* Extract keywords and their importance from text
(text: string)
| 134 | * Extract keywords and their importance from text |
| 135 | */ |
| 136 | function extractKeywords(text: string): Array<{ term: string; score: number }> { |
| 137 | const results: Array<{ term: string; score: number }> = []; |
| 138 | const words = text |
| 139 | .toLowerCase() |
| 140 | .split(/\W+/) |
| 141 | .filter((w) => w.length > 3); |
| 142 | |
| 143 | // Count word frequencies |
| 144 | const wordCounts: { [key: string]: number } = {}; |
| 145 | for (const word of words) { |
| 146 | wordCounts[word] = (wordCounts[word] || 0) + 1; |
| 147 | } |
| 148 | |
| 149 | // Find interesting terms (high frequency or within heading patterns) |
| 150 | const headings = text.match(/#{1,6}\s+([^\n]+)/g) || []; |
| 151 | const headingTerms = new Set<string>(); |
| 152 | |
| 153 | // Extract terms from headings with higher weight |
| 154 | for (const heading of headings) { |
| 155 | const cleanHeading = heading.replace(/^#+\s+/, "").toLowerCase(); |
| 156 | const terms = cleanHeading.split(/\W+/).filter((w) => w.length > 3); |
| 157 | terms.forEach((t) => headingTerms.add(t)); |
| 158 | } |
| 159 | |
| 160 | // Calculate term scores based on frequency and position |
| 161 | const totalWords = words.length; |
| 162 | |
| 163 | for (const word in wordCounts) { |
| 164 | // Skip common words or very rare words |
| 165 | if (commonWords.has(word) || wordCounts[word] < 2) continue; |
| 166 | |
| 167 | // Calculate score based on frequency |
| 168 | let score = wordCounts[word] / totalWords; |
| 169 | |
| 170 | // Boost score for terms in headings |
| 171 | if (headingTerms.has(word)) { |
| 172 | score *= 3; |
| 173 | } |
| 174 | |
| 175 | // Boost for terms in the first paragraph (likely important) |
| 176 | const firstPara = text.split("\n\n")[0].toLowerCase(); |
| 177 | if (firstPara.includes(word)) { |
| 178 | score *= 1.5; |
| 179 | } |
| 180 | |
| 181 | results.push({ term: word, score }); |
| 182 | } |
| 183 | |
| 184 | // Sort by score and take top 20 |
| 185 | results.sort((a, b) => b.score - a.score); |
| 186 | return results.slice(0, 20); |
| 187 | } |
| 188 | |
| 189 | /** |
| 190 | * Normalize a vector to unit length |
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