.rolling() - Fixed-size sliding window
.expanding() - Cumulative window from start
.ewm() - Exponentially weighted window
Common Window Functions:
.mean() - Average within window
.sum() - Sum within window
.std() - Standard deviation
.var() - Variance
.min() / .max() - Minimum/Maximum
.median() - Median value
.quantile() - Quantile calculation
.apply() - Custom function
.corr() - Correlation
.cov() - Covariance
Shift Operations:
.shift(n) - Lag by n periods (positive n)
.shift(-n) - Lead by n periods (negative n)
.diff() - First difference
.pct_change() - Percentage change
Ranking Functions:
.rank() - Assign ranks
method='average' - Average rank for ties
method='min' - Minimum rank for ties
method='dense' - Dense ranking
pct=True - Percentile ranks
ascending=False - Reverse ranking
Cumulative Functions:
.cumsum() - Cumulative sum
.cumprod() - Cumulative product
.cummax() - Cumulative maximum
.cummin() - Cumulative minimum