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README_datasheet_snippet.md

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+## 📋 Datasheet
+
+| Metric | Value |
+|---|---|
+| **Documents** | 10,000 |
+| **Total Tokens** | 23,665,387 (23.7M) |
+| **Tokens/Doc (mean)** | 2,367 |
+| **Tokens/Doc (median)** | 1,296 |
+| **Tokens/Doc (range)** | 112 – 102,832 |
+| **Compression Ratio (mean)** | 2.32x |
+| **Reading Level (mean)** | Grade 11.1 |
+| **Edu Score (mean)** | 3.79 |
+| **Edu Score (median)** | 3.73 |
+| **Edu Score (range)** | 3.50 - 5.10 |
+| **Tokenizer** | cl100k_base (BPE) |
+
+### Domain Distribution
+| Domain | Docs | % |
+|---|---|---|
+| Biology / Medicine | 3,321 | 33.2% |
+| Computer Science | 1,354 | 13.5% |
+| Earth / Environmental Science | 1,245 | 12.4% |
+| General / Other | 982 | 9.8% |
+| Mathematics | 901 | 9.0% |
+| Physics | 656 | 6.6% |
+| Engineering | 588 | 5.9% |
+| Law / Policy | 379 | 3.8% |
+| Chemistry | 325 | 3.2% |
+| Economics / Finance | 181 | 1.8% |
+| Philosophy / Humanities | 68 | 0.7% |
+
+### Visualizations
+![Quality Dashboard](images/quality_dashboard.png)
+![Token Distribution](images/token_distribution.png)
+![Domain Distribution](images/domain_distribution.png)
+![Compression Ratios](images/compression_distribution.png)
+![Grade Levels](images/grade_level_distribution.png)
+![Edu Score Distribution](images/edu_score_distribution.png)

datasheet_stats.json

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+{
+  "total_documents": 10000,
+  "parse_errors": 0,
+  "total_tokens": 23665387,
+  "tokens_per_doc": {
+    "mean": 2366.5387,
+    "median": 1295.5,
+    "std": 3532.441109757148,
+    "min": 112,
+    "max": 102832,
+    "p5": 336.0,
+    "p25": 738.75,
+    "p75": 2565.0,
+    "p95": 7869.049999999999
+  },
+  "compression_ratio": {
+    "mean": 2.3207241691779457,
+    "median": 2.2981050595631762,
+    "std": 0.25597355814924755,
+    "min": 1.5623931623931624,
+    "max": 3.8502457818519993
+  },
+  "grade_level": {
+    "mean": 11.139586118249541,
+    "median": 11.090281397954522,
+    "std": 2.5942318269088465
+  },
+  "domain_distribution": {
+    "Biology / Medicine": 3321,
+    "Computer Science": 1354,
+    "Earth / Environmental Science": 1245,
+    "General / Other": 982,
+    "Mathematics": 901,
+    "Physics": 656,
+    "Engineering": 588,
+    "Law / Policy": 379,
+    "Chemistry": 325,
+    "Economics / Finance": 181,
+    "Philosophy / Humanities": 68
+  },
+  "edu_score": {
+    "mean": 3.787205696821213,
+    "median": 3.731573224067688,
+    "std": 0.22895483208354042,
+    "min": 3.500005006790161,
+    "max": 5.100640773773193,
+    "p5": 3.5197898745536804,
+    "p95": 4.238094210624695
+  }
+}