deploy at 2025-12-28 16:31:13.332600

Dependency length.ipynb

@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 56,
    "id": "cefdbf22-b747-4bea-b279-c9b01e75ff2e",
    "metadata": {},
    "outputs": [],
@@ -62,6 +62,11 @@
     "                to_reverse[i-1].dep_ = \"comp\"\n",
     "    for token in doc:\n",
     "        if token.dep_ == \"dep\": token.dep_ = \"unknown\"\n",
+    "        if token.dep_ == \"prep\" and token.head.pos_ == \"VERB\" and token.i < token.head.i:\n",
+    "            token.dep_ = \"mod\"\n",
+    "        if token.dep_ == \"ccomp\" and any(sibling.dep_ in relations[\"comp\"] \n",
+    "                                         for sibling in token.head.rights if sibling.i < token.i):\n",
+    "            token.dep_ = \"mod\"\n",
     "        for rel in relations.keys():\n",
     "            if token.dep_ in relations[rel]: token.dep_ = rel\n",
     "    for token in doc:\n",
@@ -75,12 +80,16 @@
     "            for child in [c for c in token.children if c.i < subject[0].i]:\n",
     "                if child.dep_ in [\"comp\", \"udep\"]:\n",
     "                    child.dep_ = \"mod\"\n",
+    "    for token in doc:\n",
+    "        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",
+    "            token.head = token\n",
+    "            token.dep_ = \"root\"\n",
     "    return doc"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 28,
    "id": "23efda66-9d58-4169-9fa0-05de47267b5a",
    "metadata": {},
    "outputs": [],
@@ -98,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 5,
    "id": "5bb29f0a-9d55-4f2d-84c3-4c3c4bae0271",
    "metadata": {},
    "outputs": [],
@@ -132,472 +141,264 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 57,
    "id": "ba90ff19-c665-49d8-8ad4-5caee885901d",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "In []\n",
+      "1849 []\n",
+      "he []\n",
+      "began []\n",
+      "public []\n",
+      "readings []\n",
+      "of []\n",
+      "the []\n",
+      "story []\n",
+      ", []\n",
+      "which []\n",
+      "proved ['punct']\n",
+      "so []\n",
+      "successful []\n",
+      "he []\n",
+      "undertook ['comp']\n",
+      "127 []\n",
+      "further []\n",
+      "performances []\n",
+      ". ['comp']\n"
+     ]
+    },
     {
      "data": {
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-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">According</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">VERB</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">to</tspan>\n",
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-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
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-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">studies, “</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">People</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">who</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">PRON</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">danced</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">VERB</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">more</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">ADJ</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">than</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">ADP</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">once</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">ADV</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">a</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">DET</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">week</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">had</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">VERB</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">a</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">DET</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">76%</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">lower</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">ADJ</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">risk</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">NOUN</tspan>\n",
+       "<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"5232fcca8f23464a9783eb067e24fe32-0\" class=\"displacy\" width=\"3200\" height=\"399.5\" direction=\"ltr\" style=\"max-width: none; height: 399.5px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">In</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">ADP</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">of</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">ADP</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">1849</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">NUM</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">getting</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">VERB</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">he</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">PRON</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">dementia</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3375\">NOUN</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">began</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">VERB</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">compared</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">VERB</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">public</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">ADJ</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">to</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">ADP</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">readings</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">NOUN</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">people</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">NOUN</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">of</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">ADP</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">who</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">PRON</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">the</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">DET</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">danced</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">VERB</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">story,</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">NOUN</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4425\">less</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4425\">ADV</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">which</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">PRON</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4600\">frequently</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4600\">ADV</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">proved</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">VERB</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4775\">or</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4775\">CCONJ</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">so</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">ADV</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4950\">did</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4950\">AUX</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">successful</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">ADJ</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5125\">n’t</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5125\">NOUN</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">he</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">PRON</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5300\">dance</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5300\">NOUN</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">undertook</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">VERB</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5475\">at</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5475\">ADV</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">127</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">NUM</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5650\">all,”</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5650\">ADV</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">further</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">ADJ</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5825\">Dr</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5825\">PROPN</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">performances.</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">NOUN</tspan>\n",
        "</text>\n",
        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6000\">Pasricha</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6000\">PROPN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6175\">noted.</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6175\">VERB</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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-       "    </text>\n",
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+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
        "    </text>\n",
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        "\n",
        "<g class=\"displacy-arrow\">\n",
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+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
        "    </text>\n",
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        "\n",
        "<g class=\"displacy-arrow\">\n",
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        "    </text>\n",
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        "\n",
        "<g class=\"displacy-arrow\">\n",
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+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
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        "\n",
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        "\n",
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        "\n",
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        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-21\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3705.0,441.5 L3713.0,429.5 3697.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1295,266.5 L1287,254.5 1303,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-22\" stroke-width=\"2px\" d=\"M3745,439.5 C3745,352.0 3880.0,352.0 3880.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-7\" stroke-width=\"2px\" d=\"M1120,264.5 C1120,89.5 1445.0,89.5 1445.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-22\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3880.0,441.5 L3888.0,429.5 3872.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1445.0,266.5 L1453.0,254.5 1437.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-23\" stroke-width=\"2px\" d=\"M4095,439.5 C4095,352.0 4230.0,352.0 4230.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-8\" stroke-width=\"2px\" d=\"M1645,264.5 C1645,177.0 1790.0,177.0 1790.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-23\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4095,441.5 L4087,429.5 4103,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1645,266.5 L1637,254.5 1653,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-24\" stroke-width=\"2px\" d=\"M3920,439.5 C3920,264.5 4235.0,264.5 4235.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-9\" stroke-width=\"2px\" d=\"M1470,264.5 C1470,89.5 1795.0,89.5 1795.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-24\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4235.0,441.5 L4243.0,429.5 4227.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1795.0,266.5 L1803.0,254.5 1787.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-25\" stroke-width=\"2px\" d=\"M4445,439.5 C4445,352.0 4580.0,352.0 4580.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-10\" stroke-width=\"2px\" d=\"M1995,264.5 C1995,177.0 2140.0,177.0 2140.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-25\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4445,441.5 L4437,429.5 4453,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1995,266.5 L1987,254.5 2003,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-26\" stroke-width=\"2px\" d=\"M4270,439.5 C4270,264.5 4585.0,264.5 4585.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-11\" stroke-width=\"2px\" d=\"M1820,264.5 C1820,89.5 2145.0,89.5 2145.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-26\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4585.0,441.5 L4593.0,429.5 4577.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2145.0,266.5 L2153.0,254.5 2137.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-27\" stroke-width=\"2px\" d=\"M4270,439.5 C4270,177.0 4765.0,177.0 4765.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-12\" stroke-width=\"2px\" d=\"M2345,264.5 C2345,177.0 2490.0,177.0 2490.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-27\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">cc</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4765.0,441.5 L4773.0,429.5 4757.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2345,266.5 L2337,254.5 2353,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-28\" stroke-width=\"2px\" d=\"M4270,439.5 C4270,89.5 4945.0,89.5 4945.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-13\" stroke-width=\"2px\" d=\"M595,264.5 C595,2.0 2500.0,2.0 2500.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-28\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4945.0,441.5 L4953.0,429.5 4937.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2500.0,266.5 L2508.0,254.5 2492.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-29\" stroke-width=\"2px\" d=\"M4970,439.5 C4970,352.0 5105.0,352.0 5105.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-14\" stroke-width=\"2px\" d=\"M2695,264.5 C2695,89.5 3020.0,89.5 3020.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-29\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">punct</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M5105.0,441.5 L5113.0,429.5 5097.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2695,266.5 L2687,254.5 2703,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-30\" stroke-width=\"2px\" d=\"M4970,439.5 C4970,264.5 5285.0,264.5 5285.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-15\" stroke-width=\"2px\" d=\"M2870,264.5 C2870,177.0 3015.0,177.0 3015.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-30\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-15\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M5285.0,441.5 L5293.0,429.5 5277.0,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2870,266.5 L2862,254.5 2878,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-31\" stroke-width=\"2px\" d=\"M5495,439.5 C5495,352.0 5630.0,352.0 5630.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-5232fcca8f23464a9783eb067e24fe32-0-16\" stroke-width=\"2px\" d=\"M2520,264.5 C2520,2.0 3025.0,2.0 3025.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-31\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-5232fcca8f23464a9783eb067e24fe32-0-16\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M5495,441.5 L5487,429.5 5503,429.5\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-32\" stroke-width=\"2px\" d=\"M4970,439.5 C4970,177.0 5640.0,177.0 5640.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-32\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M5640.0,441.5 L5648.0,429.5 5632.0,429.5\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-33\" stroke-width=\"2px\" d=\"M5845,439.5 C5845,352.0 5980.0,352.0 5980.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-33\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M5845,441.5 L5837,429.5 5853,429.5\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-0c70d09209f64114aa5a12db7f67e2b2-0-34\" stroke-width=\"2px\" d=\"M6020,439.5 C6020,352.0 6155.0,352.0 6155.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-0c70d09209f64114aa5a12db7f67e2b2-0-34\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M6020,441.5 L6012,429.5 6028,429.5\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3025.0,266.5 L3033.0,254.5 3017.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "</svg></span>"
       ],
@@ -610,24 +411,30 @@
     }
    ],
    "source": [
-    "doc = ssudify(nlp(\"According to the studies, “People who danced more than once a week had a 76% lower risk of getting dementia compared to people who danced less frequently or didn’t dance at all,” Dr Pasricha noted.\"))\n",
+    "doc = ssudify(nlp(\"In 1849 he began public readings of the story, which proved so successful he undertook 127 further performances.\"))\n",
     "# Since this is an interactive Jupyter environment, we can use displacy.render here\n",
     "displacy.render(doc, style='dep')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 7,
    "id": "daa1e8f5-2afe-4153-9469-a4c2af9b46b1",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[(Judgement, 0)]"
+       "[(According to the studies, “People, 0),\n",
+       " (who danced more than once a week, 7),\n",
+       " (had, 0),\n",
+       " (a 76% lower risk of getting dementia, 8),\n",
+       " (compared to people who danced, 0),\n",
+       " (less frequently or, 3),\n",
+       " (didn’t dance at all,” Dr Pasricha noted., 0)]"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -650,17 +457,6 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "9f23a19c-b645-4b78-85fd-bc9742d00f82",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def display_annotations(annot):\n",
-    "    return Div(*[Span(a[0], style=f\"margin-right: 0.5ex; background: rgba(219, 144, 232, {a[1]/15})\") for a in annot])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
    "id": "8fb35fe3-68de-45b6-8053-8b390c8e8661",
    "metadata": {},
    "outputs": [],
@@ -670,7 +466,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 10,
    "id": "9ce9c318-733d-4ee1-b5d7-39d98aa14697",
    "metadata": {},
    "outputs": [],
@@ -708,7 +504,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "id": "4cc68772-d26d-4cd1-be59-c23a5739c3d0",
    "metadata": {},
    "outputs": [
@@ -738,7 +534,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "id": "3e8c0a41-0d79-4715-ab2b-e5a2d0455569",
    "metadata": {},
    "outputs": [
@@ -757,7 +553,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -793,7 +589,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.9"
+   "version": "3.12.12"
   }
  },
  "nbformat": 4,

main.py

@@ -12,6 +12,7 @@ relations = {
     "udep": ["acl", "amod", "nmod", "poss", "nummod", "prep"],
 }
 
+
 def ssudify(doc):
     for token in doc:
         to_reverse = [token]
@@ -31,6 +32,11 @@ def ssudify(doc):
                 to_reverse[i-1].dep_ = "comp"
     for token in doc:
         if token.dep_ == "dep": token.dep_ = "unknown"
+        if token.dep_ == "prep" and token.head.pos_ == "VERB" and token.i < token.head.i:
+            token.dep_ = "mod"
+        if token.dep_ == "ccomp" and any(sibling.dep_ in relations["comp"] + ["comp"]
+                                         for sibling in token.head.rights if sibling.i < token.i):
+            token.dep_ = "mod"
         for rel in relations.keys():
             if token.dep_ in relations[rel]: token.dep_ = rel
     for token in doc:
@@ -44,6 +50,10 @@ def ssudify(doc):
             for child in [c for c in token.children if c.i < subject[0].i]:
                 if child.dep_ in ["comp", "udep"]:
                     child.dep_ = "mod"
+    for token in doc:
+        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"):
+            token.head = token
+            token.dep_ = "root"
     return doc