text stringlengths 0 104 |
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4. TOKENIZATION ANALYSIS |
================================================================================ |
✅ Tokenizer loaded successfully |
Vocabulary size: 8,000 |
Token count: 27,952 |
Unique tokens: 736 |
Avg token length: 1.64 chars |
TPC (tokens/char): 0.663 |
⚠️ Found 14147 broken tokens |
Sample: ['-', '-', '-', 'A', 'G', 'E', '1', '-', '-', '-'] |
================================================================================ |
5. CHARACTER DISTRIBUTION |
================================================================================ |
Total: 42,150 |
Khmer: 34,744 (82.4%) |
Latin: 416 |
⚠️ Found 14 suspicious characters: |
U+002D (HYPHEN-MINUS): 289 times |
U+00A9 (COPYRIGHT SIGN): 1 times |
U+0022 (QUOTATION MARK): 24 times |
U+005B (LEFT SQUARE BRACKET): 1 times |
U+005D (RIGHT SQUARE BRACKET): 1 times |
U+0028 (LEFT PARENTHESIS): 35 times |
U+0029 (RIGHT PARENTHESIS): 40 times |
U+00AB (LEFT-POINTING DOUBLE ANGLE QUOTATION MARK): 1 times |
U+00BB (RIGHT-POINTING DOUBLE ANGLE QUOTATION MARK): 1 times |
U+2756 (BLACK DIAMOND MINUS WHITE X): 4 times |
================================================================================ |
6. SUMMARY & RECOMMENDATIONS |
================================================================================ |
⚠️ ISSUES FOUND: |
- 537 broken clusters |
RECOMMENDED FIXES: |
3. Fix orphaned COENG characters |
Review manually or use Khmer text validator |
================================================================================ |
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