ToneAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(r'tone_v1.txt','r',encoding='utf-8') as file:\n",
    "    lines = file.readlines()\n",
    "    data = [line.strip().split('||') for line in lines]\n",
    "\n",
    "df=pd.DataFrame(data,columns=['Messages','Sentiment'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Messages</th>\n",
       "      <th>Sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Your creativity is truly inspiring</td>\n",
       "      <td>Appreciative.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Thank you for always being so kind and thought...</td>\n",
       "      <td>Appreciative.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Your positivity is infectious</td>\n",
       "      <td>Appreciative.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Your hard work and dedication are truly impres...</td>\n",
       "      <td>Appreciative.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Your kindness and generosity are truly appreci...</td>\n",
       "      <td>Appreciative.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Messages       Sentiment\n",
       "0                Your creativity is truly inspiring    Appreciative.\n",
       "1  Thank you for always being so kind and thought...   Appreciative.\n",
       "2                     Your positivity is infectious    Appreciative.\n",
       "3  Your hard work and dedication are truly impres...   Appreciative.\n",
       "4  Your kindness and generosity are truly appreci...   Appreciative."
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Messages</th>\n",
       "      <th>Sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3351</th>\n",
       "      <td>Sorry, but I don't believe you.</td>\n",
       "      <td>Caustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3352</th>\n",
       "      <td>I'm not going to pretend to be someone I'm not...</td>\n",
       "      <td>Caustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3353</th>\n",
       "      <td>Did you really just say that to my face?</td>\n",
       "      <td>Caustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3354</th>\n",
       "      <td>I don't owe you anything, so don't expect me t...</td>\n",
       "      <td>Caustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3355</th>\n",
       "      <td>Sorry, but I'm not interested in your opinion.</td>\n",
       "      <td>Caustic</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Messages Sentiment\n",
       "3351                   Sorry, but I don't believe you.    Caustic\n",
       "3352  I'm not going to pretend to be someone I'm not...   Caustic\n",
       "3353          Did you really just say that to my face?    Caustic\n",
       "3354  I don't owe you anything, so don't expect me t...   Caustic\n",
       "3355    Sorry, but I'm not interested in your opinion.    Caustic"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Messages     object\n",
       "Sentiment    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Messages     0\n",
       "Sentiment    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Visualization Of Null Values'}>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAGzCAYAAAA8I13DAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACIQElEQVR4nOzde1yP9//48ce7dKKTTspEaIs2RCzZ5pgKM405NsccVzZsRpvjfLZMDNuM+cywWWPZnA3RwsgpmsNoY+KLclgqQsfr90e/ro+3it55v9Pa8/69XbeP93W9rtf1ut7at6fX6alRFEVBCCGEEKIKMHrSDRBCCCGE0BcJbIQQQghRZUhgI4QQQogqQwIbIYQQQlQZEtgIIYQQosqQwEYIIYQQVYYENkIIIYSoMiSwEUIIIUSVIYGNEEIIIaoMCWyEQa1YsQKNRkNycnKla0f79u1p3759hbflST23vP7880/8/f2xsbFBo9Gwfv36Cm9DcnIyGo2GFStWqOdmzJiBRqOp8LZUlp9pIUTJJLAROnnllVeoXr06t27dKrVMcHAwpqam/P333xXYssrl999/Z8aMGZXyl9/FixcZPXo0bm5umJmZ4eTkRFBQEPv27Sux/ODBgzlx4gQffvgh3377LS1btiyxXFHwodFo+PHHH4tdLwpEbty4odf3KU1ubi4ODg68+OKLpZZRFAVXV1datGhRIW0SQhieBDZCJ8HBwdy9e5d169aVeP3OnTts2LCBwMBA7O3tGThwIHfv3qVevXoV3NJH27FjBzt27DBI3b///jszZ84sMbAx5HMfZd++fTRp0oTvv/+eXr168cUXX/DWW29x6tQpXnrpJT777DOt8nfv3iU+Pp6QkBDCwsJ4/fXXqVOnziOf88EHH/Ck09CZmJjQu3dv9u/fz4ULF0oss2fPHi5dusTrr79ewa0TQhiKBDZCJ6+88gpWVlZERUWVeH3Dhg1kZWURHBwMgLGxMebm5k9kyOBRTE1NMTU1/dc89+bNm7z22mtYWFhw9OhR5s2bR0hICO+//z7Hjx/nxRdfZNy4cezfv1+95/r16wDY2tqW+TleXl4cP3681OC3IgUHB6MoCt9//32J16OiojAyMqJfv34V3DIhhKFIYCN0YmFhQc+ePdm1axfXrl0rdj0qKgorKyteeeUVoOT5CEeOHCEgIAAHBwcsLCyoX78+w4YNU6/HxcWh0WiIi4vTqrukeRbHjx9nyJAhNGjQAHNzc5ydnRk2bFiZhsEenOvi5uamDqU8eBS15cKFC7zxxht4eHhgYWGBvb09vXv31nq/FStW0Lt3bwA6dOhQrI6S5thcu3aNkJAQatWqhbm5Oc2aNWPlypUlvv/cuXNZunQpDRs2xMzMjFatWnH48OFHvu+XX35JamoqkZGRNGzYUOuahYUFK1euRKPR8MEHHwCFQ0dFPW0TJ05Eo9Hg5ub2yOf069ePZ555pky9Nm5ubgwZMqTYeX3NQ3rhhRdwc3MrMRDPzc1l7dq1dOjQgdq1az/Wz5JGo2HGjBnFzpf0funp6YwbNw5XV1fMzMxwd3fn448/pqCgQKvc6tWr8fb2xsrKCmtra5o0acLChQt1en8h/o2qPekGiH+e4OBgVq5cyQ8//EBYWJh6Pi0tje3bt9O/f38sLCxKvPfatWv4+/vj6OjI5MmTsbW1JTk5mZ9++qlcbYmJieGvv/5i6NChODs7c+rUKZYuXcqpU6c4cOCATj1FCxYs4Pbt21rn5s+fT2JiIvb29gAcPnyY/fv3069fP+rUqUNycjKLFy+mffv2/P7771SvXp22bdvy5ptv8umnn/Lee+/RuHFjAPV/H3T37l3at2/P2bNnCQsLo379+kRHRzNkyBDS09N56623tMpHRUVx69YtRo0ahUajYc6cOfTs2ZO//voLExOTUt9v06ZNmJub06dPnxKv169fnxdffJHY2Fju3r1Lz549sbW1Zfz48fTv35+uXbtiaWn5yO/R2NiYKVOmMGjQINatW0fPnj0feY+haDQaBgwYwEcffcSpU6d49tln1Wvbtm0jLS1N7V3U589Sae7cuUO7du24fPkyo0aNom7duuzfv5/w8HBSUlJYsGCB2pb+/fvTqVMnPv74YwBOnz7Nvn37iv08CCEeoAiho7y8PMXFxUXx9fXVOr9kyRIFULZv366eW758uQIo58+fVxRFUdatW6cAyuHDh0ut/5dfflEA5ZdfftE6f/78eQVQli9frp67c+dOsfu///57BVD27NlTajsURVHatWuntGvXrtR2/PDDDwqgfPDBBw99Xnx8vAIo33zzjXouOjq6xHco6bkLFixQAGXVqlXquZycHMXX11extLRUMjMztd7f3t5eSUtLU8tu2LBBAZRNmzaV+i6Koii2trZKs2bNHlrmzTffVADl+PHjWs+MjIx86H0Pls3Ly1OefvpppVmzZkpBQYGiKIoyffp0BVCuX7+u3lOvXj1l8ODBxep68Dsq6e++qL5HOXXqlAIo4eHhWuf79eunmJubKxkZGYqiPN7PEqBMnz692P0Pvt+sWbOUGjVqKH/88YdWucmTJyvGxsbKxYsXFUVRlLfeekuxtrZW8vLyHvl+QghtMhQldGZsbEy/fv2Ij4/XGoKJioqiVq1adOrUqdR7i+ZqbN68mdzc3Mduy/09Q/fu3ePGjRu0bt0agKNHj5a73t9//51hw4bRo0cPpkyZUuLzcnNz+fvvv3F3d8fW1rbcz9u6dSvOzs70799fPWdiYsKbb77J7du32b17t1b5vn37UrNmTfXzSy+9BMBff/310OfcunULKyurh5Ypup6ZmanTOzyoqNfmt99+eyLLw+/n6elJ8+bNWb16tXouKyuLjRs38vLLL2NtbQ0Y7mfpftHR0bz00kvUrFmTGzduqIefnx/5+fns2bMHKPzvJCsri5iYGL08V4h/EwlsRLkUdd8XzV24dOkSe/fupV+/fhgbG5d6X7t27ejVqxczZ87EwcGBHj16sHz5crKzs8vVjrS0NN566y1q1aqFhYUFjo6O1K9fH4CMjIxy1ZmZmUnPnj156qmn+Oabb7SGIO7evcu0adPU+REODg44OjqSnp5e7udduHCBp59+GiMj7f8ci4auHlzRU7duXa3PRUHOzZs3H/ocKyurhy7TB9TrjwqAyiI4OBh3d/dKsUIqODiY8+fPqxOj169fz507d9SfYzDMz9KD/vzzT7Zt24ajo6PW4efnB6DOW3vjjTd45pln6NKlC3Xq1GHYsGFs27ZNL20QoqqTOTaiXLy9vWnUqBHff/897733Ht9//z2Komj9oiiJRqNh7dq1HDhwgE2bNrF9+3aGDRvGvHnzOHDgAJaWlqXOZcjPzy92rk+fPuzfv5+JEyfi5eWFpaUlBQUFBAYGFpuMWVZDhgzhypUrHDp0SP3XfJGxY8eyfPlyxo0bh6+vr7ppXb9+/cr9PF2VFjg+Knho3Lgxx44dIzs7GzMzsxLLHD9+HBMTE55++mm9tHPKlCkMGTKEDRs2lFjmYX/XDwuQddW/f3/effddoqKiaNOmDVFRUdSsWZOuXbuqZQzxs/Tgz2xBQQGdO3fm3XffLbH8M888A4CTkxOJiYls376dn3/+mZ9//pnly5czaNCgYpPKhRDaJLAR5RYcHMzUqVM5fvw4UVFRPP3007Rq1apM97Zu3ZrWrVvz4YcfEhUVRXBwMKtXr2b48OFqD0R6errWPQ/2XNy8eZNdu3Yxc+ZMpk2bpp7/888/y/1Os2fPZv369fz00080atSo2PW1a9cyePBg5s2bp567d+9esbbqMtG0Xr16HD9+nIKCAq1emzNnzqjX9eHll18mPj6e6OjoEvdtSU5OZu/evfj5+ZU6+VtXr7/+Ov/5z3+YOXOmulLufjVr1iz23UHh33WDBg300gaA2rVr06FDB6Kjo5k6dSoxMTEMGTJEXXb/uD9LJb1HTk4OKSkpWucaNmzI7du31R6ahzE1NaV79+50796dgoIC3njjDb788kumTp2Ku7t7mdolxL+RDEWJcivqnZk2bRqJiYmP7K2Bwl8gD/YseHl5AajDUfXq1cPY2Fidb1Dkiy++0Ppc9C/6B+srWlmiq507dzJlyhTef/99goKCSixjbGxc7HmfffZZsX+Z16hRAygenJWka9eupKamsmbNGvVcXl4en332GZaWlrRr1063FynFqFGjcHJyYuLEicXm49y7d4+hQ4eiKIrWL/bHVdRrk5iYyMaNG4tdb9iwIQcOHCAnJ0c9t3nzZv7v//5Pb20oEhwczLVr1xg1ahS5ublaP6+P+7PUsGHDYj+vS5cuLfZz0adPH+Lj49m+fXuxOtLT08nLywMotsTcyMiIpk2bApR72FaIfwvpsRHlVr9+fdq0aaMOM5QlsFm5ciVffPEFr776Kg0bNuTWrVv897//xdraWh0WsLGxoXfv3nz22WdoNBoaNmzI5s2bi+2bY21tTdu2bZkzZw65ubk89dRT7Nixg/Pnz5frffr374+joyNPP/00q1at0rrWuXNnatWqxcsvv8y3336LjY0Nnp6exMfHs3PnTnU5eBEvLy+MjY35+OOPycjIwMzMjI4dO+Lk5FTsuSNHjuTLL79kyJAhJCQk4Obmxtq1a9m3bx8LFizQy3wXAHt7e9auXUu3bt1o0aIFw4cPx9PTk9TUVFasWMHZs2dZuHAhbdq00cvzigQHBzNr1iwSExOLXRs+fDhr164lMDCQPn36cO7cOVatWlVsnx196NWrF2+88QYbNmzA1dWVtm3bqtce92dp+PDhjB49ml69etG5c2d+++03tm/fjoODg1a5iRMnqpOWhwwZgre3N1lZWZw4cYK1a9eSnJyMg4MDw4cPJy0tjY4dO1KnTh0uXLjAZ599hpeXV6nbBggh/r8ntyBLVAWLFi1SAOX5558v8fqDS2OPHj2q9O/fX6lbt65iZmamODk5KS+//LJy5MgRrfuuX7+u9OrVS6levbpSs2ZNZdSoUcrJkyeLLfm9dOmS8uqrryq2traKjY2N0rt3b+XKlSvFlt+WZbk3UOpRtGz75s2bytChQxUHBwfF0tJSCQgIUM6cOVPisuX//ve/SoMGDRRjY2OtOkpaZn716lW1XlNTU6VJkyZa76koD196/eD7Psz58+eVESNGKHXr1lVMTEwUBwcH5ZVXXlH27t1bYtnSnqlL2aLvnweWeyuKosybN0956qmnFDMzM+WFF15Qjhw5otfl3vfr3bu3AijvvvtusWuP87OUn5+vTJo0SXFwcFCqV6+uBAQEKGfPni3x5+LWrVtKeHi44u7urpiamioODg5KmzZtlLlz5yo5OTmKoijK2rVrFX9/f8XJyUkxNTVV6tatq4waNUpJSUnR6X2F+DfSKMoTXq4ghBBCCKEnMsdGCCGEEFVGpQ9sFi1ahJubG+bm5vj4+HDo0KEn3SQhhBBCVFKVOrBZs2YNEyZMYPr06Rw9epRmzZoREBBQYvJFIYQQQohKHdh88sknjBgxgqFDh+Lp6cmSJUuoXr06X3/99ZNumhBCCPGPossIyKlTp+jVqxdubm5oNJpStz54VJ337t0jNDQUe3t7LC0t6dWrF1evXtXnaxVTaQObnJwcEhIStDayMjIyws/Pj/j4+CfYMiGEEOKfRdcRkDt37tCgQQNmz56Ns7NzuescP348mzZtIjo6mt27d3PlyhV69uxpkHdUPellWaW5fPmyAij79+/XOj9x4sRSlxYLIYQQorjnn39eCQ0NVT/n5+crtWvXViIiIh55b7169ZT58+frXGd6erpiYmKiREdHq2VOnz6tAEp8fPxjvM3DVdoeG11lZ2eTmZmpdcgOnUIIIaoiXX7nGWIEpCx1JiQkkJubq1WmUaNG1K1b16AjL5V252EHBweMjY2LjcVdvXq1xG6xiIgIZs6cqXXu/fffY8qUKQZtpxBCiKrB3Fw/OdIeptGI2nqpp99TI4v9zps+fTozZswoVvbGjRvk5+dTq1YtrfO1atVSc9Lpqix1pqamYmpqiq2tbbEyqamp5XpuWVTawMbU1BRvb2927dql5u0pKChg165dhIWFFSsfHh7OhAkTtM4pSsVkWxZCCCHKQqOncZKSfueZmZnpp/J/uEob2ABMmDCBwYMH07JlS55//nkWLFhAVlYWQ4cOLVbWzMys2F/qvXt3K6qpQgghRIUp6XdeaXQdAdFXnc7OzuTk5JCenq7Va/M4zy2LSj3Hpm/fvsydO5dp06bh5eVFYmIi27ZtK9b1JYQQQvwTGBlp9HLo4v4RkCJFIyC+vr7leo+y1Ont7Y2JiYlWmaSkJC5evFju55ZFpe6xAQgLCytx6EkIIYT4p9HoFpPozaNGQAYNGsRTTz1FREQEUDg5+Pfff1f/fPnyZRITE7G0tMTd3b1MddrY2BASEsKECROws7PD2tqasWPH4uvrS+vWrQ32rpU+sBFCCCGqCqMnNE7St29frl+/zrRp00hNTcXLy0trBOTixYsY3de4K1eu0Lx5c/Xz3LlzmTt3Lu3atSMuLq5MdQLMnz8fIyMjevXqRXZ2NgEBAXzxxRcGfdcqnd1b5tgIIYQoq4pYFdU07Cm91HP888t6qacqkh4bIYQQooJodJwfI3QngY0QQghRQZ7UUNS/iUG+4j179tC9e3dq166NRqNh/fr1WtdnzJhBo0aNqFGjBjVr1sTPz4+DBw9qlUlLSyM4OBhra2tsbW0JCQnh9u3bhmiuEEIIIaoIgwQ2WVlZNGvWjEWLFpV4/ZlnnuHzzz/nxIkT/Prrr7i5ueHv78/169fVMsHBwZw6dYqYmBg2b97Mnj17GDlypCGaK4QQQlQIjZF+DlE6g08e1mg0rFu3Tt09uCSZmZnY2Niwc+dOOnXqxOnTp/H09OTw4cO0bNkSgG3bttG1a1cuXbpE7dpl25JaJg8LIYQoq4qYPNzybVe91HNk3v/ppZ6q6InHfTk5OSxduhQbGxuaNWsGQHx8PLa2tmpQA+Dn54eRkVGxISshhBBCiCJPbPLw5s2b6devH3fu3MHFxYWYmBgcHByAwsRZTk5OWuWrVauGnZ1dqYmzsrOzi2U2VZQCyZ0hhBCi0pBhJMN7Yl9xhw4dSExMZP/+/QQGBtKnTx+uXbtW7voiIiKwsbHROiIjI/XYYiGEEOLxGBnp5xCle2JfT40aNXB3d6d169YsW7aMatWqsWzZMqAwcdaDQU5eXh5paWmlJs4KDw8nIyND65g4caLB30MIIYQQlUel2cemoKBAHUry9fUlPT2dhIQEvL29AYiNjaWgoAAfH58S75fs3kIIISo7GYoyPIMENrdv3+bs2bPq5/Pnz5OYmIidnR329vZ8+OGHvPLKK7i4uHDjxg0WLVrE5cuX6d27NwCNGzcmMDCQESNGsGTJEnJzcwkLC6Nfv35lXhElhBBCVDa6ZuYWujNIYHPkyBE6dOigfp4wYQIAgwcPZsmSJZw5c4aVK1dy48YN7O3tadWqFXv37uXZZ59V7/nuu+8ICwujU6dOagKtTz/91BDNFUIIISrEk8ru/W8iSTCFEEIIKmYfmxem1NVLPfv+c1Ev9VRFlWaOjRBCCFHVyYomw5PARgghhKggkt3b8CR2FEIIIUSVoffAJiIiglatWmFlZYWTkxNBQUEkJSUVKxcfH0/Hjh2pUaMG1tbWtG3blrt3/zcnRrJ7CyGEqGpkgz7D0/vXs3v3bkJDQzlw4AAxMTHk5ubi7+9PVlaWWiY+Pp7AwED8/f05dOgQhw8fJiwsDKP7/rYku7cQQoiqRrJ7G57BV0Vdv34dJycndu/eTdu2bQFo3bo1nTt3ZtasWSXeI9m9hRBCVLSKWBXV4T/19FLPL1Mu6KWeqsjgcV9GRgYAdnZ2AFy7do2DBw/i5OREmzZtqFWrFu3atePXX39V75Hs3kIIIaoiI41GL4conUEDm4KCAsaNG8cLL7zAc889B8Bff/0FwIwZMxgxYgTbtm2jRYsWdOrUiT///BMof3bvzMxMrePBbN9CCCHEkyRDUYZn0K8nNDSUkydPsnr1avVcQUEBAKNGjWLo0KE0b96c+fPn4+Hhwddff13uZ0l2byGEEEIYbB+bsLAwddJvnTp11PMuLi4AeHp6apVv3LgxFy8W7qRY3uzeRakbiihKwWO/hxBCCKEvsqLJ8PT+FSuKQlhYGOvWrSM2Npb69etrXXdzc6N27drFloD/8ccf1KtXOKnq/uzeRcqS3dva2lrreDDbtxBCCPEkaYw0ejlE6fTeYxMaGkpUVBQbNmzAyspKnRNjY2ODhYUFGo2GiRMnMn36dJo1a4aXlxcrV67kzJkzrF27FpDs3kIIIaom6bExPL0HNosXLwagffv2WueXL1/OkCFDABg3bhz37t1j/PjxpKWl0axZM2JiYmjYsKFaXrJ7CyGEEEJXkt1bCCGEoGL2sen6Sf1HFyqDrRPO66WeqkiSYAohhBAVxEjmxxicjPYJIYQQosqQHhshhBCigsjmeoan96948eLFNG3aVF1y7evry88//6xeP3fuHK+++iqOjo5YW1vTp08frl69qlWHZPYWQghRFRkZafRyiNLpPbCpU6cOs2fPJiEhgSNHjtCxY0d69OjBqVOnyMrKwt/fH41GQ2xsLPv27SMnJ4fu3burOxKDZPYWQgghRPlUyKooOzs7IiMjcXV1pUuXLty8eRNra2ugMElmzZo12bFjB35+fnrL7A2yKkoIIUTZVcSqqFcXueulnnWhZ/VST1Vk0NG+/Px8Vq9eTVZWFr6+vmRnZ6PRaLR2BDY3N8fIyEjN7i2ZvYUQQlRVMhRleAYJbE6cOIGlpSVmZmaMHj2adevW4enpSevWralRowaTJk3izp07ZGVl8c4775Cfn09KSgpQvszeQgghhBBgoMDGw8ODxMREDh48yJgxYxg8eDC///47jo6OREdHs2nTJiwtLbGxsSE9PZ0WLVpg9Jj7TGdnZ5OZmal1ZGdn6+mNhBBCiMf3JHtsFi1ahJubG+bm5vj4+HDo0KGHlo+OjqZRo0aYm5vTpEkTtm7dqnVdo9GUeERGRqpl3Nzcil2fPXt2udpfVgYJbExNTXF3d8fb25uIiAiaNWvGwoULAfD39+fcuXNcu3aNGzdu8O2333L58mUaNGgAlC+zN0BERAQ2NjZax/1frhBCCPGkGWmM9HLoas2aNUyYMIHp06dz9OhRmjVrRkBAQLHft0X2799P//79CQkJ4dixYwQFBREUFMTJkyfVMikpKVrH119/jUajoVevXlp1ffDBB1rlxo4dq3P7dVEhk4c7duxI3bp1WbFiRbFrsbGx6qRhDw8PdfLwkSNH8Pb2BmDHjh0EBgY+dPJwdnZ2sR4aRSmQDN9CCCHKpCImD/f/qrFe6vl++Gmdyvv4+NCqVSs+//xzAAoKCnB1dWXs2LFMnjy5WPm+ffuSlZXF5s2b1XOtW7fGy8uLJUuWlPiMoKAgbt26xa5du9Rzbm5ujBs3jnHjxunU3seh9x6b8PBw9uzZQ3JyMidOnCA8PJy4uDiCg4OBwmSYBw4c4Ny5c6xatYrevXszfvx4PDw8AO3M3ocOHWLfvn1lyuxtZmam7p1TdEhQI4QQoirSZfpFTk4OCQkJ+Pn5qeeMjIzw8/MjPj6+xHvi4+O1ygMEBASUWv7q1ats2bKFkJCQYtdmz56Nvb09zZs3JzIykry8vLK+Zrnofefha9euMWjQIFJSUrCxsaFp06Zs376dzp07A5CUlER4eDhpaWm4ubnx/vvvM378eK06JLO3EEKIqkhfK5oiIiKYOXOm1rnp06czY8aMYmVv3LhBfn4+tWrV0jpfq1Ytzpw5U2L9qampJZYvbRHPypUrsbKyomfPnlrn33zzTVq0aIGdnR379+8nPDyclJQUPvnkk0e9YrnpPbBZtmzZQ6/Pnj37kROH7OzsiIqK0mezhBBCiCfOSKOfwCY8PJwJEyZonXuSoxRff/01wcHBmJuba52/v41NmzbF1NSUUaNGERERYbD2Sq4oIYQQ4h/GzMyszIGBg4MDxsbGxdIXXb16tdRFOc7OzmUuv3fvXpKSklizZs0j2+Lj40NeXh7JycnqFBR9k3RcQgghRAUxMjLSy6ELU1NTvL29tSb1FhQUsGvXLnx9fUu8x9fXV6s8QExMTInlly1bhre3N82aNXtkWxITEzEyMiq2X50+SY+NEEIIUUGe1K7BEyZMYPDgwbRs2ZLnn3+eBQsWkJWVxdChQwEYNGgQTz31FBEREQC89dZbtGvXjnnz5tGtWzdWr17NkSNHWLp0qVa9mZmZREdHM2/evGLPjI+P5+DBg3To0AErKyvi4+MZP348r7/+OjVr1jTYu0pgI4QQQlRxffv25fr160ybNo3U1FS8vLzYtm2bOkH44sWLWj1Bbdq0ISoqiilTpvDee+/x9NNPs379ep577jmtelevXo2iKPTv37/YM83MzFi9ejUzZswgOzub+vXrM378+GJzg/RN7/vYzJgxo9hMbQ8PD86cOUNaWhrTp09nx44dXLx4EUdHR4KCgpg1axY2NjZq+YsXLzJmzBh++eUXLC0tGTx4MBEREVSrplscJkkwhRBClFVF7GMTsurRwzVlsez13/RST1VkkB6bZ599lp07d/7vIf8/ILly5QpXrlxh7ty5eHp6cuHCBUaPHs2VK1dYu3YtUJg4s1u3bjg7O7N//35SUlIYNGgQJiYmfPTRR4ZorhBCCFEhJIGl4RkksKlWrVqJM6efe+45fvzxR/Vzw4YN+fDDD3n99dfJy8ujWrVq7Nixg99//52dO3dSq1YtvLy8mDVrFpMmTWLGjBmYmpoaoslCCCGEqAIMsirqzz//pHbt2jRo0IDg4GAuXrxYatmMjAysra3VXp34+HiaNGmitTFQQEAAmZmZnDp1yhDNFUIIISrEk1gV9W+j9x4bHx8fVqxYgYeHBykpKcycOZOXXnqJkydPYmVlpVX2xo0bzJo1i5EjR6rnStvtsOhaaSRXlBBCiMpOo6cN+kTp9B72denShd69e9O0aVMCAgLYunUr6enp/PDDD1rlMjMz6datG56eniVuAa0rye4thBCisjMy0ujlEKUz+HJvW1tbnnnmGc6ePaueu3XrFoGBgVhZWbFu3TpMTEzUa87Ozhw6dEirjqLdD0vbIRFK3l5aUQr08QpCCCGE+Icw+EDd7du3OXfuHC4uLkBhT42/vz+mpqZs3LixWF4JX19fTpw4wbVr19RzMTExWFtb4+npWepzJLu3EEKIyk56bAxP74HNO++8w+7du0lOTmb//v28+uqrGBsb079/fzWoycrKYtmyZWRmZpKamkpqair5+fkA+Pv74+npycCBA/ntt9/Yvn07U6ZMITQ0VAIVIYQQ/2hGGiO9HKJ0eh+KunTpEv379+fvv//G0dGRF198kQMHDuDo6EhcXBwHDx4EwN3dXeu+8+fP4+bmhrGxMZs3b2bMmDH4+vpSo0YNBg8ezAcffKDvpgohhBCiitH7zsOView8LIQQoqwqYufhcetb66WeBUEH9FJPVSS5ooQQQogKYiTLvQ1OBuqEEEIIUWVIj40QQghRQWRFk+EZpMfm8uXLvP7669jb22NhYUGTJk04cuSIen3IkCFoNBqtIzAwUKuOtLQ0goODsba2xtbWlpCQEG7fvm2I5gohhBAVQlIqGJ7ee2xu3rzJCy+8QIcOHfj5559xdHTkzz//pGbNmlrlAgMDWb58ufr5waXcwcHBpKSkEBMTQ25uLkOHDmXkyJFERUXpu8lCCCGEqCL0Hth8/PHHuLq6agUt9evXL1bOzMys1J2ET58+zbZt2zh8+DAtW7YE4LPPPqNr167MnTuX2rVr67vZQgghhMHJ5GHD03t/1saNG2nZsiW9e/fGycmJ5s2b89///rdYubi4OJycnPDw8GDMmDH8/fff6rX4+HhsbW3VoAbAz88PIyMjdR8cIYQQ4p9Gdh42PL332Pz1118sXryYCRMm8N5773H48GHefPNNTE1NGTx4MFA4DNWzZ0/q16/PuXPneO+99+jSpQvx8fEYGxuTmpqKk5OTdkOrVcPOzq7UDN+S3VsIIURlJ0GJ4ek9sCkoKKBly5Z89NFHADRv3pyTJ0+yZMkSNbDp16+fWr5JkyY0bdqUhg0bEhcXR6dOncr13IiICGbOnKl17v3332PKlCnlfBMhhBBC/NPofSjKxcWlWLLKxo0bc/HixVLvadCgAQ4ODmoGcGdnZ60kmAB5eXmkpaWVOi8nPDycjIwMrWPixImP+TZCCCGE/kiuKMPTe4/NCy+8QFJSkta5P/74g3r16pV6z6VLl/j777/VDOC+vr6kp6eTkJCAt7c3ALGxsRQUFODj41NiHWZmZsWGnSSlghBCiMpEhqIMT+9h3/jx4zlw4AAfffQRZ8+eJSoqiqVLlxIaGgrA7du3mThxIgcOHCA5OZldu3bRo0cP3N3dCQgIAAp7eAIDAxkxYgSHDh1i3759hIWF0a9fP1kRJYQQQohS6T2wadWqFevWreP777/nueeeY9asWSxYsIDg4GAAjI2NOX78OK+88grPPPMMISEheHt7s3fvXq0el++++45GjRrRqVMnunbtyosvvsjSpUv13VwhhBCiwhhpjPVyiNJJdm8hhBCCisnu/Z+4AL3UM6X9dr3UUxXJDCQhhBBCVBmSBFMIIYSoIMYyjGRwEtgIIYQQFcTISAIbQ9P7UJSbm1uxzN0ajUZdFZWamsrAgQNxdnamRo0atGjRgh9//FGrDsnsLYQQQojy0HuPzeHDh8nPz1c/nzx5ks6dO9O7d28ABg0aRHp6Ohs3bsTBwYGoqCj69OnDkSNHaN68OSCZvYUQQlRNsqLJ8Ay+KmrcuHFs3ryZP//8E41Gg6WlJYsXL2bgwIFqGXt7ez7++GOGDx/O6dOn8fT01MrsvW3bNrp27cqlS5d02sdGVkUJIYQoq4pYFTVvf0+91PN2m5/0Uk9VZNBVUTk5OaxatYphw4ah+f+p2tu0acOaNWtIS0ujoKCA1atXc+/ePdq3bw9IZm8hhBBVl7HGWC+HKJ1BJw+vX7+e9PR0hgwZop774Ycf6Nu3L/b29lSrVo3q1auzbt063N3dAcqV2VsIIYQQAgwc2CxbtowuXbpoDR9NnTqV9PR0du7ciYODA+vXr6dPnz7s3buXJk2alPtZ2dnZZGdna51TlIJi+aOEEEKIJ0VWRRmewYaiLly4wM6dOxk+fLh67ty5c3z++ed8/fXXdOrUiWbNmjF9+nRatmzJokWLgPJl9gaIiIjAxsZG64iMjDTMywkhhBDlINm9Dc9gPTbLly/HycmJbt26qefu3LkDgJGR9l+KsbExBQUFQPkyewOEh4czYcIErXOKUqCXdxFCCCHEP4NBwr6CggKWL1/O4MGDqVbtf7FTo0aNcHd3Z9SoURw6dIhz584xb948YmJiCAoKAsqf2dvMzAxra2utQ4ahhBBCVCZGRsZ6Ocpj0aJFuLm5YW5ujo+PD4cOHXpo+ejoaBo1aoS5uTlNmjRh69atWteHDBlSbM+6wMBArTJPYl86gwQ2O3fu5OLFiwwbNkzrvImJCVu3bsXR0ZHu3bvTtGlTvvnmG1auXEnXrl3VcpLZWwghRFX0pFZFrVmzhgkTJjB9+nSOHj1Ks2bNCAgIKDb1o8j+/fvp378/ISEhHDt2jKCgIIKCgjh58qRWucDAQFJSUtTj+++/17oeHBzMqVOniImJYfPmzezZs4eRI0fq3H5dSHZvIYQQgorZx+bLhCF6qWeU9wqdyvv4+NCqVSs+//xzoHBkxdXVlbFjxzJ58uRi5fv27UtWVhabN29Wz7Vu3RovLy+WLFkCFPbYpKens379+hKfqc996XQhM5CEEEKICqKvycPZ2dlkZmZqHQ+uDC6Sk5NDQkICfn5+/2uHkRF+fn7Ex8eXeE98fLxWeYCAgIBi5ePi4nBycsLDw4MxY8bw999/a9XxJPalk8BGCCGEqCD6mmNT0krgiIiIEp9548YN8vPzqVWrltb5WrVqlbo/XGpq6iPLBwYG8s0337Br1y4+/vhjdu/eTZcuXdS0Sk9qXzrJ7i2EEEL8w5S0EriiF8z069dP/XOTJk1o2rQpDRs2JC4ujk6dOlVoW+4ngY0QQghRQfSVBNPMzKzMgYyDgwPGxsZcvXpV6/zVq1dL3R/O2dlZp/IADRo0wMHBgbNnz9KpU6dy70v3uAwyFHXr1i3GjRtHvXr1sLCwoE2bNhw+fFi9/tNPP+Hv74+9vT0ajYbExMRiddy7d4/Q0FDs7e2xtLSkV69exb5kIYQQ4p/E2MhYL4cuTE1N8fb2ZteuXeq5goICdu3aha+vb4n3+Pr6apUHiImJKbU8wKVLl/j7779xcXFR6yjal65IWfale1wGCWyGDx9OTEwM3377LSdOnMDf3x8/Pz8uX74MQFZWFi+++CIff/xxqXWMHz+eTZs2ER0dze7du7ly5Qo9e+onK6oQQgjxJDypnYcnTJjAf//7X1auXMnp06cZM2YMWVlZDB06FIBBgwYRHh6uln/rrbfYtm0b8+bN48yZM8yYMYMjR44QFhYGwO3bt5k4cSIHDhwgOTmZXbt20aNHD9zd3QkICADKvy/d49L7cu+7d+9iZWXFhg0btHYd9vb2pkuXLvznP/9RzyUnJ1O/fn2OHTuGl5eXej4jIwNHR0eioqJ47bXXADhz5gyNGzcmPj6e1q1bl6ktstxbCCFEWVXEcu9VJ8fqpZ7Xn/tM53s+//xzIiMjSU1NxcvLi08//VTtOWnfvj1ubm6sWLFCLR8dHc2UKVNITk7m6aefZs6cOeqec3fv3iUoKIhjx46Rnp5O7dq18ff3Z9asWVqTjtPS0ggLC2PTpk0YGRnRq1cvPv30UywtLR/vC3gIvc+xycvLIz8/H3Nzc63zFhYW/Prrr2WqIyEhgdzcXK2lZo0aNaJu3bo6BTZCCCFEZfIkk2CGhYWpPS4PiouLK3aud+/e9O7du8TyFhYWbN++/ZHPtLOzIyoqSqd2Pi69BzZWVlb4+voya9YsGjduTK1atfj++++Jj4/H3d29THWkpqZiamqKra2t1vmHLU2T7N5CCCEqO31NHhalM8gcm2+//RZFUXjqqacwMzPj008/pX///sWSX+qTZPcWQgghhEGWezds2JDdu3eTlZVFZmYmLi4u9O3blwYNGpTpfmdnZ3JyckhPT9fqtXnYUjPJ7i2EEKKyM+Q/8EUhg37DNWrUwMXFhZs3b7J9+3Z69OhRpvu8vb0xMTHRWmqWlJTExYsXS11qJtm9hRBCVHZPKgnmv4lBemy2b9+Ooih4eHhw9uxZJk6cSKNGjdRlZWlpaVy8eJErV64AhUELFPbUODs7Y2NjQ0hICBMmTMDOzg5ra2vGjh2Lr6+vTBwWQgghRKkMEthkZGQQHh7OpUuXsLOzo1evXnz44YeYmJgAsHHjRjXIgf9tyzx9+nRmzJgBwPz589WlYdnZ2QQEBPDFF18YorlCCCFEhZDJw4an931sKhPZx0YIIURZVcQ+NhvOTdNLPT0afqCXeqoimcUkhBBCiCpDkmAKIYQQFaQ86RCEbiSwEUIIISqIrgkshe50Dh337NlD9+7dqV27NhqNhvXr12tdVxSFadOm4eLigoWFBX5+fvz5558l1pWdnY2Xl1eJGb6PHz/OSy+9hLm5Oa6ursyZM0fXpgohhBCVipHGWC+HKJ3OgU1WVhbNmjVj0aJFJV6fM2cOn376KUuWLOHgwYPUqFGDgIAA7t27V6zsu+++W2KGz8zMTPz9/alXrx4JCQlERkYyY8YMli5dqmtzhRBCCPEvovNQVJcuXejSpUuJ1xRFYcGCBUyZMkXdjO+bb76hVq1arF+/Xl3WDfDzzz+zY8cOfvzxR37++Weter777jtycnL4+uuvMTU15dlnnyUxMZFPPvmEkSNH6tpkIYQQolKQOTaGp9dv+Pz586Smpmpl5baxscHHx4f4+Hj13NWrVxkxYgTffvst1atXL1ZPfHw8bdu2xdTUVD0XEBBAUlISN2/e1GeThRBCiAojQ1GGp9fApijzdq1atbTO35+VW1EUhgwZwujRo2nZsmWp9ZRUx/3PeFB2djaZmZlax4PZvoUQQghRtVV4n9hnn33GrVu3CA8P12u9kt1bCCFEZSc9Noan18CmKPP21atXtc7fn5U7NjaW+Ph4zMzMqFatGu7u7gC0bNmSwYMHq/WUVMf9z3hQeHg4GRkZWsfEiRP193JCCCHEY9JojPVyiNLpNbCpX78+zs7OWlm5MzMzOXjwoJqV+9NPP+W3334jMTGRxMREtm7dCsCaNWv48MMPAfD19WXPnj3k5uaq9cTExODh4UHNmjVLfLZk9xZCCCGEzquibt++zdmzZ9XP58+fJzExETs7O+rWrcu4ceP4z3/+w9NPP039+vWZOnUqtWvXJigoCIC6detq1WdpaQlAw4YNqVOnDgADBgxg5syZhISEMGnSJE6ePMnChQuZP39+ed9TCCGEeOJkGMnwdA5sjhw5QocOHdTPEyZMAGDw4MGsWLGCd999l6ysLEaOHEl6ejovvvgi27Ztw9zcvMzPsLGxYceOHYSGhuLt7Y2DgwPTpk2Tpd5CCCH+0YyQwMbQJLu3EEIIQcVk9957ZbFe6nmp9hi91FMVSa4oIYQQooLIUJThSWAjhBBCVBAJbAxPAhshhBCigshSbcPTe3bvn376CX9/f+zt7UvM2p2cnIxGoynxiI6OVstdvHiRbt26Ub16dZycnJg4cSJ5eXnlekkhhBBC/DvoPbt3VlYWL774Ih9//HGJ111dXUlJSdE6Zs6ciaWlpZpcMz8/n27dupGTk8P+/ftZuXIlK1asYNq0abo2VwghhKg0jDDWyyFK91irojQaDevWrVP3qLlfcnIy9evX59ixY3h5eT20nubNm9OiRQuWLVsGFGb+fvnll7ly5YqaI2rJkiVMmjSJ69evayXHfBhZFSWEEKKsKmJV1JFr3+mlnpZOwXqppyp64vnTExISSExMJCQkRD0XHx9PkyZNtBJhBgQEkJmZyalTp55EM4UQQgjxD/DEJw8vW7aMxo0b06ZNG/VcebJ7CyGEEJWdrIoyvCca2Ny9e5eoqCimTp362HVlZ2eTnZ2tdU5RCiRflBBCiEpDAhvDe6JDUWvXruXOnTsMGjRI63x5sntHRERgY2OjdURGRhqm4UIIIYSolJ5oYLNs2TJeeeUVHB0dtc77+vpy4sQJrl27pp6LiYnB2toaT0/PEusKDw8nIyND65g4caJB2y+EEELoQqMx1sshSqf37N5paWlcvHiRK1euAJCUlAQU9rTc39ty9uxZ9uzZw9atW4s9w9/fH09PTwYOHMicOXNITU1lypQphIaGljq0ZGZmVuyarIoSQghRmchSbcPTucfmyJEjNG/enObNmwOF2b2bN2+u7jGzceNGmjdvTrdu3QDo168fzZs3Z8mSJVr1fP3119SpUwd/f/9izzA2Nmbz5s0YGxvj6+vL66+/zqBBg/jggw90fkEhhBBC/HtIdm8hhBCCitnH5lTaZr3U86zdy3qppyp64vvYCCGEEP8WRhpjvRzlsWjRItzc3DA3N8fHx4dDhw49tHx0dDSNGjXC3NycJk2aaE0dyc3NZdKkSTRp0oQaNWpQu3ZtBg0apE5DKeLm5lYsfdLs2bPL1f6yksBGCCGEqCBPKrBZs2YNEyZMYPr06Rw9epRmzZoREBCgtUjnfvv376d///6EhIRw7NgxgoKCCAoK4uTJkwDcuXOHo0ePMnXqVI4ePcpPP/1EUlISr7zySrG6PvjgA600SmPHjtW5/bqQoSghhBCCihmKSkrfoZd6PGyLz099GB8fH1q1asXnn38OQEFBAa6urowdO5bJkycXK9+3b1+ysrLYvPl/Q2etW7fGy8ur2JzZIocPH+b555/nwoUL1K1bFyjssRk3bhzjxo3Tqb2PQ3pshBBCiAqir+Xe2dnZZGZmah0PblJbJCcnh4SEBPz8/NRzRkZG+Pn5ER8fX+I98fHxWuWhMLVRaeUBMjIy0Gg02Nraap2fPXs29vb2NG/enMjISPLy8sr4bZWPzoHNnj176N69O7Vr10aj0bB+/Xqt6zNmzKBRo0bUqFGDmjVr4ufnx8GDB7XKpKWlERwcjLW1Nba2toSEhHD79m2tMsePH+ell17C3NwcV1dX5syZo/vbCSGEEJWIvrJ7l7QpbURERInPvHHjBvn5+SWmKiotTVFpqY1KK3/v3j0mTZpE//79sba2Vs+/+eabrF69ml9++YVRo0bx0Ucf8e677+rylelM531ssrKyaNasGcOGDaNnz57Frj/zzDN8/vnnNGjQgLt37zJ//nz8/f05e/asuhFfcHAwKSkpxMTEkJuby9ChQxk5ciRRUVEAZGZm4u/vj5+fH0uWLOHEiRMMGzYMW1tbRo4c+ZivLIQQQvyzhYeHM2HCBK1zTyqFUG5uLn369EFRFBYvXqx17f42Nm3aFFNTU0aNGkVERITB2qtzYNOlSxe6dOlS6vUBAwZoff7kk09YtmwZx48fp1OnTpw+fZpt27Zx+PBhWrZsCcBnn31G165dmTt3LrVr1+a7774jJyeHr7/+GlNTU5599lkSExP55JNPJLARQgjxj2Wk0c8MkJI2pS2Ng4MDxsbGJaYqKi1NUWmpjR4sXxTUXLhwgdjYWK3empL4+PiQl5dHcnIyHh4eZWq/rgw6xyYnJ4elS5diY2NDs2bNgMJxO1tbWzWoAfDz88PIyEgdsoqPj6dt27aYmpqqZQICAkhKSuLmzZuGbLIQQghhME9iVZSpqSne3t7s2rVLPVdQUMCuXbvw9fUt8R5fX1+t8lCY2uj+8kVBzZ9//snOnTuxt7d/ZFsSExMxMjLCyclJp3fQhUGye2/evJl+/fpx584dXFxciImJwcHBASgct3vwhapVq4adnZ06dpeamkr9+vW1yhSN9aWmplKzZs1iz5Ts3kIIIUTJJkyYwODBg2nZsiXPP/88CxYsICsri6FDhwIwaNAgnnrqKXWezltvvUW7du2YN28e3bp1Y/Xq1Rw5coSlS5cChUHNa6+9xtGjR9m8eTP5+fnq73A7OztMTU2Jj4/n4MGDdOjQASsrK+Lj4xk/fjyvv/56ib/H9cUgPTYdOnQgMTGR/fv3ExgYSJ8+fUpdK68vkt1bCCFEZfek9rHp27cvc+fOZdq0aXh5eZGYmMi2bdvUToOLFy+SkpKilm/Tpg1RUVEsXbqUZs2asXbtWtavX89zzz0HwOXLl9m4cSOXLl3Cy8sLFxcX9di/fz9QOFy2evVq2rVrx7PPPsuHH37I+PHj1eDIUB5rHxuNRsO6desICgp6aLmnn36aYcOGER4eztdff83bb7+tNaSUl5eHubk50dHRvPrqqwwaNIjMzEytFVe//PILHTt2JC0tTXpshBBC6F1F7GPzf7cP66UeV8tWeqmnKqqQfWwKCgrUoMPX15f09HQSEhLU67GxsRQUFODj46OW2bNnD7m5uWqZmJgYPDw8Su2+MjMzw9raWuuQoEYIIURl8iRTKvxb6BzY3L59m8TERBITEwE4f/48iYmJXLx4kaysLN577z0OHDjAhQsXSEhIYNiwYVy+fJnevXsD0LhxYwIDAxkxYgSHDh1i3759hIWF0a9fP2rXrg0UrqwyNTUlJCSEU6dOsWbNGhYuXFhsaZsQQgghxP10HoqKi4ujQ4cOxc4PHjyYJUuWMGDAAA4ePMiNGzewt7enVatWTJkyhVat/tdtlpaWRlhYGJs2bcLIyIhevXrx6aefYmlpqZY5fvw4oaGhHD58GAcHB8aOHcukSZN0ejlJqSCEEKKsKmIoKuXOb3qpx6V6M73UUxVJrighhBCCiglsUu+c0Es9ztWb6KWeqkhyRQkhhBCiyjDIPjZCCCGEKInmSTegypPARgghhKggGhkoMTi9Z/e+3+jRo9FoNCxYsEDr/CuvvELdunUxNzfHxcWFgQMHcuXKFa0ykt1bCCGEELrSObApyu69aNGih5Zbt24dBw4cUJdw369Dhw788MMPJCUl8eOPP3Lu3Dlee+019XpRdu969eqRkJBAZGQkM2bMMPhuhUIIIYQhafT0f6J0es/uDYVbLY8dO5bt27fTrVu3YtfHjx+v/rlevXpMnjyZoKAgcnNzMTExkezeQgghqigZijI0vX/DBQUFDBw4kIkTJ/Lss88+snxaWhrfffcdbdq0wcTEBJDs3kIIIYQoH70HNh9//DHVqlXjzTfffGi5SZMmUaNGDezt7bl48SIbNmxQr6WmpqqJuYrcn927JNnZ2WRmZmodD+aOEkIIIZ4kGYoyPL0GNgkJCSxcuJAVK1ag0Tz8i584cSLHjh1jx44dGBsbM2jQIB5nr0DJ7i2EEKKy02iM9HKI0ul1uffevXu5du0adevWVc/l5+fz9ttvs2DBApKTk9XzDg4OODg48Mwzz9C4cWNcXV05cOAAvr6+ODs7c/XqVa26iz47OzuX+Ozw8PBiuaQUpUBPbyaEEELog/S2GJpeA5uBAwfi5+endS4gIICBAwcydOjQUu8rKCgMQO7PAP7++++rk4mhbNm9H8zmLSkVhBBCiH8XnQOb27dvc/bsWfVzUXZvOzs76tati729vVZ5ExMTnJ2d8fDwAODgwYMcPnyYF198kZo1a3Lu3DmmTp1Kw4YN8fX1BQqze8+cOZOQkBAmTZrEyZMnWbhwIfPnz3+cdxVCCCGeKNmgz/B0DmyOHDmild27aPhn8ODBrFix4pH3V69enZ9++onp06eTlZWFi4sLgYGBTJkyRe1xsbGxYceOHYSGhuLt7Y2DgwPTpk2Tpd5CCCH+0WTir+FJdm8hhBCCisnunXY3WS/12Fm46aWeqkhyRQkhhBAVRoaiDE0CGyGEEKKCyFCU4UnoKIQQQogqQ+/ZvYcMGYJGo9E6AgMDi9WzZcsWfHx8sLCwoGbNmgQFBWldv3jxIt26daN69eo4OTkxceJE8vLydG2uEEIIUWloMNLLIUqn81BUUXbvYcOG0bNnzxLLBAYGsnz5cvXzg/vL/Pjjj4wYMYKPPvqIjh07kpeXx8mTJ9Xr+fn5dOvWDWdnZ/bv309KSgqDBg3CxMSEjz76SNcmCyGEEJWEDEUZ2mOtitJoNKxbt06rt2XIkCGkp6cX68kpkpeXh5ubm7pPTUl+/vlnXn75Za5cuaLmiFqyZAmTJk3i+vXrWskxH0ZWRQkhhCirilgVlX73il7qsbWorZd6qiKD9GfFxcXh5OSEh4cHY8aM4e+//1avHT16lMuXL2NkZETz5s1xcXGhS5cuWj028fHxNGnSRCsRZkBAAJmZmZw6dcoQTRZCCCEMToaiDE/v305gYCDffPMNu3bt4uOPP2b37t106dKF/Px8AP766y8AZsyYwZQpU9i8eTM1a9akffv2pKWlAeXL7i2EEEJUdpLd2/D0vty7X79+6p+bNGlC06ZNadiwIXFxcXTq1EnNC/X+++/Tq1cvAJYvX06dOnWIjo5m1KhR5Xpudna2mmuqiKIUFJvfI4QQQjw50ttiaAb/hhs0aICDg4OaX8rFxQUAT09PtYyZmRkNGjTg4sWLAOXK7h0REYGNjY3WERkZqff3EUIIIUTlZfDA5tKlS/z9999qQOPt7Y2ZmRlJSUlqmdzcXJKTk6lXrx5QmN37xIkTXLt2TS0TExODtbW1VkB0v/DwcDIyMrSOiRMnGvDNhBBCCN3IHBvD02t2bzs7O2bOnEmvXr1wdnbm3LlzvPvuu7i7uxMQEACAtbU1o0ePZvr06bi6ulKvXj21Z6V3794A+Pv74+npycCBA5kzZw6pqalMmTKF0NDQUoeWzMzMil2TVVFCCCEqE5kfY3g6L/eOi4vTyu5dZPDgwSxevJigoCCOHTtGeno6tWvXxt/fn1mzZmlNBs7NzSU8PJxvv/2Wu3fv4uPjw4IFC3j22WfVMhcuXGDMmDHExcVRo0YNBg8ezOzZs6lWreyxmAQ2Qgghyqoilnvfvpuml3osLez0Uk9VJNm9hRBCCCoosLmXrpd6LM1t9VJPVSRJMIUQQogKIkNRhiczkIQQQghRZUiPjRBCCFFBZEWT4UlgI4QQQlQYGYoyNJ1Dxz179tC9e3dq166NRqMpMdnl6dOneeWVV7CxsaFGjRq0atVK3XwP4Ny5c7z66qs4OjpibW1Nnz59im3Il5aWRnBwMNbW1tja2hISEsLt27d1f0MhhBBCsGjRItzc3DA3N8fHx4dDhw49tHx0dDSNGjXC3NycJk2asHXrVq3riqIwbdo0XFxcsLCwwM/Pjz///FOrzJP4Xa5zYJOVlUWzZs1YtGhRidfPnTvHiy++SKNGjYiLi+P48eNMnToVc3Nz9X5/f380Gg2xsbHs27ePnJwcunfvrqZbAAgODubUqVPExMSwefNm9uzZw8iRI8v5mkIIIcST96Q26FuzZg0TJkxg+vTpHD16lGbNmhEQEKC1Ee799u/fT//+/QkJCeHYsWMEBQURFBSklbB6zpw5fPrppyxZsoSDBw9So0YNAgICuHfvnlrmSfwuf6zl3hqNhnXr1hEUFKSe69evHyYmJnz77bcl3rNjxw66dOnCzZs3sba2BiAjI4OaNWuyY8cO/Pz8OH36NJ6enhw+fJiWLVsCsG3bNrp27cqlS5eoXbts6dplubcQQoiyqojl3vr6vaTRGBXLj1jSRrVFfHx8aNWqFZ9//jkABQUFuLq6MnbsWCZPnlysfN++fcnKymLz5s3qudatW+Pl5cWSJUtQFIXatWvz9ttv88477wCFv8tr1arFihUr6Nevn95+l+tKr7OYCgoK2LJlC8888wwBAQE4OTnh4+OjNVyVnZ2NRqPR+vLNzc0xMjLi119/BSA+Ph5bW1v1iwDw8/PDyMiIgwcP6rPJQgghRAXS6OUoKT9iREREiU/MyckhISEBPz8/9ZyRkRF+fn7Ex8eXeE98fLxWeYCAgAC1/Pnz50lNTdUqY2Njg4+Pj1rmSf0u12tgc+3aNW7fvs3s2bMJDAxkx44dvPrqq/Ts2ZPdu3cDhRFfjRo1mDRpEnfu3CErK4t33nmH/Px8UlJSAEhNTcXJyUmr7mrVqmFnZ0dqamqJz87OziYzM1PreDCaFUIIIaqCkvIjhoeHl1j2xo0b5Ofna2UAAKhVq1apv1NTU1MfWr7ofx9VRtff5fqg9x4bgB49ejB+/Hi8vLyYPHkyL7/8MkuWLAHA0dGR6OhoNm3ahKWlJTY2NqSnp9OiRQuMjMrfHMnuLYQQotJT9HOYmZlhbW2tdZQ2DPVvo9fl3g4ODlSrVq1YBu7GjRurw0xQmOTy3Llz3Lhxg2rVqmFra4uzszMNGjQAwNnZudiEpry8PNLS0nB2di7x2eHh4UyYMEHrnKIUlFhWCCGEeBI0TyCLkYODA8bGxsVWH1+9erXU36nOzs4PLV/0v1evXsXFxUWrjJeXl1pG19/l+qDXHhtTU1NatWpFUlKS1vk//viDevXqFSvv4OCAra0tsbGxXLt2jVdeeQUAX19f0tPTSUhIUMvGxsZSUFCAj49Pic+W6FUIIYQoztTUFG9vb3bt2qWeKygoYNeuXfj6+pZ4j6+vr1Z5gJiYGLV8/fr1cXZ21iqTmZnJwYMH1TLl+V2uDzr32Ny+fZuzZ8+qn8+fP09iYiJ2dnbUrVuXiRMn0rdvX9q2bUuHDh3Ytm0bmzZtIi4uTr1n+fLlNG7cGEdHR+Lj43nrrbcYP348Hh4eQGEPT2BgICNGjGDJkiXk5uYSFhZGv379DDaLWgghhDC4J5R2esKECQwePJiWLVvy/PPPs2DBArKyshg6dCgAgwYN4qmnnlInIL/11lu0a9eOefPm0a1bN1avXs2RI0dYunQpULgqety4cfznP//h6aefpn79+kydOpXatWurK6Wf1O9ynZd7x8XF0aFDh2LnBw8ezIoVKwD4+uuviYiI4NKlS3h4eDBz5kx69Oihlp08eTIrVqwgLS0NNzc3Ro8ezfjx49Fo/rcjY1paGmFhYWzatAkjIyN69erFp59+iqWlZZnbKsu9hRBClFVFLPfOvq2f30tmlrq39fPPPycyMpLU1FS8vLz49NNP1Z6T9u3b4+bmpv4eh8IN+qZMmUJycjJPP/00c+bMoWvXrup1RVGYPn06S5cuJT09nRdffJEvvviCZ555Ri2jj9/lunqsfWwqOwlshBBClFVVD2z+LSRXlBBCCFFRqm5fQqUhgY0QQghRQTQS1xic5E8XQgghRJWh9+zet2/fJiwsjDp16mBhYYGnp6e6OR8UTiQaO3YsHh4eWFhYULduXd58800yMjK06rl48SLdunWjevXqODk5MXHiRPLy8sr3lkIIIURloKcN+kTpdB6KKsruPWzYMHr27Fns+oQJE4iNjWXVqlW4ubmxY8cO3njjDWrXrs0rr7zClStXuHLlCnPnzsXT05MLFy4wevRorly5wtq1awHIz8+nW7duODs7s3//flJSUhg0aBAmJiZ89NFHj//WQgghxJMgc2wMTu/ZvZ977jn69u3L1KlT1XPe3t506dKF//znPyXWEx0dzeuvv05WVhbVqlXj559/5uWXX+bKlStqHoolS5YwadIkrl+/jqmpaZnaJ6uihBBClFVFrIrKuZmll3pMa9bQSz1Vkd7n2LRp04aNGzdy+fJlFEXhl19+4Y8//sDf37/UezIyMrC2tqZatcIOpPj4eJo0aaKVXCsgIIDMzExOnTql7yYLIYQQoorQ+6qozz77jJEjR1KnTh2qVauGkZER//3vf2nbtm2J5W/cuMGsWbMYOXKkeq60rKJF10qSnZ1dLJu3ohRIWgUhhBDiX0TvPTafffYZBw4cYOPGjSQkJDBv3jxCQ0PZuXNnsbKZmZl069YNT09PZsyY8VjPlezeQgghKjuNoujlEKXTa4/N3bt3ee+991i3bh3dunUDoGnTpiQmJjJ37lz8/PzUsrdu3SIwMBArKyvWrVuHiYmJes3Z2ZlDhw5p1V2UZVSyewshhBCiNHrtscnNzSU3NxcjI+1qjY2NKSj4X5CRmZmJv78/pqambNy4EXNzc63yvr6+nDhxQivdeUxMDNbW1nh6epb4bMnuLYQQotKT5d4Gp/fs3u3atWPixIlYWFhQr149du/ezTfffMMnn3wC/C+ouXPnDqtWrSIzM5PMzEwAHB0dMTY2xt/fH09PTwYOHMicOXNITU1lypQphIaGSrAihBDin0uCEoPTe3bv1NRUwsPD2bFjB2lpadSrV4+RI0eq2btLux8KgyQ3NzcALly4wJgxY4iLi6NGjRoMHjyY2bNnqyunykKWewshhCiriljunXvjtl7qMXEwXHbsfzrJ7i2EEEJQQYHN9Vt6qcfE0Uov9VRFkgRTCCGEqCCSBNPwJAmmEEIIIaoM6bERQgghKor02Bic3rN7X716lSFDhlC7dm2qV69OYGAgf/75p1aZ9u3bo9FotI7Ro0drlZHs3kIIIaocWe5tcDoHNkXZvRctWlTsmqIoBAUF8ddff7FhwwaOHTtGvXr18PPzIytLO/HXiBEjSElJUY85c+ao14qye+fk5LB//35WrlzJihUrmDZtWjleUQghhKgkFEU/hyiVXrN7//HHH3h4eHDy5EmeffZZAAoKCnB2duajjz5i+PDhQGGPjZeXFwsWLCixXsnuLYQQoqJVxKqovJRMvdRTzcVaL/VURXqdPFyUhPL+nYSNjIwwMzPj119/1Sr73Xff4eDgwHPPPUd4eDh37txRr0l2byGEEFWRRtHPIUqn18nDjRo1om7duoSHh/Pll19So0YN5s+fz6VLl0hJSVHLDRgwgHr16lG7dm2OHz/OpEmTSEpK4qeffgIku7cQQgghykevPTYmJib89NNP/PHHH9jZ2VG9enV++eUXunTpopU/auTIkQQEBNCkSROCg4P55ptvWLduHefOnSv3syW7txBCCCH0vtzb29ubxMREMjIyyMnJwdHRER8fH1q2bFnqPT4+PgCcPXuWhg0bSnZvIYQQVZNM/DU4g23QZ2Njg6OjI3/++SdHjhyhR48epZZNTEwEwMXFBZDs3kIIIaooWe5tcHrP7h0dHY2joyN169blxIkTvPXWWwQFBeHv7w/AuXPniIqKomvXrtjb23P8+HHGjx9P27Ztadq0KYBk9xZCCCFEueg9u/enn35KZGQkV69excXFhUGDBjF16lR1ifb//d//8frrr3Py5EmysrJwdXXl1VdfZcqUKVhb/2/5mmT3FkIIUZEqYrl3wf9l6KUeI1cbvdRTFUl2byGEEIIKCmwupuulHqO6tnqppyqSJJhCCCGEqDIkCaYQQghRUarsGEnlIYGNEEIIUVEKJLIxNJ2GoiIiImjVqhVWVlY4OTkRFBREUlKSVpl79+4RGhqKvb09lpaW9OrVS92Dpsjhw4fp1KkTtra21KxZk4CAAH777TetMsePH+ell17C3NwcV1dXrSSZQgghxD+Roih6OUTpdApsdu/eTWhoKAcOHCAmJobc3Fz8/f21MnePHz+eTZs2ER0dze7du7ly5Qo9e/ZUr9++fZvAwEDq1q3LwYMH+fXXX7GysiIgIIDc3FwAMjMz8ff3p169eiQkJBAZGcmMGTNYunSpnl5bCCGEEFXRY62Kun79Ok5OTuzevZu2bduSkZGBo6MjUVFRvPbaawCcOXOGxo0bEx8fT+vWrTly5AitWrXi4sWLuLq6AnDixAmaNm3Kn3/+ibu7O4sXL+b9998nNTVVXSY+efJk1q9fz5kzZ8rcPlkVJYQQoqwqYlVU/tk0vdRj7G6nl3qqosdaFZWRUbge386u8AtOSEggNzcXPz8/tUxRYsz4+HgAPDw8sLe3Z9myZeTk5HD37l2WLVtG48aNcXNzAwqze7dt21YNaqAwu3dSUhI3b958nCYLIYQQT4xSoOjlEKUrd2BTUFDAuHHjeOGFF3juuecA1B4WW1tbrbK1atVSs3JbWVkRFxfHqlWrsLCwwNLSkm3btvHzzz+rm++VJ7u3EEIIIR5PWloawcHBWFtbY2trS0hICLdv337oPY+aW/vbb7/Rv39/XF1dsbCwoHHjxixcuFCrjri4ODQaTbGjPL/zy70qKjQ0lJMnT/Lrr7/qdN/du3cJCQnhhRde4Pvvvyc/P5+5c+fSrVs3Dh8+jIVF+boCs7Ozyc7O1jqnKAWSgkEIIUTlUckn/gYHB5OSkqLOox06dCgjR44kKiqq1HvGjx/Pli1biI6OxsbGhrCwMHr27Mm+ffuAwtEcJycnVq1ahaurK/v372fkyJEYGxsTFhamVVdSUpJWFgInJyed36FcgU1YWBibN29mz5491KlTRz3v7OxMTk4O6enpWr02V69eVbNyR0VFkZycTHx8PEZGRuq5mjVrsmHDBvr164ezs3OxlVSPyu4dERHBzJkztc69//57TJkypTyvKIQQQuhdZR5GOn36NNu2bePw4cO0bNkSgM8++4yuXbsyd+5cateuXeyejIwMli1bRlRUFB07dgRg+fLlNG7cmAMHDtC6dWuGDRumdU+DBg2Ij4/np59+KhbYODk5FRv10ZVOQ1GKohAWFsa6deuIjY2lfv36Wte9vb0xMTFh165d6rmkpCQuXryIr68vAHfu3MHIyAiNRvO/Rvz/zwUFBUBhdu89e/aoq6SgMLu3h4cHNWvWLLFt4eHhZGRkaB0TJ07U5fWEEEKIf4Ts7GwyMzO1jgdHLXQVHx+Pra2tGtQA+Pn5YWRkxMGDB0u8pyxza0uSkZGhzs+9n5eXFy4uLnTu3Fnt8dGVToFNaGgoq1atIioqCisrK1JTU0lNTeXu3cLVRzY2NoSEhDBhwgR++eUXEhISGDp0KL6+vrRu3RqAzp07c/PmTUJDQzl9+jSnTp1i6NChVKtWTU2uOWDAAExNTQkJCeHUqVOsWbOGhQsXMmHChFLbZmZmhrW1tdYhw1BCCCEqlQJFL0dERAQ2NjZaR0RExGM1LTU1tdjQT7Vq1bCzsyt1rktZ5tY+aP/+/axZs4aRI0eq51xcXFiyZAk//vgjP/74I66urrRv356jR4/q/B46DUUtXrwYgPbt22udX758OUOGDAFg/vz5GBkZ0atXL7KzswkICOCLL75QyzZq1IhNmzYxc+ZMfH19MTIyonnz5mzbtg0XFxegMEDasWMHoaGheHt74+DgwLRp07S+BCGEEOKfRl+b64WHhxf7x35p/5ifPHkyH3/88UPrO336tF7a9SgnT56kR48eTJ8+HX9/f/W8h4cHHh4e6uc2bdpw7tw55s+fz7fffqvTM3QKbMryF2Jubs6iRYtYtGhRqWU6d+5M586dH1pP06ZN2bt3ry7NE0IIIf4VzMzMyjwq8fbbb6udD6Vp0KABzs7OXLt2Tet8Xl4eaWlppc5vLcvc2iK///47nTp1YuTIkWWa//r888/rvEAJJFeUEEIIUXEKKv6Rjo6OODo6PrKcr68v6enpJCQk4O3tDUBsbCwFBQX4+PiUeM/9c2t79eoFFJ9bC3Dq1Ck6duzI4MGD+fDDD8vU7sTERHUkRxcS2AghhBAVpDLneWrcuDGBgYGMGDGCJUuWkJubS1hYGP369VNXRF2+fJlOnTrxzTff8Pzzz2vNrbWzs8Pa2pqxY8dqza09efIkHTt2JCAggAkTJqhzb4yNjdWAa8GCBdSvX59nn32We/fu8dVXXxEbG8uOHTt0fg8JbIQQQoiKUomXewN89913hIWF0alTJ3W+7Keffqpez83NJSkpiTt37qjnHjW3du3atVy/fp1Vq1axatUq9Xy9evVITk4GICcnh7fffpvLly9TvXp1mjZtys6dO9VFRbp4rFxRlZ3kihJCCFFWFZErKvtYil7qMWuu+xDNv4VOy70jIiJo1aoVVlZWODk5ERQURFJSkno9LS2NsWPH4uHhgYWFBXXr1uXNN99Uc0oVefPNN/H29sbMzAwvL68Sn3X8+HFeeuklzM3NcXV1Zc6cObq/nRBCCFGJSK4ow9MpsNm9ezehoaEcOHBA3W7Z39+frKwsAK5cucKVK1eYO3cuJ0+eZMWKFWzbto2QkJBidQ0bNoy+ffuW+JzMzEz8/f2pV68eCQkJREZGMmPGDJYuXVqOVxRCCCEqCUXRzyFK9VhDUdevX8fJyYndu3fTtm3bEstER0fz+uuvk5WVpSa5LDJjxgzWr19PYmKi1vnFixfz/vvvqxv/QOE6/PXr13PmzJkyt0+GooQQQpRVRQxF3TtyWS/1mLd8Si/1VEXlzu4NqENMJW2LfH8Za2vrYkHNw8THx9O2bVs1qAEICAggKSmJmzdvlr/BQgghxBMkQ1GGV+5VUQUFBYwbN44XXniB5557rsQyN27cYNasWTrvGJyamlosD1WtWrXUayXli5Ls3kIIISq9J7CPzb9NuXtsQkNDOXnyJKtXry7xemZmJt26dcPT05MZM2aU9zFlVlLejMjISIM/VwghhBCVR7l6bMLCwti8eTN79uyhTp06xa7funWLwMBArKysWLduHSYmJjrV7+zszNWrV7XOFX0ubVvnkvJmKIqExkIIISqPKrzDSqWhU4+NoiiEhYWxbt06YmNjiw0Xwf9WNJmamrJx40bMzc11bpSvry979uwhNzdXPRcTE4OHh0eJw1Ag2b2FEEL8A+gpu7conU6BTWhoKKtWrSIqKgorKytSU1NJTU3l7t3C1UdFQU1WVhbLli0jMzNTLZOfn6/Wc/bsWRITE9V7ExMTSUxMJCcnB4ABAwZgampKSEgIp06dYs2aNSxcuLBYj4wQQgghxP10Wu6t0WhKPL98+XKGDBlCXFxcqdsfnz9/Hjc3NwDat2/P7t27H1rm+PHjhIaGcvjwYRwcHBg7diyTJk0qa1MBWe4thBCi7CpiufedvRf0Uk/1l+rppZ6qSFIqCCGEEFRMYJO1J1kv9dRo66aXeqoiSYIphBBCVBRZ02Jwj7VBnxBCCCFEZSI9NkIIIUQFkV2DDU+v2b0BRo0aRcOGDbGwsMDR0ZEePXqUmt/p77//pk6dOmg0GtLT07WuxcXF0aJFC8zMzHB3d2fFihU6vZgQQghR6UgSTIPTa3ZvAG9vb5YvX87p06fZvn07iqLg7++vtdy7SEhICE2bNi12/vz583Tr1o0OHTqQmJjIuHHjGD58ONu3by/HKwohhBDi38Lg2b2PHz9Os2bNOHv2LA0bNlTPL168mDVr1jBt2jQ6derEzZs3sbW1BWDSpEls2bKFkydPquX79etHeno627ZtK3P7ZFWUEEKIsqqIVVG3Ys7ppR6rzg0fXehfyqDZvbOysli+fDn169fH1dVVPf/777/zwQcf8M0332BkVLwJ8fHx+Pn5aZ0LCAggPj7+cZorhBBCPFmy87DBlTuweVh27y+++AJLS0ssLS35+eefiYmJwdTUFCjMwt2/f38iIyOpW7duiXWnpqaq2byL1KpVi8zMTHWX4wdlZ2eTmZmpdTyY7VsIIYQQVZtBsnsHBwdz7Ngxdu/ezTPPPEOfPn24d+8eUJissnHjxrz++uvlb3UJJLu3EEKIyk5RFL0conTlCmyKsnv/8ssvJWb3trGx4emnn6Zt27asXbuWM2fOsG7dOgBiY2OJjo6mWrVqVKtWjU6dOgHg4ODA9OnTgdKze1tbW2NhUfIYaHh4OBkZGVrHxIkTy/N6QgghhGHIUJTB6bSPjaIojB07lnXr1hEXF1didu+S7lEURR0W+vHHH7WGkw4fPsywYcPYu3evOrnY19eXrVu3atUTExODr69vqc8xMzMrls1bJg8LIYQQ/y46BTahoaFERUWxYcMGNbs3FPbQWFhY8Ndff7FmzRr8/f1xdHTk0qVLzJ49GwsLC7p27QqgtTIK4MaNGwA0btxYXRU1evRoPv/8c959912GDRtGbGwsP/zwA1u2bHnc9xVCCCGeGCVfcioYmk5DUYsXLyYjI4P27dvj4uKiHmvWrAHA3NycvXv30rVrV9zd3enbty9WVlbs378fJyenMj+nfv36bNmyhZiYGJo1a8a8efP46quvCAgI0O3thBBCiEpEKVD0cojSSXZvIYQQgorZx+bmT6f0Uk/Nns/qpZ6qSJJgCiGEEKLKkCSYQgghREUpkDk2hiaBjRBCCFFBlPwqO/uj0tB7du8iiqLQpUsXNBoN69evV8+vWLECjUZT4nHt2jW1nGT3FkIIIYSu9J7du8iCBQvQaDTFzvft25eUlBStIyAggHbt2qkrpyS7txBCiKpIKSjQyyFKp9NQ1IOZtVesWIGTkxMJCQla2b0TExOZN28eR44cwcXFReseCwsLrd2Dr1+/TmxsLMuWLVPPLVmyhPr16zNv3jygcI+bX3/9lfnz58uSbyGEEP9Yso+N4ek9u/edO3cYMGAAixYtwtnZ+ZF1fPPNN1SvXp3XXntNPSfZvYUQQghRHuWePFxadu/x48fTpk0bevToUaZ6li1bxoABA7R6cR6V3bu0fFFCCCFEpSbDSAZX7sCmKLv3r7/+qp7buHEjsbGxHDt2rEx1xMfHc/r0ab799tvyNkOVnZ2t5qMqoigFxfJHCSGEEE+K7BpseHrN7h0bG8u5c+ewtbVVs3cD9OrVi/bt2xer56uvvsLLywtvb2+t8+XJ7h0REYGNjY3WERkZWZ7XE0IIIcQ/lE6BjaIohIWFsW7dOmJjY4tl9548eTLHjx8nMTFRPQDmz5/P8uXLtcrevn2bH374gZCQkGLP8fX1ZdeuXVrnHpXdOzw8nIyMDK1j4sSJuryeEEIIYVBKfoFeDkNJS0sjODgYa2trbG1tCQkJ4fbt2w+95969e4SGhmJvb4+lpSW9evUq1jlR0hYvq1ev1iqjr21e9Jrd29nZucQJw3Xr1i0WBK1Zs4a8vDxef/31YuXLk93bzMys2LCT5IoSQghRmVT2pdrBwcGkpKSoW7oMHTqUkSNHEhUVVeo948ePZ8uWLURHR2NjY0NYWBg9e/Zk3759WuWWL19OYGCg+tnW1lb9c9E2L6NHj+a7775j165dDB8+HBcXF51XQ+uUBLOkfWmKGjtkyJBS71m3bh1BQUFa59u0aUP9+vX57rvvSrwvLi6O8ePH8/vvv1OnTh2mTp1a6jNKI4GNEEKIsqqIJJhXl+x7dKEyqDX6Bb3Uc7/Tp0/j6enJ4cOHadmyJVC4zUvXrl25dOkStWvXLnZPRkYGjo6OREVFqaubz5w5Q+PGjYmPj6d169ZA6bFAkUmTJrFlyxZOnjypnuvXrx/p6enFtpp5FJ16bMqTCLy0e/bv3//Q+9q3b1/mSchCCCHEv0lJC2ZKGrnQRXx8PLa2tmpQA+Dn54eRkREHDx7k1VdfLXZPQkICubm5Wlu0NGrUiLp162oFNlA46jN8+HAaNGjA6NGjGTp0qNphUto2L+PGjdP5PSS7txBCCFFBlAJFL0dJC2YiIiIeq22pqalqBoAi1apVw87OTp16UtI9pqamWsNKULhFy/33fPDBB/zwww/ExMTQq1cv3njjDT777DOteh62zYsuJAmmEEIIUUH0NfE3PDycCRMmaJ0rrbdm8uTJfPzxxw+t7/Tp03ppV2mmTp2q/rl58+ZkZWURGRnJm2++qfdnSWAjhBBC/MPoMuz09ttvP3KOaoMGDXB2dtZKRg2Ql5dHWlpaqZkEnJ2dycnJIT09XavX5urVqw/NPuDj48OsWbPIzs7GzMysXNu8lEYCGyGEEKKCPIlVUY6Ojjg6Oj6ynK+vL+np6SQkJKj7y8XGxlJQUICPj0+J93h7e2NiYsKuXbvo1asXAElJSVy8ePGhW7QkJiZSs2ZNNTjz9fVl69atWmUetc1LaXSaYxMREUGrVq2wsrLCycmJoKAgkpKSipWLj4+nY8eO1KhRA2tra9q2bas1RlaWdfLHjx/npZdewtzcHFdXV+bMmaPzywkhhBCVSr6in8MAGjduTGBgICNGjODQoUPs27ePsLAw+vXrp66Iunz5Mo0aNeLQoUNA4XYvISEhTJgwgV9++YWEhASGDh2Kr6+vOnF406ZNfPXVV5w8eZKzZ8+yePFiPvroI8aOHas+e/To0fz111+8++67nDlzhi+++IIffviB8ePH6/weOgU2u3fvJjQ0lAMHDqhr3P39/cnKylLLxMfHExgYiL+/P4cOHeLw4cOEhYVhZPS/RwUHB3Pq1CliYmLYvHkze/bsYeTIker1zMxM/P39qVevHgkJCURGRjJjxgyWLl2q8wsKIYQQomy+++47GjVqRKdOnejatSsvvvii1u/e3NxckpKSuHPnjnpu/vz5vPzyy/Tq1Yu2bdvi7OzMTz/9pF43MTFh0aJF+Pr64uXlxZdffsknn3zC9OnT1TL169dny5YtxMTE0KxZM+bNm8dXX32l8x42oOM+Ng+6fv06Tk5O7N69m7Zt2wLQunVrOnfuzKxZs0q8pyzr5BcvXsz777+vzraGwslP69ev58yZM2Vun+xjI4QQoqwqYh+by3N3PbpQGTz1Tie91FMVPdZy74yMDADs7OwAuHbtGgcPHsTJyYk2bdpQq1Yt2rVrp5Uo81Hr5IvKtG3bVg1qoHA9e1JSEjdv3nycJgshhBBPTGVPqVAVlDuwKSgoYNy4cbzwwgs899xzAPz1118AzJgxgxEjRrBt2zZatGhBp06d+PPPP4GyrZMvbT170bWSZGdnk5mZqXU8uHmREEIIIaq2cgc2oaGhnDx5UiuJVcH/n+09atQohg4dSvPmzZk/fz4eHh58/fXXj9/ah5Ds3kIIISo7paBAL4coXbmWe4eFhamTfuvUqaOed3FxAcDT01OrfOPGjbl48SJAmdbJl7aevehaSUrarEhR5C9fCCFEJWKgFU3if3TqsVEUhbCwMNatW0dsbGyxjN1ubm7Url272BLwP/74g3r16gHa6+SLPLhO3tfXlz179pCbm6uWiYmJwcPDg5o1a5bYNjMzM6ytrbWOx8mZIYQQQuib9NgYnk6BTWhoKKtWrSIqKgorKytSU1NJTU1V96jRaDRMnDiRTz/9lLVr13L27FmmTp3KmTNnCAkJAcq2Tn7AgAGYmpoSEhLCqVOnWLNmDQsXLizWIyOEEEIIcT+dlnsXZeF80PLly7W2a549ezaLFi0iLS2NZs2aMWfOHF588UX1elpaGmFhYWzatAkjIyN69erFp59+iqWlpVrm+PHjhIaGcvjwYRwcHBg7diyTJk3S6eVkubcQQoiyqojl3hemb9ZLPfVmvqyXeqqix9rHprKTwEYIIURZVURgkzx1o17qcZv1il7qqYoeax8bIYQQQojKRJJgCiGEEBVFVkUZnAQ2QgghRAWRFU2Gp9fs3snJyWg0mhKP6OhoAP7++28CAwOpXbs2ZmZmuLq6EhYWRmZmptaz4uLiaNGiBWZmZri7u7NixYrHf1shhBBCVGl6ze7t6upKSkqK1jFz5kwsLS3p0qVL4QONjOjRowcbN27kjz/+YMWKFezcuZPRo0erzzl//jzdunWjQ4cOJCYmMm7cOIYPH8727dv1+OpCCCFExVLyCvRyiNLpPbv3g5o3b06LFi1YtmxZqfV8+umnREZG8n//938ATJo0iS1btnDy5Em1TL9+/UhPT2fbtm1lbp+sihJCCFFWFbEq6tz4aL3U03B+b73UUxXpNbv3gxISEkhMTFQ35yvJlStX+Omnn2jXrp16Lj4+Hj8/P61yAQEBxMfHP05zhRBCCFHF6TW794OWLVtG48aNadOmTbFr/fv3p3r16jz11FNYW1vz1VdfqddKy+6dmZmp7nL8IMnuLYQQorKToSjD02t27/vdvXuXqKioUntr5s+fz9GjR9mwYQPnzp177HQJkt1bCCFEZafkF+jlEKXTa3bv+61du5Y7d+4waNCgEq87Ozvj7OxMo0aNsLOz46WXXmLq1Km4uLiUmt3b2toaC4uSx0Alu7cQQojKTnpbDE+nwEZRFMaOHcu6deuIi4srlt37fsuWLeOVV17B0dHxkfUW/P91/UVDR76+vmzdulWrTExMDL6+vqXWYWZmViybt0weFkIIIf5ddApsQkNDiYqKYsOGDWp2bwAbGxutnpSzZ8+yZ8+eYsEJwNatW7l69SqtWrXC0tKSU6dOMXHiRF544QXc3NwAGD16NJ9//jnvvvsuw4YNIzY2lh9++IEtW7Y8xqsKIYQQT5b02BieToHN4sWLAWjfvr3W+Qeze3/99dfUqVMHf3//YnVYWFjw3//+l/Hjx5OdnY2rqys9e/Zk8uTJapn69euzZcsWxo8fz8KFC6lTpw5fffUVAQEBujRXCCGEqFQUSalgcJLdWwghhKBi9rE5M/gbvdTTaGXJ81eF5IoSQgghKowMRRmeBDZCCCFEBZGl2ob3WDsPCyGEEEJUJnrN7g2FuwYPHDgQZ2dnatSoQYsWLfjxxx+L1bVlyxZ8fHywsLCgZs2aBAUFaV2/ePEi3bp1o3r16jg5OTFx4kTy8vJ0f0MhhBCikpCdhw1Pp6GoouzerVq1Ii8vj/feew9/f39+//13atSoAcCgQYNIT09n48aNODg4EBUVRZ8+fThy5AjNmzcH4Mcff2TEiBF89NFHdOzYkby8PK2El/n5+XTr1g1nZ2f2799PSkoKgwYNwsTEhI8++kiPry+EEEJUHAlKDE/v2b0tLS1ZvHgxAwcOVMvZ29vz8ccfM3z4cPLy8nBzc2PmzJmlplv4+eefefnll7ly5YqaM2rJkiVMmjSJ69evY2pqWqb2yaooIYQQZVURq6JOBi3VSz3PrR+pl3qqIr1n927Tpg1r1qwhLS2NgoICVq9ezb1799S9b44ePcrly5cxMjKiefPmuLi40KVLF60em/j4eJo0aaKVCDMgIIDMzExOnTr1OE0WQgghnhjJFWV4es/u/cMPP5Cbm4u9vT1mZmaMGjWKdevW4e7uDsBff/0FwIwZM5gyZQqbN2+mZs2atG/fnrS0NKD07N5F14QQQoh/IpljY3jlXu5dlN37119/1To/depU0tPT2blzJw4ODqxfv54+ffqwd+9emjRpouaFev/99+nVqxdQuHNxnTp1iI6OZtSoUeVqT3Z2tpprqoiiFBTLHyWEEEI8KRKUGF65emyKsnv/8ssvWtm9z507x+eff87XX39Np06daNasGdOnT6dly5YsWrQIABcXFwA8PT3V+8zMzGjQoAEXL14EKDW7d9G1kkRERGBjY6N1REZGluf1hBBCCPEPpVNgoygKYWFhrFu3jtjY2GLZve/cuVNYqZF2tcbGxmpPjbe3N2ZmZlrLxHNzc0lOTqZevXpAYXbvEydOcO3aNbVMTEwM1tbWWgHR/cLDw8nIyNA6Jk6cqMvrCSGEEAYlc2wMT6/ZvRs1aoS7uzujRo1i7ty52Nvbs379emJiYti8eTMA1tbWjB49munTp+Pq6kq9evXUnpXevXsD4O/vj6enJwMHDmTOnDmkpqYyZcoUQkNDSx1aMjMzK3ZNVkUJIYSoTGQoyvD0mt3bxMSErVu3MnnyZLp3787t27dxd3dn5cqVdO3aVS0fGRlJtWrVGDhwIHfv3sXHx4fY2Fhq1qwJFPbwbN68mTFjxuDr60uNGjUYPHgwH3zwwWO+rhBCCCGqMsnuLYQQQlAx+9gcfeETvdTTYt8EvdTzoLS0NMaOHcumTZswMjKiV69eLFy4EEtLy1LvuXfvHm+//TarV68mOzubgIAAvvjiC3U184oVKxg6dGiJ9169ehUnJyfi4uLo0KFDsespKSmlzq0tjSTBFEIIISpIZR+KCg4OJiUlhZiYGHJzcxk6dCgjR44kKiqq1HvGjx/Pli1biI6OxsbGhrCwMHr27Mm+ffsA6Nu3L4GBgVr3DBkyhHv37uHk5KR1PikpCWtra/Xzg9fLQgIbIYQQQnD69Gm2bdvG4cOHadmyJQCfffYZXbt2Ze7cudSuXbvYPRkZGSxbtoyoqCg6duwIFE5Pady4MQcOHKB169ZYWFhgYfG/3rDr168TGxvLsmXLitXn5OSEra3tY72HZPcWQgghKoi+NujLzs4mMzNT63hwLzddxcfHY2trqwY1AH5+fhgZGXHw4MES70lISCA3Nxc/Pz/1XKNGjahbty7x8fEl3vPNN99QvXp1XnvttWLXvLy8cHFxoXPnzmqPj64ksBFCCCEqiJKv6OUoae+2iIiIx2pbampqsaGfatWqYWdnV+qu/6mpqZiamhbrZalVq1ap9yxbtowBAwZo9eK4uLiwZMkSfvzxR3788UdcXV1p3749R48e1fk9dApsIiIiaNWqFVZWVjg5OREUFKS1Hw0UbtL36quv4ujoiLW1NX369Cm22d7Ro0fp3Lkztra22NvbM3LkSG7fvq1V5uLFi3Tr1o3q1avj5OTExIkTycvL0/kFhRBCiKqmpL3bwsPDSyw7efJkNBrNQ48zZ85USLvj4+M5ffp0sSTYHh4ejBo1Cm9vb9q0acPXX39NmzZtmD9/vs7P0Cmw2b17N6GhoRw4cECdWOTv709WVhYAWVlZ+Pv7o9FoiI2NZd++feTk5NC9e3d1g74rV67g5+eHu7s7Bw8eZNu2bZw6dYohQ4aoz8nPz6dbt27k5OSwf/9+Vq5cyYoVK5g2bZrOLyiEEEJUFvoaijIzM8Pa2lrrKG2ft7fffpvTp08/9GjQoAHOzs5aG+MC5OXlkZaWVurKJGdnZ3JyckhPT9c6f/Xq1RLv+eqrr/Dy8sLb2/uR39Xzzz/P2bNnH1nuQTpNHt62bZvW5xUrVuDk5ERCQgJt27Zl3759JCcnc+zYMXVW88qVK6lZsyaxsbH4+fmxefNmTExMWLRokbpD8ZIlS2jatClnz57F3d2dHTt28Pvvv7Nz505q1aqFl5cXs2bNYtKkScyYMQNTU1OdX1QIIYR40p7ErsGOjo44Ojo+spyvry/p6ekkJCSogUdsbCwFBQX4+PiUeI+3tzcmJibs2rVLzf+YlJTExYsX8fX11Sp7+/ZtfvjhhzIPmSUmJqppmHTxWHNsMjIyALCzswMKE1FqNBqtqNHc3BwjIyM1WWZ2djampqZaaReKxtmKysTHx9OkSROtDN8BAQFkZmZy6tSpx2myEEII8cRU5uzejRs3JjAwkBEjRnDo0CH27dtHWFgY/fr1U1dEXb58mUaNGnHo0CGgMPNASEgIEyZM4JdffiEhIYGhQ4fi6+tL69attepfs2YNeXl5vP7668WevWDBAjZs2MDZs2c5efIk48aNIzY2ltDQUJ3fo9yBTUFBAePGjeOFF17gueeeA6B169bUqFGDSZMmcefOHbKysnjnnXfIz88nJSUFgI4dO5KamkpkZCQ5OTncvHmTyZMnA6hlUlNTtYIaQP1c2mQkQ8wQF0IIIf5NvvvuOxo1akSnTp3o2rUrL774IkuXLlWv5+bmkpSUpOaGBJg/fz4vv/wyvXr1om3btjg7O/PTTz8Vq3vZsmX07NmzxOXcOTk5vP322zRp0oR27drx22+/sXPnTjp16qTzO5Q7sAkNDeXkyZOsXr1aPefo6Eh0dDSbNm3C0tISGxsb0tPTadGihdpD8+yzz7Jy5UrmzZtH9erVcXZ2pn79+tSqVatY8kxdSHZvIYQQlV1l7rGBwhGYqKgobt26RUZGBl9//bXWrsNubm4oiqKVWsnc3JxFixaRlpZGVlYWP/30U4nza/bv3893331X4nPfffddzp49y927d/n777/55ZdfStyJuCzKtUFfWFgYmzdvZs+ePdSpU0frmr+/P+fOnePGjRtUq1YNW1tbnJ2dadCggVpmwIABDBgwgKtXr1KjRg00Gg2ffPKJWsbZ2Vnt5ipStLKqtAlM4eHhTJigvcW0olTuHR6FEEL8u0hmbsPTqYtEURTCwsJYt24dsbGx1K9fv9SyDg4O2NraEhsby7Vr13jllVeKlalVqxaWlpasWbMGc3NzOnfuDBROYDpx4oTW7OyYmBisra3x9PQs8Xm6zBAXQgghRNWkU49NaGgoUVFRbNiwASsrK3W+i42NjToBuGgrZUdHR+Lj43nrrbcYP348Hh4eaj2ff/45bdq0wdLSkpiYGCZOnMjs2bPVcTd/f388PT0ZOHAgc+bMITU1lSlTphAaGirBihBCiH8s6bExPJ2ye2s0mhLPL1++XN2HZvLkyaxYsYK0tDTc3NwYPXo048eP17p30KBBbNmyhdu3b9OoUSPeeecdBg4cqFXnhQsXGDNmDHFxcdSoUYPBgwcze/ZsqlUreywm2b2FEEKUVUVk995b+3291PPSlQ/1Uk9VpFNg808jgY0QQoiyksCmapDs3kIIIUQFKai6fQmVhgQ2QgghRAXJl9W6BifZvYUQQghRZegU2CxevJimTZuqy6l9fX35+eef1etLly6lffv2WFtbo9FoiiXFSk5OJiQkhPr162NhYUHDhg2ZPn06OTk5WuWOHz/OSy+9hLm5Oa6ursyZM6f8byiEEEJUEgVKgV4OUTqdhqLq1KnD7Nmzefrpp1EUhZUrV9KjRw+OHTvGs88+y507dwgMDCQwMLDE9OlnzpyhoKCAL7/8End3d06ePMmIESPIyspi7ty5AGRmZuLv74+fnx9LlizhxIkTDBs2DFtbW0aOHKmftxZCCCGeAJljY3iPvSrKzs6OyMhIQkJC1HNxcXF06NCBmzdvlpgT4n6RkZEsXryYv/76CyjsFXr//fdJTU1Vs3hPnjyZ9evXc+bMGZ3aJquihBBClFVFrIra5vi2XuoJvD5PL/VUReWeY5Ofn8/q1avJysoqlppcFxkZGWp2cCjM7N22bVs1qIHCzN5JSUncvHmz3M8RQgghRNWn86qoEydO4Ovry71797C0tGTdunWlpjl4lLNnz/LZZ5+pw1BQmL37wVQN92f2rlmzZol1ZWdnF8vmrSgFslOxEEKISkPmxxiezj02Hh4eJCYmcvDgQcaMGcPgwYP5/fffdX7w5cuXCQwMpHfv3owYMULn+x8k2b2FEEJUdgWKopdDlE7nHhtTU1Pc3d0B8Pb25vDhwyxcuJAvv/yyzHVcuXKFDh060KZNG5YuXap1zdnZWc3kXeRRmb1BsnsLIYQQQg8b9BUUFBQbAnqYy5cv06FDB7y9vVm+fDlGRtqdRr6+vrz//vvk5uZiYmICFGb29vDwKHUYCgqzez847CSTh4UQQlQmMhRleDoFNuHh4XTp0oW6dety69YtoqKiiIuLY/v27UDhHJjU1FTOnj0LFM7HsbKyom7dutjZ2XH58mXat29PvXr1mDt3LtevX1frLuqNGTBgADNnziQkJIRJkyZx8uRJFi5cyPz58/X1zkIIIcQTITsPG55Ogc21a9cYNGgQKSkp2NjY0LRpU7Zv307nzp0BWLJkCTNnzlTLt23bFvhf9u+YmBjOnj3L2bNnqVOnjlbdRavObWxs2LFjB6GhoXh7e+Pg4MC0adNkDxshhBBCPJJk9xZCCCGomH1sfrQN1Us9vdIX6aWeqkiSYAohhBAVRObYGJ4kwRRCCCFElSE9NkIIIUQFkR4bw9Nbdu+0tDTGjh2Lh4cHFhYW1K1blzfffJOMjAytOjQaTbFj9erVWmXi4uJo0aIFZmZmuLu7s2LFisd7SyGEEKISkA36DE9v2b0VReHKlSvMnTsXT09PLly4wOjRo7ly5Qpr167Vqmf58uUEBgaqn+9PlHn+/Hm6devG6NGj+e6779i1axfDhw/HxcWFgICAx3tbIYQQ4gmSHhvDM0h27yLR0dG8/vrrZGVlUa1aYQyl0WhYt24dQUFBJdY3adIktmzZwsmTJ9Vz/fr1Iz09nW3btunUNlkVJYQQoqwqYlXUd5bD9VJP8O2v9FJPVWTQ7N4ZGRlYW1urQU2R0NBQHBwceP755/n666+5P7aKj4/Hz89Pq3xAQADx8fHlbaoQQghRKeQrBXo5ROkMlt37xo0bzJo1q9jGeh988AEdO3akevXq7NixgzfeeIPbt2/z5ptvAoW7Fxdl8y5Sq1YtMjMzuXv3LhYWho+ohRBCCEOQoSjD0zmwKcrunZGRwdq1axk8eDC7d+/WCm4yMzPp1q0bnp6ezJgxQ+v+qVOnqn9u3rw5WVlZREZGqoFNeWVnZxfLWaUoBcXyRwkhhBCi6tJ5KKoou7e3tzcRERE0a9aMhQsXqtdv3bpFYGAgVlZWrFu3Tk1kWRofHx8uXbqkBiWlZfe2trZ+aG9NREQENjY2WkdkZKSuryeEEEIYjKyKMjy9ZvfOzMwkICAAMzMzNm7ciLm5+SPvT0xMpGbNmmrPiq+vL1u3btUqExMTU+o8niLh4eFMmDBB65wiXX5CCCEqERmKMjy9ZffOzMzE39+fO3fusGrVKjIzM8nMzATA0dERY2NjNm3axNWrV2ndujXm5ubExMTw0Ucf8c4776jPGD16NJ9//jnvvvsuw4YNIzY2lh9++IEtW7Y8tG1mZmbFhp1kVZQQQgjx76K37N5xcXEcPHgQAHd3d637zp8/j5ubGyYmJixatIjx48ejKAru7u588sknjBgxQi1bv359tmzZwvjx41m4cCF16tThq6++kj1shBBC/ONJj43hSXZvIYQQgorZx2aJ6QC91DM6J0ov9VRFkgRTCCGEEFWGJMEUQgghKohsrmd40mMjhBBCVJACpUAvh6GkpaURHByMtbU1tra2hISEcPv27Yfes3TpUtq3b4+1tTUajYb09PRy1Xv8+HFeeuklzM3NcXV1Zc6cOeV6BwlshBBCiApS2fexCQ4O5tSpU8TExLB582b27NlTLIPAg+7cuUNgYCDvvfdeuestWlldr149EhISiIyMZMaMGSxdulTnd5DJw0IIIQQVM3l4oXFvvdTzVn60Xuq53+nTp/H09OTw4cO0bNkSgG3bttG1a1cuXbpE7dq1H3p/XFwcHTp04ObNm9ja2upU7+LFi3n//fdJTU3F1NQUgMmTJ7N+/XrOnDmj03tIj40QQghRQfQ1FJWdna3uF1d0PJhWSFfx8fHY2tqqwQeAn58fRkZG6nYuhqo3Pj6etm3bqkENFCbATkpK4ubNmzo9r0pPHq6I6Fs8WnZ2NhEREYSHh0vuLiHuI/9t/PuML/hRL/XMmDGDmTNnap2bPn16sfyMukhNTcXJyUnrXLVq1bCzsyM1NdWg9aamplK/fn2tMkUJsVNTU6lZs2aZnyc9NsLgsrOzmTlz5mP/a0KIqkb+2xDlFR4eTkZGhtYRHh5eYtnJkyej0Wgeeug63FOZVekeGyGEEKIqKimNUGnefvtthgwZ8tAyDRo0wNnZmWvXrmmdz8vLIy0tDWdn5/I2tUz1lpYAu+iaLiSwEUIIIaowR0dHHB0dH1nO19eX9PR0EhIS8Pb2BiA2NpaCggJ8fHzK/fyy1Ovr68v7779Pbm4uJiYmQGECbA8PD52GoUCGooQQQggBNG7cmMDAQEaMGMGhQ4fYt28fYWFh9OvXT10RdfnyZRo1asShQ4fU+1JTU0lMTOTs2bMAnDhxgsTERNLS0spc74ABAzA1NSUkJIRTp06xZs0aFi5cyIQJE3R/EUUIA7t3754yffp05d69e0+6KUJUKvLfhqhs/v77b6V///6KpaWlYm1trQwdOlS5deuWev38+fMKoPzyyy/quenTpytAsWP58uVlrldRFOW3335TXnzxRcXMzEx56qmnlNmzZ5frHar0PjZCCCGE+HeRoSghhBBCVBkS2AghhBCiypDARgghhBBVhgQ2QgghhKgyJLARQogKFBcXh0ajIT09/Uk3RYgqSQKbf4khQ4ag0WgYPXp0sWuhoaFoNJpH7kwpRFVy/fp1xowZQ926dTEzM8PZ2ZmAgAD27dunt2e0b9+ecePGaZ1r06YNKSkp2NjY6O055TVkyBCCgoKedDOE0CsJbP5FXF1dWb16NXfv3lXP3bt3j6ioKOrWrfsEWyZExevVqxfHjh1j5cqV/PHHH2zcuJH27dvz999/G/S5pqamODs7o9FoDPocIf6tJLD5F2nRogWurq789NNP6rmffvqJunXr0rx5c/VcQUEBERER1K9fHwsLC5o1a8batWvV6zdv3iQ4OBhHR0csLCx4+umnWb58OQA5OTmEhYXh4uKCubk59erVIyIiQr33k08+oUmTJtSoUQNXV1feeOMNbt++rdXO//73v7i6ulK9enVeffVVPvnkE2xtbbXKbNiwgRYtWmBubk6DBg2YOXMmeXl5ACiKwowZM9R/ideuXZs333xTb9+j+OdLT09n7969fPzxx3To0IF69erx/PPPEx4eziuvvKKWGT58OI6OjlhbW9OxY0d+++03tY4ZM2bg5eXFt99+i5ubGzY2NvTr149bt24Bhb0hu3fvZuHChWqiweTk5GJDUStWrMDW1pbNmzfj4eFB9erVee2117hz5w4rV67Ezc2NmjVr8uabb5Kfn68+Pzs7m3feeYennnqKGjVq4OPjQ1xcnHq9qN7t27fTuHFjLC0tCQwMJCUlRW3/ypUr2bBhg9q+++8X4h+rXNv6iX+cwYMHKz169FA++eQTpVOnTur5Tp06KfPnz1d69OihDB48WFEURfnPf/6jNGrUSNm2bZty7tw5Zfny5YqZmZkSFxenKIqihIaGKl5eXsrhw4eV8+fPKzExMcrGjRsVRVGUyMhIxdXVVdmzZ4+SnJys7N27V4mKilKfN3/+fCU2NlY5f/68smvXLsXDw0MZM2aMev3XX39VjIyMlMjISCUpKUlZtGiRYmdnp9jY2Khl9uzZo1hbWysrVqxQzp07p+zYsUNxc3NTZsyYoSiKokRHRyvW1tbK1q1blQsXLigHDx5Uli5daqivVvwD5ebmKpaWlsq4ceNK3fXXz89P6d69u3L48GHljz/+UN5++23F3t5e+fvvvxVFKdxt1dLSUunZs6dy4sQJZc+ePYqzs7Py3nvvKYqiKOnp6Yqvr68yYsQIJSUlRUlJSVHy8vKUX375RQGUmzdvKoqiKMuXL1dMTEyUzp07K0ePHlV2796t2NvbK/7+/kqfPn2UU6dOKZs2bVJMTU2V1atXq+0bPny40qZNG2XPnj3K2bNnlcjISMXMzEz5448/tOr18/NTDh8+rCQkJCiNGzdWBgwYoCiKoty6dUvp06ePEhgYqLYvOzvbUF+5EBVGApt/iaLA5tq1a4qZmZmSnJysJCcnK+bm5sr169fVwObevXtK9erVlf3792vdHxISovTv319RFEXp3r27MnTo0BKfM3bsWKVjx45KQUFBmdoVHR2t2Nvbq5/79u2rdOvWTatMcHCwVmDTqVMn5aOPPtIq8+233youLi6KoijKvHnzlGeeeUbJyckpUxvEv9PatWuVmjVrKubm5kqbNm2U8PBw5bffflMURVH27t2rWFtbFwt6GjZsqHz55ZeKohQGNtWrV1cyMzPV6xMnTlR8fHzUz+3atVPeeustrTpKCmwA5ezZs2qZUaNGKdWrV9facj4gIEAZNWqUoiiKcuHCBcXY2Fi5fPmyVt2dOnVSwsPDS6130aJFSq1atdTPRf9/QYiqRLJ7/8s4OjrSrVs3VqxYgaIodOvWDQcHB/X62bNnuXPnDp07d9a6LycnRx2uGjNmDL169eLo0aP4+/sTFBREmzZtgMLu986dO+Ph4UFgYCAvv/wy/v7+aj07d+4kIiKCM2fOkJmZSV5eHvfu3ePOnTtUr16dpKQkXn31Va1nP//882zevFn9/Ntvv7Fv3z4+/PBD9Vx+fr5aT+/evVmwYAENGjQgMDCQrl270r17d6pVkx938T+9evWiW7du7N27lwMHDvDzzz8zZ84cvvrqK7Kysrh9+zb29vZa99y9e5dz586pn93c3LCyslI/u7i4cO3aNZ3bUr16dRo2bKh+rlWrFm5ublhaWmqdK6r7xIkT5Ofn88wzz2jVk52drdXmB+stb/uE+CeR/0//LzRs2DDCwsIAWLRokda1ovkuW7Zs4amnntK6ZmZmBkCXLl24cOECW7duJSYmhk6dOhEaGsrcuXNp0aIF58+f5+eff2bnzp306dMHPz8/1q5dS3JyMi+//DJjxozhww8/xM7Ojl9//ZWQkBBycnKoXr16mdp/+/ZtZs6cSc+ePYtdMzc3x9XVlaSkJHbu3ElMTAxvvPEGkZGR7N69GxMTE52/L1F1mZub07lzZzp37szUqVMZPnw406dP54033sDFxaXEOSf3z/d68OdJo9FQUFCgcztKqudhdd++fRtjY2MSEhIwNjbWKnd/MFRSHYqkBxRVnAQ2/0KBgYHk5OSg0WgICAjQuubp6YmZmRkXL16kXbt2pdbh6OjI4MGDGTx4MC+99BITJ05k7ty5AFhbW9O3b1/69u3La6+9RmBgIGlpaSQkJFBQUMC8efMwMiqct/7DDz9o1evh4cHhw4e1zj34uUWLFiQlJeHu7l5q+ywsLOjevTvdu3cnNDSURo0aceLECVq0aPHoL0j8a3l6erJ+/XpatGhBamoq1apVw83Nrdz1mZqaak341ZfmzZuTn5/PtWvXeOmll8pdj6HaJ8STJIHNv5CxsTGnT59W/3w/Kysr3nnnHcaPH09BQQEvvvgiGRkZ7Nu3D2trawYPHsy0adPw9vbm2WefJTs7m82bN9O4cWOgcNWTi4sLzZs3x8jIiOjoaJydnbG1tcXd3Z3c3Fw+++wzunfvzr59+1iyZInW88eOHUvbtm355JNP6N69O7Gxsfz8889aS2OnTZvGyy+/TN26dXnttdcwMjLit99+4+TJk/znP/9hxYoV5Ofn4+PjQ/Xq1Vm1ahUWFhbUq1fPwN+s+Kf4+++/6d27N8OGDaNp06ZYWVlx5MgR5syZQ48ePfDz88PX15egoCDmzJnDM888w5UrV9iyZQuvvvoqLVu2LNNz3NzcOHjwIMnJyVhaWmJnZ6eX9j/zzDMEBwczaNAg5s2bR/Pmzbl+/Tq7du2iadOmdOvWrczt2759O0lJSdjb22NjYyO9muIfT5Z7/0tZW1tjbW1d4rVZs2YxdepUIiIiaNy4MYGBgWzZsoX69esDhf/KCw8Pp2nTprRt2xZjY2NWr14NFAZGc+bMoWXLlrRq1Yrk5GS2bt2KkZERzZo145NPPuHjjz/mueee47vvvtNaCg7wwgsvsGTJEj755BOaNWvGtm3bGD9+PObm5mqZgIAANm/ezI4dO2jVqhWtW7dm/vz5auBia2vLf//7X1544QWaNm3Kzp072bRpU7H5EuLfy9LSEh8fH+bPn0/btm157rnnmDp1KiNGjODzzz9Ho9GwdetW2rZty9ChQ3nmmWfo168fFy5coFatWmV+zjvvvIOxsTGenp44Ojpy8eJFvb3D8uX/r707tLEQiAIo+lajaQBDA78FPAqJG4miDTR2QxVYEiQN0AcF7PrNmk02gT85p4Inb+ZNZj6j7/sYxzHquo62beM4jj+9SZVSirqu4/V6RVmW//o4Idzl48vClYdLKcV5nrHv+92jAPBwVlE8zjRN0TRNFEUR67rGsiwxz/PdYwHwBpzY8Dhd18W2bXFdV1RVFcMw/PrHFQD8JGwAgGy4PAwAZEPYAADZEDYAQDaEDQCQDWEDAGRD2AAA2RA2AEA2hA0AkI1vsPEhuYrgsMEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Visualization Of Null Values\")\n",
    "sns.heatmap(df.isnull(),cmap='PiYG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Count Values Of Each Sentiment Label'}, xlabel='Sentiment', ylabel='count'>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.title(\"Count Values Of Each Sentiment Label\")\n",
    "plt.xticks(rotation=90)\n",
    "sns.countplot(data=df,x='Sentiment')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Unique Values equals to -->  31\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([' Appreciative.', ' Appreciative', ' Cautionary', ' Diplomatic',\n",
       "       ' Direct', ' Informative', ' Inspirational', ' Thoughtful',\n",
       "       ' Witty', ' Absurd', ' Accusatory', ' Acerbic', ' Admiring',\n",
       "       ' Aggressive', ' Aggrieved', ' Altruistic', ' Ambivalent',\n",
       "       ' Amused', ' Angry', ' Animated', ' Apathetic', ' Apologetic',\n",
       "       ' Ardent', ' Arrogant', ' Assertive', ' Belligerent',\n",
       "       ' Benevolent', ' Bitter', ' Callous', ' Candid', ' Caustic'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_labels=df['Sentiment'].unique()\n",
    "print(\"Number of Unique Values equals to --> \",len(unique_labels))\n",
    "unique_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_dict={}\n",
    "for key, value in enumerate(unique_labels):\n",
    "    result_dict[value] = key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{' Appreciative.': 0,\n",
       " ' Appreciative': 1,\n",
       " ' Cautionary': 2,\n",
       " ' Diplomatic': 3,\n",
       " ' Direct': 4,\n",
       " ' Informative': 5,\n",
       " ' Inspirational': 6,\n",
       " ' Thoughtful': 7,\n",
       " ' Witty': 8,\n",
       " ' Absurd': 9,\n",
       " ' Accusatory': 10,\n",
       " ' Acerbic': 11,\n",
       " ' Admiring': 12,\n",
       " ' Aggressive': 13,\n",
       " ' Aggrieved': 14,\n",
       " ' Altruistic': 15,\n",
       " ' Ambivalent': 16,\n",
       " ' Amused': 17,\n",
       " ' Angry': 18,\n",
       " ' Animated': 19,\n",
       " ' Apathetic': 20,\n",
       " ' Apologetic': 21,\n",
       " ' Ardent': 22,\n",
       " ' Arrogant': 23,\n",
       " ' Assertive': 24,\n",
       " ' Belligerent': 25,\n",
       " ' Benevolent': 26,\n",
       " ' Bitter': 27,\n",
       " ' Callous': 28,\n",
       " ' Candid': 29,\n",
       " ' Caustic': 30}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Sentiment']=df['Sentiment'].map(result_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\Gyanender\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "import nltk\n",
    "nltk.download('stopwords')\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer # To perform stemming Loved ----> Love\n",
    "corpus=[]\n",
    "for i in range(0,len(df)):\n",
    "    review=re.sub('[^a-zA-z]',\" \",df['Messages'][i])\n",
    "    review=review.lower()\n",
    "    review=review.split()\n",
    "    stemming=PorterStemmer()\n",
    "    all_stopwords=stopwords.words('english')\n",
    "    all_stopwords.remove('not')\n",
    "    review=[stemming.stem(word) for word in review if not word in set(all_stopwords)]\n",
    "    review=' '.join(review)\n",
    "    corpus.append(review)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['creativ truli inspir',\n",
       " 'thank alway kind thought',\n",
       " 'posit infecti',\n",
       " 'hard work dedic truli impress',\n",
       " 'kind generos truli appreci',\n",
       " 'gift make peopl feel valu heard',\n",
       " 'enthusiasm life contagi',\n",
       " 'unwav support mean world',\n",
       " 'amaz talent bring peopl togeth',\n",
       " 'hard work dedic truli inspir',\n",
       " 'posit optim breath fresh air',\n",
       " 'heart gold',\n",
       " 'intellig insight never ceas amaz',\n",
       " 'true inspir',\n",
       " 'creativ know bound',\n",
       " 'sens humor alway brighten day',\n",
       " 'patienc understand truli admir',\n",
       " 'passion drive inspir us',\n",
       " 'way make everyon feel special',\n",
       " 'wisdom guidanc greatli appreci',\n",
       " 'dedic work truli remark',\n",
       " 'heart full compass empathi',\n",
       " 'posit face advers truli inspir',\n",
       " 'natur talent leadership',\n",
       " 'creativ innov truli impress',\n",
       " 'attent detail truli remark',\n",
       " 'generos kind exampl us',\n",
       " 'special gift bring joy live other',\n",
       " 'talent hard work truli inspir',\n",
       " 'determin resili inspir us',\n",
       " 'abil think outsid box truli impress',\n",
       " 'strength courag face challeng truli admir',\n",
       " 'dedic famili friend truli heartwarm',\n",
       " 'selfless generos truli appreci',\n",
       " 'posit enthusiasm life truli contagi',\n",
       " 'creativ imagin truli inspir',\n",
       " 'calm compos natur truli admir',\n",
       " 'wisdom insight alway leav awe',\n",
       " 'kind care natur true gift',\n",
       " 'hard work dedic craft truli impress',\n",
       " 'resili determin face challeng truli inspir',\n",
       " 'posit attitud infecti',\n",
       " 'commit excel truli remark',\n",
       " 'thought empathi truli appreci',\n",
       " 'abil inspir other truli remark',\n",
       " 'intellig creativ truli impress',\n",
       " 'abil find solut complex problem truli inspir',\n",
       " 'generos kind true exampl us',\n",
       " 'dedic work colleagu truli admir',\n",
       " 'hard work persever truli inspir',\n",
       " 'posit energi outlook life truli contagi',\n",
       " 'abil connect peopl deep level truli admir',\n",
       " 'creativ passion truli inspir',\n",
       " 'sens humor wit alway bring smile face',\n",
       " 'alway know say make feel better',\n",
       " 'kind generos know bound',\n",
       " 'thank alway matter',\n",
       " 'dedic hard work truli inspir',\n",
       " 'grate life',\n",
       " 'amaz sens humor alway brighten day',\n",
       " 'posit attitud contagi lift everyon spirit',\n",
       " 'incred friend appreci everyth',\n",
       " 'creativ talent never ceas amaz',\n",
       " 'thank great listen alway give best advic',\n",
       " 'intellig problem solv skill truli impress',\n",
       " 'feel lucki know someon kind care',\n",
       " 'thought attent detail truli appreci',\n",
       " 'heart gold constantli inspir generos',\n",
       " 'hard work dedic inspir us',\n",
       " 'posit enthusiasm infecti alway make smile',\n",
       " 'grate support love partner',\n",
       " 'strength resili face advers truli remark',\n",
       " 'unwav commit goal truli inspir',\n",
       " 'beauti soul feel lucki life',\n",
       " 'thank alway offer unwav support',\n",
       " 'intellig insight alway impress make think',\n",
       " 'kind compass exampl us',\n",
       " 'determin hard work truli admir',\n",
       " 'alway go beyond help other make world better place',\n",
       " 'generos selfless never ceas amaz',\n",
       " 'incred abil make other feel valu appreci',\n",
       " 'thank alway lend ear offer support',\n",
       " 'strength courag face challeng truli inspir',\n",
       " 'posit attitud resili face advers truli remark',\n",
       " 'amaz abil make even mundan task fun enjoy',\n",
       " 'creativ artist talent truli impress',\n",
       " 'incred work ethic alway give',\n",
       " 'kind compass know bound',\n",
       " 'leadership guidanc truli appreci everyon around',\n",
       " 'amaz parent children lucki',\n",
       " 'unwav commit belief valu truli admir',\n",
       " 'generos willing help other never ceas amaz',\n",
       " 'intellig critic think skill truli impress',\n",
       " 'posit outlook life abil see good everyth truli inspir',\n",
       " 'kind know bound never goe unnot',\n",
       " 'wonder way word alway amaz write',\n",
       " 'thank alway even thing get tough',\n",
       " 'heart gold generos truli inspir',\n",
       " 'bring much joy posit life forev grate',\n",
       " 'talent creativ continu amaz everi day',\n",
       " 'beauti soul shine everyth',\n",
       " 'dedic hard work truli admir awe achiev',\n",
       " 'true gem feel lucki life',\n",
       " 'wisdom guidanc invalu grate support',\n",
       " 'way make even mundan task enjoy appreci',\n",
       " 'remark abil inspir motiv other lucki role model',\n",
       " 'posit energi enthusiasm contagi alway feel uplift presenc',\n",
       " 'generos kind truli unparallel constantli inspir action',\n",
       " 'uniqu perspect life alway learn someth new talk',\n",
       " 'empathi compass other truli remark inspir selfless',\n",
       " 'heart gold generos kind never go unnot',\n",
       " 'creativ talent continu amaz feel lucki life',\n",
       " 'strength resili face advers truli inspir awe courag',\n",
       " 'posit attitud outlook life contagi alway feel uplift talk',\n",
       " 'hard work dedic truli admir grate contribut',\n",
       " 'remark abil make peopl feel valu appreci lucki know',\n",
       " 'intellig knowledg truli impress alway learn',\n",
       " 'beauti spirit kind generos never go unnot',\n",
       " 'honesti authent truli refresh admir integr',\n",
       " 'natur talent connect peopl alway enjoy talk',\n",
       " 'posit impact world truli inspir grate contribut',\n",
       " 'way make even difficult situat seem manag appreci level headed',\n",
       " 'support encourag mean world grate friendship',\n",
       " 'creativ imagin truli inspir feel lucki know',\n",
       " 'generos kind truli unmatch constantli inspir action',\n",
       " 'way make peopl feel comfort eas appreci',\n",
       " 'hard work dedic craft truli admir awe achiev',\n",
       " 'leav valuabl unattend public place',\n",
       " 'alway wear safeti gear oper heavi machineri',\n",
       " 'use phone drive',\n",
       " 'care use sharp object',\n",
       " 'believ everyth read internet',\n",
       " 'ignor warn sign',\n",
       " 'alway lock door window leav hous',\n",
       " 'cautiou scam call email',\n",
       " 'leav food long',\n",
       " 'alway doubl check import inform',\n",
       " 'leav children unattend near bodi water',\n",
       " 'mind surround unfamiliar area',\n",
       " 'forget save work frequent',\n",
       " 'alway follow instruct medic label',\n",
       " 'share password anyon',\n",
       " 'awar potenti allergen food',\n",
       " 'leav candl burn unattend',\n",
       " 'alway wear protect gear play contact sport',\n",
       " 'leav pet unattend hot vehicl',\n",
       " 'cautiou enter person inform onlin',\n",
       " 'ignor pain discomfort bodi',\n",
       " 'alway awar surround walk jog outsid',\n",
       " 'forget backup import file',\n",
       " 'cautiou lend money other',\n",
       " 'neglect maintain car',\n",
       " 'alway wear sunscreen protect skin sun harm ray',\n",
       " 'cautiou accept friend request social media',\n",
       " 'leav key car',\n",
       " 'alway prepar emerg',\n",
       " 'forget turn applianc not use',\n",
       " 'care use power tool',\n",
       " 'forget read fine print sign contract',\n",
       " 'alway keep person belong safe place',\n",
       " 'cautiou phone email scam',\n",
       " 'leav sharp object within reach children',\n",
       " 'alway wear life jacket boat swim',\n",
       " 'forget turn oven cook',\n",
       " 'care walk slipperi surfac',\n",
       " 'underestim import sleep',\n",
       " 'alway awar alcohol consumpt',\n",
       " 'leav comput unsecur public place',\n",
       " 'cautiou travel unfamiliar area',\n",
       " 'ignor safeti warn hike camp',\n",
       " 'alway wear appropri safeti gear play sport',\n",
       " 'forget check expir date food product',\n",
       " 'care handl hot liquid',\n",
       " 'underestim danger electr applianc',\n",
       " 'alway awar person belong travel',\n",
       " 'forget secur home leav vacat',\n",
       " 'alway look way cross street',\n",
       " 'talk stranger internet',\n",
       " 'leav drink unattend parti',\n",
       " 'alway wear sunscreen protect skin sun',\n",
       " 'text drive',\n",
       " 'care use sharp knive kitchen',\n",
       " 'leav candl burn unattend',\n",
       " 'alway wear helmet ride bike',\n",
       " 'awar surround walk alon night',\n",
       " 'touch hot stove without oven mitt',\n",
       " 'care handl chemic',\n",
       " 'share person inform stranger',\n",
       " 'leav valuabl car',\n",
       " 'touch stove hot',\n",
       " 'care cross street look way',\n",
       " 'drink drive danger',\n",
       " 'run scissor could get hurt',\n",
       " 'talk stranger not safe',\n",
       " 'text drive wait',\n",
       " 'cautiou use power tool danger',\n",
       " 'leav drink unattend could spike',\n",
       " 'watch ici sidewalk slipperi',\n",
       " 'take candi stranger could danger',\n",
       " 'swim alon not safe',\n",
       " 'share person inform onlin could danger',\n",
       " 'care handl chemic harm',\n",
       " 'touch wild anim danger',\n",
       " 'walk alon night not safe',\n",
       " 'cautiou use sharp object danger',\n",
       " 'leav valuabl unattend could stolen',\n",
       " 'leav candl unattend start fire',\n",
       " 'give password could danger',\n",
       " 'care use ladder danger',\n",
       " 'forget wear seatbelt could save life',\n",
       " 'cautiou drive bad weather danger',\n",
       " 'walk thin ice danger',\n",
       " 'use electron near water could danger',\n",
       " 'care handl hot liquid burn',\n",
       " 'forget lock door could prevent break',\n",
       " 'cautiou handl firearm danger',\n",
       " 'eat food gone bad could make sick',\n",
       " 'play match start fire',\n",
       " 'trust everyth read internet could fake',\n",
       " 'give credit card inform could stolen',\n",
       " 'leav pet hot car danger',\n",
       " 'care use grill start fire',\n",
       " 'forget check expir date medic could danger',\n",
       " 'leav children unattend pool not safe',\n",
       " 'leav car unlock could stolen',\n",
       " 'forget turn oven could start fire',\n",
       " 'cautiou use heavi machineri danger',\n",
       " 'forget wear protect gear prevent injuri',\n",
       " 'care handl glass break caus harm',\n",
       " 'forget take medic prescrib could danger',\n",
       " 'leav valuabl visibl car could stolen',\n",
       " 'cautiou use chainsaw danger',\n",
       " 'forget test smoke detector could save life',\n",
       " 'leav sharp object within reach children danger',\n",
       " 'forget wear helmet ride bike prevent head injuri',\n",
       " 'care use knife danger',\n",
       " 'leav car run unattend could stolen',\n",
       " 'forget look leap could prevent injuri',\n",
       " 'cautiou walk wet floor slipperi',\n",
       " 'alway doubl check inform receiv internet',\n",
       " 'make invest consult financi advisor',\n",
       " 'share person inform stranger onlin',\n",
       " 'rememb wear helmet ride bike',\n",
       " 'look way cross street',\n",
       " 'use phone drive',\n",
       " 'avoid leav valuabl plain sight car',\n",
       " 'care handl hot object',\n",
       " 'use caution use power tool',\n",
       " 'make sure turn applianc leav hous',\n",
       " 'open email attach unknown sender',\n",
       " 'keep password secur chang regularli',\n",
       " 'leav candl unattend',\n",
       " 'check expir date food product consum',\n",
       " 'share sensit inform public wi fi network',\n",
       " 'read term condit care agre anyth',\n",
       " 'bewar phish scam never give person inform',\n",
       " 'forget lock door window leav home',\n",
       " 'avoid walk alon night unsaf area',\n",
       " 'alway use protect gear engag extrem sport',\n",
       " 'mind effect much screen time health',\n",
       " 'touch hot stove burner boil pot without oven mitt',\n",
       " 'keep pet away danger object substanc',\n",
       " 'alway follow safeti guidelin use firework',\n",
       " 'appreci input let consid option make decis',\n",
       " 'understand perspect believ approach issu differ',\n",
       " 'let work togeth find solut benefit everyon',\n",
       " 'think find common ground will listen concern',\n",
       " 'import respect everyon opinion feel situat',\n",
       " 'may disagr let keep convers respect product',\n",
       " 'strive find compromis meet everyon need',\n",
       " 'hear say think worth explor',\n",
       " 'import consid impact decis stakehold',\n",
       " 'let take step back assess situat make rash decis',\n",
       " 'valu expertis would appreci input matter',\n",
       " 'think import approach issu sensit understand',\n",
       " 'make effort find solut fair equit everyon involv',\n",
       " 'understand concern think work togeth find solut',\n",
       " 'import approach issu place mutual respect understand',\n",
       " 'believ come resolut satisfi everyon need',\n",
       " 'let approach issu open mind willing compromis',\n",
       " 'make effort address underli issu may contribut problem',\n",
       " 'think find solut benefit parti will work togeth',\n",
       " 'import commun concern expect clearli respect',\n",
       " 'make effort understand perspect make decis',\n",
       " 'appreci willing work togeth matter',\n",
       " 'think find way move forward everyon agre',\n",
       " 'let approach issu empathi understand parti involv',\n",
       " 'strive find solut promot harmoni cooper',\n",
       " 'believ overcom challeng work togeth remain focus common goal',\n",
       " 'import approach situat tact diplomaci',\n",
       " 'aim find solut mutual benefici sustain',\n",
       " 'valu input think import consid viewpoint make decis',\n",
       " 'let take collabor approach issu work togeth toward posit outcom',\n",
       " 'think import approach issu sens urgenc purpos',\n",
       " 'make effort address concern reserv may hinder progress',\n",
       " 'believ find way forward effect respect parti involv',\n",
       " 'let remain focus share object work togeth achiev',\n",
       " 'import commun expect limit clearli respect',\n",
       " 'make effort build trust goodwil among parti involv',\n",
       " 'appreci patienc understand work issu togeth',\n",
       " 'appreci perspect believ consid altern solut',\n",
       " 'import find compromis work everyon involv',\n",
       " 'understand come need priorit interest entir team',\n",
       " 'let take step back evalu option make final decis',\n",
       " 'think fair say valid point side issu',\n",
       " 'understand concern want work togeth find solut address',\n",
       " 'import approach situat sensit respect parti involv',\n",
       " 'let focu find common ground rather get caught differ',\n",
       " 'appreci input think build come stronger propos',\n",
       " 'essenti commun clearli transpar throughout process',\n",
       " 'believ reach mutual benefici outcom work togeth stay open mind',\n",
       " 'let mind impact decis could take step mitig neg effect',\n",
       " 'valu opinion think import hear stakehold make final decis',\n",
       " 'import maintain respect tone avoid make person attack',\n",
       " 'let consid long term implic action make decis accordingli',\n",
       " 'appreci patienc work complex issu',\n",
       " 'essenti take collabor approach listen perspect',\n",
       " 'understand may differ prioriti believ find solut meet everyon need',\n",
       " 'let focu find solut rather place blame make accus',\n",
       " 'think import commun intent clearli seek input relev parti',\n",
       " 'essenti approach issu empathi understand',\n",
       " 'appreci input think import continu work togeth find solut',\n",
       " 'let remain focus share goal work collabor achiev',\n",
       " 'understand issu complex commit find solut work everyon',\n",
       " 'import respect opinion work find common ground',\n",
       " 'appreci willing engag discuss think import keep line commun open',\n",
       " 'let work togeth identifi root caus issu develop strategi address',\n",
       " 'believ find solut address concern approach issu open mind',\n",
       " 'essenti consid perspect stakehold make decis',\n",
       " 'understand situat challeng confid find way forward',\n",
       " 'let focu build trust maintain construct dialogu work toward resolut',\n",
       " 'appreci opinion believ consid altern solut',\n",
       " 'seem differ perspect perhap find compromis',\n",
       " 'understand come need take factor consider',\n",
       " 'let take step back reassess situat make decis',\n",
       " 'input valuabl take account move forward',\n",
       " 'see point let not discount opinion other matter',\n",
       " 'import find solut benefit everyon involv',\n",
       " 'think agre find resolut top prioriti',\n",
       " 'let approach open mind willing work togeth',\n",
       " 'believ share goal need find way get',\n",
       " 'thank bring attent let work togeth address issu',\n",
       " 'respect posit must also consid consequ action',\n",
       " 'understand sensit topic let approach care consider',\n",
       " 'import commun openli respect throughout process',\n",
       " 'let work find common ground move forward posit direct',\n",
       " 'appreci willing discuss matter profession manner',\n",
       " 'believ find mutual benefici solut addit brainstorm',\n",
       " 'import take balanc approach make decis',\n",
       " 'recogn complex issu let work togeth find solut',\n",
       " 'take time fulli understand perspect make decis',\n",
       " 'let approach situat empathi understand parti involv',\n",
       " 'valu input believ contribut success outcom',\n",
       " 'import commun thought concern openli honestli',\n",
       " 'believ find solut meet need everyon involv',\n",
       " 'let remain focus share goal work togeth achiev',\n",
       " 'recogn challeng face confid overcom togeth',\n",
       " 'strive creat collabor respect environ parti involv',\n",
       " 'let approach problem solv mindset willing listen viewpoint',\n",
       " 'believ find solut meet object respect opinion involv',\n",
       " 'import maintain profession respect throughout interact',\n",
       " 'recogn need compromis order find solut work everyon',\n",
       " 'let take moment reflect aspect situat make decis',\n",
       " 'strive find resolut fair equit parti involv',\n",
       " 'valu input believ help us find success outcom',\n",
       " 'appreci input perhap could consid anoth approach',\n",
       " 'let explor possibl solut ensur make best decis everyon involv',\n",
       " 'understand perspect believ find common ground',\n",
       " 'import approach matter sensit tact',\n",
       " 'concern valid take consider',\n",
       " 'believ work togeth find mutual benefici solut',\n",
       " 'let keep open mind consid viewpoint make decis',\n",
       " 'contribut discuss valuabl appreci',\n",
       " 'may differ opinion still work toward common goal',\n",
       " 'understand may sensit issu want approach care',\n",
       " 'import maintain profession respect interact',\n",
       " 'let work toward find solut meet everyon need',\n",
       " 'feedback import take account',\n",
       " 'agre disagre still maintain product relationship',\n",
       " 'appreci willing listen consid perspect',\n",
       " 'let approach matter focu find mutual benefici solut',\n",
       " 'valu input want make sure heard',\n",
       " 'import find solut fair reason everyon involv',\n",
       " 'believ find common ground approach matter open mind',\n",
       " 'let make sure voic heard make decis',\n",
       " 'feedback crucial ensur make inform decis',\n",
       " 'import maintain respect profession demeanor interact',\n",
       " 'want make sure everyon need taken consider move forward',\n",
       " 'appreci patienc understand work toward resolut',\n",
       " 'let approach issu spirit collabor cooper',\n",
       " 'perspect import want make sure fulli understood',\n",
       " 'import commun clearli respect interact',\n",
       " 'let take time fulli understand aspect matter make decis',\n",
       " 'want make sure take everyon concern account',\n",
       " 'input valuabl want make sure given proper consider',\n",
       " 'let keep open mind explor option make decis',\n",
       " 'import remain calm level head discuss',\n",
       " 'want make sure parti involv feel heard respect',\n",
       " 'expertis area appreci valuabl',\n",
       " 'let approach matter eye toward find win win solut',\n",
       " 'valu opinion want make sure fulli understood',\n",
       " 'import consid long term implic decis make',\n",
       " 'let work togeth find solut benefit everyon involv',\n",
       " 'want make sure take balanc fair approach',\n",
       " 'insight import help inform decis make process',\n",
       " 'let approach issu focu find mutual agreeabl solut',\n",
       " 'import transpar forthcom commun',\n",
       " 'want make sure take thought deliber approach',\n",
       " 'feedback crucial help us make best decis possibl',\n",
       " 'let make sure fulli inform make decis',\n",
       " 'import remain object imparti discuss',\n",
       " 'pleas close door',\n",
       " 'need help right',\n",
       " 'pleas interrupt',\n",
       " 'pleas pass salt',\n",
       " 'stop talk listen',\n",
       " 'need done tomorrow',\n",
       " 'pleas send report soon possibl',\n",
       " 'want take respons',\n",
       " 'could pleas explain',\n",
       " 'forget bring document',\n",
       " 'disagre opinion',\n",
       " 'let meet tomorrow',\n",
       " 'pleas make sure done correctli',\n",
       " 'need seriou talk',\n",
       " 'time right',\n",
       " 'pleas late meet',\n",
       " 'pleas provid detail',\n",
       " 'not expect',\n",
       " 'let schedul call tomorrow',\n",
       " 'pleas doubl check number',\n",
       " 'not interest propos',\n",
       " 'pleas give moment think',\n",
       " 'not accept',\n",
       " 'let discuss person',\n",
       " 'pleas clear mean',\n",
       " 'need specif',\n",
       " 'urgent pleas respond asap',\n",
       " 'let get straight point',\n",
       " 'need take action immedi',\n",
       " 'pleas follow instruct care',\n",
       " 'meet',\n",
       " 'pleas confirm receiv email',\n",
       " 'prioriti pleas focu',\n",
       " 'let resolv issu',\n",
       " 'expect better result',\n",
       " 'pleas make necessari chang',\n",
       " 'appreci tone',\n",
       " 'let avoid beat around bush',\n",
       " 'pleas hesit ask question',\n",
       " 'time excus',\n",
       " 'final warn',\n",
       " 'let cut chase',\n",
       " 'pleas direct',\n",
       " 'need take serious',\n",
       " 'pleas provid updat',\n",
       " 'option',\n",
       " 'let not wast time',\n",
       " 'pleas make complic need',\n",
       " 'expect job properli',\n",
       " 'let work togeth find solut',\n",
       " 'pleas let know issu',\n",
       " 'need give answer',\n",
       " 'discuss face face',\n",
       " 'pleas keep simpl clear',\n",
       " 'not satisfi outcom',\n",
       " 'let make decis move',\n",
       " 'pleas avoid make assumpt',\n",
       " 'need take charg situat',\n",
       " 'pleas clarifi mean',\n",
       " 'let stay focus goal',\n",
       " 'pleas hesit ask help',\n",
       " 'see eye eye',\n",
       " 'let priorit task',\n",
       " 'pleas forget includ attach',\n",
       " 'need input matter',\n",
       " 'meet person discuss',\n",
       " 'let find way work togeth',\n",
       " 'pleas ignor problem',\n",
       " 'want excus result',\n",
       " 'let not complic thing unnecessarili',\n",
       " 'pleas make sure everyon page',\n",
       " 'need account',\n",
       " 'pleas explain reason behind',\n",
       " 'pleas close door behind',\n",
       " 'send report pm today',\n",
       " 'interrupt speak',\n",
       " 'let meet tomorrow confer room',\n",
       " 'pleas make payment end day',\n",
       " 'need finish task tomorrow morn',\n",
       " 'stop smoke offic premis',\n",
       " 'pleas hand file tabl',\n",
       " 'forget lock front door leav',\n",
       " 'pleas turn cell phone meet',\n",
       " 'put phone silent mode movi',\n",
       " 'late meet tomorrow',\n",
       " 'clean room go bed',\n",
       " 'let know need help project',\n",
       " 'pleas complet form submit friday',\n",
       " 'send email team member',\n",
       " 'pleas follow compani dress code polici',\n",
       " 'sign contract send back us',\n",
       " 'forget bring passport airport',\n",
       " 'put file cabinet mark',\n",
       " 'fill form submit receptionist',\n",
       " 'pleas print document sign',\n",
       " 'use compani offici email address commun',\n",
       " 'use cell phone drive',\n",
       " 'keep nois level confer call',\n",
       " 'turn light leav room',\n",
       " 'talk movi',\n",
       " 'pay bill leav restaur',\n",
       " 'pleas provid feedback project',\n",
       " 'sign workshop fill form',\n",
       " 'use foul languag offic',\n",
       " 'check email meet invit',\n",
       " 'turn report end day',\n",
       " 'submit vacat request least two week advanc',\n",
       " 'forget lock car leav',\n",
       " 'make sure projector set present',\n",
       " 'pleas updat contact inform databas',\n",
       " 'smoke non smoke area',\n",
       " 'attend train session monday',\n",
       " 'turn expens report end month',\n",
       " 'check expir date milk drink',\n",
       " 'print document file cabinet',\n",
       " 'leav person belong unattend',\n",
       " 'pleas fill survey help us improv servic',\n",
       " 'use design smoke area',\n",
       " 'come offic tomorrow team meet',\n",
       " 'park handicap spot without permit',\n",
       " 'submit propos deadlin',\n",
       " 'use compani properti person use',\n",
       " 'sign attend sheet leav train session',\n",
       " 'label bag name contact inform',\n",
       " 'use cell phone hospit',\n",
       " 'write name date top page',\n",
       " 'great barrier reef world largest coral reef system stretch kilomet',\n",
       " 'human bodi made around water',\n",
       " 'great wall china approxim mile long',\n",
       " 'amazon rainforest largest rainforest world cover approxim million squar kilomet',\n",
       " 'intern space station orbit earth altitud approxim kilomet',\n",
       " 'capit citi australia canberra',\n",
       " 'unit state third largest countri world land area cover approxim million squar kilomet',\n",
       " 'world largest hot desert sahara cover northern africa',\n",
       " 'largest countri world land area russia cover approxim million squar kilomet',\n",
       " 'highest mountain world mount everest peak rise altitud meter sea level',\n",
       " 'period tabl contain known chemic element',\n",
       " 'earth circumfer approxim kilomet',\n",
       " 'great pyramid giza oldest seven wonder ancient world',\n",
       " 'shortest war histori britain zanzibar last minut',\n",
       " 'first success airplan flight made wright brother decemb',\n",
       " 'largest ocean world pacif ocean cover approxim million squar mile',\n",
       " 'coldest temperatur ever record earth f c soviet union vostok station antarctica',\n",
       " 'human brain billion neuron',\n",
       " 'statu liberti gift franc unit state dedic octob',\n",
       " 'first success human heart transplant perform dr christiaan barnard south africa',\n",
       " 'great depress sever econom downturn began last decad',\n",
       " 'world largest statu statu uniti india stand height meter',\n",
       " 'largest anim earth blue whale reach length feet',\n",
       " 'fastest land anim cheetah reach speed mph',\n",
       " 'eiffel tower wrought iron lattic tower locat pari franc name gustav eiffel whose compani design built tower',\n",
       " 'averag temperatur antarctica f c winter f c summer',\n",
       " 'great barrier reef australia largest live structur earth',\n",
       " 'human bodi contain enough fat make seven bar soap',\n",
       " 'great wall china built period year start th centuri bc',\n",
       " 'group flamingo call flamboy',\n",
       " 'largest ocean world pacif ocean',\n",
       " 'human small intestin around feet meter long',\n",
       " 'statu liberti gift unit state franc',\n",
       " 'tallest build world burj khalifa dubai stand meter feet',\n",
       " 'deepest point ocean challeng deep locat mariana trench depth feet meter',\n",
       " 'human heart beat around time per day',\n",
       " 'great sphinx giza egypt believ year old',\n",
       " 'longest river world nile river flow egypt sudan uganda',\n",
       " 'human brain contain billion neuron',\n",
       " 'largest desert world sahara desert north africa',\n",
       " 'approxim languag spoken world today',\n",
       " 'first success airplan flight made wright brother',\n",
       " 'eiffel tower pari franc complet stand height meter feet',\n",
       " 'largest countri world land area russia',\n",
       " 'first moon land accomplish nasa apollo mission juli',\n",
       " 'human eye distinguish million differ color',\n",
       " 'averag lifespan human around year',\n",
       " 'fastest land anim world cheetah reach speed mph km h',\n",
       " 'smallest planet solar system mercuri',\n",
       " 'great pyramid giza egypt oldest largest three pyramid giza pyramid complex',\n",
       " 'largest anim earth blue whale grow feet meter length',\n",
       " 'earth atmospher compos approxim nitrogen oxygen gase',\n",
       " 'shortest war histori britain zanzibar last minut',\n",
       " 'world largest flower rafflesia arnoldii grow feet meter diamet',\n",
       " 'first success human heart transplant perform dr christiaan barnard',\n",
       " 'human bodi made approxim water',\n",
       " 'highest mountain world mount everest stand feet meter',\n",
       " 'averag human brain weigh around pound kg',\n",
       " 'fastest anim world peregrin falcon dive speed mph km h',\n",
       " 'capit franc pari',\n",
       " 'great barrier reef largest coral reef system world',\n",
       " 'human bodi bone',\n",
       " 'earth rotat axi everi hour',\n",
       " 'nile river longest river world',\n",
       " 'statu liberti gift unit state franc',\n",
       " 'speed light approxim meter per second',\n",
       " 'univers approxim billion year old',\n",
       " 'decibel unit use measur intens sound',\n",
       " 'tsunami seri ocean wave long wavelength',\n",
       " 'dna genet materi carri instruct develop function live organ',\n",
       " 'solar system consist eight planet orbit around sun',\n",
       " 'photosynthesi process plant convert sunlight energi',\n",
       " 'human brain weigh approxim pound',\n",
       " 'mount everest highest mountain world',\n",
       " 'water freez degre celsiu degre fahrenheit',\n",
       " 'earth tilt axi angl degre',\n",
       " 'amazon river second longest river world',\n",
       " 'first success power flight human achiev wright brother',\n",
       " 'moon approxim one quarter size earth',\n",
       " 'human heart beat approxim time per day',\n",
       " 'great wall china longest wall world stretch mile',\n",
       " 'largest organ human bodi skin',\n",
       " 'jupit largest planet solar system',\n",
       " 'human eye distinguish approxim million differ color',\n",
       " 'unit state constitut ratifi',\n",
       " 'speed sound approxim meter per second',\n",
       " 'pyramid giza built year ago',\n",
       " 'earthquak caus shift tecton plate beneath earth surfac',\n",
       " 'red sea inlet indian ocean locat africa asia',\n",
       " 'largest anim earth blue whale',\n",
       " 'ozon layer layer earth atmospher help protect planet harm effect sun ultraviolet ray',\n",
       " 'taj mahal mausoleum locat agra india',\n",
       " 'human respiratori system consist lung trachea bronchi structur',\n",
       " 'panama canal mile long artifici waterway connect atlant pacif ocean',\n",
       " 'first iphon releas appl',\n",
       " 'planet mar thin atmospher made mostli carbon dioxid',\n",
       " 'great barrier reef largest coral reef system world',\n",
       " 'earth tilt angl approxim degre',\n",
       " 'water freez degre fahrenheit degre celsiu',\n",
       " 'eiffel tower meter tall',\n",
       " 'human bodi made approxim water',\n",
       " 'sun star approxim million mile away earth',\n",
       " 'fastest land anim cheetah run mile per hour',\n",
       " 'amazon rainforest largest tropic rainforest world',\n",
       " 'human brain weigh pound',\n",
       " 'great wall china longest wall world stretch mile',\n",
       " 'largest desert world sahara cover million squar mile',\n",
       " 'statu liberti gift franc unit state',\n",
       " 'planet jupit largest planet solar system',\n",
       " 'human heart beat approxim time per day',\n",
       " 'speed light approxim mile per second',\n",
       " 'tallest mountain world mount everest feet tall',\n",
       " 'human bodi bone',\n",
       " 'first success airplan flight made wright brother',\n",
       " 'moon approxim mile away earth',\n",
       " 'great pyramid giza one oldest largest pyramid world',\n",
       " 'human eye distinguish approxim million differ color',\n",
       " 'planet mar often refer red planet',\n",
       " 'unit state third largest countri world land area',\n",
       " 'human ear hear sound wave frequenc rang hertz',\n",
       " 'planet saturn largest complex ring system planet solar system',\n",
       " 'unit state state one feder district washington c',\n",
       " 'human nose distinguish trillion differ scent',\n",
       " 'deepest part ocean challeng deep locat mariana trench feet deep',\n",
       " 'planet venu brightest object night sky moon',\n",
       " 'human tongu detect sweet sour salti bitter umami savori tast',\n",
       " 'planet mercuri closest planet sun',\n",
       " 'human skin largest organ bodi',\n",
       " 'intern space station orbit earth altitud approxim mile',\n",
       " 'planet neptun discov french astronom urbain le verrier',\n",
       " 'human liver largest intern organ bodi',\n",
       " 'longest river world nile flow mile africa',\n",
       " 'planet uranu tilt angl approxim degre',\n",
       " 'human stomach hold approxim liter food liquid',\n",
       " 'largest mammal world blue whale weigh ton',\n",
       " 'planet pluto reclassifi dwarf planet',\n",
       " 'human lung contain million alveoli tini air sac',\n",
       " 'deepest lake world lake baikal russia',\n",
       " 'believ capabl achiev',\n",
       " 'take action toward goal day matter small',\n",
       " 'journey may long destin worth',\n",
       " 'one make dream realiti',\n",
       " 'never give set soul fire',\n",
       " 'limit life one set',\n",
       " 'success not final failur not fatal courag continu count',\n",
       " 'way great work love',\n",
       " 'time limit wast live someon els life',\n",
       " 'watch clock keep go',\n",
       " 'miss shot take',\n",
       " 'success not key happi happi key success love success',\n",
       " 'success stumbl failur failur loss enthusiasm',\n",
       " 'dream work unless',\n",
       " 'biggest adventur ever take live life dream',\n",
       " 'believ halfway',\n",
       " 'great start start great',\n",
       " 'believ rest fall place',\n",
       " 'not perfect effort bring effort everi singl day transform happen',\n",
       " 'limit amount willing step comfort zone',\n",
       " 'build dream someon els hire help build',\n",
       " 'success not measur accomplish opposit encount courag maintain struggl overwhelm odd',\n",
       " 'never old set anoth goal dream new dream',\n",
       " 'differ ordinari extraordinari littl extra',\n",
       " 'greatest glori live lie not never fall rise everi time fall',\n",
       " 'start use',\n",
       " 'let yesterday take much today',\n",
       " 'strive not success rather valu',\n",
       " 'success not destin journey',\n",
       " 'wait opportun creat',\n",
       " 'happi not someth readi made come action',\n",
       " 'believ act imposs fail',\n",
       " 'life like camera focu good time develop neg thing work take anoth shot',\n",
       " 'hard work determin anyth possibl',\n",
       " 'limit one set',\n",
       " 'believ dream achiev anyth',\n",
       " 'greatest glori live lie not never fall rise everi time fall',\n",
       " 'futur belong believ beauti dream',\n",
       " 'success not final failur not fatal courag continu count',\n",
       " 'keep face alway toward sunshin shadow fall behind',\n",
       " 'strive not success rather valu',\n",
       " 'happi not someth readi made come action',\n",
       " 'believ halfway',\n",
       " 'believ halfway',\n",
       " 'not matter slowli go long not stop',\n",
       " 'strive not success rather valu',\n",
       " 'way great work love',\n",
       " 'best way predict futur creat',\n",
       " 'watch clock keep go',\n",
       " 'dream achiev',\n",
       " 'success not final failur not fatal courag continu count',\n",
       " 'never old set anoth goal dream new dream',\n",
       " 'person never made mistak never tri anyth new',\n",
       " 'success not key happi happi key success love success',\n",
       " 'life happen react',\n",
       " 'let yesterday take much today',\n",
       " 'miss shot take',\n",
       " 'life like ride bicycl keep balanc must keep move',\n",
       " 'believ know someth insid greater obstacl',\n",
       " 'person destin becom person decid',\n",
       " 'order succeed must first believ',\n",
       " 'chang direct wind adjust sail alway reach destin',\n",
       " 'limit amount willing show make thing happen',\n",
       " 'greatest glori live lie not never fall rise everi time fall',\n",
       " 'great start start great',\n",
       " 'true wisdom know know noth',\n",
       " 'not fail found way work',\n",
       " 'futur belong believ beauti dream',\n",
       " 'look life alway',\n",
       " 'happi not someth readi made come action',\n",
       " 'must chang wish see world',\n",
       " 'best beauti thing world cannot seen even touch must felt heart',\n",
       " 'want lift lift someon els',\n",
       " 'accept failur everyon fail someth accept not tri',\n",
       " 'get achiev goal not import becom achiev goal',\n",
       " 'go hell keep go',\n",
       " 'think said appreci perspect',\n",
       " 'want send small gift brighten day',\n",
       " 'rememb mention much love coffe brought fresh cup',\n",
       " 'took time research find book thought might enjoy',\n",
       " 'saw thought hope bring smile face',\n",
       " 'feel want check see',\n",
       " 'made sure save slice favorit cake',\n",
       " 'know go tough time listen need talk',\n",
       " 'notic work hard thought could use break let grab lunch',\n",
       " 'wrote heartfelt letter express much mean',\n",
       " 'know sinc caught want reach see',\n",
       " 'prepar favorit meal want show much care',\n",
       " 'rememb birthday got littl someth celebr',\n",
       " 'saw articl thought might find interest',\n",
       " 'notic stress late book spa day relax unwind',\n",
       " 'know love garden brought new seed add collect',\n",
       " 'took time organ closet know much overwhelm',\n",
       " 'saw want tri new hobbi got starter kit',\n",
       " 'heard long day ran warm bath help relax',\n",
       " 'thought said made reflect action',\n",
       " 'want surpris ticket concert want attend',\n",
       " 'know struggl time manag found app might help',\n",
       " 'brought blanket notic alway cold offic',\n",
       " 'know fan art visit galleri pick print thought like',\n",
       " 'rememb mention favorit childhood candi brought bag',\n",
       " 'want let know believ abil',\n",
       " 'made playlist song remind hope enjoy',\n",
       " 'found interest podcast episod thought might find thought provok',\n",
       " 'know want learn new languag got languag learn book',\n",
       " 'want apolog action let know reflect',\n",
       " 'brought cup tea know help relax',\n",
       " 'notic feel gather funni video cheer',\n",
       " 'one import aspect consid impact action environ',\n",
       " 'make decis import weigh pro con',\n",
       " 'take time reflect emot help us understand better',\n",
       " 'import recogn valu hard work persever',\n",
       " 'show empathi toward other help build stronger relationship',\n",
       " 'alway strive learn grow person profession',\n",
       " 'import commun thought feel clear respect manner',\n",
       " 'make time self care help improv overal well',\n",
       " 'alway strive open mind consid differ perspect',\n",
       " 'reflect past experi help us learn grow',\n",
       " 'import take respons action consequ',\n",
       " 'listen other without judgment help us better understand point view',\n",
       " 'import mind word action signific impact other',\n",
       " 'take break allow rest crucial physic mental health',\n",
       " 'seek feedback other help us identifi area improv',\n",
       " 'honest transpar help build trust relationship',\n",
       " 'alway strive kind compassion toward other',\n",
       " 'import consid long term consequ decis',\n",
       " 'learn mistak help us avoid repeat futur',\n",
       " 'take time express gratitud help improv overal outlook life',\n",
       " 'import adapt will adjust plan circumst chang',\n",
       " 'set realist goal creat plan help us achiev success',\n",
       " 'show appreci other help strengthen relationship',\n",
       " 'import take care mental health would physic health',\n",
       " 'present moment help us appreci simpl joy life',\n",
       " 'alway strive inclus accept divers',\n",
       " 'priorit well help us better serv other',\n",
       " 'take respons emot help us manag effect',\n",
       " 'import recogn address bias may',\n",
       " 'give permiss make mistak help us embrac new challeng',\n",
       " 'set boundari relationship help us maintain well',\n",
       " 'practic self compass help us forgiv',\n",
       " 'import seek resourc support face challeng',\n",
       " 'embrac chang help us grow learn',\n",
       " 'acknowledg strength weak help us identifi area growth',\n",
       " 'alway strive respect consider other feel',\n",
       " 'make time hobbi interest help us find joy everyday life',\n",
       " 'set realist expect help us avoid burnout',\n",
       " 'import recogn self worth valu',\n",
       " 'seek new experi help us broaden horizon',\n",
       " 'import take time self reflect introspect',\n",
       " 'mind impact action around us',\n",
       " 'crucial listen other consid perspect',\n",
       " 'strive empathet understand toward differ us',\n",
       " 'import open mind recept new idea perspect',\n",
       " 'alway tri learn mistak use opportun growth',\n",
       " 'import kind compassion toward other even difficult situat',\n",
       " 'intent way commun other use clear respect languag',\n",
       " 'crucial take care mental emot health well physic health',\n",
       " 'strive patient understand navig life challeng',\n",
       " 'import take time appreci beauti wonder world around us',\n",
       " 'intent build meaning relationship around us',\n",
       " 'crucial mind bias prejudic work overcom',\n",
       " 'strive authent true rather conform societ expect',\n",
       " 'import honest transpar interact other',\n",
       " 'intent express gratitud appreci toward impact live',\n",
       " 'crucial mind impact choic environ work reduc carbon footprint',\n",
       " 'strive proactiv take initi person profession live',\n",
       " 'import mind way speak practic self compass',\n",
       " 'intent seek divers perspect experi',\n",
       " 'crucial awar limit seek help need',\n",
       " 'strive adapt flexibl face chang',\n",
       " 'import mind way spend time priorit truli import',\n",
       " 'intent practic self care take break need',\n",
       " 'crucial awar emot regul healthi way',\n",
       " 'strive proactiv problem solv rather reactiv',\n",
       " 'import mind way approach conflict other use collabor construct approach',\n",
       " 'intent seek accept construct feedback',\n",
       " 'crucial awar strength weak work develop area growth',\n",
       " 'strive account action take respons mistak',\n",
       " 'import mind way speak interact differ us',\n",
       " 'intent seek opportun person profession develop',\n",
       " 'crucial awar way behavior action contribut larger societ issu',\n",
       " 'strive creativ innov way approach problem challeng',\n",
       " 'tomato turn red saw salad dress',\n",
       " 'told wife draw eyebrow high look surpris',\n",
       " 'read book histori glue seem put',\n",
       " 'scientist trust atom make everyth',\n",
       " 'whiskey diet lost three day alreadi',\n",
       " 'easiest way find someth lost around hous buy replac',\n",
       " 'hear kidnap playground woke',\n",
       " 'use baker rais dough',\n",
       " 'hear restaur call karma menu get deserv',\n",
       " 'tell actor break leg everi play cast',\n",
       " 'read book anti graviti imposs put',\n",
       " 'differ poorli dress man trampolin well dress man trampolin attir',\n",
       " 'wonder frisbe get bigger hit',\n",
       " 'get cross snowman shark frostbit',\n",
       " 'scarecrow win award outstand field',\n",
       " 'hear italian chef die pasta way',\n",
       " 'tri organ hide seek tournament realli hard find good player',\n",
       " 'realli good solv problem good even creat exist yet',\n",
       " 'boss told good day went home',\n",
       " 'whiskey diet lost three day alreadi',\n",
       " 'park driveway drive parkway english weird',\n",
       " 'cooki go doctor feel crumbl',\n",
       " 'first succeed skydiv not',\n",
       " 'tri start band call mb gotten gig yet lot fan onlin',\n",
       " 'use job calendar factori got fire took coupl day',\n",
       " 'told wife draw eyebrow high look surpris',\n",
       " 'use play piano ear use hand',\n",
       " 'read book anti graviti imposs put',\n",
       " 'told boss need day go funer said whose funer said get day',\n",
       " 'scarecrow win award outstand field',\n",
       " 'alway want procrastin never got around',\n",
       " 'photograph memori alway forget put memori card',\n",
       " 'trust peopl like dog trust dog like peopl',\n",
       " 'not argu explain right',\n",
       " 'not morn person coffe person',\n",
       " 'use indecis not sure',\n",
       " 'not say batman ever seen batman room',\n",
       " 'memori goldfish thing import',\n",
       " 'never forget face case make except',\n",
       " 'whiskey diet lost three day alreadi',\n",
       " 'suffer insan enjoy everi minut',\n",
       " 'not lazi conserv energi',\n",
       " 'not argu passion express opinion someon wrong',\n",
       " 'not say wonder woman ever seen wonder woman room',\n",
       " 'not great advic interest sarcast comment',\n",
       " 'not vegetarian love anim vegetarian hate plant',\n",
       " 'alway make sens',\n",
       " 'told wife draw eyebrow high look surpris',\n",
       " 'drink problem drink get drunk fall problem',\n",
       " 'not argu explain right',\n",
       " 'not morn person mourn person mourn death sleep',\n",
       " 'not say superhero ever seen spider man room',\n",
       " 'use indecis not sure',\n",
       " 'not doctor play one tv',\n",
       " 'not say captain america ever seen captain america room',\n",
       " 'not bossi better idea',\n",
       " 'not argu tell wrong',\n",
       " 'not morn person coffe person',\n",
       " 'not argu express volum passion',\n",
       " 'not argu explain right louder',\n",
       " 'not short concentr awesom',\n",
       " 'not morn person mourn person mourn death dream',\n",
       " 'use play piano ear use hand',\n",
       " 'time fli like arrow fruit fli like banana',\n",
       " 'read book histori glue seem put',\n",
       " 'photograph memori alway forget take len cap',\n",
       " 'first succeed skydiv not',\n",
       " 'not argu explain right',\n",
       " 'not lazi energi save mode',\n",
       " 'earli bird might get worm second mous get chees',\n",
       " 'think nobodi care aliv tri miss coupl car payment',\n",
       " 'not argu simpli explain right',\n",
       " 'alway procrastin tomorrow',\n",
       " 'told wife draw eyebrow high look surpris',\n",
       " 'tri start hot air balloon busi never realli took',\n",
       " 'go tell joke time travel guy like',\n",
       " 'not sure actual depress realli good lazi',\n",
       " 'love marri great find one special person want annoy rest life',\n",
       " 'degre philosophi well get cup coffe',\n",
       " 'told wife embrac mistak hug',\n",
       " 'girlfriend said want like ex dump',\n",
       " 'not say batman ever seen batman room togeth',\n",
       " 'first succeed redefin success',\n",
       " 'want know man like take good look treat inferior not equal',\n",
       " 'worri world come end today alreadi tomorrow australia',\n",
       " 'not argu explain right way make clear wrong',\n",
       " 'use indecis not sure',\n",
       " 'hate peopl ask three year come vision',\n",
       " 'time success come work dictionari',\n",
       " 'not morn person coffe person',\n",
       " 'not lazi conserv energi',\n",
       " 'alway sarcast respons usual regret',\n",
       " 'alway take life grain salt plu slice lemon shot tequila',\n",
       " 'call rush hour noth move',\n",
       " 'not argu passion express opinion',\n",
       " 'not great advic interest sarcast comment',\n",
       " 'like sarcasm stop ask stupid question',\n",
       " 'differ stupid geniu geniu limit',\n",
       " 'not argu explain right wrong',\n",
       " 'bed magic place suddenli rememb everyth forgot',\n",
       " 'not lazi conserv energi realli necessari',\n",
       " 'clean hous sign wast life',\n",
       " 'tell chemistri joke know get reaction',\n",
       " 'time fli like arrow fruit fli like banana',\n",
       " 'alway take life grain salt plu slice lemon shot tequila',\n",
       " 'told wife draw eyebrow high look surpris',\n",
       " 'not argu explain right',\n",
       " 'not lazi energi save mode',\n",
       " 'use indecis not sure',\n",
       " 'tomato turn red saw salad dress',\n",
       " 'not sure free time forget everyth',\n",
       " 'first succeed redefin success',\n",
       " 'not say wonder woman say one ever seen wonder woman room togeth',\n",
       " 'not alway right never wrong',\n",
       " 'first succeed skydiv not',\n",
       " 'peopl need high five face chair',\n",
       " 'alway take life grain salt slice lime shot tequila',\n",
       " 'not argu explain right',\n",
       " 'not lazi conserv energi',\n",
       " 'use think indecis not sure',\n",
       " 'not sure free time forget everyth',\n",
       " 'scarecrow win award outstand field',\n",
       " 'not argu passion express point view',\n",
       " 'not say batman say one ever seen batman room togeth',\n",
       " 'not alway right never wrong',\n",
       " 'day without sunshin like know night',\n",
       " 'first succeed mayb way wife told',\n",
       " 'not argu explain right wrong',\n",
       " 'not lazi power save mode',\n",
       " 'use indecis not sure',\n",
       " 'not sure free time procrastin',\n",
       " 'scientist trust atom make everyth',\n",
       " 'not argu passion disagre',\n",
       " 'not say superman say one ever seen superman room togeth',\n",
       " 'not alway right never wrong except one time thought wrong actual right',\n",
       " 'day without coffe like kid idea like',\n",
       " 'first succeed skydiv not',\n",
       " 'not argu explain wrong',\n",
       " 'not lazi conserv energi someth import',\n",
       " 'use think indecis not sure',\n",
       " 'not sure free time avoid respons',\n",
       " 'pizza deliveri guy arriv unicycl',\n",
       " 'cat sang duet wash machin',\n",
       " ...]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "ct=CountVectorizer()\n",
    "X=ct.fit_transform(corpus)\n",
    "X=X.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2424"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(X[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  0,  0, ..., 30, 30, 30], dtype=int64)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y=df.iloc[:,-1].values\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train,x_test,y_train,y_test=train_test_split(X,y,test_size=0.3,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X Train Shape (2349, 2424)\n",
      "X Test Shape (1007, 2424)\n",
      "Y Train Shape (2349,)\n",
      "Y Test Shape (1007,)\n"
     ]
    }
   ],
   "source": [
    "print(\"X Train Shape\", x_train.shape)\n",
    "print(\"X Test Shape\", x_test.shape)\n",
    "print(\"Y Train Shape\", y_train.shape)\n",
    "print(\"Y Test Shape\", y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report,confusion_matrix,accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "models=[\n",
    "        (\"SVM\",SVC()),\n",
    "        (\"LogisticRegression\",LogisticRegression()),\n",
    "        (\"DecisionTreeClassifier\",DecisionTreeClassifier(random_state=0)),\n",
    "        (\"RandomForestClassifier\",RandomForestClassifier(n_estimators=100)),\n",
    "        (\"KNeighborsClassifier\",KNeighborsClassifier(n_neighbors=5,p=2,metric='minkowski')),\n",
    "        (\"NaiveBayes\",GaussianNB())\n",
    "        ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Gyanender\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\Users\\Gyanender\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\Users\\Gyanender\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================= CLASSIFICATION REPORT ===============================================\n",
      "Model Name SVM\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.50      0.10      0.17        29\n",
      "           1       0.00      0.00      0.00         7\n",
      "           2       0.83      0.76      0.79        38\n",
      "           3       0.83      0.79      0.81        43\n",
      "           4       0.84      0.47      0.60        45\n",
      "           5       0.74      0.88      0.80        51\n",
      "           6       1.00      0.29      0.44        28\n",
      "           7       0.58      0.70      0.63        27\n",
      "           8       0.70      0.70      0.70        50\n",
      "           9       0.86      0.39      0.53        31\n",
      "          10       0.50      0.07      0.12        14\n",
      "          11       0.00      0.00      0.00         4\n",
      "          12       0.44      0.70      0.54        30\n",
      "          13       1.00      0.14      0.24        22\n",
      "          14       0.89      0.63      0.74        27\n",
      "          15       0.71      0.25      0.37        20\n",
      "          16       0.87      0.84      0.86        32\n",
      "          17       0.86      0.46      0.60        26\n",
      "          18       0.83      0.45      0.58        42\n",
      "          19       0.89      0.61      0.72        28\n",
      "          20       0.66      0.72      0.69        32\n",
      "          21       0.88      0.98      0.93        51\n",
      "          22       0.50      0.11      0.17        19\n",
      "          23       0.24      0.71      0.36        17\n",
      "          24       0.27      0.75      0.40        68\n",
      "          25       1.00      0.16      0.27        19\n",
      "          26       0.62      0.44      0.52        34\n",
      "          27       0.35      0.82      0.49        38\n",
      "          28       0.61      0.62      0.62        53\n",
      "          29       0.74      0.76      0.75        42\n",
      "          30       0.61      0.28      0.38        40\n",
      "\n",
      "    accuracy                           0.59      1007\n",
      "   macro avg       0.66      0.50      0.51      1007\n",
      "weighted avg       0.69      0.59      0.58      1007\n",
      "\n",
      "============================================= ACCURACY SCORE ===============================================\n",
      "Model Name SVM\n",
      "SVM Accuracy Score :: 58.68917576961271\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================= CLASSIFICATION REPORT ===============================================\n",
      "Model Name LogisticRegression\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.44      0.28      0.34        29\n",
      "           1       0.00      0.00      0.00         7\n",
      "           2       0.80      0.84      0.82        38\n",
      "           3       0.82      0.74      0.78        43\n",
      "           4       0.78      0.64      0.71        45\n",
      "           5       0.90      0.88      0.89        51\n",
      "           6       0.76      0.46      0.58        28\n",
      "           7       0.65      0.81      0.72        27\n",
      "           8       0.76      0.76      0.76        50\n",
      "           9       0.81      0.68      0.74        31\n",
      "          10       0.29      0.14      0.19        14\n",
      "          11       0.00      0.00      0.00         4\n",
      "          12       0.45      0.57      0.50        30\n",
      "          13       0.44      0.18      0.26        22\n",
      "          14       0.68      0.56      0.61        27\n",
      "          15       0.75      0.45      0.56        20\n",
      "          16       0.93      0.88      0.90        32\n",
      "          17       0.50      0.50      0.50        26\n",
      "          18       0.66      0.55      0.60        42\n",
      "          19       0.61      0.71      0.66        28\n",
      "          20       0.49      0.66      0.56        32\n",
      "          21       0.85      0.92      0.89        51\n",
      "          22       0.64      0.47      0.55        19\n",
      "          23       0.48      0.59      0.53        17\n",
      "          24       0.56      0.68      0.61        68\n",
      "          25       0.73      0.42      0.53        19\n",
      "          26       0.49      0.53      0.51        34\n",
      "          27       0.21      0.45      0.29        38\n",
      "          28       0.54      0.57      0.55        53\n",
      "          29       0.69      0.81      0.75        42\n",
      "          30       0.43      0.30      0.35        40\n",
      "\n",
      "    accuracy                           0.62      1007\n",
      "   macro avg       0.59      0.55      0.56      1007\n",
      "weighted avg       0.64      0.62      0.62      1007\n",
      "\n",
      "============================================= ACCURACY SCORE ===============================================\n",
      "Model Name LogisticRegression\n",
      "LogisticRegression Accuracy Score :: 61.8669314796425\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================= CLASSIFICATION REPORT ===============================================\n",
      "Model Name DecisionTreeClassifier\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.40      0.14      0.21        29\n",
      "           1       0.06      0.14      0.08         7\n",
      "           2       0.72      0.55      0.63        38\n",
      "           3       0.77      0.47      0.58        43\n",
      "           4       0.68      0.42      0.52        45\n",
      "           5       0.82      0.82      0.82        51\n",
      "           6       0.52      0.43      0.47        28\n",
      "           7       0.44      0.56      0.49        27\n",
      "           8       0.73      0.76      0.75        50\n",
      "           9       0.68      0.55      0.61        31\n",
      "          10       0.11      0.64      0.19        14\n",
      "          11       0.25      0.25      0.25         4\n",
      "          12       0.31      0.43      0.36        30\n",
      "          13       0.00      0.00      0.00        22\n",
      "          14       0.82      0.52      0.64        27\n",
      "          15       0.75      0.30      0.43        20\n",
      "          16       0.91      0.91      0.91        32\n",
      "          17       0.50      0.46      0.48        26\n",
      "          18       0.50      0.52      0.51        42\n",
      "          19       0.78      0.64      0.71        28\n",
      "          20       0.40      0.78      0.53        32\n",
      "          21       0.79      0.88      0.83        51\n",
      "          22       0.55      0.32      0.40        19\n",
      "          23       0.45      0.59      0.51        17\n",
      "          24       0.49      0.41      0.45        68\n",
      "          25       0.36      0.26      0.30        19\n",
      "          26       0.38      0.24      0.29        34\n",
      "          27       0.29      0.45      0.35        38\n",
      "          28       0.57      0.45      0.51        53\n",
      "          29       0.55      0.69      0.61        42\n",
      "          30       0.39      0.17      0.24        40\n",
      "\n",
      "    accuracy                           0.51      1007\n",
      "   macro avg       0.52      0.48      0.47      1007\n",
      "weighted avg       0.56      0.51      0.52      1007\n",
      "\n",
      "============================================= ACCURACY SCORE ===============================================\n",
      "Model Name DecisionTreeClassifier\n",
      "DecisionTreeClassifier Accuracy Score :: 51.340615690168825\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================= CLASSIFICATION REPORT ===============================================\n",
      "Model Name RandomForestClassifier\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.55      0.21      0.30        29\n",
      "           1       0.00      0.00      0.00         7\n",
      "           2       0.82      0.71      0.76        38\n",
      "           3       0.79      0.72      0.76        43\n",
      "           4       0.63      0.49      0.55        45\n",
      "           5       0.96      0.86      0.91        51\n",
      "           6       0.80      0.43      0.56        28\n",
      "           7       0.68      0.56      0.61        27\n",
      "           8       0.87      0.66      0.75        50\n",
      "           9       0.80      0.65      0.71        31\n",
      "          10       0.13      0.21      0.16        14\n",
      "          11       0.00      0.00      0.00         4\n",
      "          12       0.39      0.60      0.47        30\n",
      "          13       0.03      0.05      0.03        22\n",
      "          14       0.83      0.70      0.76        27\n",
      "          15       0.47      0.45      0.46        20\n",
      "          16       0.94      0.91      0.92        32\n",
      "          17       0.44      0.42      0.43        26\n",
      "          18       0.59      0.52      0.56        42\n",
      "          19       0.86      0.64      0.73        28\n",
      "          20       0.33      0.88      0.47        32\n",
      "          21       0.89      0.94      0.91        51\n",
      "          22       0.50      0.32      0.39        19\n",
      "          23       0.17      0.65      0.28        17\n",
      "          24       0.63      0.53      0.58        68\n",
      "          25       0.44      0.21      0.29        19\n",
      "          26       0.45      0.26      0.33        34\n",
      "          27       0.32      0.47      0.38        38\n",
      "          28       0.50      0.43      0.46        53\n",
      "          29       0.59      0.79      0.67        42\n",
      "          30       0.77      0.25      0.38        40\n",
      "\n",
      "    accuracy                           0.56      1007\n",
      "   macro avg       0.55      0.50      0.50      1007\n",
      "weighted avg       0.63      0.56      0.57      1007\n",
      "\n",
      "============================================= ACCURACY SCORE ===============================================\n",
      "Model Name RandomForestClassifier\n",
      "RandomForestClassifier Accuracy Score :: 56.20655412115194\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Gyanender\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\Users\\Gyanender\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "c:\\Users\\Gyanender\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================= CLASSIFICATION REPORT ===============================================\n",
      "Model Name KNeighborsClassifier\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.23      0.17      0.20        29\n",
      "           1       0.00      0.00      0.00         7\n",
      "           2       0.89      0.63      0.74        38\n",
      "           3       0.78      0.42      0.55        43\n",
      "           4       0.33      0.42      0.37        45\n",
      "           5       1.00      0.59      0.74        51\n",
      "           6       0.60      0.32      0.42        28\n",
      "           7       0.60      0.11      0.19        27\n",
      "           8       0.87      0.52      0.65        50\n",
      "           9       0.75      0.10      0.17        31\n",
      "          10       0.05      0.86      0.10        14\n",
      "          11       0.00      0.00      0.00         4\n",
      "          12       0.48      0.67      0.56        30\n",
      "          13       0.02      0.05      0.03        22\n",
      "          14       0.36      0.33      0.35        27\n",
      "          15       0.50      0.25      0.33        20\n",
      "          16       0.80      0.38      0.51        32\n",
      "          17       0.46      0.42      0.44        26\n",
      "          18       0.57      0.40      0.47        42\n",
      "          19       0.88      0.25      0.39        28\n",
      "          20       0.21      0.81      0.33        32\n",
      "          21       0.97      0.59      0.73        51\n",
      "          22       0.09      0.05      0.07        19\n",
      "          23       0.16      0.82      0.27        17\n",
      "          24       0.74      0.34      0.46        68\n",
      "          25       0.00      0.00      0.00        19\n",
      "          26       0.78      0.21      0.33        34\n",
      "          27       0.37      0.29      0.32        38\n",
      "          28       0.44      0.15      0.23        53\n",
      "          29       0.84      0.50      0.63        42\n",
      "          30       0.75      0.07      0.14        40\n",
      "\n",
      "    accuracy                           0.37      1007\n",
      "   macro avg       0.50      0.35      0.35      1007\n",
      "weighted avg       0.60      0.37      0.41      1007\n",
      "\n",
      "============================================= ACCURACY SCORE ===============================================\n",
      "Model Name KNeighborsClassifier\n",
      "KNeighborsClassifier Accuracy Score :: 37.23932472691162\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================= CLASSIFICATION REPORT ===============================================\n",
      "Model Name NaiveBayes\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.19      0.10      0.13        29\n",
      "           1       0.04      0.29      0.07         7\n",
      "           2       0.82      0.82      0.82        38\n",
      "           3       0.55      0.74      0.63        43\n",
      "           4       0.79      0.49      0.60        45\n",
      "           5       0.96      0.88      0.92        51\n",
      "           6       0.54      0.54      0.54        28\n",
      "           7       0.54      0.56      0.55        27\n",
      "           8       0.76      0.58      0.66        50\n",
      "           9       0.95      0.61      0.75        31\n",
      "          10       0.30      0.50      0.38        14\n",
      "          11       0.11      0.25      0.15         4\n",
      "          12       0.32      0.30      0.31        30\n",
      "          13       0.11      0.09      0.10        22\n",
      "          14       0.69      0.67      0.68        27\n",
      "          15       0.53      0.50      0.51        20\n",
      "          16       0.72      0.56      0.63        32\n",
      "          17       0.38      0.46      0.41        26\n",
      "          18       0.51      0.60      0.55        42\n",
      "          19       0.72      0.75      0.74        28\n",
      "          20       0.54      0.47      0.50        32\n",
      "          21       0.77      0.80      0.79        51\n",
      "          22       0.50      0.21      0.30        19\n",
      "          23       0.50      0.59      0.54        17\n",
      "          24       0.47      0.44      0.45        68\n",
      "          25       0.21      0.32      0.25        19\n",
      "          26       0.38      0.44      0.41        34\n",
      "          27       0.29      0.24      0.26        38\n",
      "          28       0.52      0.43      0.47        53\n",
      "          29       0.56      0.67      0.61        42\n",
      "          30       0.33      0.25      0.29        40\n",
      "\n",
      "    accuracy                           0.52      1007\n",
      "   macro avg       0.50      0.49      0.48      1007\n",
      "weighted avg       0.56      0.52      0.53      1007\n",
      "\n",
      "============================================= ACCURACY SCORE ===============================================\n",
      "Model Name NaiveBayes\n",
      "NaiveBayes Accuracy Score :: 52.33366434955313\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = {}\n",
    "for name, model in models:\n",
    "    model.fit(x_train, y_train)\n",
    "    y_pred = model.predict(x_test)\n",
    "    report = classification_report(y_test, y_pred)\n",
    "    confusion = confusion_matrix(y_test, y_pred)\n",
    "    score = accuracy_score(y_test, y_pred) * 100\n",
    "\n",
    "    print(\"============================================= CLASSIFICATION REPORT ===============================================\")\n",
    "    print(f\"Model Name {name}\")\n",
    "    print(report)\n",
    "    print(\"============================================= ACCURACY SCORE ===============================================\")\n",
    "    print(f\"Model Name {name}\")\n",
    "    print(f\"{name} Accuracy Score ::\", score)\n",
    "    result[name] = score\n",
    "\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    sns.heatmap(confusion, annot=True, fmt=\"d\", cmap=\"Blues\")\n",
    "    plt.xlabel(\"Predicted\")\n",
    "    plt.ylabel(\"True\")\n",
    "    plt.title(f\"Confusion Matrix for {name}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'SVM': 58.68917576961271,\n",
       " 'LogisticRegression': 61.8669314796425,\n",
       " 'DecisionTreeClassifier': 51.340615690168825,\n",
       " 'RandomForestClassifier': 57.79543197616683,\n",
       " 'KNeighborsClassifier': 37.23932472691162,\n",
       " 'NaiveBayes': 52.33366434955313}"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_tuples = [(model, score) for model, score in result.items()]\n",
    "df1=pd.DataFrame(result_tuples,columns=['ModelName','Score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Model Comparisions\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.bar(x=df1['ModelName'], height=df1['Score'])\n",
    "plt.xlabel(\"Model Name\")\n",
    "plt.ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Best Accuracy Score For Email Classification is 61.87 % \n",
      "The Best Model For Email Classification is/are:\n",
      "Model Name: LogisticRegression\n",
      "Score: 61.8669314796425\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(f\"The Best Accuracy Score For Email Classification is {round(df1['Score'].max(),2)} % \")\n",
    "print(\"The Best Model For Email Classification is/are:\")\n",
    "best_models = df1[df1['Score'] == df1['Score'].max()]\n",
    "for index, row in best_models.iterrows():\n",
    "    print(f\"Model Name: {row['ModelName']}\\nScore: {row['Score']}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.11.0"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}