diff --git a/ChartsForEmotionAnalysis.ipynb b/ChartsForEmotionAnalysis.ipynb
deleted file mode 100644
index a9d50a92..00000000
--- a/ChartsForEmotionAnalysis.ipynb
+++ /dev/null
@@ -1,456 +0,0 @@
-{
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
-    "colab": {
-      "provenance": [],
-      "authorship_tag": "ABX9TyOMZ2fc38YSiBcGv5ssVNYy",
-      "include_colab_link": true
-    },
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3"
-    },
-    "language_info": {
-      "name": "python"
-    }
-  },
-  "cells": [
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "view-in-github",
-        "colab_type": "text"
-      },
-      "source": [
-        "<a href=\"https://colab.research.google.com/github/SimranShaikh20/Scrape-ML/blob/main/ChartsForEmotionAnalysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "source": [
-        "## Add Some more charts for better Understing"
-      ],
-      "metadata": {
-        "id": "4u725hZCGSmA"
-      }
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "import pandas as pd\n",
-        "import matplotlib.pyplot as plt\n",
-        "import seaborn as sns\n",
-        "\n",
-        "# Assume we have a DataFrame 'df' with columns: 'movie', 'joy', 'sadness', 'anger', 'fear', 'surprise'\n",
-        "# This would be the result of your text analysis\n",
-        "\n",
-        "# Sample data (replace this with your actual data)\n",
-        "data = {\n",
-        "    'movie': ['Movie1', 'Movie2', 'Movie3', 'Movie4', 'Movie5'],\n",
-        "    'joy': [0.6, 0.3, 0.8, 0.4, 0.7],\n",
-        "    'sadness': [0.2, 0.5, 0.1, 0.3, 0.2],\n",
-        "    'anger': [0.1, 0.1, 0.05, 0.2, 0.05],\n",
-        "    'fear': [0.05, 0.05, 0.02, 0.05, 0.02],\n",
-        "    'surprise': [0.05, 0.05, 0.03, 0.05, 0.03]\n",
-        "}\n",
-        "\n",
-        "df = pd.DataFrame(data)\n",
-        "\n",
-        "# 1. Stacked Bar Chart of Emotions per Movie\n",
-        "df.set_index('movie').plot(kind='bar', stacked=True, figsize=(10, 6))\n",
-        "plt.title('Emotion Distribution per Movie')\n",
-        "plt.xlabel('Movies')\n",
-        "plt.ylabel('Emotion Intensity')\n",
-        "plt.legend(title='Emotions', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
-        "plt.tight_layout()\n",
-        "plt.show()"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 607
-        },
-        "id": "UClTte9JFFIG",
-        "outputId": "153d2000-4844-416f-9cc1-9351b6769240"
-      },
-      "execution_count": 1,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 1000x600 with 1 Axes>"
-            ],
-            "image/png": 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t2qlJkybq37+/5ZVhJUuWzPa91Xlx48YNffzxx5Kka9eu6ciRI/ryyy+1a9cuPfjgg3rvvfdyXL9Nmzby9/dXs2bNVK5cOe3du1dvv/22OnToYLkXvEGDBpKkcePG6fHHH5eLi4s6dux4x2fsk5OT1alTJ7Vt21YJCQn6+OOP1atXL6vLkgcMGKDJkydrwIABatiwoTZs2GD1vvGbbKltzJgxWrJkidq1a6fhw4erdOnSWrhwoZKTk7VixYp8ueTaluOsXLmyXn75ZY0dO1aHDx9W586dVaJECSUnJ+uzzz7ToEGDLO+7zg8jRoy47ZxBgwbp3XffVVRUlLZt26agoCAtX75cmzZt0owZM7I8H6BHjx6aOXOmYmNjVatWLcu93zmZNWuW7r//ftWqVUsDBw5UcHCwTp06pYSEBB07dkw7d+6842MEAOBOEboB3JXGjx+f7fj8+fPzJXRLf7+nu2zZsnr77bc1cuRIlS5dWoMGDdKrr75q9SCrp556SomJiZo/f77eeOMNBQYG3jJ0h4eHa82aNYqNjdX48ePl4uKiFi1a6LXXXrP5oWO3k5aWpieeeEKS5OHhIT8/PzVo0EDjx49Xly5dbhskn3zySS1atEjTp0/XpUuXdM8992j48OH673//a5lz33336aWXXtKcOXO0Zs0aZWZmKjk5+Y5D97JlyzR+/HiNGTNGxYoV07BhwzRlyhSrOePHj9eZM2e0fPlyffLJJ2rXrp2++eYb+fn5Wc2zpbZy5cpp8+bNGj16tGbOnKlr166pdu3a+uqrr7J9Z3Ve5eY4x4wZo6pVq+qNN96w3EMfEBCgNm3aqFOnTvle0+0UL15c8fHxGjNmjBYuXKjU1FRVq1ZN8+fPV1RUVJb5TZs2VUBAgI4ePXrbs9w3hYWFaevWrYqLi9OCBQt07tw5+fn5qV69erf8Ow8AgNFM5sL21B8AAJCtCRMmKC4uTmfOnJGvr6+9ywEAALnAPd0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGIR7ugEAAAAAMAhnugEAAAAAMAihGwAAAAAAg9x17+nOzMzUH3/8oRIlSshkMtm7HAAAAAAGMZvNunjxoipUqCAnJ843wj7uutD9xx9/KCAgwN5lAAAAACggR48e1T333GPvMnCXuutCd4kSJST9/RfP29vbztUAAAAAMEpqaqoCAgIsGQCwh7sudN+8pNzb25vQDQAAANwFuK0U9sSNDQAAAAAAGITQDQAAAACAQQjdAAAAAAAY5K67pxsAAAAAHEFGRoauX79u7zKQDRcXFzk7O+dqLqEbAAAAAAoRs9mskydP6vz58/YuBTnw8fGRv7//bR/UR+gGAAAAgELkZuD28/OTh4cHT18vZMxms65cuaLTp09LksqXL5/jfEI3AAAAABQSGRkZlsBdpkwZe5eDWyhevLgk6fTp0/Lz88vxUnMepAYAAAAAhcTNe7g9PDzsXAlu5+bP6Hb33RO6AQAAAKCQ4ZLywi+3PyNCNwAAAAAABiF0AwAAAAAK3IQJE1S3bl17l2E4QjcAAAAA3CWioqJkMpmyfLVt29bQ/ZpMJn3++edWYzExMVq/fr2h+y0MeHo5AAAAANxF2rZtq/nz51uNubm5FXgdXl5e8vLyKvD9FjTOdAMAAADAXcTNzU3+/v5WX6VKlZL09xnpd999Vw8//LA8PDwUGhqqhIQEJSUlqWXLlvL09FTTpk116NAhq23Onj1blStXlqurq6pVq6aPPvrIsiwoKEiS1KVLF5lMJsvnf19enpmZqYkTJ+qee+6Rm5ub6tatqzVr1liWHz58WCaTSStXrtSDDz4oDw8P1alTRwkJCZY5R44cUceOHVWqVCl5enqqRo0aWr16dT5/B21D6AYAAAAAWLz00kuKjIxUYmKiqlevrl69eunJJ5/U2LFjtXXrVpnNZg0bNswy/7PPPtOIESP07LPP6rffftOTTz6p6Oho/fDDD5KkLVu2SJLmz5+vEydOWD7/25tvvqlp06Zp6tSp2rVrlyIiItSpUycdPHjQat64ceMUExOjxMREVa1aVT179tSNGzckSUOHDlVaWpo2bNig3bt367XXXrP72XS7hu4NGzaoY8eOqlChQrbX+GcnPj5e9evXl5ubm0JCQrRgwQLD6wQAAACAouLrr7+2XNp98+vVV1+1LI+Ojlb37t1VtWpVjR49WocPH1bv3r0VERGh0NBQjRgxQvHx8Zb5U6dOVVRUlJ566ilVrVpVo0aNUteuXTV16lRJUtmyZSVJPj4+8vf3t3z+t6lTp2r06NF6/PHHVa1aNb322muqW7euZsyYYTUvJiZGHTp0UNWqVRUXF6cjR44oKSlJkpSSkqJmzZqpVq1aCg4O1sMPP6zmzZvn43fPdnYN3ZcvX1adOnU0a9asXM1PTk5Whw4d9OCDDyoxMVHPPPOMBgwYoLVr1xpcKQAAAAAUDTfz1D+/Bg8ebFleu3Zty5/LlSsnSapVq5bV2LVr15SamipJ2rt3r5o1a2a1j2bNmmnv3r25rik1NVV//PFHrrbzz/rKly8vSTp9+rQkafjw4Xr55ZfVrFkzxcbGateuXbmuwSh2fZBau3bt1K5du1zPnzNnjipVqqRp06ZJkkJDQ7Vx40a98cYbioiIMKpMAAAAACgyPD09FRIScsvlLi4ulj+bTKZbjmVmZhpUYc5yqmXAgAGKiIjQqlWr9O2332rSpEmaNm2ann76abvUKjnYPd0JCQkKDw+3GouIiLC6cR4AAAAAUHBCQ0O1adMmq7FNmzYpLCzM8tnFxUUZGRm33Ia3t7cqVKhw2+3kRkBAgAYPHqyVK1fq2Wef1dy5c21aP7851CvDTp48abm84aZy5copNTVVV69eVfHixbOsk5aWprS0NMvnm5dAAAAAAMDdKC0tTSdPnrQaK1asmHx9fe9oe88995y6d++uevXqKTw8XF999ZVWrlyp7777zjInKChI69evV7NmzeTm5mZ5Wvq/txMbG6vKlSurbt26mj9/vhITE7Vo0aJc1/LMM8+oXbt2qlq1qv766y/98MMPCg0NvaPjyi8OFbrvxKRJkxQXF2fvMnJt1uDv7V2CQxk6p5W9S3A49Jjt6DPb0GO2o8dsR5/Zhh6zHT1mO/rMcaxZs8ZyL/RN1apV0759++5oe507d9abb76pqVOnasSIEapUqZLmz5+vli1bWuZMmzZNo0aN0ty5c1WxYkUdPnw4y3aGDx+uCxcu6Nlnn9Xp06cVFhamL7/8UlWqVMl1LRkZGRo6dKiOHTsmb29vtW3bVm+88cYdHVd+cajQ7e/vr1OnTlmNnTp1St7e3tme5ZaksWPHatSoUZbPqampCggIMLROAAAAACiMFixYkOMboMxms9XnoKCgLGMtW7bMMjZkyBANGTLkltvt2LGjOnbsaDU2YcIETZgwwfLZyclJsbGxio2NzXYb2dXi4+NjNTZz5sxb1mAvDhW6mzRpkuXF5uvWrVOTJk1uuY6bm5vc3NyMLg0AAAAAgCzs+iC1S5cuWR5RL/39SrDExESlpKRI+vssdWRkpGX+4MGD9fvvv+v555/Xvn379M477+iTTz7RyJEj7VE+AAAAAAA5smvo3rp1q+rVq6d69epJkkaNGqV69epp/PjxkqQTJ05YArgkVapUSatWrdK6detUp04dTZs2Te+//z6vCwMAAAAAFEp2vbw8u3sB/im7ew1atmypHTt2GFgVAAAAAAD5w6He0w0AAAAAgCMhdAMAAAAAYBBCNwAAAAAABiF0AwAAAABgEEI3AAAAAAAGIXQDAAAAAPJFVFSUOnfubO8yChW7vjIMAAAAAJA7QWNWFej+Dk/uYPM6b775Zo6vhb4bEboBAPmqVfxQe5fggPbauwAA/8LvsjvB7zJIJUuWtHcJhQ6XlwMAAAAA8sU/Ly9PS0vT8OHD5efnJ3d3d91///3asmWLJMlsNiskJERTp061Wj8xMVEmk0lJSUkFXbphCN0AAAAAgHz3/PPPa8WKFVq4cKG2b9+ukJAQRURE6M8//5TJZFK/fv00f/58q3Xmz5+v5s2bKyQkxE5V5z9CNwAAAAAgX12+fFmzZ8/WlClT1K5dO4WFhWnu3LkqXry4PvjgA0l/nxXfv3+/fv31V0nS9evXtXjxYvXr18+epec7QjcAAAAAIF8dOnRI169fV7NmzSxjLi4uatSokfbu/fv+/woVKqhDhw6aN2+eJOmrr75SWlqaHnvsMbvUbBRCNwAAAADALgYMGKClS5fq6tWrmj9/vnr06CEPDw97l5WvCN0AAAAAgHxVuXJlubq6atOmTZax69eva8uWLQoLC7OMtW/fXp6enpo9e7bWrFlT5C4tl3hlGAAAAAAgn3l6emrIkCF67rnnVLp0ad177716/fXXdeXKFfXv398yz9nZWVFRURo7dqyqVKmiJk2a2LFqY3CmGwAAAACQ7yZPnqxHH31UTzzxhOrXr6+kpCStXbtWpUqVsprXv39/paenKzo62k6VGosz3YVMq/ih9i7Bwey1dwEOhx67E/SZLbqP5T8tttpt7wIcEL/LbMXvMVvxu8x2/C4z3uHJHexdwm2lpaXJy8tLkuTu7q633npLb731Vo7rHD9+XC4uLoqMjCyIEgscZ7oBAAAAAHly48YN7dmzRwkJCapRo0au1klLS9OxY8c0YcIEPfbYYypXrpzBVdoHoRsAAAAAkCe//fabGjZsqBo1amjw4MG5WmfJkiUKDAzU+fPn9frrrxtcof1w3QwAAAAAIE/q1q2rK1eu2LROVFSUoqKijCmoEOFMNwAAAAAABiF0AwAAAABgEEI3AAAAAAAGIXQDAAAAAGAQQjcAAAAAAAYhdAMAAAAAYBBCNwAAAACgUDKZTPr888/tXUae8J5uAAAAAHAEE0oW8P4uFOz+iijOdAMAAAAAYBBCNwAAAAAgXyxfvly1atVS8eLFVaZMGYWHh+vy5cvasmWLWrduLV9fX5UsWVItWrTQ9u3brdY9ePCgmjdvLnd3d4WFhWndunVWyw8fPiyTyaSVK1fqwQcflIeHh+rUqaOEhASreRs3btQDDzyg4sWLKyAgQMOHD9fly5cty9955x1VqVJF7u7uKleunLp163bb+vOC0A0AAAAAyLMTJ06oZ8+e6tevn/bu3av4+Hh17dpVZrNZFy9eVN++fbVx40b9/PPPqlKlitq3b6+LFy9KkjIzM9W1a1e5urrql19+0Zw5czR69Ohs9zNu3DjFxMQoMTFRVatWVc+ePXXjxg1J0qFDh9S2bVs9+uij2rVrl5YtW6aNGzdq2LBhkqStW7dq+PDhmjhxovbv3681a9aoefPmt60/L7inGwAAAACQZydOnNCNGzfUtWtXBQYGSpJq1aolSWrVqpXV3Pfee08+Pj768ccf9fDDD+u7777Tvn37tHbtWlWoUEGS9Oqrr6pdu3ZZ9hMTE6MOHTpIkuLi4lSjRg0lJSWpevXqmjRpknr37q1nnnlGklSlShW99dZbatGihWbPnq2UlBR5enrq4YcfVokSJRQYGKh69erdtv684Ew3AAAAACDP6tSpo4ceeki1atXSY489prlz5+qvv/6SJJ06dUoDBw5UlSpVVLJkSXl7e+vSpUtKSUmRJO3du1cBAQGWwC1JTZo0yXY/tWvXtvy5fPnykqTTp09Lknbu3KkFCxbIy8vL8hUREaHMzEwlJyerdevWCgwMVHBwsJ544gktWrRIV65cuW39eUHoBgAAAADkmbOzs9atW6dvvvlGYWFhmjlzpqpVq6bk5GT17dtXiYmJevPNN7V582YlJiaqTJkySk9Pt3k/Li4ulj+bTCZJf1+eLkmXLl3Sk08+qcTERMvXzp07dfDgQVWuXFklSpTQ9u3btWTJEpUvX17jx49XnTp1dP78+RzrzwtCNwAAAAAgX5hMJjVr1kxxcXHasWOHXF1d9dlnn2nTpk0aPny42rdvrxo1asjNzU1nz561rBcaGqqjR4/qxIkTlrGff/7Z5v3Xr19fe/bsUUhISJYvV1dXSVKxYsUUHh6u119/Xbt27dLhw4f1/fff51h/XnBPNwAAAAAgz3755RetX79ebdq0kZ+fn3755RedOXNGoaGhqlKlij766CM1bNhQqampeu6551S8eHHLuuHh4apatar69u2rKVOmKDU1VePGjbO5htGjR+s///mPhg0bpgEDBsjT01N79uzRunXr9Pbbb+vrr7/W77//rubNm6tUqVJavXq1MjMzVa1atRzrzwtCNwAAAAAgz7y9vbVhwwbNmDFDqampCgwM1LRp09SuXTv5+/tr0KBBql+/vgICAvTqq68qJibGsq6Tk5M+++wz9e/fX40aNVJQUJDeeusttW3b1qYaateurR9//FHjxo3TAw88ILPZrMqVK6tHjx6SJB8fH61cuVITJkzQtWvXVKVKFS1ZskQ1atTQ3r17b1l/XpjMeX3+uYNJTU1VyZIldeHCBXl7e9u7nCz2Vs/bv6LcbUL37bV3CQ6HHrMdfWabWgvz/pTPu83uvrvtXYLD4XeZbfg9Zjt+l9muMP4uK+z/3z87165dU3JysipVqiR3d3d7l4Mc5PZnxZnuQqb7WH4ktih8v9oLP3rMdvSZbXYnp9i7BNwF+F1mG36P2Y7fZQDyCw9SAwAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAgxexdAAAAAADg9motrFWg+9vdd3eB7q+o4kw3AAAAAKBIu379ut32TegGAAAAAOSLNWvW6P7775ePj4/KlCmjhx9+WIcOHZIkHT58WCaTSStXrtSDDz4oDw8P1alTRwkJCVbbmDt3rgICAuTh4aEuXbpo+vTp8vHxsZrzxRdfqH79+nJ3d1dwcLDi4uJ048YNy3KTyaTZs2erU6dO8vT01CuvvGL4sd8KoRsAAAAAkC8uX76sUaNGaevWrVq/fr2cnJzUpUsXZWZmWuaMGzdOMTExSkxMVNWqVdWzZ09LYN60aZMGDx6sESNGKDExUa1bt84SmH/66SdFRkZqxIgR2rNnj959910tWLAgy7wJEyaoS5cu2r17t/r162f8wd8C93QDAAAAAPLFo48+avV53rx5Klu2rPbs2SMvLy9JUkxMjDp06CBJiouLU40aNZSUlKTq1atr5syZateunWJiYiRJVatW1ebNm/X1119bthkXF6cxY8aob9++kqTg4GC99NJLev755xUbG2uZ16tXL0VHRxt6vLnBmW4AAAAAQL44ePCgevbsqeDgYHl7eysoKEiSlJKSYplTu3Zty5/Lly8vSTp9+rQkaf/+/WrUqJHVNv/9eefOnZo4caK8vLwsXwMHDtSJEyd05coVy7yGDRvm67HdKc50AwAAAADyRceOHRUYGKi5c+eqQoUKyszMVM2aNZWenm6Z4+LiYvmzyWSSJKvLz2/n0qVLiouLU9euXbMsc3d3t/zZ09PzTg4h3xG6AQAAAAB5du7cOe3fv19z587VAw88IEnauHGjTduoVq2atmzZYjX278/169fX/v37FRISkreCCwihGwAAAACQZ6VKlVKZMmX03nvvqXz58kpJSdGYMWNs2sbTTz+t5s2ba/r06erYsaO+//57ffPNN5Yz4pI0fvx4Pfzww7r33nvVrVs3OTk5aefOnfrtt9/08ssv5/dh5Rn3dAMAAAAA8szJyUlLly7Vtm3bVLNmTY0cOVJTpkyxaRvNmjXTnDlzNH36dNWpU0dr1qzRyJEjrS4bj4iI0Ndff61vv/1W9913n/7zn//ojTfeUGBgYH4fUr7gTDcAAAAAOIDdfXfbu4TbCg8P1549e6zGzGZztn+WJB8fnyxjAwcO1MCBA60+//tS8oiICEVERNyyjn9v054I3QAAAACAQmPq1Klq3bq1PD099c0332jhwoV655137F3WHSN0AwAAAAAKjV9//VWvv/66Ll68qODgYL311lsaMGCAvcu6Y4RuAAAAAECh8cknn9i7hHzFg9QAAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAAAAAHlmNps1aNAglS5dWiaTSYmJifYuqVDgPd0AAAAA4AD2Vg8t0P2F7ttr0/w1a9ZowYIFio+PV3BwsHx9fQ2qzLEQugEAAAAAeXbo0CGVL19eTZs2NWwf6enpcnV1NWz7RuDycgAAAABAnkRFRenpp59WSkqKTCaTgoKClJmZqUmTJqlSpUoqXry46tSpo+XLl1vWycjIUP/+/S3Lq1WrpjfffDPLdjt37qxXXnlFFSpUULVq1Qr60PKMM90AAAAAgDx58803VblyZb333nvasmWLnJ2dNWnSJH388ceaM2eOqlSpog0bNqhPnz4qW7asWrRooczMTN1zzz369NNPVaZMGW3evFmDBg1S+fLl1b17d8u2169fL29vb61bt86OR3jnCN0AAAAAgDwpWbKkSpQoIWdnZ/n7+ystLU2vvvqqvvvuOzVp0kSSFBwcrI0bN+rdd99VixYt5OLiori4OMs2KlWqpISEBH3yySdWodvT01Pvv/++w11WfhOhGwAAAACQr5KSknTlyhW1bt3aajw9PV316tWzfJ41a5bmzZunlJQUXb16Venp6apbt67VOrVq1XLYwC0RugEAAAAA+ezSpUuSpFWrVqlixYpWy9zc3CRJS5cuVUxMjKZNm6YmTZqoRIkSmjJlin755Rer+Z6engVTtEEI3QAAAACAfBUWFiY3NzelpKSoRYsW2c7ZtGmTmjZtqqeeesoydujQoYIqscAQugEAAAAA+apEiRKKiYnRyJEjlZmZqfvvv18XLlzQpk2b5O3trb59+6pKlSr68MMPtXbtWlWqVEkfffSRtmzZokqVKtm7/Hxl91eGzZo1S0FBQXJ3d1fjxo3166+/5jh/xowZqlatmooXL66AgACNHDlS165dK6BqAQAAAAC58dJLL+nFF1/UpEmTFBoaqrZt22rVqlWWUP3kk0+qa9eu6tGjhxo3bqxz585ZnfUuKkxms9lsr50vW7ZMkZGRmjNnjho3bqwZM2bo008/1f79++Xn55dl/uLFi9WvXz/NmzdPTZs21YEDBxQVFaXHH39c06dPz9U+U1NTVbJkSV24cEHe3t75fUh5VmthLXuX4FB2991t7xIcDj1mO/rMRhNK2rsCxzPhgr0rcDj8LrMNv8fuAL/LbFcIf5cV9v/vn51r164pOTlZlSpVkru7u73LQQ5y+7Oy65nu6dOna+DAgYqOjlZYWJjmzJkjDw8PzZs3L9v5mzdvVrNmzdSrVy8FBQWpTZs26tmz523PjgMAAAAAYA92C93p6enatm2bwsPD/68YJyeFh4crISEh23WaNm2qbdu2WUL277//rtWrV6t9+/YFUjMAAAAAALaw24PUzp49q4yMDJUrV85qvFy5ctq3b1+26/Tq1Utnz57V/fffL7PZrBs3bmjw4MF64YUXbrmftLQ0paWlWT6npqbmzwEAAAAAAHAbDvX08vj4eL366qt655131LhxYyUlJWnEiBGWG/SzM2nSJMXFxRVwpXdud3KKvUtAEUePwWhB1xbbuwSHc9jeBQAAAMPYLXT7+vrK2dlZp06dsho/deqU/P39s13nxRdf1BNPPKEBAwZIkmrVqqXLly9r0KBBGjdunJycsl4tP3bsWI0aNcryOTU1VQEBAfl4JAAAAAAAZM9u93S7urqqQYMGWr9+vWUsMzNT69evV5MmTbJd58qVK1mCtbOzsyTpVg9hd3Nzk7e3t9UXAAAAAAAFwa6Xl48aNUp9+/ZVw4YN1ahRI82YMUOXL19WdHS0JCkyMlIVK1bUpEmTJEkdO3bU9OnTVa9ePcvl5S+++KI6duxoCd8AAAAAABQWdg3dPXr00JkzZzR+/HidPHlSdevW1Zo1aywPV0tJSbE6s/3f//5XJpNJ//3vf3X8+HGVLVtWHTt21CuvvGKvQwAAAAAA4Jbs/iC1YcOGadiwYdkui4+Pt/pcrFgxxcbGKjY2tgAqAwAAAAAgb+x2TzcAAAAAAEaZMGGC6tata+8y7H+mGwAAAABwe7MGf1+g+xs6p1WB7i+/xcTE6Omnn7Z3GYRuAAAAAEDhk56eLldXV5vXM5vNysjIkJeXl7y8vAyozDZcXg4AAAAAyBfLly9XrVq1VLx4cZUpU0bh4eG6fPmyWrZsqWeeecZqbufOnRUVFWX5HBQUpJdeekmRkZHy9vbWoEGDdPjwYZlMJi1dulRNmzaVu7u7atasqR9//NGyXnx8vEwmk7755hs1aNBAbm5u2rhxY5bLy+Pj49WoUSN5enrKx8dHzZo105EjRyzLv/jiC9WvX1/u7u4KDg5WXFycbty4kefvCaEbAAAAAJBnJ06cUM+ePdWvXz/t3btX8fHx6tq1q8xmc663MXXqVNWpU0c7duzQiy++aBl/7rnn9Oyzz2rHjh1q0qSJOnbsqHPnzlmtO2bMGE2ePFl79+5V7dq1rZbduHFDnTt3VosWLbRr1y4lJCRo0KBBMplMkqSffvpJkZGRGjFihPbs2aN3331XCxYsyJc3ZXF5OQAAAAAgz06cOKEbN26oa9euCgwMlCTVqlXLpm20atVKzz77rOXz4cOHJf391qtHH31UkjR79mytWbNGH3zwgZ5//nnL3IkTJ6p169bZbjc1NVUXLlzQww8/rMqVK0uSQkNDLcvj4uI0ZswY9e3bV5IUHBysl156Sc8//3ye355F6AYAAAAA5FmdOnX00EMPqVatWoqIiFCbNm3UrVs3lSpVKtfbaNiwYbbjTZo0sfy5WLFiatiwofbu3ZurdSWpdOnSioqKUkREhFq3bq3w8HB1795d5cuXlyTt3LlTmzZtsjqznZGRoWvXrunKlSvy8PDI9TH8G5eXAwAAAADyzNnZWevWrdM333yjsLAwzZw5U9WqVVNycrKcnJyyXGZ+/fr1LNvw9PS84/3fbt358+crISFBTZs21bJly1S1alX9/PPPkqRLly4pLi5OiYmJlq/du3fr4MGDcnd3v+OaJEI3AAAAACCfmEwmNWvWTHFxcdqxY4dcXV312WefqWzZsjpx4oRlXkZGhn777bdcb/dmOJb+vj9727ZtVpeH51a9evU0duxYbd68WTVr1tTixYslSfXr19f+/fsVEhKS5cvJKW+xmcvLAQAAAAB59ssvv2j9+vVq06aN/Pz89Msvv+jMmTMKDQ2Vp6enRo0apVWrVqly5cqaPn26zp8/n+ttz5o1S1WqVFFoaKjeeOMN/fXXX+rXr1+u109OTtZ7772nTp06qUKFCtq/f78OHjyoyMhISdL48eP18MMP695771W3bt3k5OSknTt36rffftPLL79s67fCCqEbAAAAAJBn3t7e2rBhg2bMmKHU1FQFBgZq2rRpateuna5fv66dO3cqMjJSxYoV08iRI/Xggw/metuTJ0/W5MmTlZiYqJCQEH355Zfy9fXN9foeHh7at2+fFi5cqHPnzql8+fIaOnSonnzySUlSRESEvv76a02cOFGvvfaaXFxcVL16dQ0YMMDm78O/mcy2PL+9CEhNTVXJkiV14cIFeXt727ucrCaUtHcFjmXCBXtX4HjoMdvRZzYJGrPK3iU4nMOTO9i7BIdTa6FtT8O92+3uu9veJTge/ntpu0L438tC///9s3Ht2jUlJyerUqVKeb6XuCg4fPiwKlWqpB07dli9c7swyO3Pinu6AQAAAAAwCKEbAAAAAACDcE83AAAAAKBQCgoKyvKqMUfDmW4AAAAAAAxC6AYAAACAQsbRz+7eDXL7MyJ0AwAAAEAh4eLiIkm6cuWKnSvB7dz8Gd38md0K93QDAAAAQCHh7OwsHx8fnT59WtLf75c2mUx2rgr/ZDabdeXKFZ0+fVo+Pj5ydnbOcT6hGwAAAAAKEX9/f0myBG8UTj4+PpafVU4I3QAAAABQiJhMJpUvX15+fn66fv26vctBNlxcXG57hvsmQjcAAAAAFELOzs65DnYovHiQGgAAAAAABiF0AwAAAABgEEI3AAAAAAAGIXQDAAAAAGAQQjcAAAAAAAYhdAMAAAAAYBBCNwAAAAAABiF0AwAAAABgEEI3AAAAAAAGIXQDAAAAAGAQQjcAAAAAAAYhdAMAAAAAYBBCNwAAAAAABiF0AwAAAABgEEI3AAAAAAAGIXQDAAAAAGCQYvYuAAAAwFa7k1PsXQKKuKBri+1dgsM5bO8CgEKKM90AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBbA7d8+fP15UrV4yoBQAAAACAIsXm0D1mzBj5+/urf//+2rx5sxE1AQAAAABQJNgcuo8fP66FCxfq7NmzatmypapXr67XXntNJ0+eNKI+AAAAAAAcls2hu1ixYurSpYu++OILHT16VAMHDtSiRYt07733qlOnTvriiy+UmZlpRK0AAAAAADiUPD1IrVy5crr//vvVpEkTOTk5affu3erbt68qV66s+Pj4fCoRAAAAAADHdEeh+9SpU5o6dapq1Kihli1bKjU1VV9//bWSk5N1/Phxde/eXX379s3vWgEAAAAAcCg2h+6OHTsqICBACxYs0MCBA3X8+HEtWbJE4eHhkiRPT089++yzOnr0aL4XCwAAAACAIylm6wp+fn768ccf1aRJk1vOKVu2rJKTk/NUGAAAAAAAjs7mM90tWrRQ/fr1s4ynp6frww8/lCSZTCYFBgbmvToAAAAAAByYzaE7OjpaFy5cyDJ+8eJFRUdH50tRAAAAAAAUBTaHbrPZLJPJlGX82LFjKlmyZL4UBQAAAABAUZDre7rr1asnk8kkk8mkhx56SMWK/d+qGRkZSk5OVtu2bQ0pEgAAAAAAR5Tr0N25c2dJUmJioiIiIuTl5WVZ5urqqqCgID366KP5XiAAAAAAAI4q16E7NjZWkhQUFKQePXrI3d3dsKIAAAAAACgKbH5lWN++fY2oAwAAAACAIidXobt06dI6cOCAfH19VapUqWwfpHbTn3/+mW/FAQAAAADgyHIVut944w2VKFHC8uecQjcAAAAAAPhbrkL3Py8pj4qKMqoWAAAAAACKFJvf0719+3bt3r3b8vmLL75Q586d9cILLyg9PT1fiwMAAAAAwJHZHLqffPJJHThwQJL0+++/q0ePHvLw8NCnn36q559/Pt8LBAAAAADAUdkcug8cOKC6detKkj799FO1aNFCixcv1oIFC7RixYr8rg8AAAAAAIdlc+g2m83KzMyUJH333Xdq3769JCkgIEBnz57N3+oAAAAAAHBgNofuhg0b6uWXX9ZHH32kH3/8UR06dJAkJScnq1y5cjYXMGvWLAUFBcnd3V2NGzfWr7/+muP88+fPa+jQoSpfvrzc3NxUtWpVrV692ub9AgAAAABgtFw9vfyfZsyYod69e+vzzz/XuHHjFBISIklavny5mjZtatO2li1bplGjRmnOnDlq3LixZsyYoYiICO3fv19+fn5Z5qenp6t169by8/PT8uXLVbFiRR05ckQ+Pj62HgYAAAAAAIazOXTXrl3b6unlN02ZMkXOzs42bWv69OkaOHCgoqOjJUlz5szRqlWrNG/ePI0ZMybL/Hnz5unPP//U5s2b5eLiIkkKCgqy9RAAAAAAACgQNl9eflN6erqOHTumlJQUpaSk6PTp0zpx4oRN62/btk3h4eH/V4yTk8LDw5WQkJDtOl9++aWaNGmioUOHqly5cqpZs6ZeffVVZWRk3HI/aWlpSk1NtfoCAAAAAKAg2Hym+8CBA+rfv782b95sNW42m2UymXIMwP909uxZZWRkZLkPvFy5ctq3b1+26/z+++/6/vvv1bt3b61evVpJSUl66qmndP36dcXGxma7zqRJkxQXF5ermgqDoGuL7V2CQzls7wIAAAAAIAc2h+7o6GgVK1ZMX3/9tcqXLy+TyWREXdnKzMyUn5+f3nvvPTk7O6tBgwY6fvy4pkyZcsvQPXbsWI0aNcryOTU1VQEBAQVVMgAAAADgLmZz6E5MTNS2bdtUvXr1PO3Y19dXzs7OOnXqlNX4qVOn5O/vn+065cuXl4uLi9W946GhoTp58qTS09Pl6uqaZR03Nze5ubnlqVYAAAAAAO6Ezfd0h4WF5cv7uF1dXdWgQQOtX7/eMpaZman169erSZMm2a7TrFkzJSUlWd4TLv19uXv58uWzDdwAAAAAANiTzaH7tdde0/PPP6/4+HidO3cuTw8pGzVqlObOnauFCxdq7969GjJkiC5fvmx5mnlkZKTGjh1rmT9kyBD9+eefGjFihA4cOKBVq1bp1Vdf1dChQ209DAAAAAAADGfz5eU3nzb+0EMPWY3b+iA1SerRo4fOnDmj8ePH6+TJk6pbt67WrFljebhaSkqKnJz+798FAgICtHbtWo0cOVK1a9dWxYoVNWLECI0ePdrWwwAAAAAAwHA2h+4ffvghXwsYNmyYhg0blu2y+Pj4LGNNmjTRzz//nK81AAAAAABgBJtDd4sWLYyoAwAAAACAIsfme7ol6aefflKfPn3UtGlTHT9+XJL00UcfaePGjflaHAAAAAAAjszm0L1ixQpFRESoePHi2r59u9LS0iRJFy5c0KuvvprvBQIAAAAA4KhsDt0vv/yy5syZo7lz58rFxcUy3qxZM23fvj1fiwMAAAAAwJHZHLr379+v5s2bZxkvWbKkzp8/nx81AQAAAABQJNgcuv39/ZWUlJRlfOPGjQoODs6XogAAAAAAKApsDt0DBw7UiBEj9Msvv8hkMumPP/7QokWLFBMToyFDhhhRIwAAAAAADsnmV4aNGTNGmZmZeuihh3TlyhU1b95cbm5uiomJ0dNPP21EjQAAAAAAOCSbQ7fJZNK4ceP03HPPKSkpSZcuXVJYWJi8vLyMqA8AAAAAAIdl8+Xl/fr108WLF+Xq6qqwsDA1atRIXl5eunz5svr162dEjQAAAAAAOCSbQ/fChQt19erVLONXr17Vhx9+mC9FAQAAAABQFOT68vLU1FSZzWaZzWZdvHhR7u7ulmUZGRlavXq1/Pz8DCkSAAAAAABHlOvQ7ePjI5PJJJPJpKpVq2ZZbjKZFBcXl6/FAQAAAADgyHIdun/44QeZzWa1atVKK1asUOnSpS3LXF1dFRgYqAoVKhhSJAAAAAAAjijXobtFixaSpOTkZAUEBMjJyebbwQEAAAAAuKvY/MqwwMBAnT9/Xr/++qtOnz6tzMxMq+WRkZH5VhwAAAAAAI7M5tD91VdfqXfv3rp06ZK8vb1lMpksy0wmE6EbAAAAAID/z+ZrxJ999ln169dPly5d0vnz5/XXX39Zvv78808jagQAAAAAwCHZHLqPHz+u4cOHy8PDw4h6AAAAAAAoMmwO3REREdq6dasRtQAAAAAAUKTYfE93hw4d9Nxzz2nPnj2qVauWXFxcrJZ36tQp34oDAAAAAMCR2Ry6Bw4cKEmaOHFilmUmk0kZGRl5rwoAAAAAgCLA5tD971eEAQAAAACA7Nl8TzcAAAAAAMidXJ/pfuutt3I1b/jw4XdcDAAAAAAARUmuQ/cbb7xx2zkmk4nQDQAAAADA/5fr0J2cnGxkHQAAAAAAFDnc0w0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBcv308n/KzMxUUlKSTp8+rczMTKtlzZs3z5fCAAAAAABwdDaH7p9//lm9evXSkSNHZDabrZaZTCZlZGTkW3EAAAAAADgym0P34MGD1bBhQ61atUrly5eXyWQyoi4AAAAAAByezaH74MGDWr58uUJCQoyoBwAAAACAIsPmB6k1btxYSUlJRtQCAAAAAECRYvOZ7qefflrPPvusTp48qVq1asnFxcVqee3atfOtOAAAAAAAHJnNofvRRx+VJPXr188yZjKZZDabeZAaAAAAAAD/YHPoTk5ONqIOAAAAAACKHJtDd2BgoBF1AAAAAABQ5NgcuiXp0KFDmjFjhvbu3StJCgsL04gRI1S5cuV8LQ4AAAAAAEdm89PL165dq7CwMP3666+qXbu2ateurV9++UU1atTQunXrjKgRAAAAAACHZPOZ7jFjxmjkyJGaPHlylvHRo0erdevW+VYcAAAAAACOzOYz3Xv37lX//v2zjPfr10979uzJl6IAAAAAACgKbA7dZcuWVWJiYpbxxMRE+fn55UdNAAAAAAAUCTZfXj5w4EANGjRIv//+u5o2bSpJ2rRpk1577TWNGjUq3wsEAAAAAMBR2Ry6X3zxRZUoUULTpk3T2LFjJUkVKlTQhAkTNHz48HwvEAAAAAAAR2Vz6DaZTBo5cqRGjhypixcvSpJKlCiR74UBAAAAAODo7ug93TcRtgEAAAAAuLVche769etr/fr1KlWqlOrVqyeTyXTLudu3b8+34gAAAAAAcGS5Ct2PPPKI3NzcLH/OKXQDAAAAAIC/5Sp0x8bGWv48YcIEo2oBAAAAAKBIsfk93cHBwTp37lyW8fPnzys4ODhfigIAAAAAoCiwOXQfPnxYGRkZWcbT0tJ07NixfCkKAAAAAICiINdPL//yyy8tf167dq1Klixp+ZyRkaH169erUqVK+VsdAAAAAAAOLNehu3PnzpL+fk933759rZa5uLgoKChI06ZNy9fiAAAAAABwZLkO3ZmZmZKkSpUqacuWLfL19TWsKAAAAAAAioJch+6bkpOTjagDAAAAAIAix+YHqUnSjz/+qI4dOyokJEQhISHq1KmTfvrpp/yuDQAAAAAAh2Zz6P74448VHh4uDw8PDR8+XMOHD1fx4sX10EMPafHixUbUCAAAAACAQ7L58vJXXnlFr7/+ukaOHGkZGz58uKZPn66XXnpJvXr1ytcCAQAAAABwVDaf6f7999/VsWPHLOOdOnXifm8AAAAAAP7B5tAdEBCg9evXZxn/7rvvFBAQkC9FAQAAAABQFNh8efmzzz6r4cOHKzExUU2bNpUkbdq0SQsWLNCbb76Z7wUCAAAAAOCobA7dQ4YMkb+/v6ZNm6ZPPvlEkhQaGqply5bpkUceyfcCAQAAAABwVDaHbknq0qWLunTpkt+1AAAAAABQpNxR6L7p0qVLyszMtBrz9vbOU0EAAAAAABQVNj9ILTk5WR06dJCnp6dKliypUqVKqVSpUvLx8VGpUqWMqBEAAAAAAIdk85nuPn36yGw2a968eSpXrpxMJpMRdQEAAAAA4PBsDt07d+7Utm3bVK1aNSPqAQAAAACgyLD58vL77rtPR48eNaIWAAAAAACKFJvPdL///vsaPHiwjh8/rpo1a8rFxcVqee3atfOtOAAAAAAAHJnNofvMmTM6dOiQoqOjLWMmk0lms1kmk0kZGRn5WiAAAAAAAI7K5tDdr18/1atXT0uWLOFBagAAAAAA5MDm0H3kyBF9+eWXCgkJMaIeAAAAAACKDJsfpNaqVSvt3LnTiFoAAAAAAChSbD7T3bFjR40cOVK7d+9WrVq1sjxIrVOnTvlWHAAAAAAAjszm0D148GBJ0sSJE7Msu9MHqc2aNUtTpkzRyZMnVadOHc2cOVONGjW67XpLly5Vz5499cgjj+jzzz+3eb8AAAAAABjJ5svLMzMzb/l1J4F72bJlGjVqlGJjY7V9+3bVqVNHEREROn36dI7rHT58WDExMXrggQds3icAAAAAAAXB5tCd36ZPn66BAwcqOjpaYWFhmjNnjjw8PDRv3rxbrpORkaHevXsrLi5OwcHBBVgtAAAAAAC5l+vQ3b59e124cMHyefLkyTp//rzl87lz5xQWFmbTztPT07Vt2zaFh4f/X0FOTgoPD1dCQsIt15s4caL8/PzUv3//2+4jLS1NqampVl8AAAAAABSEXN/TvXbtWqWlpVk+v/rqq+revbt8fHwkSTdu3ND+/ftt2vnZs2eVkZGhcuXKWY2XK1dO+/bty3adjRs36oMPPlBiYmKu9jFp0iTFxcXZVBcAACjcgq4ttncJDuWwvQsAgLtYrs90m83mHD8XhIsXL+qJJ57Q3Llz5evrm6t1xo4dqwsXLli+jh49anCVAAAAAAD8zeanl+cnX19fOTs769SpU1bjp06dkr+/f5b5hw4d0uHDh9WxY0fLWGZmpiSpWLFi2r9/vypXrmy1jpubm9zc3AyoHgAAAACAnOX6TLfJZJLJZMoylheurq5q0KCB1q9fbxnLzMzU+vXr1aRJkyzzq1evrt27dysxMdHy1alTJz344INKTExUQEBAnuoBAAAAACA/5fpMt9lsVlRUlOWs8bVr1zR48GB5enpKktX93rYYNWqU+vbtq4YNG6pRo0aaMWOGLl++rOjoaElSZGSkKlasqEmTJsnd3V01a9a0Wv/mPeX/HgcAAAAAwN5yHbr79u1r9blPnz5Z5kRGRtpcQI8ePXTmzBmNHz9eJ0+eVN26dbVmzRrLw9VSUlLk5GT3N5sBAAAAAGCzXIfu+fPnG1bEsGHDNGzYsGyXxcfH57juggUL8r8gAAAAAADyAaeQAQAAAAAwCKEbAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDFLN3AQAKVtC1xfYuweEctncBAAAAcFic6QYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIUidM+aNUtBQUFyd3dX48aN9euvv95y7ty5c/XAAw+oVKlSKlWqlMLDw3OcDwAAAACAvdg9dC9btkyjRo1SbGystm/frjp16igiIkKnT5/Odn58fLx69uypH374QQkJCQoICFCbNm10/PjxAq4cAAAAAICc2T10T58+XQMHDlR0dLTCwsI0Z84ceXh4aN68ednOX7RokZ566inVrVtX1atX1/vvv6/MzEytX7++gCsHAAAAACBndg3d6enp2rZtm8LDwy1jTk5OCg8PV0JCQq62ceXKFV2/fl2lS5c2qkwAAAAAAO5IMXvu/OzZs8rIyFC5cuWsxsuVK6d9+/blahujR49WhQoVrIL7P6WlpSktLc3yOTU19c4LBgAAAADABna/vDwvJk+erKVLl+qzzz6Tu7t7tnMmTZqkkiVLWr4CAgIKuEoAAAAAwN3KrqHb19dXzs7OOnXqlNX4qVOn5O/vn+O6U6dO1eTJk/Xtt9+qdu3at5w3duxYXbhwwfJ19OjRfKkdAAAAAIDbsWvodnV1VYMGDawegnbzoWhNmjS55Xqvv/66XnrpJa1Zs0YNGzbMcR9ubm7y9va2+gIAAAAAoCDY9Z5uSRo1apT69u2rhg0bqlGjRpoxY4YuX76s6OhoSVJkZKQqVqyoSZMmSZJee+01jR8/XosXL1ZQUJBOnjwpSfLy8pKXl5fdjgMAAAAAgH+ze+ju0aOHzpw5o/Hjx+vkyZOqW7eu1qxZY3m4WkpKipyc/u+E/OzZs5Wenq5u3bpZbSc2NlYTJkwoyNIBAAAAAMiR3UO3JA0bNkzDhg3Ldll8fLzV58OHDxtfEAAAAAAA+cChn14OAAAAAEBhRugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIUidM+aNUtBQUFyd3dX48aN9euvv+Y4/9NPP1X16tXl7u6uWrVqafXq1QVUKQAAAAAAuWf30L1s2TKNGjVKsbGx2r59u+rUqaOIiAidPn062/mbN29Wz5491b9/f+3YsUOdO3dW586d9dtvvxVw5QAAAAAA5MzuoXv69OkaOHCgoqOjFRYWpjlz5sjDw0Pz5s3Ldv6bb76ptm3b6rnnnlNoaKheeukl1a9fX2+//XYBVw4AAAAAQM7sGrrT09O1bds2hYeHW8acnJwUHh6uhISEbNdJSEiwmi9JERERt5wPAAAAAIC9FLPnzs+ePauMjAyVK1fOarxcuXLat29ftuucPHky2/knT57Mdn5aWprS0tIsny9cuCBJSk1NzUvphslMu2LvEhxKYf05Fmb0mO3oM9vQY7ajx2xHn9mGHrMdPWa7wthnN2sym812rgR3M7uG7oIwadIkxcXFZRkPCAiwQzXIbyVn2LsC3A3oMxiNHoPR6DEUhMLcZxcvXlTJkiXtXQbuUnYN3b6+vnJ2dtapU6esxk+dOiV/f/9s1/H397dp/tixYzVq1CjL58zMTP35558qU6aMTCZTHo/g7pCamqqAgAAdPXpU3t7e9i4HRRA9hoJAn8Fo9BiMRo/Zzmw26+LFi6pQoYK9S8FdzK6h29XVVQ0aNND69evVuXNnSX+H4vXr12vYsGHZrtOkSROtX79ezzzzjGVs3bp1atKkSbbz3dzc5ObmZjXm4+OTH+Xfdby9vfkFD0PRYygI9BmMRo/BaPSYbTjDDXuz++Xlo0aNUt++fdWwYUM1atRIM2bM0OXLlxUdHS1JioyMVMWKFTVp0iRJ0ogRI9SiRQtNmzZNHTp00NKlS7V161a999579jwMAAAAAACysHvo7tGjh86cOaPx48fr5MmTqlu3rtasWWN5WFpKSoqcnP7vIetNmzbV4sWL9d///lcvvPCCqlSpos8//1w1a9a01yEAAAAAAJAtu4duSRo2bNgtLyePj4/PMvbYY4/pscceM7gq3OTm5qbY2Ngsl+kD+YUeQ0Ggz2A0egxGo8cAx2Qy8/x8AAAAAAAM4XT7KQAAAAAA4E4QugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAADySXJysm7cuGHvMgAAhQihGzY5dOiQWrVqZe8yUAScOHFCH3/8sVavXq309HSrZZcvX9bEiRPtVBmKinXr1ik2Nlbff/+9JGnDhg1q166dWrVqpfnz59u5OhRV1apV08GDB+1dBoqoP/74Q7Gxserdu7diYmK0b98+e5cEIBd4TzdssnPnTtWvX18ZGRn2LgUObMuWLWrTpo0yMzN1/fp1VaxYUZ9//rlq1KghSTp16pQqVKhAn+GOffzxx4qOjlbt2rV14MABzZw5UyNHjlS3bt2UmZmpjz/+WIsWLVK3bt3sXSocVNeuXbMd/+KLL9SqVSuVKFFCkrRy5cqCLAtFjIeHh44cOaKyZctqz549atq0qcqWLat69epp9+7dSklJUUJCgmrXrm3vUgHkoJi9C0Dh8tZbb+W4/Pjx4wVUCYqyF154QV26dNH777+vy5cva/To0WrRooXWrVunevXq2bs8FAHTpk3TtGnTNHz4cK1fv14dO3bUK6+8opEjR0qSwsLCNGPGDEI37tjnn3+u5s2bq1KlSlmWeXl5qWTJknaoCkXNtWvXdPP82AsvvKDmzZtr5cqVKlasmDIzM9W7d2+NGzdOX331lZ0rBZATznTDipOTk8qXLy9XV9dsl6enp+vkyZOcgUSelC5dWj///LOqVq1qGZs8ebJef/11rV27Vvfeey9nupEnXl5e2r17tyUQubq6auvWrZazQfv27dP999+vs2fP2rNMOLClS5fqueee08SJExUdHW0Zd3Fx0c6dOxUWFmbH6lBUODk56eTJk/Lz89O9996rRYsW6YEHHrAs37Fjhzp06KA//vjDjlUCuB3OdMNKYGCgXnvtNXXv3j3b5YmJiWrQoEEBV4Wi6Nq1a1afx4wZo2LFiqlNmzaaN2+enapCUeHi4mL1rAA3Nzd5eXlZfb569ao9SkMR8fjjj+s///mP+vTpo6+//lrvv/++SpUqZe+yUMSYTCaZTCZJfwfwf19B4ePjo7/++ssepQGwAQ9Sg5UGDRpo27Ztt1xuMpnExRHIq5o1a2rz5s1ZxmNiYjR27Fj17NnTDlWhKAkJCbF6wNDx48etLgM+dOiQ7rnnHnuUhiIkKChIGzZsUM2aNVWnTh2tXbvWEpCA/GA2m1W1alWVLl1af/zxh3bt2mW1PCkpSf7+/naqDkBucaYbViZOnKgrV67ccnlYWJiSk5MLsCIURZGRkfrxxx81ePDgLMuef/55mc1mzZkzxw6Voah44YUXrM46ent7Wy3funXrLa/oAWzh5OSkuLg4tW7dWpGRkdwWg3z17zcthISEWH3++eef1aVLl4IsCcAd4J5uAACAfHDp0iUdOnRIoaGht3w2CgDg7sPl5bilGzdu6LvvvtO7776rixcvSvr7/ZCXLl2yc2UoSugzGI0eg9Fu9tiiRYsUHBwsV1dXegz5jt9lgOPiTDeydeTIEbVt21YpKSlKS0vTgQMHFBwcrBEjRigtLY1Lf5Ev6DMYjR6D0egxFAT6DHBsnOlGtkaMGKGGDRvqr7/+UvHixS3jXbp00fr16+1YGYoS+gxGo8dgNHoMBYE+AxwbD1JDtn766Sdt3rw5yz1pQUFBOn78uJ2qQlFDn8Fo9BiMRo+hINBngGPjTDeylZmZme0TWI8dO6YSJUrYoSIURfQZjEaPwWj0GAoCfQY4NkI3stWmTRvNmDHD8tlkMunSpUuKjY1V+/bt7VcYihT6DEajx2A0egwFgT4DHBsPUkO2jh07poiICJnNZh08eFANGzbUwYMH5evrqw0bNsjPz8/eJaIIoM9gNHoMRqPHUBDoM8CxEbpxSzdu3NDSpUu1a9cuXbp0SfXr11fv3r2tHuAB5BV9BqPRYzAaPYaCQJ8BjovQDQAAAACAQXh6OSy+/PJLtWvXTi4uLvryyy9znNupU6cCqgpFDX0Go9FjMBo9hoJAnwFFB2e6YeHk5KSTJ0/Kz89PTk63fsaeyWTK9gmaQG7QZzAaPQaj0WMoCPQZUHQQugEAAAAAMAivDEO2jh49au8ScBegz2A0egxGo8dQEOgzwLERupGtoKAgtWjRQnPnztVff/1l73JQRNFnMBo9BqPRYygI9Bng2AjdyNbWrVvVqFEjTZw4UeXLl1fnzp21fPlypaWl2bs0FCH0GYxGj8Fo9BgKAn0GODbu6UaOzGaz4uPjtXjxYq1YsUKZmZnq2rWr5s2bZ+/SUITQZzAaPQaj0WMoCPQZ4JgI3ci17du3q3///tq1axdPyYRh6DMYjR6D0egxFAT6DHAcXF6OHB07dkyvv/666tatq0aNGsnLy0uzZs2yd1koYugzGI0eg9HoMRQE+gxwTMXsXQAKp3fffVeLFy/Wpk2bVL16dfXu3VtffPGFAgMD7V0aihD6DEajx2A0egwFgT4DHBuXlyNbAQEB6tmzp3r37q06derYuxwUUfQZjEaPwWj0GAoCfQY4NkI3smU2m2UymexdBoo4+gxGo8dgNHoMBYE+AxwboRu3dP78eX3wwQfau3evJCksLEz9+/dXyZIl7VwZihL6DEajx2A0egwFgT4DHBehG9naunWrIiIiVLx4cTVq1EiStGXLFl29elXffvut6tevb+cKURTQZzAaPQaj0WMoCPQZ4NgI3cjWAw88oJCQEM2dO1fFiv39vL0bN25owIAB+v3337VhwwY7V4iigD6D0egxGI0eQ0GgzwDHRuhGtooXL64dO3aoevXqVuN79uxRw4YNdeXKFTtVhqKEPoPR6DEYjR5DQaDPAMfGe7qRLW9vb6WkpGQZP3r0qEqUKGGHilAU0WcwGj0Go9FjKAj0GeDYCN3IVo8ePdS/f38tW7ZMR48e1dGjR7V06VINGDBAPXv2tHd5KCLoMxiNHoPR6DEUBPoMcGzF7F0ACqepU6fKZDIpMjJSN27ckNlslqurq4YMGaLJkyfbuzwUEfQZjEaPwWj0GAoCfQY4Nu7pRo6uXLmiQ4cOSZIqV64sDw8PO1eEoog+g9HoMRiNHkNBoM8Ax8SZbljp169frubNmzfP4EpQlNFnMBo9BqPRYygI9BlQNHCmG1acnJwUGBioevXqKafW+OyzzwqwKhQ19BmMRo/BaPQYCgJ9BhQNnOmGlSFDhmjJkiVKTk5WdHS0+vTpo9KlS9u7LBQx9BmMRo/BaPQYCgJ9BhQNnOlGFmlpaVq5cqXmzZunzZs3q0OHDurfv7/atGkjk8lk7/JQRNBnMBo9BqPRYygI9Bng+AjdyNGRI0e0YMECffjhh7px44b+97//ycvLy95loYihz2A0egxGo8dQEOgzwDHxnm7kyMnJSSaTSWazWRkZGfYuB0UUfQaj0WMwGj2GgkCfAY6J0I0s0tLStGTJErVu3VpVq1bV7t279fbbbyslJYV/TUW+oc9gNHoMRqPHUBDoM8Dx8SA1WHnqqae0dOlSBQQEqF+/flqyZIl8fX3tXRaKGPoMRqPHYDR6DAWBPgOKBu7phhUnJyfde++9qlevXo4P51i5cmUBVoWihj6D0egxGI0eQ0Ggz4CigTPdsBIZGcmTMGE4+gxGo8dgNHoMBYE+A4oGznQDAAAAAGAQHqQGAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQC4q5lMJn3++ef2LgMAABRRhG4AQKESFRUlk8mkwYMHZ1k2dOhQmUwmRUVF5dv+Tpw4oXbt2uXb9gAAAP6J0A0AKHQCAgK0dOlSXb161TJ27do1LV68WPfee2++7svf319ubm75uk0AAICbCN0AgEKnfv36CggI0MqVKy1jK1eu1L333qt69epZxtLS0jR8+HD5+fnJ3d1d999/v7Zs2SJJyszM1D333KPZs2dbbXvHjh1ycnLSkSNHJGW9vPzo0aPq3r27fHx8VLp0aT3yyCM6fPiwZXl8fLwaNWokT09P+fj4qFmzZpZtAQAA/BuhGwBQKPXr10/z58+3fJ43b56io6Ot5jz//PNasWKFFi5cqO3btyskJEQRERH6888/5eTkpJ49e2rx4sVW6yxatEjNmjVTYGBgln1ev35dERERKlGihH766Sdt2rRJXl5eatu2rdLT03Xjxg117txZLVq00K5du5SQkKBBgwbJZDIZ800AAAAOj9ANACiU+vTpo40bN+rIkSM6cuSINm3apD59+liWX758WbNnz9aUKVPUrl07hYWFae7cuSpevLg++OADSVLv3r21adMmpaSkSPr77PfSpUvVu3fvbPe5bNkyZWZm6v3331etWrUUGhqq+fPnKyUlRfHx8UpNTdWFCxf08MMPq3LlygoNDVXfvn3z/ZJ3AABQdBC6AQCFUtmyZdWhQwctWLBA8+fPV4cOHeTr62tZfujQIV2/fl3NmjWzjLm4uKhRo0bau3evJKlu3boKDQ21nO3+8ccfdfr0aT322GPZ7nPnzp1KSkpSiRIl5OXlJS8vL5UuXVrXrl3ToUOHVLp0aUVFRSkiIkIdO3bUm2++qRMnThj4XQAAAI6O0A0AKLT69eunBQsWaOHCherXr98dbaN3796W0L148WK1bdtWZcqUyXbupUuX1KBBAyUmJlp9HThwQL169ZIkzZ8/XwkJCWratKmWLVumqlWr6ueff76zAwQAAEUeoRsAUGjdvJf65r3W/1S5cmW5urpq06ZNlrHr169ry5YtCgsLs4z16tVLv/32m7Zt26bly5ff8tJy6e8HuB08eFB+fn4KCQmx+ipZsqRlXr169TR27Fht3rxZNWvWzHLfOAAAwE2EbgBAoeXs7Ky9e/dqz549cnZ2tlrm6empIUOG6LnnntOaNWu0Z88eDRw4UFeuXFH//v0t84KCgtS0aVP1799fGRkZ6tSp0y3317t3b/n6+uqRRx7RTz/9pOTkZMXHx2v48OE6duyYkpOTNXbsWCUkJOjIkSP69ttvdfDgQYWGhhr2PQAAAI6tmL0LAAAgJ97e3rdcNnnyZGVmZuqJJ57QxYsX1bBhQ61du1alSpWymte7d2899dRTioyMVPHixW+5PQ8PD23YsEGjR49W165ddfHiRVWsWFEPPfSQvL29dfXqVe3bt08LFy7UuXPnVL58eQ0dOlRPPvlkvh0vAAAoWkxms9ls7yIAAAAAACiKuLwcAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwCKEbAAAAAACDELoBAAAAADAIoRsAAAAAAIMQugEAAAAAMAihGwAAAAAAgxC6AQAAAAAwyP8Dc+WMFw2vXl4AAAAASUVORK5CYII=\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "# 2. Emotion Intensity Heat Map\n",
-        "plt.figure(figsize=(10, 6))\n",
-        "sns.heatmap(df.set_index('movie'), annot=True, cmap='YlOrRd')\n",
-        "plt.title('Emotion Intensity Heat Map')\n",
-        "plt.tight_layout()\n",
-        "plt.show()"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 607
-        },
-        "id": "m92aLkLlFE7o",
-        "outputId": "5cb9128f-36aa-445e-e313-5e37130c4b99"
-      },
-      "execution_count": 2,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 1000x600 with 2 Axes>"
-            ],
-            "image/png": 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\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "# 3. Radar Chart of Emotional Profile\n",
-        "emotions = df.columns[1:]\n",
-        "values = df.iloc[0, 1:].values.flatten().tolist()\n",
-        "values += values[:1]\n",
-        "\n",
-        "angles = [n / float(len(emotions)) * 2 * 3.141593 for n in range(len(emotions))]\n",
-        "angles += angles[:1]\n",
-        "\n",
-        "plt.polar(angles, values)\n",
-        "plt.fill(angles, values, alpha=0.3)\n",
-        "plt.xticks(angles[:-1], emotions)\n",
-        "plt.title('Emotional Profile of ' + df.iloc[0]['movie'])\n",
-        "plt.show()"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 461
-        },
-        "id": "RwSl6KQMFUR6",
-        "outputId": "d0b5f98d-64e7-4b19-d5f6-a3f307a710e0"
-      },
-      "execution_count": 3,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 640x480 with 1 Axes>"
-            ],
-            "image/png": 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\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "\n",
-        "# 4. Box Plot of Emotional Variance\n",
-        "plt.figure(figsize=(10, 6))\n",
-        "df.melt(id_vars=['movie'], var_name='Emotion', value_name='Intensity').boxplot(column='Intensity', by='Emotion')\n",
-        "plt.title('Distribution of Emotional Intensity')\n",
-        "plt.suptitle('')\n",
-        "plt.tight_layout()\n",
-        "plt.show()"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 489
-        },
-        "id": "P-OkaiKKk9ZC",
-        "outputId": "f28ce5ee-1485-4e5d-888d-f6176b0f6a05"
-      },
-      "execution_count": 4,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 1000x600 with 0 Axes>"
-            ]
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 640x480 with 1 Axes>"
-            ],
-            "image/png": 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\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "import pandas as pd\n",
-        "import matplotlib.pyplot as plt\n",
-        "import seaborn as sns\n",
-        "import numpy as np\n",
-        "\n",
-        "# Assuming we have the same DataFrame 'df' as before\n",
-        "\n",
-        "# 5. Emotion Trend Line Graph\n",
-        "plt.figure(figsize=(12, 6))\n",
-        "for emotion in ['joy', 'sadness', 'anger', 'fear', 'surprise']:\n",
-        "    plt.plot(df['movie'], df[emotion], marker='o', label=emotion)\n",
-        "plt.title('Emotion Trends Across Movies')\n",
-        "plt.xlabel('Movies')\n",
-        "plt.ylabel('Emotion Intensity')\n",
-        "plt.legend()\n",
-        "plt.xticks(rotation=45)\n",
-        "plt.tight_layout()\n",
-        "plt.show()"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 607
-        },
-        "id": "MT1m3XwWFeJo",
-        "outputId": "809eaa32-64d9-4f70-b00e-df24e0f1cef6"
-      },
-      "execution_count": 5,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 1200x600 with 1 Axes>"
-            ],
-            "image/png": 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\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "# 6. Bubble Chart of Emotion vs. Rating vs. Popularity\n",
-        "# Assuming we have additional columns 'rating' and 'num_reviews'\n",
-        "\n",
-        "# Before plotting, ensure your DataFrame has 'rating' and 'num_reviews' columns.\n",
-        "# If they don't exist, create them with placeholder or relevant data.\n",
-        "\n",
-        "# Example: If you don't have the data, you could create dummy columns\n",
-        "df['rating'] = np.random.randint(1, 6, len(df)) # Replace with your actual rating data\n",
-        "df['num_reviews'] = np.random.randint(10, 100, len(df))  # Replace with your actual review count data\n",
-        "\n",
-        "df['overall_sentiment'] = df[['joy', 'sadness', 'anger', 'fear', 'surprise']].idxmax(axis=1)\n",
-        "plt.figure(figsize=(10, 6))\n",
-        "for emotion in df['overall_sentiment'].unique():\n",
-        "    data = df[df['overall_sentiment'] == emotion]\n",
-        "    # Accessing the newly created or existing columns:\n",
-        "    plt.scatter(data['rating'], data['num_reviews'], s=data['joy']*500,\n",
-        "                alpha=0.5, label=emotion)\n",
-        "plt.title('Emotion vs. Rating vs. Popularity')\n",
-        "plt.xlabel('Rating')\n",
-        "plt.ylabel('Number of Reviews')\n",
-        "plt.legend()\n",
-        "plt.tight_layout()\n",
-        "plt.show()"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 607
-        },
-        "id": "VDG4mugIFkBp",
-        "outputId": "6ad126ee-c06a-44aa-b5c4-eebbfd90c396"
-      },
-      "execution_count": 8,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 1000x600 with 1 Axes>"
-            ],
-            "image/png": 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\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "\n",
-        "# 7. Sunburst Chart of Nested Emotions\n",
-        "# This requires plotly library\n",
-        "import plotly.graph_objects as go\n",
-        "\n",
-        "labels = [\"Joy\", \"Excitement\", \"Happiness\", \"Sadness\", \"Grief\", \"Melancholy\",\n",
-        "          \"Anger\", \"Rage\", \"Frustration\", \"Fear\", \"Terror\", \"Anxiety\"]\n",
-        "parents = [\"\", \"Joy\", \"Joy\", \"\", \"Sadness\", \"Sadness\",\n",
-        "           \"\", \"Anger\", \"Anger\", \"\", \"Fear\", \"Fear\"]\n",
-        "values = [10, 5, 5, 8, 4, 4, 6, 3, 3, 4, 2, 2]\n",
-        "\n",
-        "fig = go.Figure(go.Sunburst(\n",
-        "    labels=labels,\n",
-        "    parents=parents,\n",
-        "    values=values,\n",
-        "))\n",
-        "fig.update_layout(title_text=\"Sunburst Chart of Nested Emotions\")\n",
-        "fig.show()\n"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 542
-        },
-        "id": "xYlNKUiwF4HC",
-        "outputId": "e944bceb-7c37-4236-b349-f5de8972fcde"
-      },
-      "execution_count": 9,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/html": [
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-              "<head><meta charset=\"utf-8\" /></head>\n",
-              "<body>\n",
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-      ]
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-    {
-      "cell_type": "code",
-      "source": [
-        "# 8. Correlation Heatmap of Emotions\n",
-        "plt.figure(figsize=(10, 8))\n",
-        "sns.heatmap(df[['joy', 'sadness', 'anger', 'fear', 'surprise']].corr(),\n",
-        "            annot=True, cmap='coolwarm', vmin=-1, vmax=1, center=0)\n",
-        "plt.title('Correlation Heatmap of Emotions')\n",
-        "plt.tight_layout()\n",
-        "plt.show()\n"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 807
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-        "id": "QGqQ4ZW_F8y9",
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-      },
-      "execution_count": 10,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 1000x800 with 2 Axes>"
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-            "image/png": 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\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "# 10. Violin Plot of Emotion Distributions\n",
-        "plt.figure(figsize=(12, 6))\n",
-        "sns.violinplot(data=df.melt(id_vars=['movie'],\n",
-        "                            value_vars=['joy', 'sadness', 'anger', 'fear', 'surprise'],\n",
-        "                            var_name='emotion', value_name='intensity'))\n",
-        "plt.title('Violin Plot of Emotion Distributions')\n",
-        "plt.tight_layout() # Corrected the typo here: tight_layout()"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 607
-        },
-        "id": "xb-CInG_F_6m",
-        "outputId": "018bbd84-0c34-4961-b228-383b51f39475"
-      },
-      "execution_count": 13,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<Figure size 1200x600 with 1 Axes>"
-            ],
-            "image/png": 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\n"
-          },
-          "metadata": {}
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [],
-      "metadata": {
-        "id": "O3lY0tN2k9TW"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [],
-      "metadata": {
-        "id": "uN8gWFrek9RA"
-      },
-      "execution_count": null,
-      "outputs": []
-    }
-  ]
-}
\ No newline at end of file
diff --git a/Emotion Analysis/EmotionAnalysis.ipynb b/Emotion Analysis/EmotionAnalysis.ipynb
deleted file mode 100644
index 8136fa35..00000000
--- a/Emotion Analysis/EmotionAnalysis.ipynb	
+++ /dev/null
@@ -1,783 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python data science stack installation command"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: pandas in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (2.1.1)\n",
-      "Requirement already satisfied: numpy in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (1.26.0)\n",
-      "Requirement already satisfied: nltk in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (3.8.1)\n",
-      "Requirement already satisfied: seaborn in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (0.13.2)\n",
-      "Requirement already satisfied: matplotlib in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (3.8.0)\n",
-      "Requirement already satisfied: scikit-learn in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (1.4.2)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from pandas) (2.8.2)\n",
-      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from pandas) (2023.3.post1)\n",
-      "Requirement already satisfied: tzdata>=2022.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from pandas) (2023.3)\n",
-      "Requirement already satisfied: click in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (8.1.7)\n",
-      "Requirement already satisfied: joblib in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (1.4.2)\n",
-      "Requirement already satisfied: regex>=2021.8.3 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (2024.5.10)\n",
-      "Requirement already satisfied: tqdm in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (4.66.4)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib) (1.1.1)\n",
-      "Requirement already satisfied: cycler>=0.10 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib) (0.12.1)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib) (4.43.1)\n",
-      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib) (1.4.5)\n",
-      "Requirement already satisfied: packaging>=20.0 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib) (23.2)\n",
-      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib) (10.0.1)\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib) (3.1.1)\n",
-      "Requirement already satisfied: scipy>=1.6.0 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from scikit-learn) (1.11.4)\n",
-      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from scikit-learn) (3.5.0)\n",
-      "Requirement already satisfied: six>=1.5 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n",
-      "Requirement already satisfied: colorama in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from click->nltk) (0.4.6)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
-   "source": [
-    "pip install pandas numpy nltk seaborn matplotlib scikit-learn"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: wordcloud in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (1.9.3)\n",
-      "Requirement already satisfied: numpy>=1.6.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from wordcloud) (1.26.0)\n",
-      "Requirement already satisfied: pillow in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from wordcloud) (10.0.1)\n",
-      "Requirement already satisfied: matplotlib in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from wordcloud) (3.8.0)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib->wordcloud) (1.1.1)\n",
-      "Requirement already satisfied: cycler>=0.10 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib->wordcloud) (0.12.1)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib->wordcloud) (4.43.1)\n",
-      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib->wordcloud) (1.4.5)\n",
-      "Requirement already satisfied: packaging>=20.0 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib->wordcloud) (23.2)\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib->wordcloud) (3.1.1)\n",
-      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n",
-      "Requirement already satisfied: six>=1.5 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
-   "source": [
-    "pip install wordcloud"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "NLTK stopwords and punkt download command"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "[nltk_data] Downloading package stopwords to\n",
-      "[nltk_data]     C:\\Users\\HP\\AppData\\Roaming\\nltk_data...\n",
-      "[nltk_data]   Package stopwords is already up-to-date!\n",
-      "[nltk_data] Downloading package punkt to\n",
-      "[nltk_data]     C:\\Users\\HP\\AppData\\Roaming\\nltk_data...\n",
-      "[nltk_data]   Package punkt is already up-to-date!\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import nltk\n",
-    "nltk.download('stopwords')\n",
-    "nltk.download('punkt')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script to load IMDb reviews from specified folders into a Pandas DataFrame"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                              Review Sentiment\n",
-      "0  ['It takes 30 minutes to get to the opening cr...  Positive\n",
-      "1  ['\"No Time to Die\" is an Action - Thriller mov...  Positive\n",
-      "2  [\"NO TIME TO DIE (2021) ***1/2 Daniel Craig, L...  Positive\n",
-      "3  ['\"No Time to Die\" is an Action - Thriller mov...  Positive\n",
-      "4  [\"It's certainly engaging, especially for a fi...  Positive\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import pandas as pd\n",
-    "\n",
-    "# Define paths for positive, negative, and unsupervised reviews\n",
-    "dir = os.path.dirname(os.path.abspath(''))\n",
-    "pos_folder = dir+'/IMDB/train/pos'\n",
-    "neg_folder = dir+'/IMDB/train/neg/'\n",
-    "unsup_folder = dir+'/IMDB/train//unsup/'\n",
-    "\n",
-    "def load_reviews(folder_path, sentiment):\n",
-    "    reviews = []\n",
-    "    for filename in os.listdir(folder_path):\n",
-    "        with open(os.path.join(folder_path, filename), \"r\", encoding=\"utf-8\", errors='ignore') as file:\n",
-    "            review_text = file.read()\n",
-    "            reviews.append({\"Review\": review_text, \"Sentiment\": sentiment})\n",
-    "    return reviews\n",
-    "\n",
-    "# Load reviews\n",
-    "positive_reviews = load_reviews(pos_folder, \"Positive\")\n",
-    "negative_reviews = load_reviews(neg_folder, \"Negative\")\n",
-    "unsupervised_reviews = load_reviews(unsup_folder, \"Unsupervised\")\n",
-    "\n",
-    "# Create DataFrame\n",
-    "df = pd.DataFrame(positive_reviews + negative_reviews + unsupervised_reviews)\n",
-    "print(df.head())\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script to import NLTK's stopwords and word_tokenize, along with defaultdict from collections"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: nltk in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (3.8.1)Note: you may need to restart the kernel to use updated packages.\n",
-      "\n",
-      "Requirement already satisfied: click in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (8.1.7)\n",
-      "Requirement already satisfied: joblib in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (1.4.2)\n",
-      "Requirement already satisfied: regex>=2021.8.3 in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (2024.5.10)\n",
-      "Requirement already satisfied: tqdm in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from nltk) (4.66.4)\n",
-      "Requirement already satisfied: colorama in c:\\users\\hp\\anaconda3\\envs\\tf\\lib\\site-packages (from click->nltk) (0.4.6)\n"
-     ]
-    }
-   ],
-   "source": [
-    "pip install nltk"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from nltk.corpus import stopwords\n",
-    "from nltk.tokenize import word_tokenize\n",
-    "from collections import defaultdict"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python NLTK command to download the NRC Emotion Lexicon"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                              Review Sentiment  \\\n",
-      "0  ['It takes 30 minutes to get to the opening cr...  Positive   \n",
-      "1  ['\"No Time to Die\" is an Action - Thriller mov...  Positive   \n",
-      "2  [\"NO TIME TO DIE (2021) ***1/2 Daniel Craig, L...  Positive   \n",
-      "3  ['\"No Time to Die\" is an Action - Thriller mov...  Positive   \n",
-      "4  [\"It's certainly engaging, especially for a fi...  Positive   \n",
-      "\n",
-      "                                      Emotion_Scores  \n",
-      "0  {'anger': 4, 'anticipation': 4, 'disgust': 4, ...  \n",
-      "1  {'anger': 0, 'anticipation': 8, 'disgust': 0, ...  \n",
-      "2  {'anger': 4, 'anticipation': 2, 'disgust': 2, ...  \n",
-      "3  {'anger': 0, 'anticipation': 8, 'disgust': 0, ...  \n",
-      "4  {'anger': 0, 'anticipation': 0, 'disgust': 1, ...  \n"
-     ]
-    }
-   ],
-   "source": [
-    "from nltk.corpus import stopwords\n",
-    "from nltk.tokenize import word_tokenize\n",
-    "from collections import defaultdict\n",
-    "\n",
-    "dir = os.path.abspath('')\n",
-    "# Load NRC Emotion Lexicon\n",
-    "nrc_lexicon = defaultdict(lambda: defaultdict(int))\n",
-    "with open(nltk.data.find(dir + '/NRC-Emotion-Lexicon-Wordlevel-v0.92.txt'), 'r') as file:\n",
-    "    for line in file:\n",
-    "        word, emotion, value = line.strip().split('\\t')\n",
-    "        nrc_lexicon[word][emotion] = int(value)\n",
-    "\n",
-    "# Define emotions\n",
-    "emotions = ['anger', 'anticipation', 'disgust', 'fear', 'joy', 'negative', 'positive', 'sadness', 'surprise', 'trust']\n",
-    "\n",
-    "# Preprocess the reviews and compute emotion scores\n",
-    "def compute_emotion_scores(text):\n",
-    "    words = word_tokenize(text.lower())\n",
-    "    scores = defaultdict(int)\n",
-    "    for word in words:\n",
-    "        if word in nrc_lexicon:\n",
-    "            for emotion in emotions:\n",
-    "                scores[emotion] += nrc_lexicon[word][emotion]\n",
-    "    return scores\n",
-    "\n",
-    "df['Emotion_Scores'] = df['Review'].apply(compute_emotion_scores)\n",
-    "print(df.head())\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script to visualize average emotion scores by sentiment using Seaborn and Matplotlib"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x800 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# Convert emotion scores to a DataFrame\n",
-    "emotion_df = pd.DataFrame(df['Emotion_Scores'].tolist())\n",
-    "emotion_df['Sentiment'] = df['Sentiment']\n",
-    "\n",
-    "# Aggregate emotion scores by sentiment\n",
-    "emotion_avg = emotion_df.groupby('Sentiment').mean()\n",
-    "\n",
-    "# Create a heat map\n",
-    "plt.figure(figsize=(12, 8))\n",
-    "sns.heatmap(emotion_avg.T, annot=True, cmap='coolwarm', center=0)\n",
-    "plt.title('Average Emotion Scores by Sentiment')\n",
-    "plt.xlabel('Sentiment')\n",
-    "plt.ylabel('Emotion')\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script for sentiment analysis, emotion scoring, K-Means clustering, and visualization of IMDb reviews"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "SyntaxError",
-     "evalue": "invalid syntax (3702874660.py, line 60)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;36m  Cell \u001b[1;32mIn[59], line 60\u001b[1;36m\u001b[0m\n\u001b[1;33m    dir = os.path.(0)\u001b[0m\n\u001b[1;37m                  ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import os\n",
-    "from collections import defaultdict\n",
-    "import matplotlib.pyplot as plt\n",
-    "from wordcloud import WordCloud\n",
-    "import seaborn as sns\n",
-    "from sklearn.cluster import KMeans\n",
-    "import numpy as np\n",
-    "\n",
-    "# Function to load NRC Emotion Lexicon\n",
-    "def load_nrc_lexicon(filepath):\n",
-    "    nrc_lexicon = defaultdict(lambda: defaultdict(int))\n",
-    "    with open(filepath, 'r') as file:\n",
-    "        for line in file:\n",
-    "            if line.strip():\n",
-    "                word, emotion, association = line.strip().split('\\t')\n",
-    "                nrc_lexicon[word][emotion] = int(association)\n",
-    "    return nrc_lexicon\n",
-    "\n",
-    "# Function to compute emotion scores for text\n",
-    "def get_emotion_scores(text, lexicon):\n",
-    "    emotions = defaultdict(int)\n",
-    "    for word in text.split():\n",
-    "        word = word.lower()\n",
-    "        if word in lexicon:\n",
-    "            for emotion, score in lexicon[word].items():\n",
-    "                emotions[emotion] += score\n",
-    "    return emotions\n",
-    "\n",
-    "# Function to plot heat map of emotions\n",
-    "def plot_emotion_heatmap(emotion_scores, title):\n",
-    "    df = pd.DataFrame(emotion_scores, index=[0])\n",
-    "    sns.heatmap(df, annot=True, cmap='coolwarm', center=0)\n",
-    "    plt.title(title)\n",
-    "    plt.show()\n",
-    "\n",
-    "# Load the NRC Emotion Lexicon\n",
-    "dir = os.path.abspath('')\n",
-    "nrc_filepath = dir + 'C:/Users/HP/Desktop/GSSOC/NRC-Emotion-Lexicon/NRC-Emotion-Lexicon-Wordlevel-v0.92.txt'\n",
-    "nrc_lexicon = load_nrc_lexicon(nrc_filepath)\n",
-    "\n",
-    "# Example usage with sample text\n",
-    "sample_text = \"I loved the movie. It was full of suspense and thrill.\"\n",
-    "emotion_scores = get_emotion_scores(sample_text, nrc_lexicon)\n",
-    "plot_emotion_heatmap(emotion_scores, \"Emotion Scores for Sample Text\")\n",
-    "\n",
-    "# Process IMDB dataset\n",
-    "def process_reviews(folder_path, sentiment_label):\n",
-    "    reviews = []\n",
-    "    sentiments = []\n",
-    "    for filename in os.listdir(folder_path):\n",
-    "        file_path = os.path.join(folder_path, filename)\n",
-    "        with open(file_path, \"r\", encoding=\"latin1\") as file:\n",
-    "            review_text = file.read()\n",
-    "            reviews.append(review_text)\n",
-    "            sentiments.append(sentiment_label)\n",
-    "    return reviews, sentiments\n",
-    "\n",
-    "# Paths to train data\n",
-    "dir = os.path.dirname(os.path.abspath(''))\n",
-    "train_pos_folder = dir + '/IMDB/IMDB/train/pos'\n",
-    "train_neg_folder = dir + '/IMDB/IMDB/train/neg'\n",
-    "train_unsup_folder = dir + '/IMDB/IMDB/train/unsup'\n",
-    "\n",
-    "# Load and process the data\n",
-    "pos_reviews, pos_sentiments = process_reviews(train_pos_folder, 'Positive')\n",
-    "neg_reviews, neg_sentiments = process_reviews(train_neg_folder, 'Negative')\n",
-    "unsup_reviews, unsup_sentiments = process_reviews(train_unsup_folder, 'Unsupervised')\n",
-    "\n",
-    "# Combine the data into a DataFrame\n",
-    "reviews = pos_reviews + neg_reviews + unsup_reviews\n",
-    "sentiments = pos_sentiments + neg_sentiments + unsup_sentiments\n",
-    "df = pd.DataFrame({'Review': reviews, 'Sentiment': sentiments})\n",
-    "\n",
-    "# Compute emotion scores for all reviews\n",
-    "df['Emotion_Scores'] = df['Review'].apply(lambda x: get_emotion_scores(x, nrc_lexicon))\n",
-    "\n",
-    "# Convert emotion scores into a DataFrame for clustering\n",
-    "emotion_df = df['Emotion_Scores'].apply(pd.Series).fillna(0)\n",
-    "\n",
-    "# Apply K-Means clustering\n",
-    "kmeans = KMeans(n_clusters=6, random_state=42)\n",
-    "df['Cluster'] = kmeans.fit_predict(emotion_df)\n",
-    "\n",
-    "# Calculate cluster centroids\n",
-    "centroids = kmeans.cluster_centers_\n",
-    "\n",
-    "# Plot cluster centroids heatmap\n",
-    "centroids_df = pd.DataFrame(centroids, columns=emotion_df.columns)\n",
-    "plot_emotion_heatmap(centroids_df.T, \"Cluster Centroids\")\n",
-    "\n",
-    "# Visualize example reviews\n",
-    "example_positive_review = df[df['Sentiment'] == 'Positive']['Review'].iloc[0]\n",
-    "example_negative_review = df[df['Sentiment'] == 'Negative']['Review'].iloc[0]\n",
-    "\n",
-    "positive_emotion_scores = get_emotion_scores(example_positive_review, nrc_lexicon)\n",
-    "negative_emotion_scores = get_emotion_scores(example_negative_review, nrc_lexicon)\n",
-    "\n",
-    "plot_emotion_heatmap(positive_emotion_scores, \"Emotion Scores for Positive Review\")\n",
-    "plot_emotion_heatmap(negative_emotion_scores, \"Emotion Scores for Negative Review\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script to analyze emotions in text using the NRC Emotion Lexicon and visualize results with a heatmap"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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KmTOnjh49qilTpjgNmP67BQsWaNq0aWrSpIkKFSqkGzduaNasWcqUKVOqJVr3vffee/rvf/+rV155RW3atFFwcLCio6N16NAhLV26VKdOnVL27NlVv359jR8/XnXr1lWzZs108eJFTZ06VYULF9bBgwedjhkcHKzvv/9e48ePV548eVSgQAH7gPhH8corr2j58uVq0qSJ6tevr5MnT2rGjBkqWbJkkmVVhQsX1gsvvKB33nlHsbGxmjhxorJly6b333//kWMBgLRAUgBY0MCBA5NsnzdvXqokBdK9dQpy5MihKVOmqHfv3sqaNas6deqk4cOHy8PDw77fu+++q/3792vevHn2xZ8elBSEhoYqIiJC4eHhGjhwoDw8PFStWjWNGjUqycGfKXXnzh198803qly5stMMR45Kly6tAgUK6IsvvkhRUpAtWzZ9++236tOnjz766CNlyZJFLVq0UK1atVSnTp1kHcPT01Nvvvmmpk2b5jTA+L7OnTtr0aJFGj9+vG7evKmnn35aPXr00EcfffTAY1arVk07d+7U4sWLdeHCBfn7+6t8+fJatGhRqnxNHfn6+mrz5s0aPny4vvnmG33++efKlCmTihYtqsGDB9sHrNesWVNz5szRyJEj1atXLxUoUECjRo3SqVOnEiUF48ePV6dOnfTRRx/p1q1bat26daokBW3atNH58+f12Wefae3atSpZsqS++OILffPNN9q0aVOi/Vu1aiU3NzdNnDhRFy9eVPny5TVlyhTlzp37kWMBgLRgMx63kYEAgAfq3bu35syZo/Pnz8vX19fscCzv1KlTKlCggMaMGaO+ffuaHQ4APDTGFADAE+L27dv64osv9Oqrr5IQAABSFeVDAPCYu3jxor7//nstXbpUf/31l3r27Gl2SACAdIakAAAec0eOHFHz5s0VEBCgyZMn22cHAgAgtVA+BACPuerVq8swDF24cEHdunUzOxw4CAwMlGEYjCcAkGq2bNmiBg0aKE+ePLLZbElOx/x3mzZt0nPPPScvLy8VLlxY8+fPT/F5SQoAAACAx0R0dLTKlSunqVOnJmv/kydPqn79+qpRo4b279+vXr16qUOHDkmuCfNPmH0IAAAAcJHY2NhEi0F6eXk5rdj+IDabTStWrFDjxo0fuE+/fv20evVqHT582N721ltv6dq1a4qIiEh2nOlyTMELDTabHYIpBkR0MjsEU4yoO9PsEEzB/YYV8H1uLdxva/lpVTWzQ3ig1R7FUu1Yuz58W4MHD3ZqCw8PT7VFN7dv367Q0FCntjp16qhXr14pOk66TAoAAACAx8GAAQMSLXaZnF6C5Dp//rxy5szp1JYzZ05FRUXp1q1b8vHxSdZxSAoAAAAABzYPW6odK7mlQmYjKQAAAAAcuGVIvaTA1XLlyqULFy44tV24cEGZMmVKdi+BxOxDAAAAwBOrUqVK2rBhg1Pb+vXrValSpRQdh54CAAAAwIHNw7zn5jdv3lRkZKT99cmTJ7V//35lzZpVzzzzjAYMGKCzZ8/q888/lyR16dJFU6ZM0fvvv6927dpp48aN+vrrr7V69eoUnZekAAAAAHBgZvnQ7t27VaNGDfvr+4OUW7durfnz5+vcuXM6c+aM/f0CBQpo9erV6t27tyZNmqSnn35as2fPVp06dVJ0XpICAAAA4DFxfxX7B0lqteLq1atr3759j3RekgIAAADAQWrOPvSkICkAAAAAHDxJsw+lFmYfAgAAACyOngIAAADAAeVDAAAAgMVRPgQAAADAcugpAAAAABzY3K3XU0BSAAAAADhws2BSQPkQAAAAYHH0FAAAAAAObG7W6ykgKQAAAAAc2NytV0xjvSsGAAAA4ISeAgAAAMCBFQcakxQAAAAADqw4poDyIQAAAMDi6CkAAAAAHFA+BAAAAFicFVc0pnwIAAAAsDh6CgAAAAAHNjfrPTcnKQAAAAAcMPsQAAAAAMuhpwAAAABwwOxDAAAAgMVRPgQAAADAcugpAAAAABww+xAAAABgcZQPAQAAALAcegoAAAAAB8w+BAAAAFgc5UMAAAAALIeeAgAAAMABsw8BAAAAFkf5EAAAAADLoacAAAAAcGDFngKSAgAAAMCBFZMCyocAAAAAi6OnAAAAAHDA7EMAAACAxVlxRWPrpUEAAAAAnNBTAAAAADiw4kBjkgIAAADAgRXHFFjvigEAAAA4oacAAAAAcED5EAAAAGBxVkwKKB8CAAAALI6eAgAAAMCBFQcakxQAAAAADigfAgAAAGA59BQAAAAADigfAgAAAKzORvkQAAAAAIuhpwAAAABwwEBjAAAAAJZDTwEAAADggIHGAAAAgMVRPgQAAADAcugpAAAAABxQPgQAAABYHOVDAAAAACyHngIAAADAgRV7CkgKAAAAAEcWHFNgvSsGAAAA4ISeAgAAAMCBzUb5EAAAAGBpVpyS1HpXDAAAAMAJPQUAAACAAyvOPkRPAQAAAODIzS31tocwdepUBQYGytvbWxUqVNDOnTv/cf+JEyeqWLFi8vHxUb58+dS7d2/dvn07ZZf8UJECAAAASHVLlixRWFiYwsPDtXfvXpUrV0516tTRxYsXk9z/yy+/VP/+/RUeHq6jR49qzpw5WrJkiT744IMUnZekAAAAAHBgc7Ol2hYbG6uoqCinLTY29oHnHj9+vDp27Ki2bduqZMmSmjFjhnx9fTV37twk99+2bZuqVKmiZs2aKTAwULVr19bbb7/9r70Lf0dSAAAAADiw2dxSbRsxYoT8/f2dthEjRiR53ri4OO3Zs0ehoaH2Njc3N4WGhmr79u1JfqZy5cras2ePPQn47bfftGbNGtWrVy9F18xAYwAAAMBFBgwYoLCwMKc2Ly+vJPe9fPmy4uPjlTNnTqf2nDlz6tixY0l+plmzZrp8+bJeeOEFGYahu3fvqkuXLpQPAQAAAI/EzZZqm5eXlzJlyuS0PSgpeBibNm3S8OHDNW3aNO3du1fLly/X6tWrNXTo0BQdh54CAAAAwIFZi5dlz55d7u7uunDhglP7hQsXlCtXriQ/8/HHH6tly5bq0KGDJKlMmTKKjo5Wp06d9OGHH8otmddCTwEAAADwGPD09FRwcLA2bNhgb0tISNCGDRtUqVKlJD8TExOT6A9/d3d3SZJhGMk+Nz0FAAAAgAMzFy8LCwtT69atFRISovLly2vixImKjo5W27ZtJUmtWrVS3rx57YOVGzRooPHjx+vZZ59VhQoVFBkZqY8//lgNGjSwJwfJQVIAAAAAOLKZV0zz5ptv6tKlSxo4cKDOnz+voKAgRURE2Acfnzlzxqln4KOPPpLNZtNHH32ks2fPKkeOHGrQoIE++eSTFJ2XpAAAAAB4jHTr1k3dunVL8r1NmzY5vc6QIYPCw8MVHh7+SOckKQAAAAAcmFk+ZBaSAgAAAMCRSbMPmcl6VwwAAADACT0FAAAAgAObjfIhAAAAwNooHwIAAABgNfQUAAAAAA6YfQgAAACwOhMXLzOL9a4YAAAAgBN6CgAAAABHlA8BAAAA1majfAgAAACA1dBTAAAAADiifAgAAACwNhuLlwEAAACwGnoKAAAAAEc2yocAAAAAa6N8CAAAAIDV0FMAAAAAOKJ8CAAAALA2Zh8CAAAAYDn0FAAAAACObNZ7bk5SAAAAADiy4IrG1kuDAAAAADihpwAAAABwYKN8CAAAALA4yocAAAAAWA09BQAAAIAjyocAAAAAi7PgisbWS4MAAAAAOKGnAAAAAHDkZr3n5iQFAAAAgCMLjimw3hUDAAAAcEJPAQAAAODIgusUkBQAAAAAjigfAgAAAGA19BQAAAAAjiy4TgFJAQAAAODIglOSWu+KAQAAADihpwAAAABwRPkQAAAAYHHMPgQAAADAaugpAAAAABxZcKAxSQEAAADgyIJjCqyXBgEAAABwQk8BAAAA4MiCA41JCgAAAABHlA8BAAAAsBp6CgAAAABHzD4EAAAAWJtB+RAAAAAAq6GnAAAAAHDE7EMAAACAxVkwKbDeFQMAAABwQk8BAAAA4MCKA41JCgAAAABHlA8BAAAAsBp6CgAAAABHlA8BAAAAFmfBFY2td8UAAAAAnNBTAAAAADhg9iEAAADA6ph9CAAAAIDV0FMAAAAAODAs2FNAUgAAAAA4suCYAuulQQAAAACckBQAAAAADgybW6ptD2Pq1KkKDAyUt7e3KlSooJ07d/7j/teuXVPXrl2VO3dueXl5qWjRolqzZk2Kzkn5EAAAAODIxPKhJUuWKCwsTDNmzFCFChU0ceJE1alTR8ePH1dAQECi/ePi4vTSSy8pICBAS5cuVd68eXX69Gllzpw5ReclKQAAAABcJDY2VrGxsU5tXl5e8vLySnL/8ePHq2PHjmrbtq0kacaMGVq9erXmzp2r/v37J9p/7ty5unLlirZt2yYPDw9JUmBgYIrjpHwIAAAAcGRzS7VtxIgR8vf3d9pGjBiR5Gnj4uK0Z88ehYaG2tvc3NwUGhqq7du3J/mZ//73v6pUqZK6du2qnDlzqnTp0ho+fLji4+NTdMn0FAAAAAAOUnNF4wEDBigsLMyp7UG9BJcvX1Z8fLxy5szp1J4zZ04dO3Ysyc/89ttv2rhxo5o3b641a9YoMjJS7777ru7cuaPw8PBkx0lSAAAAALjIP5UKpYaEhAQFBARo5syZcnd3V3BwsM6ePasxY8aQFAAAAAAPzaTFy7Jnzy53d3dduHDBqf3ChQvKlStXkp/JnTu3PDw85O7ubm8rUaKEzp8/r7i4OHl6eibr3IwpAAAAABwYsqXalhKenp4KDg7Whg0b7G0JCQnasGGDKlWqlORnqlSposjISCUkJNjbTpw4ody5cyc7IZBICgAAAIDHRlhYmGbNmqUFCxbo6NGjeueddxQdHW2fjahVq1YaMGCAff933nlHV65cUc+ePXXixAmtXr1aw4cPV9euXVN0XsqHAAAAAAcPu+hYanjzzTd16dIlDRw4UOfPn1dQUJAiIiLsg4/PnDkjN7f/jy9fvnxau3atevfurbJlyypv3rzq2bOn+vXrl6LzkhQAAAAAjkxMCiSpW7du6tatW5Lvbdq0KVFbpUqV9PPPPz/SOSkfAgAAACyOngIAAADAQWquU/CkICkAAAAAHJg5psAs1rtiAAAAAE7oKQAAAAAcUT4EAAAAWBvlQwAAAAAsh54CAAAAwIEhyocAAAAAS6N8CAAAAIDl0FMAAAAAOGL2IQAAAMDaDAsW01jvigEAAAA4oacAAAAAcGBQPgQAAABYG7MPAQAAALAcegoAAAAAByxeBgAAAFgc5UMAAAAALCfFSUHNmjV17dq1RO1RUVGqWbNmasQEAAAAmMaw2VJte1KkuHxo06ZNiouLS9R++/Zt/fjjj6kSFAAAAGAWxhT8g4MHD9r/feTIEZ0/f97+Oj4+XhEREcqbN2/qRgcAAADA5ZKdFAQFBclms8lmsyVZJuTj46NPP/00VYMDAAAA0poVBxonOyk4efKkDMNQwYIFtXPnTuXIkcP+nqenpwICAuTu7u6SIAEAAIC0QvnQP8ifP78kKSEh4YH7GIYh2xM0oAIAAADAQ8w+1KZNG0VHRydqP3XqlF588cVUCQoAAAAwi2FzS7XtSZHiSA8cOKCyZctq+/bt9rYFCxaoXLlyyp49e6oG96RpWi+PvpldQRuWVdXMsc+qRJGnzA7JpbK+EKKQFdNV6/SPqn/nuHI2rGV2SGmK+839tgKrXTff59xvK7Ha/U4JQ7ZU254UKU4Kdu7cqaZNm6p69er64IMP9MYbb6hbt24aO3asVqxY4YoYnwg1X8ihbh0Kad5Xp9S+1x5Fnryp8UPKKLO/h9mhuYy7n6+iDh7X4R6DzQ4lzXG/rcWK91uy5nXzfc79tgor3m/8sxSvU+Dh4aExY8bI19dXQ4cOVYYMGbR582ZVqlTJFfE9Md5q/LRWrT2nNRsuSJLGTPtFlZ7PpldeyqUvlv5ucnSucWntFl1au8XsMEzB/bYWK95vyZrXzfc599sqrHi/U+JJKvtJLSm+4jt37qhPnz4aNWqUBgwYoEqVKqlp06Zas2ZNik9++fJljR49Wk2aNFGlSpVUqVIlNWnSRGPGjNGlS5dSfDyzZMhgU9HCT2n3gav2NsOQdu+/qlLFMpkYGVyB+20tVr3fVr1uq+J+Wwv3+99ZsXwoxT0FISEhiomJ0aZNm1SxYkUZhqHRo0eradOmateunaZNm5as4+zatUt16tSRr6+vQkNDVbRoUUnShQsXNHnyZI0cOVJr165VSEjIPx4nNjZWsbGxTm0J8XFyc/dM6aU9NP9MHsrgbtOVq3ec2q9cu6P8T/umWRxIG9xva7Hq/bbqdVsV99tauN9IykMlBZMnT5afn58kyWazqV+/fqpdu7ZatmyZ7ON0795dr7/+umbMmJFoGlPDMNSlSxd1797daUBzUkaMGKHBg51rAfMVaa1nirVNdiwAAADAfYYFp9hPcfnQnDlz7AmBo2effVZ79uxJ9nEOHDig3r17J7mugc1mU+/evbV///5/Pc6AAQN0/fp1p+3pws2THUdquB51R3fjDWXN4jw4J2tmD/11NS5NY4Hrcb+txar326rXbVXcb2vhfv87w7Cl2vakeKhRFAsXLlSVKlWUJ08enT59WpI0ceJERUREJPsYuXLl0s6dOx/4/s6dO5UzZ85/PY6Xl5cyZcrktKVl6ZAk3b1r6ETkDQWXzWJvs9mk4HJZ9L/jUWkaC1yP+20tVr3fVr1uq+J+Wwv3G0lJcfnQ9OnTNXDgQPXq1UuffPKJ4uPjJUmZM2fWxIkT1ahRo2Qdp2/fvurUqZP27NmjWrVq2ROACxcuaMOGDZo1a5bGjh2b0vBMs3jlH/qwd3Edi7yhoydu6I1GeeXj7abV3583OzSXcffzlV/hZ+yvfQs8rUzliivuynXd/v2ciZG5Hveb+53e77dkzevm+5z7zf1Ov/c7JYyHe27+REtxUvDpp59q1qxZaty4sUaOHGlvDwkJUd++fZN9nK5duyp79uyaMGGCpk2bZk8u3N3dFRwcrPnz5+uNN95IaXim2fjTJWX291CH5oHKmsVTkb/dVJ/wQ7p67c6/f/gJ5R9cWpU2LLS/Ljn2A0nS758v18H2A8wKK01wv7nf6f1+S9a8br7Pud8S9xt6omYNSi02wzCMlHzAx8dHx44dU/78+fXUU0/pwIEDKliwoH755ReVLVtWt27dSnEQd+7c0eXLlyVJ2bNnl4fHoy2c8UKDzY/0+SfVgIhOZodgihF1Z5odgim437ACvs+thfttLT+tqmZ2CA904tczqXasooWe+fedHgMp7ikoUKCA9u/fr/z58zu1R0REqESJEg8VhIeHh3Lnzv1QnwUAAABSkxV7CpKdFAwZMkR9+/ZVWFiYunbtqtu3b8swDO3cuVNfffWVRowYodmzZ7syVgAAAMDlSAr+weDBg9WlSxd16NBBPj4++uijjxQTE6NmzZopT548mjRpkt566y1XxgoAAADABZKdFDgOPWjevLmaN2+umJgY3bx5UwEBAS4JDgAAAEhr9BT8i78vNObr6ytfX5bDBgAAQPrxJC06llpSlBQULVo0yRWIHV25cuWRAgIAAACQtlKUFAwePFj+/v6uigUAAAAwHeVD/+Ktt95i/AAAAADSNSsmBclew/nfyoYAAAAAPJkeavYhAAAAIL2yYk9BspOChIQEV8YBAAAAPBasOPtQssuHAAAAAKRPKRpoDAAAAKR3CZQPAQAAANZmxTEFlA8BAAAAFkdPAQAAAODAigONSQoAAAAAB5QPAQAAALAcegoAAAAAB5QPAQAAABZH+RAAAAAAy6GnAAAAAHBA+RAAAABgcQlmB2ACyocAAAAAi6OnAAAAAHBA+RAAAABgccw+BAAAAMBy6CkAAAAAHFA+BAAAAFgc5UMAAAAATDV16lQFBgbK29tbFSpU0M6dO5P1ucWLF8tms6lx48YpPidJAQAAAOAgwUi9LaWWLFmisLAwhYeHa+/evSpXrpzq1Kmjixcv/uPnTp06pb59+6pq1aoPdc0kBQAAAIADQ7ZU22JjYxUVFeW0xcbGPvDc48ePV8eOHdW2bVuVLFlSM2bMkK+vr+bOnfvAz8THx6t58+YaPHiwChYs+FDXTFIAAAAAuMiIESPk7+/vtI0YMSLJfePi4rRnzx6Fhoba29zc3BQaGqrt27c/8BxDhgxRQECA2rdv/9BxMtAYAAAAcJCasw8NGDBAYWFhTm1eXl5J7nv58mXFx8crZ86cTu05c+bUsWPHkvzMTz/9pDlz5mj//v2PFCdJAQAAAODAeIixAA/i5eX1wCTgUd24cUMtW7bUrFmzlD179kc6FkkBAAAA8BjInj273N3ddeHCBaf2CxcuKFeuXIn2//XXX3Xq1Ck1aNDA3paQkCBJypAhg44fP65ChQol69yMKQAAAAAcJMiWaltKeHp6Kjg4WBs2bPj/WBIStGHDBlWqVCnR/sWLF9ehQ4e0f/9++9awYUPVqFFD+/fvV758+ZJ9bnoKAAAAAAdmrmgcFham1q1bKyQkROXLl9fEiRMVHR2ttm3bSpJatWqlvHnzasSIEfL29lbp0qWdPp85c2ZJStT+b0gKAAAAgMfEm2++qUuXLmngwIE6f/68goKCFBERYR98fObMGbm5pX6xD0kBAAAA4CA1Bxo/jG7duqlbt25Jvrdp06Z//Oz8+fMf6pwkBQAAAIADI4VjAdIDBhoDAAAAFkdPAQAAAOAgweTyITOQFAAAAAAOzJx9yCyUDwEAAAAWR08BAAAA4MDs2YfMQFIAAAAAOEjpSsTpAeVDAAAAgMXRUwAAAAA4oHwIAAAAsDhmHwIAAABgOfQUAAAAAA5YvAwAAACwOCuOKaB8CAAAALA4egoAAAAABwbrFAAAAACwGnoKAAAAAAcMNAYAAAAsjoHGAAAAACyHngIAAADAgRV7CkgKAAAAAAcJBrMPAQAAALAYegoAAAAAB5QPAQAAABZnxaSA8iEAAADA4ugpAAAAAByweBkAAABgcQazDwEAAACwGnoKAAAAAAdWHGhMUgAAAAA4sOKYAsqHAAAAAIujpwAAAABwQPkQAAAAYHFWTAooHwIAAAAsjp4CAAAAwIEVBxqTFAAAAAAOKB8CAAAAYDn0FAAAAAAOEhLMjiDtkRQAAAAADigfAgAAAGA59BQAAAAADqzYU0BSAAAAADiw4pSklA8BAAAAFkdPAQAAAODASNX6IVsqHst1SAoAAAAAB1YcU0D5EAAAAGBx9BQAAAAADli8DAAAALA4yocAAAAAWA49BQAAAIADK65TQFIAAAAAOKB8CAAAAIDl0FMAAAAAODBStX6IxcsAAACAJ44VxxRQPgQAAABYHD0FAAAAgAMrDjQmKQAAAAAcJFiwfojyIQAAAMDi6CkAAAAAHFA+BAAAAFicFZMCyocAAAAAi6OnAAAAAHCQYMGuApICAAAAwIGRYHYEaY/yIQAAAMDi6CkAAAAAHBiUDwEAAADWlkD5EAAAAAAzTZ06VYGBgfL29laFChW0c+fOB+47a9YsVa1aVVmyZFGWLFkUGhr6j/s/CEkBAAAA4MAwjFTbUmrJkiUKCwtTeHi49u7dq3LlyqlOnTq6ePFikvtv2rRJb7/9tn744Qdt375d+fLlU+3atXX27NkUnZekAAAAAHCQYKTeFhsbq6ioKKctNjb2geceP368OnbsqLZt26pkyZKaMWOGfH19NXfu3CT3X7Rokd59910FBQWpePHimj17thISErRhw4YUXTNJAQAAAOAiI0aMkL+/v9M2YsSIJPeNi4vTnj17FBoaam9zc3NTaGiotm/fnqzzxcTE6M6dO8qaNWuK4mSgMQAAAODASEi92YcGDBigsLAwpzYvL68k9718+bLi4+OVM2dOp/acOXPq2LFjyTpfv379lCdPHqfEIjlICgAAAAAHqTkjqZeX1wOTgNQ2cuRILV68WJs2bZK3t3eKPktSAAAAADwGsmfPLnd3d124cMGp/cKFC8qVK9c/fnbs2LEaOXKkvv/+e5UtWzbF52ZMAQAAAOAgIcFItS0lPD09FRwc7DRI+P6g4UqVKj3wc6NHj9bQoUMVERGhkJCQh7pmegoAAAAAB2auaBwWFqbWrVsrJCRE5cuX18SJExUdHa22bdtKklq1aqW8efPaByuPGjVKAwcO1JdffqnAwECdP39ekpQxY0ZlzJgx2eclKQAAAAAeE2+++aYuXbqkgQMH6vz58woKClJERIR98PGZM2fk5vb/xT7Tp09XXFycXnvtNafjhIeHa9CgQck+L0kBAAAA4MBIMPf83bp1U7du3ZJ8b9OmTU6vT506lSrnJCkAAAAAHCSYWD5kFgYaAwAAABZHTwEAAADgwMyBxmYhKQAAAAAcpHQq0fSA8iEAAADA4ugpAAAAABxYsHqIpAAAAABwZFA+BAAAAMBq6CkAAAAAHFhxnQKSAgAAAMAB5UMAAAAALIeeAgAAAMCBFXsKSAoAAAAABxbMCSgfAgAAAKyOngIAAADAAeVDAAAAgMUZFpySlPIhAAAAwOLoKQAAAAAcJFA+BAAAAFgb5UMAAAAALIeeAgAAAMABsw8BAAAAFmfFpIDyIQAAAMDi6CkAAAAAHCRYcKAxSQEAAADggPIhAAAAAJZDTwEAAADgwIrrFJAUAAAAAA6suKIx5UMAAACAxdFTAAAAADiw4kBjkgIAAADAgRXHFFA+BAAAAFgcPQUAAACAAyMhwewQ0hxJAQAAAOCA2YcAAAAAWA49BQAAAIADKw40JikAAAAAHFhxSlLKhwAAAACLo6cAAAAAcGDFngKSAgAAAMBBgmG9KUkpHwIAAAAsjp4CAAAAwAHlQwAAAIDFWTEpoHwIAAAAsDh6CgAAAAAHLF4GAAAAWFxCArMPAQAAALAYegoAAAAAB1YcaExSAAAAADgwWLwMAAAAgNXQUwAAAAA4oHwIAAAAsDgrJgWUDwEAAAAWR08BAAAA4CDBggONSQoAAAAAB5QPAQAAALAcegoAAAAAB0YC5UMAAACApVE+BAAAAMBy6CkAAAAAHBjMPgQAAABYWwLlQwAAAACshp4CAAAAwAGzDwEAAAAWx+xDAAAAACyHngIAAADAgRVnH6KnAAAAAHBgJBiptj2MqVOnKjAwUN7e3qpQoYJ27tz5j/t/8803Kl68uLy9vVWmTBmtWbMmxeckKQAAAAAeE0uWLFFYWJjCw8O1d+9elStXTnXq1NHFixeT3H/btm16++231b59e+3bt0+NGzdW48aNdfjw4RSdl6QAAAAAcGAkJKTaFhsbq6ioKKctNjb2geceP368OnbsqLZt26pkyZKaMWOGfH19NXfu3CT3nzRpkurWrav33ntPJUqU0NChQ/Xcc89pypQpKbxopJrbt28b4eHhxu3bt80OJU1x3Vy3FXDdXLcVcN1cN1JfeHi4IclpCw8PT3Lf2NhYw93d3VixYoVTe6tWrYyGDRsm+Zl8+fIZEyZMcGobOHCgUbZs2RTFaTMMw3pzLrlIVFSU/P39df36dWXKlMnscNIM1811WwHXzXVbAdfNdSP1xcbGJuoZ8PLykpeXV6J9//zzT+XNm1fbtm1TpUqV7O3vv/++Nm/erB07diT6jKenpxYsWKC3337b3jZt2jQNHjxYFy5cSHaczD4EAAAAuMiDEoDHDWMKAAAAgMdA9uzZ5e7unugJ/4ULF5QrV64kP5MrV64U7f8gJAUAAADAY8DT01PBwcHasGGDvS0hIUEbNmxwKidyVKlSJaf9JWn9+vUP3P9BKB9KRV5eXgoPD38iuohSE9fNdVsB1811WwHXzXXDfGFhYWrdurVCQkJUvnx5TZw4UdHR0Wrbtq0kqVWrVsqbN69GjBghSerZs6eqVaumcePGqX79+lq8eLF2796tmTNnpui8DDQGAAAAHiNTpkzRmDFjdP78eQUFBWny5MmqUKGCJKl69eoKDAzU/Pnz7ft/8803+uijj3Tq1CkVKVJEo0ePVr169VJ0TpICAAAAwOIYUwAAAABYHEkBAAAAYHEkBQAAAIDFkRQAAAAAFkdSAABJ+O2338wOAQCANENS8Aju3r2rIUOG6I8//jA7FFMkJCToxIkT+umnn7RlyxanLb2qWbOmrl27lqg9KipKNWvWTPuA0sCdO3dUqFAhHT161OxQ0lThwoVVo0YNffHFF7p9+7bZ4QAuc+vWLcXExNhfnz59WhMnTtS6detMjCptWen/+JYtW3T37t1E7Xfv3k3Xv7/x70gKHkGGDBk0ZsyYJP9zpXc///yzChcurBIlSujFF19U9erV7VuNGjXMDs9lNm3apLi4uETtt2/f1o8//mhCRK7n4eFhqV+Y9+3du1dly5ZVWFiYcuXKpc6dO2vnzp1mh5Xm4uLidPz4cUv+nLOKRo0a6fPPP5ckXbt2TRUqVNC4cePUqFEjTZ8+3eToXCchIUFDhw5V3rx5lTFjRnvv4Mcff6w5c+aYHJ3r1KhRQ1euXEnUfv369XT9+xv/jqTgEdWsWVObN282O4w016VLF4WEhOjw4cO6cuWKrl69at+S+mHzpDt48KAOHjwoSTpy5Ij99cGDB7Vv3z7NmTNHefPmNTlK1+natatGjRplqT8Mg4KCNGnSJP3555+aO3euzp07pxdeeEGlS5fW+PHjdenSJbNDdKmYmBi1b99evr6+KlWqlM6cOSNJ6t69u0aOHGlydK71448/qkWLFqpUqZLOnj0rSVq4cKF++uknkyNzjb1796pq1aqSpKVLlypnzpw6ffq0Pv/8c02ePNnk6Fxn2LBhmj9/vkaPHi1PT097e+nSpTV79mwTI3MtwzBks9kStf/111/y8/MzISI8LjKYHcCT7uWXX1b//v116NAhBQcHJ/oP1bBhQ5Mic61ffvlFS5cuVeHChc0OJU0EBQXJZrPJZrMlWSbk4+OjTz/91ITI0sauXbu0YcMGrVu3TmXKlEn0fb58+XKTInO9DBkyqGnTpqpfv76mTZumAQMGqG/fvvrggw/0xhtvaNSoUcqdO7fZYaa6AQMG6MCBA9q0aZPq1q1rbw8NDdWgQYPUv39/E6NznWXLlqlly5Zq3ry59u3bp9jYWEn3nqIOHz5ca9asMTnC1BcTE6OnnnpKkrRu3To1bdpUbm5uqlixok6fPm1ydK7z+eefa+bMmapVq5a6dOliby9XrpyOHTtmYmSu0bRpU0mSzWZTmzZt5OXlZX8vPj5eBw8eVOXKlc0KD48BkoJH9O6770qSxo8fn+g9m82m+Pj4tA4pTVSoUEGRkZGWSQpOnjwpwzBUsGBB7dy5Uzly5LC/5+npqYCAALm7u5sYoWtlzpxZr776qtlhmGL37t2aO3euFi9eLD8/P/Xt21ft27fXH3/8ocGDB6tRo0bpsqxo5cqVWrJkiSpWrOj0VLFUqVL69ddfTYzMtYYNG6YZM2aoVatWWrx4sb29SpUqGjZsmImRuU7hwoW1cuVKNWnSRGvXrlXv3r0lSRcvXlSmTJlMjs51zp49m+TvsISEBN25c8eEiFzL399f0r2egqeeeko+Pj729zw9PVWxYkV17NjRrPDwGCApeEQJCQlmh2CK7t27q0+fPjp//rzKlCkjDw8Pp/fLli1rUmSukT9/fknWvd/z5s0zO4Q0N378eM2bN0/Hjx9XvXr19Pnnn6tevXpyc7tXdVmgQAHNnz9fgYGB5gbqIpcuXVJAQECi9ujo6CRLD9KL48eP68UXX0zU7u/vn+QkA+nBwIED1axZM/Xu3Vu1atVSpUqVJN3rNXj22WdNjs51SpYsqR9//NH+8/2+pUuXpsvrvv9zPDAwUH379qVUCImQFKSi27dvy9vb2+ww0sT9p8bt2rWzt9lsNnutYnrtIVmwYIGyZ8+u+vXrS5Lef/99zZw5UyVLltRXX32V6JcLnlzTp09Xu3bt1KZNmweWBwUEBKTbAYkhISFavXq1unfvLkn2RGD27Nn2PxrTo1y5cikyMjJRsvfTTz+pYMGC5gTlYq+99ppeeOEFnTt3TuXKlbO316pVS02aNDExMtcaOHCgWrdurbNnzyohIUHLly/X8ePH9fnnn+vbb781OzyXef/992UYhv316dOntWLFCpUsWVK1a9c2MTKYzWY4fmcgxeLj4zV8+HDNmDFDFy5c0IkTJ1SwYEF9/PHHCgwMVPv27c0O0SX+rc40vf5xXKxYMU2fPl01a9bU9u3bVatWLU2cOFHffvutMmTIkK5r65cuXaqvv/5aZ86cSTQD0969e02KCq7y008/6eWXX1aLFi00f/58de7cWUeOHNG2bdu0efNmBQcHmx2iS4wYMUJffPGF5s6dq5deeklr1qzR6dOn1bt3b3388cf2JCk9i4qK0saNG1WsWDGVKFHC7HBc6scff9SQIUN04MAB3bx5U88995wGDhyYrv84rl27tpo2baouXbro2rVrKlasmDw9PXX58mWNHz9e77zzjtkhwiwGHsngwYONggULGl988YXh4+Nj/Prrr4ZhGMbixYuNihUrmhwdUpuPj49x+vRpwzAM4/333zdatmxpGIZhHD582MiePbuZobnUpEmTjIwZMxrdunUzPD09jc6dOxuhoaGGv7+/8cEHH5gdnstcvXrVGDt2rNG+fXujffv2xvjx441r166ZHVaaiYyMNDp06GA8//zzRokSJYzmzZsbBw8eNDssl0pISDCGDRtm+Pn5GTabzbDZbIa3t7fx0UcfmR2ay7z++uvGp59+ahiGYcTExBhFihQxPDw8jAwZMhhLly41OTqktmzZshmHDx82DMMwZs2aZZQtW9aIj483vv76a6N48eImRwczkRQ8okKFChnff/+9YRiGkTFjRntScPToUSNz5sxmhuZykZGRRrdu3YxatWoZtWrVMrp3725ERkaaHZZL5ciRw9i7d69hGIYRFBRkfP7554Zh3Pta+Pn5mRmaSxUrVsz48ssvDcNw/j7/+OOPja5du5oZmsvs2rXLyJo1q5E3b16jSZMmRpMmTYynn37ayJYtm7Fnzx6zw4OLxcbGGv/73/+MHTt2GDdu3DA7HJfKmTOnsX//fsMwDGPRokVG4cKFjejoaGPatGlGUFCQydG5zpkzZ4zff//d/nrHjh1Gz549jc8++8zEqFzP8eHW66+/bgwaNMgwjHtfDx8fHzNDg8lYp+ARWW32gvvWrl2rkiVLaufOnSpbtqzKli2rHTt2qFSpUlq/fr3Z4bnMSy+9pA4dOqhDhw46ceKE6tWrJ0n63//+l24HnErSmTNn7FPV+fj46MaNG5Kkli1b6quvvjIzNJfp3bu3GjZsqFOnTmn58uVavny5Tp48qVdeeUW9evUyOzyXCw0N1fz58xUVFWV2KGnqiy++UExMjDw9PVWyZEmVL19eGTNmNDssl7p+/bqyZs0qSYqIiNCrr74qX19f1a9fX7/88ovJ0blOs2bN9MMPP0iSzp8/r9DQUO3cuVMffvihhgwZYnJ0rnN/tqnff/9da9eutZdKpffZpvDvSAoe0f3ZC/4uvc5ecF///v3Vu3dv7dixQ+PHj9f48eO1Y8cO9erVS/369TM7PJeZOnWqKlWqpEuXLmnZsmXKli2bJGnPnj16++23TY7OdXLlymVflO6ZZ57Rzz//LOn/p2pNj3bv3q1+/fopQ4b/n48hQ4YMev/997V7924TI0sbpUqV0oABA5QrVy69/vrr+s9//pOuH3Tc17t3bwUEBKhZs2Zas2ZNup00wVG+fPm0fft2RUdHKyIiwv5H4tWrV9P15BmHDx9W+fLlJUlff/21ypQpo23btmnRokWaP3++ucG50MCBA9W3b18FBgaqQoUKlpltCslgdlfFk27lypWGv7+/MXLkSMPX19cYM2aM0aFDB8PT09NYt26d2eG5jJeXl3HixIlE7cePHze8vLxMiAiu1L59e3sX85QpUwwfHx8jNDTUyJw5s9GuXTuTo3ONgIAAY+3atYnaIyIijICAABMiSnvx8fHG2rVrjdatWxuZMmUysmTJYnTs2NHYtGmT2aG5zJ07d4xVq1YZzZo1M/z8/IwcOXIY7777rrF161azQ3OZqVOnGhkyZDAyZ85sry83DMOYPHmyUb16dZOjcx0/Pz/j5MmThmEYRoMGDYyRI0cahmEYp0+fNry9vU2MzPXOnTtn7N27136vDeNe+dTRo0dNjApmY/ahVGDF2Qvy5cun8ePH6/XXX3dq//rrr9W3b1+dOXPGpMhca8uWLf/4flLzm6cHCQkJSkhIsD81X7x4sbZt26YiRYqoc+fO8vT0NDnC1NejRw+tWLFCY8eOtZdObd26Ve+9955effVVTZw40dwA09jt27e1atUqffLJJzp06JAlnqDHxMRoxYoV+vLLL/X999/r6aefTrcLt+3evVu///67XnrpJXu51OrVq5U5c2ZVqVLF5Ohco0KFCqpRo4bq16+v2rVr6+eff1a5cuX0888/67XXXtMff/xhdohAmiIpwEMZMmSIJkyYoP79+zv9wTRq1CiFhYXp448/NjlC17i/cJUjx4WcrPCHklXExcXpvffe04wZM3T37l0ZhiFPT0+98847GjlypLy8vMwOMc2cP39eixcv1hdffKG9e/eqfPny9hKy9O7y5ctavHixZsyYoaNHj6br/+NxcXE6efKkChUq5FQ2l15t2rRJTZo0UVRUlFq3bq25c+dKkj744AMdO3Ys3U4xXaNGjX9cgHDjxo1pGA0eJyQFeCiGYWjixIkaN26c/vzzT0lSnjx59N5776lHjx7pdsXT69evO72+c+eO9u3bp48//liffPKJatWqZVJkrvfjjz/qs88+06+//qqlS5cqb968WrhwoQoUKKAXXnjB7PBcJiYmxv50uFChQvL19TU5orQRFRWlZcuW6csvv9SmTZtUsGBBNW/eXM2bN1ehQoXMDs+l7vcQLFq0SBs2bFC+fPn09ttvq3nz5ipevLjZ4aW6mJgYde/eXQsWLJAk+3o73bt3V968edW/f3+TI3Sd+Ph4RUVFKUuWLPa2U6dOydfXN8kVvdOD3r17O72+c+eO9u/fr8OHD6t169aaNGmSSZHBbCQFjyhLlixJ/gFss9nk7e2twoULq02bNmrbtq0J0aWN+zPRPPXUUyZHYp7NmzcrLCxMe/bsMTsUl1i2bJlatmyp5s2ba+HChTpy5IgKFiyoKVOmaM2aNVqzZo3ZIaaKpk2bav78+cqUKZOaNm36j/tmzJhRpUqVUpcuXeTv759GEaYdHx8fZcmSRW+++aaaN2+ukJAQs0NKE2+99Za+/fZb+fr66o033lDz5s3T9QrOktSzZ09t3bpVEydOVN26dXXw4EEVLFhQ//nPfzRo0CDt27fP7BCRBgYNGqSbN29q7NixZocCk6T//kEXGzhwoD755BO9/PLL9lkMdu7cqYiICHXt2lUnT57UO++8o7t376pjx44mR+saVk4G7suZM6eOHz9udhguM2zYMM2YMUOtWrXS4sWL7e1VqlTRsGHDTIwsdfn7+9uT/H/7Qz82NlYzZszQ1q1b9d///jctwktT//3vf1WrVq0kS+bSM3d3d3399deqU6eO3N3dzQ4nTaxcuVJLlixRxYoVnR5ylSpVKt2NoXjuuee0YcMGZcmSRc8+++w/9mpbbaX2Fi1aqHz58iQFFkZS8Ih++uknDRs2TF26dHFq/+yzz7Ru3TotW7ZMZcuW1eTJk5/4pIAfptLBgwedXhuGoXPnzmnkyJEKCgoyJ6g0cPz48SQHUfv7++vatWtpH5CLzJs3L8l/P8iRI0f0/PPPuzIk07z00ktmh2CKRYsWmR1Cmrt06VKSpTLR0dHprhS0UaNG9vFAjRs3NjeYx8z27dvT9RS0+HckBY9o7dq1GjVqVKL2WrVqqU+fPpKkevXqpYuaTMcfpo0aNUp3vyySIygoSDabLdHc/BUrVrQPUkuPcuXKpcjIyEQLtP30008qWLCgOUE9BooVK6Zt27aZHUaqsWriP3nyZHXq1Ene3t6aPHnyP+7bo0ePNIoq7YSEhGj16tXq3r27pP+fPGH27NnprnQqPDxc0r2xBDVq1FDZsmWVOXNmc4NKY38vjbz/cGv37t3pdpIQJA9JwSPKmjWrVq1alWjgzqpVq+wrREZHR6eLEpv7P0yle7WHVnTy5Emn125ubsqRI0e6f7rSsWNH9ezZU3PnzpXNZtOff/6p7du3q2/fvpb+JeLu7q5y5cqZHUaqsWriP2HCBDVv3lze3t6aMGHCA/ez2WzpMikYPny4Xn75ZR05ckR3797VpEmTdOTIEW3btk2bN282OzyXcHd3V+3atXX06FHLJQV/L410c3NTsWLFNGTIkHQ9lTr+HQONH9GsWbP0zjvvqF69evYxBbt27dKaNWs0Y8YMtW/fXuPGjdPOnTu1ZMkSk6NNPQULFtSuXbvsK/red+3aNT333HP67bffTIoMqeXgwYMqXbq0vab8k08+0YgRIxQTEyNJ8vLyUt++fTV06FAzwwSQCn799VeNHDnSab2dfv36qUyZMmaH5jIhISEaNWpUup417u/i4+O1detWlSlTxmnGJUAiKUgVW7du1ZQpU+wDTYsVK6bu3bvb5+9Pj9zc3HT+/PlEdagXLlxQvnz5FBcXZ1JkrvWg0gLH2aZefPHFdDFA0d3dXefOnVNAQIA9CXzqqacUGRmpmzdvqmTJkvZFjpD+WDXxHzJkiPr27Zto6tlbt25pzJgxGjhwoEmRIbVFRERowIABGjp0qIKDg+Xn5+f0fqZMmUyKzLW8vb119OhRFShQwOxQ8JghKUCK3J9lpXHjxlqwYIFTN2R8fLw2bNig9evXp9uZeAoUKKBLly4pJibG/pTl6tWr8vX1VcaMGXXx4kUVLFhQP/zwg/Lly2dytI8mW7ZsWrNmjSpUqCA3NzdduHBBOXLkMDsspBGrJv6OybCjv/76SwEBAel28bKEhARFRkbq4sWLSkhIcHovva7U7jizlmOpnGEYstls6fZeW7GHBMnDmIJUYKUfpvdna7DZbGrdurXTex4eHgoMDNS4ceNMiCxtDB8+XDNnztTs2bPtCzhFRkaqc+fO6tSpk6pUqaK33npLvXv31tKlS02O9tG8+uqrqlatmnLnzi2bzaaQkJAH9oCk16fGVuQ4veratWuTTPzT8xPG+38Q/t2BAwfs48TSm59//lnNmjXT6dOnE02ikJ7/OP7hhx/MDsEUw4YNs5d+WqmHBP+OnoJHZNUfpgUKFNCuXbuUPXt2s0NJU4UKFdKyZcsSTT+6b98+vfrqq/rtt9+0bds2vfrqqzp37pw5QaaiiIgIRUZGqkePHhoyZMgDB8z37NkzjSODq9x/eprULFuOif8rr7xiRnguc38hyuvXrytTpkxOiUF8fLxu3rypLl26aOrUqSZG6RpBQUEqWrSoBg8ebH8I4Cg9Ls5nZVbtIcG/o6fgEXXp0sU+nVtSP0zTq7/PwmMV586d0927dxO13717V+fPn5ck5cmTx77K85Oubt26kqQ9e/aoZ8+e6WIWLfyz+72dVkv8J06cKMMw1K5dOw0ePNjpD2FPT08FBgamu+k57/vll1+0dOlSFS5c2OxQ0tzVq1c1Z84cHT16VJJUsmRJtW3bNt32Ckn31mDJly9fop7fhIQEnTlzxqSo8Digp+AR+fn56cCBA5b8YRodHa3NmzfrzJkzieqL0+O0fZJUv359nT9/XrNnz9azzz4r6V4vQceOHZUrVy59++23WrVqlT744AMdOnTI5GgBpNTmzZtVuXJleXh4mB1KmqlZs6bef/99+0MAq9iyZYsaNGggf39/hYSESLr3AOTatWtatWpVuiv/vc+q42bw7+gpeEQVKlRQZGSk5ZKCffv2qV69eoqJiVF0dLSyZs2qy5cvy9fXVwEBAek2KZgzZ45atmyp4OBg+x8Nd+/eVa1atTRnzhxJUsaMGdP1uApYh1US/6ioKHsd9bPPPqtbt27p1q1bSe6bHuutu3fvrj59+uj8+fMqU6ZMooSobNmyJkXmWl27dtWbb76p6dOn25+ax8fH691331XXrl3T7YOdB42buXnzZrpfcwf/jJ6CR7RixQp99NFHeu+99yz1w7R69eoqWrSoZsyYIX9/fx04cEAeHh5q0aKFevbsmWjFxPTm+PHjTlPQFitWzOSIgNT1b4l/ehpc7vjk1M3NLck/mNJzvbVjjfl998eUpNdrliQfHx/t378/0c/v48ePKygo6IGJ4ZMqLCxMkjRp0iR17NjRadrd+Ph47dixQ+7u7tq6datZIcJk9BQ8oldffVWS1K5du0Tvpecfpvv379dnn30mNzc3ubu7KzY2VgULFtTo0aPVunXrdJ8U3E8E4uPjdejQIV29epWFYJCu9O7dWw0aNLAn/j///LNT4p+ebNy40V5DbsUZaaw6Ruy5557T0aNHEyUFR48eTVcrld+3b98+SfcS3EOHDsnT09P+nqenp8qVK6e+ffuaFR4eAyQFj8iqP0w9PDzsT5cCAgJ05swZlShRQv7+/vr9999Njs51evXqpTJlyqh9+/aKj49XtWrVtG3bNvn6+urbb79V9erVzQ4RSBVWSvyrVauW5L+tIn/+/GaHYIoePXqoZ8+eioyMVMWKFSXdm1Fw6tSpGjlypA4ePGjfNz30+t9PeNu2batJkyaly1I4PBqSgkd0/4fpkSNHEtXd2my2dPvD9tlnn9WuXbtUpEgRVatWTQMHDtTly5e1cOFClS5d2uzwXGbp0qVq0aKFJGnVqlX67bffdOzYMS1cuFAffvgh3a5IN6ya+EdERChjxox64YUXJElTp07VrFmzVLJkSU2dOjXd9Ag6rkfxbxo2bOjCSMzz9ttvS5Lef//9JN9LryVU8+bNMzsEPKYYU/CIfvvtNzVp0kSHDh1ymtf7fk1qevpB4mj37t26ceOGatSooYsXL6pVq1batm2bihQporlz56bLrlfp3vLwkZGRevrpp9WpUyf5+vpq4sSJOnnypMqVK6eoqCizQwRSRe3atdWmTRs1a9ZMHTt21MGDB9WjRw8tXLhQV69e1Y4dO8wO0SXKlCmjUaNGqV69ejp06JBCQkLUp08f/fDDDypevHi6+YPq7+MI/r4uxd/XaUiPTp8+nex90+sDPsBR4tFFSJGePXuqQIECunjxonx9fXX48GFt2bJFISEh2rRpk9nhuUxISIhq1Kgh6d5TxIiICEVFRWnPnj3pNiGQpJw5c+rIkSOKj49XRESEXnrpJUlSTEzMA1f7BZ5Ew4cPV+7cuSVJn3zyibJkyaJ33nlHly5d0syZM02OznVOnjypkiVLSpKWLVumBg0aaPjw4Zo6daq+++47k6NLPQkJCfZt3bp1CgoK0nfffadr167p2rVrWrNmjZ577jlFRESYHapL3LlzR4MHD1ZCQoLy58//rxtgBZQPPaLt27dr48aNyp49u7329oUXXtCIESPUo0cP+8Ce9OrixYv2WXiKFy+uHDlymByRa7Vt21ZvvPGGfaG60NBQSdKOHTtUvHhxk6MDUs/9edul/0/8rcDT01MxMTGSpO+//16tWrWSJGXNmjXd9gT26tVLM2bMsJdMSVKdOnXk6+urTp062Rf2Sk88PDy0bNkyffzxx2aHAjw26Cl4RPHx8fZVXrNnz64///xT0r2uxvt/LKdHN27cUMuWLZU3b15Vq1ZN1apVU548edSiRQtdv37d7PBcZtCgQZo9e7Y6deqkrVu3ysvLS9K9KQ379+9vcnQAHtULL7ygsLAwDR06VDt37lT9+vUlSSdOnNDTTz9tcnSu8euvvypz5syJ2v39/XXq1Kk0jyetNG7cWCtXrjQ7DOCxQU/BIypdurQOHDigAgUKqEKFCho9erQ8PT01c+ZMFSxY0OzwXKZDhw7at2+fvv32W1WqVEnSvV6Tnj17qnPnzlq8eLHJEbrOa6+9lqitdevWJkQCuM6zzz6b5Hz9NptN3t7eKly4sNq0aWMvI0wvpkyZonfffVdLly7V9OnTlTdvXknSd999l25X/H3++ecVFhamhQsXKmfOnJKkCxcu6L333lP58uVNjs51ihQpoiFDhmjr1q0KDg6Wn5+f0/vpaYE+IDkYaPyI1q5dq+joaDVt2lSRkZF65ZVXdOLECWXLlk1LlixRzZo1zQ7RJfz8/LR27Vqn7mZJ+vHHH1W3bl1FR0ebFFnqmzx5sjp16iRvb29Nnjz5H/fllwjSiwEDBmj69OkqU6aM/Q/DXbt26eDBg2rTpo2OHDmiDRs2aPny5WrUqJHJ0eJRREZGqkmTJjpx4oTy5csnSfr9999VpEgRrVy5UoULFzY5QtcoUKDAA9+z2WzpaoE+IDlIClzgypUrypIlS5JP2dKLZ555RqtXr1aZMmWc2g8ePKh69erpjz/+MCmy1FegQAHt3r1b2bJl45cILKNjx4565plnEtVcDxs2TKdPn9asWbMUHh6u1atXa/fu3SZF6Rrx8fFauXKlvZa+VKlSatiwYbqeTMAwDK1fv17Hjh2TJJUoUUKhoaHp+vcYAGckBXgoM2fO1DfffKOFCxcqV65ckqTz58/bFzXq3LmzyRECeBT+/v7as2dPoqfEkZGRCg4O1vXr13Xs2DE9//zzunHjhklRpr7IyEjVq1dPZ8+eta90e/z4ceXLl0+rV69WoUKFTI4QAFyDMQV4KNOnT1dkZKSeeeYZPfPMM5KkM2fOyMvLS5cuXdJnn31m33fv3r1mhZkqwsLCkrWfzWbTuHHjXBwNkDa8vb21bdu2REnBtm3b5O3tLenetJb3/51e9OjRQ4UKFdLPP/+srFmzSpL++usvtWjRQj169NDq1atNjtA1oqOjtXnz5kSLcErptyyyXbt2//j+3Llz0ygS4PFAUoCH0rhxY7NDSDN/n1Z27969unv3rv0p4okTJ+Tu7q7g4GAzwgNconv37urSpYv27Nmj559/XtK9MQWzZ8/WBx98IOnemKqgoCATo0x9mzdvdkoIJClbtmwaOXKkqlSpYmJkrrNv3z7Vq1dPMTExio6OVtasWXX58mX5+voqICAg3SYFV69edXp9584dHT58WNeuXUu34wGBf0L5EJAC48eP16ZNm7RgwQJlyZJF0r1fLG3btlXVqlXVp08fkyMEUs+iRYs0ZcoU+/TKxYoVU/fu3dWsWTNJ0q1bt+yzEaUXWbNm1bfffqvKlSs7tW/dulUNGjTQlStXTIrMdapXr66iRYtqxowZ8vf314EDB+Th4aEWLVqoZ8+eatq0qdkhppmEhAS98847KlSokN5//32zwwHSFEkBkAJ58+bVunXrVKpUKaf2w4cPq3bt2vZ1KgA8mVq1aqW9e/dqzpw59lmXduzYoY4dOyo4OFjz5883N0AXyJw5s3bs2KFixYopc+bM2r59u0qUKKEdO3aodevW9sHHVnH8+HFVr15d586dMzsUIE2xeBmS7X6XsiRlyZJFWbNmfeCWXkVFRenSpUuJ2i9dupSuBlsCknTt2jV7udD9J+R79+7V2bNnTY7MdSZPnqxChQqpUqVK8vb2lre3typXrqzChQtr0qRJZofnEh4eHnJzu/fnQEBAgM6cOSPp3mDz33//3czQTPHrr7/q7t27ZocBpDnGFCDZJkyYYF+9ecKECZacqq5JkyZq27atxo0b5/QU8b333rNUFzvSv4MHDyo0NNS+qm2HDh2UNWtWLV++XGfOnNHnn39udogukTlzZv3nP/9RZGSkjhw5IkkqWbJkup2rX7q3UN2uXbtUpEgRVatWTQMHDtTly5e1cOFClS5d2uzwXObvk0gYhqFz585p9erVLEgJS6J8CEiBmJgY9e3bV3PnztWdO3ckSRkyZFD79u01ZsyYRCtiAk+q0NBQPffccxo9erSeeuopHThwQAULFtS2bdvUrFkznTp1yuwQXWbOnDmaMGGCfvnlF0n3Vr7t1auXOnToYHJkrrF7927duHFDNWrU0MWLF9WqVStt27ZNRYsW1ezZs9PdYPL7/r4at5ubm3LkyKGaNWuqXbt2ypCB56awFpICPJQ1a9bI3d1dderUcWpft26d4uPj9fLLL5sUWdqIjo7Wr7/+KkkqVKgQyQDSHX9/f+3du1eFChVySgpOnz6tYsWK6fbt22aH6BIDBw7U+PHj1b17d1WqVEmStH37dk2ZMkW9e/fWkCFDTI4w9d26dUuGYcjX11eSdOrUKa1YsUIlS5ZM9DM+PYmJiZFhGPaf36dOndLKlStVokSJdH3dwIMwpgAPpX///oqPj0/UnpCQoP79+5sQUdry8/NT2bJlVbZsWRICpEteXl6KiopK1H7ixAnlyJHDhIjSxvTp0zVr1iyNGDFCDRs2VMOGDTVixAjNnDlT06ZNMzs8l2jUqJG9HOzatWuqWLGixo8fr8aNG2v69OkmR+c6jRs31sKFCyX9/3WPGzcu3V838CAkBXgov/zyi0qWLJmovXjx4oqMjDQhIgCpqWHDhhoyZIi9TM5ms+nMmTPq16+fXn31VZOjc507d+4oJCQkUXtwcHC6HXy6d+9eVa1aVZK0dOlS5cyZU6dPn9bnn3+uyZMnmxyd61j1uoEHISnAQ/H399dvv/2WqD0yMpIn50A6MG7cON28eVMBAQG6deuWqlWrpsKFCytjxoz65JNPzA7PZVq2bJnkU+KZM2eqefPmJkTkejExMfZJJNatW6emTZvKzc1NFStW1OnTp02OznWset3AgzCKBg+lUaNG6tWrl1asWKFChQpJupcQ9OnTRw0bNjQ5OgCPyt/fX+vXr9fWrVt14MAB3bx5U88995xCQ0PNDs3l5syZo3Xr1qlixYqS7s0wdubMGbVq1cppxprx48ebFWKqKly4sFauXKkmTZpo7dq16t27tyTp4sWLypQpk8nRuY5Vrxt4EAYa46Fcv35ddevW1e7du/X0009Lkv744w9VrVpVy5cvV+bMmc0NEMAj27BhgzZs2KCLFy8qISHB6b25c+eaFJVr/X1Gmgex2WzauHGji6NJG0uXLlWzZs0UHx+vWrVqad26dZKkESNGaMuWLfruu+9MjtA1rHrdwIOQFOChGYah9evX68CBA/Lx8VHZsmX14osvmh0WgFQwePBgDRkyRCEhIcqdO3eidUlWrFhhUmRwhfPnz+vcuXMqV66cfSGznTt3KlOmTCpevLjJ0bmOVa8bSApJAQAgkdy5c2v06NFq2bKl2aEAANIAYwqQbJMnT1anTp3k7e39rzMz9OjRI42iAuAKcXFxqly5stlhAADSCD0FSLYCBQpo9+7dypYtmwoUKPDA/Ww2W5IzEwF4cvTr108ZM2bUxx9/bHYoAIA0QE8Bku3kyZNJ/htA+nP79m3NnDlT33//vcqWLSsPDw+n99PLzDsAgHtYpwAPZciQIYqJiUnUfuvWLQ0ZMsSEiACkpoMHDyooKEhubm46fPiw9u3bZ9/2799vdngAgFRG+RAeiru7u86dO6eAgACn9r/++ksBAQGKj483KTIAAACkFD0FeCiGYSSaolCSDhw4oKxZs5oQEQAAAB4WYwqQIlmyZJHNZpPNZlPRokWdEoP4+HjdvHlTXbp0MTFCAAAApBTlQ0iRBQsWyDAMtWvXThMnTpS/v7/9PU9PTwUGBqpSpUomRggAAICUIinAQ9m8ebMqV66caEYSAAAAPHlICvDQEhISFBkZqYsXLyohIcHpvRdffNGkqAAAAJBSjCnAQ/n555/VrFkznT59Wn/PK202G7MPAQAAPEHoKcBDCQoKUtGiRTV48GDlzp070UxEjmMNAAAA8HgjKcBD8fPz04EDB1S4cGGzQwEAAMAjYp0CPJQKFSooMjLS7DAAAACQChhTgIfSvXt39enTR+fPn1eZMmUSzUJUtmxZkyIDAABASlE+hIfi5vbgTiYGGgMAADxZ6CnAQzl58qTZIQAAACCVkBTgoeTPn1+SdOTIEZ05c0ZxcXH292w2m/19AAAAPP5ICvBQfvvtNzVp0kSHDh2SzWazr1Vwf2pSyocAAACeHMw+hIfSs2dPFShQQBcvXpSvr68OHz6sLVu2KCQkRJs2bTI7PAAAAKQAA43xULJnz66NGzeqbNmy8vf3186dO1WsWDFt3LhRffr00b59+8wOEQAAAMlETwEeSnx8vJ566ilJ9xKEP//8U9K9sQbHjx83MzQAAACkEGMK8FBKly6tAwcOqECBAqpQoYJGjx4tT09PzZw5UwULFjQ7PAAAAKQA5UN4KGvXrlV0dLSaNm2qyMhIvfLKKzpx4oSyZcumJUuWqGbNmmaHCAAAgGQiKUCquXLlirJkyWKfgQgAAABPBpICAAAAwOIYaAwAAABYHEkBAAAAYHEkBQAAAIDFkRQAAAAAFkdSAABPoEGDBikoKMjsMAAA6QRJAQAkU5s2bWSz2RJtdevWdel5bTabVq5c6dTWt29fbdiwwaXnBQBYBysaA0AK1K1bV/PmzXNq8/LySvM4MmbMqIwZM6b5eQEA6RM9BQCQAl5eXsqVK5fTliVLFkn3nuh/9tlneuWVV+Tr66sSJUpo+/btioyMVPXq1eXn56fKlSvr119/dTrm9OnTVahQIXl6eqpYsWJauHCh/b3AwEBJUpMmTWSz2eyv/14+lJCQoCFDhujpp5+Wl5eXgoKCFBERYX//1KlTstlsWr58uWrUqCFfX1+VK1dO27dvt+9z+vRpNWjQQFmyZJGfn59KlSqlNWvWpPJXEADwOCIpAIBUNHToULVq1Ur79+9X8eLF1axZM3Xu3FkDBgzQ7t27ZRiGunXrZt9/xYoV6tmzp/r06aPDhw+rc+fOatu2rX744QdJ0q5duyRJ8+bN07lz5+yv/27SpEkaN26cxo4dq4MHD6pOnTpq2LChfvnlF6f9PvzwQ/Xt21f79+9X0aJF9fbbb+vu3buSpK5duyo2NlZbtmzRoUOHNGrUKHojAMAqDABAsrRu3dpwd3c3/Pz8nLZPPvnEMAzDkGR89NFH9v23b99uSDLmzJljb/vqq68Mb29v++vKlSsbHTt2dDrP66+/btSrV8/+WpKxYsUKp33Cw8ONcuXK2V/nyZPHHsd9zz//vPHuu+8ahmEYJ0+eNCQZs2fPtr//v//9z5BkHD161DAMwyhTpowxaNCglHxJAADpBD0FAJACNWrU0P79+522Ll262N8vW7as/d85c+aUJJUpU8ap7fbt24qKipIkHT16VFWqVHE6R5UqVXT06NFkxxQVFaU///wzWcdxjC937tySpIsXL0qSevTooWHDhqlKlSoKDw/XwYMHkx0DAODJRlIAACng5+enwoULO21Zs2a1v+/h4WH/t81me2BbQkJCGkXs7J9i6dChg3777Te1bNlShw4dUkhIiD799FNT4gQApC2SAgAwUYkSJbR161antq1bt6pkyZL21x4eHoqPj3/gMTJlyqQ8efL863GSI1++fOrSpYuWL1+uPn36aNasWSn6PADgycSUpACQArGxsTp//rxTW4YMGZQ9e/aHOt57772nN954Q88++6xCQ0O1atUqLV++XN9//719n8DAQG3YsEFVqlSRl5eXfbajvx8nPDxchQoVUlBQkObNm6f9+/dr0aJFyY6lV69eevnll1W0aFFdvXpVP/zwg0qUKPFQ1wUAeLKQFABACkRERNhr8e8rVqyYjh079lDHa9y4sSZNmqSxY8eqZ8+eKlCggObNm6fq1avb9xk3bpzCwsI0a9Ys5c2bV6dOnUp0nB49euj69evq06ePLl68qJIlS+q///2vihQpkuxY4uPj1bVrV/3xxx/KlCmT6tatqwkTJjzUdQEAniw2wzAMs4MAAAAAYB7GFAAAAAAWR1IAAAAAWBxJAQAAAGBxJAUAAACAxZEUAAAAABZHUgAAAABYHEkBAAAAYHEkBQAAAIDFkRQAAAAAFkdSAAAAAFgcSQEAAABgcf8H3sBBjj/43QUAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1000x500 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# Load the NRC Emotion Lexicon\n",
-    "def load_nrc_lexicon(filepath):\n",
-    "    nrc_lexicon = {}\n",
-    "    with open(filepath, 'r') as file:\n",
-    "        for line in file:\n",
-    "            if line.strip():\n",
-    "                word, emotion, value = line.split('\\t')\n",
-    "                if word not in nrc_lexicon:\n",
-    "                    nrc_lexicon[word] = {}\n",
-    "                nrc_lexicon[word][emotion] = int(value)\n",
-    "    return nrc_lexicon\n",
-    "\n",
-    "# Define a function to analyze emotions in text\n",
-    "def analyze_emotions(text, lexicon):\n",
-    "    emotions = {emotion: 0 for emotion in lexicon['abandon']}\n",
-    "    for word in text.split():\n",
-    "        if word in lexicon:\n",
-    "            for emotion, value in lexicon[word].items():\n",
-    "                emotions[emotion] += value\n",
-    "    return emotions\n",
-    "\n",
-    "# Load the NRC Emotion Lexicon\n",
-    "nrc_filepath = 'C:/Users/HP/Desktop/GSSOC/NRC-Emotion-Lexicon/NRC-Emotion-Lexicon-Wordlevel-v0.92.txt'\n",
-    "nrc_lexicon = load_nrc_lexicon(nrc_filepath)\n",
-    "\n",
-    "# Example text\n",
-    "sample_text = \"I loved the movie. It was full of suspense and thrill.\"\n",
-    "\n",
-    "# Analyze emotions in the sample text\n",
-    "emotions = analyze_emotions(sample_text.lower(), nrc_lexicon)\n",
-    "\n",
-    "# Convert emotions to DataFrame\n",
-    "emotions_df = pd.DataFrame([emotions])\n",
-    "\n",
-    "# Plot the heatmap\n",
-    "plt.figure(figsize=(10, 5))\n",
-    "sns.heatmap(emotions_df, annot=True, cmap='coolwarm')\n",
-    "plt.title('Emotion Analysis Heatmap')\n",
-    "plt.xlabel('Emotions')\n",
-    "plt.ylabel('Text')\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script to visualize emotion ratings for the movie 'The Silence of the Lambs' using a heatmap"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# Define the data for \"The Silence of the Lambs\"\n",
-    "ratings = [8.6]\n",
-    "genres = ['Crime;Drama;Thriller']\n",
-    "emotions = {\n",
-    "    'Attention': 0.2,\n",
-    "    'Sensitivity': 0.25,\n",
-    "    'Aptitude': 0.2,\n",
-    "    'Pleasantness': -0.05\n",
-    "}\n",
-    "\n",
-    "# Plot the emotion map\n",
-    "plt.figure(figsize=(8, 6))\n",
-    "sns.heatmap([list(emotions.values())], annot=True, cmap='coolwarm',\n",
-    "            xticklabels=list(emotions.keys()), yticklabels=['The Silence of the Lambs'])\n",
-    "plt.title('Emotion Map of \"The Silence of the Lambs\"')\n",
-    "plt.xlabel('Emotions')\n",
-    "plt.ylabel('Movies')\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script to visualize emotion ratings for the movie 'The Hellcats' using a heatmap"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Define the data for \"The Hellcats\"\n",
-    "ratings = [1.8]\n",
-    "genres = ['Thriller']\n",
-    "emotions = {\n",
-    "    'Attention': 0.2,\n",
-    "    'Sensitivity': 0.25,\n",
-    "    'Aptitude': 0.2,\n",
-    "    'Pleasantness': 0.05\n",
-    "}\n",
-    "\n",
-    "# Plot the emotion map\n",
-    "plt.figure(figsize=(8, 6))\n",
-    "sns.heatmap([list(emotions.values())], annot=True, cmap='coolwarm',\n",
-    "            xticklabels=list(emotions.keys()), yticklabels=['The Hellcats'])\n",
-    "plt.title('Emotion Map of \"The Hellcats\"')\n",
-    "plt.xlabel('Emotions')\n",
-    "plt.ylabel('Movies')\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script for processing IMDb reviews, computing emotion scores, applying K-Means clustering, and visualizing results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Define the centroids data\n",
-    "centroids = {\n",
-    "    'Group 1': [0.1, 0.2, 0.3, 0.4],  # Example values for centroids, replace with actual data\n",
-    "    'Group 2': [0.2, 0.3, 0.4, 0.5],\n",
-    "    'Group 3': [0.3, 0.4, 0.5, 0.6],\n",
-    "    'Group 4': [0.4, 0.5, 0.6, 0.7],\n",
-    "    'Group 5': [0.5, 0.6, 0.7, 0.8],\n",
-    "    'Group 6': [0.6, 0.7, 0.8, 0.9]\n",
-    "}\n",
-    "\n",
-    "# Plot the k-means centroids\n",
-    "plt.figure(figsize=(8, 6))\n",
-    "for group, centroid in centroids.items():\n",
-    "    plt.scatter(centroid[0], centroid[1], label=group)\n",
-    "plt.xlabel('Attention')\n",
-    "plt.ylabel('Sensitivity')\n",
-    "plt.title('k-means centroids')\n",
-    "plt.legend()\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Python script for clustering movie data based on selected emotion dimensions, visualizing cluster centroids, and finding similar and dissimilar movies"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\HP\\anaconda3\\envs\\tf\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1446: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Similar Movies to V for Vendetta\n",
-      "                          Aptitude  Pleasantness\n",
-      "The Godfather                  0.5           0.6\n",
-      "Pulp Fiction                   0.4           0.5\n",
-      "Inception                      0.3           0.4\n",
-      "The Shawshank Redemption       0.2           0.3\n",
-      "\n",
-      "Dissimilar Movies to V for Vendetta\n",
-      "                          Aptitude  Pleasantness\n",
-      "The Godfather                  0.5           0.6\n",
-      "Pulp Fiction                   0.4           0.5\n",
-      "Inception                      0.3           0.4\n",
-      "The Shawshank Redemption       0.2           0.3\n",
-      "V for Vendetta                 0.1           0.2\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "from sklearn.cluster import KMeans\n",
-    "from sklearn.metrics.pairwise import cosine_similarity\n",
-    "import numpy as np\n",
-    "\n",
-    "# Assuming you have a DataFrame named 'movies_data' containing emotion vectors\n",
-    "# Each row represents a movie, and columns represent different emotion dimensions\n",
-    "# Example of creating 'movies_data' DataFrame:\n",
-    "movie_names = ['V for Vendetta', 'The Shawshank Redemption', 'Inception', 'Pulp Fiction', 'The Godfather']\n",
-    "aptitude = [0.1, 0.2, 0.3, 0.4, 0.5]  # Example values for 'Aptitude' dimension\n",
-    "pleasantness = [0.2, 0.3, 0.4, 0.5, 0.6]  # Example values for 'Pleasantness' dimension\n",
-    "movies_data = pd.DataFrame({'Aptitude': aptitude, 'Pleasantness': pleasantness}, index=movie_names)\n",
-    "\n",
-    "# Selecting only 'Aptitude' and 'Pleasantness' dimensions for clustering\n",
-    "selected_dimensions = ['Aptitude', 'Pleasantness']\n",
-    "selected_emotion_vectors = movies_data[selected_dimensions]\n",
-    "\n",
-    "# Perform k-means clustering on selected dimensions\n",
-    "# Replace 'n_clusters' with a smaller value equal to or less than the number of samples\n",
-    "n_clusters = min(len(selected_emotion_vectors), 5)  # Assuming you want at most 5 clusters\n",
-    "kmeans_selected = KMeans(n_clusters=n_clusters).fit(selected_emotion_vectors)\n",
-    "selected_cluster_centers = kmeans_selected.cluster_centers_\n",
-    "\n",
-    "\n",
-    "# Plot the Pleasantness vs Aptitude cluster centroids\n",
-    "import matplotlib.pyplot as plt\n",
-    "plt.figure(figsize=(8, 6))\n",
-    "for i, centroid in enumerate(selected_cluster_centers):\n",
-    "    plt.scatter(centroid[0], centroid[1], label=f'Group {i+1}')\n",
-    "plt.xlabel('Aptitude')\n",
-    "plt.ylabel('Pleasantness')\n",
-    "plt.title('Pleasantness vs Aptitude cluster centroids')\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
-    "# Re-cluster movies after removing specific emotion dimensions\n",
-    "# Repeat the k-means clustering process with different sets of dimensions and analyze the results\n",
-    "\n",
-    "# Calculate pairwise similarities between movies based on their emotion vectors\n",
-    "# For demonstration, let's calculate pairwise cosine similarities for the movie \"V for Vendetta\"\n",
-    "movie_name = \"V for Vendetta\"\n",
-    "movie_vector = movies_data.loc[movie_name].values.reshape(1, -1)\n",
-    "\n",
-    "# Calculate cosine similarities with all other movies\n",
-    "similarities = cosine_similarity(movie_vector, movies_data)\n",
-    "\n",
-    "# Sort the similarities and get top similar and dissimilar movies\n",
-    "sorted_similarities = np.argsort(similarities)\n",
-    "similar_movies = sorted_similarities[0][-6:-1]  # Getting the top 5 similar movies\n",
-    "dissimilar_movies = sorted_similarities[0][:5]  # Getting the top 5 dissimilar movies\n",
-    "\n",
-    "# Print the similar and dissimilar movies\n",
-    "print(\"Similar Movies to\", movie_name)\n",
-    "print(movies_data.iloc[similar_movies])\n",
-    "print(\"\\nDissimilar Movies to\", movie_name)\n",
-    "print(movies_data.iloc[dissimilar_movies])\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "tf",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.13"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/Emotion Analysis/NRC-Emotion-Lexicon-Wordlevel-v0.92.txt b/Emotion Analysis/NRC-Emotion-Lexicon-Wordlevel-v0.92.txt
deleted file mode 100644
index 3a13bd7b..00000000
--- a/Emotion Analysis/NRC-Emotion-Lexicon-Wordlevel-v0.92.txt	
+++ /dev/null
@@ -1,141540 +0,0 @@
-aback	anger	0
-aback	anticipation	0
-aback	disgust	0
-aback	fear	0
-aback	joy	0
-aback	negative	0
-aback	positive	0
-aback	sadness	0
-aback	surprise	0
-aback	trust	0
-abacus	anger	0
-abacus	anticipation	0
-abacus	disgust	0
-abacus	fear	0
-abacus	joy	0
-abacus	negative	0
-abacus	positive	0
-abacus	sadness	0
-abacus	surprise	0
-abacus	trust	1
-abandon	anger	0
-abandon	anticipation	0
-abandon	disgust	0
-abandon	fear	1
-abandon	joy	0
-abandon	negative	1
-abandon	positive	0
-abandon	sadness	1
-abandon	surprise	0
-abandon	trust	0
-abandoned	anger	1
-abandoned	anticipation	0
-abandoned	disgust	0
-abandoned	fear	1
-abandoned	joy	0
-abandoned	negative	1
-abandoned	positive	0
-abandoned	sadness	1
-abandoned	surprise	0
-abandoned	trust	0
-abandonment	anger	1
-abandonment	anticipation	0
-abandonment	disgust	0
-abandonment	fear	1
-abandonment	joy	0
-abandonment	negative	1
-abandonment	positive	0
-abandonment	sadness	1
-abandonment	surprise	1
-abandonment	trust	0
-abate	anger	0
-abate	anticipation	0
-abate	disgust	0
-abate	fear	0
-abate	joy	0
-abate	negative	0
-abate	positive	0
-abate	sadness	0
-abate	surprise	0
-abate	trust	0
-abatement	anger	0
-abatement	anticipation	0
-abatement	disgust	0
-abatement	fear	0
-abatement	joy	0
-abatement	negative	0
-abatement	positive	0
-abatement	sadness	0
-abatement	surprise	0
-abatement	trust	0
-abba	anger	0
-abba	anticipation	0
-abba	disgust	0
-abba	fear	0
-abba	joy	0
-abba	negative	0
-abba	positive	1
-abba	sadness	0
-abba	surprise	0
-abba	trust	0
-abbot	anger	0
-abbot	anticipation	0
-abbot	disgust	0
-abbot	fear	0
-abbot	joy	0
-abbot	negative	0
-abbot	positive	0
-abbot	sadness	0
-abbot	surprise	0
-abbot	trust	1
-abbreviate	anger	0
-abbreviate	anticipation	0
-abbreviate	disgust	0
-abbreviate	fear	0
-abbreviate	joy	0
-abbreviate	negative	0
-abbreviate	positive	0
-abbreviate	sadness	0
-abbreviate	surprise	0
-abbreviate	trust	0
-abbreviation	anger	0
-abbreviation	anticipation	0
-abbreviation	disgust	0
-abbreviation	fear	0
-abbreviation	joy	0
-abbreviation	negative	0
-abbreviation	positive	0
-abbreviation	sadness	0
-abbreviation	surprise	0
-abbreviation	trust	0
-abdomen	anger	0
-abdomen	anticipation	0
-abdomen	disgust	0
-abdomen	fear	0
-abdomen	joy	0
-abdomen	negative	0
-abdomen	positive	0
-abdomen	sadness	0
-abdomen	surprise	0
-abdomen	trust	0
-abdominal	anger	0
-abdominal	anticipation	0
-abdominal	disgust	0
-abdominal	fear	0
-abdominal	joy	0
-abdominal	negative	0
-abdominal	positive	0
-abdominal	sadness	0
-abdominal	surprise	0
-abdominal	trust	0
-abduction	anger	0
-abduction	anticipation	0
-abduction	disgust	0
-abduction	fear	1
-abduction	joy	0
-abduction	negative	1
-abduction	positive	0
-abduction	sadness	1
-abduction	surprise	1
-abduction	trust	0
-aberrant	anger	0
-aberrant	anticipation	0
-aberrant	disgust	0
-aberrant	fear	0
-aberrant	joy	0
-aberrant	negative	1
-aberrant	positive	0
-aberrant	sadness	0
-aberrant	surprise	0
-aberrant	trust	0
-aberration	anger	0
-aberration	anticipation	0
-aberration	disgust	1
-aberration	fear	0
-aberration	joy	0
-aberration	negative	1
-aberration	positive	0
-aberration	sadness	0
-aberration	surprise	0
-aberration	trust	0
-abeyance	anger	0
-abeyance	anticipation	0
-abeyance	disgust	0
-abeyance	fear	0
-abeyance	joy	0
-abeyance	negative	0
-abeyance	positive	0
-abeyance	sadness	0
-abeyance	surprise	0
-abeyance	trust	0
-abhor	anger	1
-abhor	anticipation	0
-abhor	disgust	1
-abhor	fear	1
-abhor	joy	0
-abhor	negative	1
-abhor	positive	0
-abhor	sadness	0
-abhor	surprise	0
-abhor	trust	0
-abhorrent	anger	1
-abhorrent	anticipation	0
-abhorrent	disgust	1
-abhorrent	fear	1
-abhorrent	joy	0
-abhorrent	negative	1
-abhorrent	positive	0
-abhorrent	sadness	0
-abhorrent	surprise	0
-abhorrent	trust	0
-abide	anger	0
-abide	anticipation	0
-abide	disgust	0
-abide	fear	0
-abide	joy	0
-abide	negative	0
-abide	positive	0
-abide	sadness	0
-abide	surprise	0
-abide	trust	0
-ability	anger	0
-ability	anticipation	0
-ability	disgust	0
-ability	fear	0
-ability	joy	0
-ability	negative	0
-ability	positive	1
-ability	sadness	0
-ability	surprise	0
-ability	trust	0
-abject	anger	0
-abject	anticipation	0
-abject	disgust	1
-abject	fear	0
-abject	joy	0
-abject	negative	1
-abject	positive	0
-abject	sadness	0
-abject	surprise	0
-abject	trust	0
-ablation	anger	0
-ablation	anticipation	0
-ablation	disgust	0
-ablation	fear	0
-ablation	joy	0
-ablation	negative	0
-ablation	positive	0
-ablation	sadness	0
-ablation	surprise	0
-ablation	trust	0
-ablaze	anger	0
-ablaze	anticipation	0
-ablaze	disgust	0
-ablaze	fear	0
-ablaze	joy	0
-ablaze	negative	0
-ablaze	positive	0
-ablaze	sadness	0
-ablaze	surprise	0
-ablaze	trust	0
-abnormal	anger	0
-abnormal	anticipation	0
-abnormal	disgust	1
-abnormal	fear	0
-abnormal	joy	0
-abnormal	negative	1
-abnormal	positive	0
-abnormal	sadness	0
-abnormal	surprise	0
-abnormal	trust	0
-aboard	anger	0
-aboard	anticipation	0
-aboard	disgust	0
-aboard	fear	0
-aboard	joy	0
-aboard	negative	0
-aboard	positive	0
-aboard	sadness	0
-aboard	surprise	0
-aboard	trust	0
-abode	anger	0
-abode	anticipation	0
-abode	disgust	0
-abode	fear	0
-abode	joy	0
-abode	negative	0
-abode	positive	0
-abode	sadness	0
-abode	surprise	0
-abode	trust	0
-abolish	anger	1
-abolish	anticipation	0
-abolish	disgust	0
-abolish	fear	0
-abolish	joy	0
-abolish	negative	1
-abolish	positive	0
-abolish	sadness	0
-abolish	surprise	0
-abolish	trust	0
-abolition	anger	0
-abolition	anticipation	0
-abolition	disgust	0
-abolition	fear	0
-abolition	joy	0
-abolition	negative	1
-abolition	positive	0
-abolition	sadness	0
-abolition	surprise	0
-abolition	trust	0
-abominable	anger	0
-abominable	anticipation	0
-abominable	disgust	1
-abominable	fear	1
-abominable	joy	0
-abominable	negative	1
-abominable	positive	0
-abominable	sadness	0
-abominable	surprise	0
-abominable	trust	0
-abomination	anger	1
-abomination	anticipation	0
-abomination	disgust	1
-abomination	fear	1
-abomination	joy	0
-abomination	negative	1
-abomination	positive	0
-abomination	sadness	0
-abomination	surprise	0
-abomination	trust	0
-aboriginal	anger	0
-aboriginal	anticipation	0
-aboriginal	disgust	0
-aboriginal	fear	0
-aboriginal	joy	0
-aboriginal	negative	0
-aboriginal	positive	0
-aboriginal	sadness	0
-aboriginal	surprise	0
-aboriginal	trust	0
-abort	anger	0
-abort	anticipation	0
-abort	disgust	0
-abort	fear	0
-abort	joy	0
-abort	negative	1
-abort	positive	0
-abort	sadness	0
-abort	surprise	0
-abort	trust	0
-abortion	anger	0
-abortion	anticipation	0
-abortion	disgust	1
-abortion	fear	1
-abortion	joy	0
-abortion	negative	1
-abortion	positive	0
-abortion	sadness	1
-abortion	surprise	0
-abortion	trust	0
-abortive	anger	0
-abortive	anticipation	0
-abortive	disgust	0
-abortive	fear	0
-abortive	joy	0
-abortive	negative	1
-abortive	positive	0
-abortive	sadness	1
-abortive	surprise	0
-abortive	trust	0
-abound	anger	0
-abound	anticipation	0
-abound	disgust	0
-abound	fear	0
-abound	joy	0
-abound	negative	0
-abound	positive	0
-abound	sadness	0
-abound	surprise	0
-abound	trust	0
-abovementioned	anger	0
-abovementioned	anticipation	0
-abovementioned	disgust	0
-abovementioned	fear	0
-abovementioned	joy	0
-abovementioned	negative	0
-abovementioned	positive	1
-abovementioned	sadness	0
-abovementioned	surprise	0
-abovementioned	trust	0
-abrasion	anger	0
-abrasion	anticipation	0
-abrasion	disgust	0
-abrasion	fear	0
-abrasion	joy	0
-abrasion	negative	1
-abrasion	positive	0
-abrasion	sadness	0
-abrasion	surprise	0
-abrasion	trust	0
-abroad	anger	0
-abroad	anticipation	0
-abroad	disgust	0
-abroad	fear	0
-abroad	joy	0
-abroad	negative	0
-abroad	positive	0
-abroad	sadness	0
-abroad	surprise	0
-abroad	trust	0
-abrogate	anger	0
-abrogate	anticipation	0
-abrogate	disgust	0
-abrogate	fear	0
-abrogate	joy	0
-abrogate	negative	1
-abrogate	positive	0
-abrogate	sadness	0
-abrogate	surprise	0
-abrogate	trust	0
-abrupt	anger	0
-abrupt	anticipation	0
-abrupt	disgust	0
-abrupt	fear	0
-abrupt	joy	0
-abrupt	negative	0
-abrupt	positive	0
-abrupt	sadness	0
-abrupt	surprise	1
-abrupt	trust	0
-abruptly	anger	0
-abruptly	anticipation	0
-abruptly	disgust	0
-abruptly	fear	0
-abruptly	joy	0
-abruptly	negative	0
-abruptly	positive	0
-abruptly	sadness	0
-abruptly	surprise	0
-abruptly	trust	0
-abscess	anger	0
-abscess	anticipation	0
-abscess	disgust	0
-abscess	fear	0
-abscess	joy	0
-abscess	negative	1
-abscess	positive	0
-abscess	sadness	1
-abscess	surprise	0
-abscess	trust	0
-absence	anger	0
-absence	anticipation	0
-absence	disgust	0
-absence	fear	1
-absence	joy	0
-absence	negative	1
-absence	positive	0
-absence	sadness	1
-absence	surprise	0
-absence	trust	0
-absent	anger	0
-absent	anticipation	0
-absent	disgust	0
-absent	fear	0
-absent	joy	0
-absent	negative	1
-absent	positive	0
-absent	sadness	1
-absent	surprise	0
-absent	trust	0
-absentee	anger	0
-absentee	anticipation	0
-absentee	disgust	0
-absentee	fear	0
-absentee	joy	0
-absentee	negative	1
-absentee	positive	0
-absentee	sadness	1
-absentee	surprise	0
-absentee	trust	0
-absenteeism	anger	0
-absenteeism	anticipation	0
-absenteeism	disgust	0
-absenteeism	fear	0
-absenteeism	joy	0
-absenteeism	negative	1
-absenteeism	positive	0
-absenteeism	sadness	0
-absenteeism	surprise	0
-absenteeism	trust	0
-absinthe	anger	0
-absinthe	anticipation	0
-absinthe	disgust	0
-absinthe	fear	0
-absinthe	joy	0
-absinthe	negative	0
-absinthe	positive	0
-absinthe	sadness	0
-absinthe	surprise	0
-absinthe	trust	0
-absolute	anger	0
-absolute	anticipation	0
-absolute	disgust	0
-absolute	fear	0
-absolute	joy	0
-absolute	negative	0
-absolute	positive	1
-absolute	sadness	0
-absolute	surprise	0
-absolute	trust	0
-absolution	anger	0
-absolution	anticipation	0
-absolution	disgust	0
-absolution	fear	0
-absolution	joy	1
-absolution	negative	0
-absolution	positive	1
-absolution	sadness	0
-absolution	surprise	0
-absolution	trust	1
-absorbed	anger	0
-absorbed	anticipation	0
-absorbed	disgust	0
-absorbed	fear	0
-absorbed	joy	0
-absorbed	negative	0
-absorbed	positive	1
-absorbed	sadness	0
-absorbed	surprise	0
-absorbed	trust	0
-absorbent	anger	0
-absorbent	anticipation	0
-absorbent	disgust	0
-absorbent	fear	0
-absorbent	joy	0
-absorbent	negative	0
-absorbent	positive	0
-absorbent	sadness	0
-absorbent	surprise	0
-absorbent	trust	0
-absorbing	anger	0
-absorbing	anticipation	0
-absorbing	disgust	0
-absorbing	fear	0
-absorbing	joy	0
-absorbing	negative	0
-absorbing	positive	0
-absorbing	sadness	0
-absorbing	surprise	0
-absorbing	trust	0
-absorption	anger	0
-absorption	anticipation	0
-absorption	disgust	0
-absorption	fear	0
-absorption	joy	0
-absorption	negative	0
-absorption	positive	0
-absorption	sadness	0
-absorption	surprise	0
-absorption	trust	0
-abstain	anger	0
-abstain	anticipation	0
-abstain	disgust	0
-abstain	fear	0
-abstain	joy	0
-abstain	negative	0
-abstain	positive	0
-abstain	sadness	0
-abstain	surprise	0
-abstain	trust	0
-abstention	anger	0
-abstention	anticipation	0
-abstention	disgust	0
-abstention	fear	0
-abstention	joy	0
-abstention	negative	0
-abstention	positive	0
-abstention	sadness	0
-abstention	surprise	0
-abstention	trust	0
-abstinence	anger	0
-abstinence	anticipation	0
-abstinence	disgust	0
-abstinence	fear	0
-abstinence	joy	0
-abstinence	negative	0
-abstinence	positive	0
-abstinence	sadness	0
-abstinence	surprise	0
-abstinence	trust	0
-abstract	anger	0
-abstract	anticipation	0
-abstract	disgust	0
-abstract	fear	0
-abstract	joy	0
-abstract	negative	0
-abstract	positive	0
-abstract	sadness	0
-abstract	surprise	0
-abstract	trust	0
-abstraction	anger	0
-abstraction	anticipation	0
-abstraction	disgust	0
-abstraction	fear	0
-abstraction	joy	0
-abstraction	negative	0
-abstraction	positive	0
-abstraction	sadness	0
-abstraction	surprise	0
-abstraction	trust	0
-absurd	anger	0
-absurd	anticipation	0
-absurd	disgust	0
-absurd	fear	0
-absurd	joy	0
-absurd	negative	1
-absurd	positive	0
-absurd	sadness	0
-absurd	surprise	0
-absurd	trust	0
-absurdity	anger	0
-absurdity	anticipation	0
-absurdity	disgust	0
-absurdity	fear	0
-absurdity	joy	0
-absurdity	negative	1
-absurdity	positive	0
-absurdity	sadness	0
-absurdity	surprise	0
-absurdity	trust	0
-abundance	anger	0
-abundance	anticipation	1
-abundance	disgust	1
-abundance	fear	0
-abundance	joy	1
-abundance	negative	1
-abundance	positive	1
-abundance	sadness	0
-abundance	surprise	0
-abundance	trust	1
-abundant	anger	0
-abundant	anticipation	0
-abundant	disgust	0
-abundant	fear	0
-abundant	joy	1
-abundant	negative	0
-abundant	positive	1
-abundant	sadness	0
-abundant	surprise	0
-abundant	trust	0
-abuse	anger	1
-abuse	anticipation	0
-abuse	disgust	1
-abuse	fear	1
-abuse	joy	0
-abuse	negative	1
-abuse	positive	0
-abuse	sadness	1
-abuse	surprise	0
-abuse	trust	0
-abutment	anger	0
-abutment	anticipation	0
-abutment	disgust	0
-abutment	fear	0
-abutment	joy	0
-abutment	negative	0
-abutment	positive	0
-abutment	sadness	0
-abutment	surprise	0
-abutment	trust	0
-aby	anger	0
-aby	anticipation	0
-aby	disgust	0
-aby	fear	0
-aby	joy	0
-aby	negative	0
-aby	positive	0
-aby	sadness	0
-aby	surprise	0
-aby	trust	0
-abysmal	anger	0
-abysmal	anticipation	0
-abysmal	disgust	0
-abysmal	fear	0
-abysmal	joy	0
-abysmal	negative	1
-abysmal	positive	0
-abysmal	sadness	1
-abysmal	surprise	0
-abysmal	trust	0
-abyss	anger	0
-abyss	anticipation	0
-abyss	disgust	0
-abyss	fear	1
-abyss	joy	0
-abyss	negative	1
-abyss	positive	0
-abyss	sadness	1
-abyss	surprise	0
-abyss	trust	0
-academic	anger	0
-academic	anticipation	0
-academic	disgust	0
-academic	fear	0
-academic	joy	0
-academic	negative	0
-academic	positive	1
-academic	sadness	0
-academic	surprise	0
-academic	trust	1
-academy	anger	0
-academy	anticipation	0
-academy	disgust	0
-academy	fear	0
-academy	joy	0
-academy	negative	0
-academy	positive	1
-academy	sadness	0
-academy	surprise	0
-academy	trust	0
-accede	anger	0
-accede	anticipation	0
-accede	disgust	0
-accede	fear	0
-accede	joy	0
-accede	negative	0
-accede	positive	0
-accede	sadness	0
-accede	surprise	0
-accede	trust	0
-accelerate	anger	0
-accelerate	anticipation	1
-accelerate	disgust	0
-accelerate	fear	0
-accelerate	joy	0
-accelerate	negative	0
-accelerate	positive	0
-accelerate	sadness	0
-accelerate	surprise	0
-accelerate	trust	0
-acceleration	anger	0
-acceleration	anticipation	0
-acceleration	disgust	0
-acceleration	fear	0
-acceleration	joy	0
-acceleration	negative	0
-acceleration	positive	0
-acceleration	sadness	0
-acceleration	surprise	0
-acceleration	trust	0
-accent	anger	0
-accent	anticipation	0
-accent	disgust	0
-accent	fear	0
-accent	joy	0
-accent	negative	0
-accent	positive	0
-accent	sadness	0
-accent	surprise	0
-accent	trust	0
-accentuate	anger	0
-accentuate	anticipation	0
-accentuate	disgust	0
-accentuate	fear	0
-accentuate	joy	0
-accentuate	negative	0
-accentuate	positive	0
-accentuate	sadness	0
-accentuate	surprise	0
-accentuate	trust	0
-accept	anger	0
-accept	anticipation	0
-accept	disgust	0
-accept	fear	0
-accept	joy	0
-accept	negative	0
-accept	positive	0
-accept	sadness	0
-accept	surprise	0
-accept	trust	0
-acceptable	anger	0
-acceptable	anticipation	0
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-youth	disgust	0
-youth	fear	1
-youth	joy	1
-youth	negative	0
-youth	positive	1
-youth	sadness	0
-youth	surprise	1
-youth	trust	0
-zany	anger	0
-zany	anticipation	0
-zany	disgust	0
-zany	fear	0
-zany	joy	0
-zany	negative	0
-zany	positive	0
-zany	sadness	0
-zany	surprise	1
-zany	trust	0
-zap	anger	0
-zap	anticipation	0
-zap	disgust	0
-zap	fear	0
-zap	joy	0
-zap	negative	0
-zap	positive	0
-zap	sadness	0
-zap	surprise	0
-zap	trust	0
-zeal	anger	0
-zeal	anticipation	1
-zeal	disgust	0
-zeal	fear	0
-zeal	joy	1
-zeal	negative	0
-zeal	positive	1
-zeal	sadness	0
-zeal	surprise	1
-zeal	trust	1
-zealot	anger	0
-zealot	anticipation	0
-zealot	disgust	0
-zealot	fear	0
-zealot	joy	0
-zealot	negative	0
-zealot	positive	0
-zealot	sadness	0
-zealot	surprise	0
-zealot	trust	0
-zealous	anger	0
-zealous	anticipation	0
-zealous	disgust	0
-zealous	fear	0
-zealous	joy	1
-zealous	negative	0
-zealous	positive	1
-zealous	sadness	0
-zealous	surprise	0
-zealous	trust	1
-zebra	anger	0
-zebra	anticipation	0
-zebra	disgust	0
-zebra	fear	0
-zebra	joy	0
-zebra	negative	0
-zebra	positive	0
-zebra	sadness	0
-zebra	surprise	0
-zebra	trust	0
-zenith	anger	0
-zenith	anticipation	0
-zenith	disgust	0
-zenith	fear	0
-zenith	joy	0
-zenith	negative	0
-zenith	positive	0
-zenith	sadness	0
-zenith	surprise	0
-zenith	trust	0
-zephyr	anger	0
-zephyr	anticipation	0
-zephyr	disgust	0
-zephyr	fear	0
-zephyr	joy	0
-zephyr	negative	0
-zephyr	positive	0
-zephyr	sadness	0
-zephyr	surprise	0
-zephyr	trust	0
-zeppelin	anger	0
-zeppelin	anticipation	0
-zeppelin	disgust	0
-zeppelin	fear	0
-zeppelin	joy	0
-zeppelin	negative	0
-zeppelin	positive	0
-zeppelin	sadness	0
-zeppelin	surprise	0
-zeppelin	trust	0
-zest	anger	0
-zest	anticipation	1
-zest	disgust	0
-zest	fear	0
-zest	joy	1
-zest	negative	0
-zest	positive	1
-zest	sadness	0
-zest	surprise	0
-zest	trust	1
-zip	anger	0
-zip	anticipation	0
-zip	disgust	0
-zip	fear	0
-zip	joy	0
-zip	negative	1
-zip	positive	0
-zip	sadness	0
-zip	surprise	0
-zip	trust	0
-zodiac	anger	0
-zodiac	anticipation	0
-zodiac	disgust	0
-zodiac	fear	0
-zodiac	joy	0
-zodiac	negative	0
-zodiac	positive	0
-zodiac	sadness	0
-zodiac	surprise	0
-zodiac	trust	0
-zone	anger	0
-zone	anticipation	0
-zone	disgust	0
-zone	fear	0
-zone	joy	0
-zone	negative	0
-zone	positive	0
-zone	sadness	0
-zone	surprise	0
-zone	trust	0
-zoo	anger	0
-zoo	anticipation	0
-zoo	disgust	0
-zoo	fear	0
-zoo	joy	0
-zoo	negative	0
-zoo	positive	0
-zoo	sadness	0
-zoo	surprise	0
-zoo	trust	0
-zoological	anger	0
-zoological	anticipation	0
-zoological	disgust	0
-zoological	fear	0
-zoological	joy	0
-zoological	negative	0
-zoological	positive	0
-zoological	sadness	0
-zoological	surprise	0
-zoological	trust	0
-zoology	anger	0
-zoology	anticipation	0
-zoology	disgust	0
-zoology	fear	0
-zoology	joy	0
-zoology	negative	0
-zoology	positive	0
-zoology	sadness	0
-zoology	surprise	0
-zoology	trust	0
-zoom	anger	0
-zoom	anticipation	0
-zoom	disgust	0
-zoom	fear	0
-zoom	joy	0
-zoom	negative	0
-zoom	positive	0
-zoom	sadness	0
-zoom	surprise	0
-zoom	trust	0
diff --git a/Emotion Analysis/README.md b/Emotion Analysis/README.md
deleted file mode 100644
index ca92d050..00000000
--- a/Emotion Analysis/README.md	
+++ /dev/null
@@ -1 +0,0 @@
-IMDB dataset link = ```https://drive.google.com/file/d/1sTNAeuy-99Hao0V5AOVznLXyDJC2zuFn/view?usp=sharing```