Update spaCy pipeline

README.md

@@ -1,6 +1,7 @@
 ---
 tags:
 - spacy
+- token-classification
 language:
 - en
 model-index:
@@ -53,15 +54,15 @@ model-index:
     metrics:
     - name: Sentences F-Score
       type: f_score
-      value: 0.9181469871
+      value: 0.9228564605
 ---
 | Feature | Description |
 | --- | --- |
 | **Name** | `en_engagement_spl_RoBERTa_acad` |
-| **Version** | `0.3.0.1228` |
+| **Version** | `0.3.2` |
 | **spaCy** | `>=3.4.4,<3.5.0` |
-| **Default Pipeline** | `transformer`, `parser`, `trainable_transformer`, `spancat` |
-| **Components** | `transformer`, `parser`, `trainable_transformer`, `spancat` |
+| **Default Pipeline** | `transformer`, `parser`, `tagger`, `ner`, `attribute_ruler`, `lemmatizer`, `trainable_transformer`, `spancat` |
+| **Components** | `transformer`, `parser`, `tagger`, `ner`, `attribute_ruler`, `lemmatizer`, `trainable_transformer`, `spancat` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
 | **Sources** | n/a |
 | **License** | n/a |
@@ -71,12 +72,14 @@ model-index:
 
 <details>
 
-<summary>View label scheme (57 labels for 2 components)</summary>
+<summary>View label scheme (124 labels for 4 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`parser`** | `ROOT`, `acl`, `acomp`, `advcl`, `advmod`, `agent`, `amod`, `appos`, `attr`, `aux`, `auxpass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `csubj`, `csubjpass`, `dative`, `dep`, `det`, `dobj`, `expl`, `intj`, `mark`, `meta`, `neg`, `nmod`, `npadvmod`, `nsubj`, `nsubjpass`, `nummod`, `oprd`, `parataxis`, `pcomp`, `pobj`, `poss`, `preconj`, `predet`, `prep`, `prt`, `punct`, `quantmod`, `relcl`, `xcomp` |
-| **`spancat`** | `DENY`, `ENTERTAIN`, `PRONOUNCE`, `JUSTIFYING`, `MONOGLOSS`, `COUNTER`, `ENDORSE`, `ATTRIBUTE`, `ENDOPHORIC`, `SOURCES`, `CONCUR`, `CITATION` |
+| **`tagger`** | `$`, `''`, `,`, `-LRB-`, `-RRB-`, `.`, `:`, `ADD`, `AFX`, `CC`, `CD`, `DT`, `EX`, `FW`, `HYPH`, `IN`, `JJ`, `JJR`, `JJS`, `LS`, `MD`, `NFP`, `NN`, `NNP`, `NNPS`, `NNS`, `PDT`, `POS`, `PRP`, `PRP$`, `RB`, `RBR`, `RBS`, `RP`, `SYM`, `TO`, `UH`, `VB`, `VBD`, `VBG`, `VBN`, `VBP`, `VBZ`, `WDT`, `WP`, `WP$`, `WRB`, `XX`, ```` |
+| **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
+| **`spancat`** | `MONOGLOSS`, `PRONOUNCE`, `ENDOPHORIC`, `ENTERTAIN`, `COUNTER`, `DENY`, `JUSTIFYING`, `ATTRIBUTE`, `CITATION`, `SOURCES`, `ENDORSE`, `CONCUR` |
 
 </details>
 
@@ -87,17 +90,16 @@ model-index:
 | `DEP_UAS` | 0.00 |
 | `DEP_LAS` | 0.00 |
 | `DEP_LAS_PER_TYPE` | 0.00 |
-| `SENTS_P` | 90.27 |
-| `SENTS_R` | 93.41 |
-| `SENTS_F` | 91.81 |
-| `SPANS_SC_F` | 69.58 |
-| `SPANS_SC_P` | 72.23 |
-| `SPANS_SC_R` | 67.11 |
-| `ENTS_PER_TYPE` | 0.00 |
+| `SENTS_P` | 90.70 |
+| `SENTS_R` | 93.92 |
+| `SENTS_F` | 92.29 |
 | `TAG_ACC` | 0.00 |
 | `ENTS_F` | 0.00 |
 | `ENTS_P` | 0.00 |
 | `ENTS_R` | 0.00 |
 | `LEMMA_ACC` | 0.00 |
-| `TRAINABLE_TRANSFORMER_LOSS` | 344.32 |
-| `SPANCAT_LOSS` | 51942.04 |
+| `SPANS_SC_F` | 70.89 |
+| `SPANS_SC_P` | 72.44 |
+| `SPANS_SC_R` | 69.40 |
+| `TRAINABLE_TRANSFORMER_LOSS` | 2968.92 |
+| `SPANCAT_LOSS` | 92215.54 |

config.cfg

@@ -10,7 +10,7 @@ seed = 0
 
 [nlp]
 lang = "en"
-pipeline = ["transformer","parser","trainable_transformer","spancat"]
+pipeline = ["transformer","parser","tagger","ner","attribute_ruler","lemmatizer","trainable_transformer","spancat"]
 batch_size = 64
 disabled = []
 before_creation = null
@@ -20,6 +20,40 @@ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 
 [components]
 
+[components.attribute_ruler]
+factory = "attribute_ruler"
+scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
+validate = false
+
+[components.lemmatizer]
+factory = "lemmatizer"
+mode = "rule"
+model = null
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = false
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
 [components.parser]
 factory = "parser"
 learn_tokens = false
@@ -56,7 +90,7 @@ threshold = 0.4
 [components.spancat.model.reducer]
 @layers = "mean_max_reducer.v1.5"
 hidden_size = 256
-dropout = 0.2
+dropout = 0.0
 
 [components.spancat.model.scorer]
 @layers = "spacy.LinearLogistic.v1"
@@ -71,7 +105,24 @@ upstream = "trainable_transformer"
 
 [components.spancat.suggester]
 @misc = "spacy-experimental.ngram_subtree_suggester.v1"
-sizes = [1,2,3,4,5,6,7,8,9,10,11,12]
+sizes = [1,2,3,4,5,6,7,8,9,10]
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
 
 [components.trainable_transformer]
 factory = "transformer"
@@ -141,7 +192,7 @@ patience = 6000
 max_epochs = 0
 max_steps = 20000
 eval_frequency = 200
-frozen_components = ["transformer","parser"]
+frozen_components = ["transformer","parser","tagger","ner","attribute_ruler","lemmatizer"]
 annotating_components = ["parser"]
 before_to_disk = null
 
@@ -153,8 +204,8 @@ get_length = null
 
 [training.batcher.size]
 @schedules = "compounding.v1"
-start = 100
-stop = 600
+start = 200
+stop = 800
 compound = 1.0002
 t = 0.0
 
@@ -163,7 +214,7 @@ t = 0.0
 progress_bar = true
 
 [training.optimizer]
-@optimizers = "Adam.v1"
+@optimizers = "RAdam.v1"
 beta1 = 0.9
 beta2 = 0.999
 L2_is_weight_decay = true
@@ -185,15 +236,15 @@ dep_las_per_type = null
 sents_p = null
 sents_r = null
 sents_f = null
-spans_sc_f = 0.5
-spans_sc_p = 0.0
-spans_sc_r = 0.5
-ents_per_type = null
 tag_acc = null
 ents_f = null
 ents_p = null
 ents_r = null
+ents_per_type = null
 lemma_acc = null
+spans_sc_f = 0.5
+spans_sc_p = 0.0
+spans_sc_r = 0.5
 
 [pretraining]
 

en_engagement_spl_RoBERTa_acad-any-py3-none-any.whl

@@ -1,3 +1,3 @@
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-size 932543299
+oid sha256:404b9657fda63821dbcba6c7e4f532da8d9970ae5cbd6eaf1f10f7c0ed66dad2
+size 933408890

lemmatizer/lookups/lookups.bin

@@ -0,0 +1,3 @@
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+oid sha256:eb64f40c0f8396d1762730c0ddf4dad2a52d138f5a389f71a1a1d088173b7737
+size 972893

meta.json

@@ -1,7 +1,7 @@
 {
   "lang":"en",
   "name":"engagement_spl_RoBERTa_acad",
-  "version":"0.3.0.1228",
+  "version":"0.3.2",
   "description":"",
   "author":"",
   "email":"",
@@ -65,34 +65,119 @@
       "quantmod",
       "relcl",
       "xcomp"
+    ],
+    "tagger":[
+      "$",
+      "''",
+      ",",
+      "-LRB-",
+      "-RRB-",
+      ".",
+      ":",
+      "ADD",
+      "AFX",
+      "CC",
+      "CD",
+      "DT",
+      "EX",
+      "FW",
+      "HYPH",
+      "IN",
+      "JJ",
+      "JJR",
+      "JJS",
+      "LS",
+      "MD",
+      "NFP",
+      "NN",
+      "NNP",
+      "NNPS",
+      "NNS",
+      "PDT",
+      "POS",
+      "PRP",
+      "PRP$",
+      "RB",
+      "RBR",
+      "RBS",
+      "RP",
+      "SYM",
+      "TO",
+      "UH",
+      "VB",
+      "VBD",
+      "VBG",
+      "VBN",
+      "VBP",
+      "VBZ",
+      "WDT",
+      "WP",
+      "WP$",
+      "WRB",
+      "XX",
+      "``"
+    ],
+    "ner":[
+      "CARDINAL",
+      "DATE",
+      "EVENT",
+      "FAC",
+      "GPE",
+      "LANGUAGE",
+      "LAW",
+      "LOC",
+      "MONEY",
+      "NORP",
+      "ORDINAL",
+      "ORG",
+      "PERCENT",
+      "PERSON",
+      "PRODUCT",
+      "QUANTITY",
+      "TIME",
+      "WORK_OF_ART"
+    ],
+    "attribute_ruler":[
+
+    ],
+    "lemmatizer":[
+
     ],
     "trainable_transformer":[
 
     ],
     "spancat":[
-      "DENY",
-      "ENTERTAIN",
-      "PRONOUNCE",
-      "JUSTIFYING",
       "MONOGLOSS",
+      "PRONOUNCE",
+      "ENDOPHORIC",
+      "ENTERTAIN",
       "COUNTER",
-      "ENDORSE",
+      "DENY",
+      "JUSTIFYING",
       "ATTRIBUTE",
-      "ENDOPHORIC",
+      "CITATION",
       "SOURCES",
-      "CONCUR",
-      "CITATION"
+      "ENDORSE",
+      "CONCUR"
     ]
   },
   "pipeline":[
     "transformer",
     "parser",
+    "tagger",
+    "ner",
+    "attribute_ruler",
+    "lemmatizer",
     "trainable_transformer",
     "spancat"
   ],
   "components":[
     "transformer",
     "parser",
+    "tagger",
+    "ner",
+    "attribute_ruler",
+    "lemmatizer",
     "trainable_transformer",
     "spancat"
   ],
@@ -103,20 +188,161 @@
     "dep_uas":0.0,
     "dep_las":0.0,
     "dep_las_per_type":0.0,
-    "sents_p":0.902739726,
-    "sents_r":0.9340892984,
-    "sents_f":0.9181469871,
-    "spans_sc_f":0.6957640751,
-    "spans_sc_p":0.722333556,
-    "spans_sc_r":0.6710798511,
-    "ents_per_type":0.0,
+    "sents_p":0.9070422535,
+    "sents_r":0.9392318911,
+    "sents_f":0.9228564605,
     "tag_acc":0.0,
     "ents_f":0.0,
     "ents_p":0.0,
     "ents_r":0.0,
+    "ents_per_type":{
+      "PERSON":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "WORK_OF_ART":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "CARDINAL":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "GPE":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "NORP":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "EVENT":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "LOC":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "ORDINAL":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "ATTRIBUTE":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "MONOGLOSS":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "PRONOUNCE":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "ENTERTAIN":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "COUNTER":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "ORG":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "DENY":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "ENDORSE":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "LANGUAGE":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "DATE":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "CONCUR":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "JUSTIFYING":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "PERCENT":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "LAW":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "PRODUCT":{
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+        "r":0.0,
+        "f":0.0
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+      "QUANTITY":{
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+        "r":0.0,
+        "f":0.0
+      },
+      "ENDOPHORIC":{
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+        "r":0.0,
+        "f":0.0
+      },
+      "TIME":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "FAC":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "SOURCES":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
     "lemma_acc":0.0,
-    "trainable_transformer_loss":3.4431899822,
-    "spancat_loss":519.4204027318
+    "spans_sc_f":0.7088699702,
+    "spans_sc_p":0.7244199881,
+    "spans_sc_r":0.6939735005,
+    "trainable_transformer_loss":29.6892269018,
+    "spancat_loss":922.1554348465
   },
   "requirements":[
     "spacy-transformers>=1.1.8,<1.2.0",

ner/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":1,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

ner/moves

@@ -0,0 +1 @@
+��moves�{"0":{},"1":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355},"2":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355},"3":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355},"4":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355,"":1},"5":{"":1}}�cfg��neg_key�

spancat/cfg

@@ -1,17 +1,17 @@
 {
   "labels":[
-    "DENY",
-    "ENTERTAIN",
-    "PRONOUNCE",
-    "JUSTIFYING",
     "MONOGLOSS",
+    "PRONOUNCE",
+    "ENDOPHORIC",
+    "ENTERTAIN",
     "COUNTER",
-    "ENDORSE",
+    "DENY",
+    "JUSTIFYING",
     "ATTRIBUTE",
-    "ENDOPHORIC",
+    "CITATION",
     "SOURCES",
-    "CONCUR",
-    "CITATION"
+    "ENDORSE",
+    "CONCUR"
   ],
   "spans_key":"sc",
   "threshold":0.4,

spancat/model

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 size 9456476

tagger/cfg

@@ -0,0 +1,55 @@
+{
+  "labels":[
+    "$",
+    "''",
+    ",",
+    "-LRB-",
+    "-RRB-",
+    ".",
+    ":",
+    "ADD",
+    "AFX",
+    "CC",
+    "CD",
+    "DT",
+    "EX",
+    "FW",
+    "HYPH",
+    "IN",
+    "JJ",
+    "JJR",
+    "JJS",
+    "LS",
+    "MD",
+    "NFP",
+    "NN",
+    "NNP",
+    "NNPS",
+    "NNS",
+    "PDT",
+    "POS",
+    "PRP",
+    "PRP$",
+    "RB",
+    "RBR",
+    "RBS",
+    "RP",
+    "SYM",
+    "TO",
+    "UH",
+    "VB",
+    "VBD",
+    "VBG",
+    "VBN",
+    "VBP",
+    "VBZ",
+    "WDT",
+    "WP",
+    "WP$",
+    "WRB",
+    "XX",
+    "``"
+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

trainable_transformer/model

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transformer/model

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 size 502030652

vocab/strings.json

@@ -635,12 +635,14 @@
   ".r.",
   ".s.",
   ".t.",
+  ".the",
   ".tw",
   ".us",
   ".v.",
   ".va",
   ".w.",
   ".what",
+  ".woman",
   ".women",
   ".xxx",
   ".xxxx",
@@ -6161,6 +6163,7 @@
   "Abulkabir",
   "Academia",
   "Academic",
+  "Academica",
   "Academically",
   "Academy",
   "Acadia",
@@ -6653,6 +6656,7 @@
   "Allstate",
   "Alltel",
   "Allumettes",
+  "Allusions",
   "Ally",
   "Almaden",
   "Almanac",
@@ -8017,6 +8021,7 @@
   "Baron",
   "Barr",
   "Barrah",
+  "Barramundi",
   "Barre",
   "Barred",
   "Barrels",
@@ -8737,6 +8742,7 @@
   "Bonnie",
   "Bonniers",
   "Bonomo",
+  "Bonorum",
   "Bonwit",
   "Book",
   "Booker",
@@ -9554,6 +9560,7 @@
   "Caesar",
   "Caesarea",
   "Caesarean",
+  "Caesarian",
   "Caesars",
   "Cafe",
   "Cafferty",
@@ -10437,6 +10444,7 @@
   "Cingular",
   "Cinzano",
   "Ciporkin",
+  "Circe",
   "Circle",
   "Circled",
   "Circuit",
@@ -10577,6 +10585,7 @@
   "Clutch",
   "Cly",
   "Clyde",
+  "Clyne",
   "Cnews",
   "Cnidus",
   "Cnn",
@@ -11143,6 +11152,7 @@
   "Coudert",
   "Cougar",
   "Could",
+  "Coulston",
   "Council",
   "Councils",
   "Counsel",
@@ -11490,6 +11500,7 @@
   "DC-10",
   "DC-9",
   "DC10",
+  "DCCC",
   "DCSNet",
   "DDB",
   "DDI",
@@ -11500,6 +11511,7 @@
   "DED",
   "DEFENSE",
   "DEFERRED",
+  "DEFRA",
   "DEL",
   "DELAYS",
   "DELIGHT",
@@ -13458,6 +13470,7 @@
   "Everywhere",
   "Evian",
   "Evidence",
+  "Evident",
   "Evidently",
   "Evil",
   "Evils",
@@ -13683,6 +13696,7 @@
   "FOs",
   "FPL",
   "FPS",
+  "FRA",
   "FRANKLIN",
   "FREDERICK",
   "FREE",
@@ -13948,6 +13962,7 @@
   "Fern\u00e1ndez",
   "Ferranti",
   "Ferrari",
+  "Ferraro",
   "Ferreira",
   "Ferrell",
   "Ferrer",
@@ -14040,6 +14055,7 @@
   "Fine",
   "Fines",
   "Fingers",
+  "Finibus",
   "Finish",
   "Fink",
   "Finkelstein",
@@ -14117,6 +14133,7 @@
   "Flanked",
   "Flankis",
   "Flanner",
+  "Flannery",
   "Flash",
   "Flat",
   "Flats",
@@ -16504,6 +16521,7 @@
   "Hood",
   "Hooker",
   "Hooks",
+  "Hooper",
   "Hoosier",
   "Hoot",
   "Hoover",
@@ -17448,6 +17466,7 @@
   "Is",
   "Is'haqi",
   "Is-",
+  "Isa",
   "Isaac",
   "Isabel",
   "Isabella",
@@ -18300,6 +18319,7 @@
   "Kaplan",
   "Kapos",
   "Kappa",
+  "Kaptur",
   "Kara",
   "Karachi",
   "Karadzic",
@@ -19290,6 +19310,7 @@
   "Lederberg",
   "Lederer",
   "Ledger",
+  "Ledyard",
   "Lee",
   "Leekin",
   "Leemans",
@@ -19484,6 +19505,7 @@
   "Lifelong",
   "Lifestyles",
   "Lifland",
+  "Ligeia",
   "Light",
   "Lightfoot",
   "Lighthouse",
@@ -19966,6 +19988,7 @@
   "MCI",
   "MCO",
   "MCOA",
+  "MCS",
   "MCV",
   "MD",
   "MD-80",
@@ -20088,6 +20111,7 @@
   "MacSharry",
   "MacTheRipper",
   "MacWhinney",
+  "Macabre",
   "Macaemse",
   "Macaense",
   "Macanese",
@@ -20118,6 +20142,7 @@
   "Macintosh",
   "Mack",
   "Mackenzie",
+  "Mackie",
   "Mackinac",
   "Maclaine",
   "Maclean",
@@ -20248,11 +20273,13 @@
   "Malabo",
   "Malahid",
   "Malaki",
+  "Malawi",
   "Malay",
   "Malayo",
   "Malaysia",
   "Malaysian",
   "Malaysians",
+  "Malbin",
   "Malchus",
   "Malcolm",
   "Maldives",
@@ -20278,6 +20305,7 @@
   "Malmqvist",
   "Malone",
   "Maloney",
+  "Malorumque",
   "Malpede",
   "Mals",
   "Malsela",
@@ -20347,6 +20375,7 @@
   "Mannington",
   "Manor",
   "Manpower",
+  "Manresa",
   "Mansfield",
   "Mansion",
   "Manson",
@@ -20396,6 +20425,7 @@
   "Marcos",
   "Marcoses",
   "Marcus",
+  "Marcy",
   "Marder",
   "Mareham",
   "Margaret",
@@ -21543,6 +21573,7 @@
   "Moxley",
   "Moynihan",
   "Mozah",
+  "Mozambique",
   "Mozart",
   "Mr",
   "Mr.",
@@ -22013,6 +22044,7 @@
   "Naumberg",
   "Nauru",
   "Nausea",
+  "Nausica",
   "Nautilus",
   "Naval",
   "Navaro",
@@ -22289,6 +22321,7 @@
   "Nita",
   "Nite",
   "Nith",
+  "Nitrate",
   "Nitze",
   "Niumien",
   "Niva",
@@ -22632,6 +22665,7 @@
   "OSE",
   "OSHA",
   "OSI",
+  "OSPD",
   "OSS",
   "OST",
   "OSX",
@@ -22735,6 +22769,7 @@
   "Official",
   "Officially",
   "Officials",
+  "Officiis",
   "Offsetting",
   "Offshore",
   "Often",
@@ -22795,6 +22830,7 @@
   "Olivetti",
   "Ollari",
   "Ollie",
+  "Ollman",
   "Olmert",
   "Olmsted",
   "Olof",
@@ -22848,6 +22884,7 @@
   "Ono",
   "Onstage",
   "Ontario",
+  "Onto",
   "Oolong",
   "Opa",
   "Open",
@@ -23117,6 +23154,7 @@
   "PDAs",
   "PDF",
   "PDT",
+  "PEBBLES",
   "PEC",
   "PECO",
   "PEN",
@@ -24330,6 +24368,7 @@
   "Prices",
   "Pride",
   "Priest",
+  "Prilleltensky",
   "Primakov",
   "Primarily",
   "Primary",
@@ -24693,6 +24732,7 @@
   "Quada",
   "Quake",
   "Quaker",
+  "Qualia",
   "Quality",
   "Qualls",
   "Quan",
@@ -25296,6 +25336,7 @@
   "Rehoboam",
   "Rei",
   "Reich",
+  "Reichheld",
   "Reichmann",
   "Reid",
   "Reider",
@@ -25656,6 +25697,7 @@
   "Ritchie",
   "Ritek",
   "Rites",
+  "Ritner",
   "Ritter",
   "Ritterman",
   "Rittlemann",
@@ -26341,6 +26383,7 @@
   "Sal",
   "Sala",
   "Salaam",
+  "Salager",
   "Salah",
   "Salahudin",
   "Salam",
@@ -26616,6 +26659,7 @@
   "Schaumburg",
   "Schedule",
   "Scheetz",
+  "Schefter",
   "Scheme",
   "Schenley",
   "Scherer",
@@ -26665,6 +26709,7 @@
   "Schuman",
   "Schumer",
   "Schummer",
+  "Schumpeter",
   "Schuster",
   "Schvala",
   "Schwab",
@@ -26854,6 +26899,7 @@
   "Senators",
   "Send",
   "Sending",
+  "Senegal",
   "Seneh",
   "Seng",
   "Senicio",
@@ -27407,6 +27453,7 @@
   "Silicon",
   "Silk",
   "Silla",
+  "Silly",
   "Siloam",
   "Silpa",
   "Silva",
@@ -29302,6 +29349,7 @@
   "Tikrit",
   "Tikvah",
   "Til",
+  "Tilapia",
   "Till",
   "Tillery",
   "Tillinghast",
@@ -29587,6 +29635,7 @@
   "Traverso",
   "Travis",
   "Travolta",
+  "Trawling",
   "Traxler",
   "Tray",
   "Traynor",
@@ -29622,6 +29671,7 @@
   "Trenton",
   "Trentret",
   "Trettien",
+  "Trevathan",
   "Trevino",
   "Trevor",
   "Trexler",
@@ -30178,6 +30228,7 @@
   "Users",
   "Usery",
   "Usha",
+  "Usher",
   "Ushikubo",
   "Usines",
   "Using",
@@ -30608,6 +30659,7 @@
   "Vsm",
   "Vt",
   "Vt.",
+  "Vulnerable",
   "Vultures",
   "Vyas",
   "Vyquest",
@@ -31322,6 +31374,7 @@
   "Woodward",
   "Woodworth",
   "Woody",
+  "Woolf",
   "Woolworth",
   "Woong",
   "Wooten",
@@ -32839,6 +32892,7 @@
   "abstract",
   "abstraction",
   "abstracts",
+  "abstruse",
   "absurd",
   "absurdities",
   "absurdity",
@@ -32870,6 +32924,7 @@
   "academe",
   "academia",
   "academic",
+  "academica",
   "academically",
   "academician",
   "academicians",
@@ -32894,6 +32949,7 @@
   "accented",
   "accents",
   "accentuated",
+  "accentuates",
   "accept",
   "acceptability",
   "acceptable",
@@ -33447,6 +33503,7 @@
   "affection",
   "affectionate",
   "affections",
+  "affective",
   "affects",
   "affidavit",
   "affidavits",
@@ -33629,6 +33686,7 @@
   "agro",
   "agrochemical",
   "aground",
+  "agrrement",
   "agrrements",
   "ags",
   "agu",
@@ -35194,6 +35252,7 @@
   "arch-murderer",
   "archa",
   "archaeological",
+  "archaeologically",
   "archaeologist",
   "archaeologists",
   "archaeology",
@@ -35300,6 +35359,7 @@
   "aristocrats",
   "aristotelean",
   "aristotle",
+  "arithmetic",
   "arithmetical",
   "arivala",
   "arivalo",
@@ -35854,6 +35914,7 @@
   "attractive",
   "attractively",
   "attractiveness",
+  "attractor",
   "attractors",
   "attracts",
   "attributable",
@@ -35898,6 +35959,7 @@
   "audi",
   "audible",
   "audience",
+  "audience(",
   "audience(s",
   "audiences",
   "audio",
@@ -36707,6 +36769,7 @@
   "barrage",
   "barrages",
   "barrah",
+  "barramundi",
   "barre",
   "barred",
   "barrel",
@@ -37584,6 +37647,7 @@
   "bioTechnology",
   "bioavailability",
   "bioavailable",
+  "biochemical",
   "biochemist",
   "biodegradable",
   "biodegrade",
@@ -38129,6 +38193,7 @@
   "bonniers",
   "bono",
   "bonomo",
+  "bonorum",
   "bonus",
   "bonuses",
   "bonwit",
@@ -39197,6 +39262,7 @@
   "bystanders",
   "bytes",
   "byu",
+  "byways",
   "byzantine",
   "byzantium",
   "b\u02dc\u00b11",
@@ -39285,6 +39351,7 @@
   "caesar",
   "caesarea",
   "caesarean",
+  "caesarian",
   "caesars",
   "caf",
   "cafe",
@@ -39534,6 +39601,7 @@
   "cant",
   "canteen",
   "canterbury",
+  "canto",
   "cantobank",
   "canton",
   "cantonal",
@@ -39843,7 +39911,9 @@
   "cassman",
   "cast",
   "castaneda",
+  "caste",
   "caster",
+  "castes",
   "castigated",
   "castigating",
   "castillo",
@@ -40338,6 +40408,7 @@
   "chapters",
   "char",
   "character",
+  "characterise",
   "characterised",
   "characteristic",
   "characteristically",
@@ -40609,6 +40680,8 @@
   "chided",
   "chides",
   "chief",
+  "chiefdom",
+  "chiefdoms",
   "chiefly",
   "chiefs",
   "chiefs'-",
@@ -40869,6 +40942,7 @@
   "cie",
   "cie.",
   "ciel",
+  "cientific",
   "ciera",
   "cigar",
   "cigarette",
@@ -40906,6 +40980,7 @@
   "ciporkin",
   "cips",
   "cir",
+  "circe",
   "circle",
   "circled",
   "circles",
@@ -41284,6 +41359,7 @@
   "cluttered",
   "cly",
   "clyde",
+  "clyne",
   "cm",
   "cma",
   "cmc",
@@ -41389,6 +41465,7 @@
   "coatings",
   "coats",
   "coattails",
+  "coauthor",
   "coauthors",
   "coax",
   "coaxes",
@@ -41465,10 +41542,12 @@
   "coffins",
   "cog",
   "cogeneration",
+  "cogently",
   "cogestion",
   "cognition",
   "cognitive",
   "cognizance",
+  "cognizant",
   "cognoscenti",
   "coh",
   "cohabit",
@@ -41666,12 +41745,14 @@
   "combining",
   "combis",
   "combo",
+  "combust",
   "combusted",
   "combustion",
   "comcast",
   "comdek",
   "come",
   "comeback",
+  "comecial",
   "comecials",
   "comedian",
   "comedic",
@@ -41719,6 +41800,7 @@
   "commemorating",
   "commemoration",
   "commemorative",
+  "commence",
   "commenced",
   "commencement",
   "commencing",
@@ -42029,6 +42111,7 @@
   "concentration",
   "concentrations",
   "concentric",
+  "concep",
   "conceps",
   "concept",
   "conception",
@@ -42312,6 +42395,7 @@
   "conscript",
   "conscripts",
   "conseco",
+  "consecuence",
   "consecuences",
   "consecutive",
   "consecutively",
@@ -42915,6 +42999,7 @@
   "coughs",
   "could",
   "could't",
+  "coulston",
   "council",
   "councillors",
   "councilman",
@@ -43975,6 +44060,7 @@
   "darin",
   "daring",
   "dark",
+  "darken",
   "darkened",
   "darker",
   "darkhorse",
@@ -44040,6 +44126,7 @@
   "datshir",
   "datson",
   "datuk",
+  "datum",
   "dau",
   "dau-",
   "daub",
@@ -44110,6 +44197,7 @@
   "dc-10",
   "dc-9",
   "dc10",
+  "dccc",
   "dco",
   "dcsnet",
   "dd",
@@ -44225,6 +44313,7 @@
   "dea",
   "deacon",
   "deacons",
+  "deactivate",
   "deactivated",
   "deactivates",
   "deactivation",
@@ -44255,6 +44344,7 @@
   "dean",
   "deane",
   "deanna",
+  "deap",
   "deaps",
   "dear",
   "dearborn",
@@ -44320,6 +44410,7 @@
   "decapitation",
   "decatur",
   "decay",
+  "decaying",
   "deceased",
   "decedent",
   "deceit",
@@ -44346,6 +44437,7 @@
   "decidedly",
   "decides",
   "deciding",
+  "decietful",
   "decieve",
   "decimal",
   "decimate",
@@ -44382,6 +44474,7 @@
   "declines",
   "declining",
   "deco",
+  "decode",
   "decoded",
   "decoding",
   "decommissioned",
@@ -44425,6 +44518,7 @@
   "dedicating",
   "dedication",
   "dedications",
+  "deduce",
   "deducing",
   "deduct",
   "deducted",
@@ -44535,11 +44629,13 @@
   "deflators",
   "deflect",
   "deflecting",
+  "deflection",
   "deflections",
   "defoliate",
   "deforest",
   "deformation",
   "deformed",
+  "defra",
   "defraud",
   "defrauded",
   "defrauding",
@@ -45360,6 +45456,7 @@
   "dillow",
   "dilorenzo",
   "diloreto",
+  "dilute",
   "diluted",
   "dim",
   "dime",
@@ -45836,6 +45933,7 @@
   "dissidents",
   "dissimilar",
   "dissimilarities",
+  "dissimilarity",
   "dissimulating",
   "dissipate",
   "dissipated",
@@ -46631,6 +46729,7 @@
   "ducky",
   "duclos",
   "ductile",
+  "ductility",
   "ducts",
   "duddying",
   "duddying**",
@@ -46726,6 +46825,7 @@
   "duplicated",
   "duplicates",
   "duplicating",
+  "duplication",
   "duplications",
   "duplicitous",
   "duplicity",
@@ -47559,6 +47659,7 @@
   "emblazon",
   "emblem",
   "emblematic",
+  "emblematical",
   "emblems",
   "embodied",
   "embodies",
@@ -47617,6 +47718,7 @@
   "emissary",
   "emission",
   "emissions",
+  "emit",
   "emitted",
   "emitting",
   "emma",
@@ -47715,6 +47817,7 @@
   "enacts",
   "enc",
   "encapsulate",
+  "encapsulated",
   "encapsulating",
   "encased",
   "encasing",
@@ -47953,6 +48056,7 @@
   "entail",
   "entailed",
   "entails",
+  "entangle",
   "entangled",
   "entanglement",
   "entanglements",
@@ -48670,6 +48774,7 @@
   "examples",
   "exams",
   "exasperated",
+  "exasperating",
   "exasperation",
   "exbt",
   "excalibur",
@@ -48768,6 +48873,7 @@
   "exemplary",
   "exemplified",
   "exemplifies",
+  "exemplify",
   "exempt",
   "exempted",
   "exempting",
@@ -49174,6 +49280,7 @@
   "facets",
   "facial",
   "facials",
+  "facie",
   "facilitate",
   "facilitated",
   "facilitates",
@@ -49381,6 +49488,7 @@
   "farid",
   "farley",
   "farm",
+  "farmed",
   "farmer",
   "farmers",
   "farmhouse",
@@ -49689,6 +49797,7 @@
   "ferocity",
   "ferranti",
   "ferrari",
+  "ferraro",
   "ferreira",
   "ferrell",
   "ferrer",
@@ -49726,6 +49835,7 @@
   "fess",
   "fest",
   "fester",
+  "festering",
   "festiva",
   "festival",
   "festivals",
@@ -49968,6 +50078,7 @@
   "fingerprint",
   "fingerprints",
   "fingers",
+  "finibus",
   "finish",
   "finishe",
   "finished",
@@ -50143,6 +50254,7 @@
   "flanks",
   "flannel",
   "flanner",
+  "flannery",
   "flap",
   "flapping",
   "flaps",
@@ -54449,6 +54561,7 @@
   "homma",
   "homo",
   "homoerotic",
+  "homogenize",
   "homogenizing",
   "homogenous",
   "homologous",
@@ -54526,6 +54639,7 @@
   "hooligan",
   "hooliganism",
   "hooligans",
+  "hooper",
   "hoopla",
   "hoops",
   "hoosier",
@@ -55990,6 +56104,7 @@
   "indicting",
   "indictment",
   "indictments",
+  "indictor",
   "indictors",
   "indies",
   "indifference",
@@ -56221,6 +56336,7 @@
   "ingleheim",
   "ingot",
   "ingots",
+  "ingrain",
   "ingrained",
   "ingram",
   "ingratiate",
@@ -56268,6 +56384,7 @@
   "initials",
   "initiate",
   "initiated",
+  "initiates",
   "initiating",
   "initiation",
   "initiatiors",
@@ -56648,6 +56765,7 @@
   "interleukin-4",
   "interlinked",
   "interlocking",
+  "interlocutor",
   "interlocutors",
   "interloping",
   "interlude",
@@ -57143,6 +57261,7 @@
   "item",
   "itemize",
   "items",
+  "iterate",
   "iterated",
   "iterating",
   "iteration",
@@ -57382,6 +57501,7 @@
   "jasper",
   "[email protected]",
   "jath",
+  "jati",
   "jattir",
   "jaundiced",
   "jauntily",
@@ -58127,6 +58247,7 @@
   "kaplan",
   "kapos",
   "kappa",
+  "kaptur",
   "kar",
   "kara",
   "karachi",
@@ -59528,6 +59649,7 @@
   "ledger",
   "ledgers",
   "leds",
+  "ledyard",
   "lee",
   "leek",
   "leekin",
@@ -59904,6 +60026,7 @@
   "ligament",
   "ligaments",
   "ligands",
+  "ligeia",
   "light",
   "lightblue",
   "lighted",
@@ -60834,6 +60957,7 @@
   "macaense",
   "macanese",
   "macao",
+  "macaque",
   "macaques",
   "macari",
   "macaroni",
@@ -60871,6 +60995,7 @@
   "macintosh",
   "mack",
   "mackenzie",
+  "mackie",
   "mackillop",
   "mackinac",
   "maclaine",
@@ -61097,11 +61222,13 @@
   "malaise",
   "malaki",
   "malaria",
+  "malawi",
   "malay",
   "malayo",
   "malaysia",
   "malaysian",
   "malaysians",
+  "malbin",
   "malchus",
   "malcolm",
   "malcontent",
@@ -61140,6 +61267,7 @@
   "malnutrition",
   "malone",
   "maloney",
+  "malorumque",
   "malpede",
   "malpractice",
   "mals",
@@ -61278,6 +61406,7 @@
   "[email protected]",
   "manor",
   "manpower",
+  "manresa",
   "mans",
   "mansfield",
   "mansion",
@@ -61355,6 +61484,7 @@
   "marcos",
   "marcoses",
   "marcus",
+  "marcy",
   "marder",
   "mare",
   "mareham",
@@ -61369,6 +61499,7 @@
   "marginalia",
   "marginalised",
   "marginalization",
+  "marginalize",
   "marginalized",
   "marginalizes",
   "marginalizing",
@@ -61885,6 +62016,7 @@
   "mcnugg",
   "mco",
   "mcoa",
+  "mcs",
   "mcullough",
   "mcv",
   "mcveigh",
@@ -62984,6 +63116,7 @@
   "miti",
   "mitigate",
   "mitigated",
+  "mitigates",
   "mitigating",
   "mitigation",
   "mitnics",
@@ -63542,6 +63675,7 @@
   "moynihan",
   "moz",
   "mozah",
+  "mozambique",
   "mozart",
   "mp",
   "mp/832",
@@ -63823,6 +63957,7 @@
   "mut",
   "mutaa",
   "mutability",
+  "mutablitie",
   "mutablities",
   "mutant",
   "mutate",
@@ -64064,6 +64199,7 @@
   "nanning",
   "nanny",
   "nanosecond",
+  "nanosized",
   "nanshan",
   "nanta",
   "nantie",
@@ -64200,6 +64336,7 @@
   "nauru",
   "nausea",
   "nauseous",
+  "nausica",
   "nautical",
   "nautilus",
   "nav:22.15",
@@ -64298,8 +64435,10 @@
   "nec",
   "necessarily",
   "necessary",
+  "necessitate",
   "necessitated",
   "necessitates",
+  "necessitating",
   "necessities",
   "necessity",
   "neciissity",
@@ -64313,6 +64452,7 @@
   "neckties",
   "neco",
   "necrosis",
+  "nectarine",
   "nectarines",
   "ned",
   "nedelya",
@@ -64775,7 +64915,9 @@
   "nite",
   "nith",
   "nitpicking",
+  "nitrate",
   "nitrogen",
+  "nitrogenous",
   "nitze",
   "niu",
   "niumien",
@@ -65874,6 +66016,7 @@
   "officially",
   "officials",
   "officiated",
+  "officiis",
   "officio",
   "officious",
   "officiously",
@@ -65996,6 +66139,7 @@
   "olay",
   "old",
   "old-style",
+  "olde",
   "olded",
   "olden",
   "oldenburg",
@@ -66025,6 +66169,7 @@
   "oll",
   "ollari",
   "ollie",
+  "ollman",
   "olm",
   "olmert",
   "olmsted",
@@ -66340,6 +66485,7 @@
   "ordinaries",
   "ordinarily",
   "ordinary",
+  "ordinate",
   "ordinates",
   "ordination",
   "ordnance",
@@ -66479,6 +66625,7 @@
   "osn",
   "oso",
   "osofsky",
+  "ospd",
   "oss",
   "ossification",
   "ost",
@@ -66834,6 +66981,7 @@
   "oversize",
   "oversized",
   "oversold",
+  "overspread",
   "overstaffed",
   "overstate",
   "overstated",
@@ -67225,6 +67373,7 @@
   "pant",
   "pantaps",
   "pantheon",
+  "panther",
   "panthers",
   "panties",
   "panting",
@@ -67270,6 +67419,7 @@
   "parade",
   "parades",
   "paradigm",
+  "paradigmatic",
   "paradigms",
   "parading",
   "paradise",
@@ -67534,6 +67684,7 @@
   "pathlogy",
   "pathogen",
   "pathogenic",
+  "pathological",
   "pathologically",
   "pathology",
   "pathos",
@@ -67682,6 +67833,7 @@
   "peacemakers",
   "peacemaking",
   "peacetime",
+  "peach",
   "peaches",
   "peachwood",
   "peacock",
@@ -67707,6 +67859,7 @@
   "peasant",
   "peasants",
   "peat",
+  "pebbles",
   "pec",
   "peccadilloes",
   "pechiney",
@@ -68072,6 +68225,7 @@
   "persuasive",
   "persuasively",
   "persuasiveness",
+  "pertain",
   "pertaining",
   "pertains",
   "pertamina",
@@ -68085,6 +68239,7 @@
   "perugawan",
   "peruse",
   "peruvian",
+  "pervade",
   "pervaded",
   "pervasive",
   "perverse",
@@ -68675,6 +68830,7 @@
   "plaques",
   "plaskett",
   "plasma",
+  "plasmid",
   "plasmids",
   "plasmodium",
   "plaster",
@@ -69828,7 +69984,9 @@
   "priesthood",
   "priestly",
   "priests",
+  "prilleltensky",
   "prim",
+  "prima",
   "primaarily",
   "primakov",
   "primal",
@@ -70435,6 +70593,7 @@
   "psychology",
   "psychopathic",
   "psychopathologies",
+  "psychopathology",
   "psychopaths",
   "psychos",
   "psychosis",
@@ -70556,6 +70715,7 @@
   "punditing",
   "pundits",
   "pungent",
+  "pungently",
   "punish",
   "punishable",
   "punished",
@@ -70653,6 +70813,7 @@
   "putka",
   "putnam",
   "putney",
+  "putrefaction",
   "putrid",
   "puts",
   "puttering",
@@ -70810,6 +70971,7 @@
   "quake",
   "quaker",
   "quakes",
+  "qualia",
   "qualification",
   "qualifications",
   "qualified",
@@ -70874,6 +71036,7 @@
   "quasi-xenophobic",
   "quayle",
   "qub",
+  "qubit",
   "qubits",
   "quds",
   "que",
@@ -70887,6 +71050,7 @@
   "queensland",
   "queer",
   "queerly",
+  "queerness",
   "queers",
   "quek",
   "queks",
@@ -71081,6 +71245,7 @@
   "radiation",
   "radiator",
   "radical",
+  "radicalization",
   "radically",
   "radicals",
   "radio",
@@ -71318,6 +71483,7 @@
   "rasini",
   "raskolnikov",
   "rasmussen",
+  "rasone",
   "rasones",
   "raspberries",
   "raspberry",
@@ -71597,6 +71763,7 @@
   "realms",
   "realtor",
   "realty",
+  "realy",
   "ream",
   "reames",
   "reamins",
@@ -71886,6 +72053,7 @@
   "recuperate",
   "recuperating",
   "recuperation",
+  "recur",
   "recurrence",
   "recurrent",
   "recurring",
@@ -72039,6 +72207,7 @@
   "reflective",
   "reflects",
   "reflex",
+  "reflexe",
   "reflexes",
   "reflexing",
   "reflexive",
@@ -72115,6 +72284,7 @@
   "regenerate",
   "reggie",
   "regie",
+  "regim",
   "regime",
   "regimen",
   "regiment",
@@ -72191,6 +72361,7 @@
   "rehoboam",
   "rei",
   "reich",
+  "reichheld",
   "reichmann",
   "reid",
   "reider",
@@ -72606,6 +72777,7 @@
   "replicated",
   "replicating",
   "replication",
+  "replications",
   "replied",
   "replies",
   "replogle",
@@ -73183,6 +73355,7 @@
   "rhone",
   "rhr",
   "rhs",
+  "rhyme",
   "rhymes",
   "rhyming",
   "rhythm",
@@ -73383,11 +73556,13 @@
   "rite",
   "ritek",
   "rites",
+  "ritner",
   "ritter",
   "ritterman",
   "rittlemann",
   "ritual",
   "ritualistic",
+  "ritually",
   "rituals",
   "ritz",
   "ritzy",
@@ -74279,6 +74454,7 @@
   "salaam",
   "salad",
   "salads",
+  "salager",
   "salah",
   "salahudin",
   "salam",
@@ -74751,6 +74927,7 @@
   "schedules",
   "scheduling",
   "scheetz",
+  "schefter",
   "schema",
   "scheme",
   "schemer",
@@ -74830,6 +75007,7 @@
   "schuman",
   "schumer",
   "schummer",
+  "schumpeter",
   "schuster",
   "schvala",
   "schwab",
@@ -75235,6 +75413,7 @@
   "selective",
   "selectively",
   "selectiveness",
+  "selector",
   "selectors",
   "selects",
   "selenium",
@@ -75321,6 +75500,7 @@
   "senders",
   "sending",
   "sends",
+  "senegal",
   "seneh",
   "seng",
   "senicio",
@@ -76302,6 +76482,7 @@
   "sighs",
   "sight",
   "sighted",
+  "sightedness",
   "sightings",
   "sights",
   "sightsee",
@@ -77444,8 +77625,10 @@
   "spb",
   "spc",
   "spca",
+  "spcialize",
   "spcializing",
   "spd",
+  "speacialist",
   "speacialists",
   "speak",
   "speaker",
@@ -77475,6 +77658,7 @@
   "specials",
   "specialties",
   "specialty",
+  "specie",
   "species",
   "specific",
   "specifically",
@@ -77973,6 +78157,7 @@
   "standby",
   "standbys",
   "standing",
+  "standings",
   "standoff",
   "standout",
   "standpoint",
@@ -78463,6 +78648,7 @@
   "strategizing",
   "strategy",
   "stratfordian",
+  "stratification",
   "stratified",
   "stratigraphic",
   "stratigraphy",
@@ -78580,6 +78766,7 @@
   "strongholds",
   "strongly",
   "strongman",
+  "stronly",
   "strop",
   "strother",
   "stroup",
@@ -78819,6 +79006,7 @@
   "subterfuge",
   "subterranean",
   "subterraneous",
+  "subtext",
   "subtilis",
   "subtitle",
   "subtitled",
@@ -80042,6 +80230,7 @@
   "technologist",
   "technology",
   "techs",
+  "tecnological",
   "teco",
   "tectonic",
   "tectonics",
@@ -80207,6 +80396,7 @@
   "tenpay",
   "tens",
   "tense",
+  "tensile",
   "tension",
   "tensions",
   "tent",
@@ -80750,6 +80940,7 @@
   "tikrit",
   "tikvah",
   "til",
+  "tilapia",
   "tile",
   "tiled",
   "tiles",
@@ -81050,6 +81241,7 @@
   "topless",
   "topmargin",
   "topmost",
+  "topography",
   "topologies",
   "topology",
   "topped",
@@ -81315,6 +81507,7 @@
   "transcended",
   "transcending",
   "transcends",
+  "transconjugant",
   "transconjugants",
   "transcribe",
   "transcribed",
@@ -81449,6 +81642,7 @@
   "travis",
   "travolta",
   "trawled",
+  "trawling",
   "traxler",
   "tray",
   "traynor",
@@ -81523,6 +81717,7 @@
   "trespasses",
   "trespassing",
   "trettien",
+  "trevathan",
   "trevino",
   "trevor",
   "trexler",
@@ -81618,6 +81813,7 @@
   "triumphantly",
   "triumphed",
   "triumphs",
+  "triumvirs",
   "trivelpiece",
   "trivest",
   "trivia",
@@ -82937,6 +83133,7 @@
   "unrivaled",
   "unroll",
   "unrolls",
+  "unrotate",
   "unrotated",
   "unruly",
   "unrwa",
@@ -83063,6 +83260,7 @@
   "unwillingness",
   "unwind",
   "unwise",
+  "unwisely",
   "unwished",
   "unwitting",
   "unwittingly",
@@ -83226,6 +83424,7 @@
   "usacafes",
   "usaf",
   "usage",
+  "usaid.org",
   "usair",
   "usana",
   "[email protected]",
@@ -83250,6 +83449,7 @@
   "usg",
   "ush",
   "usha",
+  "usher",
   "ushered",
   "ushering",
   "ushers",
@@ -83438,6 +83638,7 @@
   "valley",
   "valleys",
   "valorization",
+  "valorize",
   "valrico",
   "valu",
   "valuable",
@@ -83450,6 +83651,7 @@
   "valuing",
   "valve",
   "valves",
+  "vampire",
   "vampires",
   "van",
   "vancamp",
@@ -84071,6 +84273,7 @@
   "voltage",
   "voltages",
   "voltmeter",
+  "voltmeters",
   "volume",
   "volumes",
   "voluminous",
@@ -84838,6 +85041,7 @@
   "whales",
   "whammy",
   "whant",
+  "whar",
   "wharf",
   "wharton",
   "wharves",
@@ -85351,6 +85555,7 @@
   "wooing",
   "wool",
   "woolen",
+  "woolf",
   "woolly",
   "woolworth",
   "wooly",
@@ -87051,6 +87256,7 @@
   "\u00b0k.",
   "\u00b0x.",
   "\u00b7",
+  "\u00bd",
   "\u00cc",
   "\u00cc\u00f2",
   "\u00cc\u00f2...(c)x\u02d9go\u00cc\u00f6]",