The anatomy of a top result.

Forward index · top stems on this page

document length 572 body tokens  ·  max tf 12 (zatoichi)  ·  vocabulary 359 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 stems0.6635
2. cosine(query, title) × 2.0 title boost ×2.0 applied0.9569
3. weighted subtotal cosBody + 2.0 × cosTitle1.6204
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 × pagerank1.6204

Per-query-stem · how each term contributes

1. zatoichi wid 0143 · df 3 body tf 12 title tf 1 idf 6.644
2. zatichi wid 3362 · df 2 body tf 11 title tf 0 idf 7.229
3. user wid 1045 · df 289 body tf 10 title tf 0 idf 0.054
4. imdb wid 1084 · df 288 body tf 10 title tf 0 idf 0.059
5. titl wid 1103 · df 288 body tf 8 title tf 0 idf 0.059

Outlinks (1)

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