STAT10 Lab 5

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University of California, Riverside *

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100C

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Statistics

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Jan 9, 2024

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Week 6 Stat 10 Page 1 of 8 __0475__ _Purnamaningrum__Ranisssa______________ ___021___ ______________ Last 4 of SID Last Name, First Name Section # TA Name Goal: Become familiar with the Normal distribution. Required: Lecture notes, calculator, and Minitab 19 1. Consider a random variable (r.v.), Z , with a standard normal distribution. Complete the sketch for the area of interest and use the Z table on Page 410-411 of the textbook to find the following probabilities. 1) ( ) 1.83 P Z 0.9664 2) ( ) 2.05 P Z  − 1.0 - 0.0202 0.9798 3) P(-1.28 < Z < 0.98) 0.8365 - 0.1003 0.7362 4) ( ) 3.28 1.72 P Z  − 0.0427 - 0.0005 0.0422 5) ( ) 3.99 P Z 0.9998 6) ( ) 0.25 2.073 P Z 0.9808 0.5987 0.3821 Score: _____
Week 6 Stat 10 Page 2 of 8 Consider a r.v., Z , with a standard normal distribution. Complete the sketch for each question and use the Z table on Page 410-411 of the textbook to find the appropriate value of 0 z which gives the stated probability. 7) ( ) 0 0.10 P Z z = -1.28 8) ( ) 0 0.60 P Z z = 0.25 9) ( ) 0 0.80 P Z z = 0.84 10) ( ) 0 0.20 P Z z = -0.84 11) ( ) 0 0.50 P Z z = 0.00 12) ( ) 0 0.95 P Z z = 1.645
Week 6 Stat 10 Page 3 of 8 2. Recall: 68-95-99.7 Rule For a data set which is mound-shaped or approximately mound-shaped (i.e., normal or approximately normal), the following statements will hold: 68% of the observations will lie within . 95% of the observations will lie within 2 . 99.7% of the observations will lie within 3 . Consider a r.v., Z , with a standard normal distribution. We can confirm each of the statements in the 68-95-99.7 Rule using the Z table on Page 410-411 of the textbook. Note: Since ( ) ~ 0,1 Z N , we have 0 = and 1 = . 1) Statement 1: 68% of the observations will lie within a) What is the numerical value for the lower bound (LB) of the interval?_____ -1 ________ b) What is the numerical value for the upper bound (UB) of the interval? ______ 1 _______ c) We are interested in ( ) P LB Z UB . Complete the sketch for this probability. d) Find ( ) P LB Z UB . 0.8413 0.1587 0.6826 2) Statement 2: 95% of the observations will lie within 2
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Week 6 Stat 10 Page 4 of 8 a) What is the numerical value for the lower bound (LB) of the interval? _____ -2 ______ b) What is the numerical value for the upper bound (UB) of the interval? ______ 2 _______ c) We are interested in ( ) P LB Z UB . Complete the sketch for this probability. d) Find ( ) P LB Z UB . 0.9772 0.0228 0.9544 3) Statement 3: 99.7% of the observations will lie within 3 a) What is the numerical value for the lower bound (LB) of the interval? ______ -3 ______ b) What is the numerical value for the upper bound (UB) of the interval? ______ 3 _______ c) We are interested in ( ) P LB Z UB . Complete the sketch for this probability. d) Find ( ) P LB Z UB . 0.9987 - 0.0013 0.9974 3. Your pulse rate is a measure of the number of heartbeats per minute. It can be measured in several places on your body, where an artery passes close to the skin. Once you find the pulse, count the number of beats per minute, or, count for 30 seconds and multiply by two. What’s a normal pulse rate? That depends on a variety of factors. Pulse rates between 60 and 100 beats per minute are considered normal for children over 10 and adults. Suppose that these pulse rates are approximately normally distributed with a mean of 78 and a standard deviation of 12.
Week 6 Stat 10 Page 5 of 8 A Normal r.v. is characterized by its mean and standard deviation. Identify these values for this problem. X = ___ 78 _____ X = ___ 12 _____ Use Minitab to create a graph of the normal curve for this problem. Sketch the curve below. Be sure to label the values on the each axis appropriately. Normal Distribution Graph 🡪 Probability Distribution Plot. A dialog box will appear. Select View Single. Select OK. Another dialog box will appear. Under the Distribution drop-down menu, select Normal. Enter the appropriate mean (μ) and standard deviation (σ). Select OK. The graph will appear in Minitab. Consider the r.v. for this problem. Complete the sketches for the area of interest (labeling appropriately for X and Z ) and use the Z table on Page 410-411 of the textbook to answer the questions. 1) What proportion of adults will have pulse rates less than 70? Z = (70-78)/12 80
Week 6 Stat 10 Page 6 of 8 Z = -0.666 P = 0.2546 2) What proportion of adults will have pulse rates between 60 and 100? Z = (60 -78)/12 Z = -1.5 P = 0.0668 Z = (100 -78)/12 Z = 1.833 P = 0.9664 1.833 1.5 = 0.8996 3) What is the 95 th percentile for the pulse rates of adults? Z = 1.645 1.645 = (x 78)/12 (1.645*12) + 78 = x 97.74
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Week 6 Stat 10 Page 7 of 8 Use Minitab to check your probability answers from questions (1) and (2) on the previous page. Cumulative Probabilities in Minitab Label column C1 “ X ” and column C2 “P( X <= x )”. We will store the table in these two columns. Next, enter the values of X in the C1 that you are interested in obtaining cumulative probabilities for. For example, question (1) above, we are interested in ( ) 70 P X . Since this is already formatted as a cumulative probability, we enter 70 in the first row of C1. After you have entered all X values of interest, Calc 🡪 Probability Distributions 🡪 Normal. A dialog box will appear. Toggle the radio button next to Cumulative probability. Enter the appropriate mean (μ) and standard deviation (σ). Now, toggle the radio button next to Input column . Enter C1 in the box next to Input Column and C2 in the box next to Optional Storage. Select OK. 1) What proportion of adults will have pulse rates less than 70? ____ 0.2524 ____ 2) What proportion of adults will have pulse rates between 60 and 100? ____ 0.8998 ____ 0.966623 0.066807 0.899816 Use Minitab to check your answers from question3 (3) on the previous page. Cumulative Probabilities in Minitab Calc 🡪 Probability Distributions 🡪 Normal. A dialog box will appear. Toggle the radio button next to Inverse Cumulative probability. Enter the appropriate mean (μ) and standard deviation (σ). Now, toggle the radio button next to Input constant . Enter the cumulative probability of interest (i.e., 0.95) in the box next to Input constant Leave the box next to Optional Storage empty . Select OK. The result will appear in the Minitab Session window.
Week 6 Stat 10 Page 8 of 8 3) What is the 95 th percentile for the pulse rates of adults? ___ 97.7382 ____ Once you are done, turn your Lab in to the TA. Have a nice day!