THINKING MATHEMATICALLY W/ACCESS
19th Edition
ISBN: 9780135323038
Author: Blitzer
Publisher: Pearson Custom Publishing
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Textbook Question
Chapter 9.1, Problem 47E
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Express 45 miles per hour in kilometers per hour.
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1. The CLT provides an approximate sampling distribution for the arithmetic average Ỹ of a
random sample Y₁, . . ., Yn f(y). The parameters of the approximate sampling distribution
depend on the mean and variance of the underlying random variables (i.e., the population
mean and variance). The approximation can be written to emphasize this, using the expec-
tation and variance of one of the random variables in the sample instead of the parameters
μ, 02:
YNEY,
· (1
(EY,, varyi
n
For the following population distributions f, write the approximate distribution of the sample
mean.
(a) Exponential with rate ẞ: f(y) = ß exp{−ßy}
1
(b) Chi-square with degrees of freedom: f(y) = ( 4 ) 2 y = exp { — ½/ }
г(
(c) Poisson with rate λ: P(Y = y) = exp(-\}
>
y!
y²
Chapter 9 Solutions
THINKING MATHEMATICALLY W/ACCESS
Ch. 9.1 - CHECK POINT 1 Convert: a. 78 inches to feet b....Ch. 9.1 - CHECK POINT 2
a. Convert 8000 meters to...Ch. 9.1 - CHECK POINT 3 a. Convert 8 feet to centimeters. b....Ch. 9.1 - CHECK POINT 4 A road in Europe has a speed limit...Ch. 9.1 - The result obtained from measuring length is...Ch. 9.1 - In the English system, _________ in. = 1 ft,...Ch. 9.1 - Fractions such as 12 in . 1 ft and 1 yd 3 ...Ch. 9.1 - In the metric system, 1 km= __________ m, l hm =...Ch. 9.1 - In Exercises 5-8, determine whether each statement...Ch. 9.1 - In Exercises 5-8, determine whether each statement...
Ch. 9.1 - Prob. 7CVCCh. 9.1 - Prob. 8CVCCh. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 1-16, use dimensional analysis to...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 17-26, use the diagram in the box on...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - Prob. 33ECh. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - Prob. 36ECh. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - Prob. 42ECh. 9.1 - In Exercises 27-44, use the following English and...Ch. 9.1 - Prob. 44ECh. 9.1 - Use 1 mi ≈ 1 .6 km to solve Exercises 45-48....Ch. 9.1 - Prob. 46ECh. 9.1 - Use 1 mi ≈ 1 .6 km to solve Exercises 45-48....Ch. 9.1 - Use 1 mi ≈ 1 .6 km to solve Exercises 45-48....Ch. 9.1 - In Exercises 49-52, use the unit fractions 36 in...Ch. 9.1 - In Exercises 49-52, use the unit fractions 36 in...Ch. 9.1 - In Exercises 49-52, use the unit fractions
51....Ch. 9.1 - In Exercises 49-52, use the unit fractions 36 in...Ch. 9.1 - In Exercises 53-54, use the unit fractions
53....Ch. 9.1 - In Exercises 53-54, use the unit fractions 5280 ...Ch. 9.1 - Use unit fractions to express 120 miles per hour...Ch. 9.1 - Prob. 56ECh. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - Prob. 61ECh. 9.1 - Prob. 62ECh. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - In Exercises 57-66, selecting from millimeter,...Ch. 9.1 - Prob. 67ECh. 9.1 - Prob. 68ECh. 9.1 - Prob. 69ECh. 9.1 - Prob. 70ECh. 9.1 - Prob. 71ECh. 9.1 - In Exercises 67-74, select the best estimate for...Ch. 9.1 - In Exercises 67-74, select the best estimate for...Ch. 9.1 - Prob. 74ECh. 9.1 - Prob. 75ECh. 9.1 - Prob. 76ECh. 9.1 - Prob. 77ECh. 9.1 - Prob. 78ECh. 9.1 - Prob. 79ECh. 9.1 - Exercises 79-80 give the approximate length of...Ch. 9.1 - Prob. 81ECh. 9.1 - Exercises 81-82 give the approximate height of...Ch. 9.1 - Exercises 83-84 give the average rainfall of some...Ch. 9.1 - Prob. 84ECh. 9.1 - Prob. 85ECh. 9.1 - 86. Describe how to use dimensional analysis to...Ch. 9.1 - Prob. 87ECh. 9.1 - Prob. 88ECh. 9.1 - Prob. 89ECh. 9.1 - What kind of difficulties might arise if the...Ch. 9.1 - Prob. 91ECh. 9.1 - Prob. 92ECh. 9.1 - Make Sense? In Exercises 92-95, determine whether...Ch. 9.1 - Prob. 94ECh. 9.1 - Prob. 95ECh. 9.1 - Prob. 96ECh. 9.1 - Prob. 97ECh. 9.1 - Prob. 98ECh. 9.1 - Prob. 99ECh. 9.1 - Prob. 100ECh. 9.2 - CHECK POINT 1 What is the area of the region...Ch. 9.2 - CHECK POINT 2 The population of California is...Ch. 9.2 - Prob. 3CPCh. 9.2 - CHECK POINT 4 A property in northern California is...Ch. 9.2 - CHECK POINT 5 What is the volume of the region...Ch. 9.2 - CHECK POINT 6 A pool has a volume of 10,000 cubic...Ch. 9.2 - CHECK POINT 7 A fish pond has a volume of 220,000...Ch. 9.2 - CHECK POINT 8 A physician orders 20 cc of the...Ch. 9.2 - Prob. 1CVCCh. 9.2 - Prob. 2CVCCh. 9.2 - Because 1 mi 2 = 640 acres, the unit fraction...Ch. 9.2 - Prob. 4CVCCh. 9.2 - Prob. 5CVCCh. 9.2 - Prob. 6CVCCh. 9.2 - Prob. 7CVCCh. 9.2 - In Exercises 8-10, determine whether each...Ch. 9.2 - In Exercises 8-10, determine whether each...Ch. 9.2 - In Exercises 8-10, determine whether each...Ch. 9.2 - Prob. 1ECh. 9.2 - In Exercises 1-4, use the given figure to find its...Ch. 9.2 - In Exercises 1-4, use the given figure to find its...Ch. 9.2 - In Exercises 1-4, use the given figure to find its...Ch. 9.2 - In Exercises 5-12, use Table 9.4 on page 588,...Ch. 9.2 - In Exercises 5-12, use Table 9.4 on page 588,...Ch. 9.2 - In Exercises 5-12, use Table 9.4 on page 588,...Ch. 9.2 - In Exercises 5-12, use Table 9.4 on page 588,...Ch. 9.2 - In Exercises 5-12, use Table 9.4 on page 588,...Ch. 9.2 - Prob. 10ECh. 9.2 - In Exercises 5-12, use Table 9.4 on page 588,...Ch. 9.2 - Prob. 12ECh. 9.2 - In Exercises 13-14, use the given figure to find...Ch. 9.2 - In Exercises 13-14, use the given figure to find...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 15-22, use Table 9.5 on page590,...Ch. 9.2 - In Exercises 23-32, use Table 9.7 on page 591,...Ch. 9.2 - Prob. 24ECh. 9.2 - In Exercises 23-32, use Table 9.7 on page 591,...Ch. 9.2 - Prob. 26ECh. 9.2 - In Exercises 23-32, use Table 9.7 on page 591,...Ch. 9.2 - Prob. 28ECh. 9.2 - Prob. 29ECh. 9.2 - Prob. 30ECh. 9.2 - Prob. 31ECh. 9.2 - Prob. 32ECh. 9.2 - In Exercises 33-48, use Table 9.8 on page 591,...Ch. 9.2 - Prob. 34ECh. 9.2 - Prob. 35ECh. 9.2 - Prob. 36ECh. 9.2 - Prob. 37ECh. 9.2 - Prob. 38ECh. 9.2 - In Exercises 33-48, use Table 9.8 on page 591,...Ch. 9.2 - Prob. 40ECh. 9.2 - Prob. 41ECh. 9.2 - In Exercises 33-48, use Table 9.8 on page 591,...Ch. 9.2 - Prob. 43ECh. 9.2 - Prob. 44ECh. 9.2 - In Exercises 33-48, use Table 9.8 on page 591,...Ch. 9.2 - Prob. 46ECh. 9.2 - In Exercises 33-48, use Table 9.8 on page 591,...Ch. 9.2 - In Exercises 33-48, use Table 9.8 on page 591,...Ch. 9.2 - The bar graph shows the resident population and...Ch. 9.2 - The bar graph shows the resident population and...Ch. 9.2 - The bar graph shows the resident population and...Ch. 9.2 - Prob. 52ECh. 9.2 - In Exercises 53-54, find the population density,...Ch. 9.2 - In Exercises 53-54, find the population density,...Ch. 9.2 - Prob. 55ECh. 9.2 - Prob. 56ECh. 9.2 - A property that measures 8 hectares is for sale....Ch. 9.2 - Prob. 58ECh. 9.2 - Prob. 59ECh. 9.2 - Prob. 60ECh. 9.2 - Prob. 61ECh. 9.2 - Prob. 62ECh. 9.2 - Prob. 63ECh. 9.2 - Prob. 64ECh. 9.2 - Prob. 65ECh. 9.2 - Prob. 66ECh. 9.2 - Prob. 67ECh. 9.2 - Prob. 68ECh. 9.2 - Prob. 69ECh. 9.2 - Prob. 70ECh. 9.2 - Prob. 71ECh. 9.2 - Prob. 72ECh. 9.2 - Exercises 73-74 give the approximate area of some...Ch. 9.2 - Exercises 73-74 give the approximate area of some...Ch. 9.2 - (Source for Exercises 71-74: Russell Ash, The Top...Ch. 9.2 - Prob. 76ECh. 9.2 - Prob. 77ECh. 9.2 - Prob. 78ECh. 9.2 - Prob. 79ECh. 9.2 - Prob. 80ECh. 9.2 - Prob. 81ECh. 9.2 - Prob. 82ECh. 9.2 - Prob. 83ECh. 9.2 - Prob. 84ECh. 9.2 - Prob. 85ECh. 9.2 - Prob. 86ECh. 9.2 - Prob. 87ECh. 9.2 - 88. Nebraska has a population density of 23.8...Ch. 9.2 - Prob. 89ECh. 9.2 - Prob. 90ECh. 9.2 - Prob. 91ECh. 9.2 - Prob. 92ECh. 9.2 - Prob. 93ECh. 9.3 - CHECK POINT I a. Convert 4.2 dg to mg. b. Convert...Ch. 9.3 - Prob. 2CPCh. 9.3 - Prob. 3CPCh. 9.3 - Prob. 4CPCh. 9.3 - Prob. 5CPCh. 9.3 - Prob. 6CPCh. 9.3 - Prob. 1CVCCh. 9.3 - Prob. 2CVCCh. 9.3 - Prob. 3CVCCh. 9.3 - Prob. 4CVCCh. 9.3 - On the Fahrenheit temperature scale, water freezes...Ch. 9.3 - 6. On the Celsius temperature scale, water freezes...Ch. 9.3 - Prob. 7CVCCh. 9.3 - Prob. 8CVCCh. 9.3 - Prob. 9CVCCh. 9.3 - Prob. 10CVCCh. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 1-10, convert the given unit of...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 11-18, use Table 9.10 on page 598 to...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 19-30, use the following equivalents,...Ch. 9.3 - In Exercises 31-38, convert the given Celsius...Ch. 9.3 - In Exercises 31-38, convert the given Celsius...Ch. 9.3 - In Exercises 31—38, convert the given Celsius...Ch. 9.3 - In Exercises 31-38, convert the given Celsius...Ch. 9.3 - In Exercises 31-38, convert the given Celsius...Ch. 9.3 - In Exercises 31-38, convert the given Celsius...Ch. 9.3 - In Exercises 31-38, convert the given Celsius...Ch. 9.3 - In Exercises 31—38, convert the given Celsius...Ch. 9.3 - Prob. 39ECh. 9.3 - Prob. 40ECh. 9.3 - In Exercises 39-50, convert the given Fahrenheit...Ch. 9.3 - In Exercises 39-50, convert the given Fahrenheit...Ch. 9.3 - Prob. 43ECh. 9.3 - In Exercises 39-50, convert the given Fahrenheit...Ch. 9.3 - In Exercises 39-50, convert the given Fahrenheit...Ch. 9.3 - 46.
In Exercises 39-50, convert the given...Ch. 9.3 - In Exercises 39-50, convert the given Fahrenheit...Ch. 9.3 - Prob. 48ECh. 9.3 - Prob. 49ECh. 9.3 - Prob. 50ECh. 9.3 - Prob. 51ECh. 9.3 - Prob. 52ECh. 9.3 - Prob. 53ECh. 9.3 - Prob. 54ECh. 9.3 - Prob. 55ECh. 9.3 - Prob. 56ECh. 9.3 - Prob. 57ECh. 9.3 - Prob. 58ECh. 9.3 - Prob. 59ECh. 9.3 - Prob. 60ECh. 9.3 - Prob. 61ECh. 9.3 - Prob. 62ECh. 9.3 - Prob. 63ECh. 9.3 - Prob. 64ECh. 9.3 - Prob. 65ECh. 9.3 - Prob. 66ECh. 9.3 -
Ch. 9.3 - Prob. 68ECh. 9.3 - Prob. 69ECh. 9.3 - Prob. 70ECh. 9.3 - Which is more economical: purchasing the economy...Ch. 9.3 - Exercises 72-73 ask you to determine drug dosage...Ch. 9.3 -
Ch. 9.3 - Prob. 74ECh. 9.3 - The label on a bottle of Emetrol (“for food or...Ch. 9.3 - Prob. 76ECh. 9.3 - Prob. 77ECh. 9.3 - Prob. 78ECh. 9.3 - Prob. 79ECh. 9.3 - Prob. 80ECh. 9.3 - Prob. 81ECh. 9.3 - Prob. 82ECh. 9.3 - Prob. 83ECh. 9.3 - Prob. 84ECh. 9.3 - Prob. 85ECh. 9.3 - Prob. 86ECh. 9.3 - Prob. 87ECh. 9.3 - Prob. 88ECh. 9.3 - Prob. 89ECh. 9.3 - Prob. 90ECh. 9.3 - Prob. 91ECh. 9.3 - Prob. 92ECh. 9.3 - Prob. 93ECh. 9.3 - Prob. 94ECh. 9.3 - Prob. 95ECh. 9.3 - Prob. 96ECh. 9.3 - Prob. 97ECh. 9.3 - Prob. 98ECh. 9.3 - Prob. 99ECh. 9.3 - Prob. 100ECh. 9.3 - Prob. 101ECh. 9.3 - Prob. 102ECh. 9 - In Exercises 1-4, use dimensional analysis to...Ch. 9 - In Exercises 1-4, use dimensional analysis to...Ch. 9 - In Exercises 1-4, use dimensional analysis to...Ch. 9 - In Exercises 1-4, use dimensional analysis to...Ch. 9 - Prob. 5RECh. 9 - Prob. 6RECh. 9 - Prob. 7RECh. 9 - Prob. 8RECh. 9 - Prob. 9RECh. 9 - Prob. 10RECh. 9 - Prob. 11RECh. 9 - Prob. 12RECh. 9 - Prob. 13RECh. 9 - Prob. 14RECh. 9 - Prob. 15RECh. 9 - Prob. 16RECh. 9 - Prob. 17RECh. 9 - Prob. 18RECh. 9 - 19. Arrange from smallest to largest: 0.024 km,...Ch. 9 - Prob. 20RECh. 9 - Prob. 21RECh. 9 - Prob. 22RECh. 9 - Prob. 23RECh. 9 - Prob. 24RECh. 9 - Prob. 25RECh. 9 - Prob. 26RECh. 9 - Prob. 27RECh. 9 - Prob. 28RECh. 9 - Prob. 29RECh. 9 - Prob. 30RECh. 9 - Prob. 31RECh. 9 - Prob. 32RECh. 9 - Prob. 33RECh. 9 - Prob. 34RECh. 9 - Prob. 35RECh. 9 - Prob. 36RECh. 9 - Prob. 37RECh. 9 - 38. Explain why the area of Texas could not be...Ch. 9 - Prob. 39RECh. 9 - Prob. 40RECh. 9 - Prob. 41RECh. 9 - Prob. 42RECh. 9 - Prob. 43RECh. 9 - Prob. 44RECh. 9 - Prob. 45RECh. 9 - 46. Using 1 , convert 392 grams to ounces.
Ch. 9 - Prob. 47RECh. 9 - Prob. 48RECh. 9 - Prob. 49RECh. 9 - Prob. 50RECh. 9 - In Exercises 50-51, select the best estimate for...Ch. 9 - Prob. 52RECh. 9 - Prob. 53RECh. 9 - Prob. 54RECh. 9 - Prob. 55RECh. 9 - Prob. 56RECh. 9 - Prob. 57RECh. 9 - Prob. 58RECh. 9 - Prob. 59RECh. 9 - Prob. 60RECh. 9 - Prob. 61RECh. 9 - Prob. 62RECh. 9 - Prob. 63RECh. 9 - Prob. 1TCh. 9 - Prob. 2TCh. 9 - Prob. 3TCh. 9 - In Exercises 4-6, write the most reasonable metric...Ch. 9 - Prob. 5TCh. 9 - Prob. 6TCh. 9 - 7. If 1 mile 1.6 kilometers, express 80 miles per...Ch. 9 - Prob. 8TCh. 9 - Australia has a population of 22,992,654 and an...Ch. 9 - Prob. 10TCh. 9 - 11. The area of a dollar bill is...Ch. 9 - Prob. 12TCh. 9 - 13. The label on a bottle of Pepto Bismol...Ch. 9 - 14. A swimming pool has a volume of 10,000 cubic...Ch. 9 - 15. The capacity of a pail used to wash floors is...Ch. 9 - Prob. 16TCh. 9 - 17. The prescribed dosage of a drug is 10 mg/kg...Ch. 9 - In Exercises 18-19, write the most reasonable...Ch. 9 - Prob. 19TCh. 9 - Prob. 20TCh. 9 - 21. Convert 176°F to Celsius.
Ch. 9 - Prob. 22T
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- 2. Let Y₁,……., Y be a random sample with common mean μ and common variance σ². Use the CLT to write an expression approximating the CDF P(Ỹ ≤ x) in terms of µ, σ² and n, and the standard normal CDF Fz(·).arrow_forward3. We'd like to know the first time when the population reaches 7000 people. First, graph the function from part (a) on your calculator or Desmos. In the same window, graph the line y = 7000. Notice that you will need to adjust your window so that you can see values as big as 7000! Investigate the intersection of the two graphs. (This video shows you how to find the intersection on your calculator, or in Desmos just hover the cursor over the point.) At what value t> 0 does the line intersect with your exponential function? Round your answer to two decimal places. (You don't need to show work for this part.) (2 points)arrow_forwardSuppose the planet of Tattooine currently has a population of 6500 people and an annual growth rate of 0.35%. Use this information for all the problems below. 1. Find an exponential function f(t) that gives the population of Tattooine t years from now. (3 points)arrow_forward
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