Question 1190749: . calculate the mean, variance, median, standard deviation, mode, all quartiles, inter quartile
range, coefficient of mean deviation about mean and median, coefficient of quartile deviation,
5
th and 6th deciles and percentiles for the following age distribution.
Class interval Frequency
6-10 35
11-15 23
16-20 15
21-25 12
26-30 9
31-35 6
Answer by CPhill(1959) (Show Source):
You can put this solution on YOUR website! This is a pretty big task! To calculate all those statistics, we first need to do some initial calculations based on the frequency table you provided. I'll outline the process and provide the key formulas, but you'll likely want to use a spreadsheet or calculator to handle the actual computations.
**1. Preliminary Calculations**
| Class Interval | Frequency (f) | Midpoint (x) | f * x | x^2 | f * x^2 | Cumulative Frequency (cf) |
|---|---|---|---|---|---|---|
| 6-10 | 35 | 8 | 280 | 64 | 2240 | 35 |
| 11-15 | 23 | 13 | 299 | 169 | 3887 | 58 |
| 16-20 | 15 | 18 | 270 | 324 | 4860 | 73 |
| 21-25 | 12 | 23 | 276 | 529 | 6348 | 85 |
| 26-30 | 9 | 28 | 252 | 784 | 7056 | 94 |
| 31-35 | 6 | 33 | 198 | 1089 | 6534 | 100 |
| **Totals** | **100** | | **1575** | | **31925** | |
* **Midpoint (x):** The midpoint of each class interval (e.g., (6+10)/2 = 8).
* **f * x:** The product of the frequency and the midpoint for each class.
* **x^2:** The square of the midpoint.
* **f * x^2:** The product of the frequency and the square of the midpoint.
* **Cumulative Frequency (cf):** The running total of the frequencies.
**2. Measures of Central Tendency**
* **Mean (x̄):** x̄ = Σ(f * x) / N = 1575 / 100 = 15.75
* **Median:**
* Median Class: The class interval where the (N/2)th observation falls (in this case, the 50th observation falls in the 11-15 class).
* Median = L + [(N/2 - cf) / f] * h
* L = Lower boundary of the median class (10.5)
* N = Total number of observations (100)
* cf = Cumulative frequency of the class before the median class (35)
* f = Frequency of the median class (23)
* h = Class width (5)
* Median = 10.5 + [(100/2 - 35) / 23] * 5 ≈ 13.63
* **Mode:**
* Modal Class: The class interval with the highest frequency (6-10).
* Mode = L + [(f₁ - f₀) / (2f₁ - f₀ - f₂)] * h
* L = Lower boundary of the modal class (5.5)
* f₁ = Frequency of the modal class (35)
* f₀ = Frequency of the class before the modal class (0)
* f₂ = Frequency of the class after the modal class (23)
* h = Class width (5)
* Mode = 5.5 + [(35 - 0) / (2 * 35 - 0 - 23)] * 5 ≈ 8.77
**3. Measures of Dispersion**
* **Variance (σ²):** σ² = [Σ(f * x^2) - (Σ(f * x))^2 / N] / (N - 1) = [31925 - (1575)^2 / 100] / (100 - 1) ≈ 39.35
* **Standard Deviation (σ):** σ = √(σ²) = √(39.35) ≈ 6.27
* **Quartiles:**
* Q₁ Class: The class containing the (N/4)th observation (25th observation in the 6-10 class).
* Q₁ = 5.5 + [(25 - 0) / 35] * 5 ≈ 9.07
* Q₂ (Median): Already calculated as 13.63.
* Q₃ Class: The class containing the (3N/4)th observation (75th observation in the 16-20 class).
* Q₃ = 15.5 + [(75 - 58) / 15] * 5 ≈ 21.17
* **Interquartile Range (IQR):** IQR = Q₃ - Q₁ = 21.17 - 9.07 = 12.10
**4. Other Measures**
* **Coefficient of Mean Deviation about Mean:** (Σf * |x - x̄|) / (N * x̄) = (Calculate the sum of absolute deviations from the mean and divide by the product of total observations and the mean)
* **Coefficient of Mean Deviation about Median:** (Σf * |x - Median|) / (N * Median) = (Calculate the sum of absolute deviations from the median and divide by the product of total observations and the median)
* **Coefficient of Quartile Deviation:** IQR / (Q₃ + Q₁) = 12.10 / (21.17 + 9.07) ≈ 0.39
* **5th Decile (D₅):** Similar to median calculation but find the class containing the (5N/10)th observation.
* **6th Decile (D₆):** Similar to median calculation but find the class containing the (6N/10)th observation.
* **Percentiles:** Similar to decile calculation but use the desired percentile (e.g., for the 20th percentile, find the class containing the (20N/100)th observation).
**Note:** To complete the calculations for the coefficients of mean deviation and the deciles/percentiles, you'll need to compute the sum of absolute deviations from the mean and median. This involves finding the absolute difference between each midpoint and the mean/median, multiplying by the corresponding frequency, and summing those products.
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