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skalyan91 commited on
Commit
3928738
·
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1 Parent(s): 08c1d85

deploy at 2025-12-28 21:00:05.194822

Browse files
Files changed (2) hide show
  1. Dependency length.ipynb +154 -174
  2. main.py +2 -2
Dependency length.ipynb CHANGED
@@ -38,7 +38,7 @@
38
  },
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  {
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  "cell_type": "code",
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- "execution_count": 33,
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  "id": "cefdbf22-b747-4bea-b279-c9b01e75ff2e",
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  "metadata": {},
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  "outputs": [],
@@ -62,7 +62,7 @@
62
  " to_reverse[i-1].dep_ = \"comp\"\n",
63
  " for token in doc:\n",
64
  " if token.dep_ == \"dep\": token.dep_ = \"unknown\"\n",
65
- " if token.dep_ == \"prep\" and token.head.pos_ == \"VERB\" and token.i < token.head.i:\n",
66
  " token.dep_ = \"mod\"\n",
67
  " if token.dep_ == \"ccomp\" and any(sibling.dep_ in relations[\"comp\"] \n",
68
  " for sibling in token.head.rights if sibling.i < token.i):\n",
@@ -83,7 +83,7 @@
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  " subject = [child for child in token.children if child.dep_ == \"subj\"]\n",
84
  " if subject:\n",
85
  " for child in [c for c in token.children if c.i < subject[0].i]:\n",
86
- " if child.dep_ in [\"comp\", \"udep\"]:\n",
87
  " child.dep_ = \"mod\"\n",
88
  " for token in doc:\n",
89
  " if any(t.text == \";\" for t in doc if (token.i < t.i < token.head.i or token.head.i < t.i < token.i) and token.pos_ != \"PUNCT\"):\n",
@@ -157,355 +157,334 @@
157
  },
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  {
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  "cell_type": "code",
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- "execution_count": 34,
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  "id": "ba90ff19-c665-49d8-8ad4-5caee885901d",
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  "metadata": {},
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  "outputs": [
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  {
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  "data": {
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  "text/html": [
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- "<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"91f44e7b72df4952ba0ee597a77e0111-0\" class=\"displacy\" width=\"4775\" height=\"487.0\" direction=\"ltr\" style=\"max-width: none; height: 487.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
168
- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Males</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">NOUN</tspan>\n",
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  "</text>\n",
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  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">have</tspan>\n",
175
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">VERB</tspan>\n",
176
  "</text>\n",
177
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">a</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">DET</tspan>\n",
181
  "</text>\n",
182
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">bony</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">NOUN</tspan>\n",
186
  "</text>\n",
187
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">protrusion</tspan>\n",
190
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">NOUN</tspan>\n",
191
  "</text>\n",
192
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">from</tspan>\n",
195
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">ADP</tspan>\n",
196
  "</text>\n",
197
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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  " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">the</tspan>\n",
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  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">DET</tspan>\n",
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  "</text>\n",
202
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">gill</tspan>\n",
205
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">PROPN</tspan>\n",
206
  "</text>\n",
207
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">area (</tspan>\n",
210
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">NOUN</tspan>\n",
211
  "</text>\n",
212
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">the</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">DET</tspan>\n",
216
  "</text>\n",
217
  "\n",
218
- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">opercular</tspan>\n",
220
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">ADJ</tspan>\n",
221
  "</text>\n",
222
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">process)</tspan>\n",
225
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">NOUN</tspan>\n",
226
  "</text>\n",
227
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">that</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">PRON</tspan>\n",
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  "</text>\n",
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  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">is</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">AUX</tspan>\n",
236
  "</text>\n",
237
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">elongated</tspan>\n",
240
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">VERB</tspan>\n",
241
  "</text>\n",
242
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">and</tspan>\n",
245
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">CCONJ</tspan>\n",
246
  "</text>\n",
247
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">club-</tspan>\n",
250
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">NOUN</tspan>\n",
251
  "</text>\n",
252
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">like,</tspan>\n",
255
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">ADJ</tspan>\n",
256
  "</text>\n",
257
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">a</tspan>\n",
260
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">DET</tspan>\n",
261
  "</text>\n",
262
  "\n",
263
- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">feature</tspan>\n",
265
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3375\">NOUN</tspan>\n",
266
  "</text>\n",
267
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">that</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">PRON</tspan>\n",
271
  "</text>\n",
272
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
274
- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">inspired</tspan>\n",
275
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">VERB</tspan>\n",
276
  "</text>\n",
277
  "\n",
278
- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
279
- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">the</tspan>\n",
280
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">DET</tspan>\n",
281
  "</text>\n",
282
  "\n",
283
- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
284
- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">name</tspan>\n",
285
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">NOUN</tspan>\n",
286
  "</text>\n",
287
  "\n",
288
- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">of</tspan>\n",
290
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">ADP</tspan>\n",
291
  "</text>\n",
292
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4425\">the</tspan>\n",
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- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4425\">DET</tspan>\n",
296
  "</text>\n",
297
  "\n",
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- "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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- " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4600\">species</tspan>\n",
300
- " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4600\">NOUN</tspan>\n",
301
- "</text>\n",
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- "\n",
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  " </text>\n",
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- " <path class=\"displacy-arrowhead\" d=\"M595,354.0 L587,342.0 603,342.0\" fill=\"currentColor\"/>\n",
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  " </text>\n",
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- " <path class=\"displacy-arrowhead\" d=\"M1645,354.0 L1637,342.0 1653,342.0\" fill=\"currentColor\"/>\n",
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  " </text>\n",
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  "</g>\n",
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  " </text>\n",
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  "</g>\n",
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  "\n",
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- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-11\" stroke-width=\"2px\" d=\"M2170,352.0 C2170,264.5 2310.0,264.5 2310.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
393
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
394
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
395
  " </text>\n",
396
- " <path class=\"displacy-arrowhead\" d=\"M2170,354.0 L2162,342.0 2178,342.0\" fill=\"currentColor\"/>\n",
397
  "</g>\n",
398
  "\n",
399
  "<g class=\"displacy-arrow\">\n",
400
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-12\" stroke-width=\"2px\" d=\"M1995,352.0 C1995,177.0 2315.0,177.0 2315.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
401
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
402
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
403
  " </text>\n",
404
- " <path class=\"displacy-arrowhead\" d=\"M2315.0,354.0 L2323.0,342.0 2307.0,342.0\" fill=\"currentColor\"/>\n",
405
  "</g>\n",
406
  "\n",
407
  "<g class=\"displacy-arrow\">\n",
408
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-13\" stroke-width=\"2px\" d=\"M2345,352.0 C2345,264.5 2485.0,264.5 2485.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
409
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
410
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
411
  " </text>\n",
412
- " <path class=\"displacy-arrowhead\" d=\"M2485.0,354.0 L2493.0,342.0 2477.0,342.0\" fill=\"currentColor\"/>\n",
413
  "</g>\n",
414
  "\n",
415
  "<g class=\"displacy-arrow\">\n",
416
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-14\" stroke-width=\"2px\" d=\"M2345,352.0 C2345,177.0 2665.0,177.0 2665.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
417
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
418
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">cc</textPath>\n",
419
  " </text>\n",
420
- " <path class=\"displacy-arrowhead\" d=\"M2665.0,354.0 L2673.0,342.0 2657.0,342.0\" fill=\"currentColor\"/>\n",
421
  "</g>\n",
422
  "\n",
423
  "<g class=\"displacy-arrow\">\n",
424
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-15\" stroke-width=\"2px\" d=\"M2870,352.0 C2870,264.5 3010.0,264.5 3010.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
425
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
426
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-15\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
427
  " </text>\n",
428
- " <path class=\"displacy-arrowhead\" d=\"M2870,354.0 L2862,342.0 2878,342.0\" fill=\"currentColor\"/>\n",
429
  "</g>\n",
430
  "\n",
431
  "<g class=\"displacy-arrow\">\n",
432
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-16\" stroke-width=\"2px\" d=\"M2345,352.0 C2345,89.5 3020.0,89.5 3020.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
433
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
434
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-16\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
435
  " </text>\n",
436
- " <path class=\"displacy-arrowhead\" d=\"M3020.0,354.0 L3028.0,342.0 3012.0,342.0\" fill=\"currentColor\"/>\n",
437
  "</g>\n",
438
  "\n",
439
  "<g class=\"displacy-arrow\">\n",
440
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-17\" stroke-width=\"2px\" d=\"M3220,352.0 C3220,264.5 3360.0,264.5 3360.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
441
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
442
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-17\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
443
  " </text>\n",
444
- " <path class=\"displacy-arrowhead\" d=\"M3220,354.0 L3212,342.0 3228,342.0\" fill=\"currentColor\"/>\n",
445
  "</g>\n",
446
  "\n",
447
  "<g class=\"displacy-arrow\">\n",
448
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-18\" stroke-width=\"2px\" d=\"M770,352.0 C770,2.0 3375.0,2.0 3375.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
449
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
450
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-18\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">appos</textPath>\n",
451
  " </text>\n",
452
- " <path class=\"displacy-arrowhead\" d=\"M3375.0,354.0 L3383.0,342.0 3367.0,342.0\" fill=\"currentColor\"/>\n",
453
  "</g>\n",
454
  "\n",
455
  "<g class=\"displacy-arrow\">\n",
456
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-19\" stroke-width=\"2px\" d=\"M3570,352.0 C3570,264.5 3710.0,264.5 3710.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
457
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
458
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-19\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
459
  " </text>\n",
460
- " <path class=\"displacy-arrowhead\" d=\"M3570,354.0 L3562,342.0 3578,342.0\" fill=\"currentColor\"/>\n",
461
  "</g>\n",
462
  "\n",
463
  "<g class=\"displacy-arrow\">\n",
464
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-20\" stroke-width=\"2px\" d=\"M3395,352.0 C3395,177.0 3715.0,177.0 3715.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
465
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
466
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-20\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
467
  " </text>\n",
468
- " <path class=\"displacy-arrowhead\" d=\"M3715.0,354.0 L3723.0,342.0 3707.0,342.0\" fill=\"currentColor\"/>\n",
469
  "</g>\n",
470
  "\n",
471
  "<g class=\"displacy-arrow\">\n",
472
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-21\" stroke-width=\"2px\" d=\"M3920,352.0 C3920,264.5 4060.0,264.5 4060.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
473
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
474
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-21\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
475
  " </text>\n",
476
- " <path class=\"displacy-arrowhead\" d=\"M3920,354.0 L3912,342.0 3928,342.0\" fill=\"currentColor\"/>\n",
477
  "</g>\n",
478
  "\n",
479
  "<g class=\"displacy-arrow\">\n",
480
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-22\" stroke-width=\"2px\" d=\"M3745,352.0 C3745,177.0 4065.0,177.0 4065.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
481
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
482
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-22\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
483
  " </text>\n",
484
- " <path class=\"displacy-arrowhead\" d=\"M4065.0,354.0 L4073.0,342.0 4057.0,342.0\" fill=\"currentColor\"/>\n",
485
  "</g>\n",
486
  "\n",
487
  "<g class=\"displacy-arrow\">\n",
488
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-23\" stroke-width=\"2px\" d=\"M4095,352.0 C4095,264.5 4235.0,264.5 4235.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
489
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
490
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-23\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
491
  " </text>\n",
492
- " <path class=\"displacy-arrowhead\" d=\"M4235.0,354.0 L4243.0,342.0 4227.0,342.0\" fill=\"currentColor\"/>\n",
493
  "</g>\n",
494
  "\n",
495
  "<g class=\"displacy-arrow\">\n",
496
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-24\" stroke-width=\"2px\" d=\"M4445,352.0 C4445,264.5 4585.0,264.5 4585.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
497
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
498
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-24\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
499
  " </text>\n",
500
- " <path class=\"displacy-arrowhead\" d=\"M4445,354.0 L4437,342.0 4453,342.0\" fill=\"currentColor\"/>\n",
501
  "</g>\n",
502
  "\n",
503
  "<g class=\"displacy-arrow\">\n",
504
- " <path class=\"displacy-arc\" id=\"arrow-91f44e7b72df4952ba0ee597a77e0111-0-25\" stroke-width=\"2px\" d=\"M4270,352.0 C4270,177.0 4590.0,177.0 4590.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
505
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
506
- " <textPath xlink:href=\"#arrow-91f44e7b72df4952ba0ee597a77e0111-0-25\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
507
  " </text>\n",
508
- " <path class=\"displacy-arrowhead\" d=\"M4590.0,354.0 L4598.0,342.0 4582.0,342.0\" fill=\"currentColor\"/>\n",
509
  "</g>\n",
510
  "</svg></span>"
511
  ],
@@ -518,7 +497,7 @@
518
  }
519
  ],
520
  "source": [
521
- "doc = ssudify(nlp(\"Males have a bony protrusion from the gill area (the opercular process) that is elongated and club-like, a feature that inspired the name of the species\"))\n",
522
  "# Since this is an interactive Jupyter environment, we can use displacy.render here\n",
523
  "displacy.render(doc, style='dep')"
524
  ]
@@ -532,9 +511,10 @@
532
  {
533
  "data": {
534
  "text/plain": [
535
- "[(In 1849 he began, 0),\n",
536
- " (public readings of the story, which proved so successful he, 11),\n",
537
- " (undertook 127 further performances., 0)]"
 
538
  ]
539
  },
540
  "execution_count": 7,
 
38
  },
39
  {
40
  "cell_type": "code",
41
+ "execution_count": 22,
42
  "id": "cefdbf22-b747-4bea-b279-c9b01e75ff2e",
43
  "metadata": {},
44
  "outputs": [],
 
62
  " to_reverse[i-1].dep_ = \"comp\"\n",
63
  " for token in doc:\n",
64
  " if token.dep_ == \"dep\": token.dep_ = \"unknown\"\n",
65
+ " if token.dep_ == \"prep\" and token.head.pos_ == \"VERB\" and token.i < token.head.i and token.head.dep_ not in relations[\"mod\"]:\n",
66
  " token.dep_ = \"mod\"\n",
67
  " if token.dep_ == \"ccomp\" and any(sibling.dep_ in relations[\"comp\"] \n",
68
  " for sibling in token.head.rights if sibling.i < token.i):\n",
 
83
  " subject = [child for child in token.children if child.dep_ == \"subj\"]\n",
84
  " if subject:\n",
85
  " for child in [c for c in token.children if c.i < subject[0].i]:\n",
86
+ " if child.dep_ in [\"comp\", \"udep\"] and token.dep_ != \"mod\":\n",
87
  " child.dep_ = \"mod\"\n",
88
  " for token in doc:\n",
89
  " if any(t.text == \";\" for t in doc if (token.i < t.i < token.head.i or token.head.i < t.i < token.i) and token.pos_ != \"PUNCT\"):\n",
 
157
  },
158
  {
159
  "cell_type": "code",
160
+ "execution_count": 24,
161
  "id": "ba90ff19-c665-49d8-8ad4-5caee885901d",
162
  "metadata": {},
163
  "outputs": [
164
  {
165
  "data": {
166
  "text/html": [
167
+ "<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"9f58d58c7a8540688553bdb828bd211d-0\" class=\"displacy\" width=\"4600\" height=\"662.0\" direction=\"ltr\" style=\"max-width: none; height: 662.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
168
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
169
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">to</tspan>\n",
170
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">PART</tspan>\n",
171
  "</text>\n",
172
  "\n",
173
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
174
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">assume,</tspan>\n",
175
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">VERB</tspan>\n",
176
  "</text>\n",
177
  "\n",
178
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
179
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">among</tspan>\n",
180
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">ADP</tspan>\n",
181
  "</text>\n",
182
  "\n",
183
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
184
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">the</tspan>\n",
185
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">DET</tspan>\n",
186
  "</text>\n",
187
  "\n",
188
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
189
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">powers</tspan>\n",
190
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">NOUN</tspan>\n",
191
  "</text>\n",
192
  "\n",
193
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
194
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">of</tspan>\n",
195
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">ADP</tspan>\n",
196
  "</text>\n",
197
  "\n",
198
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
199
  " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">the</tspan>\n",
200
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">DET</tspan>\n",
201
  "</text>\n",
202
  "\n",
203
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
204
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">earth,</tspan>\n",
205
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">NOUN</tspan>\n",
206
  "</text>\n",
207
  "\n",
208
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
209
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">the</tspan>\n",
210
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">DET</tspan>\n",
211
  "</text>\n",
212
  "\n",
213
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
214
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">separate</tspan>\n",
215
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">ADJ</tspan>\n",
216
  "</text>\n",
217
  "\n",
218
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
219
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">and</tspan>\n",
220
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">CCONJ</tspan>\n",
221
  "</text>\n",
222
  "\n",
223
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
224
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">equal</tspan>\n",
225
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">ADJ</tspan>\n",
226
  "</text>\n",
227
  "\n",
228
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
229
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">station</tspan>\n",
230
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">NOUN</tspan>\n",
231
  "</text>\n",
232
  "\n",
233
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
234
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">to</tspan>\n",
235
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">PART</tspan>\n",
236
  "</text>\n",
237
  "\n",
238
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
239
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">which</tspan>\n",
240
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">PRON</tspan>\n",
241
  "</text>\n",
242
  "\n",
243
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
244
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">the</tspan>\n",
245
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">DET</tspan>\n",
246
  "</text>\n",
247
  "\n",
248
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
249
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">laws</tspan>\n",
250
  " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">NOUN</tspan>\n",
251
  "</text>\n",
252
  "\n",
253
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
254
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">of</tspan>\n",
255
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">ADP</tspan>\n",
256
  "</text>\n",
257
  "\n",
258
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
259
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">nature</tspan>\n",
260
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">NOUN</tspan>\n",
261
  "</text>\n",
262
  "\n",
263
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
264
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">and</tspan>\n",
265
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3375\">CCONJ</tspan>\n",
266
  "</text>\n",
267
  "\n",
268
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
269
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">of</tspan>\n",
270
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">ADP</tspan>\n",
271
  "</text>\n",
272
  "\n",
273
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
274
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">nature</tspan>\n",
275
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">NOUN</tspan>\n",
276
  "</text>\n",
277
  "\n",
278
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
279
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">’s</tspan>\n",
280
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">PART</tspan>\n",
281
  "</text>\n",
282
  "\n",
283
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
284
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">God</tspan>\n",
285
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">PROPN</tspan>\n",
286
  "</text>\n",
287
  "\n",
288
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
289
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">entitle</tspan>\n",
290
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">VERB</tspan>\n",
291
  "</text>\n",
292
  "\n",
293
+ "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
294
+ " <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4425\">them</tspan>\n",
295
+ " <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4425\">PRON</tspan>\n",
296
  "</text>\n",
297
  "\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
298
  "<g class=\"displacy-arrow\">\n",
299
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-0\" stroke-width=\"2px\" d=\"M70,527.0 C70,439.5 200.0,439.5 200.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
300
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
301
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
302
  " </text>\n",
303
+ " <path class=\"displacy-arrowhead\" d=\"M200.0,529.0 L208.0,517.0 192.0,517.0\" fill=\"currentColor\"/>\n",
304
  "</g>\n",
305
  "\n",
306
  "<g class=\"displacy-arrow\">\n",
307
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-1\" stroke-width=\"2px\" d=\"M245,527.0 C245,439.5 375.0,439.5 375.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
308
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
309
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
310
  " </text>\n",
311
+ " <path class=\"displacy-arrowhead\" d=\"M375.0,529.0 L383.0,517.0 367.0,517.0\" fill=\"currentColor\"/>\n",
312
  "</g>\n",
313
  "\n",
314
  "<g class=\"displacy-arrow\">\n",
315
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-2\" stroke-width=\"2px\" d=\"M595,527.0 C595,439.5 725.0,439.5 725.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
316
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
317
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
318
  " </text>\n",
319
+ " <path class=\"displacy-arrowhead\" d=\"M595,529.0 L587,517.0 603,517.0\" fill=\"currentColor\"/>\n",
320
  "</g>\n",
321
  "\n",
322
  "<g class=\"displacy-arrow\">\n",
323
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-3\" stroke-width=\"2px\" d=\"M420,527.0 C420,352.0 730.0,352.0 730.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
324
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
325
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
326
  " </text>\n",
327
+ " <path class=\"displacy-arrowhead\" d=\"M730.0,529.0 L738.0,517.0 722.0,517.0\" fill=\"currentColor\"/>\n",
328
  "</g>\n",
329
  "\n",
330
  "<g class=\"displacy-arrow\">\n",
331
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-4\" stroke-width=\"2px\" d=\"M770,527.0 C770,439.5 900.0,439.5 900.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
332
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
333
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
334
  " </text>\n",
335
+ " <path class=\"displacy-arrowhead\" d=\"M900.0,529.0 L908.0,517.0 892.0,517.0\" fill=\"currentColor\"/>\n",
336
  "</g>\n",
337
  "\n",
338
  "<g class=\"displacy-arrow\">\n",
339
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-5\" stroke-width=\"2px\" d=\"M1120,527.0 C1120,439.5 1250.0,439.5 1250.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
340
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
341
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
342
  " </text>\n",
343
+ " <path class=\"displacy-arrowhead\" d=\"M1120,529.0 L1112,517.0 1128,517.0\" fill=\"currentColor\"/>\n",
344
  "</g>\n",
345
  "\n",
346
  "<g class=\"displacy-arrow\">\n",
347
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-6\" stroke-width=\"2px\" d=\"M945,527.0 C945,352.0 1255.0,352.0 1255.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
348
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
349
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
350
  " </text>\n",
351
+ " <path class=\"displacy-arrowhead\" d=\"M1255.0,529.0 L1263.0,517.0 1247.0,517.0\" fill=\"currentColor\"/>\n",
352
  "</g>\n",
353
  "\n",
354
  "<g class=\"displacy-arrow\">\n",
355
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-7\" stroke-width=\"2px\" d=\"M1470,527.0 C1470,177.0 2140.0,177.0 2140.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
356
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
357
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
358
  " </text>\n",
359
+ " <path class=\"displacy-arrowhead\" d=\"M1470,529.0 L1462,517.0 1478,517.0\" fill=\"currentColor\"/>\n",
360
  "</g>\n",
361
  "\n",
362
  "<g class=\"displacy-arrow\">\n",
363
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-8\" stroke-width=\"2px\" d=\"M1645,527.0 C1645,264.5 2135.0,264.5 2135.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
364
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
365
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
366
  " </text>\n",
367
+ " <path class=\"displacy-arrowhead\" d=\"M1645,529.0 L1637,517.0 1653,517.0\" fill=\"currentColor\"/>\n",
368
  "</g>\n",
369
  "\n",
370
  "<g class=\"displacy-arrow\">\n",
371
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-9\" stroke-width=\"2px\" d=\"M1645,527.0 C1645,439.5 1775.0,439.5 1775.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
372
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
373
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">cc</textPath>\n",
374
  " </text>\n",
375
+ " <path class=\"displacy-arrowhead\" d=\"M1775.0,529.0 L1783.0,517.0 1767.0,517.0\" fill=\"currentColor\"/>\n",
376
  "</g>\n",
377
  "\n",
378
  "<g class=\"displacy-arrow\">\n",
379
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-10\" stroke-width=\"2px\" d=\"M1645,527.0 C1645,352.0 1955.0,352.0 1955.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
380
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
381
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
382
  " </text>\n",
383
+ " <path class=\"displacy-arrowhead\" d=\"M1955.0,529.0 L1963.0,517.0 1947.0,517.0\" fill=\"currentColor\"/>\n",
384
  "</g>\n",
385
  "\n",
386
  "<g class=\"displacy-arrow\">\n",
387
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-11\" stroke-width=\"2px\" d=\"M245,527.0 C245,89.5 2145.0,89.5 2145.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
388
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
389
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
390
  " </text>\n",
391
+ " <path class=\"displacy-arrowhead\" d=\"M2145.0,529.0 L2153.0,517.0 2137.0,517.0\" fill=\"currentColor\"/>\n",
392
  "</g>\n",
393
  "\n",
394
  "<g class=\"displacy-arrow\">\n",
395
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-12\" stroke-width=\"2px\" d=\"M2345,527.0 C2345,352.0 2830.0,352.0 2830.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
396
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
397
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
398
  " </text>\n",
399
+ " <path class=\"displacy-arrowhead\" d=\"M2345,529.0 L2337,517.0 2353,517.0\" fill=\"currentColor\"/>\n",
400
  "</g>\n",
401
  "\n",
402
  "<g class=\"displacy-arrow\">\n",
403
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-13\" stroke-width=\"2px\" d=\"M2345,527.0 C2345,439.5 2475.0,439.5 2475.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
404
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
405
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
406
  " </text>\n",
407
+ " <path class=\"displacy-arrowhead\" d=\"M2475.0,529.0 L2483.0,517.0 2467.0,517.0\" fill=\"currentColor\"/>\n",
408
  "</g>\n",
409
  "\n",
410
  "<g class=\"displacy-arrow\">\n",
411
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-14\" stroke-width=\"2px\" d=\"M2695,527.0 C2695,439.5 2825.0,439.5 2825.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
412
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
413
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
414
  " </text>\n",
415
+ " <path class=\"displacy-arrowhead\" d=\"M2695,529.0 L2687,517.0 2703,517.0\" fill=\"currentColor\"/>\n",
416
  "</g>\n",
417
  "\n",
418
  "<g class=\"displacy-arrow\">\n",
419
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-15\" stroke-width=\"2px\" d=\"M2170,527.0 C2170,264.5 2835.0,264.5 2835.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
420
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
421
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-15\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
422
  " </text>\n",
423
+ " <path class=\"displacy-arrowhead\" d=\"M2835.0,529.0 L2843.0,517.0 2827.0,517.0\" fill=\"currentColor\"/>\n",
424
  "</g>\n",
425
  "\n",
426
  "<g class=\"displacy-arrow\">\n",
427
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-16\" stroke-width=\"2px\" d=\"M2870,527.0 C2870,439.5 3000.0,439.5 3000.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
428
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
429
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-16\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
430
  " </text>\n",
431
+ " <path class=\"displacy-arrowhead\" d=\"M3000.0,529.0 L3008.0,517.0 2992.0,517.0\" fill=\"currentColor\"/>\n",
432
  "</g>\n",
433
  "\n",
434
  "<g class=\"displacy-arrow\">\n",
435
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-17\" stroke-width=\"2px\" d=\"M3045,527.0 C3045,439.5 3175.0,439.5 3175.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
436
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
437
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-17\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
438
  " </text>\n",
439
+ " <path class=\"displacy-arrowhead\" d=\"M3175.0,529.0 L3183.0,517.0 3167.0,517.0\" fill=\"currentColor\"/>\n",
440
  "</g>\n",
441
  "\n",
442
  "<g class=\"displacy-arrow\">\n",
443
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-18\" stroke-width=\"2px\" d=\"M2870,527.0 C2870,352.0 3355.0,352.0 3355.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
444
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
445
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-18\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">cc</textPath>\n",
446
  " </text>\n",
447
+ " <path class=\"displacy-arrowhead\" d=\"M3355.0,529.0 L3363.0,517.0 3347.0,517.0\" fill=\"currentColor\"/>\n",
448
  "</g>\n",
449
  "\n",
450
  "<g class=\"displacy-arrow\">\n",
451
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-19\" stroke-width=\"2px\" d=\"M2870,527.0 C2870,264.5 3535.0,264.5 3535.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
452
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
453
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-19\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
454
  " </text>\n",
455
+ " <path class=\"displacy-arrowhead\" d=\"M3535.0,529.0 L3543.0,517.0 3527.0,517.0\" fill=\"currentColor\"/>\n",
456
  "</g>\n",
457
  "\n",
458
  "<g class=\"displacy-arrow\">\n",
459
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-20\" stroke-width=\"2px\" d=\"M3570,527.0 C3570,439.5 3700.0,439.5 3700.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
460
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
461
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-20\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
462
  " </text>\n",
463
+ " <path class=\"displacy-arrowhead\" d=\"M3700.0,529.0 L3708.0,517.0 3692.0,517.0\" fill=\"currentColor\"/>\n",
464
  "</g>\n",
465
  "\n",
466
  "<g class=\"displacy-arrow\">\n",
467
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-21\" stroke-width=\"2px\" d=\"M245,527.0 C245,2.0 3900.0,2.0 3900.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
468
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
469
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-21\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">punct</textPath>\n",
470
  " </text>\n",
471
+ " <path class=\"displacy-arrowhead\" d=\"M3900.0,529.0 L3908.0,517.0 3892.0,517.0\" fill=\"currentColor\"/>\n",
472
  "</g>\n",
473
  "\n",
474
  "<g class=\"displacy-arrow\">\n",
475
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-22\" stroke-width=\"2px\" d=\"M4095,527.0 C4095,439.5 4225.0,439.5 4225.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
476
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
477
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-22\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
478
  " </text>\n",
479
+ " <path class=\"displacy-arrowhead\" d=\"M4095,529.0 L4087,517.0 4103,517.0\" fill=\"currentColor\"/>\n",
480
  "</g>\n",
481
  "\n",
482
  "<g class=\"displacy-arrow\">\n",
483
+ " <path class=\"displacy-arc\" id=\"arrow-9f58d58c7a8540688553bdb828bd211d-0-23\" stroke-width=\"2px\" d=\"M4270,527.0 C4270,439.5 4400.0,439.5 4400.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
484
  " <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
485
+ " <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-23\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
486
  " </text>\n",
487
+ " <path class=\"displacy-arrowhead\" d=\"M4400.0,529.0 L4408.0,517.0 4392.0,517.0\" fill=\"currentColor\"/>\n",
488
  "</g>\n",
489
  "</svg></span>"
490
  ],
 
497
  }
498
  ],
499
  "source": [
500
+ "doc = ssudify(nlp(\"to assume, among the powers of the earth, the separate and equal station to which the laws of nature and of nature’s God entitle them\"))\n",
501
  "# Since this is an interactive Jupyter environment, we can use displacy.render here\n",
502
  "displacy.render(doc, style='dep')"
503
  ]
 
511
  {
512
  "data": {
513
  "text/plain": [
514
+ "[(Males have a bony protrusion from the gill area (the opercular process) that is,\n",
515
+ " 0),\n",
516
+ " (elongated and club-, 4),\n",
517
+ " (like, a feature that inspired the name of the species, 0)]"
518
  ]
519
  },
520
  "execution_count": 7,
main.py CHANGED
@@ -32,7 +32,7 @@ def ssudify(doc):
32
  to_reverse[i-1].dep_ = "comp"
33
  for token in doc:
34
  if token.dep_ == "dep": token.dep_ = "unknown"
35
- if token.dep_ == "prep" and token.head.pos_ == "VERB" and token.i < token.head.i:
36
  token.dep_ = "mod"
37
  if token.dep_ == "ccomp" and any(sibling.dep_ in relations["comp"]
38
  for sibling in token.head.rights if sibling.i < token.i):
@@ -53,7 +53,7 @@ def ssudify(doc):
53
  subject = [child for child in token.children if child.dep_ == "subj"]
54
  if subject:
55
  for child in [c for c in token.children if c.i < subject[0].i]:
56
- if child.dep_ in ["comp", "udep"]:
57
  child.dep_ = "mod"
58
  for token in doc:
59
  if any(t.text == ";" for t in doc if (token.i < t.i < token.head.i or token.head.i < t.i < token.i) and token.pos_ != "PUNCT"):
 
32
  to_reverse[i-1].dep_ = "comp"
33
  for token in doc:
34
  if token.dep_ == "dep": token.dep_ = "unknown"
35
+ if token.dep_ == "prep" and token.head.pos_ == "VERB" and token.i < token.head.i and token.head.dep_ not in relations["mod"]:
36
  token.dep_ = "mod"
37
  if token.dep_ == "ccomp" and any(sibling.dep_ in relations["comp"]
38
  for sibling in token.head.rights if sibling.i < token.i):
 
53
  subject = [child for child in token.children if child.dep_ == "subj"]
54
  if subject:
55
  for child in [c for c in token.children if c.i < subject[0].i]:
56
+ if child.dep_ in ["comp", "udep"] and token.dep_ != "mod":
57
  child.dep_ = "mod"
58
  for token in doc:
59
  if any(t.text == ";" for t in doc if (token.i < t.i < token.head.i or token.head.i < t.i < token.i) and token.pos_ != "PUNCT"):