1.2: Variable Types & Summary Statistics ✅ Flashcards
UK categorizing
Numeric:
->continuous
->discrete
Categorical
->normal categorical
->ordered categorical
->binary (yes or no etc)
US categorizing
Numeric
->interval scale (values graded in equal increments)
->ratio scale (same as interval, but true 0 exists)
Categorical
->nominal scale
->ordinal scale
How can categorical data be shown?
Frequency tables: show numbers and proportion for each category
Bar chart: distribution and easy comparison
Pie charts: total population shown
Measures of central tendency
Mean
Median
Mode
Mean importance in normal distributions
As most values cluster around it
Range characteristics
Not very useful
Extremely affected by outliers
IQR
Width of the range that has 50% of the central data
Quartiles or
Textiles
Quartiles
Quintiles
SD
Standard deviation
Quantifies the typical spread/variation around the mean
SD in relation to variance
SD is the square root of the variance
How can numeric data be shown?
Box plot
Histogram
Histogram use
To understand variability in the data
-the range of values that a variable can take is divided into interval (of equal size)