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gretel-pii-ready/bert-bioes-bert-base-multilingual-cased/config.json

@@ -0,0 +1,372 @@
+{
+  "architectures": [
+    "BertForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "dtype": "float32",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-ACCOUNT_NUMBER",
+    "2": "I-ACCOUNT_NUMBER",
+    "3": "E-ACCOUNT_NUMBER",
+    "4": "S-ACCOUNT_NUMBER",
+    "5": "B-ADDRESS",
+    "6": "I-ADDRESS",
+    "7": "E-ADDRESS",
+    "8": "S-ADDRESS",
+    "9": "B-API_KEY",
+    "10": "I-API_KEY",
+    "11": "E-API_KEY",
+    "12": "S-API_KEY",
+    "13": "B-BANK_ROUTING_NUMBER",
+    "14": "I-BANK_ROUTING_NUMBER",
+    "15": "E-BANK_ROUTING_NUMBER",
+    "16": "S-BANK_ROUTING_NUMBER",
+    "17": "B-BIOMETRIC_IDENTIFIER",
+    "18": "I-BIOMETRIC_IDENTIFIER",
+    "19": "E-BIOMETRIC_IDENTIFIER",
+    "20": "S-BIOMETRIC_IDENTIFIER",
+    "21": "B-CERTIFICATE_LICENSE_NUMBER",
+    "22": "I-CERTIFICATE_LICENSE_NUMBER",
+    "23": "E-CERTIFICATE_LICENSE_NUMBER",
+    "24": "S-CERTIFICATE_LICENSE_NUMBER",
+    "25": "B-CITY",
+    "26": "I-CITY",
+    "27": "E-CITY",
+    "28": "S-CITY",
+    "29": "B-COMPANY_NAME",
+    "30": "I-COMPANY_NAME",
+    "31": "E-COMPANY_NAME",
+    "32": "S-COMPANY_NAME",
+    "33": "B-COORDINATE",
+    "34": "I-COORDINATE",
+    "35": "E-COORDINATE",
+    "36": "S-COORDINATE",
+    "37": "B-COUNTRY",
+    "38": "I-COUNTRY",
+    "39": "E-COUNTRY",
+    "40": "S-COUNTRY",
+    "41": "B-CREDIT_CARD_NUMBER",
+    "42": "I-CREDIT_CARD_NUMBER",
+    "43": "E-CREDIT_CARD_NUMBER",
+    "44": "S-CREDIT_CARD_NUMBER",
+    "45": "B-CUSTOMER_ID",
+    "46": "I-CUSTOMER_ID",
+    "47": "E-CUSTOMER_ID",
+    "48": "S-CUSTOMER_ID",
+    "49": "B-CVV",
+    "50": "I-CVV",
+    "51": "E-CVV",
+    "52": "S-CVV",
+    "53": "B-DATE",
+    "54": "I-DATE",
+    "55": "E-DATE",
+    "56": "S-DATE",
+    "57": "B-DATE_OF_BIRTH",
+    "58": "I-DATE_OF_BIRTH",
+    "59": "E-DATE_OF_BIRTH",
+    "60": "S-DATE_OF_BIRTH",
+    "61": "B-DATE_TIME",
+    "62": "I-DATE_TIME",
+    "63": "E-DATE_TIME",
+    "64": "S-DATE_TIME",
+    "65": "B-DEVICE_IDENTIFIER",
+    "66": "I-DEVICE_IDENTIFIER",
+    "67": "E-DEVICE_IDENTIFIER",
+    "68": "S-DEVICE_IDENTIFIER",
+    "69": "B-EMAIL",
+    "70": "I-EMAIL",
+    "71": "E-EMAIL",
+    "72": "S-EMAIL",
+    "73": "B-EMPLOYEE_ID",
+    "74": "I-EMPLOYEE_ID",
+    "75": "E-EMPLOYEE_ID",
+    "76": "S-EMPLOYEE_ID",
+    "77": "B-FIRST_NAME",
+    "78": "I-FIRST_NAME",
+    "79": "E-FIRST_NAME",
+    "80": "S-FIRST_NAME",
+    "81": "B-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "82": "I-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "83": "E-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "84": "S-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "85": "B-IPV4",
+    "86": "I-IPV4",
+    "87": "E-IPV4",
+    "88": "S-IPV4",
+    "89": "B-IPV6",
+    "90": "I-IPV6",
+    "91": "E-IPV6",
+    "92": "S-IPV6",
+    "93": "B-LAST_NAME",
+    "94": "I-LAST_NAME",
+    "95": "E-LAST_NAME",
+    "96": "S-LAST_NAME",
+    "97": "B-LICENSE_PLATE",
+    "98": "I-LICENSE_PLATE",
+    "99": "E-LICENSE_PLATE",
+    "100": "S-LICENSE_PLATE",
+    "101": "B-MEDICAL_RECORD_NUMBER",
+    "102": "I-MEDICAL_RECORD_NUMBER",
+    "103": "E-MEDICAL_RECORD_NUMBER",
+    "104": "S-MEDICAL_RECORD_NUMBER",
+    "105": "B-NAME",
+    "106": "I-NAME",
+    "107": "E-NAME",
+    "108": "S-NAME",
+    "109": "B-NATIONAL_ID",
+    "110": "I-NATIONAL_ID",
+    "111": "E-NATIONAL_ID",
+    "112": "S-NATIONAL_ID",
+    "113": "B-PASSWORD",
+    "114": "I-PASSWORD",
+    "115": "E-PASSWORD",
+    "116": "S-PASSWORD",
+    "117": "B-PHONE_NUMBER",
+    "118": "I-PHONE_NUMBER",
+    "119": "E-PHONE_NUMBER",
+    "120": "S-PHONE_NUMBER",
+    "121": "B-PIN",
+    "122": "I-PIN",
+    "123": "E-PIN",
+    "124": "S-PIN",
+    "125": "B-POSTCODE",
+    "126": "I-POSTCODE",
+    "127": "E-POSTCODE",
+    "128": "S-POSTCODE",
+    "129": "B-SSN",
+    "130": "I-SSN",
+    "131": "E-SSN",
+    "132": "S-SSN",
+    "133": "B-STATE",
+    "134": "I-STATE",
+    "135": "E-STATE",
+    "136": "S-STATE",
+    "137": "B-STREET_ADDRESS",
+    "138": "I-STREET_ADDRESS",
+    "139": "E-STREET_ADDRESS",
+    "140": "S-STREET_ADDRESS",
+    "141": "B-SWIFT_BIC",
+    "142": "I-SWIFT_BIC",
+    "143": "E-SWIFT_BIC",
+    "144": "S-SWIFT_BIC",
+    "145": "B-TAX_ID",
+    "146": "I-TAX_ID",
+    "147": "E-TAX_ID",
+    "148": "S-TAX_ID",
+    "149": "B-TIME",
+    "150": "I-TIME",
+    "151": "E-TIME",
+    "152": "S-TIME",
+    "153": "B-UNIQUE_IDENTIFIER",
+    "154": "I-UNIQUE_IDENTIFIER",
+    "155": "E-UNIQUE_IDENTIFIER",
+    "156": "S-UNIQUE_IDENTIFIER",
+    "157": "B-URL",
+    "158": "I-URL",
+    "159": "E-URL",
+    "160": "S-URL",
+    "161": "B-USER_NAME",
+    "162": "I-USER_NAME",
+    "163": "E-USER_NAME",
+    "164": "S-USER_NAME",
+    "165": "B-VEHICLE_IDENTIFIER",
+    "166": "I-VEHICLE_IDENTIFIER",
+    "167": "E-VEHICLE_IDENTIFIER",
+    "168": "S-VEHICLE_IDENTIFIER"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-ACCOUNT_NUMBER": 1,
+    "B-ADDRESS": 5,
+    "B-API_KEY": 9,
+    "B-BANK_ROUTING_NUMBER": 13,
+    "B-BIOMETRIC_IDENTIFIER": 17,
+    "B-CERTIFICATE_LICENSE_NUMBER": 21,
+    "B-CITY": 25,
+    "B-COMPANY_NAME": 29,
+    "B-COORDINATE": 33,
+    "B-COUNTRY": 37,
+    "B-CREDIT_CARD_NUMBER": 41,
+    "B-CUSTOMER_ID": 45,
+    "B-CVV": 49,
+    "B-DATE": 53,
+    "B-DATE_OF_BIRTH": 57,
+    "B-DATE_TIME": 61,
+    "B-DEVICE_IDENTIFIER": 65,
+    "B-EMAIL": 69,
+    "B-EMPLOYEE_ID": 73,
+    "B-FIRST_NAME": 77,
+    "B-HEALTH_PLAN_BENEFICIARY_NUMBER": 81,
+    "B-IPV4": 85,
+    "B-IPV6": 89,
+    "B-LAST_NAME": 93,
+    "B-LICENSE_PLATE": 97,
+    "B-MEDICAL_RECORD_NUMBER": 101,
+    "B-NAME": 105,
+    "B-NATIONAL_ID": 109,
+    "B-PASSWORD": 113,
+    "B-PHONE_NUMBER": 117,
+    "B-PIN": 121,
+    "B-POSTCODE": 125,
+    "B-SSN": 129,
+    "B-STATE": 133,
+    "B-STREET_ADDRESS": 137,
+    "B-SWIFT_BIC": 141,
+    "B-TAX_ID": 145,
+    "B-TIME": 149,
+    "B-UNIQUE_IDENTIFIER": 153,
+    "B-URL": 157,
+    "B-USER_NAME": 161,
+    "B-VEHICLE_IDENTIFIER": 165,
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+    "E-ADDRESS": 7,
+    "E-API_KEY": 11,
+    "E-BANK_ROUTING_NUMBER": 15,
+    "E-BIOMETRIC_IDENTIFIER": 19,
+    "E-CERTIFICATE_LICENSE_NUMBER": 23,
+    "E-CITY": 27,
+    "E-COMPANY_NAME": 31,
+    "E-COORDINATE": 35,
+    "E-COUNTRY": 39,
+    "E-CREDIT_CARD_NUMBER": 43,
+    "E-CUSTOMER_ID": 47,
+    "E-CVV": 51,
+    "E-DATE": 55,
+    "E-DATE_OF_BIRTH": 59,
+    "E-DATE_TIME": 63,
+    "E-DEVICE_IDENTIFIER": 67,
+    "E-EMAIL": 71,
+    "E-EMPLOYEE_ID": 75,
+    "E-FIRST_NAME": 79,
+    "E-HEALTH_PLAN_BENEFICIARY_NUMBER": 83,
+    "E-IPV4": 87,
+    "E-IPV6": 91,
+    "E-LAST_NAME": 95,
+    "E-LICENSE_PLATE": 99,
+    "E-MEDICAL_RECORD_NUMBER": 103,
+    "E-NAME": 107,
+    "E-NATIONAL_ID": 111,
+    "E-PASSWORD": 115,
+    "E-PHONE_NUMBER": 119,
+    "E-PIN": 123,
+    "E-POSTCODE": 127,
+    "E-SSN": 131,
+    "E-STATE": 135,
+    "E-STREET_ADDRESS": 139,
+    "E-SWIFT_BIC": 143,
+    "E-TAX_ID": 147,
+    "E-TIME": 151,
+    "E-UNIQUE_IDENTIFIER": 155,
+    "E-URL": 159,
+    "E-USER_NAME": 163,
+    "E-VEHICLE_IDENTIFIER": 167,
+    "I-ACCOUNT_NUMBER": 2,
+    "I-ADDRESS": 6,
+    "I-API_KEY": 10,
+    "I-BANK_ROUTING_NUMBER": 14,
+    "I-BIOMETRIC_IDENTIFIER": 18,
+    "I-CERTIFICATE_LICENSE_NUMBER": 22,
+    "I-CITY": 26,
+    "I-COMPANY_NAME": 30,
+    "I-COORDINATE": 34,
+    "I-COUNTRY": 38,
+    "I-CREDIT_CARD_NUMBER": 42,
+    "I-CUSTOMER_ID": 46,
+    "I-CVV": 50,
+    "I-DATE": 54,
+    "I-DATE_OF_BIRTH": 58,
+    "I-DATE_TIME": 62,
+    "I-DEVICE_IDENTIFIER": 66,
+    "I-EMAIL": 70,
+    "I-EMPLOYEE_ID": 74,
+    "I-FIRST_NAME": 78,
+    "I-HEALTH_PLAN_BENEFICIARY_NUMBER": 82,
+    "I-IPV4": 86,
+    "I-IPV6": 90,
+    "I-LAST_NAME": 94,
+    "I-LICENSE_PLATE": 98,
+    "I-MEDICAL_RECORD_NUMBER": 102,
+    "I-NAME": 106,
+    "I-NATIONAL_ID": 110,
+    "I-PASSWORD": 114,
+    "I-PHONE_NUMBER": 118,
+    "I-PIN": 122,
+    "I-POSTCODE": 126,
+    "I-SSN": 130,
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+    "I-URL": 158,
+    "I-USER_NAME": 162,
+    "I-VEHICLE_IDENTIFIER": 166,
+    "O": 0,
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+    "S-API_KEY": 12,
+    "S-BANK_ROUTING_NUMBER": 16,
+    "S-BIOMETRIC_IDENTIFIER": 20,
+    "S-CERTIFICATE_LICENSE_NUMBER": 24,
+    "S-CITY": 28,
+    "S-COMPANY_NAME": 32,
+    "S-COORDINATE": 36,
+    "S-COUNTRY": 40,
+    "S-CREDIT_CARD_NUMBER": 44,
+    "S-CUSTOMER_ID": 48,
+    "S-CVV": 52,
+    "S-DATE": 56,
+    "S-DATE_OF_BIRTH": 60,
+    "S-DATE_TIME": 64,
+    "S-DEVICE_IDENTIFIER": 68,
+    "S-EMAIL": 72,
+    "S-EMPLOYEE_ID": 76,
+    "S-FIRST_NAME": 80,
+    "S-HEALTH_PLAN_BENEFICIARY_NUMBER": 84,
+    "S-IPV4": 88,
+    "S-IPV6": 92,
+    "S-LAST_NAME": 96,
+    "S-LICENSE_PLATE": 100,
+    "S-MEDICAL_RECORD_NUMBER": 104,
+    "S-NAME": 108,
+    "S-NATIONAL_ID": 112,
+    "S-PASSWORD": 116,
+    "S-PHONE_NUMBER": 120,
+    "S-PIN": 124,
+    "S-POSTCODE": 128,
+    "S-SSN": 132,
+    "S-STATE": 136,
+    "S-STREET_ADDRESS": 140,
+    "S-SWIFT_BIC": 144,
+    "S-TAX_ID": 148,
+    "S-TIME": 152,
+    "S-UNIQUE_IDENTIFIER": 156,
+    "S-URL": 160,
+    "S-USER_NAME": 164,
+    "S-VEHICLE_IDENTIFIER": 168
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "pooler_fc_size": 768,
+  "pooler_num_attention_heads": 12,
+  "pooler_num_fc_layers": 3,
+  "pooler_size_per_head": 128,
+  "pooler_type": "first_token_transform",
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.57.6",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 119547
+}

gretel-pii-ready/bert-bioes-bert-base-multilingual-cased/model.safetensors

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+size 709594596

gretel-pii-ready/bert-bioes-bert-base-multilingual-cased/special_tokens_map.json

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+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

gretel-pii-ready/bert-bioes-bert-base-multilingual-cased/tokenizer_config.json

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+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "normalized": false,
+      "rstrip": false,
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+      "special": true
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+      "single_word": false,
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+  },
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
+  "do_lower_case": false,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

gretel-pii-ready/bert-bioes-bert-base-multilingual-cased/training_args.bin

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gretel-pii-ready/bert-bioes-bert-base-multilingual-cased/training_meta.json

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+{
+  "architecture": "token_based",
+  "base_model": "google-bert/bert-base-multilingual-cased",
+  "tagging_scheme": "bioes",
+  "use_crf": false,
+  "dataset": "gretel-pii-ready",
+  "label_list": [
+    "O",
+    "B-ACCOUNT_NUMBER",
+    "I-ACCOUNT_NUMBER",
+    "E-ACCOUNT_NUMBER",
+    "S-ACCOUNT_NUMBER",
+    "B-ADDRESS",
+    "I-ADDRESS",
+    "E-ADDRESS",
+    "S-ADDRESS",
+    "B-API_KEY",
+    "I-API_KEY",
+    "E-API_KEY",
+    "S-API_KEY",
+    "B-BANK_ROUTING_NUMBER",
+    "I-BANK_ROUTING_NUMBER",
+    "E-BANK_ROUTING_NUMBER",
+    "S-BANK_ROUTING_NUMBER",
+    "B-BIOMETRIC_IDENTIFIER",
+    "I-BIOMETRIC_IDENTIFIER",
+    "E-BIOMETRIC_IDENTIFIER",
+    "S-BIOMETRIC_IDENTIFIER",
+    "B-CERTIFICATE_LICENSE_NUMBER",
+    "I-CERTIFICATE_LICENSE_NUMBER",
+    "E-CERTIFICATE_LICENSE_NUMBER",
+    "S-CERTIFICATE_LICENSE_NUMBER",
+    "B-CITY",
+    "I-CITY",
+    "E-CITY",
+    "S-CITY",
+    "B-COMPANY_NAME",
+    "I-COMPANY_NAME",
+    "E-COMPANY_NAME",
+    "S-COMPANY_NAME",
+    "B-COORDINATE",
+    "I-COORDINATE",
+    "E-COORDINATE",
+    "S-COORDINATE",
+    "B-COUNTRY",
+    "I-COUNTRY",
+    "E-COUNTRY",
+    "S-COUNTRY",
+    "B-CREDIT_CARD_NUMBER",
+    "I-CREDIT_CARD_NUMBER",
+    "E-CREDIT_CARD_NUMBER",
+    "S-CREDIT_CARD_NUMBER",
+    "B-CUSTOMER_ID",
+    "I-CUSTOMER_ID",
+    "E-CUSTOMER_ID",
+    "S-CUSTOMER_ID",
+    "B-CVV",
+    "I-CVV",
+    "E-CVV",
+    "S-CVV",
+    "B-DATE",
+    "I-DATE",
+    "E-DATE",
+    "S-DATE",
+    "B-DATE_OF_BIRTH",
+    "I-DATE_OF_BIRTH",
+    "E-DATE_OF_BIRTH",
+    "S-DATE_OF_BIRTH",
+    "B-DATE_TIME",
+    "I-DATE_TIME",
+    "E-DATE_TIME",
+    "S-DATE_TIME",
+    "B-DEVICE_IDENTIFIER",
+    "I-DEVICE_IDENTIFIER",
+    "E-DEVICE_IDENTIFIER",
+    "S-DEVICE_IDENTIFIER",
+    "B-EMAIL",
+    "I-EMAIL",
+    "E-EMAIL",
+    "S-EMAIL",
+    "B-EMPLOYEE_ID",
+    "I-EMPLOYEE_ID",
+    "E-EMPLOYEE_ID",
+    "S-EMPLOYEE_ID",
+    "B-FIRST_NAME",
+    "I-FIRST_NAME",
+    "E-FIRST_NAME",
+    "S-FIRST_NAME",
+    "B-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "I-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "E-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "S-HEALTH_PLAN_BENEFICIARY_NUMBER",
+    "B-IPV4",
+    "I-IPV4",
+    "E-IPV4",
+    "S-IPV4",
+    "B-IPV6",
+    "I-IPV6",
+    "E-IPV6",
+    "S-IPV6",
+    "B-LAST_NAME",
+    "I-LAST_NAME",
+    "E-LAST_NAME",
+    "S-LAST_NAME",
+    "B-LICENSE_PLATE",
+    "I-LICENSE_PLATE",
+    "E-LICENSE_PLATE",
+    "S-LICENSE_PLATE",
+    "B-MEDICAL_RECORD_NUMBER",
+    "I-MEDICAL_RECORD_NUMBER",
+    "E-MEDICAL_RECORD_NUMBER",
+    "S-MEDICAL_RECORD_NUMBER",
+    "B-NAME",
+    "I-NAME",
+    "E-NAME",
+    "S-NAME",
+    "B-NATIONAL_ID",
+    "I-NATIONAL_ID",
+    "E-NATIONAL_ID",
+    "S-NATIONAL_ID",
+    "B-PASSWORD",
+    "I-PASSWORD",
+    "E-PASSWORD",
+    "S-PASSWORD",
+    "B-PHONE_NUMBER",
+    "I-PHONE_NUMBER",
+    "E-PHONE_NUMBER",
+    "S-PHONE_NUMBER",
+    "B-PIN",
+    "I-PIN",
+    "E-PIN",
+    "S-PIN",
+    "B-POSTCODE",
+    "I-POSTCODE",
+    "E-POSTCODE",
+    "S-POSTCODE",
+    "B-SSN",
+    "I-SSN",
+    "E-SSN",
+    "S-SSN",
+    "B-STATE",
+    "I-STATE",
+    "E-STATE",
+    "S-STATE",
+    "B-STREET_ADDRESS",
+    "I-STREET_ADDRESS",
+    "E-STREET_ADDRESS",
+    "S-STREET_ADDRESS",
+    "B-SWIFT_BIC",
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+}