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Variable
A characteristic that can be measured or categorized
Categorical Variable
Groups or labels (e.g., eye color)
Quantitative Variable
Numerical values that can be measured
Discrete Variable
Quantitative values that are countable (e.g., # of pets)
Continuous Variable
Quantitative values measured on a scale (e.g., height)
Distribution
The pattern of variation in data
Center
A typical value (mean, median, mode)
Spread
How much the data varies (range, IQR, standard deviation)
Shape
The form of the distribution (symmetric, skewed, uniform, bimodal)
Outlier
A data point far from the others, checked using the 1.5×IQR rule
Interquartile Range (IQR)
Middle 50% of data, Q3 – Q1
Percentile
The value below which a certain percent of observations fall
Z-score
Standardized value: how many standard deviations from the mean
Standard Deviation
Average distance of values from the mean
Variance
The square of the standard deviation
Normal Distribution
Symmetric, bell-shaped distribution
68–95–99.7 Rule
Rule describing proportions of data within 1, 2, and 3 standard deviations in a normal distribution
Boxplot aka Box and Whisker Plot
Graph showing the five-number summary (min, Q1, median, Q3, max)
Histogram
Graph for quantitative data using touching bars
Bar Chart
Graph for categorical data using separate bars
Dotplot
Graph showing each data point as a dot
Stemplot
Graph that preserves data values while showing distribution shape
What’s the difference between categorical and quantitative variables?
Categorical = groups/labels; Quantitative = numerical, measurable
What is the difference between discrete and continuous quantitative variables?
Discrete = countable (ex: # of pets); Continuous = measurable (ex: height)
What are the main ways to describe a distribution?
Shape, center, spread, and unusual features (SOCS)
What are the common measures of center?
Mean, median, and mode
What are the common measures of spread?
Range, IQR, and standard deviation
How do you calculate the interquartile range (IQR)?
Q3 – Q1
How do you check for outliers using the 1.5 × IQR rule?
If value < Q1 – 1.5 × IQR or > Q3 + 1.5×IQR
What does a percentile tell you?
The percentage of data values below a given value
What does a z-score measure?
How many standard deviations a value is from the mean
What is the formula for a z-score?
(x – μ) / σ
What are common graphs for categorical data?
Bar charts and pie charts
What are common graphs for quantitative data?
Histograms, dotplots, stemplots, and boxplots
What is the shape of a normal distribution?
Symmetric, bell-shaped, mean = median = mode
What is the 68–95–99.7 rule?
In a normal distribution: ~68% within 1σ, 95% within 2σ, 99.7% within 3σ