Maths-
General
Easy
Question
In a newspaper, the number of photos and number of words were counted for 15 different pages. Here are the results.
![](data:image/png;base64,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)
a) Sketch a scatter plot using ‘Number of photos’ on the horizontal axis and ‘Number of words’ on the vertical axis.
b) From your scatter plot, describe the general relationship between the number of photos and the number of words per page. Use the words positive, negative, strong correlation or weak correlation.
Hint:
If the points are clustered around the trend line, then the correlation is quite strong or else weak. If the slope of the trend line is positive, the correlation is positive or else negative.
We are asked to plot the scatter graph, check if the correlation between x and y are strong or weak, negative or positive.
The correct answer is:
Step 1 of 2:
Taking “Number of photos” on the horizontal axis and “Number of words” on the vertical axis, we get the coordinate points as:
(3,852),(2,1432),(1,1897),(2,1621),(6,912),
(4,1023),(5,817),(7,436),(4,1132),(5,1201),
(2,1926),(3,1628),(1,1403),(0,2174),(1,1829)
The scatter plot corresponding to the points are:
![](data:image/png;base64,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)
Step 2 of 2:
The trend line of the graph is:
![](data:image/png;base64,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)
Analyzing the graph, it is clear that, as the number of photos increase, the number of words decrease. That is, the slope of the line is negative. This means, they are negatively correlated.
Similarly, the points cluster around the trend line closely and tightly. This indicates that the variables have a strong correlation among the variables x and y.
You could find the correlation among the variables even without the trend line. If they increase and decrease together, they have a positive relationship. Or else, it is negative.
Related Questions to study
Maths-
Consider the variables x and y and the corresponding bivariate data .
a)Draw a scatter plot for the data.
b)Is there positive, negative or no correlation between x and y?
c)Fit a line of best fit by eye to the data on the scatter plot.
d)Use your line of best fit to estimate:
i)y when x=3.5
ii) y when x=0
iii)x when y=2
iv) x when y=5.5
![](data:image/png;base64,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)
Consider the variables x and y and the corresponding bivariate data .
a)Draw a scatter plot for the data.
b)Is there positive, negative or no correlation between x and y?
c)Fit a line of best fit by eye to the data on the scatter plot.
d)Use your line of best fit to estimate:
i)y when x=3.5
ii) y when x=0
iii)x when y=2
iv) x when y=5.5
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)
Maths-General
Maths-
Find the solution of the system of equations.
![y equals 0.75 x squared plus 4 x minus 5](data:image/png;base64,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)
y = 4x - 5
Find the solution of the system of equations.
![y equals 0.75 x squared plus 4 x minus 5](data:image/png;base64,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)
y = 4x - 5
Maths-General
Maths-
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Consider this simple bivariate data set.
![](data:image/png;base64,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)
a) Draw a scatter plot for the data.
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
Maths-General
General
Choose the correct definition of "Mech anise"
Choose the correct definition of "Mech anise"
GeneralGeneral
Maths-
A tomato grower experiments with a new organic fertilizer and sets up five separate garden beds: A, B, C, D and E. The grower applies different amounts of fertilizer to each bed and records the diameter of each tomato picked. The average diameter of a tomato from each garden bed and the corresponding amount of fertilizer are recorded below.
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)
A )Draw a scatter plot for the data with ‘Diameter’ on the vertical axis and ‘Fertilizer’ on the horizontal axis. Label the points A, B, C, D and E.
b)Which garden bed appears to go against the trend?
c)According to the given results, would you be confident saying that the amount of fertilizer fed to tomato plants does affect the size of the tomato produced?
A tomato grower experiments with a new organic fertilizer and sets up five separate garden beds: A, B, C, D and E. The grower applies different amounts of fertilizer to each bed and records the diameter of each tomato picked. The average diameter of a tomato from each garden bed and the corresponding amount of fertilizer are recorded below.
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)
A )Draw a scatter plot for the data with ‘Diameter’ on the vertical axis and ‘Fertilizer’ on the horizontal axis. Label the points A, B, C, D and E.
b)Which garden bed appears to go against the trend?
c)According to the given results, would you be confident saying that the amount of fertilizer fed to tomato plants does affect the size of the tomato produced?
Maths-General
Maths-
Find the solution of the system of equations.
![y equals negative 5 x squared plus 6 x minus 3](data:image/png;base64,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)
Y = - 4x - 3
Find the solution of the system of equations.
![y equals negative 5 x squared plus 6 x minus 3](data:image/png;base64,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)
Y = - 4x - 3
Maths-General
Maths-
Consider the variables x and y and the corresponding data
a) Draw a scatter plot for the data.
b) Is there a positive, negative or no correlation between x and y?
![](data:image/png;base64,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)
Consider the variables x and y and the corresponding data
a) Draw a scatter plot for the data.
b) Is there a positive, negative or no correlation between x and y?
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)
Maths-General
General
Choose the negative adjective starting with ' r '
Choose the negative adjective starting with ' r '
GeneralGeneral
Maths-
Consider the variables x and y and the corresponding bivariate data .
a) Draw a scatter plot for the data.
b) Is there positive, negative or no correlation between x and y?
c) Fit a line of best fit by eye to the data on the scatter plot.
d) Use your line of best fit to estimate:
i) y when x=3.5
ii) y when x=0
iii) x when y=1.5
iv) x when y=5.5
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)
Consider the variables x and y and the corresponding bivariate data .
a) Draw a scatter plot for the data.
b) Is there positive, negative or no correlation between x and y?
c) Fit a line of best fit by eye to the data on the scatter plot.
d) Use your line of best fit to estimate:
i) y when x=3.5
ii) y when x=0
iii) x when y=1.5
iv) x when y=5.5
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)
Maths-General
Maths-
Find the solution of the system of equations.
![y equals negative x squared minus 2 x plus 9](data:image/png;base64,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)
Y = 3x+20
Find the solution of the system of equations.
![y equals negative x squared minus 2 x plus 9](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAH8AAAATCAYAAAC5i9IyAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAABGJhU0UAAAAQ3ZOC+gAAAilJREFUeNrtmNFHQ2EYxo+ZTCYyM9lFzCRJN+kiXSQmSSaRTJJ019X+gXSRSBe76i67SBJJktlNkkwSmUkXifQ/7GJmYj0fz9iOszna+c4+fefhx3Z2nPOe732/9zzvDON/q05q4AnEDU/ayQd2QNFbCn1V9ZZAT82CR28Z9NMQ3/kxCdeeAVegTG9RAusKFXyBHa/COGM6JX4E5FgAMiS6SQoE+X2MhZbq8XPPg3cwRc/jB9vgA0R02fF5MODyfYfBm8QJxo5e2+zyVXDUfCAL1ixOTIMDBZMqKvjQ4vg+f2tIJH5UIXNpN24nkv/TYfJpmXo2zdUA9YNPEOowP3dCtoqm9rUFjm3E6Yam2fr/GrcTyf8Ck226UqX5wCK4NJ20B3YVbukLIMPPCXCvSFwB8EIjKCNuu8kX7f2bps9Hllh8teYTQzQHDYVZOQGJi+RE97jjw5XadCi34xkENzRbTsXdTVziHg98BVW5wePmnW+YDmT4vpe5UE4ozSqeUGDHx5j4uOS46w51phYV+AAx7nqf4k6+MV9nFBirhKk8oU+SHXe3yZ+jwWzRKUiCc7CheOJFgd5ysYMca0I9iiXCdup3Ke5uky+mt6hVK8pKnE+dUpgjXPOiCSNz1qN4cjbHSafitpt8YSRXQB+/R2ngk1YnL/PCSYUTLx7k2qpyoQs6abdlx/f0Iu4EzZ6Y98u8T1uPIZL+bHjSUnn+OeFJM43z3eVJI/0C696qmGimGPUAAAC+dEVYdE1hdGhNTAA8bWF0aCB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMTk5OC9NYXRoL01hdGhNTCI+PG1pPnk8L21pPjxtbz49PC9tbz48bW8+JiN4MjIxMjs8L21vPjxtc3VwPjxtaT54PC9taT48bW4+MjwvbW4+PC9tc3VwPjxtbz4mI3gyMjEyOzwvbW8+PG1uPjI8L21uPjxtaT54PC9taT48bW8+KzwvbW8+PG1uPjk8L21uPjwvbWF0aD7neoVfAAAAAElFTkSuQmCC)
Y = 3x+20
Maths-General
General
Solve the reading game.
Baby couldn't finish his HUMONGOUS sandwich
Solve the reading game.
Baby couldn't finish his HUMONGOUS sandwich
GeneralGeneral
Maths-
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
![](data:image/png;base64,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)
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
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)
Maths-General
Maths-
Find the solution of the system of equations.
![y equals 7 x squared plus 12](data:image/png;base64,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)
![y equals 14 x plus 5](data:image/png;base64,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)
Find the solution of the system of equations.
![y equals 7 x squared plus 12](data:image/png;base64,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)
![y equals 14 x plus 5](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAFQAAAAPCAYAAAB6Iuj1AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAABGJhU0UAAAAMyZLetQAAAZhJREFUeNpjYBgYoAbEtUB8gUj1PkD8n2HgwX88eEDBYiBOI9IhPEB8bRAF6KAGxDhwJhAn09gz/6kdoHOBOByLeAEQtw6gR6yBeC8BtaDA7sAi3gyVG5AAjQfiLjQxLiC+BcTCJJYl/6nkQDYgvgTE8kSoPQfE4kj8RCCeMpAp1AuIV6GJ1UMrjoHK8qBUl0OkWg8g7oOyXZBSNS0C9BcQfwLibUBcBC3jMQAoFV5B4osC8V0g5higANUD4qMkeno3ENtDWw7CFNTWxOQwFiA2hia4G0CsgU3RNyR2H7T8pJWDCAXSSSBWITFAC6CpR4/OtbcbEB/EJnEYiJWgGJQ6mQawlic1skCV1xpoQogcgObQD2yCC4HYD4iXAnHsIGzX4VILSgCboJUoqDw7Q0SWp2aA6kATINYsMxdaszIMkQAVhVYOwmi9qsU0csc6ILaE5l4maGUICswgbIoDoAb7DVAXjlRPs0E9KI1F7XKoZ6kNQqFNyT9A/A7aMjLFpRgUkMcZRgHVwDZoch4FVACggnXLaDBQDgBPnowtST1g3wAAAHx0RVh0TWF0aE1MADxtYXRoIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8xOTk4L01hdGgvTWF0aE1MIj48bWk+eTwvbWk+PG1vPj08L21vPjxtbj4xNDwvbW4+PG1pPng8L21pPjxtbz4rPC9tbz48bW4+NTwvbW4+PC9tYXRoPhzkFMkAAAAASUVORK5CYII=)
Maths-General
Maths-
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
![](data:image/png;base64,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)
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
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)
Maths-General
Maths-
Which number is next in the sequence? 35, 85, 135, 185, __
Which number is next in the sequence? 35, 85, 135, 185, __
Maths-General