model improved

config.json

@@ -12,322 +12,424 @@
   "id2label": {
     "0": "ADJ",
     "1": "ADP",
-    "2": "ADP+PRON",
-    "3": "ADV",
-    "4": "ADV+AUX",
-    "5": "ADV+PART",
-    "6": "AUX",
-    "7": "AUX+PART",
-    "8": "B-ADJ",
-    "9": "B-ADJ+ADJ",
-    "10": "B-ADJ+NOUN",
-    "11": "B-ADJ+NOUN+NOUN",
-    "12": "B-ADJ+PART",
-    "13": "B-ADJ+PROPN",
-    "14": "B-ADJ+PUNCT",
-    "15": "B-ADP",
-    "16": "B-ADP+NOUN",
-    "17": "B-ADV",
-    "18": "B-ADV+AUX",
-    "19": "B-ADV+PUNCT",
-    "20": "B-AUX",
-    "21": "B-AUX+PART",
-    "22": "B-AUX+PART+VERB",
-    "23": "B-AUX+VERB",
-    "24": "B-CCONJ",
-    "25": "B-DET",
-    "26": "B-DET+AUX",
-    "27": "B-DET+NOUN",
-    "28": "B-INTJ",
-    "29": "B-INTJ+PUNCT",
-    "30": "B-NOUN",
-    "31": "B-NOUN+AUX",
-    "32": "B-NOUN+NOUN",
-    "33": "B-NOUN+NOUN+VERB",
-    "34": "B-NOUN+PART",
-    "35": "B-NOUN+PUNCT",
-    "36": "B-NOUN+VERB",
-    "37": "B-NUM",
-    "38": "B-PART",
-    "39": "B-PRON",
-    "40": "B-PRON+ADJ",
-    "41": "B-PRON+ADV",
-    "42": "B-PRON+AUX",
-    "43": "B-PRON+PART",
-    "44": "B-PRON+VERB",
-    "45": "B-PROPN",
-    "46": "B-PROPN+PART",
-    "47": "B-PROPN+PROPN",
-    "48": "B-PROPN+PUNCT",
-    "49": "B-PUNCT",
-    "50": "B-PUNCT+PUNCT",
-    "51": "B-PUNCT+PUNCT+PUNCT",
-    "52": "B-SCONJ",
-    "53": "B-SYM",
-    "54": "B-VERB",
-    "55": "B-VERB+ADJ",
-    "56": "B-VERB+ADJ+CCONJ",
-    "57": "B-VERB+ADP",
-    "58": "B-VERB+ADV",
-    "59": "B-VERB+DET",
-    "60": "B-VERB+NOUN",
-    "61": "B-VERB+NOUN+NOUN",
-    "62": "B-VERB+PART",
-    "63": "B-VERB+PRON",
-    "64": "B-VERB+SCONJ",
-    "65": "B-X",
-    "66": "B-X+PUNCT",
-    "67": "B-X+X",
-    "68": "B-X+X+PRON",
-    "69": "CCONJ",
-    "70": "DET",
-    "71": "DET+NUM",
-    "72": "I-ADJ",
-    "73": "I-ADJ+ADJ",
-    "74": "I-ADJ+NOUN",
-    "75": "I-ADJ+NOUN+NOUN",
-    "76": "I-ADJ+PART",
-    "77": "I-ADJ+PROPN",
-    "78": "I-ADJ+PUNCT",
-    "79": "I-ADP",
-    "80": "I-ADP+NOUN",
-    "81": "I-ADV",
-    "82": "I-ADV+AUX",
-    "83": "I-ADV+PUNCT",
-    "84": "I-AUX",
-    "85": "I-AUX+PART",
-    "86": "I-AUX+PART+VERB",
-    "87": "I-AUX+VERB",
-    "88": "I-CCONJ",
-    "89": "I-DET",
-    "90": "I-DET+AUX",
-    "91": "I-DET+NOUN",
-    "92": "I-INTJ",
-    "93": "I-INTJ+PUNCT",
-    "94": "I-NOUN",
-    "95": "I-NOUN+AUX",
-    "96": "I-NOUN+NOUN",
-    "97": "I-NOUN+NOUN+VERB",
-    "98": "I-NOUN+PART",
-    "99": "I-NOUN+PUNCT",
-    "100": "I-NOUN+VERB",
-    "101": "I-NUM",
-    "102": "I-PART",
-    "103": "I-PRON",
-    "104": "I-PRON+ADJ",
-    "105": "I-PRON+ADV",
-    "106": "I-PRON+AUX",
-    "107": "I-PRON+PART",
-    "108": "I-PRON+VERB",
-    "109": "I-PROPN",
-    "110": "I-PROPN+PART",
-    "111": "I-PROPN+PROPN",
-    "112": "I-PROPN+PUNCT",
-    "113": "I-PUNCT",
-    "114": "I-PUNCT+PUNCT",
-    "115": "I-PUNCT+PUNCT+PUNCT",
-    "116": "I-SCONJ",
-    "117": "I-SYM",
-    "118": "I-VERB",
-    "119": "I-VERB+ADJ",
-    "120": "I-VERB+ADJ+CCONJ",
-    "121": "I-VERB+ADP",
-    "122": "I-VERB+ADV",
-    "123": "I-VERB+DET",
-    "124": "I-VERB+NOUN",
-    "125": "I-VERB+NOUN+NOUN",
-    "126": "I-VERB+PART",
-    "127": "I-VERB+PRON",
-    "128": "I-VERB+SCONJ",
-    "129": "I-X",
-    "130": "I-X+PUNCT",
-    "131": "I-X+X",
-    "132": "I-X+X+PRON",
-    "133": "INTJ",
-    "134": "NOUN",
-    "135": "NOUN+AUX",
-    "136": "NOUN+PART",
-    "137": "NUM",
-    "138": "PART",
-    "139": "PRON",
-    "140": "PRON+AUX",
-    "141": "PRON+VERB",
-    "142": "PROPN",
-    "143": "PROPN+PART",
-    "144": "PUNCT",
-    "145": "PUNCT+PUNCT",
-    "146": "PUNCT+PUNCT+PUNCT",
-    "147": "PUNCT+SYM",
-    "148": "SCONJ",
-    "149": "SYM",
-    "150": "SYM+PUNCT",
-    "151": "SYM+SYM",
-    "152": "VERB",
-    "153": "VERB+ADP",
-    "154": "VERB+PART",
-    "155": "VERB+PRON",
-    "156": "X"
+    "2": "ADP+DET",
+    "3": "ADP+PRON",
+    "4": "ADV",
+    "5": "ADV+AUX",
+    "6": "ADV+PART",
+    "7": "AUX",
+    "8": "AUX+PART",
+    "9": "B-ADJ",
+    "10": "B-ADJ+ADJ",
+    "11": "B-ADJ+NOUN",
+    "12": "B-ADJ+NOUN+NOUN",
+    "13": "B-ADJ+PART",
+    "14": "B-ADJ+PROPN",
+    "15": "B-ADJ+PUNCT",
+    "16": "B-ADP",
+    "17": "B-ADP+ADJ",
+    "18": "B-ADP+NOUN",
+    "19": "B-ADP+PRON",
+    "20": "B-ADV",
+    "21": "B-ADV+AUX",
+    "22": "B-ADV+PUNCT",
+    "23": "B-AUX",
+    "24": "B-AUX+ADV",
+    "25": "B-AUX+PART",
+    "26": "B-AUX+PART+VERB",
+    "27": "B-AUX+VERB",
+    "28": "B-CCONJ",
+    "29": "B-DET",
+    "30": "B-DET+AUX",
+    "31": "B-DET+NOUN",
+    "32": "B-INTJ",
+    "33": "B-INTJ+PUNCT",
+    "34": "B-NOUN",
+    "35": "B-NOUN+ADJ",
+    "36": "B-NOUN+ADP",
+    "37": "B-NOUN+AUX",
+    "38": "B-NOUN+NOUN",
+    "39": "B-NOUN+NOUN+VERB",
+    "40": "B-NOUN+PART",
+    "41": "B-NOUN+PROPN",
+    "42": "B-NOUN+PUNCT",
+    "43": "B-NOUN+SCONJ",
+    "44": "B-NOUN+VERB",
+    "45": "B-NUM",
+    "46": "B-PART",
+    "47": "B-PRON",
+    "48": "B-PRON+ADJ",
+    "49": "B-PRON+ADV",
+    "50": "B-PRON+AUX",
+    "51": "B-PRON+NOUN",
+    "52": "B-PRON+PART",
+    "53": "B-PRON+PRON",
+    "54": "B-PRON+VERB",
+    "55": "B-PROPN",
+    "56": "B-PROPN+ADP",
+    "57": "B-PROPN+AUX",
+    "58": "B-PROPN+PART",
+    "59": "B-PROPN+PROPN",
+    "60": "B-PROPN+PUNCT",
+    "61": "B-PROPN+PUNCT+PUNCT",
+    "62": "B-PROPN+VERB",
+    "63": "B-PUNCT",
+    "64": "B-PUNCT+PUNCT",
+    "65": "B-PUNCT+PUNCT+PUNCT",
+    "66": "B-PUNCT+SYM+PUNCT",
+    "67": "B-SCONJ",
+    "68": "B-SYM",
+    "69": "B-VERB",
+    "70": "B-VERB+ADJ",
+    "71": "B-VERB+ADJ+CCONJ",
+    "72": "B-VERB+ADP",
+    "73": "B-VERB+ADV",
+    "74": "B-VERB+ADV+PUNCT",
+    "75": "B-VERB+AUX",
+    "76": "B-VERB+CCONJ",
+    "77": "B-VERB+DET",
+    "78": "B-VERB+NOUN",
+    "79": "B-VERB+NOUN+CCONJ",
+    "80": "B-VERB+NOUN+NOUN",
+    "81": "B-VERB+PART",
+    "82": "B-VERB+PRON",
+    "83": "B-VERB+PRON+ADP",
+    "84": "B-VERB+PRON+ADV",
+    "85": "B-VERB+PROPN",
+    "86": "B-VERB+SCONJ",
+    "87": "B-VERB+VERB",
+    "88": "B-VERB+VERB+NOUN",
+    "89": "B-X",
+    "90": "B-X+PUNCT",
+    "91": "B-X+PUNCT+PUNCT",
+    "92": "B-X+X",
+    "93": "B-X+X+PRON",
+    "94": "CCONJ",
+    "95": "DET",
+    "96": "DET+NUM",
+    "97": "I-ADJ",
+    "98": "I-ADJ+ADJ",
+    "99": "I-ADJ+NOUN",
+    "100": "I-ADJ+NOUN+NOUN",
+    "101": "I-ADJ+PART",
+    "102": "I-ADJ+PROPN",
+    "103": "I-ADJ+PUNCT",
+    "104": "I-ADP",
+    "105": "I-ADP+ADJ",
+    "106": "I-ADP+NOUN",
+    "107": "I-ADP+PRON",
+    "108": "I-ADV",
+    "109": "I-ADV+AUX",
+    "110": "I-ADV+PUNCT",
+    "111": "I-AUX",
+    "112": "I-AUX+ADV",
+    "113": "I-AUX+PART",
+    "114": "I-AUX+PART+VERB",
+    "115": "I-AUX+VERB",
+    "116": "I-CCONJ",
+    "117": "I-DET",
+    "118": "I-DET+AUX",
+    "119": "I-DET+NOUN",
+    "120": "I-INTJ",
+    "121": "I-INTJ+PUNCT",
+    "122": "I-NOUN",
+    "123": "I-NOUN+ADJ",
+    "124": "I-NOUN+ADP",
+    "125": "I-NOUN+AUX",
+    "126": "I-NOUN+NOUN",
+    "127": "I-NOUN+NOUN+VERB",
+    "128": "I-NOUN+PART",
+    "129": "I-NOUN+PROPN",
+    "130": "I-NOUN+PUNCT",
+    "131": "I-NOUN+SCONJ",
+    "132": "I-NOUN+VERB",
+    "133": "I-NUM",
+    "134": "I-PART",
+    "135": "I-PRON",
+    "136": "I-PRON+ADJ",
+    "137": "I-PRON+ADV",
+    "138": "I-PRON+AUX",
+    "139": "I-PRON+NOUN",
+    "140": "I-PRON+PART",
+    "141": "I-PRON+PRON",
+    "142": "I-PRON+VERB",
+    "143": "I-PROPN",
+    "144": "I-PROPN+ADP",
+    "145": "I-PROPN+AUX",
+    "146": "I-PROPN+PART",
+    "147": "I-PROPN+PROPN",
+    "148": "I-PROPN+PUNCT",
+    "149": "I-PROPN+PUNCT+PUNCT",
+    "150": "I-PROPN+VERB",
+    "151": "I-PUNCT",
+    "152": "I-PUNCT+PUNCT",
+    "153": "I-PUNCT+PUNCT+PUNCT",
+    "154": "I-PUNCT+SYM+PUNCT",
+    "155": "I-SCONJ",
+    "156": "I-SYM",
+    "157": "I-VERB",
+    "158": "I-VERB+ADJ",
+    "159": "I-VERB+ADJ+CCONJ",
+    "160": "I-VERB+ADP",
+    "161": "I-VERB+ADV",
+    "162": "I-VERB+ADV+PUNCT",
+    "163": "I-VERB+AUX",
+    "164": "I-VERB+CCONJ",
+    "165": "I-VERB+DET",
+    "166": "I-VERB+NOUN",
+    "167": "I-VERB+NOUN+CCONJ",
+    "168": "I-VERB+NOUN+NOUN",
+    "169": "I-VERB+PART",
+    "170": "I-VERB+PRON",
+    "171": "I-VERB+PRON+ADP",
+    "172": "I-VERB+PRON+ADV",
+    "173": "I-VERB+PROPN",
+    "174": "I-VERB+SCONJ",
+    "175": "I-VERB+VERB",
+    "176": "I-VERB+VERB+NOUN",
+    "177": "I-X",
+    "178": "I-X+PUNCT",
+    "179": "I-X+PUNCT+PUNCT",
+    "180": "I-X+X",
+    "181": "I-X+X+PRON",
+    "182": "INTJ",
+    "183": "NOUN",
+    "184": "NOUN+AUX",
+    "185": "NOUN+PART",
+    "186": "NUM",
+    "187": "PART",
+    "188": "PRON",
+    "189": "PRON+AUX",
+    "190": "PRON+VERB",
+    "191": "PROPN",
+    "192": "PROPN+PART",
+    "193": "PUNCT",
+    "194": "PUNCT+PUNCT",
+    "195": "PUNCT+PUNCT+PUNCT",
+    "196": "PUNCT+SYM",
+    "197": "SCONJ",
+    "198": "SYM",
+    "199": "SYM+PUNCT",
+    "200": "SYM+SYM",
+    "201": "VERB",
+    "202": "VERB+ADP",
+    "203": "VERB+PART",
+    "204": "VERB+PRON",
+    "205": "VERB+VERB",
+    "206": "X",
+    "207": "X+X"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
     "ADJ": 0,
     "ADP": 1,
-    "ADP+PRON": 2,
-    "ADV": 3,
-    "ADV+AUX": 4,
-    "ADV+PART": 5,
-    "AUX": 6,
-    "AUX+PART": 7,
-    "B-ADJ": 8,
-    "B-ADJ+ADJ": 9,
-    "B-ADJ+NOUN": 10,
-    "B-ADJ+NOUN+NOUN": 11,
-    "B-ADJ+PART": 12,
-    "B-ADJ+PROPN": 13,
-    "B-ADJ+PUNCT": 14,
-    "B-ADP": 15,
-    "B-ADP+NOUN": 16,
-    "B-ADV": 17,
-    "B-ADV+AUX": 18,
-    "B-ADV+PUNCT": 19,
-    "B-AUX": 20,
-    "B-AUX+PART": 21,
-    "B-AUX+PART+VERB": 22,
-    "B-AUX+VERB": 23,
-    "B-CCONJ": 24,
-    "B-DET": 25,
-    "B-DET+AUX": 26,
-    "B-DET+NOUN": 27,
-    "B-INTJ": 28,
-    "B-INTJ+PUNCT": 29,
-    "B-NOUN": 30,
-    "B-NOUN+AUX": 31,
-    "B-NOUN+NOUN": 32,
-    "B-NOUN+NOUN+VERB": 33,
-    "B-NOUN+PART": 34,
-    "B-NOUN+PUNCT": 35,
-    "B-NOUN+VERB": 36,
-    "B-NUM": 37,
-    "B-PART": 38,
-    "B-PRON": 39,
-    "B-PRON+ADJ": 40,
-    "B-PRON+ADV": 41,
-    "B-PRON+AUX": 42,
-    "B-PRON+PART": 43,
-    "B-PRON+VERB": 44,
-    "B-PROPN": 45,
-    "B-PROPN+PART": 46,
-    "B-PROPN+PROPN": 47,
-    "B-PROPN+PUNCT": 48,
-    "B-PUNCT": 49,
-    "B-PUNCT+PUNCT": 50,
-    "B-PUNCT+PUNCT+PUNCT": 51,
-    "B-SCONJ": 52,
-    "B-SYM": 53,
-    "B-VERB": 54,
-    "B-VERB+ADJ": 55,
-    "B-VERB+ADJ+CCONJ": 56,
-    "B-VERB+ADP": 57,
-    "B-VERB+ADV": 58,
-    "B-VERB+DET": 59,
-    "B-VERB+NOUN": 60,
-    "B-VERB+NOUN+NOUN": 61,
-    "B-VERB+PART": 62,
-    "B-VERB+PRON": 63,
-    "B-VERB+SCONJ": 64,
-    "B-X": 65,
-    "B-X+PUNCT": 66,
-    "B-X+X": 67,
-    "B-X+X+PRON": 68,
-    "CCONJ": 69,
-    "DET": 70,
-    "DET+NUM": 71,
-    "I-ADJ": 72,
-    "I-ADJ+ADJ": 73,
-    "I-ADJ+NOUN": 74,
-    "I-ADJ+NOUN+NOUN": 75,
-    "I-ADJ+PART": 76,
-    "I-ADJ+PROPN": 77,
-    "I-ADJ+PUNCT": 78,
-    "I-ADP": 79,
-    "I-ADP+NOUN": 80,
-    "I-ADV": 81,
-    "I-ADV+AUX": 82,
-    "I-ADV+PUNCT": 83,
-    "I-AUX": 84,
-    "I-AUX+PART": 85,
-    "I-AUX+PART+VERB": 86,
-    "I-AUX+VERB": 87,
-    "I-CCONJ": 88,
-    "I-DET": 89,
-    "I-DET+AUX": 90,
-    "I-DET+NOUN": 91,
-    "I-INTJ": 92,
-    "I-INTJ+PUNCT": 93,
-    "I-NOUN": 94,
-    "I-NOUN+AUX": 95,
-    "I-NOUN+NOUN": 96,
-    "I-NOUN+NOUN+VERB": 97,
-    "I-NOUN+PART": 98,
-    "I-NOUN+PUNCT": 99,
-    "I-NOUN+VERB": 100,
-    "I-NUM": 101,
-    "I-PART": 102,
-    "I-PRON": 103,
-    "I-PRON+ADJ": 104,
-    "I-PRON+ADV": 105,
-    "I-PRON+AUX": 106,
-    "I-PRON+PART": 107,
-    "I-PRON+VERB": 108,
-    "I-PROPN": 109,
-    "I-PROPN+PART": 110,
-    "I-PROPN+PROPN": 111,
-    "I-PROPN+PUNCT": 112,
-    "I-PUNCT": 113,
-    "I-PUNCT+PUNCT": 114,
-    "I-PUNCT+PUNCT+PUNCT": 115,
-    "I-SCONJ": 116,
-    "I-SYM": 117,
-    "I-VERB": 118,
-    "I-VERB+ADJ": 119,
-    "I-VERB+ADJ+CCONJ": 120,
-    "I-VERB+ADP": 121,
-    "I-VERB+ADV": 122,
-    "I-VERB+DET": 123,
-    "I-VERB+NOUN": 124,
-    "I-VERB+NOUN+NOUN": 125,
-    "I-VERB+PART": 126,
-    "I-VERB+PRON": 127,
-    "I-VERB+SCONJ": 128,
-    "I-X": 129,
-    "I-X+PUNCT": 130,
-    "I-X+X": 131,
-    "I-X+X+PRON": 132,
-    "INTJ": 133,
-    "NOUN": 134,
-    "NOUN+AUX": 135,
-    "NOUN+PART": 136,
-    "NUM": 137,
-    "PART": 138,
-    "PRON": 139,
-    "PRON+AUX": 140,
-    "PRON+VERB": 141,
-    "PROPN": 142,
-    "PROPN+PART": 143,
-    "PUNCT": 144,
-    "PUNCT+PUNCT": 145,
-    "PUNCT+PUNCT+PUNCT": 146,
-    "PUNCT+SYM": 147,
-    "SCONJ": 148,
-    "SYM": 149,
-    "SYM+PUNCT": 150,
-    "SYM+SYM": 151,
-    "VERB": 152,
-    "VERB+ADP": 153,
-    "VERB+PART": 154,
-    "VERB+PRON": 155,
-    "X": 156
+    "ADP+DET": 2,
+    "ADP+PRON": 3,
+    "ADV": 4,
+    "ADV+AUX": 5,
+    "ADV+PART": 6,
+    "AUX": 7,
+    "AUX+PART": 8,
+    "B-ADJ": 9,
+    "B-ADJ+ADJ": 10,
+    "B-ADJ+NOUN": 11,
+    "B-ADJ+NOUN+NOUN": 12,
+    "B-ADJ+PART": 13,
+    "B-ADJ+PROPN": 14,
+    "B-ADJ+PUNCT": 15,
+    "B-ADP": 16,
+    "B-ADP+ADJ": 17,
+    "B-ADP+NOUN": 18,
+    "B-ADP+PRON": 19,
+    "B-ADV": 20,
+    "B-ADV+AUX": 21,
+    "B-ADV+PUNCT": 22,
+    "B-AUX": 23,
+    "B-AUX+ADV": 24,
+    "B-AUX+PART": 25,
+    "B-AUX+PART+VERB": 26,
+    "B-AUX+VERB": 27,
+    "B-CCONJ": 28,
+    "B-DET": 29,
+    "B-DET+AUX": 30,
+    "B-DET+NOUN": 31,
+    "B-INTJ": 32,
+    "B-INTJ+PUNCT": 33,
+    "B-NOUN": 34,
+    "B-NOUN+ADJ": 35,
+    "B-NOUN+ADP": 36,
+    "B-NOUN+AUX": 37,
+    "B-NOUN+NOUN": 38,
+    "B-NOUN+NOUN+VERB": 39,
+    "B-NOUN+PART": 40,
+    "B-NOUN+PROPN": 41,
+    "B-NOUN+PUNCT": 42,
+    "B-NOUN+SCONJ": 43,
+    "B-NOUN+VERB": 44,
+    "B-NUM": 45,
+    "B-PART": 46,
+    "B-PRON": 47,
+    "B-PRON+ADJ": 48,
+    "B-PRON+ADV": 49,
+    "B-PRON+AUX": 50,
+    "B-PRON+NOUN": 51,
+    "B-PRON+PART": 52,
+    "B-PRON+PRON": 53,
+    "B-PRON+VERB": 54,
+    "B-PROPN": 55,
+    "B-PROPN+ADP": 56,
+    "B-PROPN+AUX": 57,
+    "B-PROPN+PART": 58,
+    "B-PROPN+PROPN": 59,
+    "B-PROPN+PUNCT": 60,
+    "B-PROPN+PUNCT+PUNCT": 61,
+    "B-PROPN+VERB": 62,
+    "B-PUNCT": 63,
+    "B-PUNCT+PUNCT": 64,
+    "B-PUNCT+PUNCT+PUNCT": 65,
+    "B-PUNCT+SYM+PUNCT": 66,
+    "B-SCONJ": 67,
+    "B-SYM": 68,
+    "B-VERB": 69,
+    "B-VERB+ADJ": 70,
+    "B-VERB+ADJ+CCONJ": 71,
+    "B-VERB+ADP": 72,
+    "B-VERB+ADV": 73,
+    "B-VERB+ADV+PUNCT": 74,
+    "B-VERB+AUX": 75,
+    "B-VERB+CCONJ": 76,
+    "B-VERB+DET": 77,
+    "B-VERB+NOUN": 78,
+    "B-VERB+NOUN+CCONJ": 79,
+    "B-VERB+NOUN+NOUN": 80,
+    "B-VERB+PART": 81,
+    "B-VERB+PRON": 82,
+    "B-VERB+PRON+ADP": 83,
+    "B-VERB+PRON+ADV": 84,
+    "B-VERB+PROPN": 85,
+    "B-VERB+SCONJ": 86,
+    "B-VERB+VERB": 87,
+    "B-VERB+VERB+NOUN": 88,
+    "B-X": 89,
+    "B-X+PUNCT": 90,
+    "B-X+PUNCT+PUNCT": 91,
+    "B-X+X": 92,
+    "B-X+X+PRON": 93,
+    "CCONJ": 94,
+    "DET": 95,
+    "DET+NUM": 96,
+    "I-ADJ": 97,
+    "I-ADJ+ADJ": 98,
+    "I-ADJ+NOUN": 99,
+    "I-ADJ+NOUN+NOUN": 100,
+    "I-ADJ+PART": 101,
+    "I-ADJ+PROPN": 102,
+    "I-ADJ+PUNCT": 103,
+    "I-ADP": 104,
+    "I-ADP+ADJ": 105,
+    "I-ADP+NOUN": 106,
+    "I-ADP+PRON": 107,
+    "I-ADV": 108,
+    "I-ADV+AUX": 109,
+    "I-ADV+PUNCT": 110,
+    "I-AUX": 111,
+    "I-AUX+ADV": 112,
+    "I-AUX+PART": 113,
+    "I-AUX+PART+VERB": 114,
+    "I-AUX+VERB": 115,
+    "I-CCONJ": 116,
+    "I-DET": 117,
+    "I-DET+AUX": 118,
+    "I-DET+NOUN": 119,
+    "I-INTJ": 120,
+    "I-INTJ+PUNCT": 121,
+    "I-NOUN": 122,
+    "I-NOUN+ADJ": 123,
+    "I-NOUN+ADP": 124,
+    "I-NOUN+AUX": 125,
+    "I-NOUN+NOUN": 126,
+    "I-NOUN+NOUN+VERB": 127,
+    "I-NOUN+PART": 128,
+    "I-NOUN+PROPN": 129,
+    "I-NOUN+PUNCT": 130,
+    "I-NOUN+SCONJ": 131,
+    "I-NOUN+VERB": 132,
+    "I-NUM": 133,
+    "I-PART": 134,
+    "I-PRON": 135,
+    "I-PRON+ADJ": 136,
+    "I-PRON+ADV": 137,
+    "I-PRON+AUX": 138,
+    "I-PRON+NOUN": 139,
+    "I-PRON+PART": 140,
+    "I-PRON+PRON": 141,
+    "I-PRON+VERB": 142,
+    "I-PROPN": 143,
+    "I-PROPN+ADP": 144,
+    "I-PROPN+AUX": 145,
+    "I-PROPN+PART": 146,
+    "I-PROPN+PROPN": 147,
+    "I-PROPN+PUNCT": 148,
+    "I-PROPN+PUNCT+PUNCT": 149,
+    "I-PROPN+VERB": 150,
+    "I-PUNCT": 151,
+    "I-PUNCT+PUNCT": 152,
+    "I-PUNCT+PUNCT+PUNCT": 153,
+    "I-PUNCT+SYM+PUNCT": 154,
+    "I-SCONJ": 155,
+    "I-SYM": 156,
+    "I-VERB": 157,
+    "I-VERB+ADJ": 158,
+    "I-VERB+ADJ+CCONJ": 159,
+    "I-VERB+ADP": 160,
+    "I-VERB+ADV": 161,
+    "I-VERB+ADV+PUNCT": 162,
+    "I-VERB+AUX": 163,
+    "I-VERB+CCONJ": 164,
+    "I-VERB+DET": 165,
+    "I-VERB+NOUN": 166,
+    "I-VERB+NOUN+CCONJ": 167,
+    "I-VERB+NOUN+NOUN": 168,
+    "I-VERB+PART": 169,
+    "I-VERB+PRON": 170,
+    "I-VERB+PRON+ADP": 171,
+    "I-VERB+PRON+ADV": 172,
+    "I-VERB+PROPN": 173,
+    "I-VERB+SCONJ": 174,
+    "I-VERB+VERB": 175,
+    "I-VERB+VERB+NOUN": 176,
+    "I-X": 177,
+    "I-X+PUNCT": 178,
+    "I-X+PUNCT+PUNCT": 179,
+    "I-X+X": 180,
+    "I-X+X+PRON": 181,
+    "INTJ": 182,
+    "NOUN": 183,
+    "NOUN+AUX": 184,
+    "NOUN+PART": 185,
+    "NUM": 186,
+    "PART": 187,
+    "PRON": 188,
+    "PRON+AUX": 189,
+    "PRON+VERB": 190,
+    "PROPN": 191,
+    "PROPN+PART": 192,
+    "PUNCT": 193,
+    "PUNCT+PUNCT": 194,
+    "PUNCT+PUNCT+PUNCT": 195,
+    "PUNCT+SYM": 196,
+    "SCONJ": 197,
+    "SYM": 198,
+    "SYM+PUNCT": 199,
+    "SYM+SYM": 200,
+    "VERB": 201,
+    "VERB+ADP": 202,
+    "VERB+PART": 203,
+    "VERB+PRON": 204,
+    "VERB+VERB": 205,
+    "X": 206,
+    "X+X": 207
   },
   "layer_norm_eps": 1e-05,
   "max_position_embeddings": 514,
@@ -346,6 +448,14 @@
         "interestingsocial": [
           "interesting",
           "social"
+        ],
+        "longeight-inch": [
+          "long",
+          "eight-inch"
+        ],
+        "pressingsocial": [
+          "pressing",
+          "social"
         ]
       },
       "ADJ+NOUN": {
@@ -353,14 +463,26 @@
           "big",
           "source"
         ],
+        "contrastingseries": [
+          "contrasting",
+          "series"
+        ],
         "distractingelements": [
           "distracting",
           "elements"
         ],
+        "fascinatingshop": [
+          "fascinating",
+          "shop"
+        ],
         "gruelingsanctions": [
           "grueling",
           "sanctions"
         ],
+        "increasingsafety": [
+          "increasing",
+          "safety"
+        ],
         "longexposures": [
           "long",
           "exposures"
@@ -369,6 +491,10 @@
           "long",
           "hair"
         ],
+        "longhistory": [
+          "long",
+          "history"
+        ],
         "ongoingsummaries": [
           "ongoing",
           "summaries"
@@ -377,9 +503,29 @@
           "pre-meeting",
           "site"
         ],
+        "rallyingsigns": [
+          "rallying",
+          "signs"
+        ],
+        "revenue-raisingservices": [
+          "revenue-raising",
+          "services"
+        ],
+        "self-questioningshrug": [
+          "self-questioning",
+          "shrug"
+        ],
+        "simperingsmile": [
+          "simpering",
+          "smile"
+        ],
         "stronghints": [
           "strong",
           "hints"
+        ],
+        "wizardingsport": [
+          "wizarding",
+          "sport"
         ]
       },
       "ADJ+PART": {
@@ -395,6 +541,10 @@
         ]
       },
       "ADJ+PUNCT": {
+        "Jr..": [
+          "Jr.",
+          "."
+        ],
         "e.g.:": [
           "e.g.",
           ":"
@@ -404,6 +554,12 @@
           ","
         ]
       },
+      "ADP+DET": {
+        "des": [
+          "de",
+          "les"
+        ]
+      },
       "ADP+NOUN": {
         "Infact": [
           "In",
@@ -424,6 +580,10 @@
         "Heres": [
           "Here",
           "s"
+        ],
+        "longhave": [
+          "long",
+          "have"
         ]
       },
       "ADV+PART": {
@@ -437,6 +597,10 @@
           "E.g.",
           ","
         ],
+        "e.g.,": [
+          "e.g.",
+          ","
+        ],
         "i.e.,": [
           "i.e.",
           ","
@@ -446,11 +610,21 @@
           ":"
         ]
       },
+      "AUX+ADV": {
+        "cannot": [
+          "can",
+          "not"
+        ]
+      },
       "AUX+PART": {
         "Aren't": [
           "Are",
           "n't"
         ],
+        "Aren\u2019t": [
+          "Are",
+          "n\u2019t"
+        ],
         "CANT": [
           "CA",
           "NT"
@@ -463,6 +637,10 @@
           "Can",
           "not"
         ],
+        "Can\u2019t": [
+          "Ca",
+          "n\u2019t"
+        ],
         "DON'T": [
           "DO",
           "N'T"
@@ -479,10 +657,26 @@
           "Do",
           "nt"
         ],
+        "Don\u2019t": [
+          "Do",
+          "n\u2019t"
+        ],
         "Haven't": [
           "Have",
           "n't"
         ],
+        "Isn't": [
+          "Is",
+          "n't"
+        ],
+        "Isn\u2019t": [
+          "Is",
+          "n\u2019t"
+        ],
+        "Won't": [
+          "Wo",
+          "n't"
+        ],
         "ain't": [
           "ai",
           "n't"
@@ -493,15 +687,19 @@
         ],
         "aren't": [
           "are",
-          "n't"
+          "not"
         ],
         "arent": [
           "are",
           "nt"
         ],
+        "aren\u2019t": [
+          "are",
+          "n\u2019t"
+        ],
         "can't": [
-          "ca",
-          "n't"
+          "can",
+          "not"
         ],
         "cannot": [
           "can",
@@ -527,9 +725,13 @@
           "does",
           "n't"
         ],
+        "doesn\u2019t": [
+          "does",
+          "n\u2019t"
+        ],
         "don't": [
           "do",
-          "n't"
+          "not"
         ],
         "dont": [
           "do",
@@ -543,6 +745,14 @@
           "have",
           "n't"
         ],
+        "shan't": [
+          "sha",
+          "n't"
+        ],
+        "shouldn't": [
+          "should",
+          "not"
+        ],
         "wasent": [
           "wase",
           "nt"
@@ -556,8 +766,8 @@
           "n\u2019t"
         ],
         "won't": [
-          "wo",
-          "n't"
+          "will",
+          "not"
         ],
         "wont": [
           "wo",
@@ -632,11 +842,39 @@
         ]
       },
       "INTJ+PUNCT": {
+        "etc.'": [
+          "etc.",
+          "'"
+        ],
         "ta',": [
           "ta'",
           ","
         ]
       },
+      "NOUN+ADJ": {
+        "nothingspecial": [
+          "nothing",
+          "special"
+        ]
+      },
+      "NOUN+ADP": {
+        "flagon": [
+          "flag",
+          "on"
+        ],
+        "groundsof": [
+          "grounds",
+          "of"
+        ],
+        "hashtagon": [
+          "hashtag",
+          "on"
+        ],
+        "meetingsince": [
+          "meeting",
+          "since"
+        ]
+      },
       "NOUN+AUX": {
         "breathingshould": [
           "breathing",
@@ -645,6 +883,10 @@
         "doghas": [
           "dog",
           "has"
+        ],
+        "mythmakingshould": [
+          "mythmaking",
+          "should"
         ]
       },
       "NOUN+NOUN": {
@@ -652,6 +894,14 @@
           "Driving",
           "school"
         ],
+        "bakingsheet": [
+          "baking",
+          "sheet"
+        ],
+        "bakingsoda": [
+          "baking",
+          "soda"
+        ],
         "counselingservices": [
           "counseling",
           "services"
@@ -672,6 +922,10 @@
           "engineering",
           "services"
         ],
+        "eveningschedule": [
+          "evening",
+          "schedule"
+        ],
         "kingsnake": [
           "king",
           "snake"
@@ -684,10 +938,30 @@
           "lighting",
           "showroom"
         ],
+        "lightingsources": [
+          "lighting",
+          "sources"
+        ],
+        "loggingsites": [
+          "logging",
+          "sites"
+        ],
         "mpgnumber": [
           "mpg",
           "number"
         ],
+        "plughole": [
+          "plug",
+          "hole"
+        ],
+        "runningshorts": [
+          "running",
+          "shorts"
+        ],
+        "tagsets": [
+          "tag",
+          "sets"
+        ],
         "testingschedule": [
           "testing",
           "schedule"
@@ -695,6 +969,18 @@
         "towingservices": [
           "towing",
           "services"
+        ],
+        "trainingsession": [
+          "training",
+          "session"
+        ],
+        "writingschedule": [
+          "writing",
+          "schedule"
+        ],
+        "writingsystem": [
+          "writing",
+          "system"
         ]
       },
       "NOUN+NOUN+VERB": {
@@ -757,6 +1043,10 @@
           "cat",
           "s"
         ],
+        "cycles": [
+          "cycle",
+          "s"
+        ],
         "dads": [
           "dad",
           "s"
@@ -848,9 +1138,17 @@
         "workers": [
           "worker",
           "s"
+        ],
+        "years": [
+          "year",
+          "s"
         ]
       },
       "NOUN+PUNCT": {
+        "Ed.:": [
+          "Ed.",
+          ":"
+        ],
         "Fax.(": [
           "Fax.",
           "("
@@ -876,7 +1174,21 @@
           ","
         ]
       },
+      "NOUN+SCONJ": {
+        "buildingsince": [
+          "building",
+          "since"
+        ]
+      },
       "NOUN+VERB": {
+        "dogeat": [
+          "dog",
+          "eat"
+        ],
+        "morningserves": [
+          "morning",
+          "serves"
+        ],
         "thingsounded": [
           "thing",
           "sounded"
@@ -964,12 +1276,24 @@
           "r"
         ]
       },
+      "PRON+NOUN": {
+        "alleconomy": [
+          "all",
+          "economy"
+        ]
+      },
       "PRON+PART": {
         "anyones": [
           "anyone",
           "s"
         ]
       },
+      "PRON+PRON": {
+        "everythingshe": [
+          "everything",
+          "she"
+        ]
+      },
       "PRON+VERB": {
         "Thats": [
           "That",
@@ -1004,6 +1328,22 @@
           "thank"
         ]
       },
+      "PROPN+ADP": {
+        "Pagin": [
+          "Pag",
+          "in"
+        ],
+        "Petersburgin": [
+          "Petersburg",
+          "in"
+        ]
+      },
+      "PROPN+AUX": {
+        "Hedwighad": [
+          "Hedwig",
+          "had"
+        ]
+      },
       "PROPN+PART": {
         "BJs": [
           "BJ",
@@ -1069,6 +1409,10 @@
           "B.",
           ","
         ],
+        "B.A.\"": [
+          "B.A.",
+          "\""
+        ],
         "D.C.,": [
           "D.C.",
           ","
@@ -1106,15 +1450,44 @@
           "-"
         ]
       },
+      "PROPN+PUNCT+PUNCT": {
+        "W.H.\",": [
+          "W.H.",
+          "\"",
+          ","
+        ]
+      },
+      "PROPN+VERB": {
+        "Orglive": [
+          "Org",
+          "live"
+        ],
+        "Pagyelped": [
+          "Pag",
+          "yelped"
+        ]
+      },
       "PUNCT+PUNCT": {
         "!\"": [
           "!",
           "\""
         ],
+        "!'": [
+          "!",
+          "'"
+        ],
         "!)": [
           "!",
           ")"
         ],
+        "\"!": [
+          "\"",
+          "!"
+        ],
+        "\"\"": [
+          "\"",
+          "\""
+        ],
         "\"(": [
           "\"",
           "("
@@ -1131,6 +1504,10 @@
           "\"",
           "-"
         ],
+        "\".": [
+          "\"",
+          "."
+        ],
         "\"...": [
           "\"",
           "..."
@@ -1139,6 +1516,10 @@
           "\"",
           ":"
         ],
+        "\"[": [
+          "\"",
+          "["
+        ],
         "')": [
           "'",
           ")"
@@ -1155,6 +1536,18 @@
           "(",
           "\"\""
         ],
+        "('": [
+          "(",
+          "'"
+        ],
+        "((": [
+          "(",
+          "("
+        ],
+        "([": [
+          "(",
+          "["
+        ],
         ")\"": [
           ")",
           "\""
@@ -1163,6 +1556,10 @@
           ")",
           "("
         ],
+        "))": [
+          ")",
+          ")"
+        ],
         "),": [
           ")",
           ","
@@ -1207,18 +1604,34 @@
           "-",
           "\""
         ],
+        ".\"": [
+          ".",
+          "\""
+        ],
         ".'": [
           ".",
           "'"
         ],
+        "..": [
+          ".",
+          "."
+        ],
         "...\"": [
           "...",
           "\""
         ],
+        "....": [
+          "...",
+          "."
+        ],
         "?\"": [
           "?",
           "\""
         ],
+        "?'": [
+          "?",
+          "'"
+        ],
         "?)": [
           "?",
           ")"
@@ -1230,6 +1643,10 @@
         "],": [
           "]",
           ","
+        ],
+        "];": [
+          "]",
+          ";"
         ]
       },
       "PUNCT+PUNCT+PUNCT": {
@@ -1247,6 +1664,11 @@
           "?",
           ")",
           ","
+        ],
+        "]),": [
+          "]",
+          ")",
+          ","
         ]
       },
       "PUNCT+SYM": {
@@ -1255,6 +1677,13 @@
           "$"
         ]
       },
+      "PUNCT+SYM+PUNCT": {
+        "(%)": [
+          "(",
+          "%",
+          ")"
+        ]
+      },
       "SYM+PUNCT": {
         "$,": [
           "$",
@@ -1264,6 +1693,10 @@
           "%",
           ")"
         ],
+        "%,": [
+          "%",
+          ","
+        ],
         "-'": [
           "-",
           "'"
@@ -1276,6 +1709,10 @@
         ]
       },
       "VERB+ADJ": {
+        "alteringspecific": [
+          "altering",
+          "specific"
+        ],
         "doingshoddy": [
           "doing",
           "shoddy"
@@ -1284,6 +1721,18 @@
           "facing",
           "serious"
         ],
+        "legalizingsame": [
+          "legalizing",
+          "same"
+        ],
+        "mixinguppercase": [
+          "mixing",
+          "uppercase"
+        ],
+        "motivatingsyntactic": [
+          "motivating",
+          "syntactic"
+        ],
         "outsourcingspecial": [
           "outsourcing",
           "special"
@@ -1291,6 +1740,14 @@
         "reinforcingsimilar": [
           "reinforcing",
           "similar"
+        ],
+        "showingsuperb": [
+          "showing",
+          "superb"
+        ],
+        "usingsimple": [
+          "using",
+          "simple"
         ]
       },
       "VERB+ADJ+CCONJ": {
@@ -1321,18 +1778,97 @@
           "investigating",
           "since"
         ],
+        "login": [
+          "log",
+          "in"
+        ],
         "setup": [
           "set",
           "up"
         ]
       },
       "VERB+ADV": {
+        "advancingslowly": [
+          "advancing",
+          "slowly"
+        ],
+        "behavingsplendidly": [
+          "behaving",
+          "splendidly"
+        ],
+        "bucklingslightly": [
+          "buckling",
+          "slightly"
+        ],
+        "contributingsubstantially": [
+          "contributing",
+          "substantially"
+        ],
+        "exultingeverywhere": [
+          "exulting",
+          "everywhere"
+        ],
+        "includingspecifically": [
+          "including",
+          "specifically"
+        ],
+        "movingsouthward": [
+          "moving",
+          "southward"
+        ],
+        "proposingspecifically": [
+          "proposing",
+          "specifically"
+        ],
+        "scavengingseriously": [
+          "scavenging",
+          "seriously"
+        ],
+        "swellingslightly": [
+          "swelling",
+          "slightly"
+        ],
         "totalingsomewhere": [
           "totaling",
           "somewhere"
+        ],
+        "walkinguptown": [
+          "walking",
+          "uptown"
+        ]
+      },
+      "VERB+ADV+PUNCT": {
+        "studyinge.g.,": [
+          "studying",
+          "e.g.",
+          ","
+        ]
+      },
+      "VERB+AUX": {
+        "Winningshall": [
+          "Winning",
+          "shall"
+        ],
+        "copyingshould": [
+          "copying",
+          "should"
+        ]
+      },
+      "VERB+CCONJ": {
+        "departingeither": [
+          "departing",
+          "either"
         ]
       },
       "VERB+DET": {
+        "basingsome": [
+          "basing",
+          "some"
+        ],
+        "demonstratingsuch": [
+          "demonstrating",
+          "such"
+        ],
         "discussingsome": [
           "discussing",
           "some"
@@ -1353,10 +1889,26 @@
           "experiencing",
           "some"
         ],
+        "finishingsome": [
+          "finishing",
+          "some"
+        ],
+        "hostingsome": [
+          "hosting",
+          "some"
+        ],
         "meetingeach": [
           "meeting",
           "each"
         ],
+        "playingsome": [
+          "playing",
+          "some"
+        ],
+        "rangeach": [
+          "rang",
+          "each"
+        ],
         "readingsome": [
           "reading",
           "some"
@@ -1368,13 +1920,37 @@
         "replacingsome": [
           "replacing",
           "some"
+        ],
+        "spendingsome": [
+          "spending",
+          "some"
+        ],
+        "usingsome": [
+          "using",
+          "some"
         ]
       },
       "VERB+NOUN": {
+        "continuingsource": [
+          "continuing",
+          "source"
+        ],
+        "differingschedules": [
+          "differing",
+          "schedules"
+        ],
         "doingscissors": [
           "doing",
           "scissors"
         ],
+        "expandingsystem": [
+          "expanding",
+          "system"
+        ],
+        "expressingsadness": [
+          "expressing",
+          "sadness"
+        ],
         "followingsuggestion": [
           "following",
           "suggestion"
@@ -1383,6 +1959,18 @@
           "forming",
           "eggs"
         ],
+        "gettingsavage": [
+          "getting",
+          "savage"
+        ],
+        "gleamingsand": [
+          "gleaming",
+          "sand"
+        ],
+        "improvingsurveillance": [
+          "improving",
+          "surveillance"
+        ],
         "meaningshell": [
           "meaning",
           "shell"
@@ -1391,6 +1979,10 @@
           "playing",
           "sports"
         ],
+        "printingerrors": [
+          "printing",
+          "errors"
+        ],
         "producingshrubs": [
           "producing",
           "shrubs"
@@ -1402,9 +1994,25 @@
         "quittingsmoking": [
           "quitting",
           "smoking"
+        ],
+        "rushingslipstream": [
+          "rushing",
+          "slipstream"
+        ],
+        "seeingsomeone": [
+          "seeing",
+          "someone"
+        ],
+        "studyingsymmetry": [
+          "studying",
+          "symmetry"
         ]
       },
       "VERB+PART": {
+        "Gonna": [
+          "Gon",
+          "na"
+        ],
         "Gotta": [
           "Got",
           "ta"
@@ -1413,6 +2021,10 @@
           "are",
           "n't"
         ],
+        "didn't": [
+          "did",
+          "n't"
+        ],
         "doesn't": [
           "does",
           "n't"
@@ -1421,6 +2033,10 @@
           "do",
           "n't"
         ],
+        "don\u2019t": [
+          "do",
+          "n\u2019t"
+        ],
         "gonna": [
           "gon",
           "na"
@@ -1429,6 +2045,10 @@
           "got",
           "ta"
         ],
+        "haven't": [
+          "have",
+          "n't"
+        ],
         "wana": [
           "wan",
           "a"
@@ -1447,13 +2067,57 @@
           "call",
           "you"
         ],
+        "crossingeach": [
+          "crossing",
+          "each"
+        ],
         "doingeverything": [
           "doing",
           "everything"
         ],
+        "expectingsomeone": [
+          "expecting",
+          "someone"
+        ],
         "lets": [
           "let",
           "s"
+        ],
+        "slunghis": [
+          "slung",
+          "his"
+        ]
+      },
+      "VERB+PRON+ADP": {
+        "seeingeverythingaround": [
+          "seeing",
+          "everything",
+          "around"
+        ]
+      },
+      "VERB+PRON+ADV": {
+        "screwingeverythingup": [
+          "screwing",
+          "everything",
+          "up"
+        ]
+      },
+      "VERB+PROPN": {
+        "arrivingsalt": [
+          "arriving",
+          "salt"
+        ],
+        "departingsan": [
+          "departing",
+          "san"
+        ],
+        "leavingsan": [
+          "leaving",
+          "san"
+        ],
+        "leavingsunday": [
+          "leaving",
+          "sunday"
         ]
       },
       "VERB+SCONJ": {
@@ -1462,7 +2126,37 @@
           "whether"
         ]
       },
+      "VERB+VERB": {
+        "growingsuspended": [
+          "growing",
+          "suspended"
+        ],
+        "had": [
+          "h",
+          "ad"
+        ]
+      },
+      "VERB+VERB+NOUN": {
+        "crushingsleepingflowers": [
+          "crushing",
+          "sleeping",
+          "flowers"
+        ],
+        "hostingvisitingschool": [
+          "hosting",
+          "visiting",
+          "school"
+        ]
+      },
       "X+PUNCT": {
+        "al.,": [
+          "al.",
+          ","
+        ],
+        "e.g.,": [
+          "e.g.",
+          ","
+        ],
         "etc.)": [
           "etc.",
           ")"
@@ -1477,6 +2171,10 @@
         ]
       },
       "X+X": {
+        "'s": [
+          "'",
+          "s"
+        ],
         ").doc": [
           ")",
           ".doc"

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