Maths-
General
Easy
Question
Markela opens a bank account that earns interest at a rate of compounded annually. She puts in the account when she opens it and does not make any more deposits into or withdrawals from the account for 2 years. If the amount of money in the account after 2 years is given by the expression
, which of the following expressions gives the amount of money in the account after 1 year?
- 100(1.02)
- 200(1.02)
![100 left parenthesis 1.02 right parenthesis squared](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAFEAAAARCAYAAACl10BaAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAABGJhU0UAAAAPUJuPDwAAAf5JREFUeNrtWDFLQzEQfohIkSI4iZNQRMRBCk5SRFyKgzgIDsVdRIq4i3vpJA6CiDi4iYNDEUGKSCmli4j/ootDBylFeN7BCSXcpZcYIYIH3/Aul9zX7/UuyUuSf9NaSugDmoDZ2AjuAyqRcKkQH8lGaPwlJgEXAa3IXmqTeNmsJw3MAY4Br5bJE4AzQJtwTj7fOCSc9+Timq8AuAV0qSxx7R1mrSVAw5JrFfAsDV4Ddqn2JasDNgeeN8jnE5cnEX25uObDH14CZOl5gfKXmPUaJKZp0zQnp2minG0DThn/iUFEG1cFlD25+PDibAbwxvgPmD6N1VEjIRNfEbEUiox/jcZc4x4AKwFE1OZz6W/Lxj8ZhbsXWpIT8XfAGONHX8cjrivEuYqozZcIYjWFud2BZxRw3vVMxNmnZU4/cJyLiNp8pmVoEyoo5qYMgovYCxwXSkTpKDIJuBPagOYFeBPvCGWTMcpGGxeqnLX5vi1HAtpuHWY5BxMRm/Q64y8yG4sm7tFSSq4biyZfQn3tAjCu6JX13xBxiwiYdmUcJbRxoY442nxTgBvAqGLNMvELLiLaE+CQiOBf/kg4vWvibIftYVzM5q7JV3PYYaXDtvpLhW0HwoZ8SQ37g65X2R/EtYR76jAupk+TL7XA5doXnf3VDxDR2V5En8KqdGdX2xfsSLh7jWmwRgAAAIN0RVh0TWF0aE1MADxtYXRoIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8xOTk4L01hdGgvTWF0aE1MIj48bW4+MTAwPC9tbj48bW8+KDwvbW8+PG1uPjEuMDI8L21uPjxtc3VwPjxtbz4pPC9tbz48bW4+MjwvbW4+PC9tc3VwPjwvbWF0aD7AWlZ4AAAAAElFTkSuQmCC)
![200 left parenthesis 1.01 right parenthesis squared](data:image/png;base64,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)
The correct answer is: 200(1.02)
Given, compound interest rate of 2% per annum i.e R = 2
Initial amount = A = $ 200
Time = 2 yr the P = 200(1.02)2 we get P = 200(1 + 0.02)2 using formula also .so ,it true
IF Time = 1 yr then P = 200(1 + 0.02)1 = 200(1.02)
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The graph shows the average heart rate for 15 people before, during, and after a period of strenuous exercise. The horizontal axis shows time, in minutes, and the vertical axis shows average heart rate, in beats per minute. The exercise period began at 5 minutes and ended at 15 minutes.
![](data:image/png;base64,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)
Approximately how many minutes did it take after the exercise period ended for the average heart rate to first return to the average heart rate before the exercise period began?
The graph shows the average heart rate for 15 people before, during, and after a period of strenuous exercise. The horizontal axis shows time, in minutes, and the vertical axis shows average heart rate, in beats per minute. The exercise period began at 5 minutes and ended at 15 minutes.
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)
Approximately how many minutes did it take after the exercise period ended for the average heart rate to first return to the average heart rate before the exercise period began?
Maths-General
Maths-
The area of a square is 36 square inches. What is the length, in inches, of a side of the square?
The area of a square is 36 square inches. What is the length, in inches, of a side of the square?
Maths-General
Maths-
![](data:image/png;base64,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)
Of the following, which is the most appropriate linear model for the given data?
![](data:image/png;base64,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)
Of the following, which is the most appropriate linear model for the given data?
Maths-General
Maths-
The table shows the distribution by breed and sex of dogs that received a vaccine from a veterinarian during the month of July.
![](data:image/png;base64,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)
If a male dog that received a vaccine during the month of July is selected at random, what is the probability that the dog breed is Alaskan malamute?
The table shows the distribution by breed and sex of dogs that received a vaccine from a veterinarian during the month of July.
![](data:image/png;base64,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)
If a male dog that received a vaccine during the month of July is selected at random, what is the probability that the dog breed is Alaskan malamute?
Maths-General
Maths-
Each of the three data sets represented by the three dot plots has 15 values.
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719580/1/1232801/Picture31.png)
The medians of data sets A, B, and C are a, b, and c, respectively. What is the relationship between a, b, and c ?
Each of the three data sets represented by the three dot plots has 15 values.
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719580/1/1232801/Picture31.png)
The medians of data sets A, B, and C are a, b, and c, respectively. What is the relationship between a, b, and c ?
Maths-General
Maths-
![left parenthesis x minus 3 right parenthesis to the power of 2 end exponent equals 81](data:image/png;base64,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)
What is the sum of the solutions to the given equation?
![left parenthesis x minus 3 right parenthesis to the power of 2 end exponent equals 81](data:image/png;base64,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)
What is the sum of the solutions to the given equation?
Maths-General
Maths-
A school club is paid $315 for recycling
pounds of aluminum cans and p tons of paper. The equation 0.50c + 60p = 315 represents this situation. What is the interpretation of 60p in this context?
A school club is paid $315 for recycling
pounds of aluminum cans and p tons of paper. The equation 0.50c + 60p = 315 represents this situation. What is the interpretation of 60p in this context?
Maths-General
Maths-
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719581/1/1232798/Picture30.png)
An equation for the graph shown is
, where b is a constant. What is the value of b ?
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719581/1/1232798/Picture30.png)
An equation for the graph shown is
, where b is a constant. What is the value of b ?
Maths-General
Maths-
A group of students participated in a study. It was determined that for each hour of experience performing a certain task, the time necessary for each student to complete the task decreased by 5%. Wendy took 30 minutes to complete the task with no experience. Which function models the amount of time T, in minutes, it will take Wendy to complete the task after x hours of experience?
A group of students participated in a study. It was determined that for each hour of experience performing a certain task, the time necessary for each student to complete the task decreased by 5%. Wendy took 30 minutes to complete the task with no experience. Which function models the amount of time T, in minutes, it will take Wendy to complete the task after x hours of experience?
Maths-General
Maths-
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719587/1/1232796/Picture29.png)
The table shows the distribution of objects in a collection by shape and color. If a triangle is selected at random, what is the probability that the selected triangle is red?
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719587/1/1232796/Picture29.png)
The table shows the distribution of objects in a collection by shape and color. If a triangle is selected at random, what is the probability that the selected triangle is red?
Maths-General
Maths-
A recipe requires f cups of flour. Arnold accidentally used 50% more flour than the recipe required. How much flour did Arnold use in terms of f ?
A recipe requires f cups of flour. Arnold accidentally used 50% more flour than the recipe required. How much flour did Arnold use in terms of f ?
Maths-General
Maths-
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719585/1/1232794/Picture26.png)
Paulina has 28 books in her collection. The frequency table summarizes the number of pages in each book. If she buys a new book that has 62 pages, how will this impact the mean and median numbers of pages of the books in her collection?
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719585/1/1232794/Picture26.png)
Paulina has 28 books in her collection. The frequency table summarizes the number of pages in each book. If she buys a new book that has 62 pages, how will this impact the mean and median numbers of pages of the books in her collection?
Maths-General
Maths-
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719584/1/1232793/Picture25.png)
The solution to which system of inequalities is represented by the shaded region of the graph?
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719584/1/1232793/Picture25.png)
The solution to which system of inequalities is represented by the shaded region of the graph?
Maths-General
Maths-
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719583/1/1232792/Picture24.png)
Which of the following additional measurements to the triangle provides enough information to determine the length of
?
I. The length of ![stack A C with minus on top](data:image/png;base64,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)
II. The measure of ![angle A B C](data:image/png;base64,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)
![](https://mycourses.turito.com/tokenpluginfile.php/c161933dbfaab094c54655ab71e9b8f0/1/question/questiontext/719583/1/1232792/Picture24.png)
Which of the following additional measurements to the triangle provides enough information to determine the length of
?
I. The length of ![stack A C with minus on top](data:image/png;base64,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)
II. The measure of ![angle A B C](data:image/png;base64,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)
Maths-General
Maths-
Line
is defined by
. Line
is parallel to line m in the xy - plane and passes through the point (4, - 3). Which equation defines line p ?
Line
is defined by
. Line
is parallel to line m in the xy - plane and passes through the point (4, - 3). Which equation defines line p ?
Maths-General