The anatomy of a top result.

Forward index · top stems on this page

document length 383 body tokens  ·  max tf 10 (imdb)  ·  vocabulary 260 distinct stems  ·  title 2 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 stems0.0211
2. cosine(query, title) × 2.0 no title overlap (×2.0 unused)0.0000
3. weighted subtotal cosBody + 2.0 × cosTitle0.0211
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 × pagerank0.0211

Per-query-stem · how each term contributes

1. fighter wid 0054 · df 5 body tf 0 title tf 0 idf 5.907
2. aka wid 0331 · df 140 body tf 0 title tf 0 idf 1.100
3. street wid 0106 · df 24 body tf 1 title tf 0 idf 3.644
4. titl wid 1103 · df 288 body tf 5 title tf 0 idf 0.059
5. english wid 0744 · df 204 body tf 1 title tf 0 idf 0.556

Outlinks (1)

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