| |
| """AppSecBench v1.1.0 statistics + summaries (CSV + JSON + Markdown charts).""" |
| import csv |
| import json |
| import os |
| from collections import Counter, OrderedDict |
|
|
| 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") |
|
|
|
|
| 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=36): |
| n = max(1, int(round(count / max(total, 1) * width))) |
| return f"{label[:34]:<34} | {'#' * 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 if r["framework"] != "None") |
| sev = Counter(r["expected_severity"] for r in recs) |
| cwe = Counter(r["expected_cwe"] for r in recs) |
| owasp = Counter(r["expected_owasp"] for r in recs) |
| cat = Counter(r["category"] for r in recs) |
| diff = Counter(r["metadata"]["difficulty"] for r in recs) |
| vuln = Counter(r["vulnerability_name"] for r in recs) |
| app = Counter(r["application_type"] for r in recs) |
| conf = Counter(r["expected_confidence"] for r in recs) |
| src = Counter(r["source_type"] for r in recs) |
| |
| buckets = Counter() |
| for r in recs: |
| s = r["expected_cvss_score"] |
| if s >= 9.0: |
| buckets["Critical (9.0-10.0)"] += 1 |
| elif s >= 7.0: |
| buckets["High (7.0-8.9)"] += 1 |
| elif s >= 4.0: |
| buckets["Medium (4.0-6.9)"] += 1 |
| else: |
| buckets["Low (0.1-3.9)"] += 1 |
|
|
| 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, "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, "category_distribution.csv"), |
| [(k, v) for k, v in cat.most_common()], ["category", "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, "vulnerability_distribution.csv"), |
| [(k, v) for k, v in vuln.most_common()], ["vulnerability", "count"]) |
| write_csv(os.path.join(STAT_DIR, "application_type_distribution.csv"), |
| [(k, v) for k, v in app.most_common()], ["application_type", "count"]) |
| write_csv(os.path.join(STAT_DIR, "cvss_score_distribution.csv"), |
| [(k, v) for k, v in buckets.most_common()], ["cvss_band", "count"]) |
| write_csv(os.path.join(STAT_DIR, "confidence_distribution.csv"), |
| [(k, v) for k, v in conf.most_common()], ["confidence", "count"]) |
| write_csv(os.path.join(STAT_DIR, "source_type_distribution.csv"), |
| [(k, v) for k, v in src.most_common()], ["source_type", "count"]) |
|
|
| |
| split_sizes = OrderedDict() |
| for name in SPLITS: |
| with open(os.path.join(DATASET_DIR, f"{name}.jsonl")) as f: |
| split_sizes[name] = sum(1 for _ in f if _.strip()) |
|
|
| summary = { |
| "name": "AppSecBench", |
| "version": "1.1.0", |
| "total_records": total, |
| "splits": split_sizes, |
| "languages": dict(langs), |
| "frameworks": dict(fw), |
| "categories": dict(cat), |
| "severities": dict(sev), |
| "cwes": dict(cwe), |
| "owasps": dict(owasp), |
| "difficulties": dict(diff), |
| "vulnerabilities": dict(vuln), |
| "application_types": dict(app), |
| "cvss_bands": dict(buckets), |
| "confidence": dict(conf), |
| "source_types": dict(src), |
| "unique_languages": len(langs), |
| "unique_frameworks": len(fw), |
| "unique_cwes": len(cwe), |
| "unique_owasps": len(owasp), |
| "unique_vulnerabilities": len(vuln), |
| "unique_categories": len(cat), |
| } |
| with open(os.path.join(STAT_DIR, "summary.json"), "w", encoding="utf-8") as f: |
| json.dump(summary, f, indent=2) |
|
|
| |
| lines = [f"# AppSecBench — Statistics (v1.0.0)", "", |
| f"Total records: **{total}**", "", |
| f"Splits: train={split_sizes['train']}, validation={split_sizes['validation']}, test={split_sizes['test']}", "", |
| "## Language distribution", ""] |
| for k, v in langs.most_common(): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## Framework distribution", ""] |
| for k, v in fw.most_common(): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## Severity distribution", ""] |
| for k in ("Critical", "High", "Medium", "Low"): |
| if k in sev: |
| lines.append(bar(k, sev[k], total)) |
| lines += ["", "## CVSS score band", ""] |
| for k, v in buckets.most_common(): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## Category distribution", ""] |
| for k, v in cat.most_common(): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## Vulnerability distribution", ""] |
| for k, v in vuln.most_common(): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## OWASP distribution", ""] |
| for k, v in owasp.most_common(): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## CWE distribution (top 20)", ""] |
| for k, v in cwe.most_common(20): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## Difficulty distribution", ""] |
| for k in ("Beginner", "Intermediate", "Advanced", "Expert", "Real-world enterprise"): |
| if k in diff: |
| lines.append(bar(k, diff[k], total)) |
| lines += ["", "## Application type distribution", ""] |
| for k, v in app.most_common(): |
| lines.append(bar(k, v, total)) |
| lines += ["", "## Source type distribution", ""] |
| for k, v in src.most_common(): |
| lines.append(bar(k, v, total)) |
|
|
| with open(os.path.join(STAT_DIR, "statistics.md"), "w", encoding="utf-8") as f: |
| f.write("\n".join(lines)) |
|
|
| print(f"Statistics written for {total} records -> {STAT_DIR}") |
| print(f"languages={len(langs)} frameworks={len(fw)} cwes={len(cwe)} owasps={len(owasp)} vulns={len(vuln)}") |
|
|
|
|
| if __name__ == "__main__": |
| main() |
|
|