deploy at 2025-12-29 09:52:10.855787

Dependency length.ipynb

@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 21,
    "id": "c49f475d-547f-49d8-8550-2f1ad1555a14",
    "metadata": {},
    "outputs": [],
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 40,
    "id": "cefdbf22-b747-4bea-b279-c9b01e75ff2e",
    "metadata": {},
    "outputs": [],
@@ -62,8 +62,14 @@
     "                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 and token.head.dep_ not in relations[\"mod\"]:\n",
+    "        if token.dep_ == \"prep\" and token.head.pos_ in [\"VERB\", \"AUX\"] and \\\n",
+    "           token.i < token.head.i and token.head.dep_ not in relations[\"mod\"]:\n",
     "            token.dep_ = \"mod\"\n",
+    "        if token.dep_ == \"prep\" and token.head.pos_ in [\"VERB\", \"AUX\"] and \\\n",
+    "           ((len(list(token.head.rights)) >= 1 and token == list(token.head.rights)[0]) or \n",
+    "            (len(list(token.head.rights)) >= 2 and \n",
+    "             list(token.head.rights)[0].dep_ == \"dobj\" and token == list(token.head.rights)[1])):\n",
+    "            token.dep_ = \"comp\"\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",
@@ -72,6 +78,7 @@
     "            for i in range(1, len(dobjs)):\n",
     "                dobjs[i].head = dobjs[i-1]\n",
     "                dobjs[i].dep_ = \"appos\"\n",
+    "    for token in doc:\n",
     "        for rel in relations.keys():\n",
     "            if token.dep_ in relations[rel]: token.dep_ = rel\n",
     "    for token in doc:\n",
@@ -86,7 +93,8 @@
     "                if child.dep_ in [\"comp\", \"udep\"] and token.dep_ != \"mod\":\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",
+    "        if any(t.text in [\";\", \":\"] for t in doc \n",
+    "               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",
     "        if token.pos_ in [\"VERB\", \"AUX\"]:\n",
@@ -105,13 +113,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 22,
    "id": "23efda66-9d58-4169-9fa0-05de47267b5a",
    "metadata": {},
    "outputs": [],
    "source": [
     "def flyover(token):\n",
-    "    if token.dep_ in [\"subj\", \"comp\", \"udep\", \"conj\"]:\n",
+    "    if token.dep_ in [\"subj\", \"comp\", \"conj\"]:\n",
     "        dep_distance = abs(token.i - token.head.i)\n",
     "        if token.head.i < token.i:\n",
     "            return (token.doc[token.head.i+1:token.i], dep_distance - 1)\n",
@@ -157,334 +165,108 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 44,
    "id": "ba90ff19-c665-49d8-8ad4-5caee885901d",
    "metadata": {},
    "outputs": [
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+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">NOUN</tspan>\n",
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-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">NOUN</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
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-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">ADP</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
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+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">DET</tspan>\n",
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+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">national</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">ADJ</tspan>\n",
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        "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">earth,</tspan>\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">landmark.</tspan>\n",
        "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">NOUN</tspan>\n",
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        "\n",
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-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">separate</tspan>\n",
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-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">equal</tspan>\n",
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-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">station</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">NOUN</tspan>\n",
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-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">to</tspan>\n",
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-       "\n",
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-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">which</tspan>\n",
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-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">the</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">DET</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">laws</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">of</tspan>\n",
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-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">nature</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">and</tspan>\n",
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-       "\n",
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-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">of</tspan>\n",
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-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">nature</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">’s</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">PART</tspan>\n",
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-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">God</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">PROPN</tspan>\n",
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-       "\n",
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-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">entitle</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">VERB</tspan>\n",
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-       "\n",
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-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4425\">them</tspan>\n",
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-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M1470,529.0 L1462,517.0 1478,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M1645,529.0 L1637,517.0 1653,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">cc</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M1775.0,529.0 L1783.0,517.0 1767.0,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M1955.0,529.0 L1963.0,517.0 1947.0,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M2145.0,529.0 L2153.0,517.0 2137.0,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M2345,529.0 L2337,517.0 2353,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M2475.0,529.0 L2483.0,517.0 2467.0,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M2695,529.0 L2687,517.0 2703,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-15\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">mod</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M2835.0,529.0 L2843.0,517.0 2827.0,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <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",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-16\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3000.0,529.0 L3008.0,517.0 2992.0,517.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <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",
+       "    <path class=\"displacy-arc\" id=\"arrow-f58be662a3bb49738b1eec7a743254f7-0-0\" stroke-width=\"2px\" d=\"M70,264.5 C70,177.0 215.0,177.0 215.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-17\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-f58be662a3bb49738b1eec7a743254f7-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3175.0,529.0 L3183.0,517.0 3167.0,517.0\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M70,266.5 L62,254.5 78,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <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",
+       "    <path class=\"displacy-arc\" id=\"arrow-f58be662a3bb49738b1eec7a743254f7-0-1\" stroke-width=\"2px\" d=\"M420,264.5 C420,177.0 565.0,177.0 565.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-18\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">cc</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-f58be662a3bb49738b1eec7a743254f7-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3355.0,529.0 L3363.0,517.0 3347.0,517.0\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M420,266.5 L412,254.5 428,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <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",
+       "    <path class=\"displacy-arc\" id=\"arrow-f58be662a3bb49738b1eec7a743254f7-0-2\" stroke-width=\"2px\" d=\"M245,264.5 C245,89.5 570.0,89.5 570.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-19\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-f58be662a3bb49738b1eec7a743254f7-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3535.0,529.0 L3543.0,517.0 3527.0,517.0\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M570.0,266.5 L578.0,254.5 562.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <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",
+       "    <path class=\"displacy-arc\" id=\"arrow-f58be662a3bb49738b1eec7a743254f7-0-3\" stroke-width=\"2px\" d=\"M245,264.5 C245,2.0 750.0,2.0 750.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-20\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-f58be662a3bb49738b1eec7a743254f7-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3700.0,529.0 L3708.0,517.0 3692.0,517.0\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M750.0,266.5 L758.0,254.5 742.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <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",
+       "    <path class=\"displacy-arc\" id=\"arrow-f58be662a3bb49738b1eec7a743254f7-0-4\" stroke-width=\"2px\" d=\"M945,264.5 C945,89.5 1270.0,89.5 1270.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-21\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">punct</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-f58be662a3bb49738b1eec7a743254f7-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M3900.0,529.0 L3908.0,517.0 3892.0,517.0\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M945,266.5 L937,254.5 953,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <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",
+       "    <path class=\"displacy-arc\" id=\"arrow-f58be662a3bb49738b1eec7a743254f7-0-5\" stroke-width=\"2px\" d=\"M1120,264.5 C1120,177.0 1265.0,177.0 1265.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-22\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">subj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-f58be662a3bb49738b1eec7a743254f7-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">udep</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4095,529.0 L4087,517.0 4103,517.0\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1120,266.5 L1112,254.5 1128,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <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",
+       "    <path class=\"displacy-arc\" id=\"arrow-f58be662a3bb49738b1eec7a743254f7-0-6\" stroke-width=\"2px\" d=\"M770,264.5 C770,2.0 1275.0,2.0 1275.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-9f58d58c7a8540688553bdb828bd211d-0-23\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-f58be662a3bb49738b1eec7a743254f7-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">comp</textPath>\n",
        "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M4400.0,529.0 L4408.0,517.0 4392.0,517.0\" fill=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1275.0,266.5 L1283.0,254.5 1267.0,254.5\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "</svg></span>"
       ],
@@ -497,7 +279,7 @@
     }
    ],
    "source": [
-    "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",
+    "doc = ssudify(nlp(\"They designated the building, as a national landmark.\"))\n",
     "# Since this is an interactive Jupyter environment, we can use displacy.render here\n",
     "displacy.render(doc, style='dep')"
    ]
@@ -511,10 +293,11 @@
     {
      "data": {
       "text/plain": [
-       "[(Males have a bony protrusion from the gill area (the opercular process) that is,\n",
-       "  0),\n",
-       " (elongated and club-, 4),\n",
-       " (like, a feature that inspired the name of the species, 0)]"
+       "[(to assume, 0),\n",
+       " (, among the powers of the earth, the separate and equal, 12),\n",
+       " (station to which the laws, 0),\n",
+       " (of nature and, 3),\n",
+       " (of nature’s God entitle them, 0)]"
       ]
      },
      "execution_count": 7,

main.py

@@ -32,8 +32,14 @@ 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 and token.head.dep_ not in relations["mod"]:
+        if token.dep_ == "prep" and token.head.pos_ in ["VERB", "AUX"] and \
+           token.i < token.head.i and token.head.dep_ not in relations["mod"]:
             token.dep_ = "mod"
+        if token.dep_ == "prep" and token.head.pos_ in ["VERB", "AUX"] and \
+           ((len(list(token.head.rights)) >= 1 and token == list(token.head.rights)[0]) or 
+            (len(list(token.head.rights)) >= 2 and 
+             list(token.head.rights)[0].dep_ == "dobj" and token == list(token.head.rights)[1])):
+            token.dep_ = "comp"
         if token.dep_ == "ccomp" and any(sibling.dep_ in relations["comp"] 
                                          for sibling in token.head.rights if sibling.i < token.i):
             token.dep_ = "mod"
@@ -42,6 +48,7 @@ def ssudify(doc):
             for i in range(1, len(dobjs)):
                 dobjs[i].head = dobjs[i-1]
                 dobjs[i].dep_ = "appos"
+    for token in doc:
         for rel in relations.keys():
             if token.dep_ in relations[rel]: token.dep_ = rel
     for token in doc:
@@ -56,7 +63,8 @@ def ssudify(doc):
                 if child.dep_ in ["comp", "udep"] and token.dep_ != "mod":
                     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"):
+        if any(t.text in [";", ":"] 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"
         if token.pos_ in ["VERB", "AUX"]: