diff --git a/a-i-snowday-predictor.ipynb b/a-i-snowday-predictor.ipynb
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+{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/jeremyfriesen123/a-i-snowday-predictor?scriptVersionId=216716231\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"fdffbcac","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2025-01-08T21:46:38.501659Z","iopub.status.busy":"2025-01-08T21:46:38.501278Z","iopub.status.idle":"2025-01-08T21:46:39.430965Z","shell.execute_reply":"2025-01-08T21:46:39.429904Z"},"papermill":{"duration":0.935676,"end_time":"2025-01-08T21:46:39.433135","exception":false,"start_time":"2025-01-08T21:46:38.497459","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["/kaggle/input/dataset/cleaned_dataset.csv\n","/kaggle/input/helloworld/cleaned_dataset.csv\n","/kaggle/input/all-stats-ai/filtered_dataset_1.csv\n","/kaggle/input/hellow/cleaned_dataset.csv\n","/kaggle/input/helloworld1/cleaned_dataset.csv\n","/kaggle/input/new-dataset/cleaned_dataset.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":"code","execution_count":2,"id":"3a307b62","metadata":{"execution":{"iopub.execute_input":"2025-01-08T21:46:39.43899Z","iopub.status.busy":"2025-01-08T21:46:39.438272Z","iopub.status.idle":"2025-01-08T21:46:45.319006Z","shell.execute_reply":"2025-01-08T21:46:45.318107Z"},"papermill":{"duration":5.885891,"end_time":"2025-01-08T21:46:45.321249","exception":false,"start_time":"2025-01-08T21:46:39.435358","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure size 640x480 with 1 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rNmjTZv3qw+ffrIz8/Pof25555zSnGDBg3SmjVr9M9//lOXXnqp9uzZo//5n/+xj19QUKDi4mIlJibaPxMcHKz4+HhlZ2dr4sSJjY5bU1Ojmpoa+35lZaVT6gUAAJ6nWWHnyy+/1BVXXCFJ2rt3r0ObMycrz507V5WVlerZs6datWql+vp6Pfnkk0pKSpIkFRcXS5LCwsIcPhcWFmZva8zSpUu1ePFip9UJAAA8V7PCzscff+zsOhr1t7/9TWvXrtW6devUq1cv7d69W7NmzVJkZOQZb3BuipSUFCUnJ9v3KysrFRUV5YySAQCAh2n2e3YuhEcffVRz5861347q3bu3vv32Wy1dulSTJk1SeHi4JKmkpEQRERH2z5WUlNivPDXG399f/v7+Lq0dAAB4hmaFnWHDhp3zdtWWLVuaXdDPnThxQj4+jnOoW7Vq5bBsRXh4uLKysuzhprKyUjk5OXrggQecUgMAAPBuzQo7v7xqUldXp927d2vv3r0tur30S+PGjdOTTz6p6Oho9erVS1988YWee+453XPPPZJ+nB80a9YsPfHEE+revbtiY2M1f/58RUZG2hctBQAAv23NCjvLly9v9PiiRYtUVVXVooJ+buXKlZo/f74efPBBHT16VJGRkbrvvvu0YMECe5/HHntM1dXVmjZtmsrLyzVkyBBlZmaqTZs2TqsDAAB4L5tlWZazBjt48KAGDhyosrIyZw15QVRWVio4OFgVFRUKCgpydzkAALjFrl271L9/f/3hj+kKje7hlDHLCvP10ZOTlZubqyuvvNIpY/7kfP/8btZLBc8mOzubKyoAAMCjNOs21k033eSwb1mWjhw5op07d2r+/PlOKQwAAMAZmhV2goODHfZ9fHzUo0cPLVmyRCNGjHBKYQAAAM7QrLCTnp7u7DoAAABcokUvFczNzVVeXp4kqVevXurXr59TigIAAHCWZoWdo0ePauLEidq6datCQkIkSeXl5Ro2bJjWr1+vTp06ObNGAACAZmvW01gzZ87U8ePHtW/fPpWVlamsrEx79+5VZWWlHnroIWfXCAAA0GzNurKTmZmpzZs3Ky4uzn7ssssuU1paGhOUAQCAR2nWlZ2Ghgb5+fmdcdzPz8++bhUAAIAnaFbYufbaa/Xwww+rqKjIfuzw4cOaPXu2hg8f7rTiAAAAWqpZYef5559XZWWlYmJi1K1bN3Xr1k2xsbGqrKzUypUrnV0jAABAszVrzk5UVJR27dqlzZs3a//+/ZKkuLg4JSYmOrU4AACAlmrSlZ0tW7bosssuU2VlpWw2m/7whz9o5syZmjlzpq666ir16tVLn376qatqBQAAaLImhZ3U1FRNnTq10ZVFg4ODdd999+m5555zWnEAAAAt1aSws2fPHo0aNeqs7SNGjFBubm6LiwIAAHCWJoWdkpKSRh85/4mvr6+OHTvW4qIAAACcpUlh5+KLL9bevXvP2v7ll18qIiKixUUBAAA4S5PCzpgxYzR//nydOnXqjLaTJ09q4cKFGjt2rNOKAwAAaKkmPXo+b948/f3vf9ell16qGTNmqEePHpKk/fv3Ky0tTfX19frjH//okkIBAACao0lhJywsTJ999pkeeOABpaSkyLIsSZLNZtPIkSOVlpamsLAwlxQKAADQHE1+qWCXLl30/vvv64cfftDBgwdlWZa6d++u9u3bu6I+AACAFmnWG5QlqX379rrqqqucWQsAAIDTNWttLAAAAG9B2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNI8PO4cPH9Ydd9yhDh06KCAgQL1799bOnTvt7ZZlacGCBYqIiFBAQIASExN14MABN1YMAAA8iUeHnR9++EGDBw+Wn5+fPvjgA/3jH//Qs88+q/bt29v7LFu2TCtWrNDq1auVk5OjwMBAjRw5UqdOnXJj5QAAwFP4uruAc3n66acVFRWl9PR0+7HY2Fj7v1uWpdTUVM2bN0833HCDJOm1115TWFiYNm7cqIkTJ17wmgEAgGfx6Cs77777rgYMGKBbbrlFnTt3Vr9+/fTSSy/Z2wsKClRcXKzExET7seDgYMXHxys7O9sdJQMAAA/j0WHnX//6l1atWqXu3bvrww8/1AMPPKCHHnpIr776qiSpuLhYkhQWFubwubCwMHtbY2pqalRZWemwAQAAM3n0bayGhgYNGDBATz31lCSpX79+2rt3r1avXq1JkyY1e9ylS5dq8eLFzioTAAB4MI++shMREaHLLrvM4VhcXJwKCwslSeHh4ZKkkpIShz4lJSX2tsakpKSooqLCvh06dMjJlQMAAE/h0WFn8ODBys/Pdzj2z3/+U126dJH042Tl8PBwZWVl2dsrKyuVk5OjhISEs47r7++voKAghw0AAJjJo29jzZ49W4MGDdJTTz2lW2+9VZ9//rnWrFmjNWvWSJJsNptmzZqlJ554Qt27d1dsbKzmz5+vyMhIjR8/3r3FAwAAj+DRYeeqq67Shg0blJKSoiVLlig2NlapqalKSkqy93nsscdUXV2tadOmqby8XEOGDFFmZqbatGnjxsoBAICn8OiwI0ljx47V2LFjz9pus9m0ZMkSLVmy5AJWBQAAvIVHz9kBAABoKcIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAaYQcAABiNsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADCar7sLAAAATVdYWKjS0lKnjpmXl+fU8TwFYQcAAC9TWFionj3jdPLkCZeMX1dT65Jx3YWwAwCAlyktLdXJkycUf89CBUXEOG3cI19la++7a3T69GmnjekJvCrs/OlPf1JKSooefvhhpaamSpJOnTqlRx55ROvXr1dNTY1GjhypF154QWFhYe4tFgAAFwuKiFFodA+njVd55BunjeVJvGaC8o4dO/Tiiy+qT58+Dsdnz56t9957T2+++aY++eQTFRUV6aabbnJTlQAAwNN4RdipqqpSUlKSXnrpJbVv395+vKKiQi+//LKee+45XXvtterfv7/S09P12Wefafv27W6sGAAAeAqvCDvTp0/Xddddp8TERIfjubm5qqurczjes2dPRUdHKzs7+0KXCQAAPJDHz9lZv369du3apR07dpzRVlxcrNatWyskJMTheFhYmIqLi886Zk1NjWpqauz7lZWVTqsXAAB4Fo++snPo0CE9/PDDWrt2rdq0aeO0cZcuXarg4GD7FhUV5bSxAQCAZ/HosJObm6ujR4/qyiuvlK+vr3x9ffXJJ59oxYoV8vX1VVhYmGpra1VeXu7wuZKSEoWHh5913JSUFFVUVNi3Q4cOufiXAAAAd/Ho21jDhw/XV1995XBs8uTJ6tmzp+bMmaOoqCj5+fkpKytLEyZMkCTl5+ersLBQCQkJZx3X399f/v7+Lq0dAAB4Bo8OO+3atdPll1/ucCwwMFAdOnSwH58yZYqSk5MVGhqqoKAgzZw5UwkJCbr66qvdUTIAAPAwHh12zsfy5cvl4+OjCRMmOLxUEAAAQPLCsLN161aH/TZt2igtLU1paWnuKQgAAHg0j56gDAAA0FKEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAaYQcAABiNsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAo/m6uwAAAExXWFio0tJSp42Xl5fntLF+Cwg7AAC4UGFhoXr2jNPJkyecPnZdTa3TxzQRYQcAABcqLS3VyZMnFH/PQgVFxDhlzCNfZWvvu2t0+vRpp4xnOsIOAAAXQFBEjEKjezhlrMoj3zhlnN8KJigDAACjEXYAAIDRPDrsLF26VFdddZXatWunzp07a/z48crPz3foc+rUKU2fPl0dOnTQRRddpAkTJqikpMRNFQMAAE/j0WHnk08+0fTp07V9+3Z99NFHqqur04gRI1RdXW3vM3v2bL333nt688039cknn6ioqEg33XSTG6sGAACexKMnKGdmZjrsZ2RkqHPnzsrNzdU111yjiooKvfzyy1q3bp2uvfZaSVJ6erri4uK0fft2XX311e4oGwAAeBCPvrLzSxUVFZKk0NBQSVJubq7q6uqUmJho79OzZ09FR0crOzvbLTUCAADP4tFXdn6uoaFBs2bN0uDBg3X55ZdLkoqLi9W6dWuFhIQ49A0LC1NxcfFZx6qpqVFNTY19v7Ky0iU1AwAA9/OaKzvTp0/X3r17tX79+haPtXTpUgUHB9u3qKgoJ1QIAAA8kVdc2ZkxY4Y2bdqkbdu26ZJLLrEfDw8PV21trcrLyx2u7pSUlCg8PPys46WkpCg5Odm+X1lZSeABADh9DSuJdaw8gUeHHcuyNHPmTG3YsEFbt25VbGysQ3v//v3l5+enrKwsTZgwQZKUn5+vwsJCJSQknHVcf39/+fv7u7R2AIB3ceUaVhLrWLmTR4ed6dOna926dXrnnXfUrl07+zyc4OBgBQQEKDg4WFOmTFFycrJCQ0MVFBSkmTNnKiEhgSexAABN4oo1rCTWsfIEHh12Vq1aJUkaOnSow/H09HTdfffdkqTly5fLx8dHEyZMUE1NjUaOHKkXXnjhAlcKADCFM9ewkljHyhN4dNixLOtX+7Rp00ZpaWlKS0u7ABUBAABv4zVPYwEAADQHYQcAABjNo29jAQC8nyse55akjh07Kjo62unjwjyEHQCAy7jyce6AgLbavz+PwINfRdgBALiMqx7nrjzyjXJeWazS0lLCDn4VYQcA4HLOfpz7J858OzFvOjYXYQcA4HVOVnwvyaY77rjD6WPzpmPzEHYAAF6n7sRxSZau+H9z1Cm2p1PG5E3H5iLsAAC81kWdo512e4w3HZuL9+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAaYQcAABiNsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNFYLgIAvFBhYaFKS0udPm5NTY38/f2dNh4ricMTEHYAwMsUFhaqZ884nTx5wvmD22ySZTl9WFYShzsRdgDAy5SWlurkyROKv2ehgiJinDbuT6t+s5I4TEPYAQAvFRQR47QVv6V/r/rNSuIwDROUAQCA0biyA8DOFZNenT3h9ScdO3ZUdHS008d1BWefVyb9Ak1D2AEgyYWTXl004TUgoK3278/z+MDjysnETPoFzg9hB4Ak10x6dcWEV+nHeSA5ryxWaWmpx4cdV55XJv0C54ewA8CBMye9umLCq7dyxXkFcH6YoAwAAIzGlR0AXsvZE3VdMZmaycSA+xF2AHidkxXfS7LpjjvucO7ALppMLTGZGHAnwg4Ar1N34rgkyyVv+nX2ZGomEwPuR9gB4LVc8aZfZ0+mZjIx4H5MUAYAAEYj7AAAAKMRdgAAgNGYswOv5Io1nCTXrLfkTbUCgImMCTtpaWn685//rOLiYvXt21crV67UwIED3V0WXMCVaw05e70lb6oVAExlRNh54403lJycrNWrVys+Pl6pqakaOXKk8vPz1blzZ7fW5k1/q3dVrc5+UVteXp7T1xqS/r3e0qeffqq4uDinjOlttQKAiYwIO88995ymTp2qyZMnS5JWr16t//qv/9Irr7yiuXPnuq0ub/pbvStrddmq16GRTn1E2GUvqpN31crL7wCYxuvDTm1trXJzc5WSkmI/5uPjo8TERGVnZ7uxMtesdiy5ZsVnV9Xqihe1ueolba58Ud1vuVYAcDevDzulpaWqr69XWFiYw/GwsDDt37+/0c/U1NSopqbGvl9RUSFJqqysdGptVVVVkqTTtTU6XXPSaeOerv2x9tzcXPt3tFR+fr59bGfWWl9X+3//dN64P41ZcfiA/HxtThlTkiqPfPt/41Ors2r9qU5X/X5qpVZq9YJaiwsl/fhnorP/nP1pPOvX7h5YXu7w4cOWJOuzzz5zOP7oo49aAwcObPQzCxcutCSxsbGxsbGxGbAdOnTonFnB66/sdOzYUa1atVJJSYnD8ZKSEoWHhzf6mZSUFCUnJ9v3GxoaVFZWpg4dOshmc15CNlllZaWioqJ06NAhBQUFubscr8Q5bDnOYctxDluOc9hyzT2HlmXp+PHjioyMPGc/rw87rVu3Vv/+/ZWVlaXx48dL+jG8ZGVlacaMGY1+xt/f/4yng0JCQlxcqZmCgoL4n7uFOIctxzlsOc5hy3EOW6455zA4OPhX+3h92JGk5ORkTZo0SQMGDNDAgQOVmpqq6upq+9NZAADgt8uIsHPbbbfp2LFjWrBggYqLi3XFFVcoMzPzjEnLAADgt8eIsCNJM2bMOOttKzifv7+/Fi5c6NSXBf7WcA5bjnPYcpzDluMctpyrz6HNslzwtjcAAAAPwarnAADAaIQdAABgNMIOAAAwGmEHTlNTU6MrrrhCNptNu3fvdnc5XuX6669XdHS02rRpo4iICN15550qKipyd1le45tvvtGUKVMUGxurgIAAdevWTQsXLlRtLYuaNsWTTz6pQYMGqW3btrx77DylpaUpJiZGbdq0UXx8vD7//HN3l+RVtm3bpnHjxikyMlI2m00bN250yfcQduA0jz322K++xRKNGzZsmP72t78pPz9fb7/9tr7++mvdfPPN7i7La+zfv18NDQ168cUXtW/fPi1fvlyrV6/W448/7u7SvEptba1uueUWPfDAA+4uxSu88cYbSk5O1sKFC7Vr1y717dtXI0eO1NGjR91dmteorq5W3759lZaW5tovcs4KVfite//9962ePXta+/btsyRZX3zxhbtL8mrvvPOOZbPZrNraWneX4rWWLVtmxcbGursMr5Senm4FBwe7uwyPN3DgQGv69On2/fr6eisyMtJaunSpG6vyXpKsDRs2uGRsruygxUpKSjR16lT95S9/Udu2bd1djtcrKyvT2rVrNWjQIPn5+bm7HK9VUVGh0NBQd5cBQ9XW1io3N1eJiYn2Yz4+PkpMTFR2drYbK0NjCDtoEcuydPfdd+v+++/XgAED3F2OV5szZ44CAwPVoUMHFRYW6p133nF3SV7r4MGDWrlype677z53lwJDlZaWqr6+/ow39YeFham4uNhNVeFsCDto1Ny5c2Wz2c657d+/XytXrtTx48eVkpLi7pI9zvmew588+uij+uKLL/Tf//3fatWqle666y5Zv/F3fjb1HErS4cOHNWrUKN1yyy2aOnWqmyr3HM05h4BpeIMyGnXs2DF9//335+zTtWtX3XrrrXrvvfdks9nsx+vr69WqVSslJSXp1VdfdXWpHut8z2Hr1q3POP7dd98pKipKn332mRISElxVosdr6jksKirS0KFDdfXVVysjI0M+Pvx9rjn/HWZkZGjWrFkqLy93cXXeq7a2Vm3bttVbb72l8ePH249PmjRJ5eXlXJltBpvNpg0bNjicT2cxZm0sOFenTp3UqVOnX+23YsUKPfHEE/b9oqIijRw5Um+88Ybi4+NdWaLHO99z2JiGhgZJPz7O/1vWlHN4+PBhDRs2TP3791d6ejpB5/+05L9DnF3r1q3Vv39/ZWVl2f9wbmhoUFZWFus0eiDCDlokOjraYf+iiy6SJHXr1k2XXHKJO0ryOjk5OdqxY4eGDBmi9u3b6+uvv9b8+fPVrVu33/RVnaY4fPiwhg4dqi5duuiZZ57RsWPH7G3h4eFurMy7FBYWqqysTIWFhaqvr7e/L+t3v/ud/f9t/FtycrImTZqkAQMGaODAgUpNTVV1dbUmT57s7tK8RlVVlQ4ePGjfLygo0O7duxUaGnrGny8t4pJnvPCbVVBQwKPnTfTll19aw4YNs0JDQy1/f38rJibGuv/++63vvvvO3aV5jfT0dEtSoxvO36RJkxo9hx9//LG7S/NYK1eutKKjo63WrVtbAwcOtLZv3+7ukrzKxx9/3Oh/c5MmTXLq9zBnBwAAGI2b2gAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AJzKZrNp48aNbvnurVu3ymazXbAFLGNiYpSamtqsvr92nr755hvZbDb7kg2//G0ZGRkKCQlpVt3Abw1rYwFAM+3YsUOBgYFO7ytJUVFROnLkiDp27Nho+2233aYxY8bY9xctWqSNGzfawxGAfyPsADBCXV3dBf/Opqwm3tSVx1u1anXORUwDAgIUEBDQpDGB3ypuYwGGyczM1JAhQxQSEqIOHTpo7Nix+vrrryVJgwYN0pw5cxz6Hzt2TH5+ftq2bZsk6ciRI7ruuusUEBCg2NhYrVu3rkm3aySptLRUN954o9q2bavu3bvr3XffdWj/5JNPNHDgQPn7+ysiIkJz587V6dOn7e2Nfd8VV1yhRYsW2fdtNptWrVql66+/XoGBgXryyScd+ldXVysoKEhvvfWWw/GNGzcqMDBQx48fP+dvOJ9z9fM6LcvSokWLFB0dLX9/f0VGRuqhhx465286cuSIRo8erYCAAHXt2tWh1l/exvqln9/GysjI0OLFi7Vnzx7ZbDbZbDZlZGTonnvu0dixYx0+V1dXp86dO+vll18+5+8HTELYAQxTXV2t5ORk7dy5U1lZWfLx8dGNN96ohoYGJSUlaf369fr5+r9vvPGGIiMj9fvf/16SdNddd6moqEhbt27V22+/rTVr1ujo0aNNqmHx4sW69dZb9eWXX2rMmDFKSkpSWVmZJOnw4cMaM2aMrrrqKu3Zs0erVq3Syy+/rCeeeKLJv3XRokW68cYb9dVXX+mee+5xaAsMDNTEiROVnp7ucDw9PV0333yz2rVrd86xz+dc/dzbb7+t5cuX68UXX9SBAwe0ceNG9e7d+5zfMX/+fE2YMEF79uxRUlKSJk6cqLy8vF/72We47bbb9Mgjj6hXr146cuSIjhw5ottuu0333nuvMjMzdeTIEXvfTZs26cSJE7rtttua/D2A13LqGuoAPM6xY8csSdZXX31lHT161PL19bW2bdtmb09ISLDmzJljWZZl5eXlWZKsHTt22NsPHDhgSbKWL19+Xt8nyZo3b559v6qqypJkffDBB5ZlWdbjjz9u9ejRw2poaLD3SUtLsy666CKrvr7esizL6tKlyxnf17dvX2vhwoUO3zNr1iyHPh9//LElyfrhhx8sy7KsnJwcq1WrVlZRUZFlWZZVUlJi+fr6Wlu3bv3V3/Fr5+qXdT777LPWpZdeatXW1jY63i9/kyTr/vvvd+gTHx9vPfDAA5ZlWVZBQYElyfriiy8a/W3p6elWcHCw/bMLFy60+vbte8b3XnbZZdbTTz9t3x83bpx19913/9rPB4zClR3AMAcOHNDtt9+url27KigoSDExMZKkwsJCderUSSNGjNDatWslSQUFBcrOzlZSUpIkKT8/X76+vrryyivt4/3ud79T+/btm1RDnz597P8eGBiooKAg+9WhvLw8JSQkyGaz2fsMHjxYVVVV+u6775r0PQMGDDhn+8CBA9WrVy+9+uqrkqTXX39dXbp00TXXXPOrY//aufqlW265RSdPnlTXrl01depUbdiwweHWXGMSEhLO2G/OlZ1zuffee+1Xt0pKSvTBBx+ccRUMMB1hBzDMuHHjVFZWppdeekk5OTnKycmRJNXW1kr68fbMW2+9pbq6Oq1bt069e/f+1dstTeXn5+ewb7PZ1NDQcN6f9/Hxcbh9JDU+Afl8nm669957lZGRIenHW1iTJ092CFrn0pRzFRUVpfz8fL3wwgsKCAjQgw8+qGuuucYtE6d/7q677tK//vUvZWdn6/XXX1dsbGyjt+EAkxF2AIN8//33ys/P17x58zR8+HDFxcXphx9+cOhzww036NSpU8rMzNS6descrlT06NFDp0+f1hdffGE/dvDgwTPGaIm4uDhlZ2c7hJn//d//Vbt27XTJJZdI+vGqys/nmVRWVqqgoKBZ33fHHXfo22+/1YoVK/SPf/xDkyZNOu/PnutcNSYgIEDjxo3TihUrtHXrVmVnZ+urr746a//t27efsR8XF3fe9f1c69atVV9ff8bxDh06aPz48UpPT1dGRoYmT57crPEBb8aj54BB2rdvrw4dOmjNmjWKiIhQYWGh5s6d69AnMDBQ48eP1/z585WXl6fbb7/d3tazZ08lJiZq2rRpWrVqlfz8/PTII48oICDgvK+G/JoHH3xQqampmjlzpmbMmKH8/HwtXLhQycnJ8vH58e9f1157rTIyMjRu3DiFhIRowYIFatWqVbO+r3379rrpppv06KOPasSIEfZAdT7Oda5+KSMjQ/X19YqPj1fbtm31+uuvKyAgQF26dDnrZ958800NGDBAQ4YM0dq1a/X55583+ympmJgYFRQUaPfu3brkkkvUrl07+fv7S/rx6tbYsWNVX1/fpLAHmIIrO4BBfHx8tH79euXm5uryyy/X7Nmz9ec///mMfklJSdqzZ49+//vfKzo62qHttddeU1hYmK655hrdeOONmjp1qtq1a6c2bdo4pcaLL75Y77//vj7//HP17dtX999/v6ZMmaJ58+bZ+6SkpOg//uM/NHbsWF133XUaP368unXr1uzvnDJlimpra5s1V+Vc5+rnQkJC9NJLL2nw4MHq06ePNm/erPfee08dOnQ462cWL16s9evXq0+fPnrttdf017/+VZdddlmTa5SkCRMmaNSoURo2bJg6deqkv/71r/a2xMRERUREaOTIkYqMjGzW+IA3s1m/vDEOAD/z3XffKSoqSps3b9bw4cPdXU6z/OUvf9Hs2bNVVFSk1q1bu7ucC66qqkoXX3yx0tPTddNNN7m7HOCC4zYWAAdbtmxRVVWVevfurSNHjuixxx5TTEzMeT3B5GlOnDihI0eO6E9/+pPuu+++31zQaWhoUGlpqZ599lmFhITo+uuvd3dJgFtwGwuAg7q6Oj3++OPq1auXbrzxRnXq1Elbt26Vn5+f1q5dq4suuqjRrVevXu4u/QzLli1Tz549FR4erpSUFIe2p5566qy/ZfTo0W6q2LkKCwsVFhamdevW6ZVXXpGvL3+/xW8Tt7EAnLfjx4+rpKSk0TY/P79zTsb1NGVlZfa3Ov9SQECALr744gtcEQBXIewAAACjcRsLAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADDa/wdlgxWLJJY1QgAAAABJRU5ErkJggg==","text/plain":["<Figure size 640x480 with 1 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure size 640x480 with 1 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure size 640x480 with 1 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure 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","text/plain":["<Figure size 1000x800 with 2 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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","import numpy as np\n","from sklearn.preprocessing import StandardScaler\n","from sklearn.ensemble import RandomForestClassifier\n","\n","df = pd.read_csv('/kaggle/input/helloworld1/cleaned_dataset.csv')\n","\n","# Exclude non-numerical columns \n","numerical_features = df.select_dtypes(include=[np.number]).drop(columns=['outcome'])\n","scaler = StandardScaler()\n","numerical_features_scaled = scaler.fit_transform(numerical_features)\n","\n","# Convert to data frame\n","numerical_features_scaled_df = pd.DataFrame(numerical_features_scaled, columns=numerical_features.columns, index=df.index)\n","df_scaled = pd.concat([numerical_features_scaled_df, df['outcome']], axis=1)\n","\n","# Target variable distribution\n","sns.countplot(x='outcome', data=df_scaled)\n","plt.show()\n","\n","# Distribution of all individual features\n","for col in numerical_features_scaled_df.columns:\n","    sns.histplot(numerical_features_scaled_df[col])\n","    plt.show()\n","\n","# Relationship with the target variable\n","for col in numerical_features_scaled_df.columns:\n","    sns.boxplot(x='outcome', y=col, data=df_scaled)\n","    plt.show()\n","\n","# Correlation Analysis\n","plt.figure(figsize=(10, 8))\n","correlation_matrix = df_scaled.corr()\n","sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\")\n","plt.show()\n","\n","\n","# Prepare the features and target variable\n","X = numerical_features_scaled_df\n","y = df_scaled['outcome']\n","\n","# Fit the model\n","model = RandomForestClassifier(random_state=42)\n","model.fit(X, y)\n","\n","# Plot the feature importances\n","importances = model.feature_importances_\n","sorted_indices = np.argsort(importances)[::-1]\n","\n","plt.title('Feature Importance')\n","plt.bar(range(X.shape[1]), importances[sorted_indices], align='center')\n","plt.xticks(range(X.shape[1]), X.columns[sorted_indices], rotation=90)\n","plt.tight_layout()\n","plt.show()\n"]},{"cell_type":"code","execution_count":3,"id":"131bbb60","metadata":{"execution":{"iopub.execute_input":"2025-01-08T21:46:45.336347Z","iopub.status.busy":"2025-01-08T21:46:45.335728Z","iopub.status.idle":"2025-01-08T21:46:45.73408Z","shell.execute_reply":"2025-01-08T21:46:45.733048Z"},"papermill":{"duration":0.408097,"end_time":"2025-01-08T21:46:45.736014","exception":false,"start_time":"2025-01-08T21:46:45.327917","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Accuracy: 0.9538461538461539\n","\n","Classification Report:\n","               precision    recall  f1-score   support\n","\n","           0       0.95      1.00      0.98        62\n","           1       1.00      0.00      0.00         3\n","\n","    accuracy                           0.95        65\n","   macro avg       0.98      0.50      0.49        65\n","weighted avg       0.96      0.95      0.93        65\n","\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","import numpy as np\n","from sklearn.preprocessing import StandardScaler\n","from sklearn.model_selection import train_test_split\n","from sklearn.ensemble import RandomForestClassifier\n","from sklearn.metrics import classification_report, accuracy_score, confusion_matrix\n","from sklearn.utils import class_weight\n","\n","\n","df = pd.read_csv('/kaggle/input/helloworld1/cleaned_dataset.csv')\n","# Exclude non-numerical columns\n","numerical_features = df.select_dtypes(include=[np.number]).drop(columns=['outcome'])\n","scaler = StandardScaler()\n","\n","# Fit the scaler to the numerical features \n","numerical_features_scaled = scaler.fit_transform(numerical_features)\n","\n","# Convert the array back to a dataframe\n","numerical_features_scaled_df = pd.DataFrame(numerical_features_scaled, columns=numerical_features.columns, index=df.index)\n","\n","# Add the non-scaled outcome variable back to the dataframe\n","df_scaled = pd.concat([numerical_features_scaled_df, df['outcome']], axis=1)\n","\n","# Prepare the features and target variable\n","X = df_scaled.drop('outcome', axis=1)\n","y = df_scaled['outcome']\n","\n","# Split the dataset into training and testing sets\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n","\n","# Calculate class weights\n","class_weights = class_weight.compute_class_weight('balanced', classes=np.unique(y_train), y=y_train)\n","class_weights_dict = dict(enumerate(class_weights))\n","\n","# Fit the model \n","model = RandomForestClassifier(random_state=42, class_weight=class_weights_dict)\n","model.fit(X_train, y_train)\n","\n","# Predictions on the test set\n","y_pred = model.predict(X_test)\n","\n","# Accuracy\n","accuracy = accuracy_score(y_test, y_pred)\n","print(\"Accuracy:\", accuracy)\n","print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred, zero_division=1))\n","\n","# Confusion Matrix\n","cm = confusion_matrix(y_test, y_pred)\n","sns.heatmap(cm, annot=True, fmt='d')\n","plt.title('Confusion Matrix')\n","plt.ylabel('Actual')\n","plt.xlabel('Predicted')\n","plt.show()"]},{"cell_type":"code","execution_count":4,"id":"9217edd8","metadata":{"execution":{"iopub.execute_input":"2025-01-08T21:46:45.751828Z","iopub.status.busy":"2025-01-08T21:46:45.750965Z","iopub.status.idle":"2025-01-08T21:46:45.824487Z","shell.execute_reply":"2025-01-08T21:46:45.823421Z"},"papermill":{"duration":0.083788,"end_time":"2025-01-08T21:46:45.826873","exception":false,"start_time":"2025-01-08T21:46:45.743085","status":"completed"},"tags":[]},"outputs":[],"source":["import joblib\n","\n","joblib.dump(model, 'random_forest_model.joblib')\n","loaded_model = joblib.load('random_forest_model.joblib')\n"]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":4150497,"sourceId":7180898,"sourceType":"datasetVersion"},{"datasetId":4150650,"sourceId":7181110,"sourceType":"datasetVersion"},{"datasetId":4150827,"sourceId":7181360,"sourceType":"datasetVersion"},{"datasetId":4150901,"sourceId":7181451,"sourceType":"datasetVersion"},{"datasetId":4150926,"sourceId":7181482,"sourceType":"datasetVersion"},{"datasetId":4151063,"sourceId":7181654,"sourceType":"datasetVersion"}],"dockerImageVersionId":30615,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"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":"3.10.12"},"papermill":{"default_parameters":{},"duration":11.594927,"end_time":"2025-01-08T21:46:46.45371","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2025-01-08T21:46:34.858783","version":"2.4.0"}},"nbformat":4,"nbformat_minor":5}
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