Question
The z-score can be used for _________
- Normal distributions
- Skewed distributions
- Only a
- Both a and b
The correct answer is: Both a and b
Related Questions to study
Complete the equation:
![z equals fraction numerator square over denominator text Standard deviation end text end fraction](data:image/png;base64,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)
Complete the equation:
![z equals fraction numerator square over denominator text Standard deviation end text end fraction](data:image/png;base64,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)
In a normal distribution each vertical represents ______ standard deviation.
In a normal distribution each vertical represents ______ standard deviation.
The empirical rule applicable to ________
The empirical rule applicable to ________
The __________ counts how many standard deviations a data value is above or below the mean.
The __________ counts how many standard deviations a data value is above or below the mean.
The _____________ is the normal distribution with mean = 0 and standard deviation = 1
The _____________ is the normal distribution with mean = 0 and standard deviation = 1
What is the other name of the empirical rule?
What is the other name of the empirical rule?
What is the symbol for standard deviation when the data set is the population?
What is the symbol for standard deviation when the data set is the population?
What is the symbol of meaning when data set is population?
What is the symbol of meaning when data set is population?
If slope of a line is 4 and y-intercept made by the line is 2 then the equation of line will be __________
Correct option is (a)
Given slope of the line (m) = 4 and y intercept of the line (c) is 2..
The general equation of slope intercept form is y=mx+c
putting m=4 and c=2 in the general equation
y=4x+2
the resultant equation will be y=4x+2
If slope of a line is 4 and y-intercept made by the line is 2 then the equation of line will be __________
Correct option is (a)
Given slope of the line (m) = 4 and y intercept of the line (c) is 2..
The general equation of slope intercept form is y=mx+c
putting m=4 and c=2 in the general equation
y=4x+2
the resultant equation will be y=4x+2
What is the slope of a line which is parallel to y-axis?
Correct option is (c).
The slope of line parallel to y axis is undefined or not defined .
The line will be vertical.
What is the slope of a line which is parallel to y-axis?
Correct option is (c).
The slope of line parallel to y axis is undefined or not defined .
The line will be vertical.
What is the slope of a line which is parallel to x-axis?
Correct option is (b).
The slope of line parallel to x axis will be 1
The line be horizontal
What is the slope of a line which is parallel to x-axis?
Correct option is (b).
The slope of line parallel to x axis will be 1
The line be horizontal
If slope of a line is 4 and x-intercept made by the line is 2 then the equation of line will be __________
Given
Slope(m)=4 and x intercept is 2
The general equation of slope intercept form is y=mx+c
At x intercept y=0
0=mx+c
0=4*2 +c
c=-8Therefor the equation will be y=4x-8
If slope of a line is 4 and x-intercept made by the line is 2 then the equation of line will be __________
Given
Slope(m)=4 and x intercept is 2
The general equation of slope intercept form is y=mx+c
At x intercept y=0
0=mx+c
0=4*2 +c
c=-8Therefor the equation will be y=4x-8
The slope-intercept form of the linear equation is
Correct option is (a).
The slope-intercept form of the linear equation is
The slope-intercept form of the linear equation is
Correct option is (a).
The slope-intercept form of the linear equation is
The line that passes through the middle of the plotted points is known as
Correct option is (c).
The line that passes through the middle of the plotted points called Trend line
The line that passes through the middle of the plotted points is known as
Correct option is (c).
The line that passes through the middle of the plotted points called Trend line
A survey was made among students in a district and the scatter plot shows the level of reading and height for 16 students in the district. Describe the association and give a possible reason for it.
![](data:image/png;base64,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)
Correct option is (d)
When the level of reading is 2, heights of student is 50 inches
When the level of reading is 5, heights of student is 55 inches
When the level of reading is 7, heights of student is 60inches
When the level of reading is 6, heights of student is 45,55,60 inches respectively.
The graph shows when level of reading increases heights of students also increase , which means the garph is positive but for same level of reading there are more than one students of different heights which the association is non linear
A survey was made among students in a district and the scatter plot shows the level of reading and height for 16 students in the district. Describe the association and give a possible reason for it.
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)
Correct option is (d)
When the level of reading is 2, heights of student is 50 inches
When the level of reading is 5, heights of student is 55 inches
When the level of reading is 7, heights of student is 60inches
When the level of reading is 6, heights of student is 45,55,60 inches respectively.
The graph shows when level of reading increases heights of students also increase , which means the garph is positive but for same level of reading there are more than one students of different heights which the association is non linear