Download scripts/statistics.py from ismailtasdelen/SecureCodePairs: direct link, hf CLI and curl.
- Browser
- Download file 3.27 kB
-
https://huggingface.co/datasets/ismailtasdelen/SecureCodePairs/resolve/main/scripts/statistics.py
- Command line
-
hf download hf://datasets/ismailtasdelen/SecureCodePairs/scripts/statistics.py
-
curl -L -o statistics.py https://huggingface.co/datasets/ismailtasdelen/SecureCodePairs/resolve/main/scripts/statistics.py
3.27 kB
| #!/usr/bin/env python3 | |
| """Generate SecureCodePairs v1.1.0 statistics: CSV reports + ASCII bar charts (no deps).""" | |
| import csv | |
| import json | |
| import os | |
| from collections import Counter | |
| ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) | |
| DATASET_DIR = os.path.join(ROOT, "dataset") | |
| STAT_DIR = os.path.join(ROOT, "statistics") | |
| SPLITS = ("train", "validation", "test", "benchmark") | |
| def load_all(): | |
| recs = [] | |
| for name in SPLITS: | |
| with open(os.path.join(DATASET_DIR, f"{name}.jsonl"), encoding="utf-8") as f: | |
| for line in f: | |
| line = line.strip() | |
| if line: | |
| recs.append(json.loads(line)) | |
| return recs | |
| def write_csv(path, rows, header): | |
| with open(path, "w", newline="", encoding="utf-8") as f: | |
| w = csv.writer(f) | |
| w.writerow(header) | |
| w.writerows(rows) | |
| def bar(label, count, total, width=40): | |
| n = max(1, int(round(count / max(total, 1) * width))) | |
| return f"{label[:24]:<24} | {'#' * n} {count} ({count / max(total, 1) * 100:.0f}%)" | |
| def main(): | |
| recs = load_all() | |
| total = len(recs) | |
| os.makedirs(STAT_DIR, exist_ok=True) | |
| langs = Counter(r["language"] for r in recs) | |
| fw = Counter(r["framework"] for r in recs) | |
| sev = Counter(r["severity"] for r in recs) | |
| cwe = Counter(r["cwe"] for r in recs) | |
| owasp = Counter(r["owasp"] for r in recs) | |
| diff = Counter(r["difficulty"] for r in recs) | |
| dom = Counter(r["metadata"].get("domain", "unknown") for r in recs) | |
| write_csv(os.path.join(STAT_DIR, "language_distribution.csv"), | |
| [(k, v) for k, v in langs.most_common()], ["language", "count"]) | |
| write_csv(os.path.join(STAT_DIR, "framework_distribution.csv"), | |
| [(k, v) for k, v in fw.most_common()], ["framework", "count"]) | |
| write_csv(os.path.join(STAT_DIR, "severity_distribution.csv"), | |
| [(k, v) for k, v in sev.most_common()], ["severity", "count"]) | |
| write_csv(os.path.join(STAT_DIR, "difficulty_distribution.csv"), | |
| [(k, v) for k, v in diff.most_common()], ["difficulty", "count"]) | |
| write_csv(os.path.join(STAT_DIR, "cwe_distribution.csv"), | |
| [(k, v) for k, v in cwe.most_common()], ["cwe", "count"]) | |
| write_csv(os.path.join(STAT_DIR, "owasp_distribution.csv"), | |
| [(k, v) for k, v in owasp.most_common()], ["owasp", "count"]) | |
| write_csv(os.path.join(STAT_DIR, "domain_distribution.csv"), | |
| [(k, v) for k, v in dom.most_common()], ["domain", "count"]) | |
| # SecureCodePairs - Statistics (v1.2.0) | |
| lines.append(f"Total records: **{total}**\n") | |
| for title, ctr in (("Language", langs), ("Framework", fw), | |
| ("Severity", sev), ("Difficulty", diff), | |
| ("Domain", dom), ("CWE (top 25)", cwe), ("OWASP", owasp)): | |
| lines.append(f"## {title} distribution\n") | |
| top = ctr.most_common(25) if "CWE" in title else ctr.most_common() | |
| for k, v in top: | |
| lines.append(bar(k, v, total)) | |
| lines.append("") | |
| with open(os.path.join(STAT_DIR, "charts.txt"), "w", encoding="utf-8") as f: | |
| f.write("\n".join(lines)) | |
| print("\n".join(lines[:16])) | |
| print("\nCSV reports + charts written to", STAT_DIR) | |
| if __name__ == "__main__": | |
| main() | |