In: Statistics and Probability
Consider Dataset A for answering the questions that follows below. a. Calculate the measures of central tendencies for Variable X and Variable Y. i. Mean ii. Median iii. Mode iv. Midrange v. What can you say about the skewness of X and Y variables? b. Calculate the measures of variations for Variable X and Variable Y. i. Range ii. Variance iii. Standard Deviation iv. Coefficient of Variation v. Which is more variable, X or Y? Why? c. Calculate the measures of position for Variable X. i. Z-score of the mean value of X ii. Percentile rank of the maximum value of X iii. Check for any outliers in variable X
variable X:6,7,8,8,8,9,9,9,11,11
variableY: -2.77,-0.23,-0.29,-0.05,0.33,0.43,0.51,0.63,0.85,1.12
Variable X:
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X | (X - X̄)² |
6 | 6.76 |
7 | 2.56 |
8 | 0.36 |
8 | 0.36 |
8 | 0.36 |
9 | 0.16 |
9 | 0.160 |
9 | 0.160 |
11 | 5.760 |
11 | 5.760 |
X | (X - X̄)² | |
total sum | 86 | 22.40 |
n | 10 | 10 |
mean = ΣX/n = 86.000
/ 10 = 8.6000
sample variance = Σ(X - X̄)²/(n-1)=
22.4000 / 9 =
2.489
sample std dev = √ [ Σ(X - X̄)²/(n-1)] =
√ (22.4/9) =
1.5776
range=max-min = 11 -
6 = 5
mid range=(max + min)/2= ( 11 +
6 ) /2 = 8.5
mode= highest frequency data = 8
coefficient of variation,CV=σ/µ= 0.183444
skewness using pearson coefficient of skewness,PC
PC=3(mean-median)/std dev=
0.190160
IQR = Q3-Q1 = 1.75
1.5IQR = 2.625
lower bound=Q1-1.5IQR= 5.125
upper bound=Q3+1.5IQR= 12.125
outlier =values outside lower bound and upper
bound
total outlier below lower bound= 0
total outlier above upper bound= 0
total outlier = 0
Z score of mean value = 0
Percentile Rank of maximum value = 1
Variable Y
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X | (X - X̄)² | |
total sum | 0.53 | 10.71 |
n | 10 | 10 |
mean = ΣX/n = 0.530
/ 10 = 0.0530
sample variance = Σ(X - X̄)²/(n-1)=
10.7120 / 9 =
1.190
sample std dev = √ [ Σ(X - X̄)²/(n-1)] =
√ (10.712/9) =
1.0910
range=max-min = 1.12 -
-2.77 = 3.89
mid range=(max + min)/2= ( 1.12
+ -2.77 ) /2 = -0.825
Skewness= -2.1904
coefficient of variation,CV=σ/µ= 20.584407
lower bound=Q1-1.5IQR= -1.64
upper bound=Q3+1.5IQR= 2.08
outlier =values outside lower bound and upper
bound
total outlier below lower bound= 1
total outlier above upper bound= 0
total outlier = 1
Thanks in advance!
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