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To complete Part A
1. Exploratory Data Analysis.
a. Perform Exploratory Data Analysis on all variables in the data set. Because you are going to focus on Extroversion and Agreeableness, be sure to include scatterplots for these combinations of variables (Student Agreeableness/Lecture Agreeableness; Student Extroversion/Lecture Extroversion; Student Agreeableness/Lecture Extroversion; Student Extroversion/Lecture Agreeableness) and include the regression line within the chart.
b. Compose a one to two paragraph write up of the data.
c. Create an APA style table that presents descriptive statistics for the sample.
a)
For the variable Age
Case Processing Summary
Cases
Valid Missing Total
N Percent N Percent N Percent
Age 404 94.0% 26 6.0% 430 100.0%
Here we can see that there are 404 are valid observation and 26 are missing observation
Descriptives
Statistic Std. Error
Age Mean 19.60 .172
95% Confidence Interval for Mean Lower Bound 19.26
Upper Bound 19.94
5% Trimmed Mean 19.20
Median 19.00
Variance 11.888
Std. Deviation 3.448
Minimum 0
Maximum 43
Range 43
Interquartile Range 2
Skewness 2.350 .121
Kurtosis 17.989 .242
From the above analysis we see that the mean and median are approximately are equal but the difference are very small therefore we can say that the data distribution are approximately normal distribution. Also the data distribution are positively skewed and also leptokurtic.
Tests of Normality
Kolmogorov-Smirnova Shapiro-Wilk
Statistic df Sig. Statistic df Sig.
Age .279 404 .000 .600 404 .000
a. Lilliefors Significance Correction
Data distribution test for normality is significant therefore the distribution of the data is normal.
From the above histogram of the data we can say that the data is leptokurtic.
From the above diagram we noticed that the data points lie around the straight line, from this point of view we can say that data distribution is normal.
From the above figure we observed there are some outliers and mean and median are lies very closely therefore the distribution is normal.
For the variable Gender
Case Processing Summary
Cases
Valid Missing Total
N Percent N Percent N Percent
Gender 424 98.6% 6 1.4% 430 100.0%
There are 424 observed values and 6 missing values .
Descriptives
Statistic Std. Error
Gender Mean .28 .022
95% Confidence Interval for Mean Lower Bound .23
Upper Bound .32
5% Trimmed Mean .25
Median .00
Variance .200
Std. Deviation .448
Minimum 0
Maximum 1
Range 1
Interquartile Range 1
Skewness 1.006 .119
Kurtosis -.993 .237
Here mean and median are approximately equal, the data distribution are approximately normal distribution also positively skewed and plateo kurtic.
Tests of Normality
Kolmogorov-Smirnova Shapiro-Wilk
Statistic df Sig. Statistic df Sig.
Gender .455 424 .000 .559 424 .000
a. Lilliefors Significance Correction
The test for normality is significant.
For the variable Student Neuroticosm
Case Processing Summary
Cases
Valid Missing Total
N Percent N Percent N Percent
Student Neuroticosm 420 97.7% 10 2.3% 430 100.0%
Descriptives
Statistic Std. Error
Student Neuroticosm Mean 23.6262 .41985
95% Confidence Interval for Mean Lower Bound 22.8009
Upper Bound 24.4515
5% Trimmed Mean 23.6534
Median 24.0000
Variance 74.034
Std. Deviation 8.60431
Minimum .00
Maximum 44.00
Range 44.00
Interquartile Range 11.00
Skewness .005 .119
Kurtosis -.312 .238
Mean and median are approximately equal and data distribution is positively skewed and plateokurtic.
Tests of Normality
Kolmogorov-Smirnova Shapiro-Wilk
Statistic df Sig. Statistic df Sig.
Student Neuroticosm .042 420 .075 .993 420 .055
a. Lilliefors Significance Correction
The normality test for the data is not significant.
But from the q-q plot we can say that the data distribution are approximately normal.
Also from the histogram data distribution is normal distribution.
For the variable Student Extroversion
Case Processing Summary
Cases
Valid Missing Tota...
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