Statistics
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Chapter Roadmap
This chapter teaches us how to organise numerical data and find its mean, median and mode. In board questions, the main skills are making a correct frequency table, finding class marks, locating the median class, identifying the modal class and applying the correct formula without calculation mistakes.
1. Basic Terms of Statistics
1.1 What is Statistics?
Statistics is the study of collecting, organising, presenting and analysing numerical data so that useful conclusions can be obtained.
1.2 Data
A collection of observations or numerical facts is called data. For example, the marks obtained by students in a test form a set of data.
Observation: Each individual value in a data set.
Frequency: The number of times an observation occurs.
Class interval: A range used to group observations, such as \(10-20\).
Class size: The difference between the upper and lower class boundaries for equal intervals.
Question: In the data \(2,3,3,4,3,5,2\), find the frequency of \(3\).
- Count how many times \(3\) occurs.
- The number \(3\) occurs three times.
- Therefore its frequency is \(3\).
- Answer: \(\boxed{3}\).
Question: In the data \(5,8,11,14\), identify the observation \(11\).
- The individual values in a data set are observations.
- \(11\) is one of the given values.
- Therefore \(11\) is an observation.
- Answer: \(\boxed{11}\).
Question: What is the class interval in \(20-30\)?
- The lower limit is \(20\).
- The upper limit is \(30\).
- So the class interval is \(20-30\).
- Its size is \(30-20=10\).
- Answer: Class size \(=\boxed{10}\).
2. Types and Organisation of Data
2.1 Raw Data
Data given in its original, unorganised form is called raw data.
2.2 Frequency Distribution
A frequency distribution arranges observations into suitable groups and records how many observations fall in each group.
| Class Interval | Frequency |
|---|---|
| 0–10 | 4 |
| 10–20 | 7 |
| 20–30 | 9 |
2.3 Class Mark
The class mark is the midpoint of a class interval.
Question: Find the class mark of \(10-20\).
- Use \(x_i=\frac{\text{lower limit}+\text{upper limit}}{2}\).
- \(x_i=\frac{10+20}{2}\).
- \(x_i=\frac{30}{2}=15\).
- Answer: \(\boxed{15}\).
Question: Find the class mark of \(30-40\).
- Add the limits: \(30+40=70\).
- Divide by \(2\): \(70/2=35\).
- Answer: \(\boxed{35}\).
Question: Find the class size of \(40-50\).
- Class size \(=50-40\).
- \(=10\).
- Answer: \(\boxed{10}\).
3. Mean of Grouped Data – Direct Method
For grouped data, first find the class mark \(x_i\) of every class.
Here \(f_i\) is the frequency, \(x_i\) is the class mark and \(\sum f_i\) is the total frequency.
3.1 Step-by-Step Method
- Find the class mark \(x_i\) for every class.
- Multiply each \(x_i\) by its frequency \(f_i\).
- Find \(\sum f_i x_i\).
- Find \(\sum f_i\).
- Use \(\bar{x}=\frac{\sum f_ix_i}{\sum f_i}\).
Question: Find the mean of the following distribution.
| Class | \(f_i\) |
|---|---|
| 0–10 | 2 |
| 10–20 | 3 |
| 20–30 | 5 |
- Class marks are \(5,15,25\).
- Calculate \(f_ix_i\): \(2(5)=10,\ 3(15)=45,\ 5(25)=125\).
- \(\sum f_i=2+3+5=10\).
- \(\sum f_ix_i=10+45+125=180\).
- \(\bar{x}=180/10=18\).
- Answer: \(\boxed{18}\).
Question: Find the mean for class marks \(10,20,30\) with frequencies \(2,4,4\).
- Find \(f_ix_i\): \(20,80,120\).
- \(\sum f_i=2+4+4=10\).
- \(\sum f_ix_i=20+80+120=220\).
- \(\bar{x}=220/10=22\).
- Answer: \(\boxed{22}\).
Question: Class intervals are \(0-10,10-20,20-30\) and frequencies are \(4,3,3\). Find the mean.
- Class marks: \(5,15,25\).
- \(f_ix_i=20,45,75\).
- \(\sum f_i=10\).
- \(\sum f_ix_i=140\).
- \(\bar{x}=140/10=14\).
- Answer: \(\boxed{14}\).
4. Assumed Mean Method
When the class marks are large, the direct method can involve lengthy multiplication. The assumed mean method makes the arithmetic easier.
Here \(a\) is the assumed mean and \(d_i\) is the deviation from the assumed mean.
Question: Find the mean when \(x_i=10,20,30\) and \(f_i=2,3,5\). Take \(a=20\).
- Calculate deviations: \(d_i=x_i-a\).
- So \(d_i=-10,0,10\).
- Calculate \(f_id_i=-20,0,50\).
- \(\sum f_i=10\), and \(\sum f_id_i=30\).
- \(\bar{x}=20+\frac{30}{10}=23\).
- Answer: \(\boxed{23}\).
Question: For class marks \(15,25,35,45\), suggest a convenient assumed mean.
- Choose a value near the centre.
- \(35\) is one of the middle class marks.
- Using \(35\) makes deviations simple: \(-20,-10,0,10\).
- Answer: A convenient assumed mean is \(\boxed{35}\).
Question: Find the mean for \(x_i=20,30,40\) and \(f_i=3,4,3\), taking \(a=30\).
- Deviations: \(-10,0,10\).
- \(f_id_i=-30,0,30\).
- \(\sum f_id_i=0\).
- \(\sum f_i=10\).
- \(\bar{x}=30+\frac{0}{10}=30\).
- Answer: \(\boxed{30}\).
5. Step-Deviation Method
The step-deviation method is especially useful when class sizes are equal and deviations have a common factor.
Here \(a\) is the assumed mean and \(h\) is the common class size.
Question: For \(x_i=10,20,30\), \(f_i=2,3,5\), take \(a=20\) and \(h=10\). Find the mean.
- \(u_i=(x_i-a)/h\).
- Thus \(u_i=-1,0,1\).
- \(f_iu_i=-2,0,5\).
- \(\sum f_iu_i=3\), \(\sum f_i=10\).
- \(\bar{x}=20+10(3/10)=23\).
- Answer: \(\boxed{23}\).
Question: What is \(h\) if class intervals are \(0-10,10-20,20-30\)?
- Find the difference between consecutive limits.
- \(10-0=10\).
- Therefore the common class size is \(10\).
- Answer: \(\boxed{h=10}\).
Question: Class marks are \(5,15,25\), frequencies \(1,2,2\). Take \(a=15,\ h=10\).
- \(u_i=-1,0,1\).
- \(f_iu_i=-1,0,2\).
- \(\sum f_iu_i=1\), \(\sum f_i=5\).
- \(\bar{x}=15+10(1/5)=17\).
- Answer: \(\boxed{17}\).
6. Median of Grouped Data
The median is the middle value of a data set when the observations are arranged in order. For grouped data, we first find the cumulative frequency.
Here:
- \(l\) = lower boundary of the median class
- \(n\) = total frequency
- \(cf\) = cumulative frequency of the class just before the median class
- \(f\) = frequency of the median class
- \(h\) = class size
6.1 How to Find the Median Class
- Find \(n=\sum f\).
- Calculate \(n/2\).
- Prepare cumulative frequency.
- The class whose cumulative frequency is just greater than \(n/2\) is the median class.
Question: Find the median of the distribution below.
| Class | \(f\) | cf |
|---|---|---|
| 0–10 | 5 | 5 |
| 10–20 | 8 | 13 |
| 20–30 | 12 | 25 |
| 30–40 | 5 | 30 |
- Total \(n=30\).
- \(n/2=15\).
- The first cf greater than \(15\) is \(25\), so median class is \(20-30\).
- Here \(l=20,\ cf=13,\ f=12,\ h=10\).
- \(\text{Median}=20+\left(\frac{15-13}{12}\right)10\).
- \(=20+\frac{20}{12}=21.67\) approximately.
- Answer: \(\boxed{21.67\text{ (approximately)}}\).
Question: If \(n=50\) and cumulative frequencies are \(7,18,32,45,50\), find the median class position.
- \(n/2=25\).
- Look for the first cumulative frequency greater than \(25\).
- It is \(32\).
- Therefore the class corresponding to cf \(32\) is the median class.
- Answer: The median class is the class with \(\boxed{cf=32}\).
Question: In a grouped distribution, \(l=30,\ n=40,\ cf=17,\ f=8,\ h=10\). Find the median.
- \(n/2=20\).
- \(\text{Median}=30+\left(\frac{20-17}{8}\right)10\).
- \(=30+\frac{30}{8}\).
- \(=33.75\).
- Answer: \(\boxed{33.75}\).
7. Mode of Grouped Data
The mode is the value that occurs most frequently. For grouped data, the class having the highest frequency is called the modal class.
Here \(l\) is the lower boundary of the modal class, \(f_1\) is its frequency, \(f_0\) is the frequency of the class before it, \(f_2\) is the frequency of the class after it, and \(h\) is the class size.
Question: Frequencies are \(4,7,12,8,5\). Which class is modal?
- Find the highest frequency.
- The highest frequency is \(12\).
- The class corresponding to \(12\) is the modal class.
- Answer: The class with frequency \(\boxed{12}\) is the modal class.
Question: For a distribution, \(l=20,\ f_1=12,\ f_0=8,\ f_2=6,\ h=10\). Find the mode.
- \(\text{Mode}=20+\left(\frac{12-8}{2(12)-8-6}\right)10\).
- \(=20+\left(\frac4{10}\right)10\).
- \(=20+4=24\).
- Answer: \(\boxed{24}\).
Question: If the modal class is \(30-40\), what do \(f_0,f_1,f_2\) represent?
- \(f_1\) is the frequency of the modal class \(30-40\).
- \(f_0\) is the frequency of the preceding class \(20-30\).
- \(f_2\) is the frequency of the succeeding class \(40-50\).
- Answer: \(f_0\) = previous, \(f_1\) = modal, \(f_2\) = next frequency.
8. Empirical Relation Between Mean, Median and Mode
For a moderately skewed distribution, an important empirical relationship is:
It can also be rearranged as:
Question: Mean \(=20\), Median \(=22\). Find the mode.
- Use \(\text{Mode}=3\text{Median}-2\text{Mean}\).
- \(=3(22)-2(20)\).
- \(=66-40=26\).
- Answer: \(\boxed{26}\).
Question: Mean \(=18\), Mode \(=24\). Find the median.
- Use \(\text{Median}=\frac{\text{Mode}+2\text{Mean}}3\).
- \(=\frac{24+2(18)}3\).
- \(=\frac{60}{3}=20\).
- Answer: \(\boxed{20}\).
Question: Mean \(=15\), Median \(=16\), Mode \(=18\). Check the empirical relation.
- Calculate \(3(\text{Median})-2(\text{Mean})\).
- \(=3(16)-2(15)=48-30=18\).
- This equals the given mode.
- Answer: The relation is satisfied.
9. Important Board-Exam Question Patterns
Pattern 1 — Mean by Direct Method
Find class marks, calculate \(f_ix_i\), then use \(\bar{x}=\frac{\sum f_ix_i}{\sum f_i}\).
Pattern 2 — Mean by Assumed Mean / Step-Deviation
Choose a convenient \(a\), calculate deviations and substitute in the appropriate formula.
Pattern 3 — Median
Find total frequency, calculate \(n/2\), make cumulative frequency and identify the median class before applying the formula.
Pattern 4 — Mode
Identify the modal class from the highest frequency and carefully select \(f_0,f_1,f_2\).
10. 10 Detailed Solved Questions
Find the class marks of \(10-20,20-30,30-40\).
- For \(10-20\): \(x=\frac{10+20}{2}=15\).
- For \(20-30\): \(x=\frac{20+30}{2}=25\).
- For \(30-40\): \(x=\frac{30+40}{2}=35\).
- Answer: \(\boxed{15,25,35}\).
Find the mean for \(x_i=10,20,30\) and \(f_i=3,2,5\).
- \(f_ix_i=30,40,150\).
- \(\sum f_i=10\).
- \(\sum f_ix_i=220\).
- \(\bar{x}=220/10=22\).
- Answer: \(\boxed{22}\).
Find the mean for \(x_i=15,25,35,45\) and \(f_i=2,3,4,1\), taking \(a=35\).
- Deviations \(d_i=-20,-10,0,10\).
- \(f_id_i=-40,-30,0,10\).
- \(\sum f_id_i=-60\).
- \(\sum f_i=10\).
- \(\bar{x}=35+\frac{-60}{10}=29\).
- Answer: \(\boxed{29}\).
For \(x_i=10,20,30,40\) and \(f_i=2,4,3,1\), take \(a=20,\ h=10\). Find the mean.
- \(u_i=-1,0,1,2\).
- \(f_iu_i=-2,0,3,2\).
- \(\sum f_iu_i=3\).
- \(\sum f_i=10\).
- \(\bar{x}=20+10(3/10)=23\).
- Answer: \(\boxed{23}\).
For \(l=20,\ n=50,\ cf=18,\ f=12,\ h=10\), find the median.
- \(n/2=25\).
- \(\text{Median}=20+\left(\frac{25-18}{12}\right)10\).
- \(=20+\frac{70}{12}\).
- \(\approx25.83\).
- Answer: \(\boxed{25.83\text{ approximately}}\).
Total frequency is \(60\) and cumulative frequencies are \(8,17,31,46,60\). Identify the median class.
- \(n/2=60/2=30\).
- Find the first cumulative frequency greater than \(30\).
- It is \(31\).
- Therefore the class corresponding to cf \(31\) is the median class.
- Answer: The class with \(\boxed{cf=31}\).
For \(l=30,\ f_0=7,\ f_1=12,\ f_2=8,\ h=10\), find the mode.
- \(\text{Mode}=30+\left(\frac{12-7}{24-7-8}\right)10\).
- \(=30+\frac5{9}\times10\).
- \(\approx30+5.56=35.56\).
- Answer: \(\boxed{35.56\text{ approximately}}\).
The mean is \(25\) and median is \(27\). Find the mode.
- \(\text{Mode}=3(27)-2(25)\).
- \(=81-50=31\).
- Answer: \(\boxed{31}\).
Find the mean of values \(5,10,15,20\) with frequencies \(2,3,4,1\).
- \(f_ix_i=10,30,60,20\).
- \(\sum f_i=2+3+4+1=10\).
- \(\sum f_ix_i=120\).
- \(\bar{x}=120/10=12\).
- Answer: \(\boxed{12}\).
For a grouped distribution, \(n=40,\ l=30,\ cf=14,\ f=10,\ h=10\). Also, mean \(=34\). Find the median and then the mode using the empirical relation.
- Median \(=30+\left(\frac{20-14}{10}\right)10\).
- Median \(=30+6=36\).
- Use \(\text{Mode}=3(\text{Median})-2(\text{Mean})\).
- \(=3(36)-2(34)\).
- \(=108-68=40\).
- Answer: Median \(=\boxed{36}\), Mode \(=\boxed{40}\).
11. Board Exam Strategy
High-Scoring Method
- Make the table neatly. Keep class, frequency, class mark and required columns aligned.
- Do not skip \(n=\sum f\). It is essential in median questions.
- For median, calculate cumulative frequency carefully.
- For mode, identify the highest frequency first.
- Write the formula before substitution.
- Keep calculations organised. One small arithmetic mistake can change the final answer.
- Write the final answer clearly.
Most Important Checks
- Class mark \(=\frac{\text{lower}+\text{upper}}2\).
- Total frequency \(n=\sum f\).
- Median class is found using \(n/2\).
- Modal class has the highest frequency.
- Use the correct \(cf\), \(f\), \(f_0\), \(f_1\), \(f_2\).
- Use the correct class size \(h\).
12. Quick Revision Sheet
| Concept | Formula / Key Fact |
|---|---|
| Class Mark | \(x_i=\frac{\text{lower}+\text{upper}}2\) |
| Direct Mean | \(\bar{x}=\frac{\sum f_ix_i}{\sum f_i}\) |
| Deviation | \(d_i=x_i-a\) |
| Assumed Mean | \(\bar{x}=a+\frac{\sum f_id_i}{\sum f_i}\) |
| Step Deviation | \(\bar{x}=a+h\frac{\sum f_iu_i}{\sum f_i}\) |
| Step Deviation \(u_i\) | \(u_i=\frac{x_i-a}{h}\) |
| Median | \(l+\left(\frac{n/2-cf}{f}\right)h\) |
| Mode | \(l+\left(\frac{f_1-f_0}{2f_1-f_0-f_2}\right)h\) |
| Empirical Relation | \(\text{Mode}=3\text{Median}-2\text{Mean}\) |
| Total Frequency | \(n=\sum f\) |
- Mean: average value of the data.
- Class mark: midpoint of a class.
- Median: middle-position measure.
- Mode: most frequently occurring value.
- Median class: class whose cf first exceeds \(n/2\).
- Modal class: class with the highest frequency.
- Direct method: use \(f_ix_i\).
- Assumed mean: use deviations \(d_i\).
- Step deviation: use \(u_i=(x_i-a)/h\).
Common Mistakes to Avoid
- Forgetting to calculate class marks correctly.
- Using frequency instead of cumulative frequency for \(cf\).
- Choosing the wrong median class.
- Choosing a class other than the highest-frequency class as modal class.
- Mixing \(f_0,f_1,f_2\) in the mode formula.
- Using the wrong class size \(h\).
- Forgetting the \(n/2\) term in the median formula.
- Making arithmetic mistakes in \(\sum f_ix_i\).
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