In: Statistics and Probability
Birth rates (births per 1000 population) for 30 randomly selected countries are given below: 44.6 39.1 46.5 20.6 15.5 12.1 41.5 12.1 36.2 30.6 12.9 47.3 33.8 47.3 39.8 42.2 14.5 21.4 19.4 16.9 27.7 17.2 14.1 11.2 33.5 13.5 34.7 37.4 36.7 45.5 a) Construct a relative frequency histogram for the data (use k = 5 intervals !!!), b) Construct a cumulative relative frequency histogram (an empirical distribution function), c) Using grouped data estimate the unknown population mean µ and the population variance. d) What is the estimate of probability that a random variable X that has generated those data, will take the value of 12.1? Explain.
(a) Sorting the data into class intervals we have the following distribution:
Class Interval | Frequency | Relative Frequency |
10-15 | 7 | 7/30 = 0.2333 |
15-20 | 4 | 4/30 = 0.1333 |
20-30 | 3 | 3/30 = 0.1 |
30-40 | 9 | 9/30 = 0.3 |
40-50 | 7 | 7/30 = 0.2333 |
Total | 30 | 1 |
The relative frequency histogram is given as:
(b) The cumulative relative frequency of a class interval is the sum of the relative frequency upto the particular class interval.
Class Interval | Frequency | Relative frequency | Cumulative Relative Frequency |
10-15 | 7 | 0.23333 | 0.2333 |
15-20 | 4 | 0.13333 | 0.3667 |
20-30 | 3 | 0.10000 | 0.4667 |
30-40 | 9 | 0.30000 | 0.7667 |
40-50 | 7 | 0.23333 | 1.0000 |
Total | 30 |
The relative frequency histogram is given as:
(c) The mean and variance are calculated as follows:
Class Interval | Frequency(f) | Mid-point(x) | fx |
10-15 | 7 | 12.5 | 87.5 |
15-20 | 4 | 17.5 | 70.0 |
20-30 | 3 | 25.0 | 75.0 |
30-40 | 9 | 35.0 | 315.0 |
40-50 | 7 | 45.0 | 315.0 |
Total | 30 | Total | 863 |
Class Interval | Frequency(f) | Mid-point(x) | fx | fx2 |
10-15 | 7 | 12.5 | 87.5 | 1093.75 |
15-20 | 4 | 17.5 | 70.0 | 1225 |
20-30 | 3 | 25.0 | 75.0 | 1875 |
30-40 | 9 | 35.0 | 315.0 | 11025 |
40-50 | 7 | 45.0 | 315.0 | 14175 |
Total | 30 | Total | 863 | 29394 |
(d) Since 12. 1 falls in the interval 10-15 we have the proabilty that the random variable takes tha value greater than 12.1 given as 1-0.2333=0.7667.