Measured pairing · from 63,696 recipes
What goes with carrot?
Measured across 63,696 recipes, the 8 ingredients that co-occur with carrot most disproportionately are parsnip (×8.8 chance, n=91), turnip (×8.3 chance, n=105), lentil (×5.6 chance, n=101), cabbage (×5.2 chance, n=405), celery (×5.0 chance, n=1411), barley (×4.9 chance, n=90), cauliflower (×4.8 chance, n=119) and leek (×4.7 chance, n=153). The score behind the ranking is positive pointwise mutual information — how many times more often a pair shares a recipe than random combination would predict — and n is the number of recipes containing both ingredients. Nothing is published below a floor of 20 recipes per pair and 100 per ingredient. Co-occurrence records what recipe authors actually do — it conflates deliciousness with popularity and tradition — so read it as ethnography, not judgment.
The measured partners — PPMI · ×chance · n
- parsnip — PPMI 2.18 · ×8.8 chance · n=91 (parsnip itself appears in 154 recipes)
- turnip — PPMI 2.12 · ×8.3 chance · n=105 (turnip itself appears in 189 recipes)
- lentil — PPMI 1.73 · ×5.6 chance · n=101 (lentil itself appears in 267 recipes)
- cabbage — PPMI 1.65 · ×5.2 chance · n=405 (cabbage itself appears in 1,166 recipes)
- celery — PPMI 1.62 · ×5.0 chance · n=1411 (celery itself appears in 4,170 recipes)
- barley — PPMI 1.58 · ×4.9 chance · n=90 (barley itself appears in 276 recipes)
- cauliflower — PPMI 1.57 · ×4.8 chance · n=119 (cauliflower itself appears in 368 recipes)
- leek — PPMI 1.54 · ×4.7 chance · n=153 (leek itself appears in 487 recipes)
Cook the pairing
Dishes in Palate's live corpus that use carrot with one of its measured partners:
- Pot-au-Feu — with turnip, celery, leek
- Widow’S Soup (Soppa T’Al Armla) — with cabbage, celery, cauliflower
- Escudella i Carn d'Olla — with turnip, cabbage, celery
- Kig ha Farz — with turnip, cabbage, leek
- Soup Joumou — with turnip, cabbage, celery
- Minestrone — with cabbage, celery
How this was measured
carrot appears in 4,268 of the 63,696 recipes counted (5,296 parsed + 1,081 hand-curated + 57,319 from the dataset published with Ahn et al., 2011). PPMI = max(0, ln(count(A,B)·N / (count(A)·count(B)))), all counts over the same N; lift = e^PMI, which reads directly as "×chance." Staples (salt, sugar, flour, water) are excluded because sources under-record them, and pairs where one name contains the other are excluded as near-duplicates.
Read the numbers with their limits: the corpus is Western-skewed (90% of it is the largely North American and European recipe dataset published with Ahn et al.'s 2011 paper), so the absence of a pairing here proves nothing except who wrote the recipes down. PPMI favors the rare end even above the floor — a niche pair at n=22 can outrank a workhorse pair seen thousands of times, because common ingredients' huge counts divide the score down — so read PPMI and n together.
The full reference — 150 ingredients, top 8 partners each — lives at What actually goes with X.
Curious how these flavors fit your palate — take the short taste test →
Every number above is counted from recipes — pointwise mutual information over 63,696 of them — not chef interviews, model guesses, or reviews.