POS_Checker_Spacy.ipynb

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   "execution_count": 1,
   "id": "b94aa50f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports:\n",
    "import spacy\n",
    "import re\n",
    "\n",
    "# Load Spacy's language model\n",
    "nlp = spacy.load('en_core_web_lg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "871cba69",
   "metadata": {},
   "outputs": [],
   "source": [
    "sentence = \"Mark Hitchings, Scheme Manager Swn Yr Afon contacted the department requesting an assessment on Mary behalf. Client is displaying paraniod behaviour, belives that other residents are spraying things in her flat. Mrs Hughes is causing arguments between other residents within the complex\\n\\nPlease contact Mark 01443 673329\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e1bede72",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Checking if a sentence is in caps:\n",
    "def calculate_capital_percentage(string):\n",
    "    total_letters = len(re.sub(r'[^a-zA-Z]', '', string))\n",
    "    capital_letters = len(re.sub(r'[^A-Z]', '', string))\n",
    "    capital_percentage = (capital_letters / total_letters) * 100\n",
    "    return capital_percentage\n",
    "\n",
    "# Function to clean text for NER:\n",
    "def clean_text_for_NER(text):\n",
    "    # Remove newline characters:\n",
    "    text = re.sub(r'[\\n\\r]+', '. ',text)\n",
    "    # Only keep Alphabets, Digits, Spaces, and Commonly Used Punctuations:\n",
    "    text = re.sub(r'[^a-zA-Z0-9\\s?,:\"!.\\']', '', text)\n",
    "    # Remove extra spaces:\n",
    "    text = re.sub(r'\\s{2,}', ' ', text)\n",
    "    # Join digits together:\n",
    "    text = re.sub('(?<=\\d) (?=\\d)', '', text)\n",
    "    text = text.strip()\n",
    "    if calculate_capital_percentage(text) > 65:\n",
    "        text = text.lower()\n",
    "    return text\n",
    "\n",
    "cleaned_data = [clean_text_for_NER(sentence)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7fde9751",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to perform NER using NLTK:\n",
    "def perform_spacy_ner(text):\n",
    "    named_entities = nlp(text)\n",
    "    return named_entities\n",
    "\n",
    "# Perform NER to extract sentences:\n",
    "ner_data = [perform_spacy_ner(text) for text in cleaned_data]\n",
    "\n",
    "# Perform NER on the extracted sentences:\n",
    "ner_complete = []\n",
    "for data_point in ner_data:\n",
    "    ner_sentences = [perform_spacy_ner(str(sent)) for sent in data_point.sents]\n",
    "    ner_complete.append(ner_sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "320a3ffe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Mark Hitchings, Scheme Manager Swn Yr Afon contacted the department requesting an assessment on Mary behalf., Client is displaying paraniod behaviour, belives that other residents are spraying things in her flat., Mrs Hughes is causing arguments between other residents within the complex., Please contact Mark 01443673329]\n"
     ]
    }
   ],
   "source": [
    "datapoint = ner_complete[0]\n",
    "print(datapoint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "09d4487a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subject: ['Hitchings']\n",
      "Object: ['department']\n",
      "===============================\n",
      "\n",
      "Subject: ['Client']\n",
      "Object: ['behaviour']\n",
      "===============================\n",
      "\n",
      "Subject: ['Hughes']\n",
      "Object: ['arguments']\n",
      "===============================\n",
      "\n",
      "Subject: []\n",
      "Object: ['Mark']\n",
      "===============================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "datapoint_triplet = []\n",
    "for sentence_ner in datapoint:\n",
    "    # Get Noun Phrases:\n",
    "    noun_phrases = [chunk.text for chunk in sentence_ner.noun_chunks]\n",
    "\n",
    "    # Get the root of the dependency tree:\n",
    "    root_token = [token for token in sentence_ner if token.head == token][0]\n",
    "\n",
    "    # Recursive function to traverse the tree:\n",
    "    def traverse_tree(token, depth=0):\n",
    "        if token.dep_ == \"ROOT\":\n",
    "            verb = token.text\n",
    "        if \"subj\" in token.dep_:\n",
    "            subjects.append(token.text)\n",
    "        if \"dobj\" in token.dep_:\n",
    "            objects.append(token.text)\n",
    "        if depth == 0:\n",
    "            for child in token.children:\n",
    "                traverse_tree(child, depth + 1)\n",
    "        return subjects, objects\n",
    "\n",
    "    # Traversing the tree via Root Token (Verb):\n",
    "    subjects = []\n",
    "    objects = []\n",
    "    subjects, objects = traverse_tree(root_token)\n",
    "\n",
    "    # Getting Subject Phrases:\n",
    "    subject_phrases = [phrase for phrase in noun_phrases if any(subj in phrase for subj in subjects)] \\\n",
    "                      + [subj for subj in subjects if not any(subj in phrase for phrase in noun_phrases)]\n",
    "\n",
    "    # Getting Object Phrases:\n",
    "    object_phrases = [phrase for phrase in noun_phrases if any(obj in phrase for obj in objects)] \\\n",
    "                     + [obj for obj in objects if not any(obj in phrase for phrase in noun_phrases)]\n",
    "\n",
    "    # Create a sentence triplet using Subject Phrases + Verb + Object Phrases:\n",
    "    sentence_triplet = [\" \".join(subject_phrases), root_token.text, \" \".join(object_phrases)]\n",
    "\n",
    "    print(\"Subject: {}\".format(subjects))\n",
    "    print(\"Object: {}\".format(objects))\n",
    "    print(\"===============================\\n\")\n",
    "\n",
    "    # Append the sentence triplets into a datapoint triplet:\n",
    "    datapoint_triplet.append(sentence_triplet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "aa3e46d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Mark Hitchings', 'contacted', 'the department']\n",
      "['Client', 'displaying', 'paraniod behaviour']\n",
      "['Mrs Hughes', 'causing', 'arguments']\n",
      "['', 'contact', 'Mark']\n"
     ]
    }
   ],
   "source": [
    "for triplet in datapoint_triplet:\n",
    "    print(triplet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9498529c",
   "metadata": {},
   "outputs": [
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       "</svg>\n",
       "\n",
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       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Client</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">PROPN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">AUX</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">displaying</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">paraniod</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">NOUN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">belives</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">ADJ</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">residents</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">NOUN</tspan>\n",
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       "\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">things</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2345,354.0 L2337,342.0 2353,342.0\" fill=\"currentColor\"/>\n",
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       "\n",
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       "\n",
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       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Mrs</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">Hughes</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">is</tspan>\n",
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       "\n",
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       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">arguments</tspan>\n",
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       "\n",
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       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">between</tspan>\n",
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       "\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">residents</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">within</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=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">complex.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-0\" stroke-width=\"2px\" d=\"M70,177.0 C70,89.5 220.0,89.5 220.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M70,179.0 L62,167.0 78,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-1\" stroke-width=\"2px\" d=\"M245,177.0 C245,2.0 575.0,2.0 575.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M245,179.0 L237,167.0 253,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-2\" stroke-width=\"2px\" d=\"M420,177.0 C420,89.5 570.0,89.5 570.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">aux</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M420,179.0 L412,167.0 428,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-3\" stroke-width=\"2px\" d=\"M595,177.0 C595,89.5 745.0,89.5 745.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M745.0,179.0 L753.0,167.0 737.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-4\" stroke-width=\"2px\" d=\"M770,177.0 C770,89.5 920.0,89.5 920.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M920.0,179.0 L928.0,167.0 912.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-5\" stroke-width=\"2px\" d=\"M1120,177.0 C1120,89.5 1270.0,89.5 1270.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1120,179.0 L1112,167.0 1128,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-6\" stroke-width=\"2px\" d=\"M945,177.0 C945,2.0 1275.0,2.0 1275.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1275.0,179.0 L1283.0,167.0 1267.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-7\" stroke-width=\"2px\" d=\"M1295,177.0 C1295,89.5 1445.0,89.5 1445.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1445.0,179.0 L1453.0,167.0 1437.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-8\" stroke-width=\"2px\" d=\"M1645,177.0 C1645,89.5 1795.0,89.5 1795.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1645,179.0 L1637,167.0 1653,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-2-9\" stroke-width=\"2px\" d=\"M1470,177.0 C1470,2.0 1800.0,2.0 1800.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-2-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1800.0,179.0 L1808.0,167.0 1792.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg>\n",
       "\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"f9df7e814100475e83ab8fb72bb7f970-3\" class=\"displacy\" width=\"750\" height=\"224.5\" direction=\"ltr\" style=\"max-width: none; height: 224.5px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"134.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Please</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">INTJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"134.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">contact</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"134.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">Mark</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"134.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">01443673329</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-3-0\" stroke-width=\"2px\" d=\"M70,89.5 C70,2.0 225.0,2.0 225.0,89.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-3-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">intj</textPath>\n",
       "    </text>\n",
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       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-3-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M400.0,91.5 L408.0,79.5 392.0,79.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-f9df7e814100475e83ab8fb72bb7f970-3-2\" stroke-width=\"2px\" d=\"M420,89.5 C420,2.0 575.0,2.0 575.0,89.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "        <textPath xlink:href=\"#arrow-f9df7e814100475e83ab8fb72bb7f970-3-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nummod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M575.0,91.5 L583.0,79.5 567.0,79.5\" fill=\"currentColor\"/>\n",
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   ],
   "source": [
    "# Rendering the Tree:\n",
    "spacy.displacy.render(ner_complete[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "262993cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Traversal of the dependency tree: contacted\n",
      "contacted - ROOT\n",
      "  Hitchings - nsubj\n",
      "    Mark - compound\n",
      "    , - punct\n",
      "    Afon - appos\n",
      "      Manager - compound\n",
      "        Scheme - compound\n",
      "      Swn - compound\n",
      "      Yr - compound\n",
      "  department - dobj\n",
      "    the - det\n",
      "    requesting - acl\n",
      "      assessment - dobj\n",
      "        an - det\n",
      "        on - prep\n",
      "          behalf - pobj\n",
      "            Mary - compound\n",
      "  . - punct\n",
      "=========================================================\n",
      "Traversal of the dependency tree: displaying\n",
      "displaying - ROOT\n",
      "  Client - nsubj\n",
      "  is - aux\n",
      "  behaviour - dobj\n",
      "    paraniod - amod\n",
      "  , - punct\n",
      "  belives - dep\n",
      "    spraying - relcl\n",
      "      that - mark\n",
      "      residents - nsubj\n",
      "        other - amod\n",
      "      are - aux\n",
      "      things - dobj\n",
      "      in - prep\n",
      "        flat - pobj\n",
      "          her - poss\n",
      "  . - punct\n",
      "=========================================================\n",
      "Traversal of the dependency tree: causing\n",
      "causing - ROOT\n",
      "  Hughes - nsubj\n",
      "    Mrs - compound\n",
      "  is - aux\n",
      "  arguments - dobj\n",
      "    between - prep\n",
      "      residents - pobj\n",
      "        other - amod\n",
      "        within - prep\n",
      "          complex - pobj\n",
      "            the - det\n",
      "  . - punct\n",
      "=========================================================\n",
      "Traversal of the dependency tree: contact\n",
      "contact - ROOT\n",
      "  Please - intj\n",
      "  Mark - dobj\n",
      "    01443673329 - nummod\n",
      "=========================================================\n"
     ]
    }
   ],
   "source": [
    "for sentence_ner in ner_complete[0]:\n",
    "    # Step 1: Get the root of the dependency tree (main verb)\n",
    "    root_token = [token for token in sentence_ner if token.head == token][0]\n",
    "\n",
    "    # Step 2: Define a recursive function to traverse the tree\n",
    "    def traverse_tree(token, depth=0):\n",
    "        print(\"  \" * depth + token.text + \" - \" + token.dep_)\n",
    "        for child in token.children:\n",
    "            traverse_tree(child, depth + 1)\n",
    "\n",
    "    # Step 3: Start traversal from the root\n",
    "    print(\"Traversal of the dependency tree: {}\".format(root_token))\n",
    "    traverse_tree(root_token)\n",
    "    print(\"=========================================================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d821e95",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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