"
],
"text/plain": [
" Company TypeName Inches ScreenResolution \\\n",
"0 Apple Ultrabook 13.3 IPS Panel Retina Display 2560x1600 \n",
"\n",
" Cpu Ram Memory Gpu OpSys \\\n",
"0 Intel Core i5 2.3GHz 8 128GB SSD Intel Iris Plus Graphics 640 macOS \n",
"\n",
" Weight Price \n",
"0 1.37 71378.6832 "
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(1)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "10bd9666",
"metadata": {},
"outputs": [],
"source": [
"df[\"Ram\"]= df[\"Ram\"].astype(\"int32\") #Converted Ram dtype from object to int 32"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "e2c59a02",
"metadata": {},
"outputs": [],
"source": [
"df[\"Weight\"]= df[\"Weight\"].astype(\"float32\") #Converted Weight dtype from object to int float"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "759b1a63",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 1303 entries, 0 to 1302\n",
"Data columns (total 11 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Company 1303 non-null object \n",
" 1 TypeName 1303 non-null object \n",
" 2 Inches 1303 non-null float64\n",
" 3 ScreenResolution 1303 non-null object \n",
" 4 Cpu 1303 non-null object \n",
" 5 Ram 1303 non-null int32 \n",
" 6 Memory 1303 non-null object \n",
" 7 Gpu 1303 non-null object \n",
" 8 OpSys 1303 non-null object \n",
" 9 Weight 1303 non-null float32\n",
" 10 Price 1303 non-null float64\n",
"dtypes: float32(1), float64(2), int32(1), object(7)\n",
"memory usage: 101.9+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"id": "d4b85288",
"metadata": {},
"source": [
"# EDA OR ANALYSIS ON THE DATA\n",
"## UNIVARIATE"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "cdab8319",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_9696\\941010651.py:1: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" sns.distplot(df[\"Price\"])\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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AWKx2fHOkUO5yiIjIS3AxQHJxDjoO8dfKPn38Umu+z0NieABOFVdj2Y4zsNpb3rRzxsj4Lq6MiIg8GVtyyMWTpo9fbnBcCAAgu6QGFbUWeYshIiKvwJBDLp4ccrr569AzLAAAcPh8pczVEBGRN2DIIRdnyPGkQceXuqGHEQBw9AJDDhERXR1DDrmUedhCgJcbGBsMCcD58jpXrURERK1hyCGX0saFAD2xuwoAggxa9IpwdFkdyWdrDhERXRlDDgEAai1W1Dc4tk3w1JADAIO6hwAAjuRXyFoHERF5PoYcAvBzV1WQXgOdxnP/s7g+NhgqCbhQUY/Sxh3TiYiIWuK5n2bUpTx5ZtWlAvUa9IoIBMAuKyIiujKGHALgPSEHAAZ1d8yyOnbBJHMlRETkyRhyCABce1aF+Ht+yOkfHQQJQH5FHSrruJcVERG1jCGHAACVdY1bOvh5zp5VrQkyaBEf6g8AyCpgaw4REbWMIYcAwNUi4kkbc17J9bHBAIDjDDlERNQKhhwCcEnI8YKWHAAYEOMIOWcvVqPOYpO5GiIi8kQMOQRzg821Ro43dFcBQHigHpFBetgFcKKoSu5yiIjIAzHkECoaW3EMWhX0WrXM1bTd9THssiIiotYx5JDXdVU5ObusThVVwWq3y1wNERF5GoYc8tqQ072bHwL0GpitduSU1spdDhEReRiGHHKFnBA/z18j51IqSUK/SMfqxyc5LoeIiC7DkEOoqPWu6eOX6hcdBAA4UciQQ0RETTHkkGshQG/rrgKAvpGBkAAUV5mRX1EndzlERORBGHLIa8fkAIC/TuNa/Xj7iWKZqyEiIk/CkOPjhBCXjMnxvpAD/Nxlte2nizJXQkREnoQhx8fVWWxosAkAQLCXhpzrohwhZ++ZEpitXP2YiIgcGHJ8nHMhwAC9Blq1d/7nEGM0IEivQa3FhoyccrnLISIiDyHrp9rOnTsxdepUxMbGQpIkbNq06aqP2bFjB5KTk2EwGNCrVy988MEHnV+ognl7VxUASJKE3o1TyXefKpG5GiIi8hSyhpyamhoMHjwY77//fpvOz87OxpQpUzB27FgcOnQIL7/8Mp599lmsX7++kytVLm8edHypPo0hZ89phhwiInLQyPniqampSE1NbfP5H3zwAeLj47FkyRIAwIABA5Ceno53330X9957bydVqWyuNXK8POT0jnCEnMP5laiotSDE37sWNiQiIvfzqkEY+/btw6RJk5ocmzx5MtLT09HQ0CBTVd7Nm9fIuZTRT4s+kYEQAth3plTucoiIyAN4VcgpLCxEVFRUk2NRUVGwWq0oKWm5m8JsNsNkMjW50c8q66wAvHO148vd1CccALCbXVZERAQvCzmAY5DppYQQLR53WrhwIYxGo+sWFxfX6TV6E1O9owUs2MCQQ0REyuJVISc6OhqFhYVNjhUXF0Oj0SAsLKzFxyxYsACVlZWuW15eXleU6hWEEKhyhRxZh2e5xcheoVCrJOSU1iKvjLuSExH5Oq8KOSkpKUhLS2tybMuWLRg+fDi02pZbIvR6PYKDg5vcyMFstbsWAgxSQEtOkEGLoXEhANiaQ0REMoec6upqZGZmIjMzE4BjinhmZiZyc3MBOFphZs6c6Tp/7ty5yMnJwbx585CVlYWPP/4Yy5cvx/z58+Uo3+s5u6oMWhV0Gq/Ku60a3dvRorf/LAcfExH5Olk/2dLT0zF06FAMHToUADBv3jwMHToUr776KgCgoKDAFXgAIDExEZs3b8b27dsxZMgQ/O53v8N7773H6eMdVFXvGHSshFYcp1G9fg45zvFaRETkm2QdiHHLLbdc8YNo5cqVzY6NGzcOBw8e7MSqfIdzPE6QAsbjOA2N7wadWoUikxnnSmuRGB4gd0lERCQTZfRRUIeYGqePK2FmlZOfTo0hjeNy2GVFROTblPMnPLWb0lpyPj3g6NoM0Duu57Pvc9FSQ+GMkfFdWRYREcmELTk+zFSvvJYcAOgV4eiiyi6p4bgcIiIfxpDjw34eeKyMlhyn+FB/qFUSTPVWlNZY5C6HiIhkwpDjw37urlJWS45WrUJcN38AQPbFGpmrISIiuTDk+CjHasfO7iplteQAP3dZnS2plrkSIiKSC0OOj6o2W2Gx2QEoryUHAHqGOUJOTim3dyAi8lUMOT6quMoMANBrlLPa8aXiQv2gkoCKugZU1HJcDhGRL1Lepxu1SZGpHoDyZlY56TVqxBj9ALA1h4jIVzHk+Khik6MlR2kzqy7VM8wx+PhcKQcfExH5IoYcH1Vc1diS46fMlhwASOC4HCIin8aQ46OKnC05euW25CQ0tuQUmepRZ7HJXA0REXU1hhwf5Rx4HKTglpwggxZhAToIALllbM0hIvI1DDk+yjnwWMljcoBLu6w4LoeIyNcw5Pioi40tOUqdXeX08+BjtuQQEfkahhwf5SstOc5FAc+X18LauPghERH5BoYcH1RttqK2cSCu0kNOWKAOATo1rHaBCxV1cpdDRERdiCHHB5VWO7qqtGoJeo1a5mo6lyRJrnE57LIiIvItDDk+qKTasc1BoIKnj1/KOS6Hg4+JiHwLQ44PKmlsyfGVkOOaYVVWC7sQMldDRERdhSHHB5U2tuQE+EjIiQ3xg1YtodZiQ0njrDIiIlI+hhwfVOpjLTlqlYS4bs4uK47LISLyFQw5Pqi0xrfG5AC4ZPAxx+UQEfkKhhwfdLGxJcdXuquASwYfc3sHIiKfwZDjg3ytuwoA4kL9IQEoq7G4FkIkIiJlY8jxQc6Bx4EKXwjwUgatGjFGAwAg/Vy5zNUQEVFXYMjxQc4xOb7UXQUA8Y3jctJzymSuhIiIugJDjo+x2uwor/W9gccAkNA4Licjhy05RES+gCHHx5TVWiAEoJIAf52yt3S4XEKoI+Qcu2BCrcUqczVERNTZGHJ8jHM8TmiADipJkrmarhXir4PRTwubXSAzr0LucoiIqJMx5PgYZ8gJC9DLXIk8XF1WHHxMRKR4DDk+xrlvVVigTuZK5OHsskrnuBwiIsVjyPExP4ccX23JccywOphbDrudm3USESkZQ46PcU4fD/fRlpyoYAMCdGpU1VtxsrhK7nKIiKgTMeT4GOdqx+E+2pKjVkkYGt8NABcFJCJSOoYcH1PiGnjsmy05AJCc4Ag5XC+HiEjZGHJ8TKmPj8kBgOE9HSHnh3Nc+ZiISMkYcnyMsyXHV8fkAMDQ+G5QScD58jpu1klEpGAMOT5ECIHSGt8ekwM4trPoHx0MgONyiIiUjCHHh9RYbKhvsAPw3XVynJxdVtysk4hIuRhyfIhzPI6fVg1/nW9tznk5Dj4mIlK+DoWc7OxstxWwdOlSJCYmwmAwIDk5Gbt27bri+atXr8bgwYPh7++PmJgYPPLIIygtLXVbPUrmGo8T5NutOAAwvGcoAG7WSUSkZB0KOX369MH48ePxySefoL6+4wM3165di+effx6vvPIKDh06hLFjxyI1NRW5ubktnr97927MnDkTc+bMwbFjx/Cvf/0LP/zwAx577LEO1+BLXKsd++i+VZfqHuKHGKOBm3USESlYh0LOjz/+iKFDh+LFF19EdHQ0nnjiCXz//fftfp7Fixdjzpw5eOyxxzBgwAAsWbIEcXFxWLZsWYvn79+/Hz179sSzzz6LxMRE3HTTTXjiiSeQnp7ekcvwOaWcWdWEq8uKg4+JiBSpQyEnKSkJixcvRn5+PlasWIHCwkLcdNNNGDhwIBYvXoyLFy9e9TksFgsyMjIwadKkJscnTZqEvXv3tviY0aNH4/z589i8eTOEECgqKsLnn3+OO+64o9XXMZvNMJlMTW6+qpQtOU0MT3AOPmbIISJSomsaeKzRaHD33Xdj3bp1eOedd3DmzBnMnz8fPXr0wMyZM1FQUNDqY0tKSmCz2RAVFdXkeFRUFAoLC1t8zOjRo7F69WpMnz4dOp0O0dHRCAkJwV/+8pdWX2fhwoUwGo2uW1xcXMcuVgFc+1ZxTA6An8flcLNOIiJluqaQk56ejieffBIxMTFYvHgx5s+fjzNnzmDr1q3Iz8/HXXfdddXnkCSpyfdCiGbHnI4fP45nn30Wr776KjIyMvDNN98gOzsbc+fObfX5FyxYgMrKStctLy+vfRepIBfZktNE/+gg+HOzTiIixerQPOLFixdjxYoVOHHiBKZMmYJVq1ZhypQpUKkcmSkxMREffvgh+vfv3+pzhIeHQ61WN2u1KS4ubta647Rw4UKMGTMGv/71rwEAN9xwAwICAjB27Fi89dZbiImJafYYvV4PvZ4f6sClWzqwJQcANGoVhsaHYM/pUqSfK3ctEEhERMrQoZacZcuWYcaMGcjNzcWmTZtw5513ugKOU3x8PJYvX97qc+h0OiQnJyMtLa3J8bS0NIwePbrFx9TW1jZ7HbVaDcDRAkRX5hx4HOHDqx1fLjnB0WXF9XKIiJSnQy05aWlpiI+PbxY4hBDIy8tDfHw8dDodZs2adcXnmTdvHh5++GEMHz4cKSkp+Nvf/obc3FxX99OCBQuQn5+PVatWAQCmTp2Kxx9/HMuWLcPkyZNRUFCA559/HiNGjEBsbGxHLsWnOMfk+PLmnJf7efAxVz4mIlKaDoWc3r17o6CgAJGRkU2Ol5WVITExETabrU3PM336dJSWluLNN99EQUEBkpKSsHnzZiQkJAAACgoKmqyZM3v2bFRVVeH999/Hiy++iJCQEEyYMAHvvPNORy7Dp1htdpTXOkMOu6uchsaHQCUBeWV1KDbVIzLYIHdJRETkJh0KOa11DVVXV8NgaN+HxJNPPoknn3yyxftWrlzZ7NgzzzyDZ555pl2vQUBZrQVCACoJ6ObPkOMUZNDiuuhgZBWYkJ5TjimDmo/rIiIi79SukDNv3jwAjhlRr776Kvz9/V332Ww2HDhwAEOGDHFrgeQezvE4oQE6qFUtz17zVcMTujlCzjmGHCIiJWlXyDl06BAAR0vOkSNHoNP93CKg0+kwePBgzJ8/370Vkls4Qw6njzc3vGc3/HN/DjI4LoeISFHaFXK2bdsGAHjkkUfw5z//GcHBnHLrLUo4fbxVzu0dnJt1+voO7UREStGhKeQrVqxgwPEyP4cctuRcrnuIH2KNBljtAgdzKuQuh4iI3KTNf7Lec889WLlyJYKDg3HPPfdc8dwNGzZcc2HkXq4tHdiS04wkSRjZKwwbD+Xj++xS3NQ3XO6SiIjIDdoccoxGo2u7BaPR2GkFUedwrnYczpacFo1IDMXGQ/nYn81xOUREStHmkLNixYoWvybvUOIaeMyWnJaMSHSsfJyZV4H6BhsMWrXMFRER0bXq0Jicuro61NbWur7PycnBkiVLsGXLFrcVRu5VyjE5V9QrPADhgXpYrHYcPl8pdzlEROQGHQo5d911l2urhYqKCowYMQKLFi3CXXfdhWXLlrm1QHIPZ0sOx+S0TJIkjGxszTlwtlTmaoiIyB06FHIOHjyIsWPHAgA+//xzREdHIycnB6tWrcJ7773n1gLp2gkhUFrDMTlXM7KXI+R8f47jcoiIlKBDIae2thZBQUEAgC1btuCee+6BSqXCqFGjkJOT49YC6drVWGyob7AD4Do5V+Icl5ORU44Gm13maoiI6Fp1aNWzPn36YNOmTbj77rvx7bff4oUXXgAAFBcXc/0cD+Qcj+OnVXOhOwCfHsht8bhdCPhp1ai12LBoy0nEh/pjxsj4Lq6OiIjcpUMtOa+++irmz5+Pnj17YuTIkUhJSQHgaNUZOnSoWwuka+cajxPEVpwrUUkSEsMDAADZF6tlroaIiK5Vh0LOfffdh9zcXKSnp+Obb75xHZ84cSL+9Kc/ua04cg/XzCruW3VVvSIcIedMSY3MlRAR0bXqcN9FdHQ0oqOjmxwbMWLENRdE7seZVW3XKyIQAJBTWgMrx+UQEXm1DoWcmpoa/P73v8d//vMfFBcXw25v+mFw9uxZtxRH7sGWnLaLCtIjQKdGjcWGvPI6ucshIqJr0KGQ89hjj2HHjh14+OGHERMT49rugTyTa98qjsm5KkmS0CsiEEfyK3GW43KIiLxah0LO119/ja+++gpjxoxxdz3UCUrYktMuvRtDzpmLHJdDROTNOjTwuFu3bggNDXV3LdRJXCGHY3LapHfj4OO8slrUWWwyV0NERB3VoZDzu9/9Dq+++mqT/avIc5W6Bh6zJactQgN0MPppYRMC6Tlc/ZiIyFt1qLtq0aJFOHPmDKKiotCzZ09otdom9x88eNAtxZF7uMbkMOS0iSRJ6BUegEN5FdhzuhRj+0bIXRIREXVAh0LOtGnT3FwGucvlq/na7ALljSFnx8mLyMgpl6Msr9MnMhCH8iqw+/RFAP3lLoeIiDqgQyHntddec3cd1ElqLVYIABIAf51a7nK8Rp9Ix3o5R/NNKKk2sxWMiMgLdWhMDgBUVFTgo48+woIFC1BW5hi3cPDgQeTn57utOLp21WYrAMBfr4GKU/3bLMigRYzRAADYc7pE5mqIiKgjOhRyDh8+jH79+uGdd97Bu+++i4qKCgDAxo0bsWDBAnfWR9eoxuyYHRSoZytOe/VtbM3ZeZIhh4jIG3Uo5MybNw+zZ8/GqVOnYDAYXMdTU1Oxc+dOtxVH167a3AAACNBz9/H26hMZBADYdeoihBAyV0NERO3VoZDzww8/4Iknnmh2vHv37igsLLzmosh9ql0tOQw57dUzzB8GrQrFVWacKKqSuxwiImqnDoUcg8EAk8nU7PiJEycQEcHptp6kpnFMDkNO+2nUKozqFQYA2MUuKyIir9OhkHPXXXfhzTffREODoytEkiTk5ubipZdewr333uvWAunaVDPkXJObG9fI2XHyosyVEBFRe3Uo5Lz77ru4ePEiIiMjUVdXh3HjxqFPnz4ICgrC//7v/7q7RroG1fWOkMMxOR0z7jpHyPk+u8wVGImIyDt06JMvODgYu3fvxrZt25CRkQG73Y5hw4bh1ltvdXd9dI1qLGzJuRa9IwKRGB6A7JIa7Dp5EamDYuQuiYiI2qjdn3x2ux0rV67Ehg0bcO7cOUiShMTERERHR0MIAYlrsXgUdlddu4n9I/HR7mx8l1XMkENE5EXa9cknhMAvfvELbN68GYMHD8agQYMghEBWVhZmz56NDRs2YNOmTZ1UKrWXEMI18JjdVR1z6TYZXx8twND4kBYXVZwxMr4ryyIiojZo1yffypUrsXPnTvznP//B+PHjm9y3detWTJs2DatWrcLMmTPdWiR1jMVqR4PNsb4LW3I6LiEsAAatCrUWG/LKapEQFiB3SURE1AbtGni8Zs0avPzyy80CDgBMmDABL730ElavXu224ujaOLuqtGoJOk2Hd/DweWqVhH5RjoUBfyrkejlERN6iXZ98hw8fxu23397q/ampqfjxxx+vuShyD66R4z79o4MBAFkFzdeHIiIiz9SukFNWVoaoqKhW74+KikJ5efk1F0XuwdWO3ee6qCCoJKC4yozSarPc5RARURu0K+TYbDZoNK1/YKrValitXEvEU1Rz0LHb+OnU6B3h2LDzSH6lzNUQEVFbtHt21ezZs6HX61u832zmX7iehNPH3SupuxGniqtxJL8St1wXKXc5RER0Fe369Js1a9ZVz+HMKs/BMTnuNTAmGP/OzEdBZT1Kqs0ID2w57BMRkWdo16ffihUr3F7A0qVL8cc//hEFBQUYOHAglixZgrFjx7Z6vtlsxptvvolPPvkEhYWF6NGjB1555RU8+uijbq/N27G7yr389Rr0jgjEqeJqHGVrDhGRx5P102/t2rV4/vnnsXTpUowZMwYffvghUlNTcfz4ccTHt7y42v3334+ioiIsX74cffr0QXFxMccBtYLdVe43iF1WREReQ9ZPv8WLF2POnDl47LHHAABLlizBt99+i2XLlmHhwoXNzv/mm2+wY8cOnD17FqGhoQCAnj17dmXJXoWrHbvf9THB2OTssqoyIzyIXVZERJ5KthXiLBYLMjIyMGnSpCbHJ02ahL1797b4mC+++ALDhw/HH/7wB3Tv3h39+vXD/PnzUVdX1+rrmM1mmEymJjdf4WrJMTDkuIu/XoM+kY5ZVofyKuQthoiIrki2kFNSUgKbzdZs3Z2oqCgUFha2+JizZ89i9+7dOHr0KDZu3IglS5bg888/x1NPPdXq6yxcuBBGo9F1i4uLc+t1eCqbXaDOwnVyOsOw+G4AgIO55bALIXM1RETUGtnX+r981/Ir7WRut9shSRJWr16NESNGYMqUKVi8eDFWrlzZamvOggULUFlZ6brl5eW5/Ro8Ua3FCgFAAuCvU8tdjqIMiAmGn1aNyroGnCmulrscIiJqhWwhJzw8HGq1ulmrTXFxcaurKsfExKB79+4wGo2uYwMGDIAQAufPn2/xMXq9HsHBwU1uvsDZVeWv17S4azZ1nFatwuC4EABAeg5X+CYi8lSyhRydTofk5GSkpaU1OZ6WlobRo0e3+JgxY8bgwoULqK7++a/nkydPQqVSoUePHp1ar7epcW3pwFaczpCc4OiyyiowodbC2X1ERJ5I1u6qefPm4aOPPsLHH3+MrKwsvPDCC8jNzcXcuXMBOLqaLl1ccMaMGQgLC8MjjzyC48ePY+fOnfj1r3+NRx99FH5+fnJdhkeqNjcA4MyqzhJrNCDGaIDVLvAjByATEXkkWT8Bp0+fjtLSUrz55psoKChAUlISNm/ejISEBABAQUEBcnNzXecHBgYiLS0NzzzzDIYPH46wsDDcf//9eOutt+S6BI/FzTk7lyRJSE7ohv87XID9Z8tgtwuoVOwWJCLyJJIQvjU9xGQywWg0orKyUpHjcz494AiF3x4rxI6TFzG6dxjuvCFW5qqUqb7Bhne++Qlmqx0rZt+I8f25OCARUWfpyOe37LOrqHNwtePOZ9CqcWNPx6KUy3dny1wNERFdjiFHoarrudpxV0jpHQYJwO7TJcgq8J2FJomIvAFDjkLVWNiS0xW6+eswsLtjSQO25hAReRaGHIVid1XXualPOABg06F85JbWylwNERE5MeQokBCCm3N2ofhQf9zcLwJWu8CS707KXQ4RETViyFEgi9WOBptj0hxbcrrG/En9AAAbM/NxsqhK5mqIiAiQeZ0c6hzOriqtWoJOwxzbFW7oEYLbB0bjm2OFWLzlJD54OLnVc53T/K9mxsh4d5VHROST+AmoQDUcjyOLeZP6QZKAb44V4odzZXKXQ0Tk8xhyFIirHcujX1QQpg+PAwD8v01HYbXZZa6IiMi3MeQoUDUHHcvmN7f3R4i/Fj8VVuEf+3LkLoeIyKcx5CgQp4/LJzRAh/+5vT8A4E9pJ1Fkqpe5IiIi38WQo0AckyOv6cPjMCQuBNVmK17ecAQ+tj0cEZHHYMhRIHZXyUulkvDOvTdAp1bhPz8V4/OM83KXRETkkxhyFIjdVfK7LjoIz9/WFwDw5pfHcaGiTuaKiIh8D0OOAnG1Y8/wX2N7YUhcCKrMVvzP+sPstiIi6mIMOQrkaskxMOTISaNWYdH9g6HXqLDrVAk+/b5tiwASEZF7MOQojM0uUGfhOjmeondEIH7TONvqf7/KQl4ZN/AkIuoqDDkKU2uxQgCQAPjr1HKXQwAeGd0TIxJDUWuxYf6/foSd3VZERF2CIUdhnF1V/noNVJIkczUEOGZbvXvfYPjr1DiQXYb9Z0vlLomIyCcw5ChMVb0j5ASxq8qjxIf5Y8GUAQCAb48VoqTKLHNFRETKx5CjMBx07Ll+NTIeN/UJR4NN4POD59ltRUTUyRhyFKaaLTkeS5IkvHPfDdBrVMgtq+VO5UREnYwhR2G4EKBn6x7ih9uujwIApB0vQq3FKnNFRETKxZCjMFX1DQDYXeXJRiaGITJIj1qLDd9lFctdDhGRYjHkKExVY0tOEEOOx1KrJEwdHAsAOHC2FIWV3KmciKgzMOQojHNMTqBeK3MldCW9IwIxMDYYAkDa8UK5yyEiUiSGHIXh7Crvcdv1UZAAZBVWIb+cG3gSEbkbPwkVpMFmRy23dJDFpwfavy9VZJABg+NCkJlXge+yijBrdE/3F0ZE5MPYkqMgpdUWAIBK4pYO3mJC/0ioJOBEURX3tSIicjOGHAUpqXasohvALR28RnigHkPiugEAtp3gTCsiIndiyFGQi41bBXAhQO9yy3URkAD8VFjleg+JiOjaMeQoiPMDkoOOvUt4oB7XRQcBAPaeKZG5GiIi5WDIUZCLjd1VnD7ufcb0CQcAHMwt5yrIRERuwpCjIK7uKrbkeJ1e4QGIDjagwSaQfq5c7nKIiBSBIUdBSlwtOQw53kaSJFdrzr6zpbDZuUM5EdG1YshREI7J8W6Dexjhr1Ojsq4Bp4qq5C6HiMjrMeQoCFtyvJtGrcKweMd08h/OlclcDRGR92PIURBOIfd+wxMcIedEURWKTNy4k4joWjDkKER9gw2meu5b5e0igw1ICPWHXQCfZ5yXuxwiIq/GkKMQpTWOLR3UkgQ/Lbd08GY39gwFAKz9IQ92DkAmIuow2UPO0qVLkZiYCIPBgOTkZOzatatNj9uzZw80Gg2GDBnSuQV6iUsHHUvc0sGrJXU3Qq9RIbesFvuzS+Uuh4jIa8kactauXYvnn38er7zyCg4dOoSxY8ciNTUVublX3tG5srISM2fOxMSJE7uoUs9XUsVBx0qh06hwQw8jAGDToXyZqyEi8l6yhpzFixdjzpw5eOyxxzBgwAAsWbIEcXFxWLZs2RUf98QTT2DGjBlISUnpoko930XOrFIU56adXx8pRH2DTeZqiIi8k2whx2KxICMjA5MmTWpyfNKkSdi7d2+rj1uxYgXOnDmD1157rU2vYzabYTKZmtyUyDkTJ9iPWzooQUKYP2KNBlSZrdj6E3cnJyLqCNlCTklJCWw2G6Kiopocj4qKQmFhYYuPOXXqFF566SWsXr0aGk3bWiwWLlwIo9HousXFxV1z7Z6oyORoyQnmzCpFUEkS7hraHQCwkV1WREQdIvvA48sHyQohWhw4a7PZMGPGDLzxxhvo169fm59/wYIFqKysdN3y8vKuuWZPVOxsyTGwJUcp7m4MOdtPFKOi1iJzNURE3ke2P/vDw8OhVqubtdoUFxc3a90BgKqqKqSnp+PQoUN4+umnAQB2ux1CCGg0GmzZsgUTJkxo9ji9Xg+9Xt85F+FBiqocISfIjy05StEvKggDYoKRVWDCV0cK8NDIBLlLIiLyKrK15Oh0OiQnJyMtLa3J8bS0NIwePbrZ+cHBwThy5AgyMzNdt7lz5+K6665DZmYmRo4c2VWle6Sfu6vYkqMkdw+NBcBZVkREHSHrn/3z5s3Dww8/jOHDhyMlJQV/+9vfkJubi7lz5wJwdDXl5+dj1apVUKlUSEpKavL4yMhIGAyGZsd9jdVmd+1bFcQxOYryi8HdsfDrn/DDuXLkldUiLtRf7pKIiLyGrJ+I06dPR2lpKd58800UFBQgKSkJmzdvRkKCo1m+oKDgqmvmEFBSbYEQgFolIYBTyBUl2mhASq8w7D1Tii9+vICnxveRuyQiIq8hCSF8at14k8kEo9GIyspKBAcHy12OW/yYV4G7/roHMUYDnpnQV+5yyE1mjIwHAKxLz8NvPj+MPpGBSHvhZq5oTUQ+qSOf37LPrqJr51wjJzLYIHMl1BluT4qGXqPC6eJqHLugzHWeiIg6A0OOAhQ1bukQFaT8WWS+KNigxa0DHDMOOQCZiKjtGHIUoKjS0ZITxZYcxZrWuGbOFz9egI07kxMRtQlDjgI4u6uigtmSo1Tj+kUgxF+L4ioz9p/lzuRERG3BkKMAzu4qjslRLp1GhSmDYgBwmwciorZiyFGAYhO7q3zBtCGOLqtvjnJnciKitmDIUQB2V/mG4Qnd0D3ED9VmK/6TxZ3JiYiuhiHHy5mtNpTXNgAAooLYkqNkKpWEXwxp3OYhk11WRERXw5Dj5Yob96zSqVUI8ee+VUrn7LLafqIY5TXcmZyI6EoYcrxccZVzIUA9V8L1AddFB2FgbDAabAJf/HhB7nKIiDwaQ46Xc+4+zkHHvuO+5B4AgM8zzstcCRGRZ+Nujl6Og46V69MDLW9Oa7UJqCUJR/IrsXjLSUQbDa59roiI6GdsyfFyzpacSA469hkBeg2uiw4CABzMLZe5GiIiz8WQ4+V+3pyTLTm+JDmhGwAgM6+C2zwQEbWCIcfLXaioAwB0D/GTuRLqSv2ighCgU6PabMXJoiq5yyEi8kgMOV6uoHFzzliGHJ+iVkkY1tiacyCbe1kREbWEIceL2e0CBZWOlhyGHN8zomcoAOBkUTVySmtkroaIyPMw5HixkmozGmwCKgmICuKYHF8TFqhHv6hAAMDqVmZiERH5MoYcL5bfOB4nKtgAjZpvpS8amRgGAFiXnsdNO4mILsNPRi92oYLjcXzdddFBCPHToqK2AV9yBWQioiYYcryYc2YVQ47vUkkSRiY6xuZ8tCsbdk4nJyJyYcjxYhdcg465EKAvG5EYhgCdGieKqrD1p2K5yyEi8hgMOV6Ma+QQAPjp1PhVSgIA4K/bT0MItuYQEQEMOV7NNSbHyJDj6+bclAidRoVDuRXYf7ZM7nKIiDwCQ44Xc7bkxLC7yudFBhlw/3DH7uTvbzslczVERJ6BIcdL1TfYUFpjAcDuKnJ44ube0Kol7Dldiu0nODaHiIghx0s5t3Pw16lh9NPKXA15grhQf8xK6QkAeHtzFqw2u7wFERHJjCHHS106fVySJJmrIU/xzMS+6OavxcmiaqxNz5O7HCIiWTHkeKl8rpFDLTD6afH8rf0AAIu3nERFrUXmioiI5MOQ46V+nj7OQcfU1IyR8egbGYjSGgte++KY3OUQEcmGIcdLubqrOH2cLqNVq/DHXw6GWiXh35kXsPlIgdwlERHJgiHHS3HfKrqSIXEhePKW3gCAVzYeQbGpXuaKiIi6HkOOl3Ju6cA1cqg1z0zoiwExwSivbcDcTzJgtnKXciLyLQw5XshuFzhf7gg5PUL8Za6GPJVOo8JfZwxFsEGDg7kVeGXjUW75QEQ+hSHHCxWa6mGx2qFRSdyck66oV0Qg3p8xDCoJ+DzjPJbtOCN3SUREXYYhxwudK60B4Fj8TaPmW0hXdnO/CPy/O68HAPzhmxNYsSdb5oqIiLoGPyG9UG5pLQAgIYxdVdQ2j4xJxDMT+gAA3vjyOD7ZnyNzRUREnY8hxwudc4acUIYcart5t/XDEzf3AgD8dtNR/H3nWZkrIiLqXAw5XiinsbsqISxA5krIm0iShJdS++OJcY6g87+bs/DHb3/iYGQiUiyGHC+Uw+4q6iBJkrAgdQB+c/t1AIC/bjuDV/99DHY7gw4RKY/sIWfp0qVITEyEwWBAcnIydu3a1eq5GzZswG233YaIiAgEBwcjJSUF3377bRdWKz8hBFty6Jo9eUsfvDUtCZIE/HN/Duaty0QDdy0nIoXRyPnia9euxfPPP4+lS5dizJgx+PDDD5Gamorjx48jPj6+2fk7d+7EbbfdhrfffhshISFYsWIFpk6digMHDmDo0KEyXEHXK62xoMZigyQBcaFc7ZgcPj2Q2+7HqCQJ9yfH4V8ZediUeQE/FVbhwRHx0KpVmDGy+f9/RETeRhIydsiPHDkSw4YNw7Jly1zHBgwYgGnTpmHhwoVteo6BAwdi+vTpePXVV9t0vslkgtFoRGVlJYKDgztUt5wycspw77J96B7ihz0vTWh2f0c+7Mi3/VRowqcHcmG1CySGB+DhUQl49KZEucsiImqiI5/fsnVXWSwWZGRkYNKkSU2OT5o0CXv37m3Tc9jtdlRVVSE0NLQzSvRI50o4Hofcq390MB4Zkwi9RoXskhos352NshqL3GUREV0z2UJOSUkJbDYboqKimhyPiopCYWFhm55j0aJFqKmpwf3339/qOWazGSaTqcnNm+WUMeSQ+yWGB+Cxsb3gr1Mjv6IO93+4DwWN+6MREXkr2QceS5LU5HshRLNjLVmzZg1ef/11rF27FpGRka2et3DhQhiNRtctLi7ummuWEwcdU2fpHuKH/7q5F4x+Wpwursb9H+5DEXcvJyIvJlvICQ8Ph1qtbtZqU1xc3Kx153Jr167FnDlzsG7dOtx6661XPHfBggWorKx03fLy8q65djk5p4/3ZEsOdYLIIAOeuLkXEsL8kVdWh4eXH0BFLbuuiMg7yRZydDodkpOTkZaW1uR4WloaRo8e3erj1qxZg9mzZ+PTTz/FHXfccdXX0ev1CA4ObnLzZs6WnPhQtuRQ5wjx1+GTOSMRFazHyaJqPLLyB9RarHKXRUTUbrJ2V82bNw8fffQRPv74Y2RlZeGFF15Abm4u5s6dC8DRCjNz5kzX+WvWrMHMmTOxaNEijBo1CoWFhSgsLERlZaVcl9ClKusaUF7bAIBjcqhzxYX6459zRsLop8Wh3Ao88c8MWKxcR4eIvIusIWf69OlYsmQJ3nzzTQwZMgQ7d+7E5s2bkZCQAAAoKChAbu7PU6I//PBDWK1WPPXUU4iJiXHdnnvuObkuoUtllzhacSKC9AjQy7rEEfmAflFBWPHIjfDTqrHrVAleWJcJG1dGJiIvIus6OXLw5nVy1v2Qh9+sP4wxfcKw+rFRLZ7DdXLI3U4VVWHVvhzYhMDIxFD8YnBsk8kBXDiQiLqCV62TQ+13oqgKgOMvbKKu0jcqCL8c3gMSgAPZZdh58qLcJRERtQlDjhc52Rhy+kcz5FDXuqFHCKYMigEAfHu8CAdzy2WuiIjo6hhyvMiJQrbkkHzG9AnH2D7hAIANB8/jVGPoJiLyVAw5XqK8xoLiKjMAR/cBkRwmJ0Xjhh5G2AWw+vtc5FdwVWQi8lwMOV7C2VXVo5sfAjmzimSikiTcN6wHekUEwGK14x97z7lm/REReRqGHC/hDDnXsRWHZKZRq/CrkQmIMRpQbbbiVx8d4D5XROSRGHK8hGtmFQcdkwcwaNWYPbonwgJ0yK+ow68+OoCSarPcZRERNcGQ4yVOFlYDYEsOeY4ggxZzbkpErNGAMxdr8ODf9uNiFYMOEXkOhhwvIITAT4UmAMB1bMkhDxLir8Pqx0chOtiAU8XVePDv+1FcxZ3LicgzMOR4gSKTGaZ6K9QqCb0iuDEneZbE8AB89l+jEGM04HRxNe5btg/nOBiZiDwAQ44XcI7HSQwPgF6jlrkaouZ6hgdg7X+lID7UH7lltbjvg704ct43Ns4lIs/FkOMFsgoau6o4Hoc8WHyYPz7/7xRcHxOMkmoL7v9wHzYfKZC7LCLyYQw5XuBgjmMJ/cFxRpkrIbqyyCAD1j4xCmP7hqOuwYYnVx/Eoi0nuHs5EcmCIcfDCSFwMLcCADAsvpu8xRC1QZBBixWzb8RjNyUCAP6y9TQe/Pt+XODqyETUxRhyPNz58jqUVJuhUUlI6s6WHPIOGrUKv73zeiyZPgQBOjW+zy5D6p934Wt2XxFRF+L+AB7OudvzwNhgGLQcdEye59MDuVe8f+643libnofz5XX479UHcWPPbrhjUCx0mtb/xpoxMt7dZRKRD2JLjoc71NhVNZRdVeSlwgL1eOLm3hjXLwISgB/OleO9rae45xURdTqGHA/nbMkZlsCQQ95LrZIweWA0Hr0pEUY/LcpqLPj7rrP48scLsFjtcpdHRArFkOPB6htsOH7BMX18WHyIvMUQuUHviEA8N7EvbuwZCgDYd7YU7209hbMXq2WujIiUiCHHgx0+XwmrXSAySI/uIX5yl0PkFgatGncP7Y5HxvRESGOrzke7s/HFj/kwW21yl0dECsKQ48FcXVXx3SBJkszVELlX38ggPDuxL0YkOlp19p8tw3v/OYUzbNUhIjdhyPFg6efKAABD2VVFCmXQqjFtSHc8OiYRIf5alNc2YPnubPx20xFUm61yl0dEXo4hx0PVN9iw53QpAGBMn3CZqyHqXH0iA/HchL4Y2diq88n+XEz+007sPlUic2VE5M0YcjzU/rOlqGuwITrYgIGxwXKXQ9Tp9Fo17hrSHXNuSkRcqB/yK+rwq+UHsGDDEVTVN8hdHhF5IYYcD/WfrGIAwIQBkRyPQz6ld0QgvnnuZsxKSQAArPne0aqz8+RFmSsjIm/DkOOBhBDY+pMj5EzsHylzNURdL0CvwRt3JWHN46MQH+qPC5X1mPnx93hp/WGY2KpDRG3EbR080ImiKuRX1EGvUWF0b47HId9z6VYRj45JxLfHC7HvTCk++yEPXx8txN1Du6NfVBC3fyCiK2JLjgdydlXd1CccfjruV0W+TadRYeoNsXh8bC+EBuhQWdeAlXvPYf3B86isY6sOEbWOIccD/SerCIBjPA4ROSSGB+DZCX0xpncYJAAZOeWY/Ked2NbYtUtEdDmGHA+TXVKDg7kVkCRgAsfjEDWh06hwR2OrTliADoWmejyy8ge8uO5HVNayVYeImmLI8TCr9+cAAMZfF4kYI7dyIGpJz/AAPDOhLx67KRGSBKw/eB6TluxwtYISEQEMOR6lzmLDuvQ8AMDDoxJkrobIs+k0Kvz2zuvx+dwU9AoPQJHJjDn/SMe8tZmoqLXIXR4ReQCGHA/y5Y8XYKq3Ii7UD+P6RchdDpFXSE4IxebnxuK/bu4FlQRsOJSP2/60E1/+eAFCCLnLIyIZcQq5hxBCYNX+cwCAX41MgErFBQCJrubSqeY9wwLwXzf3xvqM87hYZcYzaw5hcdpJ3HlDDGKMfpxuTuSD2JLjIfacLsXRfBN0GhXuHx4ndzlEXik+1B9PT+iDiQMioVFJyC6pwftbT+OLH/PZhUXkgxhyPIDFasdrXxwFAMwYEY9uATqZKyLyXlq1ChP7R+GF2/ohKTYYAsD+s2UY98ftWLr9NGot3N2cyFcw5HiA5buzceZiDcID9Xjhtn5yl0OkCN38dZgxMgFzbkpEVLAelXUN+MM3J3DzH7bhr9tOcyFBIh/AMTkyy6+ow3v/OQUAeHlKfxj9tDJXRKQsvSMC8cyEvvDXqbHku1PILavFH789gaXbTuOeYT3wwIg4DIw1yl0mEXUChhwZVdY14LF/pKOuwYYRPUNx99DucpdEpEgqScI9w3pg6uBYfPnjBXy44yxOFFXhn/tz8M/9OegfHYTUpBhMGhiF66KCZBv4f+lA6qvhQGqiq2PIkUl9gw2Pr0pHVoEJ4YF6vPvLwZAkzqgi6kxatQr3DOuBu4d2x57TpVjzQy62HCvET4VV+KmwCn/67iRCA3QY0TMUg3oYMSAmCPGhAYgxGhCg569LIm8j+/+1S5cuxR//+EcUFBRg4MCBWLJkCcaOHdvq+Tt27MC8efNw7NgxxMbG4je/+Q3mzp3bhRVfu/PltZi39kd8f64MQXoN/vHojYgP85e7LCJFa6mVZEzvcAztEYKsQhOO5ptwtqQaZTUWfHOsEN8cK2xybpBBgxijAeGBevjr1CiuMkOrVkGnVjn+1UjQqFSQJEfL0aX/pvQKg0olQS1JUKkACY7jTs4/cA6fr2hyTAJg0Krhp1PDT+u4GbQq/kFE1Eayhpy1a9fi+eefx9KlSzFmzBh8+OGHSE1NxfHjxxEf37wpNjs7G1OmTMHjjz+OTz75BHv27MGTTz6JiIgI3HvvvTJcQfvUN9iw4WA+Fm7OQpXZCn+dGn+fNZzjAYhk5K/XIDkhFMkJobDa7RgYG4wfzpUjq8CEE4VVyK+oQ1W9tfFWjZNF1e1+jX9nXnBbvWpJQqBBg7XpeYgM0iMySI+oYIPj62A9IoMcX4cF6qHmelvk4yQh45KgI0eOxLBhw7Bs2TLXsQEDBmDatGlYuHBhs/P/53/+B1988QWysrJcx+bOnYsff/wR+/bta9NrmkwmGI1GVFZWIjg4+Nov4irqLDYcyi3HjlMX8Xn6eZTWONbqGBYfgj9NH4KEsAC3vl57+vSJqG3MDTZU1jfAVGdFtdmKBpsdFqvd8a/NjgarHRabgM1uh10AdiEgLvk3NsQAm13AJhwLfzp/6wpc8rUAikz1uPQXss0uUN9gQ32DDXUNNjTY2v7rWiUB4YFNg09kkB4Beg00ahW0aglatQoaleNfrVqFfWdKHC1Oja1OapUEVeO/l97uHx4HnUYFvcbRktWRMUw2u0CDzQ5z48/xX+nnYbMLWO12x8/KLiDB0fKlvqSG+5J7QKtWQa9VQa9Rd3qQE0LAbHW8zxarHet+yIPVLmBtrFEtSdCoJGjUjvq0ahXUKgkzUxLc3uJ2+e93u3DUYLU5fm6OfwVuuz4KdiEc74/zplZBr1U3tjxKXtka2JHPb9laciwWCzIyMvDSSy81OT5p0iTs3bu3xcfs27cPkyZNanJs8uTJWL58ORoaGqDVyjczqbK2AWt+yEV5rQUVNQ0oqqpHbmktcstqYbX//IspxmjAnJsSMXt0T2jUnMFP5A30WjUitWpEBnXs8W0dJHy1P1KsNjuqzY5WpaHxISiuMjtupvrGr+tRbDKjpNoMu4DrfsDUscJb8cdvTzT5XquWoNeoXR+mkuQIMfbGUGcXjq/tduEIhTZHGOyIP7Tw2gaNGvrGrjyDVg29xvGvQauCQaOGSiXBbhewXVKHo76fg5blkiDj+r7xWEe89sUx6DQqGFy1NK9Pr3F8BlwejAHAanP8rMxWm6umitoGNNjsrmBja6WN4k/fnbxibSoJju5PnQZ+OhX8tRoYdGr4a9Xw16ldX/vpmnaVXhp6Xd2vElxfq1WObli1SoK/To0J/aM69LNzJ9lCTklJCWw2G6Kimv4QoqKiUFhY2OJjCgsLWzzfarWipKQEMTExzR5jNpthNptd31dWVgJwJEJ3umiqx9ubDrZ4X2SQHsN7dsNt10dh/HWR0KhVqK1pf5N3W9TWVHXK8xJRx7X1901b/v/VAQjTA6Pi/AG0PJbPZhcoqzbjovNmMqOk2oKL1fWos9gb/+q3o6GxNcVmAyw2O4pM9a4Pf5tduIKBrfF7m90REKyXJRRz4+1aqCUJKrUEtQRoGj9MAfz82gIQjfVc+tnujtduV52uFi1HnTbhCCQt/VzqzUB9F9UlAa7WpEC9BioJrpDWYBNNWgHtAKrqgc78tAgP1GH7r8e79Tmd/x+1pwNK9oHHlzeZCSGu2IzW0vktHXdauHAh3njjjWbH4+K6buuEPAAZAD7sslckIk/yuJc8J5G75AEwvtU5z11VVQWjsW1jWWULOeHh4VCr1c1abYqLi5u11jhFR0e3eL5Go0FYWFiLj1mwYAHmzZvn+t5ut6OsrAxhYWFe0SdpMpkQFxeHvLy8LhlD5Al4zbxmJfPF6+Y185rdQQiBqqoqxMbGtvkxsoUcnU6H5ORkpKWl4e6773YdT0tLw1133dXiY1JSUvDll182ObZlyxYMHz681fE4er0eer2+ybGQkJBrK14GwcHBPvM/ihOv2Tf44jUDvnndvGbf0JnX3NYWHCdZR77OmzcPH330ET7++GNkZWXhhRdeQG5urmvdmwULFmDmzJmu8+fOnYucnBzMmzcPWVlZ+Pjjj7F8+XLMnz9frksgIiIiDyXrmJzp06ejtLQUb775JgoKCpCUlITNmzcjISEBAFBQUIDc3J9nGyQmJmLz5s144YUX8Ne//hWxsbF47733vGKNHCIiIupasg88fvLJJ/Hkk0+2eN/KlSubHRs3bhwOHmx5FpMS6fV6vPbaa8263JSM1+wbfPGaAd+8bl6zb/DEa5Z1MUAiIiKizsLV6IiIiEiRGHKIiIhIkRhyiIiISJEYcjzc0qVLkZiYCIPBgOTkZOzatUvukpp5/fXXIUlSk1t0dLTrfiEEXn/9dcTGxsLPzw+33HILjh071uQ5zGYznnnmGYSHhyMgIAC/+MUvcP78+SbnlJeX4+GHH4bRaITRaMTDDz+MioqKJufk5uZi6tSpCAgIQHh4OJ599llYLJZrvsadO3di6tSpiI2NhSRJ2LRpU5P7Pe0ajxw5gnHjxsHPzw/du3fHm2++2a6l0NtyzbNnz272vo8aNcqrr3nhwoW48cYbERQUhMjISEybNg0nTjTdK0lp73Vbrllp7/WyZctwww03uNZzSUlJwddff+26X2nvcVuuWWnvsYsgj/XZZ58JrVYr/v73v4vjx4+L5557TgQEBIicnBy5S2vitddeEwMHDhQFBQWuW3Fxsev+3//+9yIoKEisX79eHDlyREyfPl3ExMQIk8nkOmfu3Lmie/fuIi0tTRw8eFCMHz9eDB48WFitVtc5t99+u0hKShJ79+4Ve/fuFUlJSeLOO+903W+1WkVSUpIYP368OHjwoEhLSxOxsbHi6aefvuZr3Lx5s3jllVfE+vXrBQCxcePGJvd70jVWVlaKqKgo8cADD4gjR46I9evXi6CgIPHuu++69ZpnzZolbr/99ibve2lpaZNzvO2aJ0+eLFasWCGOHj0qMjMzxR133CHi4+NFdXW16xylvddtuWalvddffPGF+Oqrr8SJEyfEiRMnxMsvvyy0Wq04evSoEEJ573Fbrllp77ETQ44HGzFihJg7d26TY/379xcvvfSSTBW17LXXXhODBw9u8T673S6io6PF73//e9ex+vp6YTQaxQcffCCEEKKiokJotVrx2Wefuc7Jz88XKpVKfPPNN0IIIY4fPy4AiP3797vO2bdvnwAgfvrpJyGE40NZpVKJ/Px81zlr1qwRer1eVFZWuu16L//A97RrXLp0qTAajaK+vt51zsKFC0VsbKyw2+1uuWYhHL8U77rrrlYf4+3XLIQQxcXFAoDYsWOHEMI33uvLr1kI33ivu3XrJj766COfeI8vv2YhlPses7vKQ1ksFmRkZGDSpElNjk+aNAl79+6VqarWnTp1CrGxsUhMTMQDDzyAs2fPAgCys7NRWFjY5Dr0ej3GjRvnuo6MjAw0NDQ0OSc2NhZJSUmuc/bt2wej0YiRI0e6zhk1ahSMRmOTc5KSkprsazJ58mSYzWZkZGR02rV72jXu27cP48aNa7JWxeTJk3HhwgWcO3fOrde+fft2REZGol+/fnj88cdRXFzsuk8J11xZWQkACA0NBeAb7/Xl1+yk1PfaZrPhs88+Q01NDVJSUnziPb78mp2U+B4z5HiokpIS2Gy2ZpuVRkVFNdukVG4jR47EqlWr8O233+Lvf/87CgsLMXr0aJSWlrpqvdJ1FBYWQqfToVu3blc8JzIystlrR0ZGNjnn8tfp1q0bdDpdp/7MPO0aWzrH+b07fw6pqalYvXo1tm7dikWLFuGHH37AhAkTYDabXa/lzdcshMC8efNw0003ISkpqclzKfW9bumaAWW+10eOHEFgYCD0ej3mzp2LjRs34vrrr1f0e9zaNQPKfI8BD1jxmK7s8p3ShRAet3t6amqq6+tBgwYhJSUFvXv3xj/+8Q/XwLWOXMfl57R0fkfO6SyedI0t1dLaYztq+vTprq+TkpIwfPhwJCQk4KuvvsI999zT6uO85ZqffvppHD58GLt37252n1Lf69auWYnv9XXXXYfMzExUVFRg/fr1mDVrFnbs2HHF1/D297i1a77++usV+R4DbMnxWOHh4VCr1c1Sa3FxcbOE62kCAgIwaNAgnDp1yjXL6krXER0dDYvFgvLy8iueU1RU1Oy1Ll682OScy1+nvLwcDQ0Nnfoz87RrbOkcZ7NzZ/4cYmJikJCQgFOnTrnq8NZrfuaZZ/DFF19g27Zt6NGjh+u4kt/r1q65JUp4r3U6Hfr06YPhw4dj4cKFGDx4MP785z8r+j1u7ZpbooT3GGDI8Vg6nQ7JyclIS0trcjwtLQ2jR4+Wqaq2MZvNyMrKQkxMDBITExEdHd3kOiwWC3bs2OG6juTkZGi12ibnFBQU4OjRo65zUlJSUFlZie+//951zoEDB1BZWdnknKNHj6KgoMB1zpYtW6DX65GcnNxp1+tp15iSkoKdO3c2mZK5ZcsWxMbGomfPnu7/ATQqLS1FXl4eYmJivPaahRB4+umnsWHDBmzduhWJiYlN7lfie321a26JEt7rln4OZrNZke/x1a65JYp5j9s1TJm6lHMK+fLly8Xx48fF888/LwICAsS5c+fkLq2JF198UWzfvl2cPXtW7N+/X9x5550iKCjIVefvf/97YTQaxYYNG8SRI0fEgw8+2OJ0zB49eojvvvtOHDx4UEyYMKHFqYk33HCD2Ldvn9i3b58YNGhQi1MTJ06cKA4ePCi+++470aNHD7dMIa+qqhKHDh0Shw4dEgDE4sWLxaFDh1zT+T3pGisqKkRUVJR48MEHxZEjR8SGDRtEcHBwu6dfXumaq6qqxIsvvij27t0rsrOzxbZt20RKSoro3r27V1/zf//3fwuj0Si2b9/eZCptbW2t6xylvddXu2YlvtcLFiwQO3fuFNnZ2eLw4cPi5ZdfFiqVSmzZskUIobz3+GrXrMT32Ikhx8P99a9/FQkJCUKn04lhw4Y1mdbpKZxrSGi1WhEbGyvuuececezYMdf9drtdvPbaayI6Olro9Xpx8803iyNHjjR5jrq6OvH000+L0NBQ4efnJ+68806Rm5vb5JzS0lLx0EMPiaCgIBEUFCQeeughUV5e3uScnJwccccddwg/Pz8RGhoqnn766SbTEDtq27ZtAkCz26xZszzyGg8fPizGjh0r9Hq9iI6OFq+//nq7p15e6Zpra2vFpEmTREREhNBqtSI+Pl7MmjWr2fV42zW3dL0AxIoVK1znKO29vto1K/G9fvTRR12/VyMiIsTEiRNdAUcI5b3HV7tmJb7HTtyFnIiIiBSJY3KIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcohIEW655RY8//zzcpdBRB6EIYeIPM7s2bMhSRIkSYJWq0WvXr0wf/581NTUtPqYDRs24He/+10XVklEnk4jdwFERC25/fbbsWLFCjQ0NGDXrl147LHHUFNTg2XLljU5r6GhAVqtFqGhoTJVSkSeii05ROSR9Ho9oqOjERcXhxkzZuChhx7Cpk2b8Prrr2PIkCH4+OOP0atXL+j1egghmnVXmc1m/OY3v0FcXBz0ej369u2L5cuXu+4/fvw4pkyZgsDAQERFReHhhx9GSUmJDFdKRJ2FIYeIvIKfnx8aGhoAAKdPn8a6deuwfv16ZGZmtnj+zJkz8dlnn+G9995DVlYWPvjgAwQGBgIACgoKMG7cOAwZMgTp6en45ptvUFRUhPvvv7+rLoeIugC7q4jI433//ff49NNPMXHiRACAxWLBP//5T0RERLR4/smTJ7Fu3TqkpaXh1ltvBQD06tXLdf+yZcswbNgwvP32265jH3/8MeLi4nDy5En069evE6+GiLoKW3KIyCP93//9HwIDA2EwGJCSkoKbb74Zf/nLXwAACQkJrQYcAMjMzIRarca4ceNavD8jIwPbtm1DYGCg69a/f38AwJkzZ9x/MUQkC7bkEJFHGj9+PJYtWwatVovY2FhotVrXfQEBAVd8rJ+f3xXvt9vtmDp1Kt55551m98XExHSsYCLyOAw5ROSRAgIC0KdPnw49dtCgQbDb7dixY4eru+pSw4YNw/r169GzZ09oNPw1SKRU7K4iIsXp2bMnZs2ahUcffRSbNm1CdnY2tm/fjnXr1gEAnnrqKZSVleHBBx/E999/j7Nnz2LLli149NFHYbPZZK6eiNyFIYeIFGnZsmW477778OSTT6J///54/PHHXYsJxsbGYs+ePbDZbJg8eTKSkpLw3HPPwWg0QqXir0UipZCEEELuIoiIiIjcjX+yEBERkSIx5BAREZEiMeQQERGRIjHkEBERkSIx5BAREZEiMeQQERGRIjHkEBERkSIx5BAREZEiMeQQERGRIjHkEBERkSIx5BAREZEiMeQQERGRIv1/UUOXOWzn+sUAAAAASUVORK5CYII=\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(df[\"Price\"])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "dc3683af",
"metadata": {},
"outputs": [],
"source": [
"#There are few laptops which have higher prices but so many with lower prices ##OR YOU CAN SAY DATA IS SKEWED "
]
},
{
"cell_type": "markdown",
"id": "5836c4c2",
"metadata": {},
"source": [
"# Column Company\n"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "474bf90e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOHqFfQGkHFWm7s/318TO7aSFKyEioo8dW1CIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcfIdUE6cOIEuXbrAysoKKpUKu3fvVtvv6ekJlUql9vj000/VjklLS8Po0aNRrlw5lCxZEl27dsW9e/c0eiFERERUfOQ7oDx79gx169bF0qVL33hM+/btER8fLz0OHDigtn/cuHHYtWsXAgMDERoaiqdPn6Jz5854/fp1/l8BERERFTv5HmbcoUMHdOjQ4a3HGBoawtLSMs99SUlJWLt2LTZu3Ig2bdoAADZt2gRra2scOXIE7dq1y+8lERERUTGjlT4ox48fR4UKFVC9enV89dVXSExMlPadP38eL1++hJubm7TNysoKjo6OOH36dJ7nS0tLQ3JystqDiIiIii/ZA0qHDh3w22+/ITg4GAsWLEBYWBhatWqFtLQ0AEBCQgIMDAxQpkwZta+zsLBAQkJCnuecM2cOzMzMpIe1tbXcl01EREQKIvtMsr1795b+7ejoiIYNG8LW1hb79++Hu7v7G79OCAGVSpXnvmnTpmH8+PHS8+TkZIYUIiKiYkzrw4wrVqwIW1tb3LhxAwBgaWmJ9PR0PH78WO24xMREWFhY5HkOQ0NDlCpVSu1BRERExZfWA8rDhw8RFxeHihUrAgAaNGgAfX19BAUFScfEx8cjKioKzZo10/blEBERURGQ71s8T58+xc2bN6Xnt2/fRkREBMzNzWFubg4/Pz/07NkTFStWRGxsLL755huUK1cOPXr0AACYmZnB29sbEyZMQNmyZWFubo6JEyfCyclJGtVDREREH7d8B5Tw8HC4urpKz7P6hgwaNAgrVqzA5cuXsWHDBjx58gQVK1aEq6srtm7dClNTU+lrFi1aBD09PXh4eOD58+do3bo1/P39oaurK8NLIiIioqIu3wHFxcUFQog37j906NA7z1GiRAksWbIES5YsyW95IiIi+ghwLR4iIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHL38fsGJEycwf/58nD9/HvHx8di1axe6d+8u7RdCYMaMGVi1ahUeP36MJk2aYNmyZahdu7Z0TFpaGiZOnIgtW7bg+fPnaN26NZYvX47KlSvL8qJI2apM3Z/vr4md20kLV0JEREqV7xaUZ8+eoW7duli6dGme++fNm4eFCxdi6dKlCAsLg6WlJdq2bYuUlBTpmHHjxmHXrl0IDAxEaGgonj59is6dO+P169cf/kqIiIio2Mh3C0qHDh3QoUOHPPcJIbB48WJMnz4d7u7uAICAgABYWFhg8+bNGDp0KJKSkrB27Vps3LgRbdq0AQBs2rQJ1tbWOHLkCNq1a5frvGlpaUhLS5OeJycn5/eyiYiIqAiRtQ/K7du3kZCQADc3N2mboaEhWrZsidOnTwMAzp8/j5cvX6odY2VlBUdHR+mYnObMmQMzMzPpYW1tLedlExERkcLIGlASEhIAABYWFmrbLSwspH0JCQkwMDBAmTJl3nhMTtOmTUNSUpL0iIuLk/OyiYiISGHyfYvnfahUKrXnQohc23J62zGGhoYwNDSU7fqIiIhI2WRtQbG0tASAXC0hiYmJUquKpaUl0tPT8fjx4zceQ0RERB83WQOKnZ0dLC0tERQUJG1LT09HSEgImjVrBgBo0KAB9PX11Y6Jj49HVFSUdAwRERF93PJ9i+fp06e4efOm9Pz27duIiIiAubk5bGxsMG7cOMyePRv29vawt7fH7NmzYWxsjL59+wIAzMzM4O3tjQkTJqBs2bIwNzfHxIkT4eTkJI3qISIioo9bvgNKeHg4XF1dpefjx48HAAwaNAj+/v6YPHkynj9/jhEjRkgTtR0+fBimpqbS1yxatAh6enrw8PCQJmrz9/eHrq6uDC+JiIiIirp8BxQXFxcIId64X6VSwc/PD35+fm88pkSJEliyZAmWLFmS3/JERET0EeBaPERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOHqFfQFE2lJl6v58f03s3E5auBIiIsov2VtQ/Pz8oFKp1B6WlpbSfiEE/Pz8YGVlBSMjI7i4uCA6OlruyyAiIqIiTCu3eGrXro34+HjpcfnyZWnfvHnzsHDhQixduhRhYWGwtLRE27ZtkZKSoo1LISIioiJIKwFFT08PlpaW0qN8+fIAMltPFi9ejOnTp8Pd3R2Ojo4ICAhAamoqNm/erI1LISIioiJIKwHlxo0bsLKygp2dHfr06YNbt24BAG7fvo2EhAS4ublJxxoaGqJly5Y4ffr0G8+XlpaG5ORktQcREREVX7IHlCZNmmDDhg04dOgQVq9ejYSEBDRr1gwPHz5EQkICAMDCwkLtaywsLKR9eZkzZw7MzMykh7W1tdyXTURERAoie0Dp0KEDevbsCScnJ7Rp0wb792eOpAgICJCOUalUal8jhMi1Lbtp06YhKSlJesTFxcl92URERKQgWh9mXLJkSTg5OeHGjRvo3r07ACAhIQEVK1aUjklMTMzVqpKdoaEhDA0NtX2pRB+MQ5qJiOSl9Yna0tLScOXKFVSsWBF2dnawtLREUFCQtD89PR0hISFo1qyZti+FiIiIigjZW1AmTpyILl26wMbGBomJifj++++RnJyMQYMGQaVSYdy4cZg9ezbs7e1hb2+P2bNnw9jYGH379pX7UoiIiKiIkj2g3Lt3D19++SUePHiA8uXL49NPP8XZs2dha2sLAJg8eTKeP3+OESNG4PHjx2jSpAkOHz4MU1NTuS+FiIiIiijZA0pgYOBb96tUKvj5+cHPz0/u0kRERFRMcLFAIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcBhQiIiJSHL3CvgAien9Vpu7P99fEzu2khSshItIutqAQERGR4jCgEBERkeIwoBAREZHiMKAQERGR4jCgEBERkeIwoBAREZHiMKAQERGR4jCgEBERkeIwoBAREZHiMKAQERGR4jCgEBERkeIwoBAREZHiMKAQERGR4nA1YyLKhasmE1FhYwsKERERKQ5bUIio0BRUSw1bhIiKHragEBERkeKwBYWISCZsqSGSD1tQiIiISHHYgkJEVMSw7w59DAo1oCxfvhzz589HfHw8ateujcWLF+Pzzz8vzEsiIqICpuTAVZC1lFynMBRaQNm6dSvGjRuH5cuXo3nz5vj111/RoUMH/P3337CxsSmsyyIiIqIcCiMIFVoflIULF8Lb2xtDhgxBrVq1sHjxYlhbW2PFihWFdUlERESkEIXSgpKeno7z589j6tSpatvd3Nxw+vTpXMenpaUhLS1Nep6UlAQASE5OzvP8GWmp+b6mN53rbViHdQq6FuuwDusUbJ2CrPUx1MnaJoR49wlEIfjnn38EAHHq1Cm17T/88IOoXr16ruN9fX0FAD744IMPPvjgoxg84uLi3pkVCrWTrEqlUnsuhMi1DQCmTZuG8ePHS88zMjLw6NEjlC1bNs/j85KcnAxra2vExcWhVKlSml24QmqxDuuwjvLrFGQt1mEdpdcRQiAlJQVWVlbvPLZQAkq5cuWgq6uLhIQEte2JiYmwsLDIdbyhoSEMDQ3VtpUuXfqDapcqVUrrb0YFXYt1WId1lF+nIGuxDusouY6Zmdl7HVconWQNDAzQoEEDBAUFqW0PCgpCs2bNCuOSiIiISEEK7RbP+PHjMWDAADRs2BBNmzbFqlWrcPfuXQwbNqywLomIiIgUotACSu/evfHw4UPMnDkT8fHxcHR0xIEDB2Bra6uVeoaGhvD19c11q6go12Id1mEd5dcpyFqswzrFqY5KiPcZ60NERERUcLhYIBERESkOAwoREREpDgMKERERKQ4DChERESkOAwoVCiEE7ty5g+fPnxf2pRARkQJxFA8VioyMDJQoUQLR0dGwt7cv7MuRTVhYGLZv3467d+8iPT1dbd/OnTsL6aqI5JP1J+N9lxlRups3byImJgYtWrSAkZHRG5dcoYJXqGvxFFf37t2DSqVCpUqVZD1vSkoKzp49i5cvX6Jx48YoV66crOfPcvDgQZiYmOCzzz4DACxbtgyrV6+Gg4MDli1bhjJlymhcQ0dHB/b29nj48GGxCSiBgYEYOHAg3NzcEBQUBDc3N9y4cQMJCQno0aOHrLU2btyIlStX4vbt2zhz5gxsbW2xePFi2NnZoVu3brLVedOqpyqVCoaGhjAwMJClzsuXL+Hm5oZff/0V1atXl+WcxdX48eMxa9YslCxZUm2NsrwsXLhQtrobNmzA/PnzcePGDQBA9erVMWnSJAwYMEDjc0dGRsLR0RE6OjqIjIx867F16tTRuB4APHz4EL1790ZwcDBUKhVu3LiBqlWrYsiQIShdujQWLFggSx36cMUyoLi7u7/3sXJ9qs3IyMD333+PBQsW4OnTpwAAU1NTTJgwAdOnT4eOjmZ30yIjI9GhQwckJCRACIFSpUphx44daNOmjRyXr2bSpEn48ccfAQCXL1/GhAkTMH78eAQHB2P8+PFYv369LHXmzZuHSZMmYcWKFXB0dJTlnDn98ssv73XcmDFjNK41e/ZsLFq0CCNHjoSpqSl+/vln2NnZYejQoahYsaLG58+yYsUKfPfddxg3bhx++OEHvH79GkDm+lSLFy+WNaCULl36rZ8mK1euDE9PT/j6+mr0M66vr4+oqKgC++T64sULREZGIjExERkZGWr7unbtKksNXV1dxMfHo0KFCmrbHz58iAoVKkj/b/l18eJFvHz5Uvr3m8j5vVy4cCG+/fZbjBo1Cs2bN4cQAqdOncKwYcPw4MED+Pj4aHT+evXqISEhARUqVEC9evWgUqmQvXE/67lKpfrg71tOPj4+0NPTw927d1GrVi1pe+/eveHj41PkAkpycrK0Hs6BAwfw6tUraZ+uri46deqk0fkLI0QWy1s8gwcPfu9j5fpjO23aNKxduxYzZsxQ+wX28/PDV199hR9++EGj83fs2BGPHz/GggULUKJECcyYMQPXrl3D1atXZbn+7ExMTBAVFYUqVarAz88PUVFR2LFjBy5cuICOHTvmWuTxQ5UpUwapqal49eoVDAwMYGRkpLb/0aNHGtews7N75zEqlQq3bt3SuFbJkiURHR2NKlWqoFy5cjh27BicnJxw5coVtGrVCvHx8RrXAAAHBwfMnj0b3bt3h6mpKS5duoSqVasiKioKLi4uePDggSx1gMxPzdOnT4enpycaN24MIQTCwsIQEBCA//3vf/jvv//w008/YdKkSfjmm280qjVhwgTo6+tj7ty5Ml193g4ePIiBAwfm+X2S8w+gjo6O9Ec3u3///ReffPJJkep/ZWdnhxkzZmDgwIFq2wMCAuDn54fbt29rdP47d+7AxsYGKpUKd+7ceeuxcs02bmlpiUOHDqFu3bpqv0e3b9+Gk5OT9EFTUzo6Om8Ni3L8vP3xxx/49ttvpcBqamqKZ8+eSftVKhW2bt2KL7744oNrZP95znpN2g6RxbIFRa7QkR8BAQFYs2aN2qevunXrolKlShgxYoTGASU8PBwHDhxAw4YNAQDr1q1DhQoV8PTpU5iYmGh07pwMDAyQmpoKADhy5Ij0pmRubv7GJv8PsXjxYtnO9SaavnHmh7m5OVJSUgAAlSpVQlRUFJycnPDkyRPp+ymH27dvw9nZOdd2Q0NDtTclOQQEBGDBggXw8PCQtnXt2hVOTk749ddfcfToUdjY2OCHH37QOKCkp6djzZo1CAoKQsOGDVGyZEm1/XLdrhg1ahR69eqF7777Ls/V0zWV1WqnUqmwZs0atd/P169f48SJE6hZs6bsdbUpPj4+z4VcmzVrJkvwzh46tLXcSU7Pnj2DsbFxru0PHjyQder2Xbt2qT1/+fIlLl68iICAAMyYMUOWGqtWrcKoUaPUtt28eRNVq1YFkNlavW7dOo0Cyu3bt1G+fHnp3wWhWAaUwvDo0aM833Rq1qwpS0vAgwcPYGNjIz0vW7YsjI2N8d9//8keUD777DOMHz8ezZs3x7lz57B161YAwPXr11G5cmXZ6gwaNEi2cynB559/jqCgIDg5OcHDwwNjx45FcHAwgoKC0Lp1a9nq2NnZISIiItcb+Z9//gkHBwfZ6gDAmTNnsHLlylzbnZ2dcebMGQCZPy93797VuFZUVBTq168PIPNnLTs5b1ckJiZi/PjxWgknALBo0SIAmZ1JV65cCV1dXWmfgYEBqlSpkuf39EO8ePECS5YswbFjx/K8XXXhwgVZ6lSrVg3btm3LFUK3bt0qex8yKysruLi4wMXFBS1btkSNGjVkPX+WFi1aYMOGDZg1axaAzJ+xjIwMzJ8/H66urrLVyeuW6xdffIHatWtj69at8Pb21rhGZGQkvvvuuzfu79ChA3766SeNahRGiCyWAcXZ2fm939Dk+gWuW7culi5dmqvPw9KlS1G3bl2Nz69SqZCSkoISJUoAgNSUlpKSotaqkXUPUhNLly7FiBEjsGPHDqxYsULq7Pvnn3+iffv2Gp8/u5iYGKxfvx4xMTH4+eefUaFCBRw8eBDW1taoXbu2xuf/66+/8OjRI3To0EHatmHDBvj6+uLZs2fo3r07lixZIssnpqVLl+LFixcAMm/56evrIzQ0FO7u7vj22281Pn+WSZMmYeTIkXjx4gWEEDh37hy2bNmCOXPmYM2aNbLVATL7mKxduzbXbZe1a9fC2toaQGafCjk6Th87dkzjc7yPL774AsePH8cnn3wi+7n37t2La9euwcDAAK6urti5c6cs35s38fLyQlBQEL744gs0btxYa314ZsyYgd69e+PEiRNo3rw5VCoVQkNDcfToUWzbtk3WWgsWLEBISAgWLlyIYcOGwcLCAi1btpQCS/b+IpqYP38+XFxcEB4ejvT0dEyePBnR0dF49OgRTp06JUuNt2nSpAm++uorWc6VkJCAsmXLSs+PHTsm/X4Cmbftk5KSZKmVpSA66hfLPij5aTbz9fWVpWZISAg6deoEGxsbNG3aFCqVCqdPn0ZcXBwOHDiAzz//XKPz53UfM/twOLnv/RWEkJAQdOjQAc2bN8eJEydw5coVVK1aFfPmzcO5c+ewY8cOjWt06NABLi4umDJlCoDMTr/169eHp6cnatWqhfnz52Po0KHw8/PTuFZBWr16Nb7//nvExcUByLyl5OfnJ8unsez27t2LXr16oWbNmmjUqBFUKhXCwsJw9epV7NixA507d8aKFStw48YN2W7BaHvYZ2pqKnr16oXy5cvDyckJ+vr6avs16TCtq6uLhIQElC9f/o2dZOVkZmaGAwcOoHnz5lqrkeXChQtYuHAhrly5AiEEHBwcMGHChDxvN8rl/v37OHbsGP744w9s3boVGRkZsr7HJSQkYMWKFTh//jwyMjJQv359jBw5UtZO7Xl5/vw5pk2bhj///BPXrl3T+HxWVlbYsGHDGwdNHD58GIMGDZKtH1zOjvpRUVGoWrUq/P39ERAQINuHjWIZUArLP//8g+XLl+Pq1avSL/CIESNgZWWl8blDQkLe67iWLVtqXOtdzfXZbzVpomnTpujVqxfGjx+v1kktLCwM3bt3xz///KNxjYoVK2Lfvn1S353p06cjJCQEoaGhAIDt27fD19cXf//9t8a1gMw+Brt27cKVK1egUqlQq1YtdOvWDXp62mmsfPDgATIyMrT6RzA2NhYrV67E9evXIYRAzZo1MXToUFSpUkXWOg8fPoSHhweOHTumNuzT29tb1mGfa9aswbBhw2BkZISyZcuqhR9NO0xbWlpi9erV6NKlC3R0dHD//n3pvr02ODg4IDAwULZRE3l5+fIlvv76a3z77bdSnwZte/r0KUJDQxESEoLjx4/j4sWLcHBwQMuWLaVbaEVFmTJl1H7GhBBISUmBsbExNm3aJMuosT59+iA1NRV79+7Nc3/nzp1RsmRJ6Xa9pgqqo/5HEVCePHmCHTt2ICYmBpMmTYK5uTkuXLgACwsL2ecq0Zb37Zwqxy2eguh1DmQ2O16+fBl2dnZqP+SxsbGoWbOmdLtEEyVKlMCNGzek5s7PPvsM7du3x//+9z8AmX98nZycpM6tmoiKikK3bt2QkJAg3Te/fv06ypcvj71798LJyUnjGsXZwIEDkZiYiDVr1qBWrVrSz8Phw4fh4+OD6OhoWepYWlpizJgxmDp1qsbD/3Py8/PDzJkz36vFR47foz///BO//PILVq5cqdV+AaVLl8aFCxcKJKA0adJEGtLq4uKCFi1a4PPPP0fp0qU1Pve7hsdmJ1fo8/f3V/t50NHRQfny5dGkSRPZbv9dvHgRTZs2RZcuXTB58mRpLqFr167hxx9/xP79+3H69Gmpj5emjIyMcPXqVdja2qq9d9+4cQN16tSRbYRaseyDkl1kZCTatGkDMzMzxMbG4quvvoK5uTl27dqFO3fuYMOGDbLUsbOzQ//+/dG/f3+tdOp613wUWeR408s5t0JWr/OFCxdqPBopu9KlSyM+Pj7XUOCLFy/KFhwtLCxw+/ZtWFtbIz09HRcuXFC7BZiSkpKrif9DDRkyBLVr10Z4eLj0xvP48WN4enri66+/ljqVfojC6FeV5cmTJzh37lyenTBzDjvVxOHDh3Ho0KFcHbHt7e3fOfQ0P9LT09G7d2/ZwwmQGVD69OmDmzdvomvXrli/fr0sf1jfpGHDhnjx4gWqVq0KY2PjXD/LcnTQB4AePXpg9+7d75wYTg43btyAsbExqlatiqpVq6JatWqyfQ/zmmMlL3LeLvf09JTlPG/j7OyMrVu3YsiQIbnm9ipTpgwCAwNlCydAwXXUL/YBZfz48fD09MS8efNgamoqbe/QoQP69u0rW53Ro0djy5Yt+OGHH+Ds7IwBAwagd+/est3LzH5PTwiBjh07Ys2aNVppAcqrU2/Dhg1hZWWF+fPn52sivLfp27cvpkyZgu3bt0s96E+dOoWJEyfK9oevffv2mDp1Kn788Ufs3r0bxsbGav2BIiMjZesseenSJbVwAmS+Ofzwww9o1KiRRufu3r27hlf3Yfbt24d+/frh2bNnMDU1zXU7RM6AUlDDPgcNGoStW7dqPCz6TWrWrImaNWvC19cXvXr1yvM1yeXLL7/EP//8g9mzZ8PCwkJrnWSrVauGWbNm4fTp02jQoEGuIeByTHSY5dGjR4iMjMTx48dx5MgRaRLAli1bwtXVFcOGDfvgcxfktANZCmJmbiBztFDbtm1x6NAhabZfe3t7uLm54dGjR/Dy8sK6detkqVVgHfVFMVeqVClx8+ZNIYQQJiYmIiYmRgghRGxsrDA0NJS93rVr18R3330nqlevLvT09ETbtm1FQECA7HWyv5aCcv36dWFsbCzb+dLT00Xfvn2Fjo6OUKlUQl9fX+jo6Ij+/fuLV69eyVIjMTFRfPbZZ0KlUglTU1Px+++/q+1v1aqV+Oabb2SpVbduXXH06NFc248ePSocHR1lqVHQ7O3txdixY8WzZ8+0Xqtjx47if//7nxAi8+f71q1b4vXr16JXr16iZ8+estUZPXq0MDMzEy1atBCjRo0SPj4+ag+5JSYmipMnT4rQ0FCRmJgo67mNjIxERESErOfMS5UqVd74sLOz02rt8PBw4enpKfT09ISOjo5Wa2mDo6Oj2L9/vxBCiMjISGFgYCCmTZsmmjRpIjw9PQvkGiIiImT/3q1atUrY2NgIlUolVCqVqFy5slizZo2sNYp9HxQLCwscPHgQzs7OavfKDh8+DG9vb2kUhDacPXsWw4cPR2RkpOyja7K/Frnl7O8ihEB8fDz8/Pxw9epVREREyFrv1q1buHDhAjIyMuDs7KyVtXmSkpJgYmKiNicFkPlpzdTU9INv82T/XoWGhmLy5Mnw8/PDp59+CiDzZ2DmzJmYO3cuOnbs+OEvIA/h4eFqnXEbNGgg6/mBzNlxL1++XCB9D/7++2+4uLigQYMGCA4ORteuXdWGfcrV0vW2OS5UKhWCg4NlqZOamopRo0Zh48aN0u+/rq4uBg4ciCVLlsjSslK/fn0sX75c+nkrDi5evIjjx4/j+PHjOHnyJFJSUlC3bl24uLjA1dVV4ynbs7ypQ6lKpUKJEiVQrVq195qJ+l0Kambut7l06RLq16+vlVGe2uyoX+xv8XTr1g0zZ86UxuqrVCrcvXsXU6dORc+ePbVS89y5c9i8eTO2bt2KpKQkjWbvKwx59XcRQsDa2hqBgYGy18u616wNXl5e73XchzZ95vxeCSHg4eGhNvwbALp06SLbm8O9e/fw5Zdf4tSpU9K9+SdPnqBZs2bYsmWL2vwHmmrXrh3Cw8MLJKA4ODjg0qVL0uRmz549g7u7u+zDPgtqvhUfHx+EhIRg79690jDg0NBQjBkzBhMmTMCKFSs0rjF37lxMmDABP/zwQ55DpuXoNJ9deno6bt++jU8++URrI9MaNWoEZ2dntGzZEl999RVatGgh++sAMm+b5tUfJfuU7Z999hl2796t0W2YgpqZuyCtXr0aLi4usLe319qitcBHMIonOTkZHTt2RHR0NFJSUmBlZYWEhAQ0bdoUBw4cyHUv9UNdv34dv/32GzZv3ozY2Fi4urqiX79+cHd3V+v7IhdTU1NERkbKkvBzyjmkOavXebVq1WR9U/riiy/QsGFDTJ06VW37/Pnzce7cOWzfvl3jGjo6OrC1tYWzs/NbO8blnI76fb3v8G9AniHgAODm5obk5GQEBARIHbKvXbsGLy8vlCxZEocPH5alDpA5IdvMmTMxePDgPP8AyrWwXmHR1srjAFCuXDns2LEDLi4uatuPHTsGDw8P/PfffxrXyOro+6Y5kuQKxampqRg9ejQCAgIAZL7fVa1aFWPGjIGVlVWu32FNZF/0TpuOHj2K6dOn44cffkDjxo0BZH64/N///odvv/0WZmZmGDp0KJo0aYK1a9d+cJ2uXbsiPT0dzZs3x6xZs3D79m1UqlQJhw8fxqhRo3LNmqwNcreg1KxZE9evX4elpaXaJHpyL+FQ7ANKlmPHjqlNxiP3KsA6Ojpo2LAh+vbtiz59+sDS0lLW8+fsmLpv3z60atUqV8CSa3XmglC+fHkEBwfnGn57+fJltGnTBvfv39e4xogRIxAYGAgbGxt4eXmhf//+MDc31/i8hcnIyAinT5/ONUHWhQsX0Lx5c1kXoXvbSBe5JwasWrUqWrZsiZUrV6p1in3w4AEaN24sy4KOgPZXHs9ibGyM8+fP55r5NDo6Go0bN5Zl3aR3BWS5QvHYsWNx6tQpLF68GO3bt0dkZCSqVq2KvXv3wtfX962rKiuVo6MjVq1alWuNoVOnTuHrr79GdHQ0jhw5Ai8vL42Wcrh79y5GjBiBuLg4jBkzRppM0cfHB69fv37vFdff5l0DF548eYKQkBDZJ7k7duyYNFfNjRs3UL58ebi4uMjW0l6sb/FkZGTA398fO3fuRGxsLFQqFezs7GBpaSn77JRXr16Vxp5rg5mZmdrz/v37a61WQEAAypUrJ93rnTx5MlatWgUHBwds2bJFtvkWnj59CgMDg1zb9fX1ZWv6XL58ORYtWoSdO3di3bp1mDZtGjp16gRvb2+4ublp/DNQGEuQ29jY4OXLl7m2v3r1SvaWgJzDirUpNjYWenp6+Pzzz7Fnzx7pts7r169lHWY8ffp0afr+nCuPv3jxQrah9E2bNoWvry82bNggLVHx/PlzzJgxA02bNpWlhlwB5F12796NrVu34tNPP1X7nXFwcEBMTIystQpqHqaYmJg8W2pKlSolhWF7e3uNJx2zsbHBH3/8kWu7nBPO5fz7kNd+OUfcAZnzCX355Zfo2rUrQkNDERgYiE2bNskyA7hE1i63CpKRkSE6deokVCqVqFevnujTp4/o3bu3qFOnjlCpVKJbt25aqRseHi42btwoNm3aJM6fP6+VGtpWvXp1aTTK6dOnhZGRkfj1119Fly5dRI8ePWSr07BhQzFjxoxc2319fUX9+vVlq5NdbGys8PPzE1WrVhXW1tYiJSVFo/OpVCpx//596d9ZI5JyPuTsQb97927RuHFjERYWJjIyMoQQQoSFhYlPP/1U7Nq1S7Y6BU1HR0fExMSIHj16CCsrK3Hu3DkhhBAJCQmyfv8qVqwo9uzZk2v77t27hZWVlWx1Ll++LCpVqiTKli0rWrVqJVq3bi3Kli0rKlWqJKKiomSr8/jxY/HTTz8Jb29vMWTIELFw4ULx5MkT2c4vROZooaxRg9lHEEZERIhSpUrJWmv37t1qj+3bt4tvvvlGVKpUSdZRIs2bNxft27dXG1mVmJgo2rdvLz7//HMhhBBBQUHC3t5eozo6OjrSe0R2Dx48KJKjkoQQ4sCBA2LKlCmiSZMmokSJEqJBgwbCx8dH7NmzRzx69Ei2OsW2BcXf3x8nTpzA0aNHc/XaDw4ORvfu3bFhwwbZUmViYiL69OmD48ePo3Tp0hBCICkpCa6urggMDNTqdNdyi4uLQ7Vq1QBkfnL64osv8PXXX6N58+a57qdr4ttvv0XPnj0RExODVq1aAci8L7x582Z5U3g2KpVK6gQnR+tAYSxB7unpidTUVDRp0kTqE/Tq1Svo6enBy8tLrWOwphN1zZw5863737aCan4JIWBiYoKdO3di2rRpaNmyJVatWoW2bdvKVgPQ/srjWRwdHXHjxg1s2rRJWv6iT58+6NevH4yMjGSpER4ejnbt2sHIyAiNGzeGEEKaUPHw4cOyTc7VqFEj7N+/H6NHjwbwf31eVq9eLVtrUJaCWP0XyOxf1a1bN1SuXBnW1tbSAIqqVatiz549ADJbeTVd6FO8oRdFWlpani3IRUGnTp1Qvnx5TJgwAYcOHXpnC86HKrZ9UNzc3NCqVas3dt6aPXs2QkJCcOjQIVnq9e7dGzExMdi4caN0z/nvv//GoEGDUK1aNWzZskWWOgWhQoUKOHToEJydneHs7AwfHx8MHDgQMTExqFu3rnTfXg779+/H7NmzERERASMjI9StWxe+vr4oVaoU6tWrJ0uNtLQ06RZPaGgoOnfujMGDB6N9+/ZamU1U27I6Kr6PQYMGaVQrZz+Xly9f4vbt29DT08Mnn3wi66y1ORfX27RpE7766it8+eWXCAgIkK1pv0mTJmjSpEmue/+jR49GWFgYzp49K0udgvD555+jWrVqWL16tVpYHTJkCG7duoUTJ05odP6IiAjUq1cPZ86cQbt27dCvXz/4+/tj6NChiI6OxpkzZxASEqKVIe45xcTEoE6dOrL03ckihMChQ4fU1plq27atLO8LWT9fPj4+mDVrFkxMTKR9r1+/xokTJxAbG1sk++8sXrwYJ06cwMmTJ6Grqyt1lHVxcZFttWkAxfcWj4WFhbh48eIb91+4cEFYWFjIVq9UqVJSk3R2f/31lzAzM5OtTkHo27evqF+/vvD29hbGxsbiwYMHQggh9uzZIxwcHLRW9/Hjx2Lp0qXC2dlZtqbP4cOHizJlyoi6deuKxYsXS69FW65duyZ+/fVXMWvWLDFjxgy1R3GRlJQkevToITZs2CDrebPfLsty+vRpYWFhIWtT+PHjx0XJkiVFrVq1hJeXl/D29ha1atUSJiYm4sSJE7LV8ff3F3/88Yf0fNKkScLMzEw0bdpUxMbGylKjRIkS4sqVK7m2R0dHCyMjI43Pr1KpRP369cXy5cvFyZMnxcCBA0Xt2rVFrVq1RL9+/URkZKTGNd5HamqqGDt2rKhevXqB1JND1kR2KpVKWFtbq01uV716deHm5ibOnj1b2JepscjISLFkyRLh7u4u9PX1haWlpWznLrYtKAYGBrhz584b50/4999/YWdnh7S0NFnqmZqa4uTJk7k+9V+8eBEtW7YsUuPdnzx5gv/973+Ii4vD8OHD0b59ewCAr68v9PX1pYX25BIcHIx169Zh586dsLW1Rc+ePdGzZ09ZlnHX0dGBjY3NO9eykWP00+rVqzF8+HCUK1cOlpaWuaaFl7O1oaBXTc4pKioKnTt3RmxsrNZr3b9/H1evXpW1Q6g2Vx7PUqNGDaxYsQKtWrXCmTNn0Lp1ayxevBh//PEH9PT0ZPmZs7CwwMaNG+Hm5qa2/dChQxg4cKDGI+HOnDmDdevWYdu2bXj58iXc3d3h5eUl3ZLVhoJY/TdLSEgIfvrpJ7Xfo0mTJqkth6EpV1dX7Ny5U7Yp7ZUka1K9Y8eOSZPqOTs7IywsTJbzF9uAoquri4SEhDf2/bh//z6srKxkazbu1q0bnjx5gi1btkhvcv/88w/69euHMmXKfPA8G0qQlJSE3377DWvWrMGlS5dk+Z7du3cP/v7+WLduHZ49ewYPDw+sXLkSly5dknWxKU9Pz/caqbN+/XqNa9na2mLEiBGYMmWKxud6GyWsmhwaGoouXbrg8ePHWq9VVBkbG+Pq1auwsbHBlClTEB8fjw0bNiA6OhouLi6yzIMyZswY7Nq1Cz/99BOaNWsGlUqF0NBQTJo0CT179sTixYs1fyHIHH20bds2rF+/HidPnkSVKlXg5eWFQYMG5VrcUVM5b2FqY/VfIPMW4uDBg+Hu7i6N5jp9+jR27doFf39/WddqK26yRu4kJyejXr160u0duSfVK7YBRUdHBx06dHjjImNpaWk4ePCgbAElLi4O3bp1Q1RUlFqHKycnJ+zZs0f2X+KCoK2WjY4dO0p9Qfr164f27dtDV1cX+vr6sgeUglSqVClERERofdbVTz/9FBUqVEBAQECuVZMTExM1WjU5p5z9NMT/X/Zg48aNaNGihex9q3bs2IFt27bh7t27SE9PV9snVwvU+vXrYWJigl69eqlt3759O1JTUzXut5OlIPpypaenY9KkSVi5ciVevXoFIHOY/vDhwzF37lxZF1nMEhMTg/Xr12PDhg2Ij49H27ZtceDAAdnraFutWrXw9ddfw8fHR237woULsXr1aly5cuWDzz1+/HjMmjULJUuWfOcK0AsXLvzgOoVl4sSJWgkkORXbgDJ48OD3Ok6OT87ZBQUFqTUbyz0hnLYVRMuGnp4exowZg+HDh6utu1PUA4q3tzcaNWqk0Wqr78PIyAjh4eGoXbu22vaoqCg0atRI1onacs5UnPVptlWrVpg2bZqssyT/8ssvmD59OgYNGoTVq1dj8ODBiImJQVhYGEaOHCnb/CQ1atTAypUrc43uCwkJwddff41r167JUqdfv364evUqnJ2dsWXLFty9exdly5bF3r178c033yAqKkqWOkDmTK8xMTEQQqBatWpaXUEZyBzd8ttvv+Gbb77BkydPZF/j5cmTJzh37hwSExNzjbaTa+SloaEhoqOjpRGLWW7evAlHR0e8ePHig8/t6uqKXbt2oXTp0gW29lNxVGyHGcsdPN5X27ZtZR8WWVCyt2wsWbJEatlYuXKlrHVOnjyJdevWoWHDhqhZsyYGDBiA3r17y1qjoGRvYahWrRq+/fZbnD17Ns9p4eVakr5GjRq4f/9+roCSmJiY681WUwW5PP3y5cuxatUqadTO5MmTUbVqVXz33XeyDv+9c+dOnktE2NraajRjaE7Lli2T+nL9/vvvKFu2LADg/Pnz+PLLL2WrA2TeTiqIW3shISFYt24dfv/9d+jq6sLDw0O2Yb9Z9u3bh379+uHZs2cwNTXN1ZdLroBibW2No0eP5vqdOXr0qMbrWWVf76mg1n4qaM+ePUNISEierZ1yvdcV2xaUwnD06FEcPXo0z9T/oYvRFaSCbtlITU1FYGAg1q1bh3PnzuH169dYuHAhvLy8tLJ+kTa871pIKpVKtqnaDxw48NZVkz/77DPpWLmbX5OTkxEcHIwaNWrIO5wQmX9kr1y5AltbW1SoUAFBQUGoW7cubty4gU8//RQPHz6UpY6NjQ2WLl2aq7Plnj17MHLkSNy7d0+WOgUlLCwM27dvz/MPhRwdcePi4uDv7w9/f3/cvn0bzZo1g7e3Nzw8PGRbyyy76tWro2PHjpg9e7ZWW4JWrFiBcePGwcvLS63/jr+/P37++WcMHTpUa7WLuosXL6Jjx45ITU3Fs2fPYG5ujgcPHsDY2BgVKlSQ7b2u2A4zLmh+fn5CR0dHNG7cWHTr1k10795d7VEUnD59WgwZMkSUKlVKNG7cWCxZskQkJiYKPT09ER0drdXaV69eFZMmTRKWlpaiRIkSokuXLlqtV5TlnKE2++y12Z/LMTS3V69eYsmSJUKIzKGe9vb2Ql9fX+jp6YkdO3ZofP7s7OzspNmXGzZsKFauXCmEEOLQoUOiTJkystWZNGmSsLW1FcHBweLVq1fi1atX4ujRo8LW1lZMmDBBtjpC5J7ldcGCBbLO8rplyxahr68vOnXqJAwMDETnzp1FjRo1hJmZmfD09NT4/G3atBG6urrC0tJSTJ48WVy9elWGq347Y2NjaaZabdu5c6do3ry5MDc3F+bm5qJ58+Zi9+7dGp+3R48eIikpSfr32x4DBgwQc+fOlX32X21q2bKl+Oqrr8SrV6+kmYXv3r0rWrRoIX7//XfZ6rAFRSYVK1bEvHnzMGDAgMK+FI0VZsvG69evsW/fPqxbtw579+7Vai1te/36NS5fvgxbW1tZRx+8bYG4CxcuqM0equnQXEtLSxw6dAh169bF5s2b4evri0uXLiEgIACrVq2SdZKpIUOGwNraGr6+vli5ciXGjx+P5s2bIzw8HO7u7hqtKJtdeno6BgwYgO3bt0vDsjMyMjBw4ECsXLlSttk985rlNTw8HM+fP5dtltc6depg6NChGDlyJExNTXHp0iXY2dlh6NChqFixImbMmKHR+bt27Qpvb2907twZurq6Gl/v+3B3d0efPn3g4eFRIPW0YfDgwfjll19gamr6zv6QaWlpOHPmDJycnIrMe17p0qXx119/oUaNGihdujTOnDmDWrVq4a+//sKgQYNw9epVWeowoMikbNmyOHfuHD755JPCvhRZXbt2DWvXrsXGjRvx5MkTtG3btsj8EhW0cePGwcnJCd7e3nj9+jVatGiBM2fOwNjYGH/88YesywRkp41h4FmMjIxw/fp1WFtbY+DAgbCyssLcuXNx9+5dODg4yDqrcEZGBjIyMqTQsG3bNoSGhqJatWro0aOHxv0Ccrp+/TouXboEIyMjODk5ybYIZhZtz/IKACVLlkR0dDSqVKmCcuXK4dixY3BycsKVK1fQqlUrxMfHa1yjIGR/T/nvv/8wc+ZMDB48OM++XHLOgwJk9gnKmgfFwcFBlvmX8uvvv/9Go0aNZJ0lV5vKly+PU6dOoXr16qhRowZ++eUXtGvXDlevXkX9+vWRmpoqTyHZ2mI+cpMnTxYzZ84s7MvQmlevXoldu3bx1stbVKpUSYSFhQkhhNi1a5ewsrIS165dE9OnTxfNmjWTvd7Ro0dFv379hJGRkahZs6aYPn26uHDhgqw17O3txdatW8XTp09F+fLlpUUkIyIiRNmyZWWtlZf4+HgxatQoUaJECa3Xkpu2Z3kVQojKlStLs7nWqVNHbN68WQiRebtW7kX8tCmvBTa1vejm/fv3haurq1CpVKJMmTKidOnSQqVSiVatWqktIFgQXr16JSIiIgq0pibatm0rfvvtNyGEEEOHDhWNGzcWmzZtEu3atRONGzeWrU6xHcVT0F68eIFVq1bhyJEjqFOnTq7UXxTHumenq6uL7t27o3v37oV9KYr14MEDWFpaAsjsyNqrVy9Ur14d3t7eueYT+VB5DQN/+fIlfv/9d60Mzx43bhz69esHExMT2NraSq1AJ06ckG3UyJMnTzBy5EgcPnwY+vr6mDp1KkaNGgU/Pz8sWLAADg4Osncyv3fvHvbu3Ztnx1K5fldLlSqFu3fv5lqYMC4uTrZbpZ9//jmCgoLg5OQEDw8PjB07FsHBwQgKCkLr1q1lqVEQ5Fi4M79Gjx6N5ORkREdH51o/bcyYMbLN8ePq6vrWySKDg4Ohq6uLunXrylKvIMyePRspKSkAgFmzZmHQoEEYPnw4qlWrJusIWgYUmURGRkrT3Oec3+B9ZjKlos/CwgJ///03KlasiIMHD2L58uUAMvv0yHH/vqCGgWc3YsQING7cGHFxcWqLqFWtWhXff/+9LDW++eYbnDhxAoMGDcLBgwfh4+ODgwcP4sWLFzhw4ICsU9wDmaPtunbtCjs7O1y7dg2Ojo6IjY2FEEK21X+BzAVEvb2985zlVa5hxkuXLpXm65g2bRr09fURGhoKd3d3jVfhLWjBwcEYNWoUzp49m2v0WVJSEpo1a4aVK1fKNg39wYMHceTIEbXRaA4ODli2bFmupQM0kXP5k5cvXyIiIgJRUVGyTQpY0Bo2bCj9u3z58tqbqE+2thiij5yvr68wMzMTNWvWFDY2NuLFixdCCCHWrl0rPv30U43Pr6urK3x8fMT169fVthfEKCttsrGxEUFBQUIIIWJiYoRKpRJjx47VWr1GjRqJb7/9VgghpBEIKSkpomvXrmL58uWy1UlLSxNjxowRBgYG0ugqQ0NDMW7cOOlng/5Ply5dxMKFC9+4/+eff5Z1RKSJiUmeC8peuHBBmJqaylbnTXx9fWUfNVbcsJOszG7evImYmBi0aNECRkZGEEKwBeUjsmPHDsTFxaFXr17S8gYBAQEoXbo0unXrptG5sy/cln2COysrK63NwCuEwI4dO3Ds2LE85/eRY54NfX193LlzR1rDytjYGOfOnYOjo6PG586LqakpIiIi8Mknn6BMmTIIDQ1F7dq1cenSJXTr1k2WBRBfv36N0NBQODk5oUSJErLO8pqcnCy1MLxrEVJtTkMuN1tbWxw8ePCN8+tcvXoVbm5usk2mV9jrp928eRONGzeWdRLCgmJnZ/fWv2tyzYPCWzwyefjwITw8PHDs2DGoVCrcuHEDVatWxZAhQ1C6dGksWLCgsC+RCsAXX3yRa5tczbhNmzZF06ZN8fPPP0vDwMePH4+MjAwEBQXB2tpa9mHgY8eOxapVq+Dq6goLCwuthO2MjAy1Plu6urpamQAsS8mSJaVVzK2srBATEyPNyvvgwQNZaujq6qJdu3a4cuUKzM3NZZ3ltUyZMoiPj0eFChVQunTpPP9Psj4YyT0FvTbdv38/V9+97PT09GRZYDHL0qVL0a1bN1SpUkVaP+3OnTuoU6cONm3aJFudNzlz5gxKlCih9TraMG7cOLXnL1++xMWLF3Hw4EFMmjRJtjoMKDLx8fGBvr4+7t69q/YJoHfv3vDx8WFA+UgUxPLtxsbG8PLygpeXlzQMfO7cuZg6darsw8A3bdqEnTt3omPHjrKdMychBDw9PaWF7V68eIFhw4blCilytNYAmYstnjp1Cg4ODujUqRMmTJiAy5cvY+fOndLMvHJwcnLCrVu33nu24fcVHBwMc3NzAG+fRr2oNY5XqlQJly9ffuNyDZGRkahYsaJs9aytrXHhwgUcOXIEV65c0dr6ae7u7mrPxf9fcDM8PLzI9RPKMnbs2Dy3L1u2DOHh4bLV4S0emWSf0CprwqSqVavi9u3bcHJyknW+CFKmwly+XVsT3NnZ2eHPP//MNRJFTgW9sOetW7fw9OlT1KlTB6mpqZg4caI038qiRYtkmw/l8OHDmDJlCmbNmoUGDRrkClya3H757rvv8N1330nzq+R09+5deHt7Iygo6INrFLTRo0fj+PHjCAsLy9Wy8Pz5czRu3Biurq4aj4h7/vw5jh49is6dOwPI7Fyc1aIGZLbUzJw5U+PWjVu3bqFKlSq51irKvuCmnJ1xleDWrVuoV6/eO289vrdC6flSDJmYmEidF7M63gkhxLlz54S5uXlhXhoVkJo1a+bZyW/BggWiZs2ahXBFmvP39xd9+vQRqamphX0pRU5eSxLItQyBtbW1qFevnjQHSna//vqrMDU1Fe3bt9eoRkFLSEgQVlZWwtraWvz4449i9+7dYs+ePWLu3LnC2tpaWFlZiYSEBI3rrFy5UnTu3Fl6bmJiIpo0aSJcXFyEi4uLsLS0fGtn3felo6Mj7t+/Lz338PCQ5fqV7McffxS2traynY8tKDLp1KkT6tevj1mzZsHU1BSRkZGwtbVFnz598Pr1a/z++++FfYmkZdpcvr2wpKamwt3dHadOnUKVKlVy9RG4cOFCIV2Z8r1tSQJAs2UIkpOTMWrUKGzbtg2+vr6YMmUK7t27By8vL4SHh+Onn37CkCFDPvj8heXOnTsYPnw4Dh06JN2iUqlUaNeuHZYvX44qVapoXKNFixbw8fFBjx49AECtxRvIbAldtmwZzpw5o1EdHR0dJCQkoEKFCgAyW8wiIiKkOkWZs7OzWt8nIQQSEhLw33//Yfny5fj6669lqcM+KDKZP38+XFxcEB4ejvT0dEyePBnR0dF49OgRTp06VdiXRwVAm8u3FxZPT0+cP38e/fv311on2YJgbm6O69evo1y5cihTpsxbX4dcoyrknr8lu1KlSmHDhg3o2bMnhg4diq1bt+L27dto2rQpLl++XGR/3mxtbXHgwAE8fvwYN2/ehBAC9vb2sq5ldf36dVSvXl16XqJECWl+HwBo3LgxRo4cKVu9LMWpLaBbt25qv0NZt61cXFxkvR3MgCITBwcHREZGYsWKFdDV1cWzZ8/g7u6OoUOHwtfXV/aZMEk5vLy88PPPP2PChAkYM2YMIiIi8ly+vSjav38/Dh06hM8++6ywL0UjixYtkkY4LV68uEBqrl+/HiYmJujVq5fa9u3btyM1NVWW0V1NmjSBk5MTjh49ipIlS2Ly5MlFNpxkV6ZMGTRq1Egr505KSlLru5NzZFBGRoZan5QPpVKpcgXhohrws2T1LRk/fvxbj5FteLtsN4soTxEREbKuH0HKk/1es7aWby8sNWrUEJcuXSrsyyiSqlevLoKDg3NtP378uKhevbrG59+8ebMwNzcXrVq1ElevXhWTJk0SBgYGYsyYMewz9BbVqlUTO3bseOP+rVu3ik8++UTjOiqVSnTs2FH06NFD9OjRQ+jp6Qk3NzfpedajKMnZnyrnQ+71ktgHRcsuXbqE+vXrF6n5CCh/ct5rLk7279+PJUuWYOXKlbLc/y8s+RlVINenvxIlSuDq1au5vm+xsbGoVasWnj9//sHn/uKLL3Do0CHMnj0bo0ePlrafOXMGnp6eEEIgICAATZs2/eAaxdXYsWNx5MgRnD9/Ps/RQg0bNkSbNm00bvUs6NFpBSF7vyohBDp27Ig1a9agUqVKasfJdXuTAUXLGFCKPx0dHdy/fx/ly5cv7EuRXZkyZZCamopXr17B2Ng4VyfZojILpo6Ozns3r8v1u2pjY4OlS5eia9euatv37NmDkSNH4t69ex987ubNmyMgICDPOUNevHiBKVOmYMWKFbkWQqTMCeHq1asHAwMDjBo1CtWrV4dKpcLVq1exdOlSvHr1ChcvXoSFhUVhX6ri5exgLDf2QSGSQdab3NsUlT/m2RVUfw1tyz6hWWxsLKZOnQpPT0+pheHMmTMICAjAnDlzZKvZp08fjBkzBqampmjRogWAzE+gY8eORZ8+fTQ698mTJ9U6dmZXokQJ/Pzzz+jZs6dGNYorCwsLnD59GsOHD8fUqVPVRgu1bdsWy5cvZzhRCLagaCjnLIE5PXnyBCEhIWxBKcZ0dHSwePFimJmZvfW4orpyaXHTunVrDBkyJNeKwps3b8aqVatw/PhxWeqkp6djwIAB2L59u9QpMyMjAwMHDsTKlSthYGAgSx36cI8ePcLNmzcBANWqVZNm6KX3o+0WFAYUDRXH+4yUP8W5D0p2z58/x8uXL9W2FaXF6LIYGxvj0qVLsLe3V9t+/fp11KtXD6mpqbLWu379Oi5dugQjIyM4OTnJNlMtUWHLmvNL7uUcsjCgEGlIV1dXWrytuHn27BmmTJmCbdu24eHDh7n2F8WWwRo1aqBz58651seaMGEC/vjjD1y7dq2QroxI2XLeMdi3bx9atWqltXWz2AeFSEPFOeNPnjwZx44dw/LlyzFw4EAsW7YM//zzD3799VfMnTu3sC/vgyxatAg9e/bEoUOHpMUBz549i5iYGI1nfB4/fjxmzZqFkiVLvnWuCABYuHChRrWIClrO29j9+/fXaj22oBDRG9nY2GDDhg1wcXFBqVKlcOHCBVSrVg0bN27Eli1bcODAgcK+xA8SFxeHFStW4OrVq9IqtsOGDdN4kjNXV1fs2rULpUuXhqur61uPfdtKxETEgEJEb2FiYoLo6GjY2tqicuXK2LlzJxo3bsxVuolI63iLh4jeqGrVqoiNjYWtrS0cHBywbds2NG7cGPv27UPp0qUL+/I+2MmTJ/Hrr7/i1q1b2L59OypVqoSNGzfCzs5O42n9vby83nmMSqXC2rVrNapDVNzlPZCeiAiZo9QuXboEAJg2bRqWL18OQ0ND+Pj4YNKkSYV8dR/m999/R7t27WBkZIQLFy5I666kpKRg9uzZGp/f398fx44dw5MnT/D48eM8H0VxThyigsZbPET03u7evYvw8HB88sknqFu3bmFfzgdxdnaGj48PBg4cqDaPQ0REBNq3b4+EhASNzj9ixAgEBgbCxsYGXl5e6N+/P+fXIPoAbEEholz++usv/Pnnn2rbNmzYgJYtW2LYsGFYtmyZLCu+FoZr165JM7tmV6pUKTx58kTj8y9fvhzx8fGYMmUK9u3bB2tra3h4eODQoUPFesQXkdwYUIgoFz8/P0RGRkrPL1++DG9vb7Rp0wbTpk3Dvn37ZJ0WviBVrFhRmj00u9DQUNlmxDQ0NMSXX36JoKAg/P3336hduzZGjBgBW1tbdiwmek8MKESUS0REBFq3bi09DwwMRJMmTbB69Wr4+Pjgl19+wbZt2wrxCj/c0KFDMXbsWPz1119QqVT4999/8dtvv2HixIkYMWKE7PVUKhVUKhWEEMjIyJD9/ETFFUfxEFEujx8/VlswLSQkBO3bt5eeN2rUCHFxcYVxaRqbPHkykpKS4OrqihcvXqBFixYwNDTExIkTMWrUKFlqpKWlYefOnVi3bh1CQ0PRuXNnLF26FO3bt3/jIn9EpI6dZIkoF1tbW2zcuBEtWrRAeno6SpcujX379kmtKpcvX0bLli2L9GiU1NRU/P3338jIyICDgwNMTExkOW/2TrKDBw9G//79UbZsWVnOTfQxYUAholyGDh2Ky5cv48cff8Tu3bsREBCAf//9V1qB97fffsPixYsRFhZWyFf6/t5nfhIAWLdunUZ1dHR0YGNjA2dnZ6hUqjceJ9d6JUTFFW/xEFEu33//Pdzd3dGyZUuYmJggICBACidA5h9xNze3QrzC/PP394etrS2cnZ21Oppm4MCBbw0mRPR+2IJCRG+UlJQEExMT6Orqqm1/9OgRTExM1EKL0nF+EqKihQGFiD4a2Tuvnj59Gp06dYK3tzfc3NzY6kGkMAwoRPRRunPnDvz9/bFhwwa8fPkSf//9t2wdZYlIcxzvRkQfJc5PQqRsDChE9NFIS0vDli1b0LZtW9SoUQOXL1/G0qVLcffuXbaeECkMR/EQ0Uch5/wkgYGBnJ+ESMHYB4WIPgqcn4SoaGELChF9FDg/CVHRwhYUIiIiUhx2kiUiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLF+X9mdfkoYofyLQAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"Company\"].value_counts().plot(kind=\"bar\") #To see how many laptops are there of each company "
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "cf2138b3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=df[\"Company\"], y=df[\"Price\"])\n",
"plt.xticks(rotation='vertical')\n",
"plt.show() # to see the avaerage price of a company, this indicates that the company also effects the price "
]
},
{
"cell_type": "markdown",
"id": "be837b41",
"metadata": {},
"source": [
"# Column TypeName"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "db90287e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"TypeName\"].value_counts().plot(kind=\"bar\") #To see the how many types of laptop we have "
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "e365cdbe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=df[\"TypeName\"], y=df[\"Price\"])\n",
"plt.xticks(rotation='vertical') \n",
"plt.show() # To See the average value of the TypeName"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "1dfe2363",
"metadata": {},
"outputs": [],
"source": [
"#laptop which you want to buy makes the big diffeence in price "
]
},
{
"cell_type": "markdown",
"id": "83161cb3",
"metadata": {},
"source": [
"# Column Inches"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "fa51b837",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_9696\\4187967466.py:1: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" sns.distplot(df[\"Inches\"])\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=df[\"Cpu brand\"],y=df[\"Price\"])\n",
"plt.xticks(rotation=\"vertical\")\n",
"plt.show()\n",
"\n",
"# shows which processor has the highest price and which doesnt \n",
"#in short it shows that the Cpu processor affects the price of the commodity "
]
},
{
"cell_type": "code",
"execution_count": 129,
"id": "1ff7c3e9",
"metadata": {},
"outputs": [],
"source": [
"#Since we have extracted all the values from cpu and cpu name , we cand rop them now \n",
"df.drop(columns=[\"Cpu\"],inplace = True) # DRopped Cpu column"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "8607e220",
"metadata": {},
"outputs": [],
"source": [
"df.drop(columns=[\"Cpu_Name\"],inplace = True) #droppped Cpu_name column "
]
},
{
"cell_type": "code",
"execution_count": 131,
"id": "d345c344",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(df.corr())"
]
},
{
"cell_type": "code",
"execution_count": 165,
"id": "94087042",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_9696\\3798988075.py:2: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" sns.distplot(df[\"Price\"])\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 165,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Our target column that is price is skewed\n",
"sns.distplot(df[\"Price\"])"
]
},
{
"cell_type": "code",
"execution_count": 166,
"id": "ca7bc042",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_9696\\1611883942.py:1: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" sns.distplot(np.log(df[\"Price\"]))\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(np.log(df[\"Price\"]))\n",
"#converted it from skewed to normal with the help of log transfer"
]
},
{
"cell_type": "code",
"execution_count": 167,
"id": "d406d197",
"metadata": {},
"outputs": [],
"source": [
"x = df.drop(columns=[\"Price\"])\n",
"y = np.log(df[\"Price\"])"
]
},
{
"cell_type": "code",
"execution_count": 168,
"id": "f7682e34",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"