The anatomy of a top result.

Forward index · top stems on this page

document length 860 body tokens  ·  max tf 22 (churchil)  ·  vocabulary 522 distinct stems  ·  title 4 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 stems0.7232
2. cosine(query, title) × 2.0 title boost ×2.0 applied1.3051
3. weighted subtotal cosBody + 2.0 × cosTitle2.0283
4. × phrase multiplier stems not within 5-token window · ×1.0×1.0
5. × pagerank multiplier PageRank not computed for this page · ×1.0×1.0000
6. final score weighted × phrase × pagerank2.0283

Per-query-stem · how each term contributes

1. churchil wid 0523 · df 2 body tf 22 title tf 1 idf 7.229
2. winston wid 0522 · df 2 body tf 15 title tf 1 idf 7.229
3. baldwin wid 12325 · df 1 body tf 13 title tf 0 idf 8.229
4. user wid 1045 · df 289 body tf 10 title tf 0 idf 0.054
5. imdb wid 1084 · df 288 body tf 10 title tf 0 idf 0.059

Outlinks (1)

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