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canonical_manifest_final.json

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+{
+  "dataset": "phishing_email_curated",
+  "version": "v1",
+  "description": "Phishing Email Curated Datasets (Champa et al. 2024)",
+  "source_url": "https://doi.org/10.6084/m9.figshare.25437178.v1",
+  "generated_at": "2026-04-30T16:16:26.279487+00:00",
+  "status": "complete",
+  "phases_completed": [
+    1,
+    2
+  ],
+  "final_dataset": {
+    "rows": 181907,
+    "features": 53,
+    "label_mapping": {
+      "0": "legitimate",
+      "1": "phishing"
+    },
+    "outputs": {
+      "npz": "06_final\\email_clean.npz",
+      "X_npy": "06_final\\email_clean_X.npy",
+      "y_npy": "06_final\\email_clean_y.npy",
+      "metadata_parquet": "06_final\\email_clean_metadata.parquet"
+    }
+  },
+  "schema_mapping": {
+    "raw_to_standard": {
+      "record_id": "sample_id",
+      "sha256": "sha256",
+      "label": "label_int"
+    },
+    "raw_to_namespaced": {
+      "source_file": "email_source_file",
+      "sender": "email_sender",
+      "receiver": "email_receiver",
+      "date": "email_date",
+      "subject": "email_subject",
+      "urls_flag": "email_urls_flag",
+      "has_header": "email_has_header",
+      "id_source": "email_id_source"
+    },
+    "derived_columns": {
+      "label_str": {
+        "0": "legitimate",
+        "1": "phishing"
+      },
+      "timestamp": null
+    }
+  },
+  "policies": {
+    "phase1": {
+      "primary_hash": "sha256",
+      "secondary_hash": null,
+      "hash_type": "sha256",
+      "timestamp_policy": "timestamp missing is allowed for email datasets and flagged explicitly"
+    },
+    "phase2": {
+      "dataset": "phishing_email_curated",
+      "version": "v1",
+      "phase": 2,
+      "dedup_policy": {
+        "primary_key": "email_id_source",
+        "hash_key": "sha256",
+        "keep_strategy": "lowest_sample_id",
+        "rows_before": 217204,
+        "rows_after": 181907,
+        "rows_dropped": 35297,
+        "feature_duplicate_mode": "report_only_non_url_duplicates",
+        "remaining_non_url_feature_duplicate_groups": 956
+      },
+      "constant_feature_policy": {
+        "removed_constant_features": 0,
+        "features_after": 53
+      },
+      "alignment_check_note": "Post-dedup alignment check (Step 2.1C) is incorporated in Step 2.1B which verifies label_int consistency between y array and metadata before writing output.",
+      "missing_policy": {
+        "nonfinite_strategy": "fail_if_any",
+        "fill_value": 0.0,
+        "allow_nan": false,
+        "allow_inf": false,
+        "profile_summary_path": "C:\\Users\\vincenzo.m.russiello\\Desktop\\Documenti\\ACN\\AI Factory\\Phishing Email Curated Datasets\\Phishing Email Curated Datasets_cleaned\\05_reports\\phase2\\step_2_3A_summary.json",
+        "input_npz": "C:\\Users\\vincenzo.m.russiello\\Desktop\\Documenti\\ACN\\AI Factory\\Phishing Email Curated Datasets\\Phishing Email Curated Datasets_cleaned\\03_cleaned\\email_phase2_noconst.npz",
+        "input_metadata": "C:\\Users\\vincenzo.m.russiello\\Desktop\\Documenti\\ACN\\AI Factory\\Phishing Email Curated Datasets\\Phishing Email Curated Datasets_cleaned\\03_cleaned\\metadata_phase2_noconst.parquet"
+      },
+      "label_policy": {
+        "step": "2.4_final_label_normalization",
+        "final_label_mapping": {
+          "0": "legitimate",
+          "1": "phishing"
+        },
+        "incoming_label_mapping": {
+          "0": "legitimate",
+          "1": "phishing"
+        },
+        "require_alignment_between_y_and_metadata": true,
+        "fail_on_unknown_labels": true,
+        "input_npz": "C:\\Users\\vincenzo.m.russiello\\Desktop\\Documenti\\ACN\\AI Factory\\Phishing Email Curated Datasets\\Phishing Email Curated Datasets_cleaned\\03_cleaned\\email_phase2_nomissing.npz",
+        "input_metadata": "C:\\Users\\vincenzo.m.russiello\\Desktop\\Documenti\\ACN\\AI Factory\\Phishing Email Curated Datasets\\Phishing Email Curated Datasets_cleaned\\03_cleaned\\metadata_phase2_nomissing.parquet",
+        "input_label_mapping": "C:\\Users\\vincenzo.m.russiello\\Desktop\\Documenti\\ACN\\AI Factory\\Phishing Email Curated Datasets\\Phishing Email Curated Datasets_cleaned\\04_manifests\\label_mapping.json"
+      }
+    }
+  },
+  "phase1": {
+    "manifest_ref": "04_manifests\\canonical_manifest_phase1.json",
+    "summary": {
+      "rows": 217204,
+      "primary_hash": "sha256",
+      "hash_type": "sha256",
+      "label_mapping": {
+        "0": "legitimate",
+        "1": "phishing"
+      },
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+      "duplicate_url_norm_groups": 17919,
+      "duplicate_feature_fingerprint_groups": 9636,
+      "artifact_checks_passed": true
+    }
+  },
+  "phase2": {
+    "manifest_ref": "04_manifests\\canonical_manifest_phase2.json",
+    "summary": {
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+        "url_label_conflict_groups": 66,
+        "duplicate_feature_groups": 9636,
+        "feature_label_conflict_groups": 8
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+        "rows_after": 181907,
+        "rows_dropped": 35297,
+        "remaining_non_url_feature_duplicate_groups": 956,
+        "remaining_non_url_feature_duplicate_rows": 3392
+      },
+      "step_2_2B": {
+        "constant_features": 0,
+        "features_after": 53
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+      "step_2_3": {
+        "nonfinite_rows_profile": 0,
+        "nonfinite_rows_detected": 0,
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+      "step_2_4": {
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+          "1": 94570
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+        "label_mapping_changed": false
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+    }
+  },
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+      "path": "03_cleaned/email_phase2_labelnorm.npz",
+      "exists": true,
+      "size_bytes": 1246
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+    "phase2_labelnorm_X_npy": {
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+    "phase2_labelnorm_y_npy": {
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+      "exists": true,
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+    "phase2_labelnorm_metadata": {
+      "path": "03_cleaned/metadata_phase2_labelnorm.parquet",
+      "exists": true,
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+    },
+    "label_mapping_final": {
+      "path": "04_manifests/label_mapping_final.json",
+      "exists": true,
+      "size_bytes": 45
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+    "schema_mapping": {
+      "path": "04_manifests/schema_mapping.json",
+      "exists": true,
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+      "path": "04_manifests/policy_phase2_missing.json",
+      "exists": true,
+      "size_bytes": 740
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+    "policy_phase2_labels": {
+      "path": "04_manifests/policy_phase2_labels.json",
+      "exists": true,
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+    "feature_schema": {
+      "path": "04_manifests/email_feature_schema.json",
+      "exists": true,
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+    "final_npz": {
+      "path": "06_final\\email_clean.npz",
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+      "path": "06_final\\email_clean_X.npy",
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+      "exists": true,
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+    "quality_policy_json": {
+      "path": "04_manifests\\quality_policy.json",
+      "exists": true,
+      "size_bytes": 2452
+    },
+    "final_manifest_json": {
+      "path": "04_manifests\\canonical_manifest_final.json",
+      "exists": true,
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+  },
+  "environment": {
+    "python_version": "3.12.3 (tags/v3.12.3:f6650f9, Apr  9 2024, 14:05:25) [MSC v.1938 64 bit (AMD64)]",
+    "platform": "Windows-11-10.0.22631-SP0",
+    "hostname": "NAPGLOHCY7LS47M",
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+      "argon2-cffi==25.1.0",
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+      "asttokens==3.0.1",
+      "async-lru==2.3.0",
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+      "babel==2.18.0",
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+      "cachetools==5.5.2",
+      "certifi==2023.7.22",
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+      "charset-normalizer==3.3.0",
+      "click==8.1.7",
+      "colorama==0.4.6",
+      "comm==0.2.3",
+      "contourpy==1.3.2",
+      "cramjam==2.11.0",
+      "cycler==0.12.1",
+      "debugpy==1.8.20",
+      "decorator==5.2.1",
+      "defusedxml==0.7.1",
+      "Deprecated==1.2.15",
+      "enum34==1.1.10",
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+      "fastjsonschema==2.21.2",
+      "fastparquet==2026.3.0",
+      "filelock==3.16.1",
+      "fonttools==4.58.0",
+      "fqdn==1.5.1",
+      "fsspec==2024.12.0",
+      "future==1.0.0",
+      "google-api-core==2.25.0",
+      "google-api-python-client==2.172.0",
+      "google-auth==2.40.3",
+      "google-auth-httplib2==0.2.0",
+      "google-auth-oauthlib==1.2.2",
+      "googleapis-common-protos==1.70.0",
+      "greenlet==3.4.0",
+      "h11==0.16.0",
+      "httpcore==1.0.9",
+      "httplib2==0.22.0",
+      "httpx==0.28.1",
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+      "inflection==0.5.1",
+      "ipykernel==7.2.0",
+      "ipython==9.12.0"
+    ]
+  }
+}

email_clean.npz

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email_clean_X.npy

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email_clean_metadata.parquet

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+size 54643289

email_clean_y.npy

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