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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/kaggle/input/nlp-getting-started/sample_submission.csv\n",
+ "/kaggle/input/nlp-getting-started/train.csv\n",
+ "/kaggle/input/nlp-getting-started/test.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "# This Python 3 environment comes with many helpful analytics libraries installed\n",
+ "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
+ "# For example, here's several helpful packages to load\n",
+ "\n",
+ "import numpy as np # linear algebra\n",
+ "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+ "\n",
+ "# Input data files are available in the read-only \"../input/\" directory\n",
+ "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
+ "\n",
+ "import os\n",
+ "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
+ " for filename in filenames:\n",
+ " print(os.path.join(dirname, filename))\n",
+ "\n",
+ "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
+ "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "79088dcd",
+ "metadata": {
+ "papermill": {
+ "duration": 0.005902,
+ "end_time": "2024-08-13T21:11:18.201988",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:18.196086",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "# Importing necessary libraries\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "5fe8c002",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:18.215822Z",
+ "iopub.status.busy": "2024-08-13T21:11:18.215310Z",
+ "iopub.status.idle": "2024-08-13T21:11:19.984859Z",
+ "shell.execute_reply": "2024-08-13T21:11:19.983809Z"
+ },
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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "from sklearn.model_selection import train_test_split, cross_val_score\n",
+ "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.metrics import accuracy_score, classification_report\n",
+ "import nltk\n",
+ "from nltk.corpus import stopwords\n",
+ "import re\n",
+ "import string"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "21aa0e2a",
+ "metadata": {
+ "papermill": {
+ "duration": 0.005898,
+ "end_time": "2024-08-13T21:11:19.999870",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:19.993972",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "# Dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "4b4be318",
+ "metadata": {
+ "execution": {
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+ "shell.execute_reply": "2024-08-13T21:11:20.083171Z"
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+ "end_time": "2024-08-13T21:11:20.086652",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:20.005934",
+ "status": "completed"
+ },
+ "tags": []
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+ "
\n",
+ " \n",
+ " max | \n",
+ " 10875.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id\n",
+ "count 3263.000000\n",
+ "mean 5427.152927\n",
+ "std 3146.427221\n",
+ "min 0.000000\n",
+ "25% 2683.000000\n",
+ "50% 5500.000000\n",
+ "75% 8176.000000\n",
+ "max 10875.000000"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test_df.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "9d476d48",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:20.321539Z",
+ "iopub.status.busy": "2024-08-13T21:11:20.321164Z",
+ "iopub.status.idle": "2024-08-13T21:11:20.336987Z",
+ "shell.execute_reply": "2024-08-13T21:11:20.335973Z"
+ },
+ "papermill": {
+ "duration": 0.026633,
+ "end_time": "2024-08-13T21:11:20.339294",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:20.312661",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " id | \n",
+ " target | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count | \n",
+ " 7613.000000 | \n",
+ " 7613.00000 | \n",
+ "
\n",
+ " \n",
+ " mean | \n",
+ " 5441.934848 | \n",
+ " 0.42966 | \n",
+ "
\n",
+ " \n",
+ " std | \n",
+ " 3137.116090 | \n",
+ " 0.49506 | \n",
+ "
\n",
+ " \n",
+ " min | \n",
+ " 1.000000 | \n",
+ " 0.00000 | \n",
+ "
\n",
+ " \n",
+ " 25% | \n",
+ " 2734.000000 | \n",
+ " 0.00000 | \n",
+ "
\n",
+ " \n",
+ " 50% | \n",
+ " 5408.000000 | \n",
+ " 0.00000 | \n",
+ "
\n",
+ " \n",
+ " 75% | \n",
+ " 8146.000000 | \n",
+ " 1.00000 | \n",
+ "
\n",
+ " \n",
+ " max | \n",
+ " 10873.000000 | \n",
+ " 1.00000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id target\n",
+ "count 7613.000000 7613.00000\n",
+ "mean 5441.934848 0.42966\n",
+ "std 3137.116090 0.49506\n",
+ "min 1.000000 0.00000\n",
+ "25% 2734.000000 0.00000\n",
+ "50% 5408.000000 0.00000\n",
+ "75% 8146.000000 1.00000\n",
+ "max 10873.000000 1.00000"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_df.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "21a67224",
+ "metadata": {
+ "papermill": {
+ "duration": 0.007838,
+ "end_time": "2024-08-13T21:11:20.354630",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:20.346792",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "# Observations made from the Dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "ced3206d",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:20.372009Z",
+ "iopub.status.busy": "2024-08-13T21:11:20.370750Z",
+ "iopub.status.idle": "2024-08-13T21:11:20.830320Z",
+ "shell.execute_reply": "2024-08-13T21:11:20.829299Z"
+ },
+ "papermill": {
+ "duration": 0.470629,
+ "end_time": "2024-08-13T21:11:20.832791",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:20.362162",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
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AQIC6d++uBQsWXFU4qlix4lWd4Hr77be7PHc4HKpWrZoOHjyY73lci99//11BQUHZtkfNmjWt6ZeqUqVKtnmULl36igHg999/1+23357tKp3cllNQUlJSJCnP93vChAnauXOnKleurEaNGmnMmDHZ/lM9dOiQevXqJX9/f/n4+KhcuXJq0aKFJCkpKUnSxRD8+uuva/ny5QoICFDz5s01YcIExcXF5avWffv2acWKFSpXrpzLIyIiQtLFk80vFRoamr+NoIv79JYtW3TkyBFJF+9/lZCQoG7dull9nn76aVWvXl3t2rVTpUqV9OSTT2rFihX5XkZefH19NXToUC1ZssQKkJf7/fffVaNGjWzt+d0XS5cuLUnWvpiSkqK4uDjrcfz48XzXm5/9Zty4cUpMTFT16tVVu3ZtjRgxQj/99JNLn5MnTyo6OloBAQHy9vZWuXLlrPcta7+R8rcP5mbfvn3atWtXtv2mevXqkq5vv8lLVsjZvHmzzpw5ox9++EHNmjVT8+bNrUC0efNmOZ1O1a1b16pVknr27Jmt3nfffVepqalKSkrS8ePHlZiYqNmzZ2frl/VD8/L1ulxoaKiGDx+ud999V2XLllVkZKRmzpzpst3thECEbP744w8lJSWpWrVqufbx9vbWpk2btGbNGvXo0UM//fSTunXrpjZt2igjIyNfy7ma837yK7ebR+a3poJQpEiRHNuNMYVWw9XYuXOnJOX5fnft2lW//fabZsyYoaCgIE2cOFG1atWyRscyMjLUpk0bLVu2TM8995w+//xzrV692rqX0KVBeejQofrll180fvx4FS9eXC+99JJq1qyZawi4VGZmptq0aaPVq1fn+OjcubNL/6vZx7p16yZjjHW+04IFC+Tr66u2bdtafcqXL6/Y2FgtWbLEOq+sXbt26tmzZ76Xk5fo6Gj5+fnlOUp0Na60L77xxhuqUKGC9bj77rvzPe/87DfNmzfXr7/+qvfee0933nmn3n33XdWvX1/vvvuu1adr16565513NGDAAH322WdatWqVFTIv3W+utA/mJTMzU7Vr1851v3n66add+hfUd1NQUJBCQ0O1adMmxcTEyBij8PBwNWvWTIcPH9bvv/+uzZs3q0mTJtYPoax1njhxYq71+vj4WP0ef/zxXPs1bdr0ijVOmjRJP/30k/75z3/q3LlzGjJkiGrVqqU//vijQLbBrYSTqpFN1r01IiMj8+zn4eGh1q1bq3Xr1po8ebJeffVVvfDCC1q/fr0iIiIK/M7Wlw+7G2O0f/9+l/sllS5dWomJidle+/vvv7tcIns1tQUHB2vNmjU6ffq0y6/hPXv2WNMLQnBwsH766SdlZma6jBIV9HIulZKSosWLF6ty5crWKENuKlSooKefflpPP/20EhISVL9+ff3rX/9Su3bttGPHDv3yyy96//339cQTT1ivye3QUtWqVfXMM8/omWee0b59+1SvXj1NmjRJH330kaTc35+qVasqJSXFGhEqSKGhoWrUqJHmz5+vQYMG6bPPPlOnTp2yXUru6empjh07qmPHjsrMzNTTTz+tt99+Wy+99FKe4SA/skaJxowZk2PICg4Otg6/XOpa95EnnnjC5fBbfoNARkaG5s2bpxIlSri8Pif+/v7q3bu3evfurZSUFDVv3lxjxoxR3759derUKa1du1Zjx47VqFGjrNfkdogtr31Qynu/+fHHH9W6detCu+N+lmbNmmnTpk0KDQ1VvXr1VKpUKdWtW1e+vr5asWKFtm/f7hKAsw63O53OPPfzcuXKqVSpUsrIyLji5+FK61y7dm3Vrl1bL774or7++ms1bdpUs2bN0iuvvHIVa3rrY4QILtatW6eXX35ZoaGheuyxx3Ltd/LkyWxtWTf8Sk1NlSSVLFlSknIMKNfigw8+cDlfYdGiRTp27Jj1ZShd/DL55ptvlJaWZrUtXbpUhw8fdpnX1dR2//33KyMjQ2+++aZL+5QpU+RwOFyWfz3uv/9+xcXFuZzHkp6erhkzZsjHx8c6/FRQzp07px49eujkyZN64YUX8hxdu3wIvXz58goKCrLe66yRiEtHwYwxmjZtmsvrzp49q/Pnz7u0Va1aVaVKlbLmJV18f3J6b7p27aqYmBitXLky27TExESlp6fnscZX1q1bN33zzTd67733dOLECZfDZdLFKyMv5eHhYQXyrPovXLigPXv26NixY9dUw9ChQ+Xn56dx48Zlm3b//ffru+++U0xMjNV25swZzZ49WyEhIVd93sttt92miIgI65GfEYWMjAwNGTJEP//8s4YMGSKn05lr38u3l4+Pj6pVq5bnfiMp29WC+dkHpYv7TU6He7p27aojR47onXfeyTbt3LlzOnPmTK7rcL2aNWumgwcPav78+dYhNA8PDzVp0kSTJ0/WhQsXXK4wa9CggapWrao33njDOix5qazDmkWKFFHnzp316aefWqN1OfWTcv++S05OzvaZqV27tjw8PFy2q10wQmRjy5cv1549e5Senq74+HitW7dOq1evVnBwsJYsWZLnzfnGjRunTZs2qX379goODlZCQoLeeustVapUyfrFWLVqVfn5+WnWrFkqVaqUSpYsqcaNG1/z8Xl/f3/97W9/U+/evRUfH6+pU6eqWrVqLrcG6Nu3rxYtWqS2bduqa9eu+vXXX/XRRx+5nOR8tbV17NhRLVu21AsvvKCDBw+qbt26WrVqlb744gsNHTo027yvVf/+/fX222+rV69e2rZtm0JCQrRo0SJt2bJFU6dOzfNcjSs5cuSINfqSkpKi3bt3a+HChYqLi9Mzzzyjp556KtfXnj59WpUqVVKXLl1Ut25d+fj4aM2aNdq6dasmTZokSbrjjjtUtWpVPfvsszpy5IicTqc+/fTTbOdN/fLLL2rdurW6du2qsLAwFS1aVIsXL1Z8fLx1abt08T+Ff//733rllVdUrVo1lS9fXq1atdKIESO0ZMkSdejQQb169VKDBg105swZ7dixQ4sWLdLBgwdVtmzZa95OXbt21bPPPqtnn31W/v7+2X559+3bVydPnlSrVq1UqVIl/f7775oxY4bq1atnjbAdOXJENWvWVM+ePa/pz4/4+voqOjo6x8Nmzz//vP773/+qXbt2GjJkiPz9/fX+++/rwIED+vTTTwv8LtFJSUnWfnP27FnrTtW//vqrunfvrpdffjnP14eFhenee+9VgwYN5O/vr++//966dF66OAqSdR7ZhQsXVLFiRa1atUoHDhxwmU9+9kHp4n4zf/58DR8+XHfffbd8fHzUsWNH9ejRQwsWLNCAAQO0fv16NW3aVBkZGdqzZ48WLFiglStXutyktiBlhZ29e/fq1VdftdqbN2+u5cuXy8vLy+VQpYeHh9599121a9dOtWrVUu/evVWxYkUdOXJE69evl9Pp1P/+9z9JF2+rsH79ejVu3Fj9+vVTWFiYTp48qe3bt2vNmjXWD9fcvu9+/PFHDRo0SA8//LCqV6+u9PR0ffjhh1bYsh23XNsGt8q67D7rkXVzvDZt2php06a5XN6d5fLL7teuXWv+/ve/m6CgIOPp6WmCgoLMI488ku1y6C+++MK6uZlyuDFjTnK77P6///2vGTlypClfvrzx9vY27du3ty7nvtSkSZOsG9E1bdrUfP/999nmmVdtOd2Y8fTp02bYsGEmKCjIFCtWzNx+++153pjxcrndDuBy8fHxpnfv3qZs2bLG09PT1K5dO8dbA1ztZfdZ77XD4TBOp9PUqlXL9OvXz3z77bc5vkaXXHafmppqRowYYerWrWtKlSplSpYsaerWrWveeustl9fs3r3bREREGB8fH1O2bFnTr18/65YDWetw4sQJExUVZe644w5TsmRJ4+vraxo3bmwWLFjgMq+4uDjTvn17U6pUqWw3Zjx9+rQZOXKkqVatmvH09DRly5Y1TZo0MW+88YZJS0szxuR+U8P8aNq0qZFk+vbtm23aokWLzH333WfdBK9KlSrmqaeeMseOHbP6ZC07P+93bp+DU6dOGV9f3zxvzOjn52eKFy9uGjVqlOuNGS+/nDqrtpz2qZxqu/R7wsfHx9x+++3m8ccfd7mx4qUu389feeUV06hRI+Pn52e8vb3NHXfcYf71r39Z75MxF28s+OCDDxo/Pz/j6+trHn74YXP06NFr2gdTUlLMo48+avz8/LLdmDEtLc28/vrrplatWsbLy8uULl3aNGjQwIwdO9YkJSVZ/XL7DOfH5ZfdZylfvryRZOLj4622r776ykgyzZo1y3FeP/zwg3nooYdMmTJljJeXlwkODjZdu3Y1a9eudekXHx9voqKiTOXKlU2xYsVMYGCgad26tcuNdY3J+fvut99+M08++aSpWrWqKV68uPH39zctW7Y0a9asuab1v9U5jLlJz/QEAAAoJJxDBAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI9ABAAAbI8bM+ZDZmamjh49qlKlShX6bd8BAMC1Mcbo9OnTCgoKuuKNSwlE+XD06FFVrlzZ3WUAAIBrcPjwYVWqVCnPPgSifMj6kwmHDx/O8+/2AACAm0dycrIqV66crz99RCDKh6zDZE6nk0AEAMAtJj+nu3BSNQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsD0CEQAAsL2i7i4A/1+DER+4uwTgprRt4hPuLgHAXxwjRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPYIRAAAwPZumkD02muvyeFwaOjQoVbb+fPnFRUVpTJlysjHx0edO3dWfHy8y+sOHTqk9u3bq0SJEipfvrxGjBih9PR0lz4bNmxQ/fr15eXlpWrVqmnu3LmFsEYAAOBWcVMEoq1bt+rtt99WnTp1XNqHDRum//3vf1q4cKE2btyoo0eP6qGHHrKmZ2RkqH379kpLS9PXX3+t999/X3PnztWoUaOsPgcOHFD79u3VsmVLxcbGaujQoerbt69WrlxZaOsHAABubm4PRCkpKXrsscf0zjvvqHTp0lZ7UlKS/vOf/2jy5Mlq1aqVGjRooDlz5ujrr7/WN998I0latWqVdu/erY8++kj16tVTu3bt9PLLL2vmzJlKS0uTJM2aNUuhoaGaNGmSatasqUGDBqlLly6aMmWKW9YXAADcfNweiKKiotS+fXtFRES4tG/btk0XLlxwab/jjjtUpUoVxcTESJJiYmJUu3ZtBQQEWH0iIyOVnJysXbt2WX0un3dkZKQ1j5ykpqYqOTnZ5QEAAP66irpz4Z988om2b9+urVu3ZpsWFxcnT09P+fn5ubQHBAQoLi7O6nNpGMqanjUtrz7Jyck6d+6cvL29sy17/PjxGjt27DWvFwAAuLW4bYTo8OHDio6O1scff6zixYu7q4wcjRw5UklJSdbj8OHD7i4JAADcQG4LRNu2bVNCQoLq16+vokWLqmjRotq4caOmT5+uokWLKiAgQGlpaUpMTHR5XXx8vAIDAyVJgYGB2a46y3p+pT5OpzPH0SFJ8vLyktPpdHkAAIC/LrcFotatW2vHjh2KjY21Hg0bNtRjjz1m/btYsWJau3at9Zq9e/fq0KFDCg8PlySFh4drx44dSkhIsPqsXr1aTqdTYWFhVp9L55HVJ2seAAAAbjuHqFSpUrrzzjtd2kqWLKkyZcpY7X369NHw4cPl7+8vp9OpwYMHKzw8XPfcc48k6b777lNYWJh69OihCRMmKC4uTi+++KKioqLk5eUlSRowYIDefPNN/eMf/9CTTz6pdevWacGCBVq2bFnhrjAAALhpufWk6iuZMmWKPDw81LlzZ6WmpioyMlJvvfWWNb1IkSJaunSpBg4cqPDwcJUsWVI9e/bUuHHjrD6hoaFatmyZhg0bpmnTpqlSpUp69913FRkZ6Y5VAgAANyGHMca4u4ibXXJysnx9fZWUlHRDzydqMOKDGzZv4Fa2beIT7i4BwC3oav7/dvt9iAAAANyNQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyPQAQAAGyvqLsLAAA7ODSutrtLAG5KVUbtcHcJkhghAgAAIBABAAAQiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO0RiAAAgO25NRD9+9//Vp06deR0OuV0OhUeHq7ly5db08+fP6+oqCiVKVNGPj4+6ty5s+Lj413mcejQIbVv314lSpRQ+fLlNWLECKWnp7v02bBhg+rXry8vLy9Vq1ZNc+fOLYzVAwAAtwi3BqJKlSrptdde07Zt2/T999+rVatW+vvf/65du3ZJkoYNG6b//e9/WrhwoTZu3KijR4/qoYcesl6fkZGh9u3bKy0tTV9//bXef/99zZ07V6NGjbL6HDhwQO3bt1fLli0VGxuroUOHqm/fvlq5cmWhry8AALg5OYwxxt1FXMrf318TJ05Uly5dVK5cOc2bN09dunSRJO3Zs0c1a9ZUTEyM7rnnHi1fvlwdOnTQ0aNHFRAQIEmaNWuWnnvuOR0/flyenp567rnntGzZMu3cudNaRvfu3ZWYmKgVK1bkq6bk5GT5+voqKSlJTqez4Ff6/zQY8cENmzdwK9s28Ql3l3DdDo2r7e4SgJtSlVE7bti8r+b/75vmHKKMjAx98sknOnPmjMLDw7Vt2zZduHBBERERVp877rhDVapUUUxMjCQpJiZGtWvXtsKQJEVGRio5OdkaZYqJiXGZR1afrHkAAAAUdXcBO3bsUHh4uM6fPy8fHx8tXrxYYWFhio2Nlaenp/z8/Fz6BwQEKC4uTpIUFxfnEoaypmdNy6tPcnKyzp07J29v72w1paamKjU11XqenJx83esJAABuXm4fIapRo4ZiY2P17bffauDAgerZs6d2797t1prGjx8vX19f61G5cmW31gMAAG4stwciT09PVatWTQ0aNND48eNVt25dTZs2TYGBgUpLS1NiYqJL//j4eAUGBkqSAgMDs111lvX8Sn2cTmeOo0OSNHLkSCUlJVmPw4cPF8SqAgCAm5TbA9HlMjMzlZqaqgYNGqhYsWJau3atNW3v3r06dOiQwsPDJUnh4eHasWOHEhISrD6rV6+W0+lUWFiY1efSeWT1yZpHTry8vKxbAWQ9AADAX5dbzyEaOXKk2rVrpypVquj06dOaN2+eNmzYoJUrV8rX11d9+vTR8OHD5e/vL6fTqcGDBys8PFz33HOPJOm+++5TWFiYevTooQkTJiguLk4vvviioqKi5OXlJUkaMGCA3nzzTf3jH//Qk08+qXXr1mnBggVatmyZO1cdAADcRNwaiBISEvTEE0/o2LFj8vX1VZ06dbRy5Uq1adNGkjRlyhR5eHioc+fOSk1NVWRkpN566y3r9UWKFNHSpUs1cOBAhYeHq2TJkurZs6fGjRtn9QkNDdWyZcs0bNgwTZs2TZUqVdK7776ryMjIQl9fAABwc7rp7kN0M+I+RIB7cR8i4K+L+xABAADcJAhEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9ghEAADA9q4pEN122236888/s7UnJibqtttuu+6iAAAACtM1BaKDBw8qIyMjW3tqaqqOHDly3UUBAAAUpqJX03nJkiXWv1euXClfX1/reUZGhtauXauQkJACKw4AAKAwXFUg6tSpkyTJ4XCoZ8+eLtOKFSumkJAQTZo0qcCKAwAAKAxXFYgyMzMlSaGhodq6davKli17Q4oCAAAoTFcViLIcOHCgoOsAAABwm2sKRJK0du1arV27VgkJCdbIUZb33nvvugsDAAAoLNcUiMaOHatx48apYcOGqlChghwOR0HXBQAAUGiuKRDNmjVLc+fOVY8ePQq6HgAAgEJ3TfchSktLU5MmTQq6FgAAALe4pkDUt29fzZs3r6BrAQAAcItrOmR2/vx5zZ49W2vWrFGdOnVUrFgxl+mTJ08ukOIAAAAKwzUFop9++kn16tWTJO3cudNlGidYAwCAW801BaL169cXdB0AAABuc03nEAEAAPyVXNMIUcuWLfM8NLZu3bprLggAAKCwXVMgyjp/KMuFCxcUGxurnTt3ZvujrwAAADe7awpEU6ZMybF9zJgxSklJua6CAAAACluBnkP0+OOP83fMAADALadAA1FMTIyKFy9ekLMEAAC44a7pkNlDDz3k8twYo2PHjun777/XSy+9VCCFAQAAFJZrCkS+vr4uzz08PFSjRg2NGzdO9913X4EUBgAAUFiuKRDNmTOnoOsAAABwm2sKRFm2bdumn3/+WZJUq1Yt3XXXXQVSFAAAQGG6pkCUkJCg7t27a8OGDfLz85MkJSYmqmXLlvrkk09Urly5gqwRAADghrqmq8wGDx6s06dPa9euXTp58qROnjypnTt3Kjk5WUOGDCnoGgEAAG6oaxohWrFihdasWaOaNWtabWFhYZo5cyYnVQMAgFvONY0QZWZmqlixYtnaixUrpszMzOsuCgAAoDBdUyBq1aqVoqOjdfToUavtyJEjGjZsmFq3bl1gxQEAABSGawpEb775ppKTkxUSEqKqVauqatWqCg0NVXJysmbMmFHQNQIAANxQ13QOUeXKlbV9+3atWbNGe/bskSTVrFlTERERBVocAABAYbiqEaJ169YpLCxMycnJcjgcatOmjQYPHqzBgwfr7rvvVq1atbR58+YbVSsAAMANcVWBaOrUqerXr5+cTme2ab6+vnrqqac0efLkAisOAACgMFxVIPrxxx/Vtm3bXKffd9992rZt23UXBQAAUJiuKhDFx8fneLl9lqJFi+r48ePXXRQAAEBhuqpAVLFiRe3cuTPX6T/99JMqVKhw3UUBAAAUpqsKRPfff79eeuklnT9/Ptu0c+fOafTo0erQoUO+5zd+/HjdfffdKlWqlMqXL69OnTpp7969Ln3Onz+vqKgolSlTRj4+PurcubPi4+Nd+hw6dEjt27dXiRIlVL58eY0YMULp6ekufTZs2KD69evLy8tL1apV09y5c/O/4gAA4C/tqgLRiy++qJMnT6p69eqaMGGCvvjiC33xxRd6/fXXVaNGDZ08eVIvvPBCvue3ceNGRUVF6ZtvvtHq1at14cIF3XfffTpz5ozVZ9iwYfrf//6nhQsXauPGjTp69Kgeeugha3pGRobat2+vtLQ0ff3113r//fc1d+5cjRo1yupz4MABtW/fXi1btlRsbKyGDh2qvn37auXKlVez+gAA4C/KYYwxV/OC33//XQMHDtTKlSuV9VKHw6HIyEjNnDlToaGh11zM8ePHVb58eW3cuFHNmzdXUlKSypUrp3nz5qlLly6SpD179qhmzZqKiYnRPffco+XLl6tDhw46evSoAgICJEmzZs3Sc889p+PHj8vT01PPPfecli1b5nK4r3v37kpMTNSKFSuuWFdycrJ8fX2VlJSU4xV2BaXBiA9u2LyBW9m2iU+4u4TrdmhcbXeXANyUqozaccPmfTX/f1/1naqDg4P15Zdf6sSJE/r222/1zTff6MSJE/ryyy+vKwxJUlJSkiTJ399fkrRt2zZduHDB5YaPd9xxh6pUqaKYmBhJUkxMjGrXrm2FIUmKjIxUcnKydu3aZfW5/KaRkZGR1jwAAIC9XdOdqiWpdOnSuvvuuwuskMzMTA0dOlRNmzbVnXfeKUmKi4uTp6en/Pz8XPoGBAQoLi7O6nNpGMqanjUtrz7Jyck6d+6cvL29XaalpqYqNTXVep6cnHz9KwgAAG5a1/S3zG6EqKgo7dy5U5988om7S9H48ePl6+trPSpXruzukgAAwA10UwSiQYMGaenSpVq/fr0qVapktQcGBiotLU2JiYku/ePj4xUYGGj1ufyqs6znV+rjdDqzjQ5J0siRI5WUlGQ9Dh8+fN3rCAAAbl5uDUTGGA0aNEiLFy/WunXrsp2D1KBBAxUrVkxr16612vbu3atDhw4pPDxckhQeHq4dO3YoISHB6rN69Wo5nU6FhYVZfS6dR1afrHlczsvLS06n0+UBAAD+uq75HKKCEBUVpXnz5umLL75QqVKlrHN+fH195e3tLV9fX/Xp00fDhw+Xv7+/nE6nBg8erPDwcN1zzz2SLv65kLCwMPXo0UMTJkxQXFycXnzxRUVFRcnLy0uSNGDAAL355pv6xz/+oSeffFLr1q3TggULtGzZMretOwAAuHm4dYTo3//+t5KSknTvvfeqQoUK1mP+/PlWnylTpqhDhw7q3LmzmjdvrsDAQH322WfW9CJFimjp0qUqUqSIwsPD9fjjj+uJJ57QuHHjrD6hoaFatmyZVq9erbp162rSpEl69913FRkZWajrCwAAbk5XfR8iO+I+RIB7cR8i4K/rlr0PEQAAwF8NgQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANgegQgAANieWwPRpk2b1LFjRwUFBcnhcOjzzz93mW6M0ahRo1ShQgV5e3srIiJC+/btc+lz8uRJPfbYY3I6nfLz81OfPn2UkpLi0uenn35Ss2bNVLx4cVWuXFkTJky40asGAABuIW4NRGfOnFHdunU1c+bMHKdPmDBB06dP16xZs/Ttt9+qZMmSioyM1Pnz560+jz32mHbt2qXVq1dr6dKl2rRpk/r3729NT05O1n333afg4GBt27ZNEydO1JgxYzR79uwbvn4AAODWUNSdC2/Xrp3atWuX4zRjjKZOnaoXX3xRf//73yVJH3zwgQICAvT555+re/fu+vnnn7VixQpt3bpVDRs2lCTNmDFD999/v9544w0FBQXp448/Vlpamt577z15enqqVq1aio2N1eTJk12CEwAAsK+b9hyiAwcOKC4uThEREVabr6+vGjdurJiYGElSTEyM/Pz8rDAkSREREfLw8NC3335r9WnevLk8PT2tPpGRkdq7d69OnTpVSGsDAABuZm4dIcpLXFycJCkgIMClPSAgwJoWFxen8uXLu0wvWrSo/P39XfqEhoZmm0fWtNKlS2dbdmpqqlJTU63nycnJ17k2AADgZnbTjhC50/jx4+Xr62s9Kleu7O6SAADADXTTBqLAwEBJUnx8vEt7fHy8NS0wMFAJCQku09PT03Xy5EmXPjnN49JlXG7kyJFKSkqyHocPH77+FQIAADetmzYQhYaGKjAwUGvXrrXakpOT9e233yo8PFySFB4ersTERG3bts3qs27dOmVmZqpx48ZWn02bNunChQtWn9WrV6tGjRo5Hi6TJC8vLzmdTpcHAAD463JrIEpJSVFsbKxiY2MlXTyROjY2VocOHZLD4dDQoUP1yiuvaMmSJdqxY4eeeOIJBQUFqVOnTpKkmjVrqm3bturXr5++++47bdmyRYMGDVL37t0VFBQkSXr00Ufl6empPn36aNeuXZo/f76mTZum4cOHu2mtAQDAzcatJ1V///33atmypfU8K6T07NlTc+fO1T/+8Q+dOXNG/fv3V2Jiov72t79pxYoVKl68uPWajz/+WIMGDVLr1q3l4eGhzp07a/r06dZ0X19frVq1SlFRUWrQoIHKli2rUaNGcck9AACwOIwxxt1F3OySk5Pl6+urpKSkG3r4rMGID27YvIFb2baJT7i7hOt2aFxtd5cA3JSqjNpxw+Z9Nf9/37TnEAEAABQWAhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9AhEAALA9WwWimTNnKiQkRMWLF1fjxo313XffubskAABwE7BNIJo/f76GDx+u0aNHa/v27apbt64iIyOVkJDg7tIAAICb2SYQTZ48Wf369VPv3r0VFhamWbNmqUSJEnrvvffcXRoAAHAzWwSitLQ0bdu2TREREVabh4eHIiIiFBMT48bKAADAzaCouwsoDCdOnFBGRoYCAgJc2gMCArRnz55s/VNTU5Wammo9T0pKkiQlJyff0DozUs/d0PkDt6ob/dkrDKfPZ7i7BOCmdCM/31nzNsZcsa8tAtHVGj9+vMaOHZutvXLlym6oBoDvjAHuLgHAjTLe94Yv4vTp0/L1zXs5tghEZcuWVZEiRRQfH+/SHh8fr8DAwGz9R44cqeHDh1vPMzMzdfLkSZUpU0YOh+OG1wv3Sk5OVuXKlXX48GE5nU53lwOgAPH5thdjjE6fPq2goKAr9rVFIPL09FSDBg20du1aderUSdLFkLN27VoNGjQoW38vLy95eXm5tPn5+RVCpbiZOJ1OvjCBvyg+3/ZxpZGhLLYIRJI0fPhw9ezZUw0bNlSjRo00depUnTlzRr1793Z3aQAAwM1sE4i6deum48ePa9SoUYqLi1O9evW0YsWKbCdaAwAA+7FNIJKkQYMG5XiIDLiUl5eXRo8ene2wKYBbH59v5MZh8nMtGgAAwF+YLW7MCAAAkBcCEQAAsD0CEQAAsD0CEQAAsD0CEXCZmTNnKiQkRMWLF1fjxo313XffubskAAVg06ZN6tixo4KCguRwOPT555+7uyTcRAhEwCXmz5+v4cOHa/To0dq+fbvq1q2ryMhIJSQkuLs0ANfpzJkzqlu3rmbOnOnuUnAT4rJ74BKNGzfW3XffrTfffFPSxT/xUrlyZQ0ePFjPP/+8m6sDUFAcDocWL15s/TkngBEi4P+kpaVp27ZtioiIsNo8PDwUERGhmJgYN1YGALjRCETA/zlx4oQyMjKy/TmXgIAAxcXFuakqAEBhIBABAADbIxAB/6ds2bIqUqSI4uPjXdrj4+MVGBjopqoAAIWBQAT8H09PTzVo0EBr16612jIzM7V27VqFh4e7sTIAwI1mq792D1zJ8OHD1bNnTzVs2FCNGjXS1KlTdebMGfXu3dvdpQG4TikpKdq/f7/1/MCBA4qNjZW/v7+qVKnixspwM+Cye+Ayb775piZOnKi4uDjVq1dP06dPV+PGjd1dFoDrtGHDBrVs2TJbe8+ePTV37tzCLwg3FQIRAACwPc4hAgAAtkcgAgAAtkcgAgAAtkcgAgAAtkcgAgAAtkcgAgAAtkcgAgAAtkcgAm4h//nPf3Tfffe5u4xbxoYNG+RwOJSYmOjuUmzJ4XDo888/d3cZV23WrFnq2LGju8tAISMQwRYcDkeejzFjxri1tvz8p3H+/Hm99NJLGj16tEv7woULdccdd6h48eKqXbu2vvzyyxtU6UVz586Vw+FQ27ZtXdoTExPlcDi0YcOGG7p8SQoJCbHeO29vb4WEhKhr165at26dS78mTZro2LFj8vX1veE1jRkzRvXq1bvhy7nU7Nmzde+998rpdBZa8OvVq5e17YsVK6aAgAC1adNG7733njIzM136Hjt2TO3atbvhNRV08H3yySe1fft2bd68uUDmh1sDgQi2cOzYMesxdepUOZ1Ol7Znn332quaXlpZ2gyrN3aJFi+R0OtW0aVOr7euvv9YjjzyiPn366IcfflCnTp3UqVMn7dy584bWUrRoUa1Zs0br16+/ocvJy7hx43Ts2DHt3btXH3zwgfz8/BQREaF//etfVh9PT08FBgbK4XC4rc6rdTX71tmzZ9W2bVv985//vIEVZde2bVsdO3ZMBw8e1PLly9WyZUtFR0erQ4cOSk9Pt/oFBgbKy8urUGu7HsYYpaeny9PTU48++qimT5/u7pJQmAxgM3PmzDG+vr7W8/3795sHHnjAlC9f3pQsWdI0bNjQrF692uU1wcHBZty4caZHjx6mVKlSpmfPnsYYY2bPnm0qVapkvL29TadOncykSZNc5m2MMZ9//rm56667jJeXlwkNDTVjxowxFy5csOYryXoEBwfnWnf79u3Ns88+69LWtWtX0759e5e2xo0bm6eeeurqNspVyNp+/fr1M40aNbLaT506ZSSZ9evXW20//fSTadmypSlevLjx9/c3/fr1M6dPn7am9+zZ0/z97383EydONIGBgcbf3988/fTTJi0tLc8agoODzZQpU7K1jxo1ynh4eJg9e/YYY4xZv369kWROnTpljDHm4MGDpkOHDsbPz8+UKFHChIWFmWXLlhljjElPTzdPPvmkCQkJMcWLFzfVq1c3U6dOdZn/+vXrzd13321KlChhfH19TZMmTczBgwfNnDlzXN5HSWbOnDnWdunTp48pW7asKVWqlGnZsqWJjY215jl69GhTt25d884775iQkBDjcDiu+B5c7vL1vJGy3rPLrV271kgy77zzjtUmySxevNgYY0xqaqqJiooygYGBxsvLy1SpUsW8+uqrVt9JkyaZO++805QoUcJUqlTJDBw40GVfye29O3DgQLZtn/X5zMjIMK+++qr1ntapU8csXLjQmmfWdvvyyy9N/fr1TbFixaz9d+PGjcbT09OcPXu24DYebmqMEMH2UlJSdP/992vt2rX64Ycf1LZtW3Xs2FGHDh1y6ffGG2+obt26+uGHH/TSSy9py5YtGjBggKKjoxUbG6s2bdq4jE5I0ubNm/XEE08oOjpau3fv1ttvv625c+da/bZu3SpJmjNnjo4dO2Y9z8lXX32lhg0burTFxMQoIiLCpS0yMlIxMTG5zmfz5s3y8fHJ8/Hxxx9fcbuNGTNGO3bs0KJFi3KcfubMGUVGRqp06dLaunWrFi5cqDVr1mjQoEEu/davX69ff/1V69ev1/vvv6+5c+de8x/ajI6OljFGX3zxRY7To6KilJqaqk2bNmnHjh16/fXX5ePjI0nKzMxUpUqVtHDhQu3evVujRo3SP//5Ty1YsECSlJ6erk6dOqlFixb66aefFBMTo/79+8vhcKhbt2565plnVKtWLWvUsVu3bpKkhx9+WAkJCVq+fLm2bdum+vXrq3Xr1jp58qRV1/79+/Xpp5/qs88+U2xs7DWte369+uqrV3z/L9/386NVq1aqW7euPvvssxynT58+XUuWLNGCBQu0d+9effzxxwoJCbGme3h4aPr06dq1a5fef/99rVu3Tv/4xz+s6bm9d5UrV9ann34qSdq7d6+OHTumadOmSZLGjx+vDz74QLNmzdKuXbs0bNgwPf7449q4caNLbc8//7xee+01/fzzz6pTp44kqWHDhkpPT9e333571dsCtyh3JzKgsF0+QpSTWrVqmRkzZljPg4ODTadOnVz6dOvWLdvozGOPPeYy79atW7v8CjbGmA8//NBUqFDBeq5LfkXnJmv0ZdOmTS7txYoVM/PmzXNpmzlzpilfvnyu8zp79qzZt29fno/k5ORcX3/p9nv++edN9erVzYULF7KNEM2ePduULl3apKSkWK9dtmyZ8fDwMHFxccaYi6MNwcHBJj093erz8MMPm27duuW5PXIbITLGmICAADNw4EBjTPaRk9q1a5sxY8bkOe9LRUVFmc6dOxtjjPnzzz+NJLNhw4Yc+2aN9Fxq8+bNxul0mvPnz7u0V61a1bz99tvW64oVK2YSEhLyXdflrmaE6M8//7zi+581gpmT3EaIjLn4mahZs6b1/NJ9e/DgwaZVq1YmMzMzX+u0cOFCU6ZMGet5Xu9dTut//vx5U6JECfP111+79O3Tp4955JFHXF73+eef5zjf0qVLm7lz5+arXtz6irotiQE3iZSUFI0ZM0bLli3TsWPHlJ6ernPnzmX7lXz56MzevXv14IMPurQ1atRIS5cutZ7/+OOP2rJli8vIUUZGhs6fP6+zZ8+qRIkS+arx3LlzkqTixYtf1brlxNvbW9WqVbvu+UjSc889p7ffflvvvfeeunbt6jLt559/Vt26dVWyZEmrrWnTpsrMzNTevXsVEBAgSapVq5aKFCli9alQoYJ27Ngh6eJoxquvvmpN2717t6pUqZJnTcaYXM8ZGjJkiAYOHKhVq1YpIiJCnTt3tkYEJGnmzJl67733dOjQIZ07d05paWnWidL+/v7q1auXIiMj1aZNG0VERKhr166qUKFCrrX8+OOPSklJUZkyZVzaz507p19//dV6HhwcrHLlyuW5XgXF399f/v7+N2TeeW37Xr16qU2bNqpRo4batm2rDh06uFwxuWbNGo0fP1579uxRcnKy0tPTXT4nV3rvLrd//36dPXtWbdq0cWlPS0vTXXfd5dJ2+Wc7i7e3t86ePZvf1cctjkNmsL1nn31Wixcv1quvvqrNmzcrNjZWtWvXznZy66X/sedXSkqKxo4dq9jYWOuxY8cO7du376rCTZkyZeRwOHTq1CmX9sDAQMXHx7u0xcfHKzAwMNd5FdQhM0ny8/PTyJEjNXbs2Gv+j6NYsWIuzx0Oh3W10oABA1y2XVBQUJ7z+vPPP3X8+HGFhobmOL1v37767bff1KNHD+3YsUMNGzbUjBkzJEmffPKJnn32WfXp00erVq1SbGysevfu7bIfzJkzRzExMWrSpInmz5+v6tWr65tvvsm1npSUFFWoUMFlHWJjY7V3716NGDHC6nct+9a1ulGHzKSLITi3bV+/fn0dOHBAL7/8ss6dO6euXbuqS5cukqSDBw+qQ4cOqlOnjj799FNt27ZNM2fOlPT/TzLP673LSUpKiiRp2bJlLtt+9+7d2Q7z5rb9T548WWhBFe7HCBFsb8uWLerVq5c12pOSkqKDBw9e8XU1atTIds7P5c/r16+vvXv35jkiU6xYMWVkZOS5LE9PT4WFhWn37t0uv6rDw8O1du1aDR061GpbvXq1wsPDc51Xw4YNr3ieStboTX4MHjxY06dPt87byFKzZk3NnTtXZ86csf7D2bJlizw8PFSjRo18zftqRzOmTZsmDw8PderUKdc+lStX1oABAzRgwACNHDlS77zzjgYPHqwtW7aoSZMmevrpp62+l47iZLnrrrt01113aeTIkQoPD9e8efN0zz33yNPTM9v7WL9+fcXFxalo0aIu58u404ABA7KN5l3uSsEzJ+vWrdOOHTs0bNiwXPs4nU5169ZN3bp1U5cuXdS2bVudPHlS27ZtU2ZmpiZNmiQPj4u/07PO3bpUbu+dp6enJLls/7CwMHl5eenQoUNq0aLFVa/Pr7/+qvPnz2cbTcJfF4EItnf77bfrs88+U8eOHeVwOPTSSy9lu59KTgYPHqzmzZtr8uTJ6tixo9atW6fly5e7HDIYNWqUOnTooCpVqqhLly7y8PDQjz/+qJ07d+qVV16RdPGeOmvXrlXTpk3l5eWl0qVL57i8yMhIffXVVy7hJzo6Wi1atNCkSZPUvn17ffLJJ/r+++81e/bsXOsuyENm0sXDeGPHjlVUVJRL+2OPPabRo0erZ8+eGjNmjI4fP67BgwerR48eVxW4cnP69GnFxcXpwoULOnDggD766CO9++67Gj9+fK7rN3ToULVr107Vq1fXqVOntH79etWsWVPSxf3ggw8+0MqVKxUaGqoPP/xQW7dutUY8Dhw4oNmzZ+uBBx5QUFCQ9u7dq3379umJJ56QdPF9PHDggGJjY1WpUiWVKlVKERERCg8PV6dOnTRhwgRVr15dR48e1bJly/Tggw/meqgmv+Li4hQXF6f9+/dLknbs2KFSpUqpSpUquQbJgjhklpqaqri4OGVkZCg+Pl4rVqzQ+PHj1aFDB2t7XG7y5MmqUKGC7rrrLnl4eGjhwoUKDAyUn5+fqlWrpgsXLmjGjBnq2LGjtmzZolmzZrm8Pq/3Ljg4WA6HQ0uXLtX9998vb29vlSpVSs8++6yGDRumzMxM/e1vf1NSUpK2bNkip9Opnj175rmOmzdv1m233aaqVate17bCLcTdJzEBhe3yk6oPHDhgWrZsaby9vU3lypXNm2++aVq0aGGio6OtPrmdxDt79mxTsWJF67L7V155xQQGBrr0WbFihWnSpInx9vY2TqfTNGrUyMyePduavmTJElOtWjVTtGjRPC+737Vrl/H29jaJiYku7QsWLDDVq1c3np6eplatWtZl5DdKTielp6enm7CwsGu+7P5S0dHRpkWLFnnWcOntCjw9PU2VKlVM165dzbp161z6XX6y7aBBg0zVqlWNl5eXKVeunOnRo4c5ceKEMebiSbi9evUyvr6+xs/PzwwcONA8//zz1onScXFxplOnTqZChQrG09PTBAcHm1GjRpmMjAzr9Z07dzZ+fn4ul90nJyebwYMHm6CgIFOsWDFTuXJl89hjj5lDhw4ZY3I+GTtrO1/pK3r06NHZLjm/dNk3Qs+ePa3lFC1a1JQrV85ERESY9957z9oWWXTJSdWzZ8829erVMyVLljROp9O0bt3abN++3eo7efJkU6FCBePt7W0iIyPNBx98kO/3zhhjxo0bZwIDA43D4bAuu8/MzDRTp041NWrUMMWKFTPlypUzkZGRZuPGjcaYvE9Gv++++8z48eMLbsPhpucwxpjCj2HAX1O/fv20Z8+eG3aH24cfflj169fXyJEjb8j8cfMYPXq0Nm7cWCh3/oarXbt2qVWrVvrll18K5S7nuDlwUjVwHd544w39+OOP2r9/v2bMmKH333//ikPx12PixInWfXPw17Z8+XJNmDDB3WXY0rFjx/TBBx8QhmyGESLgOnTt2lUbNmzQ6dOnddttt2nw4MEaMGCAu8sCAFwlAhEAALA9DpkBAADbIxABAADbIxABAADbIxABAADbIxABAADbIxABAADbIxABAADbIxABAADbIxABAADb+39nMWNVLrw7YwAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# Plot the distribution of the target variable\n",
+ "sns.countplot(x='target', data=train_df)\n",
+ "plt.title('Distribution of Disaster vs. Non-Disaster Tweets')\n",
+ "plt.xlabel('Target (0 = Non-Disaster, 1 = Disaster)')\n",
+ "plt.ylabel('Count')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "4cc10867",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:20.850361Z",
+ "iopub.status.busy": "2024-08-13T21:11:20.849996Z",
+ "iopub.status.idle": "2024-08-13T21:11:21.133164Z",
+ "shell.execute_reply": "2024-08-13T21:11:21.132054Z"
+ },
+ "papermill": {
+ "duration": 0.294684,
+ "end_time": "2024-08-13T21:11:21.135434",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:20.840750",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(12, 6))\n",
+ "sns.countplot(y='keyword', data=train_df, order=train_df['keyword'].value_counts().iloc[:15].index)\n",
+ "plt.title('Top 15 Keywords in Tweets')\n",
+ "plt.xlabel('Count')\n",
+ "plt.ylabel('Keyword')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "2b5542b2",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:21.153729Z",
+ "iopub.status.busy": "2024-08-13T21:11:21.153340Z",
+ "iopub.status.idle": "2024-08-13T21:11:21.539857Z",
+ "shell.execute_reply": "2024-08-13T21:11:21.538811Z"
+ },
+ "papermill": {
+ "duration": 0.398219,
+ "end_time": "2024-08-13T21:11:21.542069",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:21.143850",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "train_df['text_length'] = train_df['text'].apply(len)\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.histplot(train_df['text_length'], bins=30, kde=True)\n",
+ "plt.title('Distribution of Tweet Lengths')\n",
+ "plt.xlabel('Tweet Length')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "d3444b32",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:21.562635Z",
+ "iopub.status.busy": "2024-08-13T21:11:21.562240Z",
+ "iopub.status.idle": "2024-08-13T21:11:23.321295Z",
+ "shell.execute_reply": "2024-08-13T21:11:23.320206Z"
+ },
+ "papermill": {
+ "duration": 1.775678,
+ "end_time": "2024-08-13T21:11:23.327310",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:21.551632",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from wordcloud import WordCloud\n",
+ "\n",
+ "# Combine all text into one large string\n",
+ "all_words = ' '.join([text for text in train_df['text']])\n",
+ "\n",
+ "# Generate the word cloud\n",
+ "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(all_words)\n",
+ "\n",
+ "# Plot the word cloud\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.imshow(wordcloud, interpolation='bilinear')\n",
+ "plt.axis('off')\n",
+ "plt.title('Word Cloud of All Tweets')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "ea90239f",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:23.358465Z",
+ "iopub.status.busy": "2024-08-13T21:11:23.357948Z",
+ "iopub.status.idle": "2024-08-13T21:11:23.732645Z",
+ "shell.execute_reply": "2024-08-13T21:11:23.731610Z"
+ },
+ "papermill": {
+ "duration": 0.392621,
+ "end_time": "2024-08-13T21:11:23.734893",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:23.342272",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+ " with pd.option_context('mode.use_inf_as_na', True):\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "train_df['word_count'] = train_df['text'].apply(lambda x: len(x.split()))\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.histplot(train_df['word_count'], bins=30, kde=True)\n",
+ "plt.title('Distribution of Word Counts in Tweets')\n",
+ "plt.xlabel('Word Count')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7d3161fe",
+ "metadata": {
+ "papermill": {
+ "duration": 0.01497,
+ "end_time": "2024-08-13T21:11:23.765185",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:23.750215",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "# Exploratory Data Analysis (EDA)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "3a4cff47",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:23.796914Z",
+ "iopub.status.busy": "2024-08-13T21:11:23.796490Z",
+ "iopub.status.idle": "2024-08-13T21:11:23.809270Z",
+ "shell.execute_reply": "2024-08-13T21:11:23.807830Z"
+ },
+ "papermill": {
+ "duration": 0.031291,
+ "end_time": "2024-08-13T21:11:23.811550",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:23.780259",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "id 0\n",
+ "keyword 61\n",
+ "location 2533\n",
+ "text 0\n",
+ "target 0\n",
+ "text_length 0\n",
+ "word_count 0\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Check for missing values\n",
+ "print(train_df.isnull().sum())\n",
+ "\n",
+ "# Optionally, you can drop rows with missing values or fill them with a placeholder\n",
+ "train_df = train_df.fillna('') # Fill missing values with an empty string\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "8255dbc0",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:23.843430Z",
+ "iopub.status.busy": "2024-08-13T21:11:23.843042Z",
+ "iopub.status.idle": "2024-08-13T21:11:23.852230Z",
+ "shell.execute_reply": "2024-08-13T21:11:23.851023Z"
+ },
+ "papermill": {
+ "duration": 0.028144,
+ "end_time": "2024-08-13T21:11:23.854866",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:23.826722",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "id 0\n",
+ "keyword 26\n",
+ "location 1105\n",
+ "text 0\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Check for missing values\n",
+ "print(test_df.isnull().sum())\n",
+ "\n",
+ "# Optionally, you can drop rows with missing values or fill them with a placeholder\n",
+ "test_df = test_df.fillna('') # Fill missing values with an empty string\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "a9ef887b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:23.887158Z",
+ "iopub.status.busy": "2024-08-13T21:11:23.886263Z",
+ "iopub.status.idle": "2024-08-13T21:11:41.754599Z",
+ "shell.execute_reply": "2024-08-13T21:11:41.753590Z"
+ },
+ "papermill": {
+ "duration": 17.887183,
+ "end_time": "2024-08-13T21:11:41.757199",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:23.870016",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Function to clean text data\n",
+ "def clean_text(text):\n",
+ " text = text.lower() # Lowercase\n",
+ " text = re.sub(f'[{string.punctuation}]', '', text) # Remove punctuation\n",
+ " text = re.sub(r'\\d+', '', text) # Remove digits\n",
+ " text = re.sub(r'http\\S+', '', text) # Remove URLs\n",
+ " text = text.split()\n",
+ " text = [word for word in text if word not in stopwords.words('english')] # Remove stopwords\n",
+ " text = ' '.join(text)\n",
+ " return text\n",
+ "\n",
+ "# Apply text cleaning to train and test sets\n",
+ "train_df['clean_text'] = train_df['text'].apply(clean_text)\n",
+ "test_df['clean_text'] = test_df['text'].apply(clean_text)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "d591ae83",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:41.789254Z",
+ "iopub.status.busy": "2024-08-13T21:11:41.788867Z",
+ "iopub.status.idle": "2024-08-13T21:11:42.063390Z",
+ "shell.execute_reply": "2024-08-13T21:11:42.062456Z"
+ },
+ "papermill": {
+ "duration": 0.293595,
+ "end_time": "2024-08-13T21:11:42.065994",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:41.772399",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Vectorize the text data using TF-IDF\n",
+ "tfidf = TfidfVectorizer(max_features=5000)\n",
+ "X_train_tfidf = tfidf.fit_transform(train_df['clean_text'])\n",
+ "X_test_tfidf = tfidf.transform(test_df['clean_text'])\n",
+ "\n",
+ "# For simplicity, let's only use the 'clean_text' for now\n",
+ "X = X_train_tfidf\n",
+ "y = train_df['target']\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "3b6d6cbe",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:42.097642Z",
+ "iopub.status.busy": "2024-08-13T21:11:42.097256Z",
+ "iopub.status.idle": "2024-08-13T21:11:42.188589Z",
+ "shell.execute_reply": "2024-08-13T21:11:42.187491Z"
+ },
+ "papermill": {
+ "duration": 0.109953,
+ "end_time": "2024-08-13T21:11:42.190951",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:42.080998",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Validation Accuracy: 0.7951411687458962\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.78 0.89 0.83 874\n",
+ " 1 0.82 0.67 0.73 649\n",
+ "\n",
+ " accuracy 0.80 1523\n",
+ " macro avg 0.80 0.78 0.78 1523\n",
+ "weighted avg 0.80 0.80 0.79 1523\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Split the training data for validation\n",
+ "X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+ "\n",
+ "# Train a Logistic Regression model\n",
+ "model = LogisticRegression()\n",
+ "model.fit(X_train, y_train)\n",
+ "\n",
+ "# Validate the model\n",
+ "y_pred = model.predict(X_val)\n",
+ "print(f'Validation Accuracy: {accuracy_score(y_val, y_pred)}')\n",
+ "print(classification_report(y_val, y_pred))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "0fe9fa8a",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:42.222872Z",
+ "iopub.status.busy": "2024-08-13T21:11:42.222466Z",
+ "iopub.status.idle": "2024-08-13T21:11:42.418885Z",
+ "shell.execute_reply": "2024-08-13T21:11:42.417828Z"
+ },
+ "papermill": {
+ "duration": 0.214999,
+ "end_time": "2024-08-13T21:11:42.421021",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:42.206022",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from sklearn import metrics\n",
+ "confusion_matrix = metrics.confusion_matrix(y_val, y_pred)\n",
+ "\n",
+ "cm_display = metrics.ConfusionMatrixDisplay(confusion_matrix = confusion_matrix, display_labels = [0, 1])\n",
+ "\n",
+ "cm_display.plot()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "a66f8f73",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:42.453732Z",
+ "iopub.status.busy": "2024-08-13T21:11:42.453338Z",
+ "iopub.status.idle": "2024-08-13T21:11:42.458934Z",
+ "shell.execute_reply": "2024-08-13T21:11:42.458009Z"
+ },
+ "papermill": {
+ "duration": 0.024586,
+ "end_time": "2024-08-13T21:11:42.461063",
+ "exception": false,
+ "start_time": "2024-08-13T21:11:42.436477",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Predict on the test set\n",
+ "test_predictions = model.predict(X_test_tfidf)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "a87f3b25",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-08-13T21:11:42.494592Z",
+ "iopub.status.busy": "2024-08-13T21:11:42.494216Z",
+ "iopub.status.idle": "2024-08-13T21:11:42.505148Z",
+ "shell.execute_reply": "2024-08-13T21:11:42.504131Z"
+ },
+ "papermill": {
+ "duration": 0.029502,
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+ "results = pd.DataFrame({\n",
+ " 'id': test_df['id'],\n",
+ " 'target':test_predictions\n",
+ "})\n",
+ "results.to_csv('submission.csv', index=False)\n"
+ ]
+ }
+ ],
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