| Ingredient | Average recipe rating | Pairing index |
|---|---|---|
| Ingredient | Average recipe rating | Pairing index |
| all-purpose flour | 4.48 | 1.02 |
| brown sugar | 4.58 | 1.01 |
| butter | 4.59 | 1.02 |
| chocolate | 4.57 | 1.03 |
| cinnamon | 4.61 | 1.03 |
| cream | 4.57 | 0.95 |
| cream cheese | 4.61 | 1.02 |
| eggs | 4.55 | 1.01 |
| ginger | 4.54 | 1.01 |
| ground cinnamon | 4.5 | 1.01 |
| ground ginger | 4.54 | 1.02 |
| ground nutmeg | 4.49 | 1.0 |
| margarine | 4.64 | 1.03 |
| milk | 4.56 | 1.02 |
| nutmeg | 4.59 | 1.04 |
| pecan | 4.59 | 1.03 |
| powdered sugar | 4.62 | 1.03 |
| pumpkin pie spice | 4.54 | 1.03 |
| shortening | 4.54 | 1.05 |
| sugar | 4.56 | 1.02 |
| vanilla extract | 4.49 | 1.01 |
| vanilla ice cream | 4.55 | 1.04 |
| vegetable oil | 4.5 | 1.0 |
| walnut | 4.55 | 0.98 |