Comp4321 The Index May 14 2026

The anatomy of a top result.

query · film rate user imdb mr · doc № 267
body match

Forward index · top stems on this page

film 21 ghost 16 dog 15 samurai 15 user 10 imdb 10 movi 9 great 9 rate 9 wai 8 plot 7 code 7 mafia 6 deep 6

document length 903 body tokens  ·  max tf 21 (film)  ·  vocabulary 549 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 stems0.0363
  2. cosine(query, title) × 2.0 no title overlap (×2.0 unused)0.0000
  3. weighted subtotal cosBody + 2.0 × cosTitle0.0363
  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 × pagerank0.0363

Per-query-stem · how each term contributes

  1. film wid 1258 · df 162 body tf 21 title tf 0 idf 0.889
  2. rate wid 1518 · df 151 body tf 9 title tf 0 idf 0.990
  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. mr wid 0334 · df 37 body tf 0 title tf 0 idf 3.019

Outlinks (1)