The anatomy of a top result.

Forward index · top stems on this page

document length 309 body tokens  ·  max tf 20 (yoga)  ·  vocabulary 181 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 stems0.4399
2. cosine(query, title) × 2.0 title boost ×2.0 applied0.8534
3. weighted subtotal cosBody + 2.0 × cosTitle1.2932
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 × pagerank1.2932

Per-query-stem · how each term contributes

1. search wid 0153 · df 147 body tf 13 title tf 0 idf 1.029
2. titl wid 1103 · df 288 body tf 11 title tf 0 idf 0.059
3. ashtanga wid 0132 · df 2 body tf 0 title tf 0 idf 7.229
4. yoga wid 0133 · df 3 body tf 20 title tf 1 idf 6.644
5. beginn wid 0134 · df 2 body tf 0 title tf 0 idf 7.229

Outlinks (1)

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