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1.2: Combining Whole Numbers- Addition and Subtraction with Whole Numbers

  • Page ID
    30964
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    In the expression 3 + 4, which shows the sum of two whole numbers, the whole numbers 3 and 4 are called addends or terms. We can use a visual approach to find the sum of 3 and 4. First, construct a number line as shown in Figure 1.2.

    Screen Shot 2019-08-05 at 2.37.30 PM.png
    Figure 1.2: Adding whole numbers on the number line.

    To add 3 and 4, proceed as follows.

    1. Start at the number 0, then draw an arrow 3 units to the right, as shown in Figure 1.2. This arrow has magnitude (length) three and represents the whole number 3.
    2. Draw a second arrow of length four, starting at the end of the first arrow representing the number 3. This arrow has magnitude (length) four and represents the whole number 4.
    3. The sum of 3 and 4 could be represented by an arrow that starts at the number 0 and ends at the number 7. However, we prefer to mark this sum on the number line as a solid dot at the whole number 7. This number represents the sum of the whole numbers 3 and 4.

    The Commutative Property of Addition

    Let’s change the order in which we add the whole numbers 3 and 4. That is, let’s find the sum 4 + 3 instead.

    Screen Shot 2019-08-05 at 2.38.44 PM.png
    Figure 1.3: Addition is commutative; i.e., order doesn’t matter.

    As you can see in Figure 1.3, we start at zero then draw an arrow of length four, followed by an arrow of length three. However, the result is the same; i.e., 4 + 3 = 7.

    Thus, the order in which we add three and four does not matter; that is,

    3 + 4=4 + 3.

    This property of addition of whole numbers is known as the commutative property of addition.

    The Commutative Property of Addition

    Let a and b represent two whole numbers. Then,

    a + b = b + a.

    Grouping Symbols

    In mathematics, we use grouping symbols to affect the order in which an expression is evaluated. Whether we use parentheses, brackets, or curly braces, the expression inside any pair of grouping symbols must be evaluated first. For example, note how we first evaluate the sum in the parentheses in the following calculation.

    (3 + 4) + 5 = 7 + 5

    = 12

    The rule is simple: Whatever is inside the parentheses is evaluated first.

    Writing Mathematics

    When writing mathematical statements, follow the mantra:

    One equal sign per line.

    We can use brackets instead of parentheses.

    5 + [7 + 9] = 5 + 16

    = 21

    Again, note how the expression inside the brackets is evaluated first.

    We can also use curly braces instead of parentheses or brackets.

    {2+3} + 4 = 5 + 4

    = 9

    Again, note how the expression inside the curly braces is evaluated first.

    If grouping symbols are nested, we evaluate the innermost parentheses first.

    For example,

    2 + [3 + (4 + 5)] = 2 + [3 + 9]

    = 2 + 12

    = 14.

    Grouping Symbols

    Use parentheses, brackets, or curly braces to delimit the part of an expression you want evaluated first. If grouping symbols are nested, evaluate the expression in the innermost pair of grouping symbols first.

    The Associative Property of Addition

    Consider the evaluation of the expression (2+3)+4. We evaluate the expression in parentheses first.

    (2 + 3) + 4 = 5 + 4

    = 9

    Now, suppose we change the order of addition to 2 + (3 + 4). Then,

    2 + (3 + 4) = 2 + 7

    = 9.

    Although the grouping has changed, the result is the same. That is,

    (2 + 3) + 4 = 2 + (3 + 4).

    This property of addition of whole numbers is called the associate property of addition.

    Associate Property of Addition

    Let a, b, and c represent whole numbers. Then,

    (a + b) + c = a + (b + c).

    Because of the associate property of addition, when presented with a sum of three numbers, whether you start by adding the first two numbers or the last two numbers, the resulting sum is the same.

    The Additive Identity

    Imagine a number line visualization of the sum of four and zero; i.e., 4 + 0.

    In Figure 1.4, we start at zero, then draw an arrow of magnitude (length) four pointing to the right. Now, at the end of this arrow, attach a second arrow of length zero. Of course, that means that we remain right where we are, at 4. Hence the shaded dot at 4 is the sum. That is, 4 + 0 = 4.

    Screen Shot 2019-08-05 at 8.31.21 PM.png
    Figure 1.4: Adding zero to four.
    The Additive Identity Property

    The whole number zero is called the additive identity. If a is any whole number, the

    a + 0 = a.

    The number zero is called the additive identity because if you add zero to any number, you get the identical number back.

    Adding Larger Whole Numbers

    For completeness, we include two examples of adding larger whole numbers. Hopefully, the algorithm is familiar from previous coursework.

    Example 1

    Simplify: 1, 234 + 498.

    Solution

    Align the numbers vertically, then add, starting at the furthest column to the right. Add the digits in the ones column, 4 + 8 = 12. Write the 2, then carry a 1 to the tens column. Next, add the digits in the tens column, 3 + 9 = 12, add the carry to get 13, then write the 3 and carry a 1 to the hundreds column. Continue in this manner, working from right to left

    \( \begin{array}{r}{11} \\ {1234} \\ {+\quad 498} \\ \hline 1732\end{array}\)

    Therefore, 1, 234 + 498 = 1, 732

    Exercise

    Simplify: 1,286 + 349.

    Answer

    1635

    Add three or more numbers in the same manner.

    Example 2

    Simplify: 256 + 322 + 418.

    Solution

    Align the numbers vertically, then add, starting at the furthest column to the right. Add the digits in the ones column, 6 + 2 + 8 = 16. Write the 6, then carry a 1 to the tens column. Continue in this manner, working from right to left.

    \( \begin{array}{r}{256} \\ {322} \\ {+418} \\ \hline 996\end{array}\)

    Therefore, 256 + 322 + 418 = 996.

    Exercise

    Simplify: 256 + 342 + 283

    Answer

    881

    Subtraction of Whole Numbers

    The key idea is this: Subtraction is the opposite of addition. For example, consider the difference 7 - 4 depicted on the number line in Figure 1.5.

    Screen Shot 2019-08-05 at 8.43.27 PM.png
    Figure 1.5: Subtraction means add the opposite.

    If we were adding 7 and 4, we first draw an arrow starting at zero pointing to the right with magnitude (length) seven. Then, to add 4, we would draw a second arrow of magnitude (length) 4, attached to the end of the first arrow and pointing to the right.

    However, because subtraction is the opposite of addition, in Figure 1.5 we attach an arrow of magnitude (length) four to the end of the first arrow, but pointing in the opposite direction (to the left). Note that this last arrow ends at the answer, which is a shaded dot on the number line at 3. That is, 7 − 4 = 3.

    Note that subtraction is not commutative; that is, it make no sense to say that 7 − 5 is the same as 5 − 7.

    Subtraction is not associative. It is not the case that (9 − 5) − 2 is the same as 9 − (5 − 2). On the one hand,

    (9 − 5) − 2 = 4 − 2

    = 2,

    but

    9 − (5 − 2) = 9 − 3

    = 6.

    Subtracting Larger Whole Numbers

    Much as we did with adding larger whole numbers, to subtract two large whole numbers, align them vertically then subtract, working from right to left. You may have to “borrow” to complete the subtraction at any step.

    Example 3

    Simplify: 1, 755 − 328.

    Solution

    Align the numbers vertically, then subtract, starting at the ones column, then working right to left. At the ones column, we cannot subtract 8 from 5, so we borrow from the previous column. Now, 8 from 15 is 7. Continue in this manner, working from right to left.

    imageedit_14_9019801375.png

    Therefore, 1, 755 − 328 = 1, 427.

    Exercise

    Simplify: 5,635 - 288.

    Answer

    5,347

    Order of Operations

    In the absence of grouping symbols, it is important to understand that addition holds no precedence over subtraction, and vice-versa.

    Perform all additions and subtractions in the order presented, moving left to right.

    Let’s look at an example.

    Example 4

    Simplify the expression \(15 − 8 + 4\).

    Solution

    This example can be trickier than it seems. However, if we follow the rule (perform all additions and subtractions in the order presented, moving left to right), we should have no trouble. First comes fifteen minus eight, which is seven. Then seven plus four is eleven.

    \[\begin{align*}15 − 8 + 4 &= 7 + 4 \\[4pt] &= 11. \end{align*}\]

    Exercise

    Simplify: \(25 − 10 + 8\).

    Answer

    23

    Caution! Incorrect answer ahead!

    Note that it is possible to arrive at a different (but incorrect) answer if we favor addition over subtraction in Example 4. If we first add eight and four, then 15 − 8 + 4 becomes 15 − 12, which is 3. However, note that this is incorrect, because it violates the rule “perform all additions and subtractions in the order presented, moving left to right.”

    Applications — Geometry

    There are any number of applications that require a sum or difference of whole numbers. Let’s examine a few from the world of geometry.

    Perimeter of a Polygon

    In geometry a polygon is a plane figure made up of a closed path of a finite sequence of segments. The segments are called the edges or sides of the polygon and the points where two edges meet are called the vertices of the polygon. The perimeter of any polygon is the sum of the lengths of its sides.

    Example 5

    A quadrilateral is a polygon with four sides. Find the perimeter of the quadrilateral shown below, where the sides are measured below.

    imageedit_2_2071097647.png

    Solution

    To find the perimeter of the quadrilateral, find the sum of the lengths of the sides.

    Perimeter = 3 + 3 + 4 + 5 = 15

    Hence, the perimeter of the quadrilateral is 15 yards.

    Exercise

    A quadrilateral has sides that measure in 4 in., 3 in., 5 in., and 5 in. Find the perimeter.

    Answer

    17 inches

    Example 6

    A quadrilateral (four sides) is a rectangle if all four of its angles are right angles. It can be shown that the opposite sides of a rectangle must be equal. Find the perimeter of the rectangle shown below, where the sides of the rectangle are measured in meters.

    imageedit_6_6795046592.png

    Solution

    To find the perimeter of the rectangle, find the sum of the four sides. Because opposite sides have the same length, we have two sides of length 5 meters and two sides of length 3 meters. Hence,

    Perimeter = 5 + 3 + 5 + 3 = 16.

    Thus, the perimeter of the rectangle is 16 meters.

    Exercise

    A rectangle has length 12 meters and width 8 meters. Find its perimeter.

    Answer

    40 meters

    Example 7

    A quadrilateral (four sides) is a square if all four of its sides measures 18 centimeters. Find its perimeter. are equal and all four of its angles are right angles. Pictured below is a square having a side of length 12 feet. Find the perimeter of the square.

    imageedit_10_5876852657.png

    Solution

    Because the quadrilateral is a square, all four sides have the same length, namely 12 feet. To find the perimeter of the square, find the sum of the four sides. Perimeter = 12 + 12 + 12 + 12 = 48

    Hence, the perimeter of the square is 48 feet.

    Exercise

    A square has a side that measures 18 centimeters. Find its perimeter.

    Answer

    72 centimeters

    Application — Alternative Fuels

    Automobiles that run on alternative fuels (other than gasoline) have increased in the United States over the years.

    Example 8

    Table 1.2 show the number of cars (in thousands) running on compressed natural gas versus the year. Create a bar chart showing the number of cars running on compressed natural gas versus the year.

    Year 1992 1993 1994 1995 1996 1997 1998 1999 2000
    Number 23 32 4` 50 60 73 78 89 101

    Table 1.2: Number of vehicles (in thousands) running on compressed natural gas.

    Solution

    Place the years on the horizontal axis. At each year, sketch a bar having height equal to the number of cars in that year that are running on compressed natural gas. Scale the vertical axis in thousands.

    Screen Shot 2019-08-05 at 9.11.15 PM.png

    Exercise

    The following table shows the number of hybrid cars (in thousands) by country.

    Country Number
    U.S. 279
    Japan 77
    Canada 17
    U.K. 14
    Netherlands 11

    Create a bar chart showing the number of cars versus the country of use.

    Example 9

    Using the data in Table 1.2, crease a table that shows the differences in consecutive years, then create a line plot of the result. In what consecutive years did the United States see the greatest increase in cars powered by compressed natural gas?

    Solution

    Table 1.3 shows the differences in consecutive years.

    Next, craft a line graph. Place consecutive years on the horizontal axis. At each consecutive year pair, plot a point at a height equal to the difference in alternative fuel vehicles. Connect the points with straight line segments.

    Screen Shot 2019-08-05 at 9.16.37 PM.png

    Note how the line graph makes it completely clear that the greatest increase in vehicles powered by compressed natural gas occurred in the consecutive years 1996-1997, an increase of 13,000 vehicles.

    Exercise

    The following table show Alphonso's percentage scores on his examinations in mathematics.

    Exam Percentage
    Exam #1 52
    Exam #2 45
    Exam #3 72
    Exam #4 889
    Exam #5 76

    Construct a line graph of Alphonso's exam scores versus exam number.

    Exercises

    1. Sketch a number line diagram depicting the sum 3 + 2, as shown in Figure 1.2 in the narrative of this section.

    2. Sketch a number line diagram depicting the sum 3 + 5, as shown in Figure 1.2 in the narrative of this section.

    3. Sketch a number line diagram depicting the sum 3 + 4, as shown in Figure 1.2 in the narrative of this section.

    4. Sketch a number line diagram depicting the sum 2 + 4, as shown in Figure 1.2 in the narrative of this section.

    5. Sketch a number line diagram depicting the sum 4 + 2, as shown in Figure 1.2 in the narrative of this section.

    6. Sketch a number line diagram depicting the sum 4 + 3, as shown in Figure 1.2 in the narrative of this section.

    7. Sketch a number line diagram depicting the sum 2 + 5, as shown in Figure 1.2 in the narrative of this section.

    8. Sketch a number line diagram depicting the sum 4 + 5, as shown in Figure 1.2 in the narrative of this section.

    9. Sketch a number line diagram depicting the sum 4 + 4, as shown in Figure 1.2 in the narrative of this section.

    10. Sketch a number line diagram depicting the sum 3 + 3, as shown in Figure 1.2 in the narrative of this section.


    In Exercises 11-28, determine which property of addition is depicted by the given identity

    11. 28 + 0 = 28

    12. 53 + 0 = 53

    13. 24 + 0 = 24

    14. 93 + 0 = 93

    15. (51 + 66) + 88 = 51 + (66 + 88)

    16. (90 + 96) + 4 = 90 + (96 + 4)

    17. 64 + 39 = 39 + 64

    18. 68 + 73 = 73 + 68

    19. (70 + 27) + 52 = 70 + (27 + 52)

    20. (8 + 53) + 81 = 8 + (53 + 81)

    21. 79 + 0 = 79

    22. 42 + 0 = 42

    23. 10 + 94 = 94 + 10

    24. 55 + 86 = 86 + 55

    25. 47 + 26 = 26 + 47

    26. 62 + 26 = 26 + 62

    27. (61 + 53) + 29 = 61 + (53 + 29)

    28. (29 + 96) + 61 = 29 + (96 + 61)


    29. Sketch a number line diagram depicting the difference 8−2, as shown in Figure 1.5 in the narrative of this section.

    30. Sketch a number line diagram depicting the difference 8−4, as shown in Figure 1.5 in the narrative of this section.

    31. Sketch a number line diagram depicting the difference 7−2, as shown in Figure 1.5 in the narrative of this section.

    32. Sketch a number line diagram depicting the difference 9−5, as shown in Figure 1.5 in the narrative of this section.

    33. Sketch a number line diagram depicting the difference 7−4, as shown in Figure 1.5 in the narrative of this section.

    34. Sketch a number line diagram depicting the difference 6−4, as shown in Figure 1.5 in the narrative of this section.

    35. Sketch a number line diagram depicting the difference 9−4, as shown in Figure 1.5 in the narrative of this section.

    36. Sketch a number line diagram depicting the difference 6−5, as shown in Figure 1.5 in the narrative of this section.

    37. Sketch a number line diagram depicting the difference 8−5, as shown in Figure 1.5 in the narrative of this section.

    38. Sketch a number line diagram depicting the difference 9−3, as shown in Figure 1.5 in the narrative of this section.


    In Exercises 39-50, simplify the given expression.

    39. 16 − 8+2

    40. 17 − 3+5

    41. 20 − 5 + 14

    42. 14 − 5+6

    43. 15 − 2+5

    44. 13 − 4+2

    45. 12 − 5+4

    46. 19 − 4 + 13

    47. 12 − 6+4

    48. 13 − 4 + 18

    49. 15 − 5+8

    50. 13 − 3 + 11


    In Exercises 51-58, the width W and length L of a rectangle are given. Find the perimeter P of the rectangle.

    51. W = 7 in, L = 9 in

    52. W = 4 in, L = 6 in

    53. W = 8 in, L = 9 in

    54. W = 5 in, L = 9 in

    55. W = 4 cm, L = 6 cm

    56. W = 5 in, L = 8 in

    57. W = 4 cm, L = 7 cm

    58. W = 4 in, L = 9 in


    In Exercises 59-66, the length s of a side of a square is given. Find the perimeter P of the square.

    59. s = 25 cm

    60. s = 21 in

    61. s = 16 cm

    62. s = 10 in

    63. s = 18 in

    64. s = 7 in

    65. s = 3 in

    66. s = 20 in


    In Exercises 67-86, find the sum.

    67. 3005 + 5217

    68. 1870 + 5021

    69. 575 + 354 + 759

    70. 140 + 962 + 817

    71. 472 + (520 + 575)

    72. 318 + (397 + 437)

    73. 274 + (764 + 690)

    74. 638 + (310 + 447)

    75. 8583 + 592

    76. 5357 + 9936

    77. 899 + 528 + 116

    78. 841 + 368 + 919

    79. (466 + 744) + 517

    80. (899 + 996) + 295

    81. 563 + 298 + 611 + 828

    82. 789 + 328 + 887 + 729

    83. 607 + 29 + 270 + 245

    84. 738 + 471 + 876 + 469

    85. (86 + 557) + 80

    86. (435 + 124) + 132


    In Exercises 87-104, find the difference.

    87. 3493 − 2034 − 227

    88. 3950 − 1530 − 2363

    89. 8338 − 7366

    90. 2157 − 1224

    91. 2974 − 2374

    92. 881 − 606

    93. 3838 − (777 − 241)

    94. 8695 − (6290 − 4233)

    95. 5846 − 541 − 4577

    96. 5738 − 280 − 4280

    97. 3084 − (2882 − 614)

    98. 1841 − (217 − 28)

    99. 2103 − (1265 − 251)

    100. 1471 − (640 − 50)

    101. 9764 − 4837 − 150

    102. 9626 − 8363 − 1052

    103. 7095 − 226

    104. 4826 − 1199


    105. Water Subsidies. Since the drought began in 2007, California farms have received $79 million in water subsidies. California cotton and rice farmers received an additional $439 million. How much total water subsidies have farmers received? Associated Press Times-Standard 4/15/09

    106. War Budget. The 2010 Federal budget allocates $534 billion for the Department of Defense base programs and an additional $130 billion for the nation’s two wars. How much will the Department of Defense receive altogether? Associated Press Times-Standard 5/8/09

    107. Sun Frost. Arcata, CA is home to Sun Frost, a manufacturer of highly efficient refrigerators and freezers. The AC model RF12 refrigerator/freezer costs $2,279 while an R16 model refrigerator/freezer costs $3,017. How much more does the R16 model cost? Source: www.sunfrost.com/retail pricelist.html

    108. Shuttle Orbit. The space shuttle usually orbits at 250 miles above the surface of the earth. To service the Hubble Space Telescope, the shuttle had to go to 350 miles above the surface. How much higher did the shuttle have to orbit?

    109. Earth’s Orbit. Earth orbits the sun in an ellipse. When earth is at its closest to the sun, called perihelion, earth is about 147 million kilometers. When earth is at its furthest point from the sun, called aphelion, earth is about 152 million kilometers from the sun. What’s the difference in millions of kilometers between aphelion and perihelion?

    110. Pluto’s Orbit. Pluto’s orbit is highly eccentric. Find the difference between Pluto’s closest approach to the sun and Pluto’s furthest distance from the sun if Pluto’s perihelion (closest point on its orbit about the sun) is about 7 billion kilometers and its aphelion (furthest point on its orbit about the sun) is about 30 billion kilometers.

    111. Sunspot Temperature. The surface of the sun is about 10,000 degrees Fahrenheit. Sunspots are darker regions on the surface of the sun that have a relatively cooler temperature of 6,300 degrees Fahrenheit. How many degrees cooler are sunspots?

    112. Jobs. The Times-Standard reports that over the next year, the credit- and debitcard processing business Humboldt Merchant Services expects to cut 36 of its 80 jobs, but then turn around and hire another 21. How many people will be working for the company then? Times-Standard 5/6/09

    113. Wild tigers. The chart shows the estimated wild tiger population, by region. According to this chart, what is the total wild tiger population worldwide? Associated Press-Times-Standard 01/24/10 Pressure mounts to save the tiger.

    Region Tiger population
    India, Nepal and Bhutan 1650
    China and Russia 450
    Bangladesh 250
    Sumatra (Indonesia) 400
    Malaysia 500
    other SE Asia 350

    114. Pirate Attacks. The following bar chart tracks pirate attacks off the coast of Somalia.

    Screen Shot 2019-08-07 at 9.03.17 AM.png

    Source: ICC International Maritime Bureau, AP Times-Standard, 4/15/2009

    a) How many pirate attacks were there in 2003, 2004, and 2005 combined?

    b) How many pirate attacks were there in 2006, 2007, and 2008 combined?

    c) How many more pirate attacks were there in 2008 than in 2007?

    115. Emily shows improvement on each successive examination throughout the term. Her exam scores are recorded in the following table.

    Exam Score
    Exam #1 48
    Exam #2 51
    Exam #3 54
    Exam #4 59
    Exam #5 67
    Exam #6 70

    a) Create a bar plot for Emily’s examination scores. Place the examination numbers on the horizontal axis in the same order shown in the table above.

    b) Create a table that shows successive differences in examination scores. Make a line plot of these differences. Between which two exams did Emily show the greatest improvement?

    116. Jason shows improvement on each successive examination throughout the term. His exam scores are recorded in the following table.

    Exam Score
    Exam #1 34
    Exam #2 42
    Exam #3 45
    Exam #4 50
    Exam #5 57
    Exam #6 62

    a) Create a bar plot for Jason’s examination scores. Place the examination numbers on the horizontal axis in the same order shown in the table above.

    b) Create a table that shows successive differences in examination scores. Make a line plot of these differences. Between which two exams did Jason show the greatest improvement?

    Answers

    1. 3 + 2 = 5.

    Screen Shot 2019-08-07 at 9.11.03 AM.png

    3. 3 + 4 = 7.

    Screen Shot 2019-08-07 at 9.11.11 AM.png

    5. 4 + 2 = 6.

    Screen Shot 2019-08-07 at 9.11.17 AM.png

    7. 2 + 5 = 7.

    Screen Shot 2019-08-07 at 9.11.24 AM.png

    9. 4 + 4 = 8.

    Screen Shot 2019-08-07 at 9.11.32 AM.png

    11. Additive identity property of addition.

    13. Additive identity property of addition.

    15. Associative property of addition

    17. Commutative property of addition

    19. Associative property of addition

    21. Additive identity property of addition.

    23. Commutative property of addition

    25. Commutative property of addition

    27. Associative property of addition

    29. 8 − 2 = 6.

    Screen Shot 2019-08-07 at 9.17.43 AM.png

    31. 7 − 2 = 5.

    Screen Shot 2019-08-07 at 9.17.48 AM.png

    33. 7 − 4 = 3.

    Screen Shot 2019-08-07 at 9.17.54 AM.png

    35. 9 − 4 = 5.

    Screen Shot 2019-08-07 at 9.18.00 AM.png

    37. 8 − 5 = 3.

    Screen Shot 2019-08-07 at 9.18.05 AM.png

    39. 10

    41. 29

    43. 18

    45. 11

    47. 10

    49. 18

    51. P = 32 in

    53. P = 34 in

    55. P = 20 cm

    57. P = 22 cm

    59. P = 100 cm

    61. P = 64 cm

    63. P = 72 in

    65. P = 12 in

    67. 8222

    69. 1688

    71. 1567

    73. 1728

    75. 9175

    77. 1543

    79. 1727

    81. 2300

    83. 1151

    85. 723

    87. 1232

    89. 972

    91. 600

    93. 3302

    95. 728

    97. 816

    99. 1089

    101. 4777

    103. 6869

    105. $518 million

    107. $738

    109. 5 million kilometers

    111. 3,700 degrees Fahrenheit

    113. 3600

    115. a) Bar chart.

    Screen Shot 2019-08-07 at 9.25.09 AM.png

    b) Line plot of consecutive differences. The line plot of consecutive examination score differences.

    Screen Shot 2019-08-07 at 9.25.16 AM.png

    The largest improvement was between Exam #4 and Exam #5, where Emily improved by 8 points.


    This page titled 1.2: Combining Whole Numbers- Addition and Subtraction with Whole Numbers is shared under a CC BY-NC-SA license and was authored, remixed, and/or curated by David Arnold.