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Choose an option to check your answer.
A.
An ECDF
B.
A dendrogram
C.
A grouped bar chart of unrelated categories
D.
A network graph
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Correct Answer: A. An ECDF
Explanation:
At x = 20, the ECDF's vertical value is the observed cumulative proportion.
This gives the requested probability estimate directly.
Choose an option to check your answer.
A.
It hides exact observations
B.
It cannot compare groups
C.
It always appears smooth
D.
It avoids arbitrary bin boundaries
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Correct Answer: D. It avoids arbitrary bin boundaries
Explanation:
An ECDF uses every observed value directly.
Its interpretation is not changed by selecting a bin width or origin.
Choose an option to check your answer.
A.
A theoretical distribution only
B.
The average of all histogram bin widths
C.
The cumulative proportion of observed sample values
D.
A regression residual plot
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Correct Answer: C. The cumulative proportion of observed sample values
Explanation:
The empirical CDF increases by the observed sample proportion at each value.
It estimates the population CDF without assuming a parametric model.
Choose an option to check your answer.
A.
Percentiles are random labels
B.
Different interpolation conventions may be used
C.
Software changes the raw data automatically
D.
Percentiles are defined only for normal data
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Correct Answer: B. Different interpolation conventions may be used
Explanation:
A finite sample may not contain an observation exactly at the desired position.
Different quantile algorithms interpolate between ordered values differently.
Choose an option to check your answer.
A.
A percentile that divides ordered data into four parts
B.
A mean computed from four observations
C.
A graph with four panels
D.
A probability that must equal 0.25
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Correct Answer: A. A percentile that divides ordered data into four parts
Explanation:
The first, second, and third quartiles correspond approximately to the 25th, 50th, and 75th percentiles.
They summarize central portions of a distribution.
Choose an option to check your answer.
A.
The 25th percentile
B.
The 75th percentile
C.
The 100th percentile
D.
The 50th percentile
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Correct Answer: D. The 50th percentile
Explanation:
The median divides ordered data into lower and upper halves.
It is therefore the 0.50 quantile or 50th percentile.
Choose an option to check your answer.
A.
Exactly 90 observations exist
B.
The value is 90% larger than the mean
C.
About 90% of observations are at or below that value
D.
Only 10% of values are below it
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Correct Answer: C. About 90% of observations are at or below that value
Explanation:
A percentile is a threshold in the ordered distribution.
The 90th percentile leaves roughly 10 percent of observations above it.
Choose an option to check your answer.
A.
F(a) + F(b)
B.
F(b) - F(a)
C.
F(b) / F(a) in every case
D.
1 - F(a) - F(b)
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Correct Answer: B. F(b) - F(a)
Explanation:
F(b) includes probability up to b, while F(a) includes probability up to a.
Subtracting isolates the probability in the specified interval.
Choose an option to check your answer.
A.
As a step function
B.
As a set of isolated circles with no connection
C.
As a perfectly straight line in every case
D.
As a bar chart of means
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Correct Answer: A. As a step function
Explanation:
The CDF jumps at values with positive probability mass.
It remains constant between those discrete outcomes.
Choose an option to check your answer.
B.
The sample mean
C.
The variance
D.
1
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Correct Answer: D. 1
Explanation:
Eventually the threshold includes the entire probability space.
The cumulative probability therefore approaches one.
Choose an option to check your answer.
A.
It must be symmetric
B.
It must have constant slope
C.
It is nondecreasing
D.
It must be negative for small x
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Correct Answer: C. It is nondecreasing
Explanation:
Accumulated probability cannot decrease when the threshold increases.
A CDF may stay flat or rise, but it cannot move downward.
Choose an option to check your answer.
A.
The probability that the variable equals its mean
B.
The probability that the random variable is less than or equal to x
C.
The density only at x
D.
The number of observations above x
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Correct Answer: B. The probability that the random variable is less than or equal to x
Explanation:
The CDF accumulates probability from the lower tail through x.
It ranges from zero toward one as x increases.