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What are the measures of center?
mean, median, mode
mean
the sum of observations divided by the total number of observations (aka: finding the average)
median
the midpoint
what symbol denotes the sample mean?
An X with a bar ___ over the top
how to find the midpoint?
1. arrange all observations in ascending order (small to large)
2. If the number of observations is odd, then the median is the middle value
3. If the number of observations is even, then the median is the average of the two middle values
how to interpret the median
50% of the observations are smaller than the median (or 50% of the observations are larger than the median)
ex: 10 out of 20 randomly selected tomatoes weigh less than 2 ozs (or 50% of 20 randomly selected....)
Mode
The value that occurs most frequently in a given data set.
if no value occurs more than once, there is _____
no mode
if one value occurs with the greatest frequency, it is _____
unimodal
if two valvues occur with the same greatest frequency, it is _____
bimodal
if more than 2 values occur with the same greatest frequency, it is ____
multimodial
_____ is less effected by extreme values
the median
If right skewed or left skewed, the best measure of center is the _____
sample median, as it is less effected by extreme values that create a skewed shape
measures of variation include
range, standard deviation, variance
Range
the difference between the largest and smallest value in a data set
Symmetric data distribution shape
the mean, median and mode are all equal
right-skewed distribution shape
the mean > median > mode
left-skewed distribution shape
mean < median < mode
variance
the square of standard deviation
measures of position include
percentile, quartile, z score
percentile
divide a data set into 100 equal parts, a data set has 99 percentiles (ex: p1, p2, ....p99)
quartile
divide a data set into 4 equal parts. A data set has 3 quartiles (ex: q1, q2, q3)
What does the 99th percentile mean?
p99 divides the bottom 99% of data from the top 1%. This means 99% of values will be smaller, and 1% will be bigger
What does the second quartile (Q2) mean?
Divides the bottom 50% from the top 50%. This means 50% of the values will be smaller, and 50% will be bigger.
How to find the data value for a specific quartile?
1. arrange in ascending order (small to large)
2. substitute P into the formula
i=P/100 times n (the total # of values)
if i is a whole number, round up to the next whole number, and use that number to find the position on the data set
if i is not a whole number, take the average of that number position and the one next to it
interquartile range
the difference between Q3 and Q1. 1QR = Q3-Q1
How to find the lower limit for interquartile range?
Q1-1.5 × 1QR
How to find the upper limit for interquartile range?
Q3 + 1.5 × 1QR
Outlier
An extremely large/small data value when compared with the rest of the data values in a set
What constitutes a potential outlier?
Any value smaller than the lower/larger limits
Five number summary
Includes 5 values of a data set. The median, minimum, maximum, Q1 and Q3
Box plot
a visual representation of the 5 number summary