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Categorical variable
Variable that can be put into groups
Categorical variable displays
Bar graph, frequency table, two way table, pie chart, relative frequency table, mosaic plot
Quantitative variables
Variable measured numerically; discrete and continuous
Discrete quantitative variables
Finite, fixed
Continuous quantitative variables
Infinite
Quantitative variable displays
Dot plot, stem plot, histogram, box plot
Every value
Dot plots and stem plots show
Summary
Histograms and box plots show
Marginal relative frequency
Row or colum total/ table total
Joint relative frequency
Cell / table total
Conditional relative frequency
Cell / row or column total
Bar graph
Gap between data, order doesn't matter
Histogram
No gap in data, order matters, 5 number summary
Shape
Symmetric, skewed left, skewed right, or modal
Unusual features
Gaps, potential outliers
Center
Mean (symmetric), median (skewed)
Spread
Standard deviation (symmetric), range / IQR (skewed), variability
Skewed context
Distribution of [context] is [skew] with [outlier]. The center is [median].
Symmetric context
The [context] typically varies by [Sx] from the mean [x].
5 number summary
Minimum, Q1, median, Q3, maximum
Interquartile range
Q3 - Q1, width of the box
Skewed outliers
(Q1 - 1.5IQR), (Q3 + 1.5IQR)
Symmetric outliers
X +/- 2Sx
Resistant
Median and IQR
Non resistant
Mean, standard deviation, range
Symmetric
Mean ≈ median
Skewed left
mean < median
Skewed right
Mean > median
Frequency
How many
Relative frequency
Percent, # of a specific observation / total # of observations
Generalize
Only possible if random
Percentile
% Of data that is < or = to a specific value
Z-score shows
Relative position in a distribution
± a constant
Center will change, same shape
• / x/x a constant
Center will change, spread will change, same shape
68%
% Of data within 1SD of the mean
95%
% Of the data within 2SDs of the mean
99.7%
% Of data within 3SDs of the mean
Normcdf
Lower, upper, mean, standard deviation,
invNorm
Area, mean, standard deviation
Frequency
Count
Relative frequency
%
Cumulative relative frequency
Percentile
Z-score calculation
x - X / Sx
Approximately normal
Symmetric