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Using this information, what will be the
EXERCISE 1.3
estimated score of a student who spent 4
Answer the following questions:
hours studying? 1. Vlad had a summer job packing sweets. Each pack should weigh 200 grams. Vlad had to make 15 packs of sweets. He checked the weights, in grams, correct to the nearest
Answer: Given: x = 4 hours Required: The estimated score of a student (y) Solution:
gram. Following are his
y = 10x + 45
measurements:
y = 10(4) + 45 212
206
203
206
199
y= 40 + 45
196
197
197
209
206
y = 95
198
191
196
206
207
Therefore, the estimated score of a What is the most frequent data?
student who spent 4 hours studying is 95.
Answers: 3. The distance traveled by an object Given: 212, 206, 203, 206, 199, 196, 197, 197, 209, 206, 198, 191, 196, 206, 207
given its initial velocity and acceleration over a period of time is given by the equation d = V0t+ at2.
Required: Most frequent data
Find the distance traveled by an
Solution: Since the number 206 occurs
airplane before it takes off if it starts
more often than the other numbers, thus,
from rest and accelerates down a
the number 206 is the most frequent
runway at 3.50m/s2 for 34.5s,
data.
Answers:
2. A certain study found that the
Given: t = 34.5s
relationship between the students’
a = 3.50m/s^2
exam scores (y) and the number of
v0 = 0
hours they spent studying (x) is
Required: Distance traveled by an
given by the equation y= 10x+45.
airplane
3. What number should come next in Solution:
this sequence?
d = v0t + 1/2at^2
22, 21, 25, 24, 28, 27, …
d = 0(34.5s) +
Answer: 30
1/2(3.50m/s^2)(34.5s)^2 d = 1/2(3.50m/s^2)(1190.25s^2)
4. What letter comes next in this
d = 1/2(4165.875m)
pattern?
d = 2082.94m
OTTFFSSE… Answer: N
Therefore, the distance traveled by an airplane before it takes off is 2082.94m
5. What number comes next in 1,8,27,64,125, ______? Answer: 216
6. Starting with the Fibonacci number, Fib1=1 and the second Fibonacci number, Fib2=1, What is the 15th
CHAPTER 1 TEST
1. Draw the image that completes the pattern.
Fibonacci number, Fib15? Answer:
?
√
[(
√
)
(
Answer:
7. What is Fib20? 2. What completes the following pattern? CSD, ETF, GUH, ______, KWL Answer: IVJ
Answer: Fib (20)= √
[(
√
)
√
)
]
(
√
)
Answer: Every third fibonacci
]
number is even number while every fourth fibonacci number is divisible by 3. 8. Given Fib30=832,040 and Fib28=317,811, What is Fib29?
purchased for ₱1,000,000 in 2002.
Answer:
The value of the house is given by
Fib (29)= √
[(
√
11. Exponential growth, A house in
)
(
√
the exponential growth model )
]
A=1,000,000
. Find t when the
house would be worth ₱5,000,000. Answer: Given: 9. The ratio
as n gets larger is
A=1000,000e^0.645t
said to approach the Golden Ration,
P 5,000,000
which is approximately equal to
P 1000,000
1.618. what happens to the inverse of
Req'd: t=?
this ratio,
Formula: A=Pe^rt
? What number
does the quantity approach? How does this compare to the original ratio? Answer:
Sol'n: A= 1,000,000e^0.645t = 5,000,000 lne^0.645t = ln5 0.645t/0.645 = ln5/0.645 final answer: t= 2.495
10. Consider Fib3=2. What do you notice about every third Fibonacci number,
12. Exponential decay, The amount of
i.e. Fib6, Fib9, Fib12, …? Similarly,
radioactive material present at time t
look at Fib16, … What seems to be
is given by A=Ao
the pattern behind these sequences
initial amount, k < 0 is the rate of
generated from Fibonacci number?
decay. Radioactive substances are
, where
Ao is the
more commonly described in terms of their half-life or the time required
for half of the substance to decompose. Determine the half-life of substance X if after 600 years, a sample has decayed to 85% of its original mass.
Answer: Given: k<0 - rate of decay 600 years 85% 0.5 - half life
EXERSICE SET 2.1
using a variable or variables to
Req'd: t=?
rewrite the given statement.
Formula: Aoe^kt Sol'n: 0.5=e^3.16x10^-3t ln 0.5=-3.16x10^-3t t=ln 0.5/-3.16x10^-3 Final answer: t=219.35
In each of 1-6, fill in the blanks
1. Is there a real number whose square is -1? a. Is there a real number x such as that _x2_= -1? b. Does there exist _a real number x_ such that
2. Is there an integer that has a remainder of 2when it is divided by 5
and a remainder of 3 when divided by 6?
a. Given any real number r, there is _a real number_s such that s is greater
a. Is there an integer n such that n has _ a remainder of 2 when it is divided by 5 and a
than r. b. For any _real number r_,there is a real number ssuch that s>r.
remainder of 3 when it is divided by 6? b. Does there exist an integer n such that if n is divided by 5 the remainder is 2 and if n is divided by 6 the remainder is 3? Note: There are integers with this property. Can you think of one?
5.The reciprocal of any positive number is positive. a. Given any positive real number r, the reciprocal of _r is positive_. b. For any real number r, if r is _positive_ then _ is positive_. c. If real number r _is positive_, then _ is positive.
3. Given any two real numbers, there is a real numbers in between. a. Given any two real numbers
6.The cube root of any negative number is negative.
aandb, there is a real number c such that c is a real number in between? b. For any two _real numbers a and b_, _there is a real number c such that a
a. Given any negative number s, the cube root of _s is negative_. b. For any real number s, if s is _negative_, then _ √ is negative_. c. If real number sis negative, then
√
is negative.
4.Given any real number, there is a real number that is greater.
7. Rewrite the following statement less formally, without using variables. Determine as best as you can,
whether the statements are true or
a. All squares _have four sides_.
false.
b. Every square _has four sides_.
a. There are real numbers u and v with the property that u+v< u-v. b. There is a real number x such that
.
c. For all positive integers n, .
c. If the object is square, then it _has for sides_. d. If Jis a square, then J_has for sides. e. For all squares J,_there are four sides_.
d. For all numbers a and b, 9. For all equations E, if E is quadratic then E has at most two real solutions. Answer:
a. All quadratic equations have
a. There are two real numbers with the property that their sum is less than their difference. False. b. There is a real number such that
b. Every quadratic equations has at most two real solutions_. c. If an equation is quadratic,
its square is less than the number
then it has at most two real
itself. False.
solutions.
c. For all positive integers, their
d. If E _is quadratic_, then E
square is greater than or equal to
_has at most two real
the integer itself. True.
solutions_.
d. For all real numbers, the absolute value of the sum of two real numbers is less than or equal to the sum of the absolute values of each number. True.
at most two real solution.
In each of 8-13 fill in the blanks to rewrite the given statement.
10. Every nonzero real number has a reciprocal. a. All nonzero real numbers have a reciprocal. b. For all nonzero real numbers r, there is a reciprocal for r. c. For all nonzero real numbers r, there is a real number s such
8. For all objects J is J is a square then J has for sides.
that s is the reciprocal of r.
11. Every positive number has a positive square root.
number s,leaves the number unchanged.
a. All positive numbers have a positive square root. b. For any positive number e, there is positive square root for e. c. For all positive numbers e, there is a positive number r such thatthe square root of e.
13. There is a real number whose product with every real number equals zero. a) Some _real number_ has the property that its real number equals to zero. b) There is a real number such as that the product of a with every real number is equals to zero. c) There is a real number a with the property that for every real number b, equals to zero.
12. There is a real number whose product with every number unchanged. a. Some _product of real number has the property that its numbers leaves the number unchanged. b. There is a real number r such that the product of rwith every number leaves the number unchanged. c. There is a real number r with the property that for every real
EXERCISE 2.2 Answer the following questions: 1. Which of the following sets are equal? A = {a, b, c, d} C= {d, b, a, c} B = {d, e, a, c} D = {a, a, d, e, c, e} Given: A= {a, b, c, d}, B= {d, e, a, c}, C= {d, b, a, c}, D= {a, a, d, e, c, e} Required: Equal Sets Answer:
Sets A and C are equal because all elements of A are also the elements of C.
Sets B and D are equal; all elements of B are also in D.
2. Write in words how to read each of the following out load. a. {x
R+ І 0 < x <1}
Given: {x
R+ І 0 < x <1}
Required: Write in words how to read out load. Answer: Set of all positive real numbers (strictly) between 0 and 1.
Answer: No, because 4 is just an b. {x
R І x ≤ 0 or x ≥ 1}
Given: {x
R І x ≤ 0 or x ≥ 1}
element of {4} and not exactly equal to {4}.
Required: Write in words how to read out load.
b. How many elements are in the set {3, 4, 3, 5}?
Answer: Set of all real numbers such that x is less than or equal to
Given: {3, 4, 3, 5}
zero but greater than or equal to Required: Number of Elements
one.
Answer: There are three elements: 3, c. {n
Z І n is a factor of 6}
Given: {n
4 and 5.
Z І n is a factor of 6}
Required: Write in words how to read out load.
c. How many elements are there in the set {1, {1}, {1, {1}}}?
Answer: Set of all integers such that n is a factor of 6.
d. {n
Z+ І n is a factor of 6}
Given: {n
Z+ І n is a factor of
6}
Given: {1, {1}, {1, {1}}} Required: Number of Elements Answer: There are three elements: 1, {1} and {1,{1}}.
Required: Write in words how to read out load. Answer: Set of all positive
4. a. 2
{2}?
integers such that n is a factor of
Given: 2
{2}
6.
Required: Is 2 an element of {2}? Answer: Yes.
3. a.
Is 4 = {4}?
Given: 4 = {4}
b. How many elements are in the set
Required: Is it equal?
{2, 2, 2, 2}? Given: {2, 2, 2, 2} Required: Number of Elements
Answer: There is only one element,
A = {0, 1, 2}
which is 2.
B = {x
R І -1 ≤ x <3}
C = {x
R І -1 < x < 3}
D = {x
Z І -1 < x < 3}
E = {x
Z+І -1 < x < 3}
d. How many elements are in the set { 0 {0}}? Given: {0 {0}}
Given: A = {0, 1, 2}, B = {x ≤ x <3}, C = {x
R І -1
R І -1 < x < 3}, D
Required: Number of Elements
= {x
Answer: There are two elements: 0
-1 < x < 3}
and {0}.
Required: Equal Sets
Z І -1 < x < 3}, E = {x
Z+І
Answer: Sets A and D are equal due to the given condition. e. Is {0}
{{0}, {1}}?
Given: {0}
{{0}, {1}}
6. For each integer n, let Tn = {n, n2}. How many elements are in each of
Required: Is {0} an element of {{0},
T2, T-3, T1 and T0? Justify your
{1}}?
answers.
Answer: Yes.
Given: Tn = {n, n2} Required: Number of Elements of T2, T-3, T1 and T0
f. Is 0
{{0}, {1}}?
Given: 0
{{0}, {1}}
Answer: T2 = {2, 4} T-3 = {-3, 9} T1 = {1,1}
Required: Is 0 an element of {{0}, {1}}?
T0 = {0,0}
T2 and T-3 have two distinct
Answer: No, the element of {{0},
elements each, while T1 and
{1}} are {0} and {1}.
T0 have same elements each, counted as one. 7. Use the set-roster notation to indicate
5. Which of the following sets are equal?
the elements in each of the following sets.
a. S = {n
Z І n = (-1)k , for the
Given: W = {t
integer k}. Given: S = {n
3} k
Z І n = (-1)
Required: Indicate the Elements
Required: Indicate the
Answer: W = {2, 3, . . .}, { -
Elements
4, -5, . . .}
Answer: S= {-1, 1} b. T = {m
ZІ 1 < t < -
Z І m = 1 + (-1)i , f. X = {u
for some integer i}. Given: T = {m
ZІm=1+
Z І u ≤ 4 or u ≥ 1}
Given: X = {u
Z І u ≤ 4 or
u ≥ 1}
(-1)i
Required: Indicate the
Required: Indicate the
Elements
Elements
Answer: X = { 1, 2, 3, 4}
Answer: T = {0, 2}
c. U = {r
Z І 2 ≤ r ≤ -2}
Given: U = {r
ZІ2≤r≤-
8.
Let A = {c, d, f, g}, B = {f, j}, and
2}
C = {g, d}. Answer the following
Required: Indicate the
questions. Give reasons for your
Elements
answers.
Answer: U = {2, 3, 4. . .}, { -
a. Is B A? Given: A = {c, d, f, g}, B =
2, -3, -4. . .}
{f, j}, and C = {g, d} d. V = {s
Z І s > 2 or s < 3}
Given: V = {s
Z І s > 2 or s
Required: Is B A? Answer: No, not all elements of B are in A.
< 3} Required: Indicate the
b. Is C A? Given: A = {c, d, f, g}, B =
Elements Answer: V = {2.1, 2.2, 2.3, 2.4, 2.5, 2.6, 2.7, 2.8, 2.9}
{f, j}, and C = {g, d} Required: Is B A? Answer: Yes, all elements of
e. W = {t
Z І 1 < t < -3}
C are in A.
d. Is {3} {1,{2}, {3}}? c. Is C C?
Given: {3} {1,{2}, {3}}
Given: A = {c, d, f, g}, B = {f, j}, and C = {g, d} Required: Is C C?
Required: Is {3} {1,{2}, {3}}? Answer: Yes.
Answer: Yes, all elements of C are the same as C. e. Is 1 {1}? d. Is C a proper subset of A? Given: A = {c, d, f, g}, B = {f, j}, and C = {g, d} Required: Is C a proper
Given: 1 {1} Required: Is 1 {1}? Answer: Yes.
subset of A? Answer: Yes, some elements of C are in A.
f. Is {2} {1, {2}, {3}}?
9. a. Is 3 {1, 2, 3}?
Given: {2} {1, {2}, {3}}
Given: 3 {1, 2, 3} Required: Is 3 {1, 2, 3}? Answer: Yes. b. Is 1 {1}?
Required: Is {2} {1, {2}, {3}}? Answer: No.
g. Is {1} {1, 2}?
Given: 1 {1} Required: Is 1 {1}? Answer: No. c. Is {2} {1,2}?
Given: {1} {1, 2} Required: Is {1} {1, 2}? Answer: Yes.
Given: {2} {1,2} Required: Is {2} {1,2}? Answer: No.
h. Is 1 {{1}, 2}? Given: 1 {{1}, 2}
Required: Is 1 {{1}, 2}?
Answer: Yes.
Answer: No. , (-2)3) = ( , -8)?
d. Is ( Given: ( i. Is {1} {1,{2}}?
, (-2)3) = ( , -8)
Required: Is (
Given: {1} {1,{2}}
, (-2)3) = ( , -8)?
Answer: Yes.
Required: Is {1} {1,{2}}? 11. Let A = {w, x, y, z} and B = {a, Answer: Yes.
b}.Use the set-roster notation to
j. Is {1} {1}?
write each of the following sets, and indicate the number of elements that
Given: {1} {1}
are in each set.
Required: Is {1} {1}?
a. AB Given: A = {w, x, y, z} and B
Answer: Yes.
= {a, b} Required: AB, Number of
10. a. Is ((-2)2 , -22) = ( -22 , (-2)2)?
Elements
Given: ((-2)2 , -22) = ( -22 , (-2)2)
Answer: { (w, a), (x, a), (y,
Required: Is ((-2)2 , -22) = ( -22 , (-
a), (z, a), (w, b), (x, b), (y, b),
2)2)?
(z, b)}
Answer: Yes.
There are eight elements.
b. Is (5, -5) = (-5, 5)? Given: (5, -5) = (-5, 5) Required: Is (5, -5) = (-5, 5)?
b. BA Given: A = {w, x, y, z} and B
Answer: No.
= {a, b} c. Is (8-9 , √ Given: (8-9 , √
) = ( -1, -1)? ) = ( -1, -1)
Required: Is (8-9 , √
) = ( -1, -1)?
Required: BA, Number of Elements
Answer: {(a, w), (a, x), (a, y),
12. Let S = {2, 4, 6} and T = {1, 3, 5}.
(a, z), (b, w), (b, x), (b, y), (b,
Use the set-roster notation to write
z)}
each of the following sets, and
There are
indicate the number of elements that
eight
are in each set:
elements.
a. ST Given: S = {2, 4, 6} and T =
c. AA
{1, 3, 5}
Given: A = {w, x, y, z} and B
Required: ST
= {a, b}
Answer: {(2, 1), (4, 1), (6, 1),
Required: AA, Number of
(2, 3), (4, 3), (6, 3), (6, 1), (6,
Elements
3), (6, 5)}
Answer: {(w, w), (w, x), (w, y), (w, z), (x, w), (x, x), (x, y), (x, z), (y, w), (y, x), (y, y),
There are nine elements.
b. TS
(y, z), (z, w), (z, x), (z, y), (z,
Given: S = {2, 4, 6} and T =
z)}
{1, 3, 5}
There are
Required: TS
sixteen
Answer: {(1,2) , (3, 2), (5, 2),
elements.
(1,4), (3, 4), (5, 4), (1, 6), (3, 6), (5, 6)
d. BB Given: A = {w, x, y, z} and B
There are nine elements.
= {a, b} Required: BB, Number of Elements
c. SS
Answer: {(a, a), (a, b), (b, a),
Given: S = {2, 4, 6} and T =
(b, b)}
{1, 3, 5}
There are four elements.
Required: SS
Answer: {(2, 2), (4, 2), (6, 2), (2, 4), (4, 4), (6, 4), (2, 6), (4, 6), (6, 6)}
There are nine elements.
d. TT Given: S = {2, 4, 6} and T = {1, 3, 5} Required: TT Answer: {(1, 1), (3, 1), (5, 1), (1, 3), (3, 3), (5, 3), (1, 5), (3, 5) (5, 5)}
There are nine elements.
A
B
2
6
3
8
4
10
EXERCISE: 2.3 1. Let A = {2, 3, 4} and B= {6, 8, 10} and define a relation R from A to B as follows: For all (x, y) (x, y)
R
A×B,
2. Let C = D = {-3, -2, -1, 1, 2, 3} and
means that
is an integer.
define an S from C to D as follows: For all (x, y)
a. Is 4R6? No. Is 4R8? Yes,
Is a fraction not an integer.
(x, y)
S means that -
is an integer.
=2, 2 is an integer. a. Is 2S2? Yes
Is (3, 8)
C × D.
R? No,
-
= 0, 0 is an integer.
is a fraction, not an Is -1 S-1? Yes,
-
= 0, 0 is an
integer. integer. Is (2, 10)
R? Yes,
= 5, 5 is an integer
b. Write R as a set of ordered pairs.
Is (2, 2)
S? Yes, it is an integer (result
when you input the values) Is (2, -2)
{4,8}
integer.
c. Write the domain and co-domain of R.
b. Write S as a set of ordered pairs.
Answer: Domain = R = (2, 3, 4)
Answer: S = {(C-3,-3), (-3, 3), (-2,-2),
Co-domain = R = (6, 8, 10) d. Draw an arrow diagram for R.
S? Yes,
-
Answer: R = {2, 6}, {2,8}, {2,10}, {3,6},
= 1, it is an
(-2, 2), (-1,-1), (-1, 1), (1, 1), (2,-1), (2, 2), (2,-2), (3, 3), (3,-3)}
c. Write the domain and co-domain of S Answer: Domain = {-3,-2,-1}
Is (3, -2)
T? No,
= ,
is a
fraction
Co-domain = {-3,-2,-1, 1, 2, 3} d. Draw an arrow diagram for S. C
D
b. Write T as a set of ordered pairs. Answer: T = {(1, -2), (2, -1), (2, -1), (3, 0)} c. Write the domain and co-domain of T.
-3 -2 -1
-3
Answer: Domain = (1, 2, 3)
-2
Co-domain = (-2, -1, 0)
-1
d. Draw an arrow diagram for T.
1
1 E
2
F
2
3
1
3. Let E = {1, 2, 3} and F = {-2, -1, 0} and
3
-2
2
-1
3
0
define a relation T from E as follows: For all (x, y)
E × F,
(x, y)
T means that
is an integer. 4. Let G={-2,0,2} and H={4,6,8} and define
a. Is 3T0? Yes,
= 1, 1 is an integer.
a relation V from G to H as follows : For all (x,y) E A x B.
Is 1T (-1)? No,
Is (2, -1) integer
T? Yes,
= , it is a fraction
=1, 1 is an
(x, y) E V means that (x-y)/4 is an integer a. Is 2V6? No , Is (-2) V (-6)? Yes, Is (0,6) E V? No, Is (2,4) E V? No b. write V as a set of ordered pairs.
Answer: V=(0,8),(-2,-6),(2,6)
7. Let A= {4.5.6} and B={5,6,7} and define
c. write the domain and co-domain of V.
relation R,S and T from A to B as follows: For all (x.y) E A x B,
Answer: Domain: (0,-2,2) (x, y) E R means that x ≥ y Co-domain: (8,-6,6) (x, y) E S means that (x-y)/2 is an
d. draw an arrow diagram for V. integer G
H T= {(4.7), (6,5), (6,7)}
0
8
-2
-6
2
6
a. draw arrow diagram for R,S and T. b. indicate whether any of the relations R,S and T are functions. 8. Let A= {2,4} and B={1,3,5} and define relation U,V, and W from A to B as follows:
5. Define a relation S from R to R as
: For all (x.y) E A x B,
follows: For all (x,y) E R x R,
(x, y) E U means that y-x>2,
(x, y) E S means that x ≥ y.
(x, y) E V means that y-1=x/2.
a. Is (2,1) E S?, Is (2,2) E S?, Is 2S3?, Is (-
W={(2,5),(4,1),(2,3)}.
1)S(-2)? b. draw the graph of S in the Cartesian plane. 6. Define a relation R from R to R as follows: : For all (x,y) E R x R.
a. draw arrow diagrams for U,V,W. b. indicate whether any of the relations U,V,W are functions. 9. a. find all relation from {0,1} to {1}. b. find all functions from {0,1} to {1}.
a. Is (2.4) E R?, Is (4.2) E R?, Is (-3)R9?, Is c. what fractions of the relation from 9R(-3)? b. draw the graph of R in the Cartesian plane.
{0,1} to {1} are functions?
10. Find four relations from [a, b] to [x, y] that are not functions from [a, b] to [x, y]. Answer: a R x, a R y, b R x, b R y
CHAPTER 2 TEST
Fill in the blanks using a variable or variables
to
rewrite
the
given
statement. 1. Is there a real number whose square root is -1? a. Is there a real number x such that, = -1? b. Does there exist any real number x such that √ = -1? 2. Given any real number, there is a real number that is lesser. a. Given any real number r, there is real number s such that s is lesser. b. For any r, s such that s < r.
Fill in the blanks to rewrite the given statement.
3. For all real numbers x, if x is an integer the n x is a rational number.
prime numbers less than 30. List
a. If a real number is an integer, then
down the elements of A.
it is rational number. b. For all integers x, then x is a rational number c. If x is an integer, then x is rational number. d. All integers x are real number. 4. All real numbers have squares that are not equal to -1.
Req’d: All prime numbers less than 30 Sol’n: A
=
{1,2,3,5,7,11,13,17,19,23,29} There are 11 prime numbers less than 30. b. Is {2,2} = {2, {2}}?
a. Every real number has squares.
Both sets were not equal, the set
b. For all real number r, there square
consisting of “2” and “2” and a
for r. c. For all real numbers r, there is a real number s such that r is a real number of r. 5. There is a positive integer whose
set consisting of “2” and “a set consisting of 2” is not the same. c. How many elements are in the set {a, a, a, a, a}? As in the book, all elements that
square is equal to itself.
were the same represents as one
a. Some positive integer has the
data therefore in the given set it
property that its square is equal to itself. b. There is a real number r such that the square of r is equal to itself. c. There is a real number r with a property that for every real number s that its square is equal to itself. 6.
a. Let A be the set containing all
consist of 1 element. 7. Given that Z denotes the set of all integers and N the set of all natural numbers,
describe
each
of
the
following sets. a. {x
N | x ≤ 10 and x is divisible
by 3} b. {x
Z | x is prime and x is
divisible by 2} c. {x ⊆ Z | x2 = 4}
8. Let B = {2, 4, 6, 8, 10}, C = {4, 8,
b.
10}, and D = {x І x is even}. Answer
Is (√
, ) = (4, )? Explain.
Yes. By definition of equality of
the following questions. Give reasons
ordered pairs,
for your answers.
(√
, ) = (4, ) if, and only if,
√
= 4 and
.
Because these equations are both true, the ordered pairs are equal.
a. Is D ⊆ B? c.
No, because not all even numbers b. Is C ⊆ D?
ordered pairs, (-22, 0) = (-√
Yes, because all numbers in the
number. c. Is C ⊆ B? Yes, all numbers in the data set C is within the data set B. d. Is B a proper subset of D?
, 0)? Explain.
Yes. By definition of equality of
are in the set B.
given data set C is an even
Is (-22, 0) = (-√
, 0) if, and only
if, -22=-√
and 0 = 0.
Because these equations are both true, the ordered pairs are equal. 10. Let A = {1, 2, 3, 4} and B = {0, 1}. Use the set-roster notation to write
Yes, set B is a proper subset of
each of the following sets, and
D, because all the numbers in the
indicate the number of elements that
given set B is an even number.
are in each set:
9.
a. A a. Is ((-1)2, 12) = (12, (-1)2)?
B
R = { (1,0) , (2,0) , (3,0) , (4,0) ,
Explain.
(1,1) , (2,1) , (3,1) , (4,1) }
Yes. By definition of equality of
A × B has eight elements.
ordered pairs,
b. B
A
((-1)2, 12) = (12, (-1)2) if, and
R = { (0,1) , (0,2) , (0,3) , (0,4) ,
only if,
(1,1) , (1,2) , (1,3) , (1,4) }
(-1)2 = 12 and 12 = (-1)2.
B × A has eight elements.
Because these equations are both true, the ordered pairs are equal.
c. A
A
R = { (1,1) , (1,2) , (1,3) , (1,4) ,
Co-domain = {2, 4, 6, 8}
(2,1) , (2,2) , (2,3) , (2,4) , (3,1) ,
d. Draw an arrow diagram for R.
(3,2) , (3,3) , (3,4) , (4,1) , (4,2) ,
C
f
D
(4,3) , (4,4) } A × A has sixteen elements. d. B
B
R = { (0,0) , (0,1) ,(1,0) ,(1,1) } B × B has four elements. 11. Let C = {0, 1, 2} and D = {2, 4, 6, 8}
0
2
1
4
2
6 8
and define a relation R from A to B as follows: For all (x, y) (x, y)
A
B,
R means that
is an
12. Define a relation A from R to R as follows: For all (x, y)
integer.
R
R, (x, y)
A means that x y a. Is 1 R 2? Is 2 R 8? Is (1, 8) Is (2, 6)
R?
a. Is 57 A 53? Is (-17) A (-14)? Is
R?
(14, 14)
Yes, 1 R 2 because
A? Is (-35, 1)
A?
= 4, b. Draw the graph of A in the
which is an integer.
Cartesian plane.
Yes, 2 R 8 because 13.
which is an integer.
a. Find all relations from {a, b, c} Yes, (1, 8)
R because
to {u, v}. R = { (a,u) , (b,u) , (c,u) , (a,v) ,
Yes, (2, 6)
R because
= 4,
(b,v) , (c,v) }
which is an integer. b. b. Write R as a set of ordered pairs. R = { (0,2) , (1,4) , (2,6) ,(0,8) } c. Write the domain and co-domain
Find all the functions from {a, b, c} to {u, v}. F = { (a,u) , (b,v) }
c. What fraction of the relations
of R.
from {a, b, c} to {u, v} are
Domain = {0, 1, 2}
functions?
The fraction of the relations from {a, b,
c} to {u, v} are functions
were ⁄ 14. Let X = {a, b, c} and Y = {1, 2, 3, 4}. Define a function F from X to Y by the arrow diagram below. X
From the given formulas F (x) = (x + 4)2 and
G(x) = (x2 + 3x + 1). F and G
is not equal
to each other.
EXERCISE SET 3.2
In exercise 1 to 6, construct a difference table to predict the next
f
term of each sequence.
Y
1. 1, 7, 17, 31, 49, 71, …
a
1
b
2
c
3 4 Thus, the next term is 97. 2. 10, 10, 12, 16, 22, 30, …
a. Write the domain and co- domain of F. X (domain) = {a, b, c} Y (co-domain) = {1, 2, 3, 4}.
Thus, the next term is 40.
b. Find F(a), F(b), F(c).
3. -1, 4, 21, 56, 115, 204, …
F(a) = { (a,1) , (a,2) , (a,3) , (a,4) } c. Represent F as a set of ordered pairs. 15. Let A = {0, 1, 2, 3) and define functions F and G from A to A by the following formulas: For all x 2
2
A, F
(x) = (x + 4) and G(x) = (x + 3x + 1). Is F = G? Explain.
Thus, the next term is 329. 4. 0, 10, 24, 56, 112, 190, …
8. 𝑎
𝑎
𝑎
𝑎
4
4
4
Thus, the next term is 280. 5. 9, 4, 3, 12, 37, 84, …
The first five terms are:
𝑎
4
9. 𝑎 𝑎
4
𝑎 𝑎 Thus, the next term is 159.
4
4
8
𝑎
6. 17, 15, 25, 53, 105, 187, …
The first five terms are:2, 14, 36, 68, 110. 10.
five terms of the sequence.
12
𝑎
45 4
4
112
nth-term formula for the number
7.
square tiles in the nth figure. 𝑎
𝑎
𝑎
𝑎
𝑎 225 The first five terms are 1, 12, 45, 112, 225. In exercise 11 to 14, determine the
In Exercise 7 to 10, use the given nth-term formula to compute the first
𝑎
1
𝑎
Thus, the next term is 305.
𝑎
4
4
8
𝑎
The first five terms are
8
11.
Cannonballs can be stacked to form a pyramid with a triangular base. Five of
a1
a3
a2
these pyramids are shown below. Use these figures in Exercise 15 and
a4
a5
16.
an = n2 + (n – 1) 12.
15. a1
a2
a3
a4
a. Use a difference table to predict
a5
the number of cannonballs in
an = 3n + 2
the sixth pyramid and in the
13.
seventh pyramid.
a1
a2
a3
a4
a5
an = 2n Thus, the sixth and seventh 14.
terms are 56 and 84, respectively. b. Write a few sentences that describe the eighth pyramid in the sequence. Since the 2nd differences a1
a2
a3
an = n2 + 4n + 3
a4
a5
is increasing a5 by 1 and the last difference is 7, then it would be 8 plus
the 1st difference. Last
12
digit is 28 so the 8th
23
pyramid in the sequence
34
would be 36 + 84. Thus,
56
it would be 120 and it is
67
larger than 7th down to 1st sequence. 16. The sequence formed by the number of cannonballs in the above pyramids is called tetrahedral sequence is
Thus, there are 6 pieces in five cuts and 7 pieces in six cuts.
b. Predict the nth-term formula for the number of pieces of licorice that are produced by n cuts of a stick of licorice. nth formula: an = n + 1 checking: a5 = 5 + 1 = 6 a6 = 6 + 1 = 7 18. Pieces vs. Cuts
One straight cut
across a pizza produces 2 pieces. Find Tetrahedral10.
Two cuts can produce a maximum of 4 pieces. Three cuts can produce a maximum of 7 pieces. Four cuts can produce a maximum of 11 pieces.
17. Pieces vs. Cuts
One cut of a stick
of licorice produces two pieces. Two cuts produce three pieces. Three cuts produce four pieces.
a. Use a difference table to predict the maximum number of pieces a. How many pieces are produced by five cuts and by six cuts. Solution:
that can be produced with seven cuts.
Thus, 7 cuts is equal to 29 pieces. b. How are the pizza-slicing numbers related to the triangular numbers, which are defined by
a. Use the nth-term formula to determine the maximum number of pieces that can be produced by five straight cuts.
by adding 1 to the given formula of Triangle, we will able to find the next term in pizza-slicing.
b. What is the smallest number of straight cuts that you can use if
19. Pieces vs Cuts
One straight cut
through a thick piece of cheese produces two pieces. Two straight cuts can produce a maximum of 4
you wish to produce at least 60 pieces? Hint: Use the nth-term formula and experiment with larger and larger values of n.
pieces. Three straight cuts can 4
produce a maximum of 8 pieces. You might be inclined to think that every additional cut doubles the previous number of pieces. However,
Thus, there are 7 cuts to produce at least 60 pieces. 20. Fibonacci Properties
The
for four straight cuts, you will find
fibonacci sequence has many
that you get a maximum of 15
unusual properties. Experiment to
pieces. An nth-term formula for the
decide which of the following
maximum number of pieces, Pn, that
properties are valid. Note: Fn
can be produced by n straight cut is
represents the nth Fibonacci number. a. 3Fn – Fn-2 = Fn+2 for n ≥ 3
3F3 – F3-2 = F3+2 3(2) – 1 = 5 5 = 5 Therefore, the equation 3Fn – Fn-2 =
Fn+2 for n ≥ 3 is VALID.
Thus, the third, fourth, and fifth terms of the sequence an = 2an-1 – an-2 for n ≥ 3 are 7, 9 and 11, respectively.
b. FnFn+3 = Fn+1Fn+2
22. Find the third, fourth, and fifth terms
F3F3+3 = F3+1F3+2
of the sequence defined by a1 = 2, a2
2(8) = 3(5)
= 3, and an = (-1)n an-1 + an-2 for n ≥ 3.
16 ≠ 15 Therefore, the equation FnFn+3 = Fn+1Fn+2 is NOT VALID. c. F3n is an even number. F3(3) F9 = 44 ; Thus, the equation F3n is VALID. d. 5Fn – 2Fn-2 = Fn+3 for n ≥ 3 5F3 – 2F3-2 = F3+3
a3 = (-1)3 a3-1 + a3-2 a3 = (-1) a2 + a1 a3 = (-1)(3) + 2 a3 = -3 + 2 a3 = -1
a4 = (-1)4 a4-1 + a4-2 a4 = (1) a3 + a2 a4 = (1)(-1) + 3 a4 = -1 + 3 a4 = 2
a5 = (-1)5 a5-1 + a5-2 a5 = (-1) a4 + a3 Thus, the fourth, and fifth a5 =third, (-1)(2) + (-1) = -2sequence + (-1) an = (-1)n an-1 + terms ofa5the a5 = -3 an-2 for n ≥ 3 are -1, 2 and -3, respectively.
5(2) – 2(1) = 8 8=8
23. Binet’s Formula
The following
Therefore, the equation
formula is known as Binet’s Formula
5Fn – 2Fn-2 = Fn+3 for n
for the nth Fibonacci number.
≥ 3 is VALID. 21. Find the third, fourth, and fifth
√
[(
√
terms of the sequence defined by a1 = 3, a2 = 5, and an = 2an-1 – an-2 for n
(
) √
) ]
≥ 3. a3 = 2a3-1 – a3-2 a3 = 2a2 – a1 a3 = 2(5) – 3 a3 = 10 - 3 a3 = 7
a4 = 2a4-1 – a4-2 a4 = 2a3 – a2 a4 = 2(7) – 5 a4 = 14 -5 a4 = 9
a5 = 2a5-1 – a5-2 a5 = 2a4 – a3 a5 = 2(9) – 7 a5 = 18 -7 a5 = 11
The advantage of this formula over the recursive formula Fn = Fn-1 + Fn-2
is that you can determine the nth
{
Fibonacci number without finding
√
√
(
) }
the two preceding Fibonacci
If you use n = 8 in the above
numbers.
formula, a calculator will show
Use Binet’s Formula and a th
21.00951949 for the value inside the
th
calculator to find the 20 , 30 , and
braces. Rounding this number to the
th
40 Fibonacci numbers.
𝐹
√
√
[(
)
nearest integer produces 21 as the
(
√
) ]
eighth Fibonacci number. Use the above form of the
𝐹
Binet’s formula and a calculator to find the 16th, 21st, and 32nd Fibonacci numbers.
𝐹
√
𝐹 𝐹 𝐹
8
√
√
[(
)
(
√
4
√
[(
)
(
√
) ]
4
) ]
𝑓
𝑛𝑖𝑛𝑡 {
𝑓
98
𝑓
98 𝑓 𝑓
th
th
th
Therefore, the 20 , 30 , and 40
√
𝑛𝑖𝑛𝑡 {
√
(
(
√
√
) }
) }
94 99998
Therefore, the 16th, 21st, and 32nd Fibonacci numbers are 987, 10,946, and 2,178,309, respectively.
94 Chapter 𝑓3 REVIEW EXERCISES
Fibonacci numbers are 6,765,
In Exercises 1 to 4, determine whether the
832,040, and 102,334,155,
argument is an example of inductive
respectively.
reasoning or deductive reasoning.
24. Binet’s Formula Simplified
√ 𝑓 𝑛𝑖𝑛𝑡 { ( ) } 1. All books written by √ J. K. Rowling make
Binet’s Formula can be simplified if you round your calculator results to the nearest interger. In the following formula, nith is abbreviation for “the nearest integer of.”
the best seller list. The book Harry Potter 𝑓 8 9 and the Deathly Hallows is a J.K. Rowling book. Therefore, Harry Potter and the Deathly Hallows made the bestseller list. Given: Argument
Answer: Deductive reasoning. Because it started with a general statement before reaching a conclusion.
Required: Counterexample Answer: For x=1 we have 1^4=1. Since 1 is not greater than 1 we have found a counter
2. Samantha got an A on each of her first
example. Thus, "for all numbers x, x^4>x"
four math tests, so she will get an A on the
is a false statement.
next math test.
6. Find a counterexample to show that the
Given: Argument
following conjecture is false.
Answer: Inductive reasoning. Because it
Conjecture: For all counting numbers n,
began with giving example before having a
is an even counting number.
conclusion Given: Terms 3. We had a rain each day for the last five days, so it will rain today.
Required: Counterexample
Given: Argument
Answer: Consider n=4. 4 is a counting number but after substituting it to all n and
Answer: Inductive reasoning. Because it began with giving example before having a conclusion
evaluating the equation we obtained 15, which is not an even counting number, we have found a counterexample. Thus "for all
4. All amoeba multiply by dividing. I have
counting numbers n, n^3 + 5n + 6 / 6 is an
named the amoeba shown in my microscope
even counting number" is a false statement.
Amelia. Therefore, Amelia multiplies by dividing.
7. Find a counterexample to show that the following conjecture is false. Conjecture: For all numbers x, (x+4)2 = x2 +
Given: Argument Answer:Deductive reasoning. Because the conclusion is a specific case of general
16 Given: Equation
statement.
Required: Counterexample
5. Find a counterexample to show that the
Answer: Let x=5. Then (5+4)^2 = 5^2 + 16
following conjecture is false.
is 81= 41. Since 81 and 41 is not equal, we 4
Conjecture: For all numbers x, x > x.
have found a counterexample. Thus "for all
Given: Equation
numbers x, (x+4)^2 = x^2 + 16" is false.
8. . Find a counterexample to show that the following conjecture is false. Conjecture: For numbers a and b, (a+b)3 = 3
3
10. Use the difference table to predict the
a +b
next term of each sequence.
Given: Equation
a. 5, 6, 3, -4, -15, -30, -49,?
Required: Counterexample
b. 2,0, -18, -64, -150, -288, -490.?
Answer: Let a=3 and b=4. Then (3+4)^3 =
Given : Sequence
3^3 + 4^3 is 343 = 91. Sine 343 and 91 is
Required: Difference table to find the next
not equal, we have found a counterexample.
term.
Thus "for all numbers a and b, (a+b)^3 =
Answer:
a^3 + b^3" is false.
a.
5, 6, 3, -4, -15, -30, -49, (-72) 1, -3, -7, -11, -15, -19, (-23)
9. Use the difference table to predict the -4, -4, -4, -4, -4, -4
next term of each sequence. a. -2, 2, 12, 28,50, 78, ? b. -4, -1, 14, 47, 104, 191, 314,? Given : Sequence
b. 2, 0, -18, -64, -150, -288, -490, (-768) -2, -18, -46, -86, -138, -202, (-278)
Required: Difference table to find the next -16, -28, -40, -52, -64, (-76)
term.
-12, -12, -12, -12, -12
Answer: a. -2, 2, 12, 28, 50, 78, (112) 4, 10, 16, 22, 28, (34) 6, 6, 6, 6, 6
11. A sequence has an nth-term formula of an= 4n2 – n – 2 Use the nth term formula to determine the first five terms of the sequence and the 20th term of the sequence.
b. -4 -1, 14, 47, 104, 191, 314, (479) 3, 15, 33, 57, 87, 123, (165) 12, 18, 24, 30, 36, (42) 6, 6, 6, 6, 6
Given: nth term Formula Required : First Five terms, and the 20th term of the sequence. Answer:
a5 = 4(5)^2-5-2 = 4(25)-5-2 = 100-7 =93 a4 = 4(4)^2-4-2
= 1578 12. The first six terms of the Fibonacci sequence are: 1,1,2,3,5, and 8. Determine the 11th and 12th terms of the Fibonacci sequence. Given : Fibonacci sequence
= 4(16)-4-2
Required 11th and 12th terms
= 64-6
Answer: 1, 1, 2, 3, 5, 8, 13, 21, 34,
= 58
55, 89, 144
a3 = 4(3)^2-3-2
11th term = 89
= 4(9)-3-2
12th term = 144
= 36-5
In Exercises 13 to 16, determine the nth-tem formula for the number of square tile in the
= 31
nth figure.
a2 = 4(2)^2-2-2 = 4(4)-2-2 = 16-4 = 12 a1 = 4(1)^2-1-2 = 4(1)-1-2 = 4-3 =1 a20 = 4(20)^2-20-2 = 4(400)-20-2 = 1600-22
13.
Given : Square Tiles Figure Required: nth-term formula Answer: 3n
Given : Square Tiles Figure Required: nth-term formula Answer: n2+3n+2 14.
16.
Given : Square Tiles Figure Required: nth-term formula Answer: n2 +3n+4 Given : Square Tiles Figure Required: nth-term formula Answer: 5n-1 Polya's Problem-Solving Strategy In 15.
Exercise 17 to 22, Solve each problem using Polya's four-step problem-solving strategy. Label your work so that each of Polya's four steps is identified.
17. Enclose a Region A rancher decides to enclose a rectangular region by using an
Step 1: Understand the Problem Probability
existing fence along one side of the region and 2240 feet of new fence on the other
Step 2: Devise a Plan
three sides. The rancher wants the length f
Finding the probability of the different ways
the rectangular region to be give times as
of answering the test
long as its width. What will be the dimensions of the rectangular region? Step 1: Understand the Problem Making a fence using 2240 feet of new
Step 3: Carry out the Plan 15!/3!(15-3) + 1 =182 ways
fence
Step 4: Review the Solution
Step 2: Devise a Plan
Added 1 for the always false answer. The
Since one side is formed from the side of the
solution showed all the possible answers.
barn, this means that we can take out one
19. Number of Skyboxes The skyboxes at
length (or width, it doesn't matter) to get
a large sports arena are equally spaced
P=2W+L
around a circle. The 11th skybox is directly opposite the 35th skybox. How many
Step 3: Carry out the Plan
skyboxes are in the sports arena?
P=2(2240)/3 + 1(2240)/3
Step 1: Understand the Problem
W= 1493.33
How many skyboxes are in the sports arena?
L= 746.66
Step 2: Devise a Plan
Step 4: Review the Solution
Getting the measurement of the circle and
It’s evenly distributed and maximized.
deriving the number of boxes in the middle to find out the total number of skyboxes.
18. True-False Test In how many ways can you answer a 15-question test if you
Step 3: Carry out the Plan
answer each question with either a "true," a
The difference betwen the 15th and 39th sky
"false," or an "always false"?
box is 39-15 = 24 boxes which make up 180
degrees. there are 360 degrees in a circle so there are 2 * 24 = 48 boxes in all.
Step 4: Review the Solution It will be perfect, no one will eat anyone or
Step 4: Review the Solution
anything.
The solution was able to carry out the total
21. Earning from Investments An
number of skyboxes.
investor bought 20 shares of stock for a total
20. A Famous Puzzle A rancher needs to get a dog a rabbit and a basket of carrots across a river. The rancher has a small boat that will only stay afloat carrying the rancher and one of the critters or the rancher and the carrots. The rancher cannot leave the dog alone with the rabbit because the dog will eat the rabbit. The rancher cannot leave the rabbit alone with the carrots because the
cost of $1200 and then sold all the shares for $1400. A few months later, the investor bought 25 shares of the same stock for a total cost of $1800 and then sold all the shares for $1900. How much money did the investor earn on these investments? Step 1: Understand the Problem Knowing the amount of money earned from all the investments.
rabbit will eat the carrots. How can the rancher get across the river with the critters
Step 2: Devise a Plan
and the carrots?
Add all the raised money then subtract to his
Step 1: Understand the Problem
beginning funds.
Transferring everything and everyone
Step 3: Carry out the Plan
without losing anything
($1400-$1200)+($1900-$1800)
Step 2: Devise a Plan
=$300
Nobody and nothing must be eaten
Step 4: Review the Solution
Step 3: Carry out the Plan
The solution was able to give the proper
bring the rabbit across. go back and fetch the
answer.
carrots. transfer carrots across and bring the
22. Number of Handshakes If 15 people
rabbit back. bring the dog, leaving the rabbit
greet each other at a meeting by shaking
behind, and transfer him across. go back and
hands without one another, how many
fetch the rabbit
handshakes will take place?
Step 1: Understand the Problem Finding the total number of handshakes
24. Strategies List three strategies that are included in Polya's fourth step (review the solution).
Step 2: Devise a Plan
Given: Polya’s Fourth step.
st
The 1 person will carry out 15 handshakes. The next people will receive 1 less the other.
Required: Three strategies that are included in Polya’s fourth step.
Step 3: Carry out the Plan Answer: Ensure that solution is consistent 15+14+13+12+11+10+…+2+1
with the fact of the problem.
=120
Interpret the solution in the context of the
Step 4: Review the Solution
problem.
The solution will give out the total number
Ask yourself whether there are
of handshakes that was taken place.
generalizations of the solution that could apply to other problems.
23. Strategies List five strategies that are included in Polya's second step (devise a plan).
25. Match Students with Their Major Michael, Clarissa, Reggie and Ellen are attending Florida State University (FSU).
Given: Polya’s second step.
One student is a computer science major,
Required:Five strategies that are included in
one is a chemistry major, one is a business
Polya’s second step.
major, and one is a biology major. From the
Answer:
following clues, determine which major
Make a list of the known information.
each student is pursuing.
Make a list of information that is needed.
a. Michael and the computer science major
draw a Diagram Work Backwards.
are next door neighbors. b. Clarissa and the chemistry major have attended FSU for 2 years. Reggie has
Look for a pattern.
attended FSU for 3 years and the biology major has attended FSU for 4 years.
c. Ellen has attended FSU for fewer years
Dodgers, the Pirates, the Tigers and the
than Michael.
Giants. The business that sponsor the teams
d. The business major has attended FSU for
are the bank, the supermarket, the service station, and the drugstore. From the
2 years.
following clues, determine which business Given: Data
sponsor each team.
Required : Solution of Logic Puzzles
a. The Tigers and the team sponsored by the
Answer :
service station have winning records this season. b. The Pirates and the team sponsored by the
Computer Science
Chem
bank are coached by parents of the players,
major Business major
Biology major
Michael
X
X
X
Reggie /
X
X
X
Ellen X
/
X
X
Clarissa
X
X
/
/
whereas the Giants and the team sponsored by the drugstore are coached by the director of the community center. c. Jake is the pitcher for the team sponsored by the supermarket and coached by his
X
father. d. The game between the Tigers and the team sponsored by the drugstore was rained out yesterday.
Michael is the Biology Major Student. Given: Data Reggie is the Computer Science Student.
Required : Solution of Logic Puzzles
Ellen is the Chemistry Major Student.
Answer :
Clarrisa is the Business major Student.
Dodgers is sponsored by the Drug store, Pirates is sponsored by the Supermarket,
26. Little League Baseball Each of the Little League teams in a small rural community is sponsored by by a different local business. The names of the teams are
Tigers is sponsored by the bank, and Giants is sponsored by the Service station.
27. Map Coloring The following map
a. During your morning workout, you decide
shows six countries in the Indian
to jog over each bridge exactly once. Draw a
subcontinent. Four colors have been used to
route that you can take. Assume that you
color the countries such that no two
start from North Bay and that your workout
bordering countries are the same color.
concludes after you jog ever the 10th bridge.
b. Assume you start your jog from South Bay. Can you find a route that crosses each a. Can this map be colored using only three colors, such that no two bordering countries
bridge exactly once? Hell, no
are the same color? Explain. 29. Areas of Rectangles Two Yes, there are no four regions that touches each other
perpendicular line segments partition the interior of a rectangle into four smaller
b. Can this map be colored using only two
rectangles. The areas of these smaller
colors, such that no two bordering countries
rectangles are x, 2, 5, and 10 square inches.
are the same color? Explain.
Find all possible values of x.
No, Bangladesh, Myanmar, and India
x=1
touches each other, two colors would not be possible. 28. Find a Route The following map shows the 10 bridges and 3 islands between the suburbs of North Bay and South Bay.
30. Use a Pattern to Make Predictions Consider the following figures.
Figure a1 consists of two line segments, and figure a2 consists of four line segments. If the pattern of adding smaller line segment to
A +BB ADD
each end of the shortest line segments continues, how many line segments will be
Let’s assume that A=1 and B=9
in 1 + 99 Given : Figures
100
Required: Find a10 and a30 a.
Therefore, A= 1, B= 9, D= 0
an= 2n
32. Make Change In how many different
a10= 210
ways can change be made for a dollar using only quarters and/ or nickels?
=1024 line segments Answer: 29 ways b. 33. Counting Problem In how many a30= 230
different orders can a basketball team win
= 1073741824 line segments.
exactly three out of their last five games?
a. figure a10?
Answer: 10 ways
b. figure a30?
31. A Cryptarithm In the following
Units Digit In Exercises 34 and 35,
addition problem, each letter represents one
determine the units digit (ones digit) of the
of the digits 0, 1, 2, 3, 4, 5, 6, 7, 8, or 9. The
exponential expression.
leading digits represented by A and B are
34. 756
nonzero digits. What digit is represented by each letter?
Answer: 48 unit digits 35. 2385
Answer: 122 unit digits
44. Number of Intersection
41. Palindromic Numbers Recall the
Two different size circles can intersect in at
palindromic numbers read the same from
most 2 points.
left to right as they read from right to left. For instance, 37,573 is a palindromic
Three different size circles can intersect in at most 6 points.
number. Find the smallest palindromic number larger than 1000 that is a multiple of
Four different size circles can intersect in at
5.
most 12 points.
~5,995
Five different size circles can intersect in at most 20 points.
42. Narcissistic Numbers A narcissistic number is a two-digit natural number that is equal to the sum of the squares of its digits.
Use a difference table to predict the
Find all narcissistic numbers.
maximum number of points in which six
~28, 29, 35, 43, 55, 62, 83
different size circles can intersect.
43. Number of Intersections Two different lines can intersect in at most one point.
~30
Three different lines can intersect in at most three points, and four different lines can intersect in at most six points.
45. A Numerical Pattern A student has noticed the following pattern. 91=9 has 1 digits.
a. Determine the maximum number of intersections for five different lines.
92=81 has 2 digits. 93=729 has 3 digits.
~10 b. Does it appear, by inductive reasoning,
a. Find the smallest natural number n such
that the maximum number of intersection
that the number of digits in the decimal
points In = n(n-1)/2 ?
expansion of 9n is not equal to n.
~NO
~n = 374
b. A professor indicates that you can receive
Inductive vs. Deductive Reasoning.
five extra-credit points if you write all of the
In exercises 1 and 2, determine
digits in the decimal expansion of 9(9^9). Is
whether the argument is an example
this a worthwhile project? Explain
of inductive or deductive reasoning. 1. Two computer programs, a
~NO, there will be at least 387,420,489
bubble sort and a shell sort,
digits if it is expanded and it won’t be worth
are used to sort data. In each
just 5 extra-credit points.
of 50 experiments, the shell sort program took less time to sort the data than the bubble sort program. Thus the shell sort program is the faster of the two sorting programs. Answer: Inductive Reasoning 2. If a figure is a rectangle, then it is a parallelogram. Figure A is a rectangle. Therefore, Figure A is a parallelogram. Answer: Deductive Reasoning 3. Use a difference table to predict the next term in the sequence -1, 0, 9, 32, 75, 144, 245, … . -1 0 9
32
-1 9 23
75 43
8 14 20 6 CHAPTER 3 TEST
6
Answer: 293
6
144 69
245 10
26
32
6
6
293 48
38
4. List the first 10 terms of the Fibonacci sequence. Answer: Fib(1) = 1 Fib(2)= 1 Fib(3)= 2 Fib(4)= 3 Fib(5)= 5 Fib(6)= 8 Fib (7)= 13 Fib(8)= 21 Fib(9)= 34 Fib(10)= 55 5. In each of the following, determine
the
nth-term
formula for the number of square tiles in the nth figure.
Answer: An = 4n
4 4
4 8
4
4 4
4 13
4
Answer: 6. A sequence has an nth-term formula of
4 Use
the
nth-term
formula
to
determine the first 5 terms and the 105th term in the sequence.
Answer: (
)
(
)
4 (
)
7. Terms of a Sequence. In a sequence: A1 = 3, A2 = 7, and An = 2an-1 + an-2 for n ≥ 3
(
)
Find a3, a4, and a5.
Answer:
GIVEN: (
)
4
(
(
4 4
8 )
)
4
8. Number of Diagonals. A diagonal of a polygon is a line segment that connects
nonadjacent
vertices
9. State the four steps of Polya’s fourstep problem-solving strategy. Answer:
(corners) of the polygon. In the
Understand the Problem
following polygons, the diagonals
Devise a Plan
Carry out a plan
Review the solution
are shown by the blue line segments. Use a difference table to predict the number of diagonals in a. a heptagon (a 7-sided polygon)
10. Make Change. How many different ways can change be made for a dollar
using
only
half-dollars,
quarters, and/or dimes?
11. Counting Problem. In how many different ways can a basketball team win exactly four out of their last six games? Answer: There are 15 ways for a basketball team to win exactly of their lasr 6 games. Answer: 15 b. an octagon (an 8-sided polygon)
WWWLL, WLWWLW, WWLWLW, WWWLWL, LWWWLW, LLWWW, WLWWWL, WWLWWL, LWLWWW, LWWWWL, LWLWW, WWLLWW, WWWLLW, LWWLWW, LLWWWW
Answer: 20
12. Units Digit. What is the units digit
vacation money did shelly have at
(ones digit) of 34,513?
the start of her vacation?
Answer: Every 4 terms, the ones digit are 14. Number of Different Routes. How the same. Therefore
is equal to 1128
many different direct routes are there
with a remainder of 1. Since the remainder is 1, the ones digit of
from point A to point B in the is 3.
Sol’n:
following figure? Answer: There are 56 different direct routes from point A to point B.
9
1 15. 9
Nu mb er of League Games. In a league of nine football teams, each team plays every other team in the league exactly once. How many league games will take place?
13. Vacation Money. Shelly has saved some money for a vacation. Shelly spends half of her vacation money on an airline ticket; she then spends $50 for sunglasses, $22 for a taxi, and
Answer: The 9 teams will have to play 72 league games. LET G the number of games G= 8+7+6+5+4+3+2+1
one-third of her vacation money for a room with a view. After her sister
=36(2)
repays her a loan of $150, shelly
=72
finds that she has $326. How much
15. Ages of Children. The four children in the Rivera family are Reynaldo,
Ramiro, Shakira, and Sasha. The ages of the two teenagers are 13 and
found a counterexample. Thus
=
, for all number x is false statement.
15. The ages of the younger children are 5 and 7. From the following clues, determine the age of each of
17. Counterexample. Find a counter
the children.
example to show that the following conjecture is false.
a. Reynaldo is older than Ramiro.
Conjecture: For all real numbers x, x
b. Sasha is younger than Shakira.
≤ x2 .
c. Sasha is 2 years older than
Answer:
Ramiro. d. Shakira is older than Reynaldo.
Let
Answer: Shakira is the eldest at 15
does not apply since
is greater
years old, Reynaldo is 13 yrs. Old, Sasha is 7 years old and Ramiro is the youngest at 5 years Old.
than
so we have found a counterexample.
Thus,
for all number x is a false
statement.
18. Find a Sum. Find the following sum 16. Counterexample. Find a counter
without using a calculator.
example to show that the following
1 + 2 +3 + 4 + … +497 + 498 + 499
conjecture is false. + 500 Conjecture: For all numbers x,
Answer: The sum of the first 500 terms is 125,250. Sol’n:
Answer: Let x=4 ≠ 4
since a fraction with a
denominator of 0 is undefined, so we have
Answer: 2009 – 2010
= 125,250 19. Motor Vehicles Thefts.
The
following graph shows the number of U.S. motor vehicle thefts for each
2009-2010 : 796-740 = 56 2010-2011 : 740-717 = 23 2011-2012 : 717-723 = -6
y 2012-2013 : 723-700 = 23
e a r
f r om 2009 to 2014. a. Which one of the given years had the
greatest
number
of
U.S.
motor vehicle thefts? Answer: The greatest number of U.S motor vehicle thefts was recorded in the year 2009 with 796,000. b. How many more U.S. motor vehicle
thefts occurred in 2011 than
Answer: The thefts in 2011 is 717,000 and thefts
In exercises 1 to 10, find the mean, median, and mode(s), if any, for the
in 2013?
the
EXERCISE SET 4.1
in
2013
is
700,000.
By
subtracting it, there are 17,000 more thefts in 2011 than in 2013. c. During which two consecutive
given
thefts occur?
Round
non-integer
means to the nearest tenth. 1. 2, 7, 5, 7, 14 Given: 2, 5, 7, 7, 14; n = 5 Req’d: Mean, Median, Mode Formula: Mean=
years did the largest decline in motor vehicle
data.
Sol’n:
Median = 7 Mode = 7 2. 8, 3, 3, 17, 9, 22, 19 Given: 3, 3, 8, 9, 17, 19, 22; n = 7 Req’d: Mean, Median, Mode
9
Median = Mode = 74
5. 2.1, 4.6, 8.2, 3.4, 5.6, 8.0, 9.4, 12.2,
Formula: Mean =
56.1, 78.2
Sol’n:
Given: 2.1, 3.4, 4.6, 5.6 8.0, 8.2, 9.4, 12.2, 56.1, 78.2; n=10 Req’d: Mean, Median, Mode
Median = 9
Formula: Mean =
Mode = 3
Sol’n:
3. 11, 8, 2, 5, 17, 39, 52, 42 Given: 2, 5, 8, 11, 17, 39, 42, 52; n = 8
8 8
Req’d: Mean, Median, Mode Formula: Mean=
Median =
Sol’n:
88 8
6. 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5 Given: 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5; n = 12
Median =
4
Mode = None 4. 101, 88, 74, 60, 12, 94, 74, 85
Req’d: Mean, Median, Mode Formula: Mean = Sol’n:
Given: 12, 60, 74, 74, 85, 88, 94, 101; n=8
Median = 5
Req’d: Mean, Median, Mode
Mode = 5
Formula: Mean = Sol’n:
7. 255, 178, 192, 145, 202, 188, 178, 201 Given: 145, 178, 178, 188, 192, 201, 202, 255; n=8
Req’d: Mean, Median, Mode
Mode = -5 10. -8.5, -2.2, 4.1, 4.1, 6.4, 8.3, 9.7
Formula: Mean =
Given: -8.5, -2.2, 4.1, 4.1, 6.4, 8.3, 9.
Sol’n:
7; n =7 Req’d: Mean, Median, Mode 9 4
Formula: Mean= 9
Median =
Sol’n:
Mode = 178 8. 118, 105, 110, 118, 134, 155, 166, 166, 118 Given: 105, 110, 118, 118, 118, 134,
Median = 4.1
155, 166, 166; n=9
Mode = 4.1
Req’d: Mean, Median, Mode Formula: Mean =
11. a. If exactly one number in a set of a data is changed, will this
Sol’n:
necessarily change the mean of the set? Explain. 9 9
Answer: Yes, because the mean is based on the data itself and
Median = 118
once you change one of number
Mode = 118
in a set of the data, the mean will
9. -12, -8, -5, -5, -3, 0, 4, 9, 21 Given: -12, -8, -5, -5, -3, 0, 4, 9, 21;
change. b. If exactly one number in a set of
n=9
data
Req’d: Mean, Median, Mode
necessarily change the median of
Formula: Mean =
the set? Explain.
Sol’n:
Answer: It depends on the
is
changed,
will
this
number in a set of data you wish to change. If its the middle one you change then the median will Median = -3
also to change since the median
is based from the middle number
35, 36, 38, 39, 41, 41, 42, 45, 45, 46,
in a set of data. But when you
49, 49, 55, 61, 61, 66, 74, 80; n = 36
change the other number, the
Req’d: Mean, Median, Mode
median will not change. 12. If a set of data has a mode, then must the mode be one of the numbers in
Formula: Mean = Sol’n:
the set? Explain. Answer: Yes, because the mode depends on how frequent a number in a set of data occur, which means it 4 9
is one of the numbers in the set. 13. Academy Awards The following table displays the ages of the female
4
Median = 35
actors when they starred in their Oscar-winning
Best
Actor
performances. Ages of Best Female Actor Award Recipients, Academy Awards, 1980-2015 41 33 31 74 33 49 38 61 21 41 26 80
14. Academy Awards The following table displays the ages of male actors when they starred in their Oscarwinning Best Actor performances. Ages of Best Male Actor Award Recipients,
Academy Awards,
1980-2015 42 29 33 36 45 49 39 34 26 25 33 35
40 42 37 76 39 53 45 36 62 43 51 32
35 28 30 29 61 32 33 45 66 25 46 55
42 54 52 37 38 32 45 60 46 40 36 47 29 43 37 38 45 50 48 60 43 58 46 33
Find the mean and the median for the data in the table. Round to the nearest tenth.
Find the mean and the median for the data in the table. Round to the nearest tenth.
Given: 21, 25, 25, 26, 26, 28, 29, 29,
Given: 29, 32, 32, 33, 36, 36, 37, 37,
30, 31, 32, 33, 33, 33, 33, 33, 34, 35,
37, 38, 38, 39, 40, 40, 42, 42, 43, 43,
43, 45, 45, 45, 46, 46, 47, 48, 50, 51,
Dentists,
52, 53, 54, 58, 60, 60, 62, 76; n=36
median age, 53
Req’d: Mean, Median, Mode
Mean number of
Formula: Mean =
patients, 1148.7
Sol’n:
17.5;
Answer: Cloverdale b. Explain how you made your decision. Answer: Based on the data given, I 9
will pick Cloverdale because it has a 44 9
lower no. of dentist, higher no. of patients in a shorter no. of population
Median = 35 15. Dental
and at the same time lower price of a
Schools
Dental
schools
home compared to Barnbridge.
provide urban statistics to their students. a. Use the following data to decide which of the two cities you
16. Expense Reports A salesperson
would pick to set up your
records
the
following
daily
practice in.
expenditures during a 10-day trip.
Cloverdale: Population, 18,250
$185.34 $234.55 $211.86 $147.65
Median price of a
$205.60
home, $167,000
$216.74 $1345.75 $ 184.16 $ 320.45
Dentists, 12; median
$88.12
age, 49
In your opinion, does the mean or the
Mean
number
of
patients, 1294.5
median of the expenditures best represent the salesperson’s average daily expenditure? Explain your
Barnbridge: Population, 27,840
reasoning.
Median price of a
Answer:
home,
expenditures during a 10-day trip,
$204,000
Based
on
the
daily
the median of the expenditures was
English
A
3
the best represent of salesperson’s
Anthropology
A
3
average daily expenditure because
Chemistry
B
4
the data were close to one another.
French
C+
3
Only one day of the trip was spend a
Theatre
B-
2
lot higher than the other. Therefore, median was the best average daily expenditure.
Sol’n: Weighted Mean =
Grade Point Average In some 4.0 grading systems, a student’s grade
4
4
4
point average (GPA) is calculated by assigning letter grades the following
48
numerical values. A = 4.00
B- = 2.67
D+
= Weighted Mean = 3.22
1.33 A-= 3.67
C+= 2.33
D
=
1.00
18. Rhonda’s Grades, Spring Semester Course
B+= 3.33
C = 2.00
D-
C- = 1.67
Course
grade
units
English
C
3
History
D+
3
Computer
B+
2
Calculus
B-
3
Photography
A-
1
=
0.67 B = 3.00
Course
F
=
0.00
science
In Exercises 17 to 20, use the above grading
system
to
find
each
student’s GPA. Round to the nearest hundredth.
Sol’n:
17. Jerry’s Grades, Fall Semester Course
Course
Course
grade
units
Weighted Mean =
4 21. Calculate a Course Grade A 8
professor grades students on 5 tests, a project, and a final examination.
Weighted Mean = 2.36
Each test counts as 10% of the
19. Tessa’s cumulative GPA for 3
course grade. The project counts as
semesters was 3.24 for 46 course
20% of the course grade. The final
units. Her fourth semester GPA was
examination counts as 30% of the
3.86 for 12 course units. What is
course grade. Samantha has test
Tessa’s cumulative GPA for all 4
scores of 70, 65, 82, 94, and 85.
semesters?
Samantha’s project score is 92. Her final examination score is 90. Use
Given: n1 = 46; GPA1 = 3.24
the weighted mean formula to find
n2 = 12; GPA2 = 3.86
Samantha’s average for the course.
Required: GPA for all 4 semesters
Hint: The sum of all the weights is
Solution:
100% = 1.
GPA1=
Given: Test Scores= 70, 65, 82, 94 for 10% Project= 92 for 20%; Final= 80 for
20. Richard’s cumulative GPA for 3 semesters was 2.0 for 42 credits. His fourth semester GPA was 4.0 for 14
30% Required: Samantha’s average Formula: Weighted Mean(WM)=
course units. What is Richard’s cumulative GPA for all 4 semesters? Solution: Given: n1 = 42; GPA1 = 2 n2 = 14; GPA2 = 4
WM=
Required: GPA for all 4 semesters
=
8
8
Solution: GPA1=
22. Calculate a Course Grade A professor grades students on 4 tests, a
term
paper,
and
a
final
times at bat, then the player’s
examination. Each test counts as
n
15% of the course grade. The term
slugging average is
.
paper counts as 20% of the course grade. The final examination counts
In Exercises 23 to 26, find the
as 20% of the course grade. Alan has
player’s slugging average for the
test scores of 80, 78, 92, and 84.
season
Alan received 84 on his term paper.
Slugging averages are give not the
His final examination score was 88.
nearest thousandth.
or
seasons
described.
Use the weighted mean formula to
23. Babe Ruth, in his first season with
find Alan’s average for the course.
the New York Yankees (1920), was
Hint: The sum of all the weights is
at bat 458 times and achieved 73
100% = 1.
singles, 36 doubles, 9 triples, and 54
Given:
home runs. In this season, Babe Ruth
Test Scores= 80, 78, 92, 84 for 15%
achieved
Project= 84 for 20%; Final= 88 for
average, which stood as a major
20%
league record until 2001.
Required: Samantha’s average
Given: n=458; s=73; d=36; t=9;
Formula: Weighted Mean(WM)=
h=54
his
highest
slugging
Required: Player’s slugging average Formula: WM=
Solution:
Solution: WM= WM= =
84
84
88 4 8
84
84
Baseball In baseball, a batter’s slugging average, which measures the batter’s power as a hitter, is a type of weighted mean. If s, d, t, and h represent the numbers of singles, doubles, triples, and home runs, respectively, that a player achieves in
24. Babe Ruth, over his 22-year career, was at bat 8399 times and hit 1517 singles, 506 doubles, 136 triples, and 714 home runs. Given: n=8399; s=1512; d=506; t=136; h=714 Required: Player’s slugging average
4
Formula: WM=
Solution: WM=
4
In Exercises 27 to 30, find the mean, the median, and all the modes for
89
89
25. Albert Pujols, in his 2006 season with the St. Louis Cardinals, was at bat 535 times and achieved 94 singles, 33 doubles, 1 triple, and 49 home runs. Given: n=535; s=94; d=33; t=1; h=49 Required: Player’s slugging average Formula: WM= Solution: WM=
the data in the given frequency distribution. 27. Points Scored by Lynn Points scored in a basketball
Frequency
game 2
6
4
5
5
6
9
3
10
1
14
2
19
1
Given: as in the table Required: Mean, Median, Mode Solution: 26. Albert Pujols, during 10 years with St. Louis Cardinals (2001-2010), was
Mean=
at bat 5733 times and hit 1051 singles, 426 doubles, 15 triples, and 408 home runs. Given: n=5733; s=1051; d=426; t=15; h=408 Required: Player’s slugging average
Mean= 6.08 Median= 5 Mode= 2, 5 28. Mystic Pizza Company Hourly pay rates
Formula: WM= Solution: WM=
for employees
Frequency
$8.00
14
$11.50
9
Mean= 7.23
$14.00
8
Median= 7
$16.00
5
Mode= 7
$19.00
2
$22.50
1
$35.00
1
30. Ages of Science Fair Contestants Age
Frequency
Given: as in the table
7
3
Required: Mean, Median, Mode
8
4
Solution:
9
6
10
15
11
11
12
7
13
1
Mean=
Mean= $12.58 Median= $11.50
Given: as in the table
Mode= $8.00
Required: Mean, Median, Mode Solution:
29. Quiz Scores
Mean=
Scores on a biology quiz
Frequency
2
1
4
2
Mean= 10.11
6
7
Median= 10
7
12
Mode= 10
8
10
Meteorology In Exercises 31 to 34, use the
9
4
following
10
3
measure of central tendency for a set of data,
information
about
another
Given: as in the table
called the midrange. The midrange is
Required: Mean, Median, Mode
defined as the value that is halfway between
Solution:
the minimum data value and the maximum
Mean=
data value. That is,
Midrange
=
32. Find the midrange of the following daily
temperatures,
which
were
recorded at three-hour intervals. The midrange is often stated as the average
-
of a set of data in situations in which there
6 4
are a large amount of data and the data are constantly changing. Many weather reports state the average daily temperature of a city as the midrange of the temperatures achieved during that day. For instance, if the
4
8
4
8
Given: 6 4
Required: Midrange Solution: Midrange
=
minimum daily temperature of a city was 60 and the maximum daily temperature was 90 , then the midrange of the temperature is
=
= 10
33. During a 24-hour period on January
= 75
23-24, 1916, the temperature in 31. Find the midrange of the following daily
temperatures,
which
were
recorded at 3-hour intervals.
Browning, Montana, decreased from a high of 44 F to a low if -56 F. Find the midrange of the temperatures during this 24-hour period.
52
Given: 44 F and -56 F 4
8
4
Required: Midrange Solution:
Given: 4
52
8
Midrange
4
=
Required: Midrange =
Solution: Midrange
=
= -6 F
34. During a 2-minute period on January 22,
1943,
the
temperature
in
Spearfish, South Dakota, increased =
= 64
from a low of -4 F to a high of 45 F. Find
the
midrange
of
the
temperatures during this 2-minute
Average = 90
period.
No. of test = 4
Given: -4 F and 45 F
Required:
Required: Midrange
average to 90
Solution:
Solution:
Midrange
=
Possibility
to
raise
= 90
4(82) + x = 90(5) x = 450 - 328
=
= 20.5 F
x = 122 Answer: It is impossible because she
35. Test Scores After 6 biology tests, Ruben has a mean score of 78. What score does Ruben need on the next test to raise his average (mean) to
has to get at least 122 points and the points left are only 100. 37. Baseball For the first half of a baseball season, a player had 92 hits out of 274 times at bat. The player’s
80?
batting average was
Given: x = 78
.
Average = 80
During the second half of the season,
No. of test = 6
the player had 60 hits out of 282
Required: Score needed
times at bat. The player’s batting
Solution:
average was
= 80
6(78) + x = 80(7)
.
a. What is the average (mean)
x = 560 – 458
of 0.336 and 0.213?
x = 92
Given: x1 = 0.336 x2 = 0.213
36. Test Scores After 4 algebra tests, Alisa has a mean score of 82. One
Required: Average x
more 100-point test is to be given in
Solution: x =
this class. All of test scores are of
0.275
=
equal importance. Is it possible for
b. What is the player’s batting
Alisa to raise her average (mean) to
average for the complete
90? Explain.
season?
Given: x = 82
Given: x1 = 92/274
x2 = 60/282 Required: Batting average Solution: x =
= 0.273
c. Does the answer in part a equal the average in part b? Answer: No. 38. Commuting Times Mark averaged 60 mph during that 30-mile trip to college. Because of heavy traffic he was able to average only 40 mph during the return trip. What was Mark’s average speed for the round trip? Given: x1 = 60 mph x2 = 40 mph Required: Average speed Solution: x = x=
= 48
EXERCISE SET 4.2 1. Meteorology During a 12-hour period on December 24, 1924, the temperature
Answer: s=√
s=√
s=√
s = 4.8 4
in Fairfield, Montana, dropped from a high of 63°F to low of -21°F. What was the range of temperatures during this period? Answer: R = HV – LV = 63 – (-21)
5. 2.1, 3.0, 1.9, 1.5, 4.8
R = 84֯
Answer:
2. Meteorology During a 2-hour period on January 12, 1911, the temperature in
s=√
s=√
s=√
s = 1.3
Rapid City, South Dakota, dropped from a high of 49°F to a low of -13°F. What was the range of temperatures during this period?
6. 5.2, 11.7, 19.1, 3.7, 8.2, 16.3 Answer:
Answer: R = HV – LV = 49 – (-13)
s=√
R = 62
s=√
s=√
s = 6.1
In exercises 3 to 12, find the range, standard deviation, and the variance for the given samples. Round noninteger results to the nearest tenth.
3. 1, 2, 5, 7, 8, 19, 22
7. 48 , 91, 87, 93, 59, 68, 92, 100, 81 Answer:
Answer: s=√
s=√
s=√
s = 8.2
s=√
s=√
s = 17.7 4
4. 3, 4, 7, 11, 12, 12, 15, 16
s=√
8. 93, 67, 49, 55, 92, 87, 77, 66, 73, 96, 54
11. -8, -5, -12, -1, 4, 7, 11
Answer:
Answer:
s=√
s=√
s=√
s=√
s = 16.6
s=√
s=√
s = 8.3 4
9
12. – 23, -17, -19, -5, -4, -11, -31 Answer: 9. 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2
2
2
2
1
2
2
3
2
2
2
2
2
5
3
7
5
4
4
2
3
2
5
2
s=√
s=√
s=√
s = 10.3
4 Answer: 13. Mountain Climbing A mountain s=√
s=√
s=√
climber plans to buy some rope to use as a lifeline. Which of the following
s=0
would be the better choice? Explain your choice Rope A: Mean breaking strength: 10. 8, 6, 8, 6, 8, 6, 8, 6, 8, 6, 8, 6, 8
Rope B: Mean breaking strength:
Answer: s=√
500lb; standard deviation of 100lb
500lb; standard deviation of 10lb s=√
s=√
14. Lotteries Which would you expect to be larger: the standard deviation of 5
s = 1.0
random number picked from 1 to 47 in the California Super Lotto, or the
standard deviation of 5 random
standard deviation of these data.
numbers picked from 1 to 69 in the
Round to the nearest hundredth.
multistate PowerBall Lottery
Answer:
15. Weights of Students Which would s=√
you expect to be the larger standard 3.
4.
3.
2.
4.
5.
4.
3.
3.
6.
2
0
8
4
7
1
6
5
5
2
3.
4.
4.
5.
2.
3.
2.
3.
5.
2.
5
9
5
0
8
5
2
9
3
9
s=√
s=√
s = 3.92 18. Fuel Efficiency A customer at a specialty coffee shop observed the
deviation: the standard deviation of the
amount of time, in minutes, that each
weights of 25 students in a first-grade
of 20 customers spent waiting to
class or the standard deviation of the
receive an order. The results are
weights of 25 students in a college
recorded in the table below
statistics course.
Time (min) to receive order
16. Evaluate the accuracy of the following
Find the mean and sample standard
statement: When the mean of a data set
deviation of these data. Round to the
is large, the standard deviation will be
nearest hundredth.
large. 17. Fuel Efficiency The fuel efficiency, in miles per gallon, of 10 small utility
Answer: s=√
s=√
s=√
trucks was measured. The results are s = 1.05
recorded in the table below.
19. Fast Food Calories A survey of 10
Fuel Efficiency (mpg)
fast-food restaurants noticed the 4.5
4.0
5.8
5.4
4.7
4.0
3.6
3.9
4.7
3.7
4.6
3.4
3.5
3.9
4.4
Find the mean and sample
number of calories in a mid-sized hamburger. The results are recorded in the table below Calories in a mid-sized hamburger
21. Weekly Commute Times A survey of 15 large cities noted the average weekly commute times, in hours, of
Find the mean and sample standard
the residents of each city. The results
deviation of these data. Round to the nearest
are recorded in the table below.
hundredth. Answer: s=√
s=√
s=√
s = 20.30 20. Energy Drinks A survey of 16 energy
5
5
5
4
4
5
4
4
4
5
1
0
0
9
9
0
5
7
6
1
4
7
2
8
6
6
8
8
3
4
9.1
7.5
7.8
8.9
9.0
8.2
9.1
8.7
9.0
7.7
8.8
8.9
9.0
9.1
8.2
8.9
drinks noted the caffeine concentration Weekly commute time (h)
of each drink in milligrams per ounce. The results are recorded in the table below
Find the mean and sample standard deviation of these data. Round to the nearest
Concentration of caffeine
hundredth.
(mg/oz) Answer: s=√ Find the mean and sample standard deviation of these data. Round to the nearest hundredth.
s=√
s=√
s = 0.69 22. Biology Some studies show that mean normal human body temperature is actually somewhat lower than the
Answer:
commonly given value of 98.6°F. This s=√ s = 0.35
s=√
s=√
is reflected in the following data set of body temperatures Body Temperatures (°F) to 30 Healthy Adults
97.1
97.8
98.0
98.7
99.5
96.3
98.4
98.5
98.0
100.8
98.6
98.2
99.0
99.3
98.8
97.6
97.4
99.0
97.4
96.4
98.0
98.1
97.8
98.5
98.7
98.8
98.2
97.6
98.2
98.8
Find the mean and sample standard deviation of the body temperature. Round to the nearest hundredth. Answer: s=√
s=√
s=√
s = 0.70 23. Recording Industry The table below shows a random sample of the lengths of songs in a playlist.
Lengths of songs (minutes:seconds) 3:42
3:40
3:50
3:17
3:15
3:37
2:27
3:01
3:47
3:49
4:02
3:30
EXERCISE SET 4.3
1. A data set has a mean of x = 75 and a
In Exercises 1 to 4, round each z-score to the
standard deviation of 11.5. Find the z-score
nearest hundredth.
for each of the following.
a. x = 85
c. x = 50
b. x = 95
d. x = 75
2. A data set has a mean of x = 212 and a
for each of the following.
standard deviation of 40. Find the z-score a. x = 200
c. x = 300
b. x = 224
d. x = 100
3. A data set has a mean of x = 6.8 and a
for each of the following.
standard deviation of 1.9. Find the z-score a. x = 6.2
c. x= 9.0
b. x = 7.2
d. x = 5.0
4. A data set has a mean of x = 4010 and a standard deviation of 115. Find the z-score a. x = 3840 b. x = 4200 c. x = 4300 d. x = 4030
for each of the following.
5. Blood PressureA blood pressure test was
cholesterol
given to 450 women ages 20 to 36. It
mg/dl.
showed that their mean systolic blood
level
of
214
b. b. The z-score for one man
pressure was 119.4 mm Hg, with a standard
was
deviation of 13.2 mm Hg.
blood
-1.58.
Round
a. Determine the z-score, to the nearest
What
washis
cholesterol
level?
to
the
nearest
hundredth.
hundredth, for a woman who had a systolic blood pressure reading of
8. Tire Wear A random sample of 80 tires
110.5 mm Hg.
showed that the mean mileage per tire was
b. The z-score for one woman was 2.15. What was her systolic blood pressure reading?
41,700 mi, with a standard deviation of 4300 mi. a. Determine the z-score, to the nearest
6. Fruit Juice A random sample of 1000
hundredth, for a tire that provided
oranges showed that the mean amount of
46,300 mi of wear.
juice per orange was 7.4 fluid ounces, with a standard deviation of 1.1 fluid ounces.
What mileage did this tire provide?
a. Determine the 7-score, to the nearest hundredth,
of
an
orange
b. The Z-score for one tire was -2.44.
that
produced 6.6 fluid ounces of juice. b. The Z-score for one orange was 3.15. How much juice was produced by this orange? Round to the nearest tenth of a fluid ounce.
Round your result to the nearest hundred miles. 9. Test ScoresWhich of the following three test scores is the highest relative score? a. A score of 65 on a test with a mean of 72 and a standard deviation of 8.2 b. A score of 102 on a test with a mean
7. Cholesterol A test involving 380 men
of 130 and a standard deviation of
ages 20 to 24 found that their blood
18.5
cholesterol levels had a mean of 182 mg/dl and a standard deviation of 44.2 mg/dl. a. Determine the z-score, to the
c. A score of 605 on a test with a mean of 720 and a standard deviation of 116.4
nearest hundredth, for one of
10. Physical Fitness Which of the following
the men who had a blood
fitness scores is the highest relative score?
a. A score of 42 on a test with a mean of 31 and a standard deviation of 6.5 b. A score of 1140 on a test with a
for Rick's score. 13. Test Scores Kevin scored at the 65th percentile on atest given to 9840 students.
mean of 1080 and a standard
How many students
deviation of 68.2
Kevin?
c. A score of 4710 on a test with a mean of 3960 and a standard deviation of 560.4 11. Reading Test On a reading test, Shaylen's score of 455 was higher than the scores of 4256 of the 7210 students who took the test. Find the percentile, rounded to the nearest percent, for Shaylen's score.
scoredlower than
14. Test Scores Rene scored at the 84th percentile ona test given to 12,600 students. How many students scored higher than Rene? 15. Median Income In 2015, the median familyincome in the United States was $66,650. (Source: U.S. Census Bureau) If the 90th percentile for the 2015 median
12. Placement Exams On a placement
four-person family income was $178,500,
examination,Rick scored lower than 1210 of
find the percentage of families whose 2015
the 12,860 students who took the exam. Find
income was
the percentile, rounded to thenearest percent, a. More than $66,650.
c. Between $66,650 and $178,500.
b. More than $178,500. 16. Monthly Rents A recent survey by
the first quartile for monthly housing rent
theU.S. Census Bureau determined that the
was $570, find the percent of monthly
median monthly housing rent was $708. If
housing rents that were
a. More than $570.
c. Between $570 and $708.
b. Less than $708. 17. Commute toSchool A survey was given
the data.
to 18 students. One question asked about the one-way distance the student had to travel to attend college. The results, in miles, are Mile Traveled to Attend College
shown in the following table. Use the median procedure for finding quartiles to find the first, second, and third quartiles for
12
18
4
5
26
41
10
1
8
10
3
28
32
7
5
15
period. Prices have been rounded to the 10
nearest hundred. Draw a box-and-whisker
85
plot of whisker plot for each of the four regions.
18. PrescriptionsThe following table shows
Write a few sentences that explain any
the number of prescriptions a doctor wrote
differences you found.
each day for a 36-day period. Use the
Median Prices of Homes Sold in the United
median procedure for finding quartiles to
States over an 11-year period
find the first, second, and third quartiles for the data. Number of PrescriptionsWritt en per Day
YEAR
NORTHWEST
MIDWEST
1
227,400
169,700
2
246,400
172,600
3
246,400
178,000
4
264,500
184,300
8
12
14
5
315,800
205,000
10
9
16
6
343,800
216,900
7
14
10
7
346,000
213,500
7
11
16
8
320,200
208,600
11
12
8
9
343,600
198,900
14
13
10
10
302,500
189,200
9
14
15
11
335,500
197,600
12
10
8
10
14
8
7
12
15
14
10
9
15
10
12
20. The table below shows the heights, in inches, of 15 randomly selected National Basketball Association (NBA) players and 15 randomly selected Division I National
19. Home SalesThe accompanying table
Collegiate Athletic Association (NCAA)
shows the median selling prices of existing
players.
single-family homes in the United States in the four regions of thetry for an 11-year
Using the same scale, draw a box-and-whisker plot
43
52
for each of the two data sets, placing the second plot belowthe first. Write a valid conclusion based on the data.
Using the same scale, draw a box-and-whisker plot of the two data sets, placing the PHT-34 plot below
NCAA
CBX-21 plot. Write a valid conclusion based on the
78 74
data.
73 81
22. The blood lead concentrations, in micrograms per deciliter (ug/dL), of 20 children from two different neighborhoods were measured. The results are recorded in the table.
73 75 78 78 77 78
Neighborhood 1
76 79
3.97 3.963.31 3.773.98 4.30 3.78 4.593.70 4.08
75 73
4.10 4.124.13 4.12 4.34 4.013.97 4.93 4.20 3.85
74 21. The table below shows the numbers of bushels
NBA
of barleycultivated per acre for 12 one-acre plots of
84 78
land for two different strains of barley, PHT-34 and
76 79
CBX-21.
79 78 PHT-
CBX-
75 78
34
21
81 84
43
56
81 75
49
47
47
44
38
45
47
46
45
50
50
48
46
60
46
53
46
50
Answers:
45
49
1.
Neighborhood 2 4.01 3.93 4.35 3.963.88 3.94 4.20 4.284.11 3.85 4.01 4.393.70 3.83 4.04 4.134.31 4.284.22 4.12
Using the same scale, draw a boxand-whisker plot for each of the two 76 76 data sets, placing the second plot 74 below the first. Considering that high blood lead concentrations are harmful to humans, in which of the two neighborhoods would you prefer to live?
0.85
a.) Z85 = (85-75)/ 11.5 = 10/ 11.5 = Z85
=
b.) Z95 = (95-75)/ 11.5 = 20/ 11.5 = Z85
=
6.
1.74
a.) Z6.6= (6.6-7.4)/ 1.1 = -0.8/1.1= Z6.6= -0.73 b.) Zx = (x-7.4)/1.1 = 1.1(3.15) +7.4 = x – 7.4+7.4
c.) Z50 = (50-75)/ 11.5 = -25/ 11.5 = Z85 = 2.17
= 7.4+3.465 = x d.) Z75 = (75-75)/ 11.5 = 0/ 11.5 =
2.
x = 10.87 or 10.9
Z85 = 0
a.) Z200 = (200-212)/ 40 = -12/40 = Z200 = -
7.
a.) Z214= (214-118)/ 44.2 = 32/44.2= Z6.6=
0.72
0.3
b.) Zx = (x-118)/44.2
b.) Z224= (224-212)/ 40 = 12/40 = Z200 = 0.3
= 44.2(-1.58) +182 = x – 182+182
c.) Z300= (300-212)/ 40 = 88/40 = Z200 = 2.2
= -69.836+182 = x
d.) Z100= (100-212)/ 40 = -112/40 = Z200 = 2.8 3.
x = 112.16 8.
a.) Z6.2= (6.2-6.8)/ 1.9 = -0.6/1.9 = Z200 = -
a.)
Z46300=
=
b.) Zx = (x-41700)/4300 b.) Z7.2= (7.2-6.8)/ 1.9 = 0.4/1.9 = Z200 =
= 4300(-1.58) +41700 = x –
0.21
41700+41700 c.) Z9.0= (9.0-6.8)/ 1.9 = 2.2/1.9 = Z200 =
= -10492+41700 = x
1.16
x = 31208 d.) Z5.0= (5.0-6.8)/ 1.9 = -1.8/1.9 = Z200 = -
9.
0.95
a.) Z65= (65-72)/ 82 = -7/ 8.2 = Z65 = -0.85 b.) Z102= (102-130)/ 18.5 = -7/ 18.5 = Z65 = -
a.) Z3840= (3840-4010)/ 115 = -170/115 =
1.51
Z3840 = -1.48
c.) Z605= (605-720)/ 116.4 = -115./ 116.4 =
b.) Z4200= (4200-4010)/ 115 = 190/115 = Z4200= -1.65
Z65 = -0.99 10.
c.) Z4300= (4300-4010)/ 115 = 290/115 = Z4300 = 2.52 5.
4300
4600/4300= Z6.6= 1.07
0.32
4.
(46300-41700)/
a.) Z42= (42-31)/ 6.5 = 11/ 6.5 = Z65 = 1.69 b.) Z1140= (1140-1080)/ 68.2 = 11/ 6.5 = Z65
= 0.88
a.) Z110.5= (110.5-119.4)/ 13.2 = -8.9/13.2 =
Z110.5 = -0.67
c.) Z4710= (4710-3960)/ 560.4 = 750/ 560.4 = Z65 = 1.34
b.) Zx = (x-119.4)/13.2
11.
= 2.15(13.2) +119.4 = x –
% = 6%
119.4+119.4 = 28.38+119.4 = x x = 147.78
% = (455/7210) 100%= 0.06(100)
12.
% = (1210/12860) 100 = 0.09(100) % = 9%
13.
14.
9840[65 = (x/9840)(100)]9840
= 15.5
x = 9840(60)/100
Q2 = 9/2 = 4.5 or 5
x = 6396
(10+32)/2 = 15.5
12600 [84 = (x/12600)(100)]12600
Q1 = (9+9+)/2
=9
x = 10584 a.) more than $66,650, since median is 50th percentile. Thus, there are 50% of families
16.
Median = 26/2 = 13. Q2 = 11 Q1 = 18/2 = 9
x = 12600(84)/100
15.
18.
Q2 =
Q2 = 18/2 = 9 (14+14)/2 = 14
has an income of $66,650 and above.
19. NORTHWEST
b.) more than $178,500, since median is 90th
Q2= 302, 500
percentile. Thus, there are 90% of families
Q3 = 335500
has an income of $178,500 and above.
227,400
c.) between $66,650 and $178,500, $66,650
246,400
= 50% - 90% = $178,500 = 40%. Thus, there
246,400
were 40% of families have income between
264,500
$66,650 and $178,500.
315,800
a.) more than $570, since $580 was the first
343,800
quartile meaning half of the median
346,000
percentile 50%, thus, there were 25% of
320,200
monthly housing rents which were more
343,600
than $50.
302,500
b.) less than $708, since $708 was the
Q2 =
Q1 = 268400
335,500
median percentile, thus, there were 50% of monthly housing rent of less than $708.
MIDWEST
c.) between $570 and $708, since 50th
Q2=147, 600
percentile is 50% and 25th percentile is 25%,
Q3 = 208600
thus, 50%-25%=25%. Thus, there were 25% at monthly housing rent between $570 and 169,700
$708. 17.
Median = 18/2 = 9. Thus median is 10, Q2 = 10
172,600 178,000 184,300
Q1 = 9/2 = 4.5 or 5
Q1 = (21+5)/2
205,000
Q1 = 178000
216,900
332,600
213,500
337,700
208,600
330,900
198,900
294,800
189,200
263,700
197,600
259,700
SOUTH Q2=194800
Q1 = 163400
Q3 = 207700
20.
NBA Q2 =15/2 = 7.5 or 8 Q2= 78
148,000
Q1 = 76
Q3 = 81
155,400 NCAA
163,400 168,100
Q2= 76
181,100
Q3 = 74
197,300 208,200 217,700 203,700 194,800 196,000
WEST Q2=263700 Q3 = 332600 196,400 213,600 238,500 260,900 283,100
Q1 = 278500
Q1 = 78
EXERCISE SET 4.4
percents. Thus, the percent of the 19th
24. Boy’s Height. Humans are, on average, taller
century selected at random was 87%.
today than they were 200 years ago. Today, the mean height of 14-year-old boys is about 65 in. use the following relative frequency distribution of heights of a group of 14-year-old boys from the 19th century to answer the following
The probability that are of the 19th century selected at random with at least 55 in tall but less than 65 in tall is 0.87. 25. Biology. A biologist measured the lengths of hundreds of cuckoo bird eggs. Use the relative frequency distribution below to answer the
questions. Heights of a group of 19th-Century Boys, Age 14
questions that follow. Lengths of Cuckoo Bird Eggs
Height (in inches)
Percent of boys
Under 50
0.2
50-54
7.0
55-59
46.0
60-64
41.0
65-69
5.8
Source: Journal of the Anthropological Institute of Great Britain and Ireland
Given: The given table showing heights of a
Length (in millimeters)
Percent of eggs
18.75-19.75
0.8
19.75-20.75
4.0
20.75-21.75
17.3
21.75-22.75
37.9
22.75-23.75
28.5
23.75-24.75
10.7
24.75-25.75
0.8
Source: Biometrika
th
group of 19 century boys, age 14. Given: The given table showing Lengths of
Required
Cuckoo Bird Eggs th
a. What percent of the group of 19 century boys was at least 65 in. tall? Answer: The percent of data in all
Required a. What percent of the group of eggs was
classes with a boundary of at least 65 is
less than 21.75 mm long?
5.8. Thus, the percent of boys was at
Answer: The percent of data with a
least 65 in. tall is 5.8%.
boundary of less than 21.75 mm long is
b. What is the probability that one of the
22.1. Thus, the percent of the group of
19th-century boys selected at random
eggs in less than 21.75 mm long is
was at least 55 in. tall but less than 65 in.
22.1%.
tall?
b. What is the probability that one of the
Answer: The percent of data in all
eggs selected at random was at least
classes with a lower boundary of 55 and
20.75 mm long but less than 24.75 mm
an upper boundary of 65 is the sum of
long?
Answer: The percent of data in all
Answer: 97.35%
classes with a lower boundary of 20.75 and an upper boundary of 24.75 is the
28. Shipping. During 1 week, an overnight
sum of the percent. Thus, the percent of
delivery company found that the weights of its
the eggs selected at random is 94.4%
parcels were normally distributed, with a
thus the probability that one of the eggs
mean of 24 oz and a standard deviation of 6
selected at random was at least 20.75
oz.
mm long but less than 24.75 mm long is 0.944.
Given: Mean = 24oz Standard deviation = 6oz Required
In exercises 3 to 8, use the empirical rule to answer each question
26. In a normal distribution, what percent of the data lie a. Within 2 standard deviation above the mean? Answer: 95% b. More then 1 standard deviation above the mean? Answer: 15.85% c. Between 1 standard deviation below the
a. What percent of the parcels weighed between 12 oz and 30 oz? Answer: 12 oz is 2 standard deviation below the mean and 30 oz is 1 standard deviation above the mean. 34 + 34 + 13.5 = 81.5% b. What percent of the parcels weighed more than 42 oz? Answer: 0.15% 29. Baseball. A baseball franchise finds that the attendance at its home games is normally
mean and 2 standard deviation above the
distributed, with a mean of 16,000 and a
mean?
standard deviation of 4000.
Answer: 81.5%
Given: Mean = 16,000
27. In a normal distribution, what percent of the data lie a. Within 3 standard deviations of the
Standard deviation = 4000 Required a. What percent of the home games have an
mean?
attendance between 12,000 and 20,000
Answer: 2.35%
people?
b. More than 2 standard deviations below the mean? Answer: 82.85% c. Between 2 standard deviations below the mean and 3 standard deviations above the mean?
Answer: 34 + 34 = 68% b. What percent of the home games have an attendance of fewer than 8000 people? Answer: 2.25% 30. Traffic. A highway study of 8000 vehicles that passed by a checkpoint found that their
speeds were normally distributed, with a mean of 61 mph and a standard deviation of 7 mph.
32. z = 0 and z = 1.5
Given: Mean = 61 mph
Answer: z = 0 = 0.00 and z = 1.5 = 0.433
Standard deviation = 7 mph
= 0.433 square unit 33. z = 0 and z = 1.9
Required a. How many of the vehicles had a speed of
Answer: z = 0 = 0.00 and z = 1.9 = 0.471
more than 69 mph? Answer: (15.85%) (8000)
= 0.471 square unit 34. z = 0 and z = -1.85
= (0.1585) (8000)
Answer: z = 0 = 0.00 and z = -1.85 = 0.468
= 1,268 vehicles b. how many of the vehicles had a speed of
= 0.468 square unit 35. z = 0 and z = -2.3
less than 40 mph?
Answer: z = 0 = 0.00 and z = -2.3 = 0.489 = 0.489 square unit
Answer: (0.15%) (8000) = (0.0015) (8000)
36. z = 1 and z = 1.9 Answer: z = 1 = 0.341 and z = 1.9 = 0.471
=12 31. Women’s heights. A survey of 1000 women
= 0.471 – 0.341
ages 20 to 30 found that their heights were normally distributed, with a mean of 65 in.
= 0.130 square unit 37. z = 0.7 and z = 1.92
and a standard deviation of 2.5 in.
Answer: z = 0.7 = 0.258 and z = 1.92 = 0.473 = 0.473 – 0.258
Given: Mean = 65 in. Standard deviation = 2.5 in.
= 0.215 square unit 38. z = -1.47 and z = 1.64
Required a. How many of the women have a height
Answer: z = -1.47 = 0.429 and z = 1.64 =
that is within 1 standard deviation of the
0.449
mean?
= 0.449 + 0.429
Answer: (68%) (1000) = (0.68) (1000)
= 0.878 square unit
= 680 women
39. z = -0.44 and z = 1.82
b. how many of the women have a height that
Answer: z = -0.44 = 0.170 and z = 1.82 =
is between 60 in. and 70 in.?
0.466
Answer: (95%) (1000) = (0.95) (1000)
= 0.466 + 0.170
= 950 women
In Exercises 9 to 16, find the area, to the
= 0.636 square unit
In Exercises 17 to 24, find the area, to the
nearest thousandth, of the standard normal
nearest thousandth, of the indicated region of
distribution between the given z-scores.
the standard normal distribution.
40. The region where z > 1.3 Answer: z = 1.3 is 0.403 z = 0 to the right is 0.500 = 0.500 – 0.403 = 0.097 square unit 41. The region where z > 1.92 Answer: z = 1.92 is 0.473
In Exercises 17 to 24, find the area, to the nearest thousandth, of the indicated region of the standard normal distribution. 17. The region where z > 1.3
Answer: z = 1.3 is 0.403
z = 0 to the right is 0.500
z = 0 to the right is 0.500
0.500 – 0.473
0.500 – 0.403
= 0.027 square unit
=0.097 sq. units
42. The region where z < -2.22 Answer: z = -2.22 is 0.487
18. The region where z > 1.92 Answer:
z = 0 to the left is 0.500 = 0.500 – 0.487
z = 1.92 is 0.473
= 0.013 square unit
z = 0 to the right is 0.500
43. The region where z < -0.38 Answer: z = -0.38 is 0.148 z = 0 to the left is 0.500 = 0.500 – 0.148
0.500 – 0.473 =0.027 sq. units 19. The region where z < -2.22 Answer:
= 0.352 square unit z = -2.22 is 0.487 z = 0 to the left is 0.500 0.500 – 0.487 =0.013 sq. unit 20. The region where z < -0.38 Answer: z = -0.38 is 0.148 z = 0 to the left is 0.500 0.500 – 0.148 =0.352
21. The region where z > -1.45 Answer:
z> -1.45
Answer:
z – 1.45 = 0.426
zo+ = 0.500
zat = 0.500
zx = 0.500 – 0.200
z = 0.500 + 0.426
zx = 0.300
z = 0.926 sq. units.
x = 0.84
22. The region where z < 1.82
26. 0.227 square unit of the area of the standard normal distribution is to the right of z.
Answer: Answer: z< 1.82 z1.82 = 0.466 z0 = 0.500 z = 0.500 + 0.466 z = 0.966 sq. units. 23. The region where z < 2.71
zo+ = 0.500 zx = 0.500 – 0.227 zx = 0.273 x = 0.75 27. 0.184 square unit of the area of the standard normal distribution is to the left of z.
Answer: Answer: z< 2.71 z2.71 = 0.497 z0 = 0.500 z = 0.500 + 0.497 z = 0.997 sq. units. 24. The region where z < 1.92 Answer: z< 1.92 z1.92 = 0.473 z0- = 0.500 z = 0.500 + 0.473 z = 0.973 sq. units.
In Exercises 25 to 30, find the z-score, to the
zo- = 0.500 zx = 0.500 – 0.184 zx = 0.316 x = -0.90 28. 0.330 square unit of the area of the standard normal distribution is to the left of z. Answer: zo- = 0.500 zx = 0.500 – 0.370 zx = 0.170 x = -0.44 29. 0.363 square unit of the area of the standard normal distribution is to the right of z.
nearest hundredth, that satisfies the given condition. 25. 0.200 square unit of the area of the standard normal distribution is to the right of z.
Answer: zo+ = 0.500 zx = 0.500 – 0.363 zx = 0.137
x = 0.35
span of 1025 h with a standard deviation of 87 . What percent of these light bulbs will last
30. 0.440 square unit of the area of the standard normal distribution is to the left of z.
a. At least 950 h? =80.5% b. Between 800 and 900 h?
Answer:
=7% zo- = 0.500
34. Heart Rates
The resting heart rates of a
zx = 0.500 – 0.440
group of healthy adult men were found to
zx = 0.060
have a mean of 73.4 beats per minute, with a
x = -0.15
standard deviation of 5.9 beats per minute. What percent of these men had a resting
In Exercises 31 to 40, answer each question.
heart of
Round z-scores to the nearest hundredth and
a. Greater than 80 beats per minute?
then find the required A values using Table 4.10 on page 137 (on the book). 31. Cholesterol Levels The cholesterol levels of a group of young women at a university are
=12.1% b. Between 70 and 85 beats per minute? =69.5% 35. Cereal Weight
The weights of all the
normally distributed, with a mean of 185 and
boxes of corn flakes filled by a machine are
a standard deviation of 39. What percent of
normally distributed, with a mean of 14.5 oz
the young women have a cholesterol level
and a standard deviation of 0.4 oz. what
a. Greater than 219? =19.2%
percent of the boxes will a. Weigh less than 14 oz?
b. Between 190 and 225? =29.4%
=10.6% b. Weigh between 13.5 oz and 15.5 oz?
32. Biology A Biologist found the wingspan of a group monarch butterflies to be normally
=98.8% 36. Telephone Calls
A Telephone company
distributed, with a mean of 52.2 mm and a
has found that the lengths of its long
standard deviation 2.3 mm.
distance
a. Less than 48.5 mm? =5.4%
calls
are
normally
distributed, with a mean of 225 s and a standard deviation of 55s. What percent of
b. Between 50 and 55 mm? =72.4% 33. Light Bulbs
telephone
its long distance calls are a. Longer than 360 s?
A manufacturer of light bulbs
finds that one light bulb model has a mean life
=1.8% b. Between 200 and 300s? =58.7%
37. Rope Strength Particular
The Breaking point of a
type
of
rope
is
normally
distributed, with a mean of 350 lb and a standard deviation of 24 lb. What is the probability that a piece of this rope chosen at
a. Above 114? =22.7% or 0.227 b. Between 90 and 118? =61.4% or 0.614
random will have a breaking point of a. Less than 320 lb?
41. Heights
Consider the data set of the
=10.6% or 0.106
heights of all babies born in the United
b. Between 340 and 370 lb?
States during a particular year. Do you think
=46% or 0.46
this data set is nearly normally distributed? The Mileage for WestEver
Explain.
tires is normally distributed, with a mean of
42. Weights
38. Tire Mileage
Consider the data set of the
48,000 mi and a standard deviation of 7,400
weights of all Valencia oranges grown in
mi. What is the probability that the
California during a particular year. Do you
WearEver tires you purchase will provide a
think this data set is nearly normally
mileage of
distributed? Explain.
a. More than 60,000 mi? =5.3% or 0.53 b. Between 40,000 and 50,000 mi? =46.6% or 0.466 39. Grocery Store Lines The amount of time customers spend waiting in line at a grocery store is normally distributed, with a mean of 2.5 min and a standard deviation of 0.75 min. Find the probability that the time a customer spends waiting is a. Less than 3 minutes? =24.9% or 0.249 b. Less than 1 minute? =2.3% or 0.023 40. IQ Tests
A psychologist finds that the
intelligence quotients of a group of patients are normally distributed, with a mean of 102 and a standard deviation of 16. Find the percent of the patients with IQs
B o y ’ s
H e i g h t .
H u m a n s
a r e ,
o n
a v e r a g
y e a r s
a g o .
T o d a y ,
t h e
m e a n
h e i g h t
o
u s e
t h e
f o l l o w i n g
r e l a t i v e
f r e q u e n c
p
o f
1 4 y e a r o l d
b o y s
f r o m
t h e
1 9 t h
e
percents. Thus, the percent of the 19th
s
century selected at random was 87%.
t
The probability that are of the 19th
i
century selected at random with at least
o
55 in tall but less than 65 in tall is 0.87.
44. Biology. n A biologist measured the lengths of hundreds s of cuckoo bird eggs. Use the relative frequency . distribution below to answer the Heights of a group of 19th-Century Boys, Age 14
questions that follow. Lengths of Cuckoo Bird Eggs
Height (in inches)
Percent of boys
Under 50
0.2
50-54
7.0
55-59
46.0
60-64
41.0
65-69
5.8
Source: Journal of the Anthropological Institute of Great Britain and Ireland
Given: The given table showing heights of a
Length (in millimeters)
Percent of eggs
18.75-19.75
0.8
19.75-20.75
4.0
20.75-21.75
17.3
21.75-22.75
37.9
22.75-23.75
28.5
23.75-24.75
10.7
24.75-25.75
0.8
Source: Biometrika
th
group of 19 century boys, age 14. Given: The given table showing Lengths of
Required
Cuckoo Bird Eggs th
c. What percent of the group of 19 century boys was at least 65 in. tall? Answer: The percent of data in all
Required c. What percent of the group of eggs was
classes with a boundary of at least 65 is
less than 21.75 mm long?
5.8. Thus, the percent of boys was at
Answer: The percent of data with a
least 65 in. tall is 5.8%.
boundary of less than 21.75 mm long is
d. What is the probability that one of the
22.1. Thus, the percent of the group of
19th-century boys selected at random
eggs in less than 21.75 mm long is
was at least 55 in. tall but less than 65 in.
22.1%.
tall?
d. What is the probability that one of the
Answer: The percent of data in all
eggs selected at random was at least
classes with a lower boundary of 55 and
20.75 mm long but less than 24.75 mm
an upper boundary of 65 is the sum of
long?
Answer: The percent of data in all
Answer: 97.35%
classes with a lower boundary of 20.75 and an upper boundary of 24.75 is the
47. Shipping. During 1 week, an overnight
sum of the percent. Thus, the percent of
delivery company found that the weights of its
the eggs selected at random is 94.4%
parcels were normally distributed, with a
thus the probability that one of the eggs
mean of 24 oz and a standard deviation of 6
selected at random was at least 20.75
oz.
mm long but less than 24.75 mm long is 0.944.
Given: Mean = 24oz Standard deviation = 6oz Required
In exercises 3 to 8, use the empirical rule to answer each question
45. In a normal distribution, what percent of the data lie d. Within 2 standard deviation above the mean? Answer: 95% e. More then 1 standard deviation above the mean? Answer: 15.85% f. Between 1 standard deviation below the
c. What percent of the parcels weighed between 12 oz and 30 oz? Answer: 12 oz is 2 standard deviation below the mean and 30 oz is 1 standard deviation above the mean. 34 + 34 + 13.5 = 81.5% d. What percent of the parcels weighed more than 42 oz? Answer: 0.15% 48. Baseball. A baseball franchise finds that the attendance at its home games is normally
mean and 2 standard deviation above the
distributed, with a mean of 16,000 and a
mean?
standard deviation of 4000.
Answer: 81.5%
Given: Mean = 16,000
46. In a normal distribution, what percent of the data lie d. Within 3 standard deviations of the
Standard deviation = 4000 Required c. What percent of the home games have an
mean?
attendance between 12,000 and 20,000
Answer: 2.35%
people?
e. More than 2 standard deviations below the mean? Answer: 82.85% f. Between 2 standard deviations below the mean and 3 standard deviations above the mean?
Answer: 34 + 34 = 68% d. What percent of the home games have an attendance of fewer than 8000 people? Answer: 2.25% 49. Traffic. A highway study of 8000 vehicles that passed by a checkpoint found that their
speeds were normally distributed, with a mean of 61 mph and a standard deviation of 7 mph.
51. z = 0 and z = 1.5
Given: Mean = 61 mph
Answer: z = 0 = 0.00 and z = 1.5 = 0.433
Standard deviation = 7 mph
= 0.433 square unit 52. z = 0 and z = 1.9
Required c. How many of the vehicles had a speed of
Answer: z = 0 = 0.00 and z = 1.9 = 0.471
more than 69 mph? Answer: (15.85%) (8000)
= 0.471 square unit 53. z = 0 and z = -1.85
= (0.1585) (8000)
Answer: z = 0 = 0.00 and z = -1.85 = 0.468
= 1,268 vehicles d. how many of the vehicles had a speed of
= 0.468 square unit 54. z = 0 and z = -2.3
less than 40 mph?
Answer: z = 0 = 0.00 and z = -2.3 = 0.489 = 0.489 square unit
Answer: (0.15%) (8000) = (0.0015) (8000)
55. z = 1 and z = 1.9 Answer: z = 1 = 0.341 and z = 1.9 = 0.471
=12 50. Women’s heights. A survey of 1000 women
= 0.471 – 0.341
ages 20 to 30 found that their heights were normally distributed, with a mean of 65 in.
= 0.130 square unit 56. z = 0.7 and z = 1.92
and a standard deviation of 2.5 in.
Answer: z = 0.7 = 0.258 and z = 1.92 = 0.473 = 0.473 – 0.258
Given: Mean = 65 in. Standard deviation = 2.5 in.
= 0.215 square unit 57. z = -1.47 and z = 1.64
Required c. How many of the women have a height
Answer: z = -1.47 = 0.429 and z = 1.64 =
that is within 1 standard deviation of the
0.449
mean?
= 0.449 + 0.429
Answer: (68%) (1000) = (0.68) (1000)
= 0.878 square unit
= 680 women
58. z = -0.44 and z = 1.82
d. how many of the women have a height that
Answer: z = -0.44 = 0.170 and z = 1.82 =
is between 60 in. and 70 in.?
0.466
Answer: (95%) (1000) = (0.95) (1000)
= 0.466 + 0.170
= 950 women
In Exercises 9 to 16, find the area, to the
= 0.636 square unit
In Exercises 17 to 24, find the area, to the
nearest thousandth, of the standard normal
nearest thousandth, of the indicated region of
distribution between the given z-scores.
the standard normal distribution.
59. The region where z > 1.3 Answer: z = 1.3 is 0.403 z = 0 to the right is 0.500 = 0.500 – 0.403 = 0.097 square unit 60. The region where z > 1.92 Answer: z = 1.92 is 0.473
In Exercises 17 to 24, find the area, to the nearest thousandth, of the indicated region of the standard normal distribution. 43. The region where z > 1.3
Answer: z = 1.3 is 0.403
z = 0 to the right is 0.500
z = 0 to the right is 0.500
0.500 – 0.473
0.500 – 0.403
= 0.027 square unit
=0.097 sq. units
61. The region where z < -2.22 Answer: z = -2.22 is 0.487
44. The region where z > 1.92 Answer:
z = 0 to the left is 0.500 = 0.500 – 0.487
z = 1.92 is 0.473
= 0.013 square unit
z = 0 to the right is 0.500
62. The region where z < -0.38 Answer: z = -0.38 is 0.148 z = 0 to the left is 0.500 = 0.500 – 0.148
0.500 – 0.473 =0.027 sq. units 45. The region where z < -2.22 Answer:
= 0.352 square unit z = -2.22 is 0.487 z = 0 to the left is 0.500 0.500 – 0.487 =0.013 sq. unit 46. The region where z < -0.38 Answer: z = -0.38 is 0.148 z = 0 to the left is 0.500 0.500 – 0.148 =0.352
47. The region where z > -1.45 Answer:
z> -1.45
Answer:
z – 1.45 = 0.426
zo+ = 0.500
zat = 0.500
zx = 0.500 – 0.200
z = 0.500 + 0.426
zx = 0.300
z = 0.926 sq. units.
x = 0.84
48. The region where z < 1.82
52. 0.227 square unit of the area of the standard normal distribution is to the right of z.
Answer: Answer: z< 1.82 z1.82 = 0.466 z0 = 0.500 z = 0.500 + 0.466 z = 0.966 sq. units. 49. The region where z < 2.71
zo+ = 0.500 zx = 0.500 – 0.227 zx = 0.273 x = 0.75 53. 0.184 square unit of the area of the standard normal distribution is to the left of z.
Answer: Answer: z< 2.71 z2.71 = 0.497 z0 = 0.500 z = 0.500 + 0.497 z = 0.997 sq. units. 50. The region where z < 1.92 Answer: z< 1.92 z1.92 = 0.473 z0- = 0.500 z = 0.500 + 0.473 z = 0.973 sq. units.
In Exercises 25 to 30, find the z-score, to the
zo- = 0.500 zx = 0.500 – 0.184 zx = 0.316 x = -0.90 54. 0.330 square unit of the area of the standard normal distribution is to the left of z. Answer: zo- = 0.500 zx = 0.500 – 0.370 zx = 0.170 x = -0.44 55. 0.363 square unit of the area of the standard normal distribution is to the right of z.
nearest hundredth, that satisfies the given condition. 51. 0.200 square unit of the area of the standard normal distribution is to the right of z.
Answer: zo+ = 0.500 zx = 0.500 – 0.363 zx = 0.137
x = 0.35
span of 1025 h with a standard deviation of 87 . What percent of these light bulbs will last
56. 0.440 square unit of the area of the standard normal distribution is to the left of z.
c. At least 950 h? =80.5% d. Between 800 and 900 h?
Answer:
=7% zo- = 0.500
60. Heart Rates
The resting heart rates of a
zx = 0.500 – 0.440
group of healthy adult men were found to
zx = 0.060
have a mean of 73.4 beats per minute, with a
x = -0.15
standard deviation of 5.9 beats per minute. What percent of these men had a resting
In Exercises 31 to 40, answer each question.
heart of
Round z-scores to the nearest hundredth and
c. Greater than 80 beats per minute?
then find the required A values using Table 4.10 on page 137 (on the book). 57. Cholesterol Levels The cholesterol levels of a group of young women at a university are
=12.1% d. Between 70 and 85 beats per minute? =69.5% 61. Cereal Weight
The weights of all the
normally distributed, with a mean of 185 and
boxes of corn flakes filled by a machine are
a standard deviation of 39. What percent of
normally distributed, with a mean of 14.5 oz
the young women have a cholesterol level
and a standard deviation of 0.4 oz. what
c. Greater than 219? =19.2%
percent of the boxes will c. Weigh less than 14 oz?
d. Between 190 and 225? =29.4%
=10.6% d. Weigh between 13.5 oz and 15.5 oz?
58. Biology A Biologist found the wingspan of a group monarch butterflies to be normally
=98.8% 62. Telephone Calls
A Telephone company
distributed, with a mean of 52.2 mm and a
has found that the lengths of its long
standard deviation 2.3 mm.
distance
c. Less than 48.5 mm? =5.4%
calls
are
normally
distributed, with a mean of 225 s and a standard deviation of 55s. What percent of
d. Between 50 and 55 mm? =72.4% 59. Light Bulbs
telephone
its long distance calls are c. Longer than 360 s?
A manufacturer of light bulbs
finds that one light bulb model has a mean life
=1.8% d. Between 200 and 300s? =58.7%
63. Rope Strength Particular
The Breaking point of a
type
of
rope
is
normally
distributed, with a mean of 350 lb and a standard deviation of 24 lb. What is the probability that a piece of this rope chosen at
a. Above 114? =22.7% or 0.227 b. Between 90 and 118? =61.4% or 0.614
random will have a breaking point of a. Less than 320 lb?
67. Heights
Consider the data set of the
=10.6% or 0.106
heights of all babies born in the United
b. Between 340 and 370 lb?
States during a particular year. Do you think
=46% or 0.46
this data set is nearly normally distributed? The Mileage for WestEver
Explain.
tires is normally distributed, with a mean of
68. Weights
64. Tire Mileage
Consider the data set of the
48,000 mi and a standard deviation of 7,400
weights of all Valencia oranges grown in
mi. What is the probability that the
California during a particular year. Do you
WearEver tires you purchase will provide a
think this data set is nearly normally
mileage of
distributed? Explain.
c. More than 60,000 mi? =5.3% or 0.53 d. Between 40,000 and 50,000 mi? =46.6% or 0.466 65. Grocery Store Lines The amount of time customers spend waiting in line at a grocery store is normally distributed, with a mean of 2.5 min and a standard deviation of 0.75 min. Find the probability that the time a customer spends waiting is c. Less than 3 minutes? =24.9% or 0.249 d. Less than 1 minute? =2.3% or 0.023 66. IQ Tests
A psychologist finds that the
intelligence quotients of a group of patients are normally distributed, with a mean of 102 and a standard deviation of 16. Find the percent of the patients with IQs