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Statistics is a branch of mathematics that involves the collection, organization, analysis, interpretation, and presentation of data. It helps us understand and interpret numerical information by transforming raw numbers into meaningful insights, and is used to make informed decisions in various fields. Statistics is the backbone of data-driven decision-making across industries and disciplines.
- Mean of a dataset :
- Variance (ungrouped data):Variance =
- Standard Deviation : SD =
- Mean of grouped data :
- Variance (grouped data) : Variance =
- Coefficient of Variation (CV): CV =
- Combined Mean for Two Groups:
- Combined Variance for Two Groups:
- Combined Standard Deviation:Ļc=Ļc2\sigma_c = \sqrt{\sigma_c^2}Ļcā=Ļc2āā
- Quartile Deviation (QD):QD =
- Mean Deviation about the Mean: MD =
- Variance for a Sample: Variance =
- Z-Score: Z =
- Interquartile Range (IQR):IQR = Q3āQ1
- Percentile Rank: P =
- Pearson correlation coefficient (r) : r =
where,
xi,yi = Individual data points in the datasets X and Y.
= Mean of the X and Y dataset.
Read :
Question 1:Find the variance and standard deviation of the following dataset: 6, 8, 10, 12, 14
Solution:
Calculate the mean:
Mean
Compute squared deviations:
Variance == 16+4+0+4+16 / 5 ā=8
Standard Deviation =
Variance = 8, Standard Deviation = 2.83
Question 2:Find the variance and standard deviation for the following grouped data:
| Class Interval | Frequency |
|---|---|
| 10ā20 | 5 |
| 20ā30 | 7 |
| 30ā40 | 8 |
| 40ā50 | 10 |
| 50ā60 | 5 |
Solution:
Compute midpoints (xiā): xi=15, 25, 35, 45, 55
Compute mean
Compute and :
xi fi 15 5 -21.43 459.26 2296.3 25 7 -11.43 130.67 914.69 35 8 -1.43 2.04 16.33 45 10 8.57 73.45 734.5 55 5 18.57 344.79 1723.95
- Variance:
Variance =
- Standard Deviation:
SD =
Question 3: The mean of a dataset is 50 and its standard deviation is 5. Calculate the coefficient of variation.
Solution:
Coefficient of Variation (CV) =
Question 4 :Find the combined standard deviation of two groups of students which have the following data:
Solution:
Combined mean:
Combined variance:
Combined standard deviation:
Question 5:Find the quartile deviation for the dataset: 5, 7, 8, 10, 12, 15, 18
Solution:
Arrange data in ascending order
Quartile Deviation:
QD= (Q3āQ1)/2 = (15ā7)/2 = 4
Question 6:Find the mean deviation about the mean for the dataset: 3, 6, 9, 12, 15
Solution:
Mean:
Deviations:
Mean Deviation:
Mean:
Variance:
Question 8: Find the Z-score for x = 80 if the dataset has a mean of 50 and a standard deviation of 15.
Solution:
Given,
x = 80
mean = 50
Standard deviation = 15Z =
Question 9 :Find the range and interquartile range (IQR) for the following dataset:8, 12, 16, 20, 24, 28, 32, 36
Solution:
Range =
Quartiles:
Q1 =
Q3 =IQR = Q3 - Q1 = 30 - 14 = 16
Question10: Find the percentile rank of x=18 in the dataset: 10, 12, 15, 18, 20, 25
Solution:
P =
Question 2: Calculate the Pearson correlation coefficient and interpret the result. the following paired data:
X = [1, 2, 3, 4, 5], Y = [2, 4, 6, 8, 10]
Question 4:Calculate the quartile deviation for the following dataset: 5, 8, 12, 15, 18, 22, 25, 28, 30, 35.
Question 5:Find the mean deviation about the mean for the dataset: 10, 12, 14, 16, 18, 20, 22, 24.
Question 6: For the dataset 15, 18, 20, 24, 28, 30. calculate:
Question 7: In a sample of size 7 with values 6, 8, 10, 12, 14, 16, 18 calculate the Z-score for x = 16.
| Class Interval | Frequency (fi) |
|---|---|
| 0ā5 | 3 |
| 5ā10 | 5 |
| 10ā15 | 4 |
| 15ā20 | 6 |
| 20ā25 | 2 |
Question 9: A dataset has a mean of 505050 and a standard deviation of 101010.
Question 10 : For a dataset 3, 6, 9, 12, 15, 18, 21:
Answer key for Unsolved Questions
Answer 1:
- Mean:
- Variance: 38.84
- Standard Deviation: 6.23
- Coefficient of Variation: 46.46%
Answer 2: Correlation coefficient r = 1. Perfect positive linear relationship.
Answer 3:
- Combined Mean: 22.6
- Combined Variance: 41.4
- Combined Standard Deviation: 6.43
Answer 4:
- Q1 = 12.25, Q3=27.5
- Quartile Deviation: 7.63
Answer 5: Mean Deviation: 4
Answer 6:
- Q1=17Q1 = 17Q1=17, Q3=29Q3 = 29Q3=29, IQR = 121212
- Range: 151515
Answer 7: Z-score = 0.670.670.67
Answer 8:
- Mean: 12.512.512.5
- Standard Deviation: 6.326.326.32
- Coefficient of Variation: 50.56%50.56\%50.56%
Answer 9:
- Coefficient of Variation: 20%20\%20%
- Z-scores: ā1-1ā1 for x=40x = 40x=40, 222 for x=70x = 70x=70
Answer 10:
- Variance: 303030
- Standard Deviation: 5.485.485.48
- Mean Deviation: 4.84.84.8
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