Datasets:
patient_id stringlengths 8 8 | input dict | plan listlengths 0 10 | trace unknown | estimated_residual_risk float64 0 0.2 | total_cost float64 0 1.1 | status stringclasses 2 values |
|---|---|---|---|---|---|---|
P-000000 | {
"risk_score": 0.3544,
"retok_prob": 0.1508,
"active_modalities": [
"text"
],
"budget": 1.3
} | [
{
"action": "mask_direct_id",
"priority": 8.6357,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 4.9347,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 3.0842,
"cost": 0.04... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"score_breakdown": {
"mask_direct_id": 8.6357,
"generalize_dob": 4.9347,
"suppress_geo": 3.0842
}
} | 0 | 0.12 | plan_ready |
P-000001 | {
"risk_score": 0.9051,
"retok_prob": 0.2147,
"active_modalities": [
"ehr"
],
"budget": 0.86
} | [
{
"action": "generalize_dob",
"priority": 8.1366,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 5.0854,
"cost": 0.04,
"risk_delta": 0.1,
"deps": []
},
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12... | {
"selected_actions": [
"generalize_dob",
"suppress_geo",
"cross_modal_unlink",
"drop_rare_code",
"audit_log_purge",
"k_anon_table"
],
"injected_deps": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"federated_noise"
],
"topo_order": [
"generalize_dob",
"suppress_geo",
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink",
"drop_rare_code",
"federated_noise",
"audit_log_purge",
"k_anon_table"
],
"score_breakdown": {
"generalize_dob": 8.1366,
"suppress_geo": 5.0854,
"redact_image_face": 0.01,
"strip_audio_voice": 0.01,
"mask_direct_id": 0.01,
"cross_modal_unlink": 3.1642,
"drop_rare_code": 3.0512,
"federated_noise": 0.01,
"audit_log_purge": 3.0512,
"k_anon_table": 2.2376
}
} | 0 | 1.1 | plan_ready |
P-000002 | {
"risk_score": 0.1056,
"retok_prob": 0.5655,
"active_modalities": [
"text",
"audio"
],
"budget": 1.04
} | [] | {
"selected_actions": [],
"injected_deps": [],
"topo_order": []
} | 0.1056 | 0 | below_threshold |
P-000003 | {
"risk_score": 0.1752,
"retok_prob": 0.4191,
"active_modalities": [
"audio"
],
"budget": 1.02
} | [] | {
"selected_actions": [],
"injected_deps": [],
"topo_order": []
} | 0.1752 | 0 | below_threshold |
P-000004 | {
"risk_score": 0.1469,
"retok_prob": 0.5712,
"active_modalities": [
"audio",
"text"
],
"budget": 1
} | [] | {
"selected_actions": [],
"injected_deps": [],
"topo_order": []
} | 0.1469 | 0 | below_threshold |
P-000005 | {
"risk_score": 0.4519,
"retok_prob": 0.3141,
"active_modalities": [
"audio",
"image",
"text",
"ehr"
],
"budget": 1.17
} | [
{
"action": "mask_direct_id",
"priority": 8.271,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 4.7263,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 2.9539,
"cost": 0.04,... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"score_breakdown": {
"mask_direct_id": 8.271,
"generalize_dob": 4.7263,
"suppress_geo": 2.9539
}
} | 0 | 0.12 | plan_ready |
P-000006 | {
"risk_score": 0.3207,
"retok_prob": 0.9802,
"active_modalities": [
"ehr"
],
"budget": 0.58
} | [
{
"action": "generalize_dob",
"priority": 5.5498,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 3.4686,
"cost": 0.04,
"risk_delta": 0.1,
"deps": []
},
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12... | {
"selected_actions": [
"generalize_dob",
"suppress_geo",
"cross_modal_unlink"
],
"injected_deps": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id"
],
"topo_order": [
"generalize_dob",
"suppress_geo",
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink"
],
"score_breakdown": {
"generalize_dob": 5.5498,
"suppress_geo": 3.4686,
"redact_image_face": 0.01,
"strip_audio_voice": 0.01,
"mask_direct_id": 0.01,
"cross_modal_unlink": 2.1582
}
} | 0 | 0.57 | plan_ready |
P-000007 | {
"risk_score": 0.4464,
"retok_prob": 0.962,
"active_modalities": [
"audio"
],
"budget": 0.77
} | [
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12,
"risk_delta": 0.2,
"deps": []
},
{
"action": "strip_audio_voice",
"priority": 0.01,
"cost": 0.15,
"risk_delta": 0.18,
"deps": []
},
{
"action": "mask_direct_id",
"priority": 0.01,
"cost": 0.0... | {
"selected_actions": [
"cross_modal_unlink"
],
"injected_deps": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id"
],
"topo_order": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink"
],
"score_breakdown": {
"redact_image_face": 0.01,
"strip_audio_voice": 0.01,
"mask_direct_id": 0.01,
"cross_modal_unlink": 2.0985
}
} | 0 | 0.5 | plan_ready |
P-000008 | {
"risk_score": 0.7991,
"retok_prob": 0.0688,
"active_modalities": [
"audio"
],
"budget": 0.92
} | [
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12,
"risk_delta": 0.2,
"deps": []
},
{
"action": "strip_audio_voice",
"priority": 1.9302,
"cost": 0.15,
"risk_delta": 0.18,
"deps": []
},
{
"action": "mask_direct_id",
"priority": 0.01,
"cost": 0... | {
"selected_actions": [
"cross_modal_unlink",
"audit_log_purge",
"strip_audio_voice",
"anon_audio_content"
],
"injected_deps": [
"redact_image_face",
"mask_direct_id",
"federated_noise"
],
"topo_order": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink",
"federated_noise",
"audit_log_purge",
"anon_audio_content"
],
"score_breakdown": {
"redact_image_face": 0.01,
"strip_audio_voice": 1.9302000000000001,
"mask_direct_id": 0.01,
"cross_modal_unlink": 2.5022,
"federated_noise": 0.01,
"audit_log_purge": 2.4128,
"anon_audio_content": 1.9302000000000001
}
} | 0 | 0.87 | plan_ready |
P-000009 | {
"risk_score": 0.107,
"retok_prob": 0.7015,
"active_modalities": [
"audio",
"ehr",
"image",
"text"
],
"budget": 0.42
} | [] | {
"selected_actions": [],
"injected_deps": [],
"topo_order": []
} | 0.107 | 0 | below_threshold |
P-000010 | {
"risk_score": 0.4175,
"retok_prob": 0.8714,
"active_modalities": [
"image"
],
"budget": 0.89
} | [
{
"action": "mask_direct_id",
"priority": 7.8915,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12,
"risk_delta": 0.2,
"deps": []
},
{
"action": "redact_image_tag",
"priority": 1.9729,
"cost": ... | {
"selected_actions": [
"mask_direct_id",
"redact_image_tag"
],
"injected_deps": [
"redact_image_face"
],
"topo_order": [
"mask_direct_id",
"redact_image_face",
"redact_image_tag"
],
"score_breakdown": {
"mask_direct_id": 7.8915,
"redact_image_face": 0.01,
"redact_image_tag": 1.9729
}
} | 0 | 0.25 | plan_ready |
P-000011 | {
"risk_score": 0.8804,
"retok_prob": 0.8193,
"active_modalities": [
"ehr",
"image",
"audio"
],
"budget": 1.45
} | [
{
"action": "mask_direct_id",
"priority": 11.3351,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 6.2073,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 3.8796,
"cost": 0.0... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"suppress_geo",
"redact_image_tag"
],
"injected_deps": [
"redact_image_face"
],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"suppress_geo",
"redact_image_face",
"redact_image_tag"
],
"score_breakdown": {
"mask_direct_id": 11.3351,
"generalize_dob": 6.2073,
"suppress_geo": 3.8796,
"redact_image_face": 0.01,
"redact_image_tag": 2.8338
}
} | 0 | 0.32 | plan_ready |
P-000012 | {
"risk_score": 0.6038,
"retok_prob": 0.2627,
"active_modalities": [
"image"
],
"budget": 0.86
} | [
{
"action": "mask_direct_id",
"priority": 11.6847,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12,
"risk_delta": 0.2,
"deps": []
},
{
"action": "redact_image_tag",
"priority": 2.9212,
"cost":... | {
"selected_actions": [
"mask_direct_id",
"redact_image_tag"
],
"injected_deps": [
"redact_image_face"
],
"topo_order": [
"mask_direct_id",
"redact_image_face",
"redact_image_tag"
],
"score_breakdown": {
"mask_direct_id": 11.6847,
"redact_image_face": 0.01,
"redact_image_tag": 2.9212
}
} | 0 | 0.25 | plan_ready |
P-000013 | {
"risk_score": 0.9459,
"retok_prob": 0.6905,
"active_modalities": [
"ehr"
],
"budget": 1.39
} | [
{
"action": "generalize_dob",
"priority": 6.9825,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 4.3641,
"cost": 0.04,
"risk_delta": 0.1,
"deps": []
},
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12... | {
"selected_actions": [
"generalize_dob",
"suppress_geo",
"cross_modal_unlink",
"drop_rare_code",
"audit_log_purge",
"k_anon_table"
],
"injected_deps": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"federated_noise"
],
"topo_order": [
"generalize_dob",
"suppress_geo",
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink",
"drop_rare_code",
"federated_noise",
"audit_log_purge",
"k_anon_table"
],
"score_breakdown": {
"generalize_dob": 6.9825,
"suppress_geo": 4.3641,
"redact_image_face": 0.01,
"strip_audio_voice": 0.01,
"mask_direct_id": 0.01,
"cross_modal_unlink": 2.7154,
"drop_rare_code": 2.6184000000000003,
"federated_noise": 0.01,
"audit_log_purge": 2.6184000000000003,
"k_anon_table": 1.9202
}
} | 0 | 1.1 | plan_ready |
P-000014 | {
"risk_score": 0.872,
"retok_prob": 0.7979,
"active_modalities": [
"ehr",
"image",
"audio",
"text"
],
"budget": 0.93
} | [
{
"action": "mask_direct_id",
"priority": 17.5116,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 8.1933,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "retokenize_text",
"priority": 5.3018,
"cost": ... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"retokenize_text",
"suppress_geo"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"retokenize_text",
"suppress_geo"
],
"score_breakdown": {
"mask_direct_id": 17.5116,
"generalize_dob": 8.1933,
"retokenize_text": 5.3018,
"suppress_geo": 5.1208
}
} | 0.192 | 0.21 | plan_ready |
P-000015 | {
"risk_score": 0.1462,
"retok_prob": 0.5668,
"active_modalities": [
"audio"
],
"budget": 1.08
} | [] | {
"selected_actions": [],
"injected_deps": [],
"topo_order": []
} | 0.1462 | 0 | below_threshold |
P-000016 | {
"risk_score": 0.4037,
"retok_prob": 0.6344,
"active_modalities": [
"audio",
"image",
"text"
],
"budget": 0.53
} | [
{
"action": "mask_direct_id",
"priority": 7.7333,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 4.419,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "retokenize_text",
"priority": 3.1915,
"cost": 0.... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"retokenize_text"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"retokenize_text"
],
"score_breakdown": {
"mask_direct_id": 7.7333,
"generalize_dob": 4.419,
"retokenize_text": 3.1915
}
} | 0 | 0.17 | plan_ready |
P-000017 | {
"risk_score": 0.3431,
"retok_prob": 0.1441,
"active_modalities": [
"audio",
"image",
"text"
],
"budget": 0.97
} | [
{
"action": "mask_direct_id",
"priority": 8.9508,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 3.9959,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 2.4974,
"cost": 0.04... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"score_breakdown": {
"mask_direct_id": 8.950800000000001,
"generalize_dob": 3.9959,
"suppress_geo": 2.4974
}
} | 0 | 0.12 | plan_ready |
P-000018 | {
"risk_score": 0.7627,
"retok_prob": 0.2981,
"active_modalities": [
"audio"
],
"budget": 0.97
} | [
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12,
"risk_delta": 0.2,
"deps": []
},
{
"action": "strip_audio_voice",
"priority": 1.8857,
"cost": 0.15,
"risk_delta": 0.18,
"deps": []
},
{
"action": "mask_direct_id",
"priority": 0.01,
"cost": 0... | {
"selected_actions": [
"cross_modal_unlink",
"audit_log_purge",
"strip_audio_voice",
"anon_audio_content"
],
"injected_deps": [
"redact_image_face",
"mask_direct_id",
"federated_noise"
],
"topo_order": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink",
"federated_noise",
"audit_log_purge",
"anon_audio_content"
],
"score_breakdown": {
"redact_image_face": 0.01,
"strip_audio_voice": 1.8857,
"mask_direct_id": 0.01,
"cross_modal_unlink": 2.4444,
"federated_noise": 0.01,
"audit_log_purge": 2.3571,
"anon_audio_content": 1.8857
}
} | 0 | 0.87 | plan_ready |
P-000019 | {
"risk_score": 0.3844,
"retok_prob": 0.2228,
"active_modalities": [
"image",
"audio",
"text"
],
"budget": 1.29
} | [
{
"action": "mask_direct_id",
"priority": 8.7068,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 4.9753,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 3.1096,
"cost": 0.04... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"score_breakdown": {
"mask_direct_id": 8.7068,
"generalize_dob": 4.9753,
"suppress_geo": 3.1096
}
} | 0 | 0.12 | plan_ready |
P-000020 | {
"risk_score": 0.3842,
"retok_prob": 0.029,
"active_modalities": [
"audio"
],
"budget": 0.92
} | [
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12,
"risk_delta": 0.2,
"deps": []
},
{
"action": "strip_audio_voice",
"priority": 0.01,
"cost": 0.15,
"risk_delta": 0.18,
"deps": []
},
{
"action": "mask_direct_id",
"priority": 0.01,
"cost": 0.0... | {
"selected_actions": [
"cross_modal_unlink"
],
"injected_deps": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id"
],
"topo_order": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink"
],
"score_breakdown": {
"redact_image_face": 0.01,
"strip_audio_voice": 0.01,
"mask_direct_id": 0.01,
"cross_modal_unlink": 2.0343
}
} | 0 | 0.5 | plan_ready |
P-000021 | {
"risk_score": 0.3736,
"retok_prob": 0.8086,
"active_modalities": [
"audio",
"text",
"ehr"
],
"budget": 0.51
} | [
{
"action": "mask_direct_id",
"priority": 8.4078,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 4.8045,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "retokenize_text",
"priority": 3.2241,
"cost": 0... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"retokenize_text"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"retokenize_text"
],
"score_breakdown": {
"mask_direct_id": 8.4078,
"generalize_dob": 4.8045,
"retokenize_text": 3.2241
}
} | 0 | 0.17 | plan_ready |
P-000022 | {
"risk_score": 0.6236,
"retok_prob": 0.0019,
"active_modalities": [
"text",
"audio",
"ehr"
],
"budget": 1.4
} | [
{
"action": "mask_direct_id",
"priority": 9.9076,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 5.6615,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 3.5384,
"cost": 0.04... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"suppress_geo"
],
"injected_deps": [],
"topo_order": [
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P-000023 | {
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P-000028 | {
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P-000030 | {
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P-000031 | {
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P-000032 | {
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P-000033 | {
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P-000034 | {
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P-000035 | {
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P-000037 | {
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P-000038 | {
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P-000039 | {
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P-000040 | {
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P-000041 | {
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P-000042 | {
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P-000043 | {
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P-000044 | {
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P-000045 | {
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P-000046 | {
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P-000059 | {
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P-000062 | {
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P-000063 | {
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P-000064 | {
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P-000065 | {
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P-000066 | {
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P-000067 | {
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P-000068 | {
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P-000069 | {
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P-000087 | {
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P-000088 | {
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P-000089 | {
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P-000090 | {
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P-000091 | {
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P-000092 | {
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P-000093 | {
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"suppress_geo": 4.0724,
"redact_image_face": 0.01,
"redact_image_tag": 3.2782999999999998
}
} | 0 | 0.32 | plan_ready |
P-000094 | {
"risk_score": 0.7981,
"retok_prob": 0.664,
"active_modalities": [
"text",
"audio"
],
"budget": 0.58
} | [
{
"action": "mask_direct_id",
"priority": 11.2528,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 6.4301,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "retokenize_text",
"priority": 4.644,
"cost": 0... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"retokenize_text",
"suppress_geo"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"retokenize_text",
"suppress_geo"
],
"score_breakdown": {
"mask_direct_id": 11.2528,
"generalize_dob": 6.4301,
"retokenize_text": 4.644,
"suppress_geo": 4.0188
}
} | 0.1181 | 0.21 | plan_ready |
P-000095 | {
"risk_score": 0.3163,
"retok_prob": 0.3076,
"active_modalities": [
"audio"
],
"budget": 1.22
} | [
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12,
"risk_delta": 0.2,
"deps": []
},
{
"action": "strip_audio_voice",
"priority": 0.01,
"cost": 0.15,
"risk_delta": 0.18,
"deps": []
},
{
"action": "mask_direct_id",
"priority": 0.01,
"cost": 0.0... | {
"selected_actions": [
"cross_modal_unlink"
],
"injected_deps": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id"
],
"topo_order": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink"
],
"score_breakdown": {
"redact_image_face": 0.01,
"strip_audio_voice": 0.01,
"mask_direct_id": 0.01,
"cross_modal_unlink": 1.4752
}
} | 0 | 0.5 | plan_ready |
P-000096 | {
"risk_score": 0.4392,
"retok_prob": 0.0182,
"active_modalities": [
"image",
"ehr",
"audio"
],
"budget": 0.62
} | [
{
"action": "mask_direct_id",
"priority": 11.6306,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 4.6476,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "redact_image_face",
"priority": 0.01,
"cost": ... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"redact_image_tag"
],
"injected_deps": [
"redact_image_face"
],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"redact_image_face",
"redact_image_tag"
],
"score_breakdown": {
"mask_direct_id": 11.6306,
"generalize_dob": 4.6476,
"redact_image_face": 0.01,
"redact_image_tag": 2.9077
}
} | 0 | 0.28 | plan_ready |
P-000097 | {
"risk_score": 0.4318,
"retok_prob": 0.8828,
"active_modalities": [
"image",
"text",
"audio",
"ehr"
],
"budget": 1.01
} | [
{
"action": "mask_direct_id",
"priority": 8.0518,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "generalize_dob",
"priority": 5.2912,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "retokenize_text",
"priority": 3.323,
"cost": 0.... | {
"selected_actions": [
"mask_direct_id",
"generalize_dob",
"retokenize_text"
],
"injected_deps": [],
"topo_order": [
"mask_direct_id",
"generalize_dob",
"retokenize_text"
],
"score_breakdown": {
"mask_direct_id": 8.0518,
"generalize_dob": 5.2912,
"retokenize_text": 3.323
}
} | 0 | 0.17 | plan_ready |
P-000098 | {
"risk_score": 0.1871,
"retok_prob": 0.2833,
"active_modalities": [
"text",
"ehr"
],
"budget": 0.82
} | [] | {
"selected_actions": [],
"injected_deps": [],
"topo_order": []
} | 0.1871 | 0 | below_threshold |
P-000099 | {
"risk_score": 0.8064,
"retok_prob": 0.3016,
"active_modalities": [
"ehr"
],
"budget": 0.75
} | [
{
"action": "generalize_dob",
"priority": 6.4633,
"cost": 0.03,
"risk_delta": 0.12,
"deps": []
},
{
"action": "suppress_geo",
"priority": 4.0395,
"cost": 0.04,
"risk_delta": 0.1,
"deps": []
},
{
"action": "redact_image_face",
"priority": 0.01,
"cost": 0.12... | {
"selected_actions": [
"generalize_dob",
"suppress_geo",
"cross_modal_unlink",
"drop_rare_code",
"audit_log_purge"
],
"injected_deps": [
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"federated_noise"
],
"topo_order": [
"generalize_dob",
"suppress_geo",
"redact_image_face",
"strip_audio_voice",
"mask_direct_id",
"cross_modal_unlink",
"drop_rare_code",
"federated_noise",
"audit_log_purge"
],
"score_breakdown": {
"generalize_dob": 6.4633,
"suppress_geo": 4.0395,
"redact_image_face": 0.01,
"strip_audio_voice": 0.01,
"mask_direct_id": 0.01,
"cross_modal_unlink": 2.5135,
"drop_rare_code": 2.4237,
"federated_noise": 0.01,
"audit_log_purge": 2.4237
}
} | 0 | 0.9 | plan_ready |
End of preview. Expand
in Data Studio
dag-remediation-traces
Author: Venkata Krishna Azith Teja Ganti Part of the ExposureGuard PHI Re-identification Risk Ecosystem
Input/output execution traces for the ExposureGuard-DAGPlanner. Each record pairs a patient risk profile with the full DAG planning trace: which actions were selected, which dependency injections occurred, the topological execution order, and the final residual risk and cost.
Use this dataset to train or benchmark alternative remediation planners, evaluate cost/risk tradeoffs, or study DAG construction under budget constraints across multi-modal clinical records.
Dataset Description
Records are generated by running the DAGPlanner over sampled risk profiles with random modality combinations, budgets, and modality urgency weights. The trace field exposes the internal scoring and ordering decisions, making this suitable for imitation learning or policy distillation on top of the planner.
Splits
| Split | Records |
|---|---|
| train | 6,000 |
| test | 1,500 |
Status Distribution (train)
| Status | Count |
|---|---|
| plan_ready | ~5,051 |
| below_threshold | ~949 |
Average actions per plan: 3.47 Average residual risk: 0.042
Schema
{
"patient_id": "P-000001",
"input": {
"risk_score": 0.74,
"retok_prob": 0.68,
"active_modalities": ["text", "image", "ehr"],
"budget": 1.0
},
"plan": [
{
"action": "mask_direct_id",
"priority": 10.8329,
"cost": 0.05,
"risk_delta": 0.35,
"deps": []
},
{
"action": "retokenize_text",
"priority": 4.4707,
"cost": 0.09,
"risk_delta": 0.11,
"deps": ["mask_direct_id"]
}
],
"trace": {
"selected_actions": ["mask_direct_id", "retokenize_text"],
"injected_deps": [],
"topo_order": ["mask_direct_id", "retokenize_text"],
"score_breakdown": {
"mask_direct_id": 10.8329,
"retokenize_text": 4.4707
}
},
"estimated_residual_risk": 0.16,
"total_cost": 0.17,
"status": "plan_ready"
}
Action Catalog (14 actions)
Covers: text, image, audio, ehr modalities.
Actions include: mask_direct_id, cross_modal_unlink, k_anon_table, redact_image_face, strip_audio_voice, federated_noise, retokenize_text, generalize_dob, suppress_geo, anon_audio_content, redact_image_tag, drop_rare_code, perturb_numerics, audit_log_purge.
Related Models
| Model | Role |
|---|---|
| vkatg/exposureguard-dagplanner | Model trained/evaluated on this dataset |
| vkatg/exposureguard-fedcrdt-distill | Produces risk_score and retok_prob inputs |
| vkatg/exposureguard-dcpg-encoder | Alternative source of risk_score |
Related Datasets
Citation
@misc{ganti2025exposureguard,
title = {ExposureGuard: Cross-Modal PHI Re-identification Risk Scoring with DCPG and Federated CRDT Distillation},
author = {Ganti, Venkata Krishna Azith Teja},
year = {2025},
doi = {10.5281/zenodo.18865882},
howpublished = {\url{https://huggingface.co/vkatg}}
}
License
MIT. Fully synthetic data. Contains no real patient information.
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