diff --git "a/vocab.json" "b/vocab.json"
--- "a/vocab.json"
+++ "b/vocab.json"
@@ -1,168678 +1,168750 @@
 {
-    "\u0120submission": {
-        "token_id": 14498,
+    "\u0120367": {
+        "token_id": 40884,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120attracts": {
-        "token_id": 33174,
+    "\u0120disbel": {
+        "token_id": 23935,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Roth": {
-        "token_id": 16131,
+    "\u0120interactive": {
+        "token_id": 14333,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120within": {
-        "token_id": 1626,
+    "Methods": {
+        "token_id": 46202,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "bec": {
-        "token_id": 9423,
+    "ettlement": {
+        "token_id": 27331,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "PN": {
-        "token_id": 13137,
+    "TEXT": {
+        "token_id": 32541,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "Service": {
-        "token_id": 16177,
+    "\u0120flips": {
+        "token_id": 45971,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120BMI": {
-        "token_id": 22456,
+    "itual": {
+        "token_id": 10587,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "critical": {
-        "token_id": 34666,
+    "\u0120Guy": {
+        "token_id": 13145,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "variable": {
-        "token_id": 45286,
+    "\u0120notice": {
+        "token_id": 4003,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120descript": {
-        "token_id": 12145,
+    "FC": {
+        "token_id": 4851,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120confid": {
-        "token_id": 47830,
+    "\u0120mercy": {
+        "token_id": 17703,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120glim": {
-        "token_id": 16323,
+    "\u0120malware": {
+        "token_id": 18953,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120compass": {
-        "token_id": 31855,
+    "sofar": {
+        "token_id": 38649,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Mechanical": {
-        "token_id": 19663,
+    "Mayor": {
+        "token_id": 37396,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "illin": {
-        "token_id": 32672,
+    "\u0120seems": {
+        "token_id": 2331,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "Chelsea": {
-        "token_id": 41053,
+    "\u0120intimacy": {
+        "token_id": 32699,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120initially": {
-        "token_id": 7317,
+    "\u0120le": {
+        "token_id": 443,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120HERO": {
-        "token_id": 45947,
+    "stretched": {
+        "token_id": 49729,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Revelations": {
-        "token_id": 48844,
+    "ki": {
+        "token_id": 4106,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120te": {
-        "token_id": 573,
+    "\u0120Ay": {
+        "token_id": 13709,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "Privacy": {
-        "token_id": 48948,
+    "\u0120ore": {
+        "token_id": 23751,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "alla": {
-        "token_id": 30315,
+    "parency": {
+        "token_id": 11944,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "449": {
-        "token_id": 31911,
+    "photo": {
+        "token_id": 23074,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120digit": {
-        "token_id": 16839,
+    "\u0120c": {
+        "token_id": 269,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120wand": {
-        "token_id": 11569,
+    "\u0120forg": {
+        "token_id": 5784,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "apest": {
-        "token_id": 35746,
+    "\u0120Moore": {
+        "token_id": 8877,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120TR": {
-        "token_id": 7579,
+    "\u0120renters": {
+        "token_id": 48028,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "printed": {
-        "token_id": 49695,
+    "cend": {
+        "token_id": 15695,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120grinned": {
-        "token_id": 36268,
+    "\u0120skeletons": {
+        "token_id": 25612,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Crazy": {
-        "token_id": 19932,
+    "\u0120Dee": {
+        "token_id": 29195,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120expects": {
-        "token_id": 13423,
+    "\u0120clinically": {
+        "token_id": 36688,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120ABC": {
-        "token_id": 9738,
+    "minimum": {
+        "token_id": 39504,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "oppy": {
-        "token_id": 26696,
+    "ste": {
+        "token_id": 4169,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "Val": {
-        "token_id": 7762,
+    "\u0120ul": {
+        "token_id": 14856,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120PI": {
-        "token_id": 30434,
+    "\u0120\u00c2\u00ab": {
+        "token_id": 21110,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120debunk": {
-        "token_id": 30397,
+    "\u0120likeness": {
+        "token_id": 35674,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120ultras": {
-        "token_id": 32866,
+    "\u0120exponent": {
+        "token_id": 28622,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120noodles": {
-        "token_id": 31103,
+    "464": {
+        "token_id": 44578,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120sluggish": {
-        "token_id": 40186,
+    "washer": {
+        "token_id": 45146,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "These": {
-        "token_id": 4711,
+    "\u0120FALSE": {
+        "token_id": 26563,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120charms": {
-        "token_id": 41700,
+    "\u0120scouting": {
+        "token_id": 27088,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "romy": {
-        "token_id": 50228,
+    "Topic": {
+        "token_id": 33221,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120praised": {
-        "token_id": 15342,
+    "\u0120indo": {
+        "token_id": 23046,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "afia": {
-        "token_id": 22214,
+    "\u0120improbable": {
+        "token_id": 40494,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Select": {
-        "token_id": 9683,
+    "\u0120DIY": {
+        "token_id": 25134,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120charter": {
-        "token_id": 17422,
+    "____": {
+        "token_id": 1427,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "XM": {
-        "token_id": 37643,
+    "\u0120Princess": {
+        "token_id": 8449,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Images": {
-        "token_id": 5382,
+    "earchers": {
+        "token_id": 16604,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "Prep": {
-        "token_id": 37534,
+    "ree": {
+        "token_id": 631,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Truck": {
-        "token_id": 24892,
+    "inth": {
+        "token_id": 9304,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120SHALL": {
-        "token_id": 50163,
+    "\u0120inaccur": {
+        "token_id": 47283,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Ty": {
-        "token_id": 7039,
+    "\u0120deregulation": {
+        "token_id": 50202,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120surrounded": {
-        "token_id": 11191,
+    "\u0120determining": {
+        "token_id": 13213,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "Ro": {
-        "token_id": 15450,
+    "\u0120hopping": {
+        "token_id": 47153,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "stroke": {
-        "token_id": 30757,
+    "\u0120Mbps": {
+        "token_id": 41022,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u00b5": {
-        "token_id": 113,
+    "\u0120factory": {
+        "token_id": 8860,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120inhibit": {
-        "token_id": 26776,
+    "\u0120Homes": {
+        "token_id": 34698,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "URL": {
-        "token_id": 21886,
+    "\u0120isot": {
+        "token_id": 31624,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "iness": {
-        "token_id": 1272,
+    "\u0120999": {
+        "token_id": 36006,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120relief": {
-        "token_id": 8259,
+    "\u0120gunshot": {
+        "token_id": 29444,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Bashar": {
-        "token_id": 24463,
+    "\u0120radioactive": {
+        "token_id": 25521,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120parasite": {
-        "token_id": 38473,
+    "ottage": {
+        "token_id": 29480,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120addict": {
-        "token_id": 19678,
+    "\u0120Bree": {
+        "token_id": 40110,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120solic": {
-        "token_id": 25806,
+    "\u0120downside": {
+        "token_id": 25320,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120bas": {
-        "token_id": 1615,
+    "Reports": {
+        "token_id": 37844,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "utenant": {
-        "token_id": 15340,
+    "\u0120Veterans": {
+        "token_id": 18950,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Jenny": {
-        "token_id": 28437,
+    "Sa": {
+        "token_id": 33890,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Cabinet": {
-        "token_id": 20384,
+    "\u0120Hindus": {
+        "token_id": 33735,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "570": {
-        "token_id": 39254,
+    "\u0120disclose": {
+        "token_id": 15771,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120offering": {
-        "token_id": 6011,
+    "adv": {
+        "token_id": 32225,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Jensen": {
-        "token_id": 32623,
+    "\u0120narrower": {
+        "token_id": 40369,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120captivity": {
-        "token_id": 33763,
+    "\u0120Regional": {
+        "token_id": 15994,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120grey": {
-        "token_id": 13791,
+    "\u0120sir": {
+        "token_id": 15967,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "bg": {
-        "token_id": 35904,
+    "\u0120Malone": {
+        "token_id": 40735,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "tie": {
-        "token_id": 36224,
+    "\u0120YES": {
+        "token_id": 21560,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Smithsonian": {
-        "token_id": 40131,
+    "\u0120Apache": {
+        "token_id": 24843,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120recommended": {
-        "token_id": 7151,
+    "Rod": {
+        "token_id": 27917,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120lat": {
-        "token_id": 3042,
+    "ominated": {
+        "token_id": 50251,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Sullivan": {
-        "token_id": 18501,
+    "ide": {
+        "token_id": 485,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120humility": {
-        "token_id": 34935,
+    "iPhone": {
+        "token_id": 37032,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "osition": {
-        "token_id": 3507,
+    "/$": {
+        "token_id": 32624,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u00e5\u00af": {
-        "token_id": 43380,
+    "\u0120Isles": {
+        "token_id": 36217,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "izations": {
-        "token_id": 4582,
+    "ags": {
+        "token_id": 3775,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120aboard": {
-        "token_id": 15500,
+    "\u0120creators": {
+        "token_id": 16294,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "GHz": {
-        "token_id": 23741,
+    "nown": {
+        "token_id": 3408,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120handic": {
-        "token_id": 29103,
+    "ista": {
+        "token_id": 12523,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Detection": {
-        "token_id": 46254,
+    "#$#$": {
+        "token_id": 34206,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Euras": {
-        "token_id": 35769,
+    "\u0120Classes": {
+        "token_id": 38884,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120captcha": {
-        "token_id": 48972,
+    "\u0120331": {
+        "token_id": 43722,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "-)": {
-        "token_id": 25106,
+    "\u0120Armenian": {
+        "token_id": 29388,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120blazing": {
-        "token_id": 37019,
+    "vent": {
+        "token_id": 1151,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Leon": {
-        "token_id": 10592,
+    "\u0120confined": {
+        "token_id": 19733,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "iane": {
-        "token_id": 46470,
+    "igmat": {
+        "token_id": 32441,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120und": {
-        "token_id": 3318,
+    "\u0120mischief": {
+        "token_id": 38625,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120Elder": {
-        "token_id": 15624,
+    "\u0120Delicious": {
+        "token_id": 39528,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120grips": {
-        "token_id": 31323,
+    "\u00f0\u0141\u013a": {
+        "token_id": 47249,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "22": {
-        "token_id": 1828,
+    "\u0120immigrant": {
+        "token_id": 15773,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120earthquake": {
-        "token_id": 16295,
+    "massive": {
+        "token_id": 49777,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "014": {
-        "token_id": 28645,
+    "\u0120Duterte": {
+        "token_id": 25763,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "SG": {
-        "token_id": 38475,
+    "\u0120Break": {
+        "token_id": 12243,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "destroy": {
-        "token_id": 41659,
+    "osed": {
+        "token_id": 1335,
         "part_of_speech": null,
         "sentiment": null,
         "additional_info": {}
     },
-    "\u0120frantically": {
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