Solution
Certainly! Let's analyze the weights of the NBA's top 50 players by constructing both a grouped frequency distribution and a cumulative frequency distribution with 8 classes. We'll also discuss the observed patterns, peaks, and extreme values.
---
## **1. Data Preparation**
### **Original Data:**
```
Row 1: 240, 210, 220, 260, 250, 195, 230, 270, 325, 2251
Row 2: 165, 295, 205, 230, 250, 210, 220, 210, 230, 202
Row 3: 250, 265, 230, 210, 240, 245, 225, 180, 175, 215
Row 4: 215, 235, 245, 250, 215, 210, 195, 240, 240, 225
Row 5: 260, 210, 190, 260, 230, 190, 210, 230, 185, 260
```
### **Data Correction:**
- **Note:** The value **2251** in Row 1 appears to be a typo. It's assumed to be **251** for a realistic weight range.
### **Corrected Data:**
```
240, 210, 220, 260, 250, 195, 230, 270, 251,
165, 295, 205, 230, 250, 210, 220, 210, 230, 202,
250, 265, 230, 210, 240, 245, 225, 180, 175, 215,
215, 235, 245, 250, 215, 210, 195, 240, 240, 225,
260, 210, 190, 260, 230, 190, 210, 230, 185, 260
```
### **Sorted Data:**
```
165, 175, 180, 185, 190, 190, 195, 195, 202, 205,
210, 210, 210, 210, 210, 210, 215, 215, 215, 215,
220, 220, 225, 225, 225, 230, 230, 230, 230, 230,
230, 235, 240, 240, 240, 240, 240, 245, 245, 250,
250, 250, 250, 251, 260, 260, 260, 260, 265, 270, 295
```
---
## **2. Grouped Frequency Distribution**
### **Determining Classes:**
- **Range:** \( 295 - 165 = 130 \) lbs
- **Number of Classes:** 8
- **Class Width:** \( \frac{130}{8} = 16.25 \) lbs → Rounded to **20** lbs for simplicity.
### **Class Intervals:**
| Class Interval (lbs) | Frequency |
|----------------------|-----------|
| 160 – 179 | 2 |
| 180 – 199 | 6 |
| 200 – 219 | 13 |
| 220 – 239 | 10 |
| 240 – 259 | 12 |
| 260 – 279 | 6 |
| 280 – 299 | 1 |
| 300 – 319 | 0 |
**_Frequency Distribution Table:_**
| **Weight Range (lbs)** | **Frequency** |
|------------------------|---------------|
| 160 – 179 | 2 |
| 180 – 199 | 6 |
| 200 – 219 | 13 |
| 220 – 239 | 10 |
| 240 – 259 | 12 |
| 260 – 279 | 6 |
| 280 – 299 | 1 |
| 300 – 319 | 0 |
| **Total** | **50** |
---
## **3. Cumulative Frequency Distribution**
| Class Interval (lbs) | Frequency | Cumulative Frequency |
|----------------------|-----------|----------------------|
| 160 – 179 | 2 | 2 |
| 180 – 199 | 6 | 8 |
| 200 – 219 | 13 | 21 |
| 220 – 239 | 10 | 31 |
| 240 – 259 | 12 | 43 |
| 260 – 279 | 6 | 49 |
| 280 – 299 | 1 | 50 |
| 300 – 319 | 0 | 50 |
---
## **4. Analysis of Results**
### **Peaks:**
- **200 – 219 lbs:** Highest frequency with **13** players. This suggests a significant concentration of players in this weight range.
- **240 – 259 lbs:** Second peak with **12** players, indicating another common weight range among top players.
### **Moderate Frequencies:**
- **220 – 239 lbs:** **10** players fall into this category, bridging the two main peaks.
### **Lower Frequencies:**
- **180 – 199 lbs:** **6** players. Fewer players are in the lighter weight brackets.
- **260 – 279 lbs:** **6** players. Similar to the lighter range, fewer players are in the higher weight brackets.
### **Extreme Values:**
- **Minimum Weight:** **165 lbs** – Represents the lightest player in the top 50.
- **Maximum Weight:** **295 lbs** – Represents the heaviest player in the top 50.
### **Outliers:**
- **295 lbs:** A notable outlier on the higher end, indicating at least one exceptionally heavy player compared to peers.
### **No Data:**
- **300 – 319 lbs:** **0** players, confirming that this weight range is beyond the scope of the top 50.
### **Overall Insights:**
- The distribution is **right-skewed**, with a concentration of players in the lower to mid-weight ranges and fewer players as the weight increases.
- The two prominent peaks suggest two common body types or playing styles among top NBA players.
- The presence of outliers indicates that while most players fall within certain weight ranges, there are exceptions that stand out.
---
## **5. Visual Representation (Optional)**
For a clearer understanding, constructing histograms or bar charts based on the frequency distribution can visually highlight the peaks and distribution spread.
---
## **Conclusion**
The grouped frequency distribution for the NBA's top 50 players' weights reveals two main clusters around **200-219 lbs** and **240-259 lbs**, with fewer players in both lighter and heavier categories. The extremes of **165 lbs** and **295 lbs** showcase the range of player physiques, although the majority fall within the identified peaks. This distribution can aid in understanding the common body metrics associated with elite basketball performance.