Update spaCy pipeline

.gitattributes

@@ -32,3 +32,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+en_pipeline-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+textcat/model filter=lfs diff=lfs merge=lfs -text
+parser/model filter=lfs diff=lfs merge=lfs -text
+vocab/key2row filter=lfs diff=lfs merge=lfs -text
+vocab/vectors filter=lfs diff=lfs merge=lfs -text
+tok2vec/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,124 @@
+---
+tags:
+- spacy
+- token-classification
+- text-classification
+language:
+- en
+model-index:
+- name: en_pipeline
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.9970902037
+    - name: NER Recall
+      type: recall
+      value: 0.9970902037
+    - name: NER F Score
+      type: f_score
+      value: 0.9970902037
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9993694107
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9993694107
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9993120844
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.9979572295
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.9890201085
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 1.0
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `en_pipeline` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.2.3,<3.3.0` |
+| **Default Pipeline** | `tok2vec`, `tagger`, `morphologizer`, `parser`, `ner`, `textcat` |
+| **Components** | `tok2vec`, `tagger`, `morphologizer`, `parser`, `ner`, `textcat` |
+| **Vectors** | 684830 keys, 684830 unique vectors (300 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (197 labels for 5 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`tagger`** | `$`, `''`, `,`, `-LRB-`, `-RRB-`, `.`, `:`, `CC`, `CD`, `DT`, `EX`, `FW`, `HYPH`, `IN`, `JJ`, `JJR`, `JJS`, `MD`, `NFP`, `NN`, `NNP`, `NNPS`, `NNS`, `PDT`, `POS`, `PRP`, `PRP$`, `RB`, `RBR`, `RBS`, `RP`, `TO`, `UH`, `VB`, `VBD`, `VBG`, `VBN`, `VBP`, `VBZ`, `WDT`, `WP`, `WP$`, `WRB`, `XX`, `_SP`, ```` |
+| **`morphologizer`** | `Definite=Def\|POS=DET\|PronType=Art`, `Number=Sing\|POS=NOUN`, `POS=ADP`, `Degree=Pos\|POS=ADJ`, `Number=Plur\|POS=NOUN`, `Number=Sing\|POS=PROPN`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Quot`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `Aspect=Prog\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `POS=ADV`, `POS=VERB\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Perf\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=PART`, `POS=PUNCT\|PunctType=Comm`, `POS=PRON`, `POS=SCONJ`, `POS=VERB\|VerbForm=Inf`, `POS=PUNCT\|PunctType=Peri`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|POS=ADJ`, `ConjType=Cmp\|POS=CCONJ`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=SPACE`, `Definite=Ind\|POS=DET\|PronType=Art`, `Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Degree=Sup\|POS=ADJ`, `POS=VERB\|Tense=Pres\|VerbForm=Fin`, `POS=AUX\|VerbForm=Fin`, `POS=AUX\|VerbForm=Inf`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `NumType=Card\|POS=NUM`, `Number=Plur\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Degree=Sup\|POS=ADV`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Quot`, `POS=DET`, `Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `POS=PUNCT\|PunctType=Dash`, `Degree=Cmp\|POS=ADV`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=DET\|PronType=Dem`, `POS=AUX\|VerbForm=Ger`, `POS=AUX`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Foreign=Yes\|POS=X`, `POS=ADV\|PronType=Dem`, `POS=PART\|Polarity=Neg`, `Number=Plur\|POS=PRON\|PronType=Dem`, `POS=AUX\|Tense=Past\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Brck`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Brck`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Degree=Pos\|POS=ADV`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=SYM`, `Number=Sing\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Case=Nom\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `POS=PUNCT`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=AUX\|VerbType=Mod`, `POS=DET\|Poss=Yes`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=INTJ`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `NumType=Mult\|POS=ADV`, `POS=PRON\|Person=2\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=AUX`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Definite=Ind\|POS=PRON\|PronType=Art`, `Aspect=Prog\|POS=AUX\|Tense=Pres\|VerbForm=Part`, `POS=X`, `Case=Acc\|POS=PRON\|Person=2\|PronType=Prs` |
+| **`parser`** | `ROOT`, `acl`, `acomp`, `advcl`, `advmod`, `agent`, `amod`, `appos`, `attr`, `aux`, `auxpass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `dep`, `det`, `dobj`, `expl`, `mark`, `neg`, `nmod`, `npadvmod`, `nsubj`, `nsubjpass`, `nummod`, `pcomp`, `pobj`, `poss`, `prep`, `prt`, `punct`, `quantmod`, `relcl`, `xcomp` |
+| **`ner`** | `CARDINAL`, `DATE`, `FAC`, `GPE`, `LANGUAGE`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
+| **`textcat`** | `Blaming_Geopolitics`, `Blaming_Government`, `Blaming_Migrants`, `No_Frustration`, `Uses_Infrastructure` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TAG_ACC` | 99.94 |
+| `POS_ACC` | 99.94 |
+| `MORPH_ACC` | 99.93 |
+| `DEP_UAS` | 99.80 |
+| `DEP_LAS` | 98.90 |
+| `SENTS_P` | 100.00 |
+| `SENTS_R` | 100.00 |
+| `SENTS_F` | 100.00 |
+| `ENTS_F` | 99.71 |
+| `ENTS_P` | 99.71 |
+| `ENTS_R` | 99.71 |
+| `CATS_SCORE` | 99.43 |
+| `CATS_MICRO_P` | 99.43 |
+| `CATS_MICRO_R` | 99.43 |
+| `CATS_MICRO_F` | 99.43 |
+| `CATS_MACRO_P` | 99.43 |
+| `CATS_MACRO_R` | 99.43 |
+| `CATS_MACRO_F` | 99.43 |
+| `CATS_MACRO_AUC` | 100.00 |
+| `CATS_MACRO_AUC_PER_TYPE` | 0.00 |
+| `TOK2VEC_LOSS` | 441813.62 |
+| `TAGGER_LOSS` | 3246.21 |
+| `MORPHOLOGIZER_LOSS` | 3554.80 |
+| `PARSER_LOSS` | 333496.66 |
+| `NER_LOSS` | 6933.11 |
+| `TEXTCAT_LOSS` | 1.50 |

config.cfg

@@ -0,0 +1,237 @@
+[paths]
+train = "./spacy_files/train_simple_col.spacy"
+dev = "./spacy_files/train_simple_col.spacy"
+vectors = "en_core_web_lg"
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "en"
+pipeline = ["tok2vec","tagger","morphologizer","parser","ner","textcat"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[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 = true
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 128
+maxout_pieces = 3
+use_upper = true
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.textcat]
+factory = "textcat"
+scorer = {"@scorers":"spacy.textcat_scorer.v1"}
+threshold = 0.5
+
+[components.textcat.model]
+@architectures = "spacy.TextCatEnsemble.v2"
+nO = null
+
+[components.textcat.model.linear_model]
+@architectures = "spacy.TextCatBOW.v2"
+exclusive_classes = true
+ngram_size = 1
+no_output_layer = false
+nO = null
+
+[components.textcat.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tok2vec]
+factory = "tok2vec"
+
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = ${components.tok2vec.model.encode.width}
+attrs = ["ORTH","SHAPE"]
+rows = [5000,2500]
+include_static_vectors = true
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 256
+depth = 8
+window_size = 1
+maxout_pieces = 3
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+learn_rate = 0.001
+
+[training.score_weights]
+tag_acc = 0.2
+pos_acc = 0.1
+morph_acc = 0.1
+morph_per_feat = null
+dep_uas = 0.1
+dep_las = 0.1
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
+ents_f = 0.2
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+cats_score = 0.2
+cats_score_desc = null
+cats_micro_p = null
+cats_micro_r = null
+cats_micro_f = null
+cats_macro_p = null
+cats_macro_r = null
+cats_macro_f = null
+cats_macro_auc = null
+cats_f_per_type = null
+cats_macro_auc_per_type = null
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

en_pipeline-any-py3-none-any.whl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e0fe72083225bfd8c8f9a3677db6bce2f81dbff5d62e6abe1d4bc20f2e1cdce
+size 793284196

meta.json

@@ -0,0 +1,709 @@
+{
+  "lang":"en",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.2.3,<3.3.0",
+  "spacy_git_version":"99425de36",
+  "vectors":{
+    "width":300,
+    "vectors":684830,
+    "keys":684830,
+    "name":"en_vectors"
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "tagger":[
+      "$",
+      "''",
+      ",",
+      "-LRB-",
+      "-RRB-",
+      ".",
+      ":",
+      "CC",
+      "CD",
+      "DT",
+      "EX",
+      "FW",
+      "HYPH",
+      "IN",
+      "JJ",
+      "JJR",
+      "JJS",
+      "MD",
+      "NFP",
+      "NN",
+      "NNP",
+      "NNPS",
+      "NNS",
+      "PDT",
+      "POS",
+      "PRP",
+      "PRP$",
+      "RB",
+      "RBR",
+      "RBS",
+      "RP",
+      "TO",
+      "UH",
+      "VB",
+      "VBD",
+      "VBG",
+      "VBN",
+      "VBP",
+      "VBZ",
+      "WDT",
+      "WP",
+      "WP$",
+      "WRB",
+      "XX",
+      "_SP",
+      "``"
+    ],
+    "morphologizer":[
+      "Definite=Def|POS=DET|PronType=Art",
+      "Number=Sing|POS=NOUN",
+      "POS=ADP",
+      "Degree=Pos|POS=ADJ",
+      "Number=Plur|POS=NOUN",
+      "Number=Sing|POS=PROPN",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Quot",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=AUX|Tense=Past|VerbForm=Part",
+      "Aspect=Prog|POS=VERB|Tense=Pres|VerbForm=Part",
+      "POS=ADV",
+      "POS=VERB|Tense=Past|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Aspect=Perf|POS=VERB|Tense=Past|VerbForm=Part",
+      "POS=PART",
+      "POS=PUNCT|PunctType=Comm",
+      "POS=PRON",
+      "POS=SCONJ",
+      "POS=VERB|VerbForm=Inf",
+      "POS=PUNCT|PunctType=Peri",
+      "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin",
+      "Degree=Cmp|POS=ADJ",
+      "ConjType=Cmp|POS=CCONJ",
+      "Number=Sing|POS=PRON|PronType=Dem",
+      "Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "POS=SPACE",
+      "Definite=Ind|POS=DET|PronType=Art",
+      "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin",
+      "POS=PRON|PronType=Rel",
+      "Degree=Sup|POS=ADJ",
+      "POS=VERB|Tense=Pres|VerbForm=Fin",
+      "POS=AUX|VerbForm=Fin",
+      "POS=AUX|VerbForm=Inf",
+      "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "NumType=Card|POS=NUM",
+      "Number=Plur|POS=PROPN",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Degree=Sup|POS=ADV",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Quot",
+      "POS=DET",
+      "Number=Plur|POS=DET|PronType=Dem",
+      "Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "POS=PUNCT|PunctType=Dash",
+      "Degree=Cmp|POS=ADV",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=DET|PronType=Dem",
+      "POS=AUX|VerbForm=Ger",
+      "POS=AUX",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Foreign=Yes|POS=X",
+      "POS=ADV|PronType=Dem",
+      "POS=PART|Polarity=Neg",
+      "Number=Plur|POS=PRON|PronType=Dem",
+      "POS=AUX|Tense=Past|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Brck",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Brck",
+      "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Neut|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Degree=Pos|POS=ADV",
+      "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=SYM",
+      "Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "Case=Nom|POS=PRON|Person=2|PronType=Prs",
+      "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "POS=PUNCT",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=AUX|VerbType=Mod",
+      "POS=DET|Poss=Yes",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=INTJ",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "NumType=Mult|POS=ADV",
+      "POS=PRON|Person=2|Poss=Yes|PronType=Prs",
+      "Number=Sing|POS=AUX",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes",
+      "Definite=Ind|POS=PRON|PronType=Art",
+      "Aspect=Prog|POS=AUX|Tense=Pres|VerbForm=Part",
+      "POS=X",
+      "Case=Acc|POS=PRON|Person=2|PronType=Prs"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "acomp",
+      "advcl",
+      "advmod",
+      "agent",
+      "amod",
+      "appos",
+      "attr",
+      "aux",
+      "auxpass",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "conj",
+      "dep",
+      "det",
+      "dobj",
+      "expl",
+      "mark",
+      "neg",
+      "nmod",
+      "npadvmod",
+      "nsubj",
+      "nsubjpass",
+      "nummod",
+      "pcomp",
+      "pobj",
+      "poss",
+      "prep",
+      "prt",
+      "punct",
+      "quantmod",
+      "relcl",
+      "xcomp"
+    ],
+    "ner":[
+      "CARDINAL",
+      "DATE",
+      "FAC",
+      "GPE",
+      "LANGUAGE",
+      "LOC",
+      "MONEY",
+      "NORP",
+      "ORDINAL",
+      "ORG",
+      "PERCENT",
+      "PERSON",
+      "PRODUCT",
+      "QUANTITY",
+      "TIME",
+      "WORK_OF_ART"
+    ],
+    "textcat":[
+      "Blaming_Geopolitics",
+      "Blaming_Government",
+      "Blaming_Migrants",
+      "No_Frustration",
+      "Uses_Infrastructure"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "ner",
+    "textcat"
+  ],
+  "components":[
+    "tok2vec",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "ner",
+    "textcat"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "tag_acc":0.9993694107,
+    "pos_acc":0.9993694107,
+    "morph_acc":0.9993120844,
+    "morph_per_feat":{
+      "Definite":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "PronType":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Number":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Degree":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "PunctSide":{
+        "p":0.9953917051,
+        "r":0.9953917051,
+        "f":0.9953917051
+      },
+      "PunctType":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Mood":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Person":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Tense":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "VerbForm":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Aspect":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Case":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "ConjType":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Poss":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "NumType":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Gender":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Reflex":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Foreign":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "VerbType":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      }
+    },
+    "dep_uas":0.9979572295,
+    "dep_las":0.9890201085,
+    "dep_las_per_type":{
+      "det":{
+        "p":0.9983543609,
+        "r":1.0,
+        "f":0.9991765029
+      },
+      "nsubj":{
+        "p":0.9991503823,
+        "r":0.9991503823,
+        "f":0.9991503823
+      },
+      "prep":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "amod":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "pobj":{
+        "p":1.0,
+        "r":0.9990118577,
+        "f":0.9995056846
+      },
+      "compound":{
+        "p":1.0,
+        "r":0.998502994,
+        "f":0.9992509363
+      },
+      "aux":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "ccomp":{
+        "p":0.9966555184,
+        "r":0.9966555184,
+        "f":0.9966555184
+      },
+      "advmod":{
+        "p":0.9979423868,
+        "r":0.9958932238,
+        "f":0.9969167523
+      },
+      "root":{
+        "p":0.9965217391,
+        "r":0.9965217391,
+        "f":0.9965217391
+      },
+      "dobj":{
+        "p":1.0,
+        "r":0.9665211063,
+        "f":0.9829755736
+      },
+      "nsubjpass":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "auxpass":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "poss":{
+        "p":1.0,
+        "r":0.9953917051,
+        "f":0.9976905312
+      },
+      "case":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "agent":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "relcl":{
+        "p":0.9905063291,
+        "r":0.9905063291,
+        "f":0.9905063291
+      },
+      "mark":{
+        "p":1.0,
+        "r":0.9967741935,
+        "f":0.9983844911
+      },
+      "appos":{
+        "p":1.0,
+        "r":0.9745762712,
+        "f":0.9871244635
+      },
+      "xcomp":{
+        "p":0.9942196532,
+        "r":1.0,
+        "f":0.9971014493
+      },
+      "acl":{
+        "p":1.0,
+        "r":0.9765625,
+        "f":0.9881422925
+      },
+      "cc":{
+        "p":0.998046875,
+        "r":0.9480519481,
+        "f":0.9724072312
+      },
+      "conj":{
+        "p":0.9983948636,
+        "r":0.9967948718,
+        "f":0.9975942261
+      },
+      "dep":{
+        "p":0.0700636943,
+        "r":0.3333333333,
+        "f":0.1157894737
+      },
+      "pcomp":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "attr":{
+        "p":0.9936708861,
+        "r":0.9936708861,
+        "f":0.9936708861
+      },
+      "advcl":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "quantmod":{
+        "p":1.0,
+        "r":0.9692307692,
+        "f":0.984375
+      },
+      "nummod":{
+        "p":1.0,
+        "r":0.9356725146,
+        "f":0.9667673716
+      },
+      "expl":{
+        "p":1.0,
+        "r":0.9846153846,
+        "f":0.992248062
+      },
+      "predet":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "npadvmod":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "acomp":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "prt":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "nmod":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "dative":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "intj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "neg":{
+        "p":1.0,
+        "r":0.8790322581,
+        "f":0.9356223176
+      },
+      "csubj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "preconj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "oprd":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "parataxis":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "csubjpass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "sents_p":1.0,
+    "sents_r":1.0,
+    "sents_f":1.0,
+    "ents_f":0.9970902037,
+    "ents_p":0.9970902037,
+    "ents_r":0.9970902037,
+    "ents_per_type":{
+      "NORP":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "PERSON":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "ORG":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "DATE":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "LOC":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "TIME":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "FAC":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "CARDINAL":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "MONEY":{
+        "p":0.8,
+        "r":0.8,
+        "f":0.8
+      },
+      "GPE":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "PERCENT":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "LANGUAGE":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "PRODUCT":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "ORDINAL":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "WORK_OF_ART":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "QUANTITY":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      }
+    },
+    "cats_score":0.9942857143,
+    "cats_score_desc":"macro F",
+    "cats_micro_p":0.9942857143,
+    "cats_micro_r":0.9942857143,
+    "cats_micro_f":0.9942857143,
+    "cats_macro_p":0.9942857143,
+    "cats_macro_r":0.9942857143,
+    "cats_macro_f":0.9942857143,
+    "cats_macro_auc":0.9999591837,
+    "cats_f_per_type":{
+      "Blaming_Geopolitics":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Blaming_Government":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Blaming_Migrants":{
+        "p":0.9857142857,
+        "r":0.9857142857,
+        "f":0.9857142857
+      },
+      "No_Frustration":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Uses_Infrastructure":{
+        "p":0.9857142857,
+        "r":0.9857142857,
+        "f":0.9857142857
+      }
+    },
+    "cats_macro_auc_per_type":0.0,
+    "tok2vec_loss":4418.1361807639,
+    "tagger_loss":32.4620698266,
+    "morphologizer_loss":35.5480163522,
+    "parser_loss":3334.966627319,
+    "ner_loss":69.3310663333,
+    "textcat_loss":0.0150158473
+  },
+  "requirements":[
+
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,196 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "Definite=Def|POS=DET|PronType=Art":"Definite=Def|PronType=Art",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "POS=ADP":"",
+    "Degree=Pos|POS=ADJ":"Degree=Pos",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Quot":"PunctSide=Ini|PunctType=Quot",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=AUX|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "Aspect=Prog|POS=VERB|Tense=Pres|VerbForm=Part":"Aspect=Prog|Tense=Pres|VerbForm=Part",
+    "POS=ADV":"",
+    "POS=VERB|Tense=Past|VerbForm=Fin":"Tense=Past|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Aspect=Perf|POS=VERB|Tense=Past|VerbForm=Part":"Aspect=Perf|Tense=Past|VerbForm=Part",
+    "POS=PART":"",
+    "POS=PUNCT|PunctType=Comm":"PunctType=Comm",
+    "POS=PRON":"",
+    "POS=SCONJ":"",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "POS=PUNCT|PunctType=Peri":"PunctType=Peri",
+    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "ConjType=Cmp|POS=CCONJ":"ConjType=Cmp",
+    "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "POS=SPACE":"",
+    "Definite=Ind|POS=DET|PronType=Art":"Definite=Ind|PronType=Art",
+    "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Degree=Sup|POS=ADJ":"Degree=Sup",
+    "POS=VERB|Tense=Pres|VerbForm=Fin":"Tense=Pres|VerbForm=Fin",
+    "POS=AUX|VerbForm=Fin":"VerbForm=Fin",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Plur|Person=1|PronType=Prs",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Number=Plur|POS=PROPN":"Number=Plur",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Degree=Sup|POS=ADV":"Degree=Sup",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Quot":"PunctSide=Fin|PunctType=Quot",
+    "POS=DET":"",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc|Number=Plur|Person=1|PronType=Prs",
+    "POS=PUNCT|PunctType=Dash":"PunctType=Dash",
+    "Degree=Cmp|POS=ADV":"Degree=Cmp",
+    "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=DET|PronType=Dem":"Number=Sing|PronType=Dem",
+    "POS=AUX|VerbForm=Ger":"VerbForm=Ger",
+    "POS=AUX":"",
+    "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Neut|Number=Sing|Person=3|PronType=Prs",
+    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Plur|Person=3|PronType=Prs",
+    "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Acc|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
+    "Foreign=Yes|POS=X":"Foreign=Yes",
+    "POS=ADV|PronType=Dem":"PronType=Dem",
+    "POS=PART|Polarity=Neg":"Polarity=Neg",
+    "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
+    "POS=AUX|Tense=Past|VerbForm=Fin":"Tense=Past|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Brck":"PunctSide=Ini|PunctType=Brck",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Brck":"PunctSide=Fin|PunctType=Brck",
+    "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Neut|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Degree=Pos|POS=ADV":"Degree=Pos",
+    "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "POS=SYM":"",
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+}

ner/cfg

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+  "multitasks":[
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+  ],
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+  "beam_width":1,
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+}

ner/moves

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parser/cfg

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+  ],
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+}

parser/model

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parser/moves

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tagger/cfg

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+{
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+    "WDT",
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+    "WP$",
+    "WRB",
+    "XX",
+    "_SP",
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+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

textcat/cfg

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+{
+  "labels":[
+    "Blaming_Geopolitics",
+    "Blaming_Government",
+    "Blaming_Migrants",
+    "No_Frustration",
+    "Uses_Infrastructure"
+  ],
+  "threshold":0.5,
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+}

textcat/model

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tok2vec/cfg

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+}

tok2vec/model

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tokenizer

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