5 6 7 11
73 177 60 31 10 1 1 1
$Education
x
1 2 3 4 5 6
20 10 114 110 28 72
$Employment
x
1 2 3 4 5 6
159 35 16 23 101 20
$Ethnicity
x
1 2 3 4 5 6
285 19 13 22 9 6
$Household_income
x
1 2 3 4 5 6 7 8 9
126 106 43 16 16 7 5 1 34
$Residence_state
x
1 2 3 4 5 6 7 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
3 7 9 1 63 9 6 9 3 5 5 16 6 3 3 3 1 2 2 4 16 8 2 6 1 3
29 30 31 32 33 34 36 37 38 39 41 42 43 44 45 46 47 48 50
10 1 8 2 8 2 10 3 12 13 4 1 6 38 3 1 5 22 9
Now using different tools and the provided questionnaires, the following demographic variables are recoded and depicted in tables below.
ic_sub_2$Gender <- ifelse( ic_sub_2$Gender == 1, "Male", "Female")
frq(ic_sub_2$Gender, out="v", show.na=TRUE, title= "Gender of the participants")
Gender of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Female
|
|
227
|
64.12
|
64.12
|
64.12
|
Male
|
|
127
|
35.88
|
35.88
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=1.36 · σ=0.48
|
ic_sub_2$Age <- recode_factor(ic_sub_2$Age,`1` = "Under 18",
`2` = "18-24",
`3` = "25-34",
`4` = "35-44",
`5` = "45-54",
`6` = "55-64",
`7` = "65 or older")
frq(ic_sub_2$Age, out="v", show.na=TRUE, title= "Age of the participants")
Age of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
18-24
|
|
18
|
5.08
|
5.08
|
5.08
|
25-34
|
|
75
|
21.19
|
21.19
|
26.27
|
35-44
|
|
49
|
13.84
|
13.84
|
40.11
|
45-54
|
|
60
|
16.95
|
16.95
|
57.06
|
55-64
|
|
58
|
16.38
|
16.38
|
73.45
|
65 or older
|
|
94
|
26.55
|
26.55
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.98 · σ=1.64
|
ic_sub_2$Marital <- recode_factor(ic_sub_2$Marital,`1` = "Single, not living with domestic partner",
`2` = "Single, living with domestic partner",
`3` = "Married",
`4` = "Divorced",
`5` = "Separated",
`6` = "Widowed",
`7` = "Prefer not to say")
frq(ic_sub_2$Marital, out="v",sort.frq = c("desc"), show.na=TRUE, title= "Marital status of the participants")
Marital status of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Married
|
|
185
|
52.26
|
52.26
|
52.26
|
Single, not living with domestic partner
|
|
71
|
20.06
|
20.06
|
72.32
|
Divorced
|
|
43
|
12.15
|
12.15
|
84.46
|
Single, living with domestic partner
|
|
36
|
10.17
|
10.17
|
94.63
|
Widowed
|
|
14
|
3.95
|
3.95
|
98.59
|
Prefer not to say
|
|
3
|
0.85
|
0.85
|
99.44
|
Separated
|
|
2
|
0.56
|
0.56
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=2.78 · σ=1.22
|
ic_sub_2$Children_less_18 <- ifelse(ic_sub_2$Children_less_18 == 1, "Yes", "No")
frq(ic_sub_2$Children_less_18, out="v", show.na=TRUE, title= "Does Participants have children under the age of 18 living with them")
Does Participants have children under the age of 18 living with them
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
No
|
|
293
|
82.77
|
82.77
|
82.77
|
Yes
|
|
61
|
17.23
|
17.23
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=1.17 · σ=0.38
|
No need to recode the household size as it is a numerical variable
frq(ic_sub_2$Household_size, out="v", show.na=TRUE, title= "Number of people living in participants household")
Number of people living in participants household
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
1
|
|
73
|
20.62
|
20.62
|
20.62
|
2
|
|
177
|
50
|
50
|
70.62
|
3
|
|
60
|
16.95
|
16.95
|
87.57
|
4
|
|
31
|
8.76
|
8.76
|
96.33
|
5
|
|
10
|
2.82
|
2.82
|
99.15
|
6
|
|
1
|
0.28
|
0.28
|
99.44
|
7
|
|
1
|
0.28
|
0.28
|
99.72
|
11
|
|
1
|
0.28
|
0.28
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=2.27 · σ=1.12
|
ic_sub_2$Education <- recode_factor(ic_sub_2$Education,`1` = "High school or less",
`2` = "Trade/Technical school",
`3` = "Some college or Associate's Degree",
`4` = "Graduated College/Bachelor's Degree",
`5` = "Attended Graduate School",
`6` = "Advanced Degree (Master's, PhD.D.)")
frq(ic_sub_2$Education, out="v", show.na=TRUE, title= "Education of the participants")
Education of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
High school or less
|
|
20
|
5.65
|
5.65
|
5.65
|
Trade/Technical school
|
|
10
|
2.82
|
2.82
|
8.47
|
Some college or Associate’s Degree
|
|
114
|
32.2
|
32.2
|
40.68
|
Graduated College/Bachelor’s Degree
|
|
110
|
31.07
|
31.07
|
71.75
|
Attended Graduate School
|
|
28
|
7.91
|
7.91
|
79.66
|
Advanced Degree (Master’s, PhD.D.)
|
|
72
|
20.34
|
20.34
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.94 · σ=1.36
|
ic_sub_2$Ethnicity <- recode_factor(ic_sub_2$Ethnicity,`1` = "High school or less",
`2` = "Trade/Technical school",
`3` = "Some college or Associate's Degree",
`4` = "Graduated College/Bachelor's Degree",
`5` = "Attended Graduate School",
`6` = "Advanced Degree (Master's, PhD.D.)")
frq(ic_sub_2$Ethnicity, out="v", show.na=TRUE, title= "Education of the participants")
Education of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
High school or less
|
|
285
|
80.51
|
80.51
|
80.51
|
Trade/Technical school
|
|
19
|
5.37
|
5.37
|
85.88
|
Some college or Associate’s Degree
|
|
13
|
3.67
|
3.67
|
89.55
|
Graduated College/Bachelor’s Degree
|
|
22
|
6.21
|
6.21
|
95.76
|
Attended Graduate School
|
|
9
|
2.54
|
2.54
|
98.31
|
Advanced Degree (Master’s, PhD.D.)
|
|
6
|
1.69
|
1.69
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=1.50 · σ=1.16
|
ic_sub_2$Employment <- recode_factor(ic_sub_2$Employment,`1` = "Employed full-time (30+ hrs)",
`2` = "Employed part time",
`3` = "Not Currently Employed",
`4` = "Student",
`5` = "Retired",
`6` = "Homemaker")
frq(ic_sub_2$Employment, out="v", show.na=TRUE, title= "Education of the participants")
Education of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Employed full-time (30+ hrs)
|
|
159
|
44.92
|
44.92
|
44.92
|
Employed part time
|
|
35
|
9.89
|
9.89
|
54.8
|
Not Currently Employed
|
|
16
|
4.52
|
4.52
|
59.32
|
Student
|
|
23
|
6.5
|
6.5
|
65.82
|
Retired
|
|
101
|
28.53
|
28.53
|
94.35
|
Homemaker
|
|
20
|
5.65
|
5.65
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=2.81 · σ=1.89
|
ic_sub_2$Household_income <- recode_factor(ic_sub_2$Household_income,`1` = "under $50,000",
`2` = "$50,000 just under $75,000",
`3` = "$75,000 just under $100,000",
`4` = "$100,000 just under $125,000",
`5` = "$125,000 just under $150,000",
`6` = "$150,000 just under $175,000",
`7` = "$175,000 just under $200,000",
`8` = "$200,000 or more",
`9` = "Prefer not to say")
frq(ic_sub_2$Household_income, out="v", show.na=TRUE, title= "Household income of the participants")
Household income of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
under $50,000
|
|
126
|
35.59
|
35.59
|
35.59
|
$50,000 just under $75,000
|
|
106
|
29.94
|
29.94
|
65.54
|
$75,000 just under $100,000
|
|
43
|
12.15
|
12.15
|
77.68
|
$100,000 just under $125,000
|
|
16
|
4.52
|
4.52
|
82.2
|
$125,000 just under $150,000
|
|
16
|
4.52
|
4.52
|
86.72
|
$150,000 just under $175,000
|
|
7
|
1.98
|
1.98
|
88.7
|
$175,000 just under $200,000
|
|
5
|
1.41
|
1.41
|
90.11
|
$200,000 or more
|
|
1
|
0.28
|
0.28
|
90.4
|
Prefer not to say
|
|
34
|
9.6
|
9.6
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=2.83 · σ=2.42
|
The states were assigned a number, the actual name is not evident. There are a total of 50 states.
frq(ic_sub_2$Residence_state, out="v", show.na=TRUE, title= "Residence state of the participants")
Residence state of the participants
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
1
|
|
3
|
0.85
|
0.85
|
0.85
|
2
|
|
7
|
1.98
|
1.98
|
2.82
|
3
|
|
9
|
2.54
|
2.54
|
5.37
|
4
|
|
1
|
0.28
|
0.28
|
5.65
|
5
|
|
63
|
17.8
|
17.8
|
23.45
|
6
|
|
9
|
2.54
|
2.54
|
25.99
|
7
|
|
6
|
1.69
|
1.69
|
27.68
|
10
|
|
9
|
2.54
|
2.54
|
30.23
|
11
|
|
3
|
0.85
|
0.85
|
31.07
|
12
|
|
5
|
1.41
|
1.41
|
32.49
|
13
|
|
5
|
1.41
|
1.41
|
33.9
|
14
|
|
16
|
4.52
|
4.52
|
38.42
|
15
|
|
6
|
1.69
|
1.69
|
40.11
|
16
|
|
3
|
0.85
|
0.85
|
40.96
|
17
|
|
3
|
0.85
|
0.85
|
41.81
|
18
|
|
3
|
0.85
|
0.85
|
42.66
|
19
|
|
1
|
0.28
|
0.28
|
42.94
|
20
|
|
2
|
0.56
|
0.56
|
43.5
|
21
|
|
2
|
0.56
|
0.56
|
44.07
|
22
|
|
4
|
1.13
|
1.13
|
45.2
|
23
|
|
16
|
4.52
|
4.52
|
49.72
|
24
|
|
8
|
2.26
|
2.26
|
51.98
|
25
|
|
2
|
0.56
|
0.56
|
52.54
|
26
|
|
6
|
1.69
|
1.69
|
54.24
|
27
|
|
1
|
0.28
|
0.28
|
54.52
|
28
|
|
3
|
0.85
|
0.85
|
55.37
|
29
|
|
10
|
2.82
|
2.82
|
58.19
|
30
|
|
1
|
0.28
|
0.28
|
58.47
|
31
|
|
8
|
2.26
|
2.26
|
60.73
|
32
|
|
2
|
0.56
|
0.56
|
61.3
|
33
|
|
8
|
2.26
|
2.26
|
63.56
|
34
|
|
2
|
0.56
|
0.56
|
64.12
|
36
|
|
10
|
2.82
|
2.82
|
66.95
|
37
|
|
3
|
0.85
|
0.85
|
67.8
|
38
|
|
12
|
3.39
|
3.39
|
71.19
|
39
|
|
13
|
3.67
|
3.67
|
74.86
|
41
|
|
4
|
1.13
|
1.13
|
75.99
|
42
|
|
1
|
0.28
|
0.28
|
76.27
|
43
|
|
6
|
1.69
|
1.69
|
77.97
|
44
|
|
38
|
10.73
|
10.73
|
88.7
|
45
|
|
3
|
0.85
|
0.85
|
89.55
|
46
|
|
1
|
0.28
|
0.28
|
89.83
|
47
|
|
5
|
1.41
|
1.41
|
91.24
|
48
|
|
22
|
6.21
|
6.21
|
97.46
|
50
|
|
9
|
2.54
|
2.54
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=24.56 · σ=16.31
|
Recoding the Perception and Attitude variables
Let’s look at the current values of these variables. Which are Q1-Q3 and Q11_1_1 to Q11_1_17
frq(ic_sub_2$Satisfaction, out="v", show.na=TRUE, title= "Different values in the Behavioral questions")
Different values in the Behavioral questions
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
1
|
|
1
|
0.28
|
0.83
|
0.83
|
2
|
|
1
|
0.28
|
0.83
|
1.67
|
4
|
|
7
|
1.98
|
5.83
|
7.5
|
5
|
|
22
|
6.21
|
18.33
|
25.83
|
6
|
|
43
|
12.15
|
35.83
|
61.67
|
7
|
|
46
|
12.99
|
38.33
|
100
|
NA
|
NA
|
234
|
66.1
|
NA
|
NA
|
total N=354 · valid N=120 · x̄=6.01 · σ=1.07
|
The values span from 1 to 7 therefore we use a 7 Point Likert Scale to recode them. “1” being Extremely negative and “7” the extremely positive.
As these variables would be used for further analyses, to save their natural numerical format, the recoded categorical columns would be appended to end of data set.
ic_sub_2$Satisfaction_cat <- dplyr::recode_factor(ic_sub_2$Satisfaction,
`1` = "Extremely Dissatisfied",
`2` = "Dissatisfied",
`3` = "Somewhat Dissatisfied",
`4` = "Neither Dissatisfied nor Satisfied",
`5` = "Somewhat Satisfied",
`6` = "Satisfied",
`7` = "Extremely Satisfied"
)
y <- c("Extremely Satisfied","Satisfied", "Somewhat Satisfied", "Neither Dissatisfied nor Satisfied",
"Somewhat Dissatisfied", "Dissatisfied", "Extremely Dissatisfied")
ic_sub_2$Satisfaction_cat <- factor(ic_sub_2$Satisfaction_cat, levels = y )
frq(ic_sub_2$Satisfaction_cat, out="v", show.na=TRUE, title= "How satisfied with Ice Cream Brand")
How satisfied with Ice Cream Brand
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Extremely Satisfied
|
|
46
|
12.99
|
38.33
|
38.33
|
Satisfied
|
|
43
|
12.15
|
35.83
|
74.17
|
Somewhat Satisfied
|
|
22
|
6.21
|
18.33
|
92.5
|
Neither Dissatisfied nor Satisfied
|
|
7
|
1.98
|
5.83
|
98.33
|
Somewhat Dissatisfied
|
|
0
|
0
|
0
|
98.33
|
Dissatisfied
|
|
1
|
0.28
|
0.83
|
99.17
|
Extremely Dissatisfied
|
|
1
|
0.28
|
0.83
|
100
|
NA
|
NA
|
234
|
66.1
|
NA
|
NA
|
total N=354 · valid N=120 · x̄=1.99 · σ=1.07
|
Now we look at Q2 or Buying_likelihood variable in the data set.
ic_sub_2$Buying_likelihood_cat <- dplyr::recode_factor(ic_sub_2$Buying_likelihood,
`1` = "Not at all Likely to purchase again",
`2` = "Not Likely to purchase again",
`3` = "Not Somewhat Likely to purchase again",
`4` = "Neither Likely nor Unlikely to purchase again",
`5` = "Somewhat Likely to purchase again",
`6` = "Likely to purchase again",
`7` = "Extremely Likely to purchase again"
)
y <- c("Extremely Likely to purchase again", "Likely to purchase again", "Somewhat Likely to purchase again",
"Neither Likely nor Unlikely to purchase again", "Somewhat Not Likely to purchase again",
"Not Likely to purchase again", "Not at all Likely to purchase again")
ic_sub_2$Buying_likelihood_cat <- factor(ic_sub_2$Buying_likelihood_cat, levels = y )
frq(ic_sub_2$Buying_likelihood_cat, out="v", show.na=TRUE, title= "How Likely to purchase brand again")
How Likely to purchase brand again
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Extremely Likely to purchase again
|
|
74
|
20.9
|
61.67
|
61.67
|
Likely to purchase again
|
|
29
|
8.19
|
24.17
|
85.83
|
Somewhat Likely to purchase again
|
|
11
|
3.11
|
9.17
|
95
|
Neither Likely nor Unlikely to purchase again
|
|
6
|
1.69
|
5
|
100
|
Somewhat Not Likely to purchase again
|
|
0
|
0
|
0
|
100
|
Not Likely to purchase again
|
|
0
|
0
|
0
|
100
|
Not at all Likely to purchase again
|
|
0
|
0
|
0
|
100
|
NA
|
NA
|
234
|
66.1
|
NA
|
NA
|
total N=354 · valid N=120 · x̄=1.57 · σ=0.86
|
Now we look at Q3 or Recommendation likelihood variable in the data set.
ic_sub_2$Recommend_likehood_cat <- dplyr::recode_factor(ic_sub_2$Recommend_likelihood,
`1` = "Not at all Likely to recommend",
`2` = "Not Likely to recommend",
`3` = "Not Somewhat Likely to recommend",
`4` = "Neither Likely nor Unlikely to recommend",
`5` = "Somewhat Likely to recommend",
`6` = "Likely to recommend",
`7` = "Extremely Likely to recommend"
)
y <- c("Extremely Likely to recommend", "Likely to recommend", "Somewhat Likely to recommend",
"Neither Likely nor Unlikely to recommend", "Somewhat Not Likely to recommend",
"Not Likely to recommend", "Not at all Likely to recommend")
ic_sub_2$Recommend_likehood_cat <- factor(ic_sub_2$Recommend_likehood_cat, levels = y )
frq(ic_sub_2$Recommend_likehood_cat, out="v", show.na=TRUE, title= "How Likely to recommend brand again")
How Likely to recommend brand again
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Extremely Likely to recommend
|
|
57
|
16.1
|
48.72
|
48.72
|
Likely to recommend
|
|
40
|
11.3
|
34.19
|
82.91
|
Somewhat Likely to recommend
|
|
13
|
3.67
|
11.11
|
94.02
|
Neither Likely nor Unlikely to recommend
|
|
6
|
1.69
|
5.13
|
99.15
|
Somewhat Not Likely to recommend
|
|
0
|
0
|
0
|
99.15
|
Not Likely to recommend
|
|
1
|
0.28
|
0.85
|
100
|
Not at all Likely to recommend
|
|
0
|
0
|
0
|
100
|
NA
|
NA
|
237
|
66.95
|
NA
|
NA
|
total N=354 · valid N=117 · x̄=1.76 · σ=0.94
|
Recoding the brand perception and opinion variables
All 17 variables in this area (Q_1_1 to Q_1_17) could be coded with the same format. Again for not losing their numerical for further analyses, they are recoded into new variables and added to the data set. First we make those new categorical variables and then recode them. Tables of 17 “recoded” perception questions of Dreyer’s brand appear next.
library(forcats)
ftt <- function(x) { ordered( x, levels = c("1", "2", "3", "4", "5", "6", "7")) }
ic_sub_2[, 37:53] <- 7:24 %.>% ( function(x) { lapply( ic_sub_2[, (x)], ftt ) } ) (.)
rr <- function(x) { dplyr::recode_factor( x,
`1` = "Does not describe at all",
`2` = "Does not describe",
`3` = "Not Somewhat does describe",
`4` = "Neither does nor does not describe",
`5` = "Somewhat does describe well",
`6` = "Does describe well",
`7` = "Describes extremely well"
) }
ic_sub_2[, 37:53] <- 37:53 %.>% ( function(x) { lapply( ic_sub_2[, (x)], rr ) } ) (.)
frq( fct_rev(ic_sub_2[,37]), out="v", show.na=TRUE, title= "is relaxing")
is relaxing
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
15
|
4.24
|
4.24
|
4.24
|
Does describe well
|
|
39
|
11.02
|
11.02
|
15.25
|
Somewhat does describe well
|
|
67
|
18.93
|
18.93
|
34.18
|
Neither does nor does not describe
|
|
157
|
44.35
|
44.35
|
78.53
|
Not Somewhat does describe
|
|
31
|
8.76
|
8.76
|
87.29
|
Does not describe
|
|
25
|
7.06
|
7.06
|
94.35
|
Does not describe at all
|
|
20
|
5.65
|
5.65
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.86 · σ=1.37
|
frq( fct_rev(ic_sub_2[,38]), out="v", show.na=TRUE, title= "is wholesome" )
is wholesome
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
13
|
3.67
|
3.67
|
3.67
|
Does describe well
|
|
39
|
11.02
|
11.02
|
14.69
|
Somewhat does describe well
|
|
66
|
18.64
|
18.64
|
33.33
|
Neither does nor does not describe
|
|
161
|
45.48
|
45.48
|
78.81
|
Not Somewhat does describe
|
|
37
|
10.45
|
10.45
|
89.27
|
Does not describe
|
|
26
|
7.34
|
7.34
|
96.61
|
Does not describe at all
|
|
12
|
3.39
|
3.39
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.84 · σ=1.28
|
frq( fct_rev(ic_sub_2[,39]), out="v", show.na=TRUE, title= "is fun" )
is fun
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
14
|
3.95
|
3.95
|
3.95
|
Does describe well
|
|
28
|
7.91
|
7.91
|
11.86
|
Somewhat does describe well
|
|
57
|
16.1
|
16.1
|
27.97
|
Neither does nor does not describe
|
|
181
|
51.13
|
51.13
|
79.1
|
Not Somewhat does describe
|
|
37
|
10.45
|
10.45
|
89.55
|
Does not describe
|
|
14
|
3.95
|
3.95
|
93.5
|
Does not describe at all
|
|
23
|
6.5
|
6.5
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.94 · σ=1.30
|
frq( fct_rev(ic_sub_2[,40]), out="v", show.na=TRUE, title= "is exciting" )
is exciting
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
13
|
3.67
|
3.67
|
3.67
|
Does describe well
|
|
27
|
7.63
|
7.63
|
11.3
|
Somewhat does describe well
|
|
44
|
12.43
|
12.43
|
23.73
|
Neither does nor does not describe
|
|
176
|
49.72
|
49.72
|
73.45
|
Not Somewhat does describe
|
|
38
|
10.73
|
10.73
|
84.18
|
Does not describe
|
|
36
|
10.17
|
10.17
|
94.35
|
Does not describe at all
|
|
20
|
5.65
|
5.65
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=4.09 · σ=1.33
|
frq( fct_rev(ic_sub_2[,41]), out="v", show.na=TRUE, title= "has premium quality")
has premium quality
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
31
|
8.76
|
8.76
|
8.76
|
Does describe well
|
|
71
|
20.06
|
20.06
|
28.81
|
Somewhat does describe well
|
|
70
|
19.77
|
19.77
|
48.59
|
Neither does nor does not describe
|
|
130
|
36.72
|
36.72
|
85.31
|
Not Somewhat does describe
|
|
29
|
8.19
|
8.19
|
93.5
|
Does not describe
|
|
13
|
3.67
|
3.67
|
97.18
|
Does not describe at all
|
|
10
|
2.82
|
2.82
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.38 · σ=1.37
|
frq( fct_rev(ic_sub_2[,42]), out="v", show.na=TRUE, title= "is memorable" )
is memorable
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
17
|
4.8
|
4.8
|
4.8
|
Does describe well
|
|
20
|
5.65
|
5.65
|
10.45
|
Somewhat does describe well
|
|
61
|
17.23
|
17.23
|
27.68
|
Neither does nor does not describe
|
|
171
|
48.31
|
48.31
|
75.99
|
Not Somewhat does describe
|
|
48
|
13.56
|
13.56
|
89.55
|
Does not describe
|
|
21
|
5.93
|
5.93
|
95.48
|
Does not describe at all
|
|
16
|
4.52
|
4.52
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.96 · σ=1.27
|
frq( fct_rev(ic_sub_2[,43]), out="v", show.na=TRUE, title= "Bought as special treat but not regularly")
Bought as special treat but not regularly
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
17
|
4.8
|
4.8
|
4.8
|
Does describe well
|
|
23
|
6.5
|
6.5
|
11.3
|
Somewhat does describe well
|
|
77
|
21.75
|
21.75
|
33.05
|
Neither does nor does not describe
|
|
103
|
29.1
|
29.1
|
62.15
|
Not Somewhat does describe
|
|
51
|
14.41
|
14.41
|
76.55
|
Does not describe
|
|
40
|
11.3
|
11.3
|
87.85
|
Does not describe at all
|
|
43
|
12.15
|
12.15
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=4.24 · σ=1.60
|
frq( fct_rev(ic_sub_2[,44]), out="v", show.na=TRUE, title= "is good for regular consumption")
is good for regular consumption
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
37
|
10.45
|
10.45
|
10.45
|
Does describe well
|
|
60
|
16.95
|
16.95
|
27.4
|
Somewhat does describe well
|
|
100
|
28.25
|
28.25
|
55.65
|
Neither does nor does not describe
|
|
113
|
31.92
|
31.92
|
87.57
|
Not Somewhat does describe
|
|
20
|
5.65
|
5.65
|
93.22
|
Does not describe
|
|
11
|
3.11
|
3.11
|
96.33
|
Does not describe at all
|
|
13
|
3.67
|
3.67
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.29 · σ=1.39
|
frq( fct_rev(ic_sub_2[,45]), out="v", show.na=TRUE, title= "is interesting")
is interesting
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
13
|
3.67
|
3.67
|
3.67
|
Does describe well
|
|
32
|
9.04
|
9.04
|
12.71
|
Somewhat does describe well
|
|
62
|
17.51
|
17.51
|
30.23
|
Neither does nor does not describe
|
|
174
|
49.15
|
49.15
|
79.38
|
Not Somewhat does describe
|
|
41
|
11.58
|
11.58
|
90.96
|
Does not describe
|
|
16
|
4.52
|
4.52
|
95.48
|
Does not describe at all
|
|
16
|
4.52
|
4.52
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.88 · σ=1.25
|
frq( fct_rev(ic_sub_2[,46]), out="v", show.na=TRUE, title= "Tastes better than other brands" )
Tastes better than other brands
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
24
|
6.78
|
6.78
|
6.78
|
Does describe well
|
|
51
|
14.41
|
14.41
|
21.19
|
Somewhat does describe well
|
|
85
|
24.01
|
24.01
|
45.2
|
Neither does nor does not describe
|
|
135
|
38.14
|
38.14
|
83.33
|
Not Somewhat does describe
|
|
35
|
9.89
|
9.89
|
93.22
|
Does not describe
|
|
13
|
3.67
|
3.67
|
96.89
|
Does not describe at all
|
|
11
|
3.11
|
3.11
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.53 · σ=1.32
|
frq( fct_rev(ic_sub_2[,47]), out="v", show.na=TRUE, title= "Has many flavors")
Has many flavors
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
43
|
12.15
|
12.15
|
12.15
|
Does describe well
|
|
70
|
19.77
|
19.77
|
31.92
|
Somewhat does describe well
|
|
98
|
27.68
|
27.68
|
59.6
|
Neither does nor does not describe
|
|
109
|
30.79
|
30.79
|
90.4
|
Not Somewhat does describe
|
|
17
|
4.8
|
4.8
|
95.2
|
Does not describe
|
|
11
|
3.11
|
3.11
|
98.31
|
Does not describe at all
|
|
6
|
1.69
|
1.69
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.12 · σ=1.31
|
frq( fct_rev(ic_sub_2[,48]), out="v", show.na=TRUE, title= "Is enjoyable" )
Is enjoyable
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
36
|
10.17
|
10.17
|
10.17
|
Does describe well
|
|
82
|
23.16
|
23.16
|
33.33
|
Somewhat does describe well
|
|
102
|
28.81
|
28.81
|
62.15
|
Neither does nor does not describe
|
|
97
|
27.4
|
27.4
|
89.55
|
Not Somewhat does describe
|
|
21
|
5.93
|
5.93
|
95.48
|
Does not describe
|
|
6
|
1.69
|
1.69
|
97.18
|
Does not describe at all
|
|
10
|
2.82
|
2.82
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.12 · σ=1.32
|
frq( fct_rev(ic_sub_2[,49]), out="v", show.na=TRUE, title= "Has best value for price" )
Has best value for price
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
18
|
5.08
|
5.08
|
5.08
|
Does describe well
|
|
31
|
8.76
|
8.76
|
13.84
|
Somewhat does describe well
|
|
69
|
19.49
|
19.49
|
33.33
|
Neither does nor does not describe
|
|
170
|
48.02
|
48.02
|
81.36
|
Not Somewhat does describe
|
|
41
|
11.58
|
11.58
|
92.94
|
Does not describe
|
|
13
|
3.67
|
3.67
|
96.61
|
Does not describe at all
|
|
12
|
3.39
|
3.39
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.77 · σ=1.23
|
frq( fct_rev(ic_sub_2[,50]), out="v", show.na=TRUE, title= "is natural/organic")
is natural/organic
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
8
|
2.26
|
2.26
|
2.26
|
Does describe well
|
|
18
|
5.08
|
5.08
|
7.34
|
Somewhat does describe well
|
|
45
|
12.71
|
12.71
|
20.06
|
Neither does nor does not describe
|
|
151
|
42.66
|
42.66
|
62.71
|
Not Somewhat does describe
|
|
42
|
11.86
|
11.86
|
74.58
|
Does not describe
|
|
47
|
13.28
|
13.28
|
87.85
|
Does not describe at all
|
|
43
|
12.15
|
12.15
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=4.45 · σ=1.44
|
frq( fct_rev(ic_sub_2[,51]), out="v", show.na=TRUE, title= "is low calorie")
is low calorie
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
6
|
1.69
|
1.69
|
1.69
|
Does describe well
|
|
9
|
2.54
|
2.54
|
4.24
|
Somewhat does describe well
|
|
42
|
11.86
|
11.86
|
16.1
|
Neither does nor does not describe
|
|
153
|
43.22
|
43.22
|
59.32
|
Not Somewhat does describe
|
|
61
|
17.23
|
17.23
|
76.55
|
Does not describe
|
|
45
|
12.71
|
12.71
|
89.27
|
Does not describe at all
|
|
38
|
10.73
|
10.73
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=4.53 · σ=1.32
|
frq( fct_rev(ic_sub_2[,52]), out="v", show.na=TRUE, title= "Great for whole family")
Great for whole family
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
44
|
12.43
|
12.43
|
12.43
|
Does describe well
|
|
69
|
19.49
|
19.49
|
31.92
|
Somewhat does describe well
|
|
85
|
24.01
|
24.01
|
55.93
|
Neither does nor does not describe
|
|
117
|
33.05
|
33.05
|
88.98
|
Not Somewhat does describe
|
|
22
|
6.21
|
6.21
|
95.2
|
Does not describe
|
|
8
|
2.26
|
2.26
|
97.46
|
Does not describe at all
|
|
9
|
2.54
|
2.54
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.18 · σ=1.36
|
frq( fct_rev(ic_sub_2[,53]), out="v", show.na=TRUE, title= "Great for guests")
Great for guests
val
|
label
|
frq
|
raw.prc
|
valid.prc
|
cum.prc
|
Describes extremely well
|
|
42
|
11.86
|
11.86
|
11.86
|
Does describe well
|
|
75
|
21.19
|
21.19
|
33.05
|
Somewhat does describe well
|
|
100
|
28.25
|
28.25
|
61.3
|
Neither does nor does not describe
|
|
94
|
26.55
|
26.55
|
87.85
|
Not Somewhat does describe
|
|
20
|
5.65
|
5.65
|
93.5
|
Does not describe
|
|
9
|
2.54
|
2.54
|
96.05
|
Does not describe at all
|
|
14
|
3.95
|
3.95
|
100
|
NA
|
NA
|
0
|
0
|
NA
|
NA
|
total N=354 · valid N=354 · x̄=3.16 · σ=1.42
|
Changing the names of new categorical variables. Adding a suffix to imply their categorical format.
q <- c("is_relaxing", "is_wholesome", "is_fun",
"is_exciting","is_premium_quality", "is_memorable", "is_treat", "is_good_for_regular",
"is_interesting", "taste_better_other_brands", "has_many_flavors", "is_enjoyable", "has_best_value/price",
"is_organic", "is_low_cal", "is_great_for_family", "is_great_for_guests")
colnames(ic_sub_2)[37:53] <- gsub("$", "_cat", q)
Recoding the Heard of brand and Purchased brands variables and checking the data.
ic_sub_2$Heard_of_brand <- ifelse(ic_sub_2$Heard_of_brand ==1, 'yes', 'no')
ic_sub_2$Purchased_last6mo <- ifelse(ic_sub_2$Purchased_last6mo ==1, 'yes', 'no')
Saving the final data set
This recoded, imputed and filtered dataset is saved in your working directory by using the code below.
write.csv(ic_sub_2, "./final_data.csv", row.names = FALSE)