Update spaCy pipeline

README.md

@@ -14,18 +14,18 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.9503058104
+      value: 0.9445557782
     - name: NER Recall
       type: recall
-      value: 0.9481311976
+      value: 0.9428761947
     - name: NER F Score
       type: f_score
-      value: 0.9492172585
+      value: 0.9437152392
 ---
 | Feature | Description |
 | --- | --- |
 | **Name** | `en_tech` |
-| **Version** | `0.0.6` |
+| **Version** | `0.0.7` |
 | **spaCy** | `>=3.7.5,<3.8.0` |
 | **Default Pipeline** | `tok2vec`, `ner`, `textcat` |
 | **Components** | `tok2vec`, `ner`, `textcat` |
@@ -38,12 +38,12 @@ model-index:
 
 <details>
 
-<summary>View label scheme (32 labels for 2 components)</summary>
+<summary>View label scheme (33 labels for 2 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`ner`** | `BATTERY`, `BRAND`, `CACHE`, `CAM_RES`, `CHARGE`, `CLOCK_SPEED`, `COLOR`, `CORE_COUNT`, `FEATURE`, `GEN`, `GRAPHICS`, `GRAPHICS_RAM`, `MEM_TYPE`, `MODEL_NUMBER`, `OPERATING_SYSTEM`, `PROCESSOR`, `PROCESSOR_MODEL`, `PRODUCT_SERIES`, `RAM`, `RESOLUTION`, `SCREEN_SIZE`, `SCREEN_TYPE`, `SOCKET`, `STORAGE`, `STORAGE_TYPE`, `TAG`, `TYPE` |
-| **`textcat`** | `267`, `292`, `297`, `325`, `328` |
+| **`textcat`** | `267`, `292`, `297`, `325`, `328`, `4745` |
 
 </details>
 
@@ -51,17 +51,17 @@ model-index:
 
 | Type | Score |
 | --- | --- |
-| `ENTS_F` | 94.92 |
-| `ENTS_P` | 95.03 |
-| `ENTS_R` | 94.81 |
-| `CATS_SCORE` | 99.55 |
-| `CATS_MICRO_P` | 99.52 |
-| `CATS_MICRO_R` | 99.52 |
-| `CATS_MICRO_F` | 99.52 |
-| `CATS_MACRO_P` | 99.66 |
-| `CATS_MACRO_R` | 99.45 |
-| `CATS_MACRO_F` | 99.55 |
+| `ENTS_F` | 94.37 |
+| `ENTS_P` | 94.46 |
+| `ENTS_R` | 94.29 |
+| `CATS_SCORE` | 99.62 |
+| `CATS_MICRO_P` | 99.58 |
+| `CATS_MICRO_R` | 99.58 |
+| `CATS_MICRO_F` | 99.58 |
+| `CATS_MACRO_P` | 99.54 |
+| `CATS_MACRO_R` | 99.72 |
+| `CATS_MACRO_F` | 99.62 |
 | `CATS_MACRO_AUC` | 100.00 |
-| `TOK2VEC_LOSS` | 1571074.84 |
-| `NER_LOSS` | 109951.43 |
-| `TEXTCAT_LOSS` | 11.74 |
+| `TOK2VEC_LOSS` | 7666339.45 |
+| `NER_LOSS` | 135520.97 |
+| `TEXTCAT_LOSS` | 13.82 |

en_tech-any-py3-none-any.whl

@@ -1,3 +1,3 @@
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-size 607654438
+oid sha256:1d80e4d1b802d94d9ff14ad18ac0ccb94ad003936db063f08efe400139a46818
+size 607685730

meta.json

@@ -1,7 +1,7 @@
 {
   "lang":"en",
   "name":"tech",
-  "version":"0.0.6",
+  "version":"0.0.7",
   "description":"",
   "author":"",
   "email":"",
@@ -53,7 +53,8 @@
       "292",
       "297",
       "325",
-      "328"
+      "328",
+      "4745"
     ]
   },
   "pipeline":[
@@ -70,160 +71,160 @@
 
   ],
   "performance":{
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-    "ents_r":0.9481311976,
+    "ents_f":0.9437152392,
+    "ents_p":0.9445557782,
+    "ents_r":0.9428761947,
     "ents_per_type":{
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-    "cats_score":0.995527307,
+    "cats_score":0.9962473984,
     "cats_score_desc":"macro F",
-    "cats_micro_p":0.9952267303,
-    "cats_micro_r":0.9952267303,
-    "cats_micro_f":0.9952267303,
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-    "cats_macro_auc":1.0,
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     "cats_f_per_type":{
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@@ -236,19 +237,24 @@
         "f":1.0
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+    "tok2vec_loss":76663.3944835955,
+    "ner_loss":1355.209741325,
+    "textcat_loss":0.1381951326
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   "requirements":[
 

ner/moves

@@ -1 +1 @@
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textcat/cfg

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textcat/model

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tok2vec/model

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vocab/strings.json

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+  "11.5&quot",
+  "11.5")",
   "11.50",
   "11.51",
   "11.52",
@@ -11213,6 +11252,8 @@
   "110/70",
   "1100",
   "11000",
+  "11000mAh",
+  "11000mah",
   "110074404275",
   "1100cc",
   "1100s",
@@ -11474,6 +11515,8 @@
   "1180",
   "11800H",
   "11800h",
+  "11800mAh",
+  "11800mah",
   "11801",
   "1180s",
   "1181",
@@ -11625,6 +11668,7 @@
   "11UE",
   "11W",
   "11X",
+  "11``",
   "11a",
   "11a.",
   "11a.m",
@@ -11645,6 +11689,8 @@
   "11h",
   "11h00",
   "11i",
+  "11in",
+  "11inch",
   "11k",
   "11lbs",
   "11lt",
@@ -11704,9 +11750,11 @@
   "11\u2032",
   "11\u2033",
   "12",
+  "12\"",
   "12\")",
   "12\"s",
   "12\"x12",
+  "12''",
   "12(1",
   "12(2",
   "12(3",
@@ -11764,6 +11812,8 @@
   "12.08",
   "12.09",
   "12.1",
+  "12.1&quot",
+  "12.1")",
   "12.10",
   "12.11",
   "12.12",
@@ -11788,6 +11838,9 @@
   "12.29",
   "12.3",
   "12.3\"",
+  "12.3\")",
+  "12.3&quot",
+  "12.3")",
   "12.30",
   "12.30am",
   "12.30pm",
@@ -11802,6 +11855,9 @@
   "12.39",
   "12.4",
   "12.4\"",
+  "12.4&quot",
+  "12.4"",
+  "12.4''",
   "12.40",
   "12.41",
   "12.42",
@@ -11813,6 +11869,8 @@
   "12.47",
   "12.48",
   "12.49",
+  "12.4``",
+  "12.4in",
   "12.5",
   "12.5\")",
   "12.5&quot",
@@ -11839,6 +11897,8 @@
   "12.68",
   "12.69",
   "12.7",
+  "12.7&quot",
+  "12.7")",
   "12.70",
   "12.71",
   "12.72",
@@ -11862,6 +11922,7 @@
   "12.88",
   "12.89",
   "12.9",
+  "12.9\")",
   "12.90",
   "12.91",
   "12.92",
@@ -12241,6 +12302,7 @@
   "128.9",
   "1280",
   "12800",
+  "1280X800",
   "1280s",
   "1280x1024",
   "1280x720",
@@ -12258,10 +12320,12 @@
   "1288",
   "1289",
   "128G",
+  "128G)",
   "128GB",
   "128GB)",
   "128K",
   "128g",
+  "128g)",
   "128gb",
   "128gb)",
   "128k",
@@ -12447,6 +12511,7 @@
   "12hr",
   "12hrs",
   "12ikb",
+  "12in",
   "12inch",
   "12k",
   "12knots",
@@ -12535,6 +12600,7 @@
   "12\u2033",
   "13",
   "13\"",
+  "13\")",
   "13&quot",
   "13"",
   "13")",
@@ -13100,6 +13166,7 @@
   "13e",
   "13f",
   "13h",
+  "13in",
   "13k",
   "13m",
   "13million",
@@ -13259,6 +13326,9 @@
   "14.58",
   "14.59",
   "14.6",
+  "14.6&quot",
+  "14.6"",
+  "14.6")",
   "14.60",
   "14.61",
   "14.62",
@@ -13269,6 +13339,8 @@
   "14.67",
   "14.68",
   "14.69",
+  "14.6``",
+  "14.6in",
   "14.7",
   "14.70",
   "14.71",
@@ -13705,6 +13777,7 @@
   "14h00",
   "14ian8",
   "14imh9",
+  "14inch",
   "14irl8",
   "14itl6",
   "14k",
@@ -14393,6 +14466,7 @@
   "16(2",
   "16(3",
   "16(4",
+  "16)",
   "16,000",
   "16,000,000",
   "16,072",
@@ -15954,6 +16028,8 @@
   "186",
   "186,000",
   "1860",
+  "18600mAh",
+  "18600mah",
   "1860s",
   "1860\u20131861",
   "1860\u20131862",
@@ -20562,6 +20638,7 @@
   "1][2",
   "1_B",
   "1_a",
+  "1``",
   "1a",
   "1a.",
   "1a.m",
@@ -20844,6 +20921,7 @@
   "1\u20138",
   "1\u20139",
   "1\u20142",
+  "1\u2018\u2019",
   "1\u2032",
   "1\u2033",
   "1\u20442",
@@ -21995,10 +22073,12 @@
   "2.4A",
   "2.4GHz",
   "2.4Ghz",
+  "2.4K",
   "2.4L",
   "2.4a",
   "2.4bn",
   "2.4ghz",
+  "2.4k",
   "2.4l",
   "2.4million",
   "2.5",
@@ -22358,6 +22438,8 @@
   "20000",
   "200000",
   "2000000",
+  "20000mAh",
+  "20000mah",
   "20001",
   "20002",
   "20003",
@@ -22966,6 +23048,7 @@
   "2015\u20132021",
   "2016",
   "2016\"s",
+  "2016)",
   "2016-",
   "2016/17",
   "2016/2017",
@@ -23236,6 +23319,7 @@
   "2020\u20132029",
   "2020\u201321",
   "2021",
+  "2021)",
   "2021-",
   "2021.The",
   "2021.the",
@@ -23253,6 +23337,7 @@
   "2021\u20132026",
   "2021\u201322",
   "2022",
+  "2022)",
   "2022-",
   "2022/23",
   "2022\u20132023",
@@ -23356,9 +23441,7 @@
   "2077",
   "2078",
   "2079",
-  "207UK",
   "207th",
-  "207uk",
   "208",
   "208,000",
   "208.185.9.024",
@@ -23638,6 +23721,7 @@
   "21(2",
   "21(3",
   "21(4",
+  "21)",
   "21,000",
   "21,000,000",
   "21,153",
@@ -24035,6 +24119,7 @@
   "22(2",
   "22(3",
   "22(4",
+  "22)",
   "22,000",
   "22,000,000",
   "22,083",
@@ -25091,6 +25176,7 @@
   "24D",
   "24G",
   "24GB",
+  "24GB(8",
   "24H",
   "24HR",
   "24L",
@@ -25109,6 +25195,7 @@
   "24fps",
   "24g",
   "24gb",
+  "24gb(8",
   "24h",
   "24hour",
   "24hours",
@@ -25374,9 +25461,11 @@
   "2569",
   "2569.26",
   "256G",
+  "256G)",
   "256GB",
   "256GB)",
   "256g",
+  "256g)",
   "256gb",
   "256gb)",
   "256th",
@@ -26006,7 +26095,9 @@
   "2797",
   "2798",
   "2799",
+  "279UK",
   "279th",
+  "279uk",
   "27:1",
   "27:17",
   "27:46",
@@ -26912,6 +27003,7 @@
   "2hrs",
   "2i",
   "2ic",
+  "2in",
   "2in1",
   "2inch",
   "2it",
@@ -28503,6 +28595,8 @@
   "320.5",
   "3200",
   "32000",
+  "32000mAh",
+  "32000mah",
   "3200G",
   "3200GE",
   "3200MHz",
@@ -28671,6 +28765,7 @@
   "32M",
   "32MB",
   "32MP",
+  "32MP+48MP",
   "32P",
   "32Red",
   "32V",
@@ -28689,6 +28784,7 @@
   "32mb",
   "32million",
   "32mp",
+  "32mp+48mp",
   "32nd",
   "32p",
   "32px",
@@ -28801,6 +28897,8 @@
   "3326",
   "3327",
   "3328",
+  "33280mAh",
+  "33280mah",
   "3329",
   "332d",
   "332nd",
@@ -29407,6 +29505,7 @@
   "35\u20137",
   "35\u2033",
   "36",
+  "36\"",
   "36(1",
   "36(2",
   "36(3",
@@ -30272,6 +30371,7 @@
   "3G",
   "3G.",
   "3G/4",
+  "3GB",
   "3GP",
   "3GPP",
   "3GPP2",
@@ -30287,6 +30387,8 @@
   "3I",
   "3J",
   "3K",
+  "3K2",
+  "3K2K",
   "3K4",
   "3K9",
   "3L",
@@ -30424,6 +30526,7 @@
   "3g",
   "3g.",
   "3g/4",
+  "3gb",
   "3gp",
   "3gpp",
   "3gpp2",
@@ -30441,6 +30544,8 @@
   "3inch",
   "3j",
   "3k",
+  "3k2",
+  "3k2k",
   "3kW",
   "3kw",
   "3l",
@@ -32336,6 +32441,7 @@
   "474",
   "4740",
   "4741",
+  "4745",
   "4747",
   "474th",
   "475",
@@ -32500,6 +32606,7 @@
   "48A",
   "48GB",
   "48MP",
+  "48MP+20MP",
   "48N",
   "48R",
   "48V",
@@ -32515,6 +32622,7 @@
   "48kHz",
   "48khz",
   "48mp",
+  "48mp+20mp",
   "48n",
   "48r",
   "48s",
@@ -32846,6 +32954,7 @@
   "4YO",
   "4ZA",
   "4_B",
+  "4``",
   "4a",
   "4a.",
   "4a.m",
@@ -32906,6 +33015,7 @@
   "4hrs",
   "4hz",
   "4i",
+  "4in",
   "4in1",
   "4inch",
   "4ir",
@@ -33735,6 +33845,7 @@
   "50\u2032",
   "50\u2033",
   "51",
+  "51\"",
   "51(1",
   "51,000",
   "51,200",
@@ -33819,6 +33930,8 @@
   "515,000",
   "515.4",
   "5150",
+  "5150mAh",
+  "5150mah",
   "5151",
   "5152",
   "5154",
@@ -34302,6 +34415,8 @@
   "557th",
   "558",
   "5580",
+  "5580mAh",
+  "5580mah",
   "5581",
   "5587",
   "559",
@@ -34803,10 +34918,12 @@
   "5FM",
   "5FU",
   "5G",
+  "5G)",
   "5G.",
   "5G1",
   "5G4",
   "5G7",
+  "5GB(3",
   "5GHz",
   "5Gbps",
   "5Ghz",
@@ -34904,10 +35021,12 @@
   "5fm",
   "5fu",
   "5g",
+  "5g)",
   "5g.",
   "5g1",
   "5g4",
   "5g7",
+  "5gb(3",
   "5gbps",
   "5ghz",
   "5h",
@@ -36041,6 +36160,8 @@
   "64D",
   "64DD",
   "64E",
+  "64G",
+  "64G)GSM",
   "64GB",
   "64Gb",
   "64MP",
@@ -36049,6 +36170,8 @@
   "64bit",
   "64cu",
   "64dd",
+  "64g",
+  "64g)gsm",
   "64gb",
   "64k",
   "64kbps",
@@ -36159,6 +36282,8 @@
   "658",
   "6580",
   "65803",
+  "6580mAh",
+  "6580mah",
   "6581",
   "659",
   "6599",
@@ -36211,11 +36336,15 @@
   "66.9",
   "66/1",
   "660",
+  "660)(Black",
+  "660)(black",
   "660,000",
   "6600",
   "6600HS",
   "6600U",
   "6600hs",
+  "6600mAh",
+  "6600mah",
   "6600u",
   "6601",
   "6603",
@@ -36494,7 +36623,9 @@
   "6995",
   "6999",
   "69A",
+  "69K",
   "69a",
+  "69k",
   "69th",
   "69\u201370",
   "6:0",
@@ -36599,6 +36730,7 @@
   "6FM",
   "6FT",
   "6G",
+  "6G)",
   "6GB",
   "6GB)",
   "6GHz",
@@ -36632,7 +36764,7 @@
   "6PM",
   "6PR",
   "6Q1",
-  "6Q8C2ES#ABU",
+  "6Q947ES#ABU",
   "6R",
   "6S",
   "6SS",
@@ -36658,6 +36790,7 @@
   "6_A",
   "6_B",
   "6_a",
+  "6``",
   "6a",
   "6a.",
   "6a.m",
@@ -36683,6 +36816,7 @@
   "6f7",
   "6ft",
   "6g",
+  "6g)",
   "6gb",
   "6gb)",
   "6gbps",
@@ -36720,6 +36854,7 @@
   "6mwt",
   "6n",
   "6na",
+  "6nm",
   "6o",
   "6oc",
   "6p",
@@ -36733,7 +36868,7 @@
   "6pts",
   "6px",
   "6q1",
-  "6q8c2es#abu",
+  "6q947es#abu",
   "6r",
   "6s",
   "6st",
@@ -36828,12 +36963,15 @@
   "6\u2032",
   "6\u2033",
   "7",
+  "7\")",
   "7\"-side",
   "7\"/12",
   "7\"s",
   "7–0",
   "7–5",
   "7–6",
+  "7&quot",
+  "7")",
   "7''",
   "7'0",
   "7'6",
@@ -36845,6 +36983,7 @@
   "7(a",
   "7(b",
   "7(g",
+  "7+",
   "7,000",
   "7,000,000",
   "7,000mAh",
@@ -37115,6 +37254,7 @@
   "7/i",
   "70",
   "70's",
+  "70)",
   "70,000",
   "70,000,000",
   "70,315,000",
@@ -37773,6 +37913,8 @@
   "765",
   "765,000",
   "7650",
+  "7650mAh",
+  "7650mah",
   "76543",
   "765G",
   "765LT",
@@ -37789,6 +37931,8 @@
   "767s",
   "768",
   "7680",
+  "7680mAh",
+  "7680mah",
   "7682",
   "769",
   "76B",
@@ -37824,6 +37968,8 @@
   "7700",
   "77002",
   "7700X",
+  "7700mAh",
+  "7700mah",
   "7700x",
   "7701",
   "77024",
@@ -38197,6 +38343,7 @@
   "7WS",
   "7X",
   "7Zip",
+  "7``",
   "7a",
   "7a.",
   "7a.m",
@@ -38224,6 +38371,7 @@
   "7h",
   "7hrs",
   "7i",
+  "7in",
   "7inch",
   "7k",
   "7kW",
@@ -38336,7 +38484,11 @@
   "7\u2032",
   "7\u2033",
   "8",
+  "8\"",
+  "8\")",
   "8\"s",
+  "8&quot",
+  "8")",
   "8''",
   "8'6",
   "8(1",
@@ -38542,6 +38694,8 @@
   "8.77",
   "8.78",
   "8.79",
+  "8.7``",
+  "8.7in",
   "8.8",
   "8.8.8.8",
   "8.8/10",
@@ -38895,6 +39049,8 @@
   "825,000",
   "8250",
   "8250U",
+  "8250mAh",
+  "8250mah",
   "8250u",
   "8255",
   "826",
@@ -38906,6 +39062,8 @@
   "828",
   "828,000",
   "8280",
+  "8280mAh",
+  "8280mah",
   "8282",
   "8283",
   "8288",
@@ -38958,6 +39116,8 @@
   "8300",
   "8300G",
   "8300g",
+  "8300mAh",
+  "8300mah",
   "8300s",
   "8301",
   "8302",
@@ -39247,6 +39407,9 @@
   "87.9",
   "87/100",
   "870",
+  "870)",
+  "870)(ArrowOS)(Black",
+  "870)(arrowos)(black",
   "870,000",
   "8700",
   "8700F",
@@ -39313,6 +39476,10 @@
   "880,000",
   "880.9",
   "8800",
+  "8800mAh",
+  "8800mAhBattery",
+  "8800mah",
+  "8800mahbattery",
   "8801",
   "8802",
   "8808",
@@ -39329,7 +39496,9 @@
   "884,000",
   "8840",
   "8840HS",
+  "8840U",
   "8840hs",
+  "8840u",
   "8845HS",
   "8845hs",
   "8848",
@@ -39532,6 +39701,7 @@
   "8F",
   "8FM",
   "8G",
+  "8G)",
   "8GB",
   "8GB)",
   "8GB128",
@@ -39543,6 +39713,7 @@
   "8H",
   "8HP",
   "8I",
+  "8Inch",
   "8K",
   "8K.",
   "8L",
@@ -39606,6 +39777,7 @@
   "8er",
   "8f",
   "8g",
+  "8g)",
   "8gb",
   "8gb)",
   "8gb128",
@@ -39617,6 +39789,7 @@
   "8hr",
   "8hrs",
   "8i",
+  "8in",
   "8inch",
   "8k",
   "8k.",
@@ -39713,8 +39886,11 @@
   "8\u2032",
   "8\u2033",
   "9",
+  "9\")",
   "9\"s",
   "9–12",
+  "9&quot",
+  "9")",
   "9''",
   "9(1",
   "9(2",
@@ -40892,6 +41068,7 @@
   "9hd",
   "9i",
   "9ice",
+  "9in",
   "9inch",
   "9j",
   "9ja",
@@ -41648,6 +41825,7 @@
   "A123",
   "A127",
   "A129",
+  "A12X",
   "A12Z",
   "A13",
   "A130",
@@ -41911,6 +42089,7 @@
   "A89",
   "A8H",
   "A9",
+  "A9+",
   "A90",
   "A900",
   "A91",
@@ -46928,6 +47107,7 @@
   "Activator",
   "Activators",
   "Active",
+  "Active4",
   "ActiveActivities",
   "ActiveCampaign",
   "ActiveMQ",
@@ -58786,6 +58966,7 @@
   "Arrondissement",
   "Arrondissements",
   "Arrow",
+  "ArrowOS",
   "Arroway",
   "Arrowe",
   "Arrowfield",
@@ -63175,6 +63356,8 @@
   "B's",
   "B'way",
   "B'z",
+  "B(3",
+  "B(8",
   "B(A",
   "B*Witched",
   "B*tch",
@@ -63381,6 +63564,7 @@
   "B1A4",
   "B1G1",
   "B1VEG",
+  "B1VFG",
   "B2",
   "B20",
   "B200",
@@ -91915,6 +92099,7 @@
   "Camembert",
   "Cameo",
   "Cameos",
+  "Camer",
   "Camera",
   "Cameraman",
   "Cameramen",
@@ -106680,6 +106865,7 @@
   "Copies",
   "Copil",
   "Copilot",
+  "Copilot+",
   "Coping",
   "Copious",
   "Coplan",
@@ -127777,7 +127963,6 @@
   "E71",
   "E72",
   "E75",
-  "E78",
   "E8",
   "E80",
   "E84",
@@ -137531,6 +137716,7 @@
   "Exova",
   "Exp",
   "Expand",
+  "Expand)",
   "Expandable",
   "Expanded",
   "Expander",
@@ -138971,6 +139157,7 @@
   "FHC",
   "FHD",
   "FHD+",
+  "FHD+Display",
   "FHE",
   "FHF",
   "FHFA",
@@ -143280,6 +143467,8 @@
   "Fhirbhisigh",
   "Fhloston",
   "Fi",
+  "Fi)",
+  "Fi+Cellular",
   "FiFi",
   "FiO2",
   "FiOS",
@@ -149708,6 +149897,7 @@
   "G7X",
   "G8",
   "G80",
+  "G81",
   "G810",
   "G814JIR",
   "G84",
@@ -150047,7 +150237,6 @@
   "GE14",
   "GE2",
   "GE68",
-  "GE78",
   "GE90",
   "GEA",
   "GEAR",
@@ -150734,7 +150923,6 @@
   "GP3",
   "GP38",
   "GP40",
-  "GP66",
   "GP7",
   "GP78",
   "GP88",
@@ -154470,6 +154658,7 @@
   "Generates",
   "Generating",
   "Generation",
+  "Generation)",
   "Generational",
   "Generations",
   "Generative",
@@ -157439,6 +157628,7 @@
   "Glob",
   "Globacom",
   "Global",
+  "Global)",
   "GlobalData",
   "GlobalFoundries",
   "GlobalGiving",
@@ -180137,7 +180327,10 @@
   "IP66",
   "IP67",
   "IP68",
+  "IP68&IP69",
+  "IP68&IP69K",
   "IP69",
+  "IP69K",
   "IPA",
   "IPA(key",
   "IPAA",
@@ -193167,6 +193360,7 @@
   "K25",
   "K27",
   "K2CO3",
+  "K2K",
   "K2O",
   "K3",
   "K30",
@@ -194237,6 +194431,7 @@
   "KT",
   "KT1",
   "KT196",
+  "KT3",
   "KTA",
   "KTAL",
   "KTAR",
@@ -203666,6 +203861,7 @@
   "Komp",
   "Kompakt",
   "Kompanie",
+  "Kompanio",
   "Kompany",
   "Kompas",
   "Kompass",
@@ -221345,6 +221541,7 @@
   "M'kay",
   "M'lady",
   "M'lord",
+  "M(8",
   "M*A*S*H",
   "M*A*S*H.",
   "M+",
@@ -224032,6 +224229,7 @@
   "MT4",
   "MT5",
   "MT54x",
+  "MT8788",
   "MTA",
   "MTAC",
   "MTAS",
@@ -246896,6 +247094,7 @@
   "N8",
   "N80",
   "N800",
+  "N8010",
   "N81",
   "N82",
   "N85",
@@ -258321,6 +258520,7 @@
   "OKRs",
   "OKS",
   "OKT",
+  "OKT3",
   "OKU",
   "OKW",
   "OKY",
@@ -258815,7 +259015,9 @@
   "OSs",
   "OS\u00c9",
   "OT",
+  "OT5",
   "OT7",
+  "OT8",
   "OTA",
   "OTAA",
   "OTAKURANGER",
@@ -258879,6 +259081,7 @@
   "OUGHTA",
   "OUI",
   "OUK",
+  "OUKITEL",
   "OUL",
   "OUM",
   "OUN",
@@ -258916,6 +259119,7 @@
   "OUTTA",
   "OUTtv",
   "OUX",
+  "OUkitel",
   "OUs",
   "OV",
   "OV-10",
@@ -264047,6 +264251,7 @@
   "Oujda",
   "Ouji",
   "Ouka",
+  "Oukitel",
   "Ouko",
   "Oul",
   "Oula",
@@ -265214,6 +265419,8 @@
   "P5000",
   "P51",
   "P52",
+  "P5210",
+  "P5210)",
   "P53",
   "P54",
   "P55",
@@ -274794,6 +275001,7 @@
   "Pha",
   "Phaal",
   "Phab",
+  "Phablet",
   "Phacelia",
   "PhacoFlex",
   "Phacochoerus",
@@ -287375,6 +287583,8 @@
   "RALLY",
   "RALPH",
   "RAM",
+  "RAM(8",
+  "RAM+256GB",
   "RAMA",
   "RAMALLAH",
   "RAMC",
@@ -289062,8 +289272,12 @@
   "RT0701C",
   "RT1",
   "RT2",
+  "RT3",
+  "RT5",
   "RT6",
+  "RT7",
   "RT8",
+  "RT9",
   "RTA",
   "RTAF",
   "RTAFB",
@@ -302091,6 +302305,7 @@
   "S04",
   "S1",
   "S10",
+  "S10+",
   "S100",
   "S1000",
   "S1000RR",
@@ -302239,6 +302454,7 @@
   "S84",
   "S85",
   "S9",
+  "S9+",
   "S90",
   "S9057MD",
   "S9057MD)",
@@ -325628,6 +325844,7 @@
   "Spacedock",
   "Spacefacts",
   "Spaceflight",
+  "Spacegrey",
   "Spaceguard",
   "SpaceiShare",
   "Spacek",
@@ -335379,7 +335596,9 @@
   "T26E4",
   "T27",
   "T28",
+  "T280",
   "T29",
+  "T295",
   "T2A",
   "T2B",
   "T2C",
@@ -335426,8 +335645,12 @@
   "T50",
   "T500",
   "T51",
+  "T510",
+  "T510)",
   "T52",
+  "T520",
   "T53",
+  "T530",
   "T54",
   "T55",
   "T550",
@@ -335439,6 +335662,8 @@
   "T60",
   "T600",
   "T606",
+  "T610",
+  "T616",
   "T64",
   "T65",
   "T651",
@@ -335448,6 +335673,7 @@
   "T7",
   "T70",
   "T700",
+  "T710",
   "T790",
   "T7i",
   "T8",
@@ -357589,6 +357815,7 @@
   "VFD",
   "VFDs",
   "VFF",
+  "VFG",
   "VFI",
   "VFIAX",
   "VFL",
@@ -365959,6 +366186,7 @@
   "WQC",
   "WQED",
   "WQHD",
+  "WQHD+",
   "WQHT",
   "WQS",
   "WQUXGA",
@@ -374196,6 +374424,7 @@
   "X17",
   "X18",
   "X19",
+  "X1E",
   "X1P",
   "X2",
   "X20",
@@ -374247,7 +374476,9 @@
   "X80",
   "X81",
   "X86",
+  "X8a",
   "X9",
+  "X916B",
   "X95",
   "X99",
   "X9b",
@@ -374752,6 +374983,7 @@
   "XXX(X)+",
   "XXX(X)X",
   "XXX(XX",
+  "XXX(d",
   "XXX(xxx",
   "XXX)",
   "XXX),xxxx",
@@ -374766,8 +374998,10 @@
   "XXX+XX",
   "XXX+XXX",
   "XXX+XxxXxxxx",
+  "XXX+Xxxxx",
   "XXX+d",
   "XXX+dd",
+  "XXX+dddXX",
   "XXX-",
   "XXX--",
   "XXX-d",
@@ -375016,6 +375250,8 @@
   "XXdXxd",
   "XXdXxxxx",
   "XXdd",
+  "XXdd&XXdd",
+  "XXdd&XXddX",
   "XXdd-",
   "XXddX",
   "XXddXX",
@@ -375213,6 +375449,7 @@
   "Xd\"x",
   "Xd(X",
   "Xd)'-",
+  "Xd+",
   "Xd+Xd",
   "Xd,ddd",
   "Xd-",
@@ -375255,6 +375492,7 @@
   "XdX\u0092",
   "XdX\u2212/\u2212",
   "Xdd",
+  "Xdd+",
   "Xdd,ddd",
   "Xdd.d",
   "Xdd.dd",
@@ -375281,6 +375519,7 @@
   "XdddXdX",
   "XdddXdXX",
   "Xdddd",
+  "Xdddd)",
   "Xdddd.d",
   "XddddX",
   "XddddXX",
@@ -375878,12 +376117,14 @@
   "Xx(XXX",
   "Xx(d",
   "Xx(x",
+  "Xx)",
   "Xx*Xxx",
   "Xx*x",
   "Xx+",
   "Xx++",
   "Xx+/X+",
   "Xx+/X+-XXXxxx",
+  "Xx+Xxxxx",
   "Xx-",
   "Xx--",
   "Xx-Xxxx",
@@ -384101,6 +384342,7 @@
   "a123",
   "a127",
   "a129",
+  "a12x",
   "a12z",
   "a13",
   "a130",
@@ -384367,6 +384609,7 @@
   "a89",
   "a8h",
   "a9",
+  "a9+",
   "a90",
   "a900",
   "a91",
@@ -387123,6 +387366,7 @@
   "activator",
   "activators",
   "active",
+  "active4",
   "activeactivities",
   "activecampaign",
   "actively",
@@ -391664,6 +391908,7 @@
   "ak\u015fener",
   "al",
   "al(oh)3",
+  "al)",
   "al+",
   "al-",
   "al-'As",
@@ -402581,6 +402826,7 @@
   "arrowheads",
   "arrowmont",
   "arrowood",
+  "arrowos",
   "arrowroot",
   "arrows",
   "arrowsmith",
@@ -408345,6 +408591,8 @@
   "b'way",
   "b'y",
   "b'z",
+  "b(3",
+  "b(8",
   "b)(1",
   "b)(2",
   "b)(3",
@@ -408560,6 +408808,7 @@
   "b1b",
   "b1g1",
   "b1veg",
+  "b1vfg",
   "b1\u03b2",
   "b2",
   "b20",
@@ -435101,6 +435350,7 @@
   "cameo",
   "cameoed",
   "cameos",
+  "camer",
   "camera",
   "camera--",
   "cameraCredit",
@@ -455132,6 +455382,7 @@
   "copii",
   "copil",
   "copilot",
+  "copilot+",
   "coping",
   "copings",
   "copious",
@@ -462255,6 +462506,8 @@
   "c\u266f",
   "d",
   "d!|",
+  "d\"",
+  "d\")",
   "d\"-xxxx",
   "d\"/dd",
   "d\"s",
@@ -462299,9 +462552,12 @@
   "d&rgw",
   "d&s",
   "d&t",
+  "d&xxxx",
+  "d&xxxx;)",
   "d&xxxx;d",
   "d&xxxx;dd",
   "d'",
+  "d''",
   "d'-X",
   "d'-xxx",
   "d'-xxxx",
@@ -463154,6 +463410,7 @@
   "d.dXXx",
   "d.dXx",
   "d.dXxx",
+  "d.d``",
   "d.dd",
   "d.dd\"",
   "d.dd\"Xxxx",
@@ -463523,6 +463780,7 @@
   "dX:dX",
   "dXX",
   "dXX!d",
+  "dXX(d",
   "dXX)",
   "dXX-dXX",
   "dXX.xxx",
@@ -463542,7 +463800,6 @@
   "dXd",
   "dXd)'-",
   "dXdX",
-  "dXdXdXX#XXX",
   "dXdd",
   "dXddX",
   "dXddXdddd",
@@ -466366,6 +466623,7 @@
   "dd&xxxx",
   "dd&xxxx;",
   "dd&xxxx;)",
+  "dd''",
   "dd'x",
   "dd'xxxx",
   "dd(XX)X",
@@ -466373,6 +466631,7 @@
   "dd(dd",
   "dd(x",
   "dd(x)(d",
+  "dd)",
   "dd+",
   "dd+%",
   "dd,$dd",
@@ -466409,11 +466668,18 @@
   "dd.d&xxxx",
   "dd.d&xxxx;",
   "dd.d&xxxx;)",
+  "dd.d''",
   "dd.d)",
   "dd.d.d",
   "dd.d:d",
   "dd.dX",
+  "dd.dXxxx",
+  "dd.d``",
   "dd.dd",
+  "dd.dd\"",
+  "dd.dd&xxxx",
+  "dd.dd&xxxx;",
+  "dd.dd''",
   "dd.dd.",
   "dd.dd.dd",
   "dd.dd/",
@@ -466423,7 +466689,9 @@
   "dd.dddd/ddd",
   "dd.ddxx",
   "dd.dxx",
+  "dd.dxxxx",
   "dd.d\u00d7ddd",
+  "dd.d\u2018\u2019",
   "dd.d\u2033",
   "dd.x",
   "dd.xxx",
@@ -466458,11 +466726,13 @@
   "dd;xx",
   "dd</x></xxxx",
   "ddX",
+  "ddX)XXX",
   "ddX+",
   "ddX-dd",
   "ddX.",
   "ddX/ddX",
   "ddXX",
+  "ddXX(d",
   "ddXX+ddXX",
   "ddXXX",
   "ddXXXX",
@@ -466502,6 +466772,7 @@
   "ddXxxx%dd",
   "ddXxxxx",
   "ddXxxxx%dX",
+  "dd``",
   "dda",
   "ddaeth",
   "ddarparu",
@@ -466522,6 +466793,11 @@
   "ddd(x)(d",
   "ddd(x)d",
   "ddd(x)x",
+  "ddd)",
+  "ddd)(Xxxxx",
+  "ddd)(XxxxxXX)(Xxxxx",
+  "ddd)(xxxx",
+  "ddd)(xxxx)(xxxx",
   "ddd)}",
   "ddd)}X",
   "ddd+",
@@ -466582,6 +466858,7 @@
   "ddd;ddd",
   "ddd?d",
   "dddX",
+  "dddX)",
   "dddX+",
   "dddX.",
   "dddX/dddX",
@@ -466649,6 +466926,7 @@
   "ddddXXx",
   "ddddXd",
   "ddddXdX",
+  "ddddXddd",
   "ddddXx",
   "ddddXxx",
   "ddddXxxx",
@@ -466659,6 +466937,7 @@
   "ddddx-ddddx",
   "ddddx-ddx",
   "ddddxXx",
+  "ddddxXxXxxxx",
   "ddddxd",
   "ddddxdd",
   "ddddxddd",
@@ -466666,6 +466945,7 @@
   "ddddxdx",
   "ddddxx",
   "ddddxxx",
+  "ddddxxxx",
   "ddddxxxx.xx.xx",
   "ddddx\u200b",
   "ddddx\u2013ddddx",
@@ -466680,6 +466960,7 @@
   "dddd\u2212dddd",
   "dddx",
   "dddx(d",
+  "dddx)",
   "dddx+",
   "dddx--/",
   "dddx-dddx",
@@ -466755,6 +467036,7 @@
   "ddweud",
   "ddwy",
   "ddx",
+  "ddx)xxx",
   "ddx+",
   "ddx--/",
   "ddx-d",
@@ -466778,6 +467060,7 @@
   "ddxddxx",
   "ddxdxddd",
   "ddxx",
+  "ddxx(d",
   "ddxx+ddxx",
   "ddxx-",
   "ddxx-ddxx",
@@ -481515,7 +481798,6 @@
   "dxddxdddd",
   "dxdx",
   "dxdxd",
-  "dxdxdxx#xxx",
   "dxe",
   "dxe4",
   "dxe5",
@@ -481533,6 +481815,7 @@
   "dxs",
   "dxt",
   "dxx",
+  "dxx(d",
   "dxx)",
   "dxx-",
   "dxx-dd",
@@ -482726,7 +483009,6 @@
   "e71",
   "e72",
   "e75",
-  "e78",
   "e8",
   "e80",
   "e84",
@@ -494320,6 +494602,7 @@
   "exova",
   "exp",
   "expand",
+  "expand)",
   "expandability",
   "expandable",
   "expanded",
@@ -499729,6 +500012,7 @@
   "fhc",
   "fhd",
   "fhd+",
+  "fhd+display",
   "fhe",
   "fheis",
   "fhf",
@@ -499752,6 +500036,8 @@
   "fhwa",
   "fi",
   "fi'n",
+  "fi)",
+  "fi+cellular",
   "fi-",
   "fia",
   "fiabilit\u00e9",
@@ -508736,6 +509022,7 @@
   "g7x",
   "g8",
   "g80",
+  "g81",
   "g810",
   "g814jir",
   "g84",
@@ -511734,7 +512021,6 @@
   "ge1",
   "ge14",
   "ge68",
-  "ge78",
   "ge90",
   "geB",
   "geC",
@@ -512478,6 +512764,7 @@
   "generates",
   "generating",
   "generation",
+  "generation)",
   "generational",
   "generationally",
   "generations",
@@ -516055,6 +516342,7 @@
   "globacom",
   "globais",
   "global",
+  "global)",
   "global-",
   "globaldata",
   "globale",
@@ -518781,7 +519069,6 @@
   "gp38",
   "gp40",
   "gp41",
-  "gp66",
   "gp7",
   "gp78",
   "gp78-hx-13vh",
@@ -548499,7 +548786,10 @@
   "ip66",
   "ip67",
   "ip68",
+  "ip68&ip69",
+  "ip68&ip69k",
   "ip69",
+  "ip69k",
   "ip\\",
   "ipa",
   "ipa(key",
@@ -557420,6 +557710,7 @@
   "k25",
   "k27",
   "k2co3",
+  "k2k",
   "k2o",
   "k2tog",
   "k3",
@@ -567634,6 +567925,7 @@
   "kompakt",
   "kompani",
   "kompanie",
+  "kompanio",
   "kompany",
   "kompas",
   "kompass",
@@ -570051,6 +570343,7 @@
   "kt1",
   "kt196",
   "kt2",
+  "kt3",
   "kta",
   "ktal",
   "ktar",
@@ -582549,6 +582842,7 @@
   "lmX",
   "lma",
   "lmagine",
+  "lmaging",
   "lmao",
   "lmax",
   "lmb",
@@ -587397,6 +587691,7 @@
   "m'sila",
   "m'vila",
   "m(2",
+  "m(8",
   "m(s",
   "m*a*s*h",
   "m*a*s*h.",
@@ -611632,6 +611927,7 @@
   "mt4",
   "mt5",
   "mt54x",
+  "mt8788",
   "mtDNA",
   "mta",
   "mtac",
@@ -615541,6 +615837,7 @@
   "n8",
   "n80",
   "n800",
+  "n8010",
   "n81",
   "n82",
   "n85",
@@ -618704,6 +619001,7 @@
   "nc\u0103",
   "nc\u0131",
   "nd",
+  "nd)",
   "nd-",
   "nd.",
   "nd/",
@@ -630345,6 +630643,7 @@
   "oksana",
   "oksanen",
   "okt",
+  "okt3",
   "okta",
   "oktar",
   "oktay",
@@ -634316,9 +634615,12 @@
   "os\u00f3rio",
   "os\u0165",
   "ot",
+  "ot+",
   "ot-",
   "ot2",
+  "ot5",
   "ot7",
+  "ot8",
   "ot;",
   "otA",
   "otC",
@@ -634723,6 +635025,7 @@
   "ouji",
   "ouk",
   "ouka",
+  "oukitel",
   "ouko",
   "oul",
   "oula",
@@ -636832,6 +637135,8 @@
   "p5000",
   "p51",
   "p52",
+  "p5210",
+  "p5210)",
   "p53",
   "p55",
   "p6",
@@ -636842,7 +637147,6 @@
   "p620",
   "p63",
   "p65",
-  "p66",
   "p68",
   "p7",
   "p70",
@@ -664950,6 +665254,8 @@
   "raltegravir",
   "raluca",
   "ram",
+  "ram(8",
+  "ram+256gb",
   "rama",
   "ramaa",
   "ramabai",
@@ -678324,6 +678630,11 @@
   "rt0701c",
   "rt1",
   "rt2",
+  "rt3",
+  "rt5",
+  "rt7",
+  "rt8",
+  "rt9",
   "rtR",
   "rta",
   "rtaf",
@@ -680829,6 +681140,7 @@
   "s04",
   "s1",
   "s10",
+  "s10+",
   "s100",
   "s1000",
   "s1000rr",
@@ -680969,6 +681281,7 @@
   "s80",
   "s85",
   "s9",
+  "s9+",
   "s90",
   "s9057md",
   "s9057md)",
@@ -704835,6 +705148,7 @@
   "spaceframe",
   "spaceghostpurrp",
   "spacegodzilla",
+  "spacegrey",
   "spaceguard",
   "spaceil",
   "spaceishare",
@@ -718066,7 +718380,9 @@
   "t26e4",
   "t27",
   "t28",
+  "t280",
   "t29",
+  "t295",
   "t2d",
   "t2d.",
   "t2dm",
@@ -718109,8 +718425,12 @@
   "t50",
   "t500",
   "t51",
+  "t510",
+  "t510)",
   "t52",
+  "t520",
   "t53",
+  "t530",
   "t54",
   "t55",
   "t550",
@@ -718123,6 +718443,8 @@
   "t60",
   "t600",
   "t606",
+  "t610",
+  "t616",
   "t64",
   "t65",
   "t651",
@@ -718133,6 +718455,7 @@
   "t7",
   "t70",
   "t700",
+  "t710",
   "t72",
   "t790",
   "t7i",
@@ -737694,6 +738017,7 @@
   "uS",
   "uSE",
   "uShip",
+  "uSmart",
   "uSwitch",
   "uTV",
   "uTo",
@@ -743216,6 +743540,7 @@
   "usmani",
   "usmanov",
   "usmar",
+  "usmart",
   "usmc",
   "usmca",
   "usmcr",
@@ -746024,6 +746349,7 @@
   "ve",
   "ve%",
   "ve-",
+  "ve4",
   "ve9",
   "veM",
   "veU",
@@ -747738,6 +748064,7 @@
   "vfd",
   "vfds",
   "vff",
+  "vfg",
   "vfi",
   "vfiax",
   "vfl",
@@ -752015,6 +752342,7 @@
   "wHP",
   "wMS",
   "wOBA",
+  "wOS",
   "wRC+",
   "wRI",
   "wTV",
@@ -761014,6 +761342,7 @@
   "wqam",
   "wqed",
   "wqhd",
+  "wqhd+",
   "wqht",
   "wqi",
   "wqs",
@@ -762283,6 +762612,7 @@
   "x17",
   "x18",
   "x19",
+  "x1e",
   "x1p",
   "x2",
   "x20",
@@ -762347,7 +762677,9 @@
   "x86",
   "x86_64",
   "x87",
+  "x8a",
   "x9",
+  "x916b",
   "x95",
   "x99",
   "x9b",
@@ -762644,6 +762976,7 @@
   "xcx",
   "xcy",
   "xd",
+  "xd+",
   "xd+xd",
   "xd.",
   "xd.d",
@@ -762660,6 +762993,7 @@
   "xdcam",
   "xdd",
   "xdd(x",
+  "xdd+",
   "xdd-dddd",
   "xddX",
   "xddXXX",
@@ -762670,6 +763004,7 @@
   "xddd)",
   "xddd,Xxx",
   "xdddd",
+  "xdddd)",
   "xddddx",
   "xddddx@xxxx.xxx",
   "xddddxd",
@@ -763677,6 +764012,7 @@
   "xxd",
   "xxd.d",
   "xxdd",
+  "xxdd&xxddx",
   "xxdd-xx-ddxx",
   "xxddd",
   "xxddd.d",
@@ -763765,7 +764101,9 @@
   "xxx**",
   "xxx*x",
   "xxx+",
+  "xxx+dddxx",
   "xxx+xxx",
+  "xxx+xxxx",
   "xxx-",
   "xxx-\"Xxxxx",
   "xxx-'ddx",