Bar Graphs - Graph > Chart
Pie Charts - Graph > Pie Chart
Dotplot - Graph > Dotplot
Histograms - Graph > Histogram
Stemplots - Graph > Stem-and-leaf
Boxplots - Graph > Boxplot
Mean, trimmed mean, median, standard deviation, quartiles, 5 number summary
Stat > Basic Statistics > Display Descriptive Statistics
Sorting - Data > Sort
Ranking - Data > Rank
Stacking - Data > Stack
Unstacking - Data > Unstack
Creating New Variables - Calc > Calculator
Calc > Random Data
Probability - P(B=b)
Cumulative Probability - P(B<=b)
Inverse Cumulative Probability - Find percentiles
Probability Density - height of probability density curve
Cumulative Probability - P(U<=u)
Inverse Cumulative Probability - Find percentiles
Probability Density - height of probability density curve
Cumulative Probability - P(Z<=z)
Inverse Cumulative Probability - Find percentiles
Stat > Basic Statistics > 1 Sample Z
Stat > Basic Statistics > 1-Sample t
Stat > Nonparametrics > 1-Sample Sign
Stat > Basic Stats > Paired t
OR
Form differences (post-pre, before-after, second-first, etc.) and then use the one sample procedures on the differences.
Stat > Basic Statistics > 1-Sample t
OR
Stat > Nonparametrics > 1-Sample Sign
Stat > Basic Statistics > 2-Sample t
Stat > Nonparametrics > Mann-Whitney
Stat > Basic Statistics > 1 Proportion
Stat > Basic Statistics > 2 Proportions
Stat > Tables > Cross Tabulation and Chi-square
OR
Stat > Tables > Chi-square Test
Stat > Regression > Regression