From fb68bc869afc0ccd6d171782fadb913e5d30f8bc Mon Sep 17 00:00:00 2001
From: Henry Dowd <henrydowd@outlook.com>
Date: Sun, 23 Nov 2025 14:48:13 +0000
Subject: [PATCH] add jupyter to requirments

---
 notebooks/01_data_exploration.ipynb | 453 ++++++----------------------
 requirments.txt                     |   3 +-
 2 files changed, 90 insertions(+), 366 deletions(-)

diff --git a/notebooks/01_data_exploration.ipynb b/notebooks/01_data_exploration.ipynb
index ddf0a9a..95221c3 100644
--- a/notebooks/01_data_exploration.ipynb
+++ b/notebooks/01_data_exploration.ipynb
@@ -1,19 +1,22 @@
 {
  "cells": [
   {
-   "metadata": {},
    "cell_type": "markdown",
-   "source": "Import Cell\n",
-   "id": "dd72d1539056a64"
+   "id": "dd72d1539056a64",
+   "metadata": {},
+   "source": [
+    "Import Cell\n"
+   ]
   },
   {
+   "cell_type": "code",
+   "id": "12579bf734bb1a92",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-21T17:01:35.974978Z",
-     "start_time": "2025-11-21T17:01:34.412508Z"
+     "end_time": "2025-11-23T13:53:57.753560Z",
+     "start_time": "2025-11-23T13:53:56.325948Z"
     }
    },
-   "cell_type": "code",
    "source": [
     "import token\n",
     "import spacy\n",
@@ -28,24 +31,26 @@
     "    \"A completely different sentence about something else.\"\n",
     "]"
    ],
-   "id": "12579bf734bb1a92",
    "outputs": [],
-   "execution_count": 21
+   "execution_count": 1
   },
   {
-   "metadata": {},
    "cell_type": "markdown",
-   "source": "Keep punctuation for direct copy detection but remove for semantic/keyword based methods",
-   "id": "1c26616777253f10"
+   "id": "1c26616777253f10",
+   "metadata": {},
+   "source": [
+    "Keep punctuation for direct copy detection but remove for semantic/keyword based methods"
+   ]
   },
   {
+   "cell_type": "code",
+   "id": "e003ac06a58cfbb4",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-20T19:03:29.658876Z",
-     "start_time": "2025-11-20T19:03:27.809309Z"
+     "end_time": "2025-11-23T13:54:12.922343Z",
+     "start_time": "2025-11-23T13:54:12.896440Z"
     }
    },
-   "cell_type": "code",
    "source": [
     "\n",
     "for sent in test_sentences:\n",
@@ -54,7 +59,6 @@
     "    print(f\"Tokens: {[token.text for token in doc]}\")\n",
     "    print(\"---\")\n"
    ],
-   "id": "e003ac06a58cfbb4",
    "outputs": [
     {
      "name": "stdout",
@@ -72,16 +76,17 @@
      ]
     }
    ],
-   "execution_count": 17
+   "execution_count": 2
   },
   {
+   "cell_type": "code",
+   "id": "5e488a878a5cfccb",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-21T23:26:23.172796Z",
-     "start_time": "2025-11-21T23:26:21.541542Z"
+     "end_time": "2025-11-23T13:55:23.734853Z",
+     "start_time": "2025-11-23T13:55:22.744266Z"
     }
    },
-   "cell_type": "code",
    "source": [
     "\n",
     "class TextPreprocessor:\n",
@@ -153,7 +158,6 @@
     "#    print(f\"Preprocessed Sentence: {preprocessor.syntactic_analysis(sent)}\")\n",
     "#    print(\"-\" * 50)"
    ],
-   "id": "5e488a878a5cfccb",
    "outputs": [
     {
      "name": "stdout",
@@ -187,16 +191,17 @@
      ]
     }
    ],
-   "execution_count": 37
+   "execution_count": 3
   },
   {
+   "cell_type": "code",
+   "id": "83fc18c9de2e354",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-21T23:39:48.443022Z",
-     "start_time": "2025-11-21T23:39:48.411766Z"
+     "end_time": "2025-11-23T13:55:33.587912Z",
+     "start_time": "2025-11-23T13:55:33.565711Z"
     }
    },
-   "cell_type": "code",
    "source": [
     "\n",
     "def extract_parse_tree(text):\n",
@@ -215,7 +220,6 @@
     "    doc = extract_parse_tree(sentence)\n",
     "    print(\"\\n\" + \"=\"*60 + \"\\n\")"
    ],
-   "id": "83fc18c9de2e354",
    "outputs": [
     {
      "name": "stdout",
@@ -269,22 +273,25 @@
      ]
     }
    ],
-   "execution_count": 39
+   "execution_count": 4
   },
   {
-   "metadata": {},
    "cell_type": "markdown",
-   "source": "***USE NetworkX",
-   "id": "5b5c8742d7c4c4c5"
+   "id": "5b5c8742d7c4c4c5",
+   "metadata": {},
+   "source": [
+    "***USE NetworkX"
+   ]
   },
   {
+   "cell_type": "code",
+   "id": "e413238c1af12f62",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-21T18:20:09.575176Z",
-     "start_time": "2025-11-21T18:20:09.465504Z"
+     "end_time": "2025-11-23T13:56:21.733459Z",
+     "start_time": "2025-11-23T13:56:21.702279Z"
     }
    },
-   "cell_type": "code",
    "source": [
     "\n",
     "\n",
@@ -295,21 +302,18 @@
     "\n",
     "\n",
     "\n",
-    "for sentence in test_sentences:\n",
+    "for sentence in processed_syntactic:\n",
     "    print(f\"Sentence: {sentence}\")\n",
     "    print(\"---\")\n",
-    "    processed_sentence = preprocessor.syntactic_analysis(sentence)\n",
-    "    print(f\"Processed Sentence: \" + processed_sentence)\n",
-    "    visualize_parse_tree(processed_sentence)\n",
+    "    print(f\"Processed Sentence: \" + sentence)\n",
     "    visualize_parse_tree(sentence)"
    ],
-   "id": "e413238c1af12f62",
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Sentence: The cat sat on the mat.\n",
+      "Sentence: the cat sit on the mat .\n",
       "---\n",
       "Processed Sentence: the cat sit on the mat .\n"
      ]
@@ -320,7 +324,7 @@
        "<IPython.core.display.HTML object>"
       ],
       "text/html": [
-       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"cbdcc1a7b2c3434da049b33ce22ba9dc-0\" class=\"displacy\" width=\"650\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"4ec65c2317524f6dab93c3963fcc5973-0\" class=\"displacy\" width=\"650\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
        "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
        "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">the</tspan>\n",
        "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">DET</tspan>\n",
@@ -352,126 +356,41 @@
        "</text>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-0\" stroke-width=\"2px\" d=\"M70,102.0 C70,52.0 145.0,52.0 145.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-4ec65c2317524f6dab93c3963fcc5973-0-0\" stroke-width=\"2px\" d=\"M70,102.0 C70,52.0 145.0,52.0 145.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-4ec65c2317524f6dab93c3963fcc5973-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M70,104.0 L62,92.0 78,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-1\" stroke-width=\"2px\" d=\"M170,102.0 C170,52.0 245.0,52.0 245.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-4ec65c2317524f6dab93c3963fcc5973-0-1\" stroke-width=\"2px\" d=\"M170,102.0 C170,52.0 245.0,52.0 245.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-4ec65c2317524f6dab93c3963fcc5973-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M170,104.0 L162,92.0 178,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-2\" stroke-width=\"2px\" d=\"M270,102.0 C270,52.0 345.0,52.0 345.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-4ec65c2317524f6dab93c3963fcc5973-0-2\" stroke-width=\"2px\" d=\"M270,102.0 C270,52.0 345.0,52.0 345.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-4ec65c2317524f6dab93c3963fcc5973-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M345.0,104.0 L353.0,92.0 337.0,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-3\" stroke-width=\"2px\" d=\"M470,102.0 C470,52.0 545.0,52.0 545.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-4ec65c2317524f6dab93c3963fcc5973-0-3\" stroke-width=\"2px\" d=\"M470,102.0 C470,52.0 545.0,52.0 545.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-4ec65c2317524f6dab93c3963fcc5973-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M470,104.0 L462,92.0 478,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
        "\n",
        "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-4\" stroke-width=\"2px\" d=\"M370,102.0 C370,2.0 550.0,2.0 550.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-4ec65c2317524f6dab93c3963fcc5973-0-4\" stroke-width=\"2px\" d=\"M370,102.0 C370,2.0 550.0,2.0 550.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
        "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-cbdcc1a7b2c3434da049b33ce22ba9dc-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M550.0,104.0 L558.0,92.0 542.0,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "</svg>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data",
-     "jetTransient": {
-      "display_id": null
-     }
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ],
-      "text/html": [
-       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"03663f6b8c874937b96eb1c0bf766ed5-0\" class=\"displacy\" width=\"650\" height=\"237.0\" direction=\"ltr\" style=\"max-width: none; height: 237.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">The</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">DET</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"150\">cat</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"150\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"250\">sat</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"250\">VERB</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"350\">on</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"350\">ADP</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"450\">the</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"450\">DET</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
-       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"550\">mat.</tspan>\n",
-       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"550\">NOUN</tspan>\n",
-       "</text>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-0\" stroke-width=\"2px\" d=\"M70,102.0 C70,52.0 145.0,52.0 145.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M70,104.0 L62,92.0 78,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
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-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M170,104.0 L162,92.0 178,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-2\" stroke-width=\"2px\" d=\"M270,102.0 C270,52.0 345.0,52.0 345.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M345.0,104.0 L353.0,92.0 337.0,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-3\" stroke-width=\"2px\" d=\"M470,102.0 C470,52.0 545.0,52.0 545.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M470,104.0 L462,92.0 478,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-03663f6b8c874937b96eb1c0bf766ed5-0-4\" stroke-width=\"2px\" d=\"M370,102.0 C370,2.0 550.0,2.0 550.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-03663f6b8c874937b96eb1c0bf766ed5-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-4ec65c2317524f6dab93c3963fcc5973-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M550.0,104.0 L558.0,92.0 542.0,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
@@ -488,7 +407,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Sentence: On the mat, the cat was sitting.\n",
+      "Sentence: on the mat , the cat be sit .\n",
       "---\n",
       "Processed Sentence: on the mat , the cat be sit .\n"
      ]
@@ -499,7 +418,7 @@
        "<IPython.core.display.HTML object>"
       ],
       "text/html": [
-       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"c413fa0318d04c93b9c3ffea0645caff-0\" class=\"displacy\" width=\"750\" height=\"287.0\" direction=\"ltr\" style=\"max-width: none; height: 287.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
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@@ -693,7 +514,7 @@
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      "text": [
-      "Sentence: A completely different sentence about something else.\n",
+      "Sentence: a completely different sentence about something else .\n",
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+       "        <textPath xlink:href=\"#arrow-645c3d0343ff46cfb12d7ba372193893-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
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+       "    <path class=\"displacy-arc\" id=\"arrow-645c3d0343ff46cfb12d7ba372193893-0-5\" stroke-width=\"2px\" d=\"M570,102.0 C570,52.0 645.0,52.0 645.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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-       "        <textPath xlink:href=\"#arrow-358275480b4d4b099e836e8136c5b023-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M645.0,104.0 L653.0,92.0 637.0,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "</svg>"
-      ]
-     },
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-     "output_type": "display_data",
-     "jetTransient": {
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-    },
-    {
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-      "text/html": [
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-       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"147.0\">\n",
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-       "    </text>\n",
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-       "        <textPath xlink:href=\"#arrow-bc8c620b992c40b5b591d785f5e540a4-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M170,104.0 L162,92.0 178,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-bc8c620b992c40b5b591d785f5e540a4-0-2\" stroke-width=\"2px\" d=\"M270,102.0 C270,52.0 345.0,52.0 345.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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-       "        <textPath xlink:href=\"#arrow-bc8c620b992c40b5b591d785f5e540a4-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M270,104.0 L262,92.0 278,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-bc8c620b992c40b5b591d785f5e540a4-0-3\" stroke-width=\"2px\" d=\"M370,102.0 C370,52.0 445.0,52.0 445.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M445.0,104.0 L453.0,92.0 437.0,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-bc8c620b992c40b5b591d785f5e540a4-0-4\" stroke-width=\"2px\" d=\"M470,102.0 C470,52.0 545.0,52.0 545.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-bc8c620b992c40b5b591d785f5e540a4-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
-       "    </text>\n",
-       "    <path class=\"displacy-arrowhead\" d=\"M545.0,104.0 L553.0,92.0 537.0,92.0\" fill=\"currentColor\"/>\n",
-       "</g>\n",
-       "\n",
-       "<g class=\"displacy-arrow\">\n",
-       "    <path class=\"displacy-arc\" id=\"arrow-bc8c620b992c40b5b591d785f5e540a4-0-5\" stroke-width=\"2px\" d=\"M570,102.0 C570,52.0 645.0,52.0 645.0,102.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
-       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
-       "        <textPath xlink:href=\"#arrow-bc8c620b992c40b5b591d785f5e540a4-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod</textPath>\n",
+       "        <textPath xlink:href=\"#arrow-645c3d0343ff46cfb12d7ba372193893-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod</textPath>\n",
        "    </text>\n",
        "    <path class=\"displacy-arrowhead\" d=\"M645.0,104.0 L653.0,92.0 637.0,92.0\" fill=\"currentColor\"/>\n",
        "</g>\n",
@@ -895,22 +618,22 @@
      }
     }
    ],
-   "execution_count": 32
+   "execution_count": 6
   },
   {
-   "metadata": {},
    "cell_type": "code",
-   "outputs": [],
    "execution_count": null,
-   "source": "",
-   "id": "6aff51eb71eb2238"
+   "id": "6aff51eb71eb2238",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "name": "python3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "display_name": "Python 3 (ipykernel)"
+   "name": "python3"
   }
  },
  "nbformat": 4,
diff --git a/requirments.txt b/requirments.txt
index 0005b3d..4691ee1 100644
--- a/requirments.txt
+++ b/requirments.txt
@@ -5,4 +5,5 @@ numpy
 scikit-learn
 spacy
 matplotlib
-seaborn
\ No newline at end of file
+seaborn
+jupyter
\ No newline at end of file