The anatomy of a top result.

Forward index · top stems on this page

document length 636 body tokens  ·  max tf 10 (user)  ·  vocabulary 427 distinct stems  ·  title 3 stems

Score breakdown

Re-derived from the same tf·idf cosine values, boost factors, and PageRank multipliers the live ranker just used. weighted = body + title × 2.0 · final = weighted × phrase × pagerank.

1. cosine(query, body) tf·idf body · 5 resolved stems0.4149
2. cosine(query, title) × 2.0 title boost ×2.0 applied1.5473
3. weighted subtotal cosBody + 2.0 × cosTitle1.9621
4. × phrase multiplier ≥2 stems within 5-token window×3.0
5. × pagerank multiplier PageRank not computed for this page · ×1.0×1.0000
6. final score weighted × phrase × pagerank5.8864

Per-query-stem · how each term contributes

1. user wid 1045 · df 289 body tf 10 title tf 0 idf 0.054
2. imdb wid 1084 · df 288 body tf 10 title tf 0 idf 0.059
3. cast wid 0578 · df 152 body tf 10 title tf 1 idf 0.981
4. giant wid 0579 · df 5 body tf 10 title tf 1 idf 5.907
5. film wid 1258 · df 162 body tf 9 title tf 0 idf 0.889

Outlinks (1)

• https://hitcslj.github.io/TestPages/Movie.htm