"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['Gpu brand'].value_counts()\n",
"sns.barplot(x=df['Gpu brand'],y=df['Price'],estimator=np.median)\n",
"plt.xticks(rotation='vertical')\n",
"plt.show()\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"df['OpSys'].value_counts()\n",
"def cat_os(inp):\n",
" if inp == 'Windows 10' or inp == 'Windows 7' or inp == 'Windows 10 S':\n",
" return 'Windows'\n",
" elif inp == 'macOS' or inp == 'Mac OS X':\n",
" return 'Mac'\n",
" else:\n",
" return 'Others/No OS/Linux'\n",
"df['os'] = df['OpSys'].apply(cat_os)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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cObVs2TItXrxYs2fP1ty5c/X111+rQYMG+vnnn922DVf/CFegQIHbfBcA4B3Y0w0A2UCLFi20d+9erVy58obzRkZGKjU1Vbt373abnpCQoMTEREVGRrqm5cuXL82Vj1NSUnT06NFbznqjJuufuc6ePaujR4+muSDX30VGRmr37t1p9qrt2LHDNZ6R753e6+7cuTPN9H++7s146KGHJP3VuGVUamqq9u3b5zZt165dkuSqy9WjCv7588ro3virfwyIi4vLcK6r7/9aNSpQoIBy5crlNv2fP989e/YoNTX1uj/fm3H1MOzffvvNbfqRI0f0xx9/uB2mnZ5SpUrd8A9Y06dPV8mSJTVjxgw9+eSTiomJUXR0dJqrsF9rebt61IKvr6+io6PTfVw9/SAyMlJ79uxJ8xr/nHatn0VKSori4uJuaVmV/qrHyZMn1bBhw3Rz/n3PutPpVMOGDfXf//5X27dv15tvvqlFixa5XdVd+msZczqdrr3lAJDd0XQDQDbw/PPPK1euXOrWrZsSEhLSjO/du1cffPCBJKlZs2aS/rqS+N9d3ZPVvHlz17RSpUpp2bJlbvN9+umnGd57mp5cuXKlaQz/+fqXLl1yPR8zZowuX76spk2bXvNrmjVrpvj4eNdV0qW/bov24YcfKnfu3HrwwQclSYGBgZLSNqbXe901a9a4/THj3Llz+vTTT1W8eHGVK1cuQ6/zd1FRUWrSpInGjRvnuvLz36WkpOi5555LM/2jjz5y/d8Yo48++ki+vr5q2LChpL+aLh8fnzQ/r9GjR2coV/Xq1eXn55emWb2ewoULq0qVKpo8ebJbTbdu3aqff/7Ztaz93ccff+z2/MMPP5Sk6/58b0b58uV1zz33pFlOx4wZI4fDoXbt2l3369u2batNmzalexX/q0dsXN1r+/cjOFavXp3mj17XWt4KFSqkevXq6ZNPPkn3D1h/v81eTEyMVq5c6XZf8pMnT+rLL790+5ro6Gj5+flp1KhRbrnGjx+v06dPu63XN+PRRx/V4cOH9dlnn6UZu3Dhguv0gZMnT6YZv/oHjn8e6r9u3TqVL19ewcHBt5QJALwNh5cDQDZQqlQpTZ06Vf/6179UtmxZdejQQRUqVFBKSopWrFjhun2WJFWuXFkdO3bUp59+qsTERD344INas2aNJk+erNatW6t+/fqu1+3WrZueeuoptW3bVo0aNdKmTZs0b9682zostHr16hozZozeeOMNlS5dWoUKFXJdlEn6q+ls2LChHn30Ue3cuVOjR49W3bp11bJly2u+Zo8ePfTJJ5+oU6dOWrdunYoXL67p06dr+fLlGjlypGuvYc6cOVWuXDl9/fXXuvvuuxUSEqIKFSpc8xzeF154QV999ZWaNm2qPn36KCQkRJMnT1ZcXJz+97//pTmHPKOmTJmixo0bq02bNnrooYfUsGFD5cqVS7t379a0adN09OhRt3t1BwQEaO7cuerYsaNq1aqlOXPmaPbs2XrxxRdd94IODg7WI488og8//FAOh0OlSpXSrFmzXOfc3khAQIAaN26sBQsW3NRtyN599101bdpUUVFR6tq1q+uWYcHBweneAz0uLk4tW7ZUkyZNtHLlSn3xxRd64oknVLly5et+n9OnT7sa9Ku3ofroo4+UN29e5c2b1+1Cc++++65atmypxo0b67HHHtPWrVv10UcfqVu3bq7z8a9lwIABmj59uh555BF16dJF1atX18mTJ/Xjjz9q7Nixqly5slq0aKEZM2bo4YcfVvPmzRUXF6exY8eqXLlyOnv2rOu1rre8ffzxx6pbt64qVqyo7t27q2TJkkpISNDKlSv1xx9/aNOmTZL++oPaF198oUaNGql3796uW4YVK1ZMJ0+edO1NL1iwoAYNGqQhQ4aoSZMmatmypWv9uffee/Xvf//7xj/MdDz55JP65ptv9NRTT2nx4sWqU6eOrly5oh07duibb77RvHnzVKNGDQ0dOlTLli1T8+bNFRkZqWPHjmn06NEqWrSo24UIL126pKVLl+rpp5++pTwA4JXsu3A6AMBqu3btMt27dzfFixc3fn5+Jk+ePKZOnTrmww8/dLs10aVLl8yQIUNMiRIljK+vr4mIiDCDBg1ym8cYY65cuWIGDhxoChQoYAIDA01MTIzZs2fPNW8ZtnbtWrevT+82VvHx8aZ58+YmT548RpLr9kRXX2Pp0qWmR48eJl++fCZ37tymffv2brejMibtbY2MMSYhIcF07tzZFChQwPj5+ZmKFSume5usFStWmOrVqxs/P78M3T5s7969pl27diZv3rwmICDA1KxZ08yaNSvNfMrgLcOuOn/+vHnvvffMvffea3Lnzm38/PzMXXfdZXr37m327Nnjmq9jx44mV65cZu/evaZx48YmMDDQhIaGmsGDB7vdGsqYv25R1bZtWxMYGGjy5ctn/vOf/5itW7dm6JZhxhgzY8YM43A40r3d1tXXT69mCxYsMHXq1DE5c+Y0QUFB5qGHHjLbt293m+fqLcO2b99u2rVrZ/LkyWPy5ctnevXqZS5cuHDDbFdvfZbeIzIyMs383333nalSpYrx9/c3RYsWNS+//LLbreiu588//zS9evUyRYoUMX5+fqZo0aKmY8eO5sSJE8aYv27t9dZbb5nIyEjj7+9vqlatambNmmU6duyYJsv1lre9e/eaDh06mLCwMOPr62uKFCliWrRoYaZPn+72Ghs2bDD333+/670MGzbMjBo1ykgy8fHxbvN+9NFH5p577jG+vr4mNDTU9OzZM83t6R588EFTvnz5dN97eutWSkqKeeedd0z58uWNv7+/yZcvn6levboZMmSIOX36tDHGmIULF5pWrVqZ8PBw4+fnZ8LDw83jjz9udu3a5fZac+bMMZLM7t27r/cjAIBsxWEMV7cBANhv0qRJ6ty5s9auXasaNWrYHSfL6NSpk6ZPn+62B9VTrly5onLlyunRRx/V66+/bulrv/baaxoyZIiOHz/OBbQs0LdvX33yySc6e/bsNS9gmBW1bt1aDocj3cP3ASC74pxuAAAg6a9zlYcOHaqPP/44U5p8ZMw/7y3+559/6vPPP1fdunW9quH+/fffNWvWLMv/oAMAWR3ndAMAAJd//etf+te//mV3DPxNVFSU6tWrp7JlyyohIUHjx49XUlKSXnnlFbuj3ZSyZcvq8uXLdscAgExH0w0AAJCFNWvWTNOnT9enn34qh8OhatWqafz48XrggQfsjgYAyADO6QYAAAAAwEM4pxsAAAAAAA+h6QYAAAAAwEM4p1tSamqqjhw5ojx58sjhcNgdBwAAAACQxRljdObMGYWHh8vpvPb+bJpuSUeOHFFERITdMQAAAAAAXubQoUMqWrToNcdpuiXlyZNH0l/FCgoKsjkNAAAAACCrS0pKUkREhKufvBaabsl1SHlQUBBNNwAAAAAgw250ijIXUgMAAAAAwENougEAAAAA8BCabgAAAAAAPISmGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPAQmm4AAAAAADyEphsAAAAAAA+h6QYAAAAAwENy2B3AWzw7Z4rdEbKE95t2sDsCAAAAAHgN9nQDAAAAAOAhNN0AAAAAAHgITTcAAAAAAB5C0w0AAAAAgIfQdAMAAAAA4CE03QAAAAAAeAhNNwAAAAAAHkLTDQAAAACAh9B0AwAAAADgITTdAAAAAAB4CE03AAAAAAAeQtMNAAAAAICH0HQDAAAAAOAhWabpfvvtt+VwONS3b1/XtIsXLyo2Nlb58+dX7ty51bZtWyUkJLh93cGDB9W8eXMFBgaqUKFCGjBggC5fvpzJ6QEAAAAASCtLNN1r167VJ598okqVKrlN79evn2bOnKlvv/1WS5cu1ZEjR9SmTRvX+JUrV9S8eXOlpKRoxYoVmjx5siZNmqRXX301s98CAAAAAABp2N50nz17Vu3bt9dnn32mfPnyuaafPn1a48eP13//+181aNBA1atX18SJE7VixQqtWrVKkvTzzz9r+/bt+uKLL1SlShU1bdpUr7/+uj7++GOlpKTY9ZYAAAAAAJCUBZru2NhYNW/eXNHR0W7T161bp0uXLrlNv+eee1SsWDGtXLlSkrRy5UpVrFhRoaGhrnliYmKUlJSkbdu2Zc4bAAAAAADgGnLY+c2nTZum9evXa+3atWnG4uPj5efnp7x587pNDw0NVXx8vGuevzfcV8evjl1LcnKykpOTXc+TkpJu9S0AAAAAAHBNtu3pPnTokJ555hl9+eWXCggIyNTvPWzYMAUHB7seERERmfr9AQAAAAB3Btua7nXr1unYsWOqVq2acuTIoRw5cmjp0qUaNWqUcuTIodDQUKWkpCgxMdHt6xISEhQWFiZJCgsLS3M186vPr86TnkGDBun06dOux6FDh6x9cwAAAAAAyMamu2HDhtqyZYs2btzoetSoUUPt27d3/d/X11cLFy50fc3OnTt18OBBRUVFSZKioqK0ZcsWHTt2zDXP/PnzFRQUpHLlyl3ze/v7+ysoKMjtAQAAAACA1Ww7pztPnjyqUKGC27RcuXIpf/78ruldu3ZV//79FRISoqCgIPXu3VtRUVGqXbu2JKlx48YqV66cnnzySQ0fPlzx8fF6+eWXFRsbK39//0x/TwAAAAAA/J2tF1K7kREjRsjpdKpt27ZKTk5WTEyMRo8e7Rr38fHRrFmz1LNnT0VFRSlXrlzq2LGjhg4damNqAAAAAAD+4jDGGLtD2C0pKUnBwcE6ffr0NQ81f3bOlExOlTW937SD3REAAAAAwHYZ6SOlLHCfbgAAAAAAsiuabgAAAAAAPISmGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPAQmm4AAAAAADyEphsAAAAAAA+h6QYAAAAAwENougEAAAAA8BCabgAAAAAAPISmGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPAQmm4AAAAAADyEphsAAAAAAA+h6QYAAAAAwENougEAAAAA8BBbm+4xY8aoUqVKCgoKUlBQkKKiojRnzhzXeL169eRwONweTz31lNtrHDx4UM2bN1dgYKAKFSqkAQMG6PLly5n9VgAAAAAASCOHnd+8aNGievvtt3XXXXfJGKPJkyerVatW2rBhg8qXLy9J6t69u4YOHer6msDAQNf/r1y5oubNmyssLEwrVqzQ0aNH1aFDB/n6+uqtt97K9PcDAAAAAMDf2dp0P/TQQ27P33zzTY0ZM0arVq1yNd2BgYEKCwtL9+t//vlnbd++XQsWLFBoaKiqVKmi119/XQMHDtRrr70mPz8/j78HAAAAAACuJcuc033lyhVNmzZN586dU1RUlGv6l19+qQIFCqhChQoaNGiQzp8/7xpbuXKlKlasqNDQUNe0mJgYJSUladu2bdf8XsnJyUpKSnJ7AAAAAABgNVv3dEvSli1bFBUVpYsXLyp37tz67rvvVK5cOUnSE088ocjISIWHh2vz5s0aOHCgdu7cqRkzZkiS4uPj3RpuSa7n8fHx1/yew4YN05AhQzz0jgAAAAAA+IvtTXeZMmW0ceNGnT59WtOnT1fHjh21dOlSlStXTj169HDNV7FiRRUuXFgNGzbU3r17VapUqVv+noMGDVL//v1dz5OSkhQREXFb7wMAAAAAgH+y/fByPz8/lS5dWtWrV9ewYcNUuXJlffDBB+nOW6tWLUnSnj17JElhYWFKSEhwm+fq82udBy5J/v7+riumX30AAAAAAGA125vuf0pNTVVycnK6Yxs3bpQkFS5cWJIUFRWlLVu26NixY6555s+fr6CgINch6gAAAAAA2MXWw8sHDRqkpk2bqlixYjpz5oymTp2qJUuWaN68edq7d6+mTp2qZs2aKX/+/Nq8ebP69eunBx54QJUqVZIkNW7cWOXKldOTTz6p4cOHKz4+Xi+//LJiY2Pl7+9v51sDAAAAAMDepvvYsWPq0KGDjh49quDgYFWqVEnz5s1To0aNdOjQIS1YsEAjR47UuXPnFBERobZt2+rll192fb2Pj49mzZqlnj17KioqSrly5VLHjh3d7usNAAAAAIBdbG26x48ff82xiIgILV269IavERkZqZ9++snKWAAAAAAAWCLLndMNAAAAAEB2QdMNAAAAAICH0HQDAAAAAOAhNN0AAAAAAHgITTcAAAAAAB5C0w0AAAAAgIfQdAMAAAAA4CE03QAAAAAAeAhNNwAAAAAAHkLTDQAAAACAh9B0AwAAAADgITTdAAAAAAB4CE03AAAAAAAeQtMNAAAAAICH0HQDAAAAAOAhNN0AAAAAAHgITTcAAAAAAB5C0w0AAAAAgIfQdAMAAAAA4CE03QAAAAAAeAhNNwAAAAAAHkLTDQAAAACAh9B0AwAAAADgITTdAAAAAAB4iK1N95gxY1SpUiUFBQUpKChIUVFRmjNnjmv84sWLio2NVf78+ZU7d261bdtWCQkJbq9x8OBBNW/eXIGBgSpUqJAGDBigy5cvZ/ZbAQAAAAAgDVub7qJFi+rtt9/WunXr9Ntvv6lBgwZq1aqVtm3bJknq16+fZs6cqW+//VZLly7VkSNH1KZNG9fXX7lyRc2bN1dKSopWrFihyZMna9KkSXr11VfteksAAAAAALg4jDHG7hB/FxISonfffVft2rVTwYIFNXXqVLVr106StGPHDpUtW1YrV65U7dq1NWfOHLVo0UJHjhxRaGioJGns2LEaOHCgjh8/Lj8/vwx9z6SkJAUHB+v06dMKCgpKd55n50yx5g16ufebdrA7AgAAAADYLiN9pJSFzum+cuWKpk2bpnPnzikqKkrr1q3TpUuXFB0d7ZrnnnvuUbFixbRy5UpJ0sqVK1WxYkVXwy1JMTExSkpKcu0tBwAAAADALjnsDrBlyxZFRUXp4sWLyp07t7777juVK1dOGzdulJ+fn/Lmzes2f2hoqOLj4yVJ8fHxbg331fGrY9eSnJys5ORk1/OkpCSL3g0AAAAAAP/H9j3dZcqU0caNG7V69Wr17NlTHTt21Pbt2z36PYcNG6bg4GDXIyIiwqPfDwAAAABwZ7K96fbz81Pp0qVVvXp1DRs2TJUrV9YHH3ygsLAwpaSkKDEx0W3+hIQEhYWFSZLCwsLSXM386vOr86Rn0KBBOn36tOtx6NAha98UAAAAAADKAk33P6Wmpio5OVnVq1eXr6+vFi5c6BrbuXOnDh48qKioKElSVFSUtmzZomPHjrnmmT9/voKCglSuXLlrfg9/f3/XbcquPgAAAAAAsJqt53QPGjRITZs2VbFixXTmzBlNnTpVS5Ys0bx58xQcHKyuXbuqf//+CgkJUVBQkHr37q2oqCjVrl1bktS4cWOVK1dOTz75pIYPH674+Hi9/PLLio2Nlb+/v51vDQAAAAAAe5vuY8eOqUOHDjp69KiCg4NVqVIlzZs3T40aNZIkjRgxQk6nU23btlVycrJiYmI0evRo19f7+Pho1qxZ6tmzp6KiopQrVy517NhRQ4cOtestAQAAAADgkuXu020H7tOdcdynGwAAAAC88D7dAAAAAABkNzTdAAAAAAB4CE03AAAAAAAeQtMNAAAAAICH0HQDAAAAAOAhNN0AAAAAAHgITTcAAAAAAB5C0w0AAAAAgIfQdAMAAAAA4CE03QAAAAAAeAhNNwAAAAAAHkLTDQAAAACAh9B0AwAAAADgITTdAAAAAAB4CE03AAAAAAAeQtMNAAAAAICH0HQDAAAAAOAhNN0AAAAAAHgITTcAAAAAAB5C0w0AAAAAgIfQdAMAAAAA4CE03QAAAAAAeAhNNwAAAAAAHkLTDQAAAACAh9B0AwAAAADgIbY23cOGDdO9996rPHnyqFChQmrdurV27tzpNk+9evXkcDjcHk899ZTbPAcPHlTz5s0VGBioQoUKacCAAbp8+XJmvhUAAAAAANLIYec3X7p0qWJjY3Xvvffq8uXLevHFF9W4cWNt375duXLlcs3XvXt3DR061PU8MDDQ9f8rV66oefPmCgsL04oVK3T06FF16NBBvr6+euuttzL1/QAAAAAA8He2Nt1z5851ez5p0iQVKlRI69at0wMPPOCaHhgYqLCwsHRf4+eff9b27du1YMEChYaGqkqVKnr99dc1cOBAvfbaa/Lz8/PoewAAAAAA4Fqy1Dndp0+fliSFhIS4Tf/yyy9VoEABVahQQYMGDdL58+ddYytXrlTFihUVGhrqmhYTE6OkpCRt27Yt3e+TnJyspKQktwcAAAAAAFazdU/336Wmpqpv376qU6eOKlSo4Jr+xBNPKDIyUuHh4dq8ebMGDhyonTt3asaMGZKk+Ph4t4Zbkut5fHx8ut9r2LBhGjJkiIfeCQAAAAAAf7mlPd0NGjRQYmJimulJSUlq0KDBLQWJjY3V1q1bNW3aNLfpPXr0UExMjCpWrKj27dtrypQp+u6777R3795b+j6SNGjQIJ0+fdr1OHTo0C2/FgAAAAAA13JLTfeSJUuUkpKSZvrFixf1yy+/3PTr9erVS7NmzdLixYtVtGjR685bq1YtSdKePXskSWFhYUpISHCb5+rza50H7u/vr6CgILcHAAAAAABWu6nDyzdv3uz6//bt290O375y5Yrmzp2rIkWKZPj1jDHq3bu3vvvuOy1ZskQlSpS44dds3LhRklS4cGFJUlRUlN58800dO3ZMhQoVkiTNnz9fQUFBKleuXIazAAAAAABgtZtquqtUqeK6V3Z6h5HnzJlTH374YYZfLzY2VlOnTtUPP/ygPHnyuJr44OBg5cyZU3v37tXUqVPVrFkz5c+fX5s3b1a/fv30wAMPqFKlSpKkxo0bq1y5cnryySc1fPhwxcfH6+WXX1ZsbKz8/f1v5u0BAAAAAGCpm2q64+LiZIxRyZIltWbNGhUsWNA15ufnp0KFCsnHxyfDrzdmzBhJUr169dymT5w4UZ06dZKfn58WLFigkSNH6ty5c4qIiFDbtm318ssvu+b18fHRrFmz1LNnT0VFRSlXrlzq2LGj2329AQAAAACww0013ZGRkZL+utK4FYwx1x2PiIjQ0qVLM5Trp59+siQTAAAAAABWueVbhu3evVuLFy/WsWPH0jThr7766m0HAwAAAADA291S0/3ZZ5+pZ8+eKlCggMLCwuRwOFxjDoeDphsAAAAAAN1i0/3GG2/ozTff1MCBA63OAwAAAABAtnFL9+k+deqUHnnkEauzAAAAAACQrdxS0/3II4/o559/tjoLAAAAAADZyi0dXl66dGm98sorWrVqlSpWrChfX1+38T59+lgSDgAAAAAAb3ZLTfenn36q3Llza+nSpWlu6eVwOGi6AQAAAADQLTbdcXFxVucAAAAAACDbuaVzugEAAAAAwI3d0p7uLl26XHd8woQJtxQGAAAAAIDs5Jaa7lOnTrk9v3TpkrZu3arExEQ1aNDAkmAAAAAAAHi7W2q6v/vuuzTTUlNT1bNnT5UqVeq2QwEAAAAAkB1Ydk630+lU//79NWLECKteEgAAAAAAr2bphdT27t2ry5cvW/mSAAAAAAB4rVs6vLx///5uz40xOnr0qGbPnq2OHTtaEgwAAAAAAG93S033hg0b3J47nU4VLFhQ77///g2vbA4AAAAAwJ3ilpruxYsXW50DAAAAAIBs55aa7quOHz+unTt3SpLKlCmjggULWhIKAAAAAIDs4JYupHbu3Dl16dJFhQsX1gMPPKAHHnhA4eHh6tq1q86fP291RgAAAAAAvNItNd39+/fX0qVLNXPmTCUmJioxMVE//PCDli5dqmeffdbqjAAAAAAAeKVbOrz8f//7n6ZPn6569eq5pjVr1kw5c+bUo48+qjFjxliVDwAAAAAAr3VLe7rPnz+v0NDQNNMLFSrE4eUAAAAAAPx/t9R0R0VFafDgwbp48aJr2oULFzRkyBBFRUVZFg4AAAAAAG92S4eXjxw5Uk2aNFHRokVVuXJlSdKmTZvk7++vn3/+2dKAAAAAAAB4q1va012xYkXt3r1bw4YNU5UqVVSlShW9/fbb2rNnj8qXL5/h1xk2bJjuvfde5cmTR4UKFVLr1q1dtyC76uLFi4qNjVX+/PmVO3dutW3bVgkJCW7zHDx4UM2bN1dgYKAKFSqkAQMG6PLly7fy1gAAAAAAsMwt7ekeNmyYQkND1b17d7fpEyZM0PHjxzVw4MAMvc7SpUsVGxure++9V5cvX9aLL76oxo0ba/v27cqVK5ckqV+/fpo9e7a+/fZbBQcHq1evXmrTpo2WL18uSbpy5YqaN2+usLAwrVixQkePHlWHDh3k6+urt95661beHgAAAAAAlnAYY8zNflHx4sU1depU3XfffW7TV69erccee0xxcXG3FOb48eMqVKiQli5dqgceeECnT59WwYIFNXXqVLVr106StGPHDpUtW1YrV65U7dq1NWfOHLVo0UJHjhxxXdxt7NixGjhwoI4fPy4/P78bft+kpCQFBwfr9OnTCgoKSneeZ+dMuaX3lN2837SD3REAAAAAwHYZ6SOlWzy8PD4+XoULF04zvWDBgjp69OitvKQk6fTp05KkkJAQSdK6det06dIlRUdHu+a55557VKxYMa1cuVKStHLlSlWsWNHtauoxMTFKSkrStm3bbjkLAAAAAAC365YOL4+IiNDy5ctVokQJt+nLly9XeHj4LQVJTU1V3759VadOHVWoUEHSX829n5+f8ubN6zZvaGio4uPjXfP88/ZlV59fneefkpOTlZyc7HqelJR0S5kBAAAAALieW2q6u3fvrr59++rSpUtq0KCBJGnhwoV6/vnn9eyzz95SkNjYWG3dulW//vrrLX39zRg2bJiGDBni8e8DAAAAALiz3VLTPWDAAP355596+umnlZKSIkkKCAjQwIEDNWjQoJt+vV69emnWrFlatmyZihYt6poeFhamlJQUJSYmuu3tTkhIUFhYmGueNWvWuL3e1aubX53nnwYNGqT+/fu7niclJSkiIuKmcwMAAAAAcD23dE63w+HQO++8o+PHj2vVqlXatGmTTp48qVdfffWmXscYo169eum7777TokWL0hyuXr16dfn6+mrhwoWuaTt37tTBgwcVFRUlSYqKitKWLVt07Ngx1zzz589XUFCQypUrl+739ff3V1BQkNsDAAAAAACr3dKe7qty586te++995a/PjY2VlOnTtUPP/ygPHnyuM7BDg4OVs6cORUcHKyuXbuqf//+CgkJUVBQkHr37q2oqCjVrl1bktS4cWOVK1dOTz75pIYPH674+Hi9/PLLio2Nlb+//+28PQAAAAAAbsttNd23a8yYMZKkevXquU2fOHGiOnXqJEkaMWKEnE6n2rZtq+TkZMXExGj06NGueX18fDRr1iz17NlTUVFRypUrlzp27KihQ4dm1tsAAAAAACBdt3Sf7uyG+3RnHPfpBgAAAAAP36cbAAAAAADcmK2Hl+POdGzM83ZHyDIK9RxudwQAAAAAHsSebgAAAAAAPISmGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPAQmm4AAAAAADyEphsAAAAAAA+h6QYAAAAAwENougEAAAAA8BCabgAAAAAAPISmGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPAQmm4AAAAAADyEphsAAAAAAA+h6QYAAAAAwENsbbqXLVumhx56SOHh4XI4HPr+++/dxjt16iSHw+H2aNKkids8J0+eVPv27RUUFKS8efOqa9euOnv2bCa+CwAAAAAA0mdr033u3DlVrlxZH3/88TXnadKkiY4ePep6fPXVV27j7du317Zt2zR//nzNmjVLy5YtU48ePTwdHQAAAACAG8ph5zdv2rSpmjZtet15/P39FRYWlu7Y77//rrlz52rt2rWqUaOGJOnDDz9Us2bN9N577yk8PNzyzAAAAAAAZFSWP6d7yZIlKlSokMqUKaOePXvqzz//dI2tXLlSefPmdTXckhQdHS2n06nVq1df8zWTk5OVlJTk9gAAAAAAwGpZuulu0qSJpkyZooULF+qdd97R0qVL1bRpU125ckWSFB8fr0KFCrl9TY4cORQSEqL4+Phrvu6wYcMUHBzsekRERHj0fQAAAAAA7ky2Hl5+I4899pjr/xUrVlSlSpVUqlQpLVmyRA0bNrzl1x00aJD69+/vep6UlETjDQAAAACwXJbe0/1PJUuWVIECBbRnzx5JUlhYmI4dO+Y2z+XLl3Xy5Mlrngcu/XWeeFBQkNsDAAAAAACrZek93f/0xx9/6M8//1ThwoUlSVFRUUpMTNS6detUvXp1SdKiRYuUmpqqWrVq2RkVAAAg25o1a5bdEbKEFi1a2B0BgBewtek+e/asa6+1JMXFxWnjxo0KCQlRSEiIhgwZorZt2yosLEx79+7V888/r9KlSysmJkaSVLZsWTVp0kTdu3fX2LFjdenSJfXq1UuPPfYYVy4HAAAAANjO1sPLf/vtN1WtWlVVq1aVJPXv319Vq1bVq6++Kh8fH23evFktW7bU3Xffra5du6p69er65Zdf5O/v73qNL7/8Uvfcc48aNmyoZs2aqW7duvr000/teksAAAAAALjYuqe7Xr16MsZcc3zevHk3fI2QkBBNnTrVylgAAAAAAFjCqy6kBgAAAACAN6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPsfXq5QAA4PqOrGlmd4QsIbzmT3ZHAADglrCnGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPAQmm4AAAAAADyEphsAAAAAAA+h6QYAAAAAwENougEAAAAA8BCabgAAAAAAPISmGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDbG26ly1bpoceekjh4eFyOBz6/vvv3caNMXr11VdVuHBh5cyZU9HR0dq9e7fbPCdPnlT79u0VFBSkvHnzqmvXrjp79mwmvgsAAAAAANJna9N97tw5Va5cWR9//HG648OHD9eoUaM0duxYrV69Wrly5VJMTIwuXrzomqd9+/batm2b5s+fr1mzZmnZsmXq0aNHZr0FAAAAAACuKYed37xp06Zq2rRpumPGGI0cOVIvv/yyWrVqJUmaMmWKQkND9f333+uxxx7T77//rrlz52rt2rWqUaOGJOnDDz9Us2bN9N577yk8PDzT3gsAAAAAAP+UZc/pjouLU3x8vKKjo13TgoODVatWLa1cuVKStHLlSuXNm9fVcEtSdHS0nE6nVq9enemZAQAAAAD4O1v3dF9PfHy8JCk0NNRtemhoqGssPj5ehQoVchvPkSOHQkJCXPOkJzk5WcnJya7nSUlJVsUGAAAAAMAly+7p9qRhw4YpODjY9YiIiLA7EgAAAAAgG8qyTXdYWJgkKSEhwW16QkKCaywsLEzHjh1zG798+bJOnjzpmic9gwYN0unTp12PQ4cOWZweAAAAAIAs3HSXKFFCYWFhWrhwoWtaUlKSVq9eraioKElSVFSUEhMTtW7dOtc8ixYtUmpqqmrVqnXN1/b391dQUJDbAwAAAAAAq9l6TvfZs2e1Z88e1/O4uDht3LhRISEhKlasmPr27as33nhDd911l0qUKKFXXnlF4eHhat26tSSpbNmyatKkibp3766xY8fq0qVL6tWrlx577DGuXA4AAAAAsJ2tTfdvv/2m+vXru573799fktSxY0dNmjRJzz//vM6dO6cePXooMTFRdevW1dy5cxUQEOD6mi+//FK9evVSw4YN5XQ61bZtW40aNSrT3wsAAAAAAP9ka9Ndr149GWOuOe5wODR06FANHTr0mvOEhIRo6tSpnogHAAAAAMBtybLndAMAAAAA4O1ougEAAAAA8BCabgAAAAAAPISmGwAAAAAAD6HpBgAAAADAQ2i6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPAQmm4AAAAAADyEphsAAAAAAA+h6QYAAAAAwENy2B0AwK0b/cWvdkfIMp7+d127IwAAAABp0HQDgKQ9Y5baHSHLKN3zQbsjAAAAZBscXg4AAAAAgIfQdAMAAAAA4CEcXg4AAADY5Nk5U+yOkCW837SD3REAj2FPNwAAAAAAHsKebgCApT5f3cPuCFnGk7U+tTsCAACwGXu6AQAAAADwEJpuAAAAAAA8hKYbAAAAAAAPoekGAAAAAMBDaLoBAAAAAPCQLN10v/baa3I4HG6Pe+65xzV+8eJFxcbGKn/+/MqdO7fatm2rhIQEGxMDAAAAAPB/snTTLUnly5fX0aNHXY9ff/3VNdavXz/NnDlT3377rZYuXaojR46oTZs2NqYFAAAAAOD/ZPn7dOfIkUNhYWFppp8+fVrjx4/X1KlT1aBBA0nSxIkTVbZsWa1atUq1a9fO7KgAAAAAALjJ8nu6d+/erfDwcJUsWVLt27fXwYMHJUnr1q3TpUuXFB0d7Zr3nnvuUbFixbRy5crrvmZycrKSkpLcHgAAAAAAWC1LN921atXSpEmTNHfuXI0ZM0ZxcXG6//77debMGcXHx8vPz0958+Z1+5rQ0FDFx8df93WHDRum4OBg1yMiIsKD7wIAAAAAcKfK0oeXN23a1PX/SpUqqVatWoqMjNQ333yjnDlz3vLrDho0SP3793c9T0pKovEGAAAAvNixMc/bHSHLKNRzuN0R8DdZek/3P+XNm1d333239uzZo7CwMKWkpCgxMdFtnoSEhHTPAf87f39/BQUFuT0AAAAAALCaVzXdZ8+e1d69e1W4cGFVr15dvr6+WrhwoWt8586dOnjwoKKiomxMCQAAAADAX7L04eXPPfecHnroIUVGRurIkSMaPHiwfHx89Pjjjys4OFhdu3ZV//79FRISoqCgIPXu3VtRUVFcuRwAAAAAkCVk6ab7jz/+0OOPP64///xTBQsWVN26dbVq1SoVLFhQkjRixAg5nU61bdtWycnJiomJ0ejRo21ODQAAAADea/QXv9odIct4+t91b/s1snTTPW3atOuOBwQE6OOPP9bHH3+cSYkAAAAAAMg4rzqnGwAAAAAAb0LTDQAAAACAh9B0AwAAAADgIVn6nG4AAACr7Pllot0RsoTS93e2OwIA3FHY0w0AAAAAgIfQdAMAAAAA4CE03QAAAAAAeAhNNwAAAAAAHkLTDQAAAACAh9B0AwAAAADgITTdAAAAAAB4CE03AAAAAAAeQtMNAAAAAICH0HQDAAAAAOAhNN0AAAAAAHgITTcAAAAAAB5C0w0AAAAAgIfQdAMAAAAA4CE03QAAAAAAeAhNNwAAAAAAHkLTDQAAAACAh9B0AwAAAADgITTdAAAAAAB4CE03AAAAAAAekm2a7o8//ljFixdXQECAatWqpTVr1tgdCQAAAABwh8sWTffXX3+t/v37a/DgwVq/fr0qV66smJgYHTt2zO5oAAAAAIA7WLZouv/73/+qe/fu6ty5s8qVK6exY8cqMDBQEyZMsDsaAAAAAOAO5vVNd0pKitatW6fo6GjXNKfTqejoaK1cudLGZAAAAACAO10OuwPcrhMnTujKlSsKDQ11mx4aGqodO3ak+zXJyclKTk52PT99+rQkKSkp6ZrfJ/n8BQvSer/r1SijzlxIvvFMd4iA26znhQvnLEri/W532TxDLV1ut5YXzqVYlMT7WbLNPHvJgiTez5JanuN3uWRNLc+fP29BEu9nRS35jPkXPmNai8+Y1rnesnl1zBhz3ddwmBvNkcUdOXJERYoU0YoVKxQVFeWa/vzzz2vp0qVavXp1mq957bXXNGTIkMyMCQAAAADIhg4dOqSiRYtec9zr93QXKFBAPj4+SkhIcJuekJCgsLCwdL9m0KBB6t+/v+t5amqqTp48qfz588vhcHg0761KSkpSRESEDh06pKCgILvjeDVqaR1qaS3qaR1qaR1qaR1qaR1qaR1qaR1qaR1vqaUxRmfOnFF4ePh15/P6ptvPz0/Vq1fXwoUL1bp1a0l/NdELFy5Ur1690v0af39/+fv7u03Lmzevh5NaIygoKEsveN6EWlqHWlqLelqHWlqHWlqHWlqHWlqHWlqHWlrHG2oZHBx8w3m8vumWpP79+6tjx46qUaOGatasqZEjR+rcuXPq3Lmz3dEAAAAAAHewbNF0/+tf/9Lx48f16quvKj4+XlWqVNHcuXPTXFwNAAAAAIDMlC2abknq1avXNQ8nzw78/f01ePDgNIfF4+ZRS+tQS2tRT+tQS+tQS+tQS+tQS+tQS+tQS+tkt1p6/dXLAQAAAADIqpx2BwAAAAAAILui6QYAAAAAwENougEAAAAA8BCabgAZtmzZMh07dizN9EuXLmnZsmU2JPJu1BMAMu7gwYNKTk5OMz01NVUHDx60IREAK2Xnz0U03VnU5cuXNWXKFCUkJNgdxeuVLFlSnTt3TvOL+sSJEypZsqRNqbxTvXr1VLlyZa1atcpt+smTJ1W/fn2bUnkv6mkdHx8f1a9fXydPnnSbnpCQIB8fH5tSeSe2mdZhubRW8eLFVa1aNe3du9dt+vHjx1WiRAmbUnkflkvrUEtrZefPRTTdWVSOHDn01FNP6eLFi3ZH8Xr79+/X8uXLdf/99ys+Pt41/cqVKzpw4ICNybzTY489poYNG2rSpElu07kRwq2hntYwxig5OVk1atTQtm3b0owh49hmWofl0nply5ZVzZo1tXDhQrfp1DPjWC6tQy2tl10/F9F0Z2E1a9bUxo0b7Y7h9RwOh+bOnauiRYuqevXqWrt2rd2RvJbD4dCgQYP0+eefq1evXurfv79rI+hwOGxO532op3UcDof+97//6aGHHlJUVJR++OEHtzFkHNtM67BcWsvhcGj06NF6+eWX1bx5c40aNcptDBnDcmkdammtbP25yCDL+vrrr03JkiXNhx9+aFasWGE2bdrk9kDGOBwOk5CQYIwx5oUXXjA5c+Y0n3/+uYmPjzdOp9PmdN7l77Vcv369iYiIMDExMWbHjh3U8hZQT+v8vZaffPKJ8ff3N6+//ro5evQotbxJbDOtw3Jprb/X86effjLBwcGmW7du5uDBg9TzJrBcWodaWis7fy6i6c7CHA5HmofT6XT9i4xxOp2uFdgYYz7//HMTEBBgOnfuTB1v0t83hsYYc/ToUVOrVi1TpEgRankLqKd1/lnLRYsWmfz585tGjRpRy5vENtM6LJfW+mc9t23bZkqVKmUqVapEPW8Cy6V1qKW1svPnIg4vz8Li4uLSPPbt2+f6Fxlj/nEOyL///W8tWrRIP/30k02JvFfHjh2VM2dO1/OwsDAtXbpUDRs2VLFixWxM5p2op3UiIyPdLlpTv359rVq1SocOHbIxlXdim2kdlktrPfjgg/Lz83M9L1eunFavXq28efN6/fmemYnl0jrU0lrZ+XORw7CVwh0qISFBO3bs0IMPPmh3FAAecvHiRSUkJCgyMtLuKF6PbaZ1WC6RFbFcWoda4p9ourO4zz//XGPHjlVcXJxWrlypyMhIjRw5UiVKlFCrVq3sjoc7xObNmzM0X6VKlTycJHugngCQcUlJSRmaLygoyMNJAHjCnfC5iKY7CxszZoxeffVV9e3bV2+++aa2bt2qkiVLatKkSZo8ebIWL15sd8QsrWrVqhm60uH69eszIY13czqdcjgcaa4gaYxxTXc4HLpy5YqdMb0G9bROvnz5MrSe//MeqkiLbaZ1WC6tdXWbeS1sMzOG5dI61NJad8Lnohx2B8C1ffjhh/rss8/UunVrvf32267pNWrU0HPPPWdjMu/QunVr1/+NMRo2bJieeuophYSE2BfKS8XFxbn+b4xRhQoV9NNPP3HY1C2intYZOXKk6//GGPXs2VNDhw5VoUKF7AvlpdhmWofl0lp/38lgjFGzZs00btw4FSlSxMZU3ofl0jrU0lp3wuci9nRnYTlz5tSOHTsUGRmpPHnyaNOmTSpZsqR2796tSpUq6cKFC3ZH9Cp/ryFuD7W0FvW0DrW0DrW0DrW0FvW0BnW0DrW0VnasJ1cvz8JKlCihjRs3ppk+d+5clS1bNvMDAQAAAABuCoeXZ2H9+/dXbGysLl68KGOM1qxZo6+++krDhg3TuHHj7I4HAAAAALgBmu4srFu3bsqZM6defvllnT9/Xk888YTCw8P1wQcf6LHHHrM7Hu5wGbmACDKOegJAxrHNBLK37LaO03Rnce3bt1f79u11/vx5nT17lgs03IRRo0a5Pb98+bImTZqkAgUKuE3v06dPZsbySv+8qvGFCxf00EMPyc/Pz20+rmqcMdTTOv3793d7npKSojfffFPBwcFu0//73/9mZiyvxDbTOiyX1mrTpo3b84sXL+qpp55Srly53KbPmDEjM2N5HZZL61BLa90Jn4u4kBqyrRIlStxwHofDoX379mVCGu82ZMiQDM03ePBgDyfJHqinderXr3/DeRwOhxYtWpQJabwb20zrsFxaq3Pnzhmab+LEiR5O4t1YLq1DLa11J3wuounOwhISEvTcc89p4cKFOnbsmP75o/Lme9UBAAAAwJ2Aw8uzsE6dOungwYN65ZVXVLhw4Wx3bgMAAAAAZHfs6c7C8uTJo19++UVVqlSxO4pXunDhghYuXKgWLVpIkgYNGqTk5GTXuI+Pj15//XUFBATYFdFr7N27V2+++aYmTJggSSpWrJjOnj3rGvfx8dGvv/6qMmXK2BXRq1BP6yQmJuqrr75Sz549Jf11HYwLFy64xn18fPTZZ58pb968NiX0HmwzrcNyaa2jR4/qo48+0ptvvilJqlu3rs6fP+8a9/Hx0ffff68iRYrYFdErsFxah1pa6074XMR9urOwiIiINIeUI+MmT56sTz75xPX8o48+0ooVK7RhwwZt2LBBX3zxhcaMGWNjQu/x4YcfKjQ01PX81KlTGjRokEaMGKERI0bo3nvv1YgRI2xM6F2op3U+++wz/frrr67nP/74o5xOp4KDgxUcHKwtW7Zo5MiR9gX0ImwzrcNyaa3Ro0fr1KlTruebNm3S/fffr1atWqlVq1by8fFhm5kBLJfWoZbWuiM+FxlkWfPmzTONGzc2cXFxdkfxSnXr1jU//vij63nu3LnN3r17Xc8///xzU7t2bTuieZ0KFSqY1atXu57/s5ZLliwxpUuXtiOaV6Ke1qlZs6aZP3++6/k/azljxgxTpUoVO6J5HbaZ1mG5tFaVKlXMsmXLXM//Wc+5c+eacuXK2RHNq7BcWodaWutO+FzEOd1ZTL58+dzO3T537pxKlSqlwMBA+fr6us178uTJzI7nVfbs2aOKFSu6ngcEBMjp/L+DO2rWrKnY2Fg7onmd/fv3Kzw83PW8W7dubrfFKF68uP744w87onkl6mmdffv2uR1uVqZMGbdbjFSuXFm7d++2I5rXYZtpHZZLa+3fv9/t6vqNGjVyu11YmTJlFBcXZ0c0r8JyaR1qaa074XMRTXcWw6Eo1klMTHQ7H/H48eNu46mpqW7juDan06kjR46oaNGikpTmEJ+EhIQ0fxTCtVFP65w7d06nT59WRESEJOm3335LM56ammpHNK/DNtM6LJfWunTpko4fP+7aZv7zftynTp1y+wMR0sdyaR1qaa074XMRTXcW07FjR7sjZBtFixbV1q1br3nRhc2bN7tWblxf+fLltWDBAtWsWTPd8Xnz5qlChQqZnMp7UU/rlCxZUuvXr79mvX777bcM3X8abDOtxHJprTJlymjFihWqWrVquuO//PKL7r777kxO5X1YLq1DLa11R3wusvv4dlyb0+k0CQkJaaafOHHCOJ1OGxJ5lz59+phy5cqZCxcupBk7f/68KVeunOnTp48NybzPp59+agIDA82sWbPSjP34448mMDDQfPrppzYk807U0zovv/yyiYiIMPHx8WnGjh49aiIiIsxLL71kQzLvwzbTOiyX1ho+fLgJCQkxmzZtSjO2ceNGkz9/fjN8+HAbknkXlkvrUEtr3Qmfi7hlWBbmdDoVHx+vQoUKuU0/cuSISpUq5XZrAqSVkJCgKlWqyM/PT7169XL9FXznzp366KOPdPnyZW3YsMHtaom4tscff1xff/217rnnHteesJ07d2rnzp1q27atvvnmG5sTehfqaY0zZ86oVq1a+uOPP/Tkk0+6redffPGFihQpojVr1ihPnjw2J8362GZah+XSWpcuXVJ0dLRWrFihRo0auW0z58+fr6ioKC1cuNDrDz/1NJZL61BL62X3z0U03VnQqFGjJEn9+vXT66+/rty5c7vGrly5omXLlmn//v3asGGDXRG9RlxcnHr27Kn58+e7br/mcDjUqFEjjR49WiVLlrQ5oXeZNm2apk2bpl27dkmS7rrrLj3++ON67LHHbE7mnainNa7eWuSbb75RYmKiJClv3rx69NFH9dZbbykkJMTegF6EbaZ1WC6tlZKSov/+97/pbjP79esnf39/mxN6B5ZL61BL62Xnz0U03VnQ1XNADhw4oKJFi8rHx8c15ufnp+LFi2vo0KGqVauWXRG9zsmTJ7Vnzx5JUunSpdkQAtmQMcZ18a+CBQu63QkCN4dtpnVYLpEVsVxah1oiI2i6s7D69etrxowZunz5shwOhwoUKGB3JNzBrly5ogMHDqh48eJyOp1KTk7WDz/8oNTUVNWvX59DTm/D5cuXtXjxYh08eFDFixdXvXr13P7YBiB7mDRpkh5++GG3W+Eg465cueK2bVyzZo1SU1NVtWpV9nTfBmOMUlNT+b2DLCM7fi7i/gpZVGJiosqWLau77rpLYWFhCg0NVYECBdSrVy/XISy4vmPHjrk937hxozp27Kg6deqoXbt2WrJkiT3BvNDmzZsVERGhu+66S5UrV9ahQ4dUo0YNdenSRd27d1fZsmW1du1au2N6jd69e2vWrFmSpD/++EMVK1ZU06ZN9dJLLykmJkZVq1bV4cOHbU7pPX766Sd169ZNzz//vH7//Xe3sVOnTqlBgwY2JfMuFStW1Ouvv65Dhw7ZHSXb6tGjh44cOWJ3DK9z4MAB1ahRQ/7+/mratKmSkpLUqFEj1a5dW/fdd5/KlSvnOhwV13b58mW9/PLLevDBBzV48GBJ0rvvvqvcuXMrMDBQHTt2VEpKis0pvcOaNWt05coV1/NZs2bpwQcfVJEiRVSjRg1NmTLFxnTe5074XETTnQWdPHlStWrV0pQpU9S2bVu9//77ev/999WmTRtNmjRJUVFROnXqlN0xs7zChQu7Gu8VK1aoZs2aOnDggOrUqeP6hb1s2TKbU3qH559/XnXq1NGmTZvUsGFDxcTEqGzZsjp16pROnTql5s2b68UXX7Q7ptf49ttvVbx4cUnSs88+q6JFiyo+Pl7x8fE6duyYIiMj1bdvX1szeoupU6eqZcuWio+P18qVK1WtWjV9+eWXrvGUlBQtXbrUxoTeY9u2bfrggw9UokQJNWnSRP/73/90+fJlu2N5pZCQkHQfly9fVlRUlOs5MubZZ59V7ty59f333ysoKEjNmjXT5cuXdejQIR0+fFh33XWXBg4caHfMLG/IkCEaN26catSooenTp6tnz5768MMP9emnn+qzzz7TwoULNXLkSLtjeoWoqCj9+eefkqSZM2eqVatWKl68uF566SVVrVpVXbt21XfffWdzSu9xR3wusuGK6biBZ555xlSoUOGatyGoWLGi6du3rw3JvIvD4XDdcq1Ro0amS5cubuPPPPOMadCggR3RvE6+fPnM9u3bjTF/3TrIx8fHrF692jW+detWkz9/frvieZ2AgACzb98+Y4wxRYsWdaulMcZs2bLFFChQwI5oXqdKlSrmgw8+cD3/+uuvTa5cucy4ceOMMcbEx8dzi8UMcjgc5vDhw+a7774zDz30kMmRI4cpWLCgefbZZ13rPzImd+7cpnnz5mbSpEmux8SJE42Pj4958803XdOQMQULFjQbNmwwxhiTmJhoHA6H+eWXX1zj69atM6GhoTal8x4lS5Y0M2fONMYYs3v3buN0Os20adNc419//bWpUKGCXfG8yt8/Y9atW9e88MILbuNvvvmmqV27th3RvNKd8LmIPd1Z0Pfff6/33nsv3XNkw8LCNHz4cP56dpO2bt2q7t27u03r3r27Nm/ebFMi72KMUY4cOSQpzb+S5OPjo9TUVFuyeaO7775ba9askSTlyZNHSUlJbuNnzpyhnhm0e/duPfTQQ67njz76qGbOnKm+fftq7NixNibzTjly5FDr1q31448/6uDBg+rXr59+/PFHVahQQffdd58mTJhgd0SvsGHDBh07dkyLFi1S27Zt1bFjR3Xq1EkOh0OtW7dWx44d1bFjR7tjeo2LFy+6zoPPkyePfHx83G7FFBQUpPPnz9sVz2scOXJElStXlvTXBRL9/PxczyXp3nvv1YEDB+yK57V27dqldu3auU1r27atduzYYVMi73MnfC6i6c6Cjh49qvLly19zvEKFCoqPj8/ERN7rzJkzSkpKUkBAQJqLrAQEBPBLOoOqV6+ud955R4cPH9awYcNUokQJffTRR67xDz/8UBUqVLAxoXfp16+fnnvuOS1ZskSDBg1Snz59tHDhQh05ckSLFy/Wf/7zH7Vp08bumF4hKChICQkJbtPq16+vWbNmacCAAfrwww9tSuZ9/nnF3cKFC2vQoEHatWuXFi5cqFKlSqlPnz42pfMupUuX1ooVKxQWFqYqVapo+fLldkfyauXLl3f9wWfy5MnKnz+/pk2b5hr/6quvXPdJxrUFBwe7XReoWrVqbn+8SE5O5srbN2H79u3avHmzcubMmW5DyOk5GXdHfC6ye1c70goPD3c7bOqfli1bZgoXLpyJibyTw+EwTqfTOJ1O43A4zKeffuo2/sMPP5jSpUvblM67rFmzxuTPn984nU5TsGBBs3XrVlOrVi0TFhZmwsPDTc6cOc2CBQvsjulV3n//fRMYGGhy5sxp/Pz8XMuq0+k0rVu3NmfOnLE7oldo1aqVefXVV9MdW7x4scmVKxeHl2fQ3w+XvJbTp09nUprsY+HChaZYsWJm0KBBxtfX12zbts3uSF5n7ty5JiAgwPj5+ZmAgACzdOlSc/fdd5uaNWua2rVrGx8fH/P111/bHTPLq1+//nVPa/jmm29M9erVMzGR97r6GdPhcBiHw2FGjBjhNv7VV1+ZcuXK2RPOS2X3z0XcMiwL6tKli/bu3av58+fLz8/PbSw5OVkxMTEqWbIkh/ndwD8vnlS4cGG3v4R/8MEHSklJ0YABAzI7mlc6d+6cduzYoTJlyih37ty6ePGivvzyS124cEGNGjVSmTJl7I7odRITEzV//nzt27dPqampKly4sOrUqaO77rrL7mheY+nSpVqxYoUGDRqU7vjixYs1ZcoUTZw4MZOTeZ/OnTtr1KhRbnu+YI0///xT3bt31+LFi7Vq1Sq2l7dg//79WrdunapXr67ixYsrISFBH3/8sc6fP6/mzZurfv36dkfM8nbt2iVfX1+VKFEi3fGpU6cqR44cevTRRzM5mff552H4uXPnVv78+V3Pr169vEOHDpmay9tl589FNN1Z0B9//OG6NUZsbKzuueceGWP0+++/a/To0UpOTtZvv/2miIgIu6MCAAAAAK6DpjuLiouL09NPP62ff/5ZV39EDodDjRo10kcffaTSpUvbnBAAAAAAcCNcSC2LKlGihObMmaMTJ05o1apVWrVqlY4fP665c+fScFukY8eOatCggd0xsoWyZcvKx8fH7hjZBvVEVsQ20zrR0dEqWbKk3TGyDeppDepoHWpprezwuSjHjWeBnfLly6eaNWvaHSNbKlKkiJxO/u5khWHDhun06dN2x8g2qCeyIraZ1nn44Yd14sQJu2NkG9TTGtTROtTSWtnhcxGHlwMAAAAA4CH8yRoAAAAAAA+h6Ua2dvToUX3xxRf66aeflJKS4jZ27tw5DR061KZk2cvvv//OuUsWop4ZV7VqVVWrVi3No379+vrPf/6j33//3e6IXoVtpnU2bdqkN954Q6NHj05zmGlSUpK6dOliUzLvRD2tQR2tQy2t9dNPP6lbt256/vnntWPHDrexU6dOef01RTi8HNnW2rVr1bhxY6WmpurSpUsqUqSIvv/+e5UvX16SlJCQoPDwcF25csXmpN5v06ZNqlatGrW0CPXMuCFDhqQ7PTExUevXr9eqVau0aNEi1alTJ5OTeR+2mdb5+eef9dBDD+muu+7SmTNndO7cOX377beue0lTy5tDPa1BHa1DLa01depUdejQQU2aNNHp06f122+/ady4cWrfvr2k7FFPmm5kW40aNVJERITGjRunc+fOaeDAgfrmm280f/58Va1aNVuswJmlf//+1x0/fvy4pk6dSi0ziHpmnpdeekmrVq3SwoUL7Y6S5bHNtM59992n+vXr680335QxRu+++65ef/11ffvtt2rSpAm1vEnU0xrU0TrU0lpVq1ZV586d1adPH0nSN998oy5duuiDDz5Q165ds0U9abqRbYWEhGjVqlW6++67XdPefvttDR8+XPPmzVOxYsW8fgXOLD4+PqpSpYqCgoLSHT979qzWr19PLTOIemaebdu2qX79+jp27JjdUbI8tpnWCQ4O1vr161WqVCnXtKlTp6pHjx6aNm2a7r33Xmp5E6inNaijdailtXLnzq0tW7aoRIkSrmmLFy9Wy5Yt9e677+rhhx/2+npyyzBkaxcvXnR7/sILLyhHjhxq3LixJkyYYFMq71O6dGn169dP//73v9Md37hxo6pXr57JqbwX9cw8Pj4+Sk1NtTuG12CbaQ1/f38lJia6TXviiSfkdDr1r3/9S++//749wbwU9bQGdbQOtbRWUFCQEhIS3Jru+vXra9asWWrRooX++OMPG9NZg6Yb2VaFChW0YsUKVapUyW36c889p9TUVD3++OM2JfM+NWrU0Lp1667ZJDocDnHQTMZRz8wzY8YMlStXzu4YXoFtpnWqVKmixYsXp/nj2WOPPSZjjDp27GhTMu9EPa1BHa1DLa1Vs2ZNzZkzR7Vr13ab/uCDD2rmzJlq0aKFTcmsQ9ONbKtDhw5aunSpnnrqqTRjzz//vIwxGjt2rA3JvM/777+v5OTka45XrlyZvYk3gXpaZ9SoUelOP336tNatW6fZs2drzpw5mZzKO7HNtE7Pnj21bNmydMcef/xxGWP02WefZXIq70U9rUEdrUMtrdWvXz+tWLEi3bF69epp5syZmjJlSianshbndAMAvNbfD0X7u6CgIJUpU0b9+vVTVFRUJqcCAAD4PzTdAAAAAAB4iNPuAAAAAAAAZFc03QAAr7V+/XrFxcW5nn/++eeqU6eOIiIiVLduXU2bNs3GdAAAADTdAAAv1rlzZ+3du1eSNG7cOP3nP/9RjRo19NJLL+nee+9V9+7dudUVAACwFed0AwC8VmBgoH7//XdFRkaqWrVq6tmzp7p37+4anzp1qt58801t27bNxpQArHTixAn5+fkpKCjI7igALJaYmKg9e/bIz89PJUqUUJ48eeyOZAluGYZsq3///ulODw4O1t133602bdrI398/k1N5pzZt2qQ7/Wotu3XrpoIFC2ZyKu9FPa0TGBioEydOKDIyUocPH1bNmjXdxmvVquV2+DmujW2mdVjHrZeYmKiXXnpJX3/9tU6dOiVJKliwoDp37qxXXnlFgYGBNifM+lgurUMtrbd//37FxsZq3rx5urpPOEeOHGrTpo1Gjhyp0NBQSVJycrJX/i5iTzeyrfr166c7/epf0EJDQ7Vo0SIVK1Ysk5N5n86dO6c7PTExUZs2bVJiYqKWLVumChUqZHIy70Q9rfPkk0/K399f48aN06OPPqoyZcro9ddfd40PGzZMX331lTZv3mxjSu/ANtM6rOPWOnnypKKionT48GG1b99eZcuWlSRt375dU6dO1T333KNff/1Vmzdv1qpVq9SnTx+bE2dNLJfWoZbWOnTokO699175+vrq6aefdlvHx4wZoxw5cmjDhg1atmyZfv/9dw0cONDmxDePpht3pKSkJLVv31558uTR1KlT7Y7j1VJTU9W9e3cdO3ZMM2fOtDuO16OeN+fIkSOqU6eOihUrpho1amjMmDGqXr26ypYtq507d2rVqlX67rvv1KxZM7ujejW2mdZhHb95ffv21cKFC7VgwQLX3q6r4uPj1bhxY5UpU0Y///yzRo0apY4dO9qU1HuxXFqHWt68rl27as+ePZo3b54CAgLcxi5cuKAmTZooNTVVv/32m6ZNm6ZWrVrZlPTW0XTjjrVmzRo98sgjOnDggN1RvN6mTZvUtGlTHTlyxO4o2QL1vDmJiYl6++23NXPmTO3bt0+pqakqXLiw6tSpo379+qlGjRp2R8wW2GZah3X85hQvXlyffPKJYmJi0h2fO3eumjVrpsGDB2vw4MGZnC77YLm0DrW8OUWKFNHXX3+tunXrpju+bNky1atXT+PGjVOXLl0yOZ01OKcbd6wCBQro5MmTdsfIFnLlyqXz58/bHSPboJ43J2/evHr77bf19ttv2x0lW2ObaR3W8Ztz9OhRlS9f/prjFSpUkNPppOG+TSyX1qGWN+fEiRMqXrz4NcdLliypHDlyeG3DLXHLMNzBVq1apVKlStkdI1uYP3++7r77brtjZBvU89YlJycrOTnZ7hjZEttM67CO35wCBQpo//791xyPi4tToUKFMi9QNsVyaR1qeXMKFy6s7du3X3N869atCg8Pz8RE1mNPN7Kta1046fTp01q3bp3eeust/iqeQT/++GO606/Wcty4cRo3blwmp/Je1NNa8+fP14gRI7Ry5UolJSVJkoKCghQVFaX+/fsrOjra5oTegW2mdVjHrRUTE6OXXnpJ8+fPl5+fn9tYcnKyXnnlFTVp0sSmdN6D5dI61NJarVu31nPPPaeFCxemuer7sWPHNHDgQLVu3dqecBbhnG5kW06nUw6HQ+kt4gUKFFD//v01cOBAORwOG9J5F6cz/YNi8uTJozJlyqh///567LHHMjmV96Ke1pk8ebK6deumdu3aKSYmxnWRpYSEBP3888+aPn26xo8fryeffNLmpFkf20zrsI5b648//lCNGjXk7++v2NhY3XPPPTLG6Pfff9fo0aOVnJystWvXcmX9G2C5tA61tNapU6dUq1YtxcfH69///rfbOj516lSFhYVp1apVCgkJsTvqLaPpRrZ1rYv9BAUFKV++fJmcBoAn3H333XrmmWcUGxub7vjo0aM1YsQI7d69O5OTeR+2mcjK4uLi9PTTT+vnn392/WHI4XCoUaNG+uijj1S6dGmbEwK4HadOndKLL76or7/+WomJiZL+umbLo48+qjfffFP58+e3N+BtoukGAHitgIAAbdq0SWXKlEl3fOfOnapSpYouXLiQyckAeMKpU6dcf0QrXbq0V+/5ApCWMUbHjx+XJBUsWDDbHF1F041sLSUlRd9//71Wrlyp+Ph4SVJYWJjuu+8+tWrVKs25Ybi2EydOaMKECWlqGRUVpc6dO6c5BwfXRz2tUb16dTVs2FDDhw9Pd3zgwIFasGCB1q1bl8nJvBPbTOuwjiMrYrm0DrXEzaDpRra1Z88excTE6MiRI6pVq5bbuZ6rV69W0aJFNWfOHA5Jy4C1a9cqJiZGgYGBio6OdqvlwoULdf78ec2bN4/7IWcQ9bTOkiVL1KJFC5UsWTLdWu7bt0+zZ8/WAw88YHPSrI9tpnVYx63Vpk2bDM03Y8YMDyfxbiyX1qGW1qpatWqG9mivX78+E9J4Bk03sq1GjRopV65cmjJlioKCgtzGkpKS1KFDB124cEHz5s2zKaH3qF27tipXrqyxY8em2SgaY/TUU09p8+bNWrlypU0JvQv1tNb+/fs1ZswYrVq1Ks3ehqeeeuq69/7E/2GbaR3WcWt17tzZ7fnUqVP10EMPKU+ePG7TJ06cmJmxvA7LpXWopbWGDBni+r8xRsOGDdNTTz2V5vQRb76DBk03sq3AwECtWbNGFSpUSHd8y5YtqlWrls6fP5/JybxPzpw5tWHDBt1zzz3pju/YsUNVq1blvNkMop7IithmWod13LPy5MmjTZs2qWTJknZH8Sosl9ahlp6VHdfx9K93D2QDefPm1f79+685vn//fuXNmzfT8nizsLAwrVmz5prja9ascR1ahRujnta7fPmyNm3apHnz5mnevHnavHmzLl26ZHcsr8I20zqs48iKWC6tQy1xs3LYHQDwlG7duqlDhw565ZVX1LBhwzTn27zxxhvq3bu3zSm9w3PPPacePXpo3bp16dbys88+03vvvWdzSu9BPa2TmpqqV199VR9//LFOnz7tNhYcHKxevXppyJAh17ynKv4P20zrsI4jK2K5tA61xE0zQDb29ttvm8KFCxuHw2GcTqdxOp3G4XCYwoULm3feecfueF5l2rRpplatWiZHjhzG4XAYh8NhcuTIYWrVqmW+/vpru+N5HeppjQEDBpiCBQuasWPHmri4OHP+/Hlz/vx5ExcXZz755BNTqFAh8/zzz9sd02uwzbQO67jn5M6d2+zdu9fuGF6J5dI61NJzsuM6zjnduCPs27dPCQkJkv46JKhEiRI2J/Jely5d0okTJyRJBQoUkK+vr82JvBv1vD1hYWGaPHmyYmJi0h2fN2+eOnTo4Fr/kTFsM63DOn77fvzxR7fnjz/+uEaOHJnm8N2WLVtmZiyvxnJpHWp5+0aNGuX2fODAgRowYIAKFCjgNr1Pnz6ZGctSNN0AAK+VK1curVq1ShUrVkx3fPPmzbrvvvt09uzZTE4G/J/k5GRJkr+/v81JvFNGTg9xOBy6cuVKJqTJPlgurUMtb09G/rDrcDi0b9++TEjjGZzkhmxt+/btevrpp1W1alUVLlxYhQsXVtWqVfX0009r+/btdsfzGseOHXN7vnHjRnXs2FF16tRRu3bttGTJEnuCeSnqaZ169erpueeec+1l+LsTJ05o4MCBqlevXuYH81JsM60zf/58NWvWTPny5VNgYKACAwOVL18+NWvWTAsWLLA7nldJTU294YOGO2NYLq1DLa0TFxd3w4c3N9wSe7qRjc2ZM0etW7dWtWrVFBMT43aRi/nz52vdunX64YcfrnlYKv6Pj4+Pjh49qkKFCmnFihWqV6+e7rvvPtWsWVMbN27U4sWLtXDhQj3wwAN2R/UK1NM6hw4dUrNmzbRjxw5VrFjRbT3fsmWLypUrp1mzZikiIsLmpFkf20zrTJ48Wd26dVO7du3S1PLnn3/W9OnTNX78eD355JM2J8WdhOXSOtQSN4umG9lW5cqV1apVKw0dOjTd8ddee00zZszQ5s2bMzmZ93E6nYqPj1ehQoXUuHFjRUREaPz48a7xvn37asuWLVq4cKGNKb0H9bRWamqq5s2bp1WrVik+Pl7SX+chR0VFqXHjxly5PIPYZlrn7rvv1jPPPKPY2Nh0x0ePHq0RI0Zo9+7dmZzMe6WkpOj777/XypUr3dbz++67T61atZKfn5/NCbM+lkvrUEvrnThxQhMmTEizjkdFRalz584qWLCgzQlvD003sq2cOXNq48aNKlOmTLrjO3fuVJUqVXThwoVMTuZ9/t4khoeHa8aMGapdu7ZrfNu2bapXr56OHz9uY0rvQT2RFbHNtE5AQIA2bdpELS2yZ88excTE6MiRI6pVq5bbXsXVq1eraNGimjNnjkqXLm1z0qyN5dI61NJaa9euVUxMjAIDAxUdHZ3mFmznz5/XvHnzVKNGDZuT3jru041sq3jx4po9e/Y1N4izZ89WZGRkJqfyXmfOnFFAQIACAgLSXCgkICBA58+ftymZd6KenpGYmKhvv/1WBw8eVGRkpB555BEFBwfbHcsrsM20Tvny5TV+/HgNHz483fEJEyaoXLlymZzKe/Xs2VMVK1bUhg0bFBQU5DaWlJSkDh06KDY2VvPmzbMpoXdgubQOtbRW79699cgjj2js2LFyOBxuY8YYPfXUU+rdu7dWrlxpU8LbR9ONbGvo0KF64okntGTJknT/ajZ37lxNnTrV5pTe4+6775b018bvt99+U9WqVV1j27ZtU3h4uF3RvBL1tEabNm30xBNPqF27dq4jBBwOh0qWLKn9+/frlVde0aJFi1S2bFm7o2Z5bDOt8/7776tFixaaO3duurXct2+fZs+ebXNK77F8+XKtWbMmTcMtSUFBQXr99ddVq1YtG5J5F5ZL61BLa23atEmTJk1K03BLf121vF+/fm6fk7wRTTeyrUceeURFihTRqFGj9P7776c5P2TJkiWKioqyOaV3WLx4sdvzwoULuz2Pi4tTjx49MjOSV6Oe1lmyZIneeustSdKAAQPUuHFjTZw4UX5+frp06ZJ69uypvn37sgcsA9hmWqdevXraunWrxowZk+ZaA02bNtVTTz2l4sWL2xvSi+TNm1f79+9XhQoV0h3fv3+/8ubNm7mhvBDLpXWopbXCwsK0Zs0a3XPPPemOr1mzxvWHDW/FOd0AAK8VGBioLVu2qFSpUgoPD9fs2bPd/hq+a9cu1axZU4mJifaFBHBbXn31VX300Ud65ZVX1LBhwzR7Fd944w317t1br732mr1BAdySjz/+WM8++6z+85//pLuOf/bZZ3rvvff09NNP25z01rGnG8Atu3Tpknx9fe2OgTtYpUqVtGjRIpUqVUphYWE6cOCAW9N94MAB5cyZ08aEAG7X0KFDlStXLr377rt69tlnXYegGmMUFhamgQMH6vnnn7c5JcDnolsVGxurAgUKaMSIERo9erSuXLki6a9brFavXl2TJk3So48+anPK28N9VJCt/fTTT+rWrZuef/55/f77725jp06dUoMGDWxK5l2++eYbpaSkuJ5/9NFHioyMVEBAgAoUKHDNWwzh2kaPHq3o6Gg9+uijaW4NduLECZUsWdKmZN7llVde0QsvvKBJkyapT58+6tevn8aPH68VK1Zo4sSJ6tq1K/dJzaA1a9a4PuhI0qxZs/Tggw+qSJEiqlGjhqZMmWJjuuxl06ZN8vHxsTuGVxk4cKCOHDmiPXv26Ndff9Wvv/6qvXv36siRIzTcN4HfPdbgc5H1/vWvf2nVqlU6f/68Dh8+rMOHD+v8+fNatWqV1zfckiQDZFNffvml8fHxMc2bNzd169Y1AQEB5osvvnCNx8fHG6fTaWNC7+F0Ok1CQoIxxpgJEyaYgIAA8+qrr5rZs2ebN954w+TKlct89tlnNqf0Hh988IEJDAw0sbGx5t///rfx8/Mzb731lmucZfPmTJ8+3RQtWtQ4nU7jcDhcj4CAANO3b19z+fJluyN6hb+v5z/++KNxOp2mQ4cO5uOPPzbdunUzOXLkMDNmzLA5ZfawceNG43A47I6BOwy/e6zD5yLPunjxorl48aLdMSzFOd3ItqpWrarOnTurT58+kv76q2SXLl30wQcfqGvXrkpISFB4eLjbnh2k7+/3la5Vq5batWunAQMGuMbHjBmjzz77TOvXr7cxpfcoX768XnrpJT3xxBOSpBUrVqh169Z66qmnNHToUJbNW3DlyhWtX79e+/btU2pqqgoXLqzq1asrT548dkfzGn9fz++//37VrVtXw4YNc42/9dZbmjlzplffsiWztGnT5rrjp0+f1pIlS1jHb8L27dv10UcfaeXKlWku8terVy9uz5QB/O6xDp+LrDd//nyNGDFCK1euVFJSkqS/7k4QFRWl/v37Kzo62uaEt4emG9lW7ty5tWXLFpUoUcI1bfHixWrZsqXeffddPfzww/xyySCn06mEhAQVLFhQBQsW1IIFC1S5cmXX+N69e1W1alXXRhLXFxgYqO3bt7td2XTr1q2Kjo5W586d1bdvX5ZNZLq/f4gMDQ3VTz/9pOrVq7vGd+7cqdq1a+vUqVM2pvQOvr6+atSo0TWvtnvy5EnNmjWLdTyD5syZo9atW6tatWqKiYlxu8jS/PnztW7dOv3www+KiYmxOWnWxu8e6/C5yFqTJ09Wt27d1K5duzTr+M8//6zp06dr/PjxXn26GBdSQ7YVFBSkhIQEt6a7fv36mjVrllq0aKE//vjDxnTeZ+7cuQoODlZAQIDOnz/vNnbx4sV0762I9BUoUECHDh1y++BToUIFLVq0SA0aNNCRI0fsC4c72vbt2xUfH6+cOXMqNTU1zfjly5dtSOV9ypYtq7Zt26pr167pjm/cuFGzZs3K5FTe64UXXtDAgQPTPU/2tdde02uvvaYBAwbQdN8Av3usxeci67z55psaOXKkYmNj04x16tRJdevW1dChQ7266eZCasi2atasqTlz5qSZ/uCDD2rmzJkaOXJk5ofyYh07dlTr1q11+PBhLVq0yG1s1apVKlWqlE3JvE/dunU1Y8aMNNPLlSunhQsXprvcApmhYcOGqlKlig4ePKjly5e7jW3YsEHFihWzKZl3qV69+nUPK/X396eWN2HXrl1q3779Nccff/xx7d69OxMTeSd+91iLz0XWOXjw4HUPH2/YsKHX7yxjTzeyrX79+mnFihXpjtWrV08zZ87karwZlN4er78LDQ11O/cT1/fCCy9o3bp16Y6VL19eixYt0v/+979MToU7XVxcnNvz3Llzuz1PSUnRwIEDMzOS1xo7dux1D9EtW7Zsmnrj2ooXL67Zs2erTJky6Y7Pnj1bkZGRmZzK+/C7xzp8LrJW+fLlNX78eA0fPjzd8QkTJnj9dRs4pxsAAABZ1rfffqsnnnhCTZs2VXR0tNv5ngsXLtTcuXM1depUtW3b1uakAG7FkiVL1KJFC5UsWTLddXzfvn2aPXu2HnjgAZuT3jqabmRb69atc7sIEG7PsWPHtHXrVlWvXl3BwcFKSEjQ5MmTlZqaqhYtWqhChQp2R/Qq16tn8+bNVbFiRbsjerWEhAQlJydzCO9NYJtpHWppvRUrVmjUqFHpXr38mWeeUVRUlM0JvU9iYqK+/fZbHTx4UJGRkXrkkUcUHBxsdyyvRC1v3/79+zVmzBitWrUqzTr+1FNPuV2LwBvRdCPbcjqdKlmypLp06aJOnTopPDzc7khe6+pfIM+fP6/Q0FDNnTtXLVq0UM6cOeV0OrV//379+OOPaty4sd1RvQL1tM6ZM2fUs2dP/fLLL6pXr54+++wz9evXT2PGjJHD4VDdunU1c+ZMBQUF2R01y2ObaR1qiayoTZs2euKJJ9SuXTtt27ZN9erVk8PhUMmSJbV//345HA4tWrRIZcuWtTtqlkctcbO4kBqytQYNGuiDDz5QZGSkWrRooe+//55bYdyCV155RZ06dVJSUpKeffZZNW/eXK1atdKuXbu0Y8cO9e7dW0OGDLE7ptegntZ58cUXtW7dOj333HM6ePCgHn30US1btky//PKLFi9erBMnTuidd96xO6bXYJtpHWqJrGbJkiWuo9IGDBigxo0b648//tCqVat06NAhNW/eXH379rU3pJegltY6ceKE3RE8zwDZlMPhMAkJCebSpUtm+vTpplmzZsbHx8eEhoaa559/3uzcudPuiF4jKCjI7NmzxxhjzKVLl0yOHDnMhg0bXOO7du0ywcHB9oTzQtTTOhEREWbRokXGGGMOHz5sHA6HmTlzpmt81qxZpkyZMnbF8ypsM61DLa2VO3du06VLF7N8+XK7o3i1nDlzun73FC5c2Kxfv95tfOfOnfzuySBqaS2n02kaNGhgvvzyS3Px4kW743gEe7qR7eXIkUNt27bV7NmzdeDAAcXGxmr69OkqW7asV1+QITP5+fnp4sWLkv66gnFqaqrruSRduHBBvr6+dsXzOtTTOseOHVPp0qUlSeHh4cqZM6fuvvtu13iFChV06NAhu+J5JbaZ1qGW1jh37pxWr16tunXrqmzZsnr//fd1/Phxu2N5nUqVKrlubRUWFqYDBw64jR84cEA5c+a0I5rXoZbWMsbIz89PnTt3VuHChdW7d29t3LjR7ljWsrvrBzzF6XSahISEa44vWLDAPPHEE5mYyHu1atXKtGjRwvz666+mR48epkaNGqZ58+bm7Nmz5ty5c6Zdu3amSZMmdsf0GtTTOuHh4WbdunWu548//rjber9161aTL18+O6J5HbaZ1qGW1rp65MDGjRtNr169TEhIiPHz8zNt2rQxP/30k0lNTbU7oleYNWuWCQkJMRMnTjQTJ040xYsXN+PGjTPLly83EyZMMBEREWbAgAF2x/QK1NJaV9fx48ePm/fee8+UK1fOOJ1OU61aNTN69Ghz+vRpuyPeNppuZFtXV2Dcvl27dpm77rrLOBwOU7ZsWfPHH3+Yli1bmhw5cpgcOXKYggULujU+uD7qaZ0mTZqYsWPHXnN84sSJ5r777svERN6LbaZ1qKW1/lnPixcvmqlTp5qGDRsap9NpihYtal555RUbE3qP6dOnm6JFixqn02kcDofrERAQYPr27WsuX75sd0SvQS2tk942c8WKFaZLly4mT548JjAw0Dz55JM2pbMGVy9HtrV06VLVqVNHOXLksDtKtvHnn38qf/78rucLFy7UhQsXFBUV5TYdGUM9b9/JkyfldDqVN2/edMfnzJmjnDlzql69epmayxuxzbQOtbSWj4+Pjh49qkKFCqUZ279/v8aPH6/Jkyfr4MGDNqTzPleuXNH69eu1b98+paamqnDhwqpevbry5MljdzSvQy2tcb11/Ny5c5o2bZomTJig5cuX25DOGjTdAAAAyLKcTqfi4+PT/UB+lTFGDocjE1MBsEpG1nFvx59gAQBeafPmzapQoYKcTqc2b9583XkrVaqUSakAWG3w4MHKnTv3deeh4Qa818SJExUcHGx3DI9iTzcAwCv9/S/jTqdTDodDf/+VdvW5w+Hg/sgAAMA27OkGAHiluLg4FSxY0PV/ANnTunXrVL16dbtjAMgkiYmJ+vbbb3Xw4EFFRkbqkUce8fo94ezpBgAAQJbldDpVsmRJdenSRZ06dVJ4eLjdkQBYqE2bNnriiSfUrl07bdu2TfXq1ZPD4VDJkiW1f/9+ORwOLVq0SGXLlrU76i1z2h0AyGyXLl2yO4LXOXHihN0R7ggsm7AT67nnJSQkcIXtW9SgQQN98MEHioyMVIsWLfT9999z2ohF+N1z89heWmvJkiWqUKGCJGnAgAFq3Lix/vjjD61atUqHDh1S8+bN1bdvX3tD3iaabmRb33zzjVJSUlzPP/roI0VGRiogIEAFChTQ0KFDbUznXUJDQ9WwYUNNnTpVycnJdsfxeiybyIpYz61z5swZ/fvf/1ZkZKQ6duyolJQUxcbGqnDhwipRooQefPBBJSUl2R3Tq7zxxhs6fPiwpk2bJmOM2rVrpyJFimjgwIHatWuX3fG8Ar97rMP20loXL16Ur6+vJGnjxo167rnn5OfnJ0ny9fXV888/r9WrV9sZ8bbRdCPbevzxx5WYmCjpr6siDhgwQJ06ddLMmTPVr18/DR8+XOPGjbM3pJcwxsjPz0+dO3dW4cKF1bt3b23cuNHuWF6LZRNZEeu5dV588UWtW7dOzz33nA4ePKhHH31Uy5Yt0y+//KLFixfrxIkTeuedd+yO6XVy5Mihtm3bavbs2Tpw4IBiY2M1ffp0lS1bVg888IDd8bI8fvdYh+2ltSpVqqRFixZJksLCwnTgwAG38QMHDihnzpx2RLOOAbIph8NhEhISjDHG1KxZ0wwfPtxtfPTo0aZq1ap2RPM6V2t5/Phx895775ly5coZp9NpqlWrZkaPHm1Onz5td0SvwrKJrIj13DoRERFm0aJFxhhjDh8+bBwOh5k5c6ZrfNasWaZMmTJ2xfM6TqfTtc1Mz4IFC8wTTzyRiYm8E797rMP20lqzZs0yISEhZuLEiWbixImmePHiZty4cWb58uVmwoQJJiIiwgwYMMDumLeFphvZlsPhMMeOHTPGGFOgQAGzceNGt/E9e/aYPHny2BHN6/z9F/VVK1asMF26dDF58uQxgYGB5sknn7Qpnfdh2fSMU6dOmc8++8y88MIL5s8//zTGGLNu3Trzxx9/2JzMO7CeW8ff398cPHjQ9TwwMNDs3LnT9Xz//v0mMDDQjmheKb1lEzeP3z3WYXtpvenTp5uiRYsap9NpHA6H6xEQEGD69u1rLl++bHfE28Itw5CtzZ07V8HBwQoICND58+fdxi5evCiHw2FTMu+SXp2ioqIUFRWlUaNGadq0aZowYYINybwXy6a1Nm/erOjoaAUHB2v//v3q3r27QkJCNGPGDB08eFBTpkyxO2KWx3punfz58+v48eOKiIiQJLVq1Up58+Z1jZ89e1b+/v42pfM+ixcvVkhIiN0xsgV+91iD7aX12rZtq9atW2v9+vXat2+fUlNTVbhwYVWvXl158uSxO95to+lGttaxY0fX/xctWqSoqCjX81WrVqlUqVJ2xPI65jp3FsyVK5e6du2qrl27ZmIi78eyaa3+/furU6dOGj58uNsv52bNmumJJ56wMZn3YD23TqVKlbR27VpVq1ZNkjR16lS38bVr13r1rW8y24MPPmh3hGyD3z3WYHvpGT4+Prr33nt177332h3FcjTdyLZSU1OvOx4aGqphw4ZlUhrvNnHiRAUHB9sdI9tg2bTe2rVr9cknn6SZXqRIEcXHx9uQyPuwnlvnyy+/lNN57WvVhoaG6s0338zERAC/e6zE9hI3y2Gu96caAAC8QKFChTRv3jxVrVpVefLk0aZNm1SyZEnNnz9fXbp00aFDh+yOCAAA7lDs6Ua2tHnzZlWoUEFOp1ObN2++7ryVKlXKpFTeiVpai3p6RsuWLTV06FB98803kv463+7gwYMaOHCg2rZta3O6rI/l0jrUElkRy6V1qCVuBXu6kS05nU7Fx8erUKFCcjqdcjgcbuffXH3ucDh05coVG5NmfdTSWtTTM06fPq127drpt99+05kzZxQeHq74+HhFRUXpp59+Uq5cueyOmKWxXFqHWiIrYrm0DrXErWBPN7KluLg4FSxY0PV/3DpqaS3q6RnBwcGaP3++li9frk2bNuns2bOqVq2aoqOj7Y7mFVgurUMtrXfixAkVKFDA7hhejeXSOtTSenfCOs6ebgCAV7t06ZJy5sypjRs3qkKFCnbHAWAxHx8f1atXT127dlXbtm253RqQzdwJ6/i1L60JAIAX8PX1VbFixTiMD8imjDHy8/NT586dVbhwYfXu3VsbN260OxYAi9wJ6zh7ugEAXm/8+PGaMWOGPv/8c4WEhNgdB4CFrp5D63Q6NXnyZE2YMEE7duxQlSpV1K1bN7Vv315BQUF2xwRwi+6EdZymGwDg9apWrao9e/bo0qVLioyMTHPhtPXr19uUDMDt+vuFq65auXKlxo0bp2+//VZXrlxR27ZtNWXKFBtTArhVd8I6TtMNAPB6Q4YMue744MGDMykJAKv5+Pjo6NGjbh/Irzp37pymTZumCRMmaPny5TakA3C77oR1nKYbd4TExERNnz5de/fu1YABAxQSEqL169crNDRURYoUsTueV6GW1qKeyIpYLq1DLW9fenvBcHtYLq1DLW/fnbCOc8swZHubN29WdHS0goODtX//fnXv3l0hISGaMWOGDh486NWHqmQ2amkt6mm9devW6ffff5cklS9fXlWrVrU5kfdhubQOtbTGxIkTFRwcbHeMbIPl0jrU0hp3wjrO1cuR7fXv31+dOnXS7t27FRAQ4JrerFkzLVu2zMZk3odaWot6WufYsWNq0KCB7r33XvXp00d9+vRR9erV1bBhQx0/ftzueF6F5dI61NIaHTt2zJa3ELILy6V1qKU17oR1nD3dyPbWrl2rTz75JM30IkWKKD4+3oZE3otaWot6Wqd37946c+aMtm3bprJly0qStm/fro4dO6pPnz766quvbE7oPVgurUMtb9/mzZtVoUIFOZ1Obd68+brzVqpUKZNSeTeWS+tQy9t3p6zjNN3I9vz9/ZWUlJRm+q5du1SwYEEbEnkvamkt6mmduXPnasGCBa6GW5LKlSunjz/+WI0bN7YxmfdhubQOtbx9VapUcZ3rWaVKFTkcDv39ckRXnzscDl25csXGpN6D5dI61PL23SnrOIeXI9tr2bKlhg4dqkuXLkn6a+U9ePCgBg4cqLZt29qczrtQS2tRT+ukpqbK19c3zXRfX1+lpqbakMh7sVxah1revri4OFfzEhcXp3379ikuLs71uPp83759Nif1HiyX1qGWt+9OWce5ejmyvdOnT6tdu3b67bffdObMGYWHhys+Pl5RUVH66aef0tzPF9dGLa1FPa3TqlUrJSYm6quvvlJ4eLgk6fDhw2rfvr3y5cun7777zuaE3oPl0jrUElkRy6V1qCUyiqYbd4zly5dr06ZNOnv2rKpVq6bo6Gi7I3ktamkt6nn7Dh06pJYtW2rbtm2KiIhwTatQoYJ+/PFHFS1a1OaE3ofl0jrUElkRy6V1qCVuhKYb2dqlS5eUM2dObdy4URUqVLA7jlejltaintYzxmjBggXasWOHJKls2bJ88LlJLJfWoZbIilgurUMtcTO4kBqyNV9fXxUrVsyrL7yQVVBLa1FP6zkcDjVq1EiNGjWyO4rXYrm0DrVEVsRyaR1qiZvBhdSQ7b300kt68cUXdfLkSbujeD1qaS3qefsWLVqkcuXKpXv12NOnT6t8+fL65ZdfbEjmvVgurUMtkRWxXFqHWiKjOLwc2V7VqlW1Z88eXbp0SZGRkWkuarF+/Xqbknkfamkt6nn7WrZsqfr166tfv37pjo8aNUqLFy/mQmo3geXSOtTSeomJiZo+fbr27t2rAQMGKCQkROvXr1doaKiKFClidzyvwHJpHWppvey6jnN4ObK91q1b2x0h26CW1qKet2/Tpk165513rjneuHFjvffee5mYyPuxXFqHWlpr8+bNio6OVnBwsPbv36/u3bsrJCREM2bM0MGDBzVlyhS7I3oFlkvrUEtrZed1nD3dAACvFRAQoK1bt6p06dLpju/Zs0cVK1bUhQsXMjkZAKtFR0erWrVqGj58uPLkyaNNmzapZMmSWrFihZ544gnt37/f7ogAbkN2XsfZ0407xrp16/T7779LksqXL6+qVavanMh7UUtrUc9bV6RIkes23Zs3b1bhwoUzOVX2wHJpHWppjbVr1+qTTz5JM71IkSKKj4+3IZF3Y7m0DrW0RnZex2m6ke0dO3ZMjz32mJYsWaK8efNK+ut8kfr162vatGkqWLCgvQG9CLW0FvW8fc2aNdMrr7yiJk2aKCAgwG3swoULGjx4sFq0aGFTOu/Ecmkdamktf3//dC+auGvXLmp5E1gurUMtrZWd13GuXo5sr3fv3jpz5oy2bdumkydP6uTJk9q6dauSkpLUp08fu+N5FWppLep5+15++WWdPHlSd999t4YPH64ffvhBP/zwg9555x2VKVNGJ0+e1EsvvWR3TK/Ccmkdammtli1baujQobp06ZKkv24TePDgQQ0cOFBt27a1OZ33YLm0DrW0VrZexw2QzQUFBZk1a9akmb569WoTHByc+YG8GLW0FvW0xv79+03Tpk2N0+k0DofDOBwO43Q6TdOmTc2+ffvsjud1WC6tQy2tlZiYaKKjo03evHmNj4+PiYiIML6+vuaBBx4wZ8+etTue12C5tA61tFZ2Xsc5vBzZXmpqqnx9fdNM9/X1VWpqqg2JvBe1tBb1tEZkZKR++uknnTp1Snv27JExRnfddZfy5ctndzSvxHJpHWppreDgYM2fP1/Lly/Xpk2bdPbsWVWrVk3R0dF2R/MqLJfWoZbWys7rOFcvR7bXqlUrJSYm6quvvlJ4eLgk6fDhw2rfvr3y5cvH/XtvArW0FvVEVsRyaR1qaZ1Ll/5fe3cfWmX9/3H8dW2eUtTmLbLMth3v2jwtt2ygQTJKS7A5lUAykUr/yVlYQSht5cwgQxFNNFHTBWpkE6aJ4s4UFqUOzclsx5t0VIeamk6znK6z6/dHtK9L+7Xyc+0613WeDxDadR3k5Yv3h/bhujkt6tatm44ePapQKOR2HE9jLs2hS3P8vsZ5phu+98EHH+jKlStKT0/X4MGDNXjwYGVkZOjKlStauXKl2/E8hS7Nok/EI+bSHLo0JxAI6P7771csFnM7iucxl+bQpTl+X+Nc6UZCsG1blZWVikQikqTMzExf3KriBro0iz4Rj5hLc+jSnPXr16u8vFwff/yx+vTp43YcT2MuzaFLc/y8xtl0AwAAIO7l5OTo9OnTamlpUVpamrp3797u/JEjR1xKBsAEP69xbi+Hb1VVVSkrK+u23/d3+fJljRgxQtXV1S4k8x66NIs+EY+YS3Po0hmFhYV6/fXXNX/+fD377LOaNGlSuz/4/zGX5tClM/y8xrnSDd8qKChQfn6+5s2bd9vzK1as0L59+3jJRQfQpVn0aUZFRUWHP1tQUOBgEn9gLs2hS8Qj5tIcusS/xaYbvpWWlqbdu3crMzPztucjkYjGjx+v7777rpOTeQ9dmkWfZiQldexmLcuyfPtiFpOYS3Po0lmHDx9WfX29JGnEiBHKyclxOZE3MJfm0KWz/LjG+Z5u+FZjY+NtvzvxT126dNH58+c7MZF30aVZ9GkG34FqFnNpDl0649y5c5o2bZr279+vXr16SZKampqUn5+vrVu3qn///u4GjHPMpTl06Qw/r3Ge6YZvDRw4UHV1dX97/tixY0pNTe3ERN5Fl2bRp7Oam5vdjuBJzKU5dOmMuXPn6pdfftHx48d18eJFXbx4UXV1dbpy5Ypefvllt+PFPebSHLp0hq/XuA34VFFRkR0Khexr167dcu63336zQ6GQPXfuXBeSeQ9dmkWf5v3+++92aWmpfe+999rJycn2t99+a9u2bb/55pv2unXrXE7nDcylOXTpjHvuucc+dOjQLccPHjxop6SkdH4gj2EuzaFLZ/h5jfNMN3yrsbFRubm5Sk5OVlFRkYYPHy7pj+dsVq1apVgspiNHjmjAgAEuJ41/dGkWfZpXWlqqTZs2qbS0VLNnz1ZdXZ2CwaA++eQTLV++XF999ZXbEeMec2kOXTqjZ8+eqq6u1siRI9sd//rrrzV27Njbvkka/8NcmkOXzvD1Gnd71w84qaGhwZ4wYYKdlJRkW5ZlW5ZlJyUl2RMmTLDPnDnjdjxPoUuz6NOswYMH25WVlbZt23aPHj3arnTX19fbvXr1cjOapzCX5tCleQUFBfZjjz1mR6PRtmM//PCDPXbsWLuwsNDFZN7BXJpDl+b5eY1zpRsJ4dKlSzp9+rRs29bQoUPVu3dvtyN5Fl2aRZ9mdOvWTZFIRGlpaerZs6dqa2sVDAb1zTffKC8vT1evXnU7oqcwl+bQpTnff/+9CgoKdPz4cQ0aNKjtWCgUUkVFhe677z6XE3oHc2kOXZrj5zXOphsA4HkPP/yw5s2bp+eee67dpru0tFR79+5VdXW12xEBGGDbtiorKxWJRCRJmZmZeuKJJ1xOBcAUv65xvjIMAOB5JSUlmjlzpqLRqFpbW1VeXq4TJ06orKxMO3fudDseAEMsy9K4ceM0btw4t6MAcIBf1zhfGQYA8LxJkyZpx44dqqysVPfu3VVSUqL6+nrt2LHDd//jBhJNVVWVsrKybvsSpcuXL2vEiBHczQJ4WCKscW4vBwAAQNwqKChQfn6+5s2bd9vzK1as0L59+7R9+/ZOTgbAhERY41zpBgB4XjAY1M8//3zL8aamJgWDQRcSATCltrZWTz311N+eHz9+vA4fPtyJiQCYlAhrnGe64UsVFRUd/mxBQYGDSbyPLs2iT2c0NDQoFovdcvz69euKRqMuJPIW5tIcujSvsbFRgUDgb8936dJF58+f78RE3sNcmkOX5iXCGmfTDV8qLCzs0Ocsy7rtL+r4H7o0iz7NuvmXnz179iglJaXt51gspnA4rPT0dBeSeQtzaQ5dmjdw4EDV1dVpyJAhtz1/7NgxpaamdnIqb2EuzaFL8xJhjfNMNwDAs5KS/nhKyrIs/fV/Z4FAQOnp6Vq6dKkmTpzoRjwABsydO1f79+9XTU2Nunbt2u7ctWvXlJeXp/z8fK1YscKlhADuRCKscTbdSCjNzc23LGb8N3RpFn3emYyMDNXU1Khfv35uR/EV5tIcuvzvGhsblZubq+TkZBUVFWn48OGSpEgkolWrVikWi+nIkSMaMGCAy0m9h7k0hy7/u0RY47xIDb4Xi8W0aNEiDRw4UD169NCZM2ckScXFxVq/fr3L6byFLs2iT3POnj3LhtsQ5tIcujRjwIAB+vLLLxUKhTR//nxNnjxZkydP1oIFCxQKhfTFF194+pfxzsZcmkOXZiTCGmfTDd9bvHixNm7cqCVLluiuu+5qOx4KhbRu3ToXk3kPXZpFn2aFw2EtWLBAs2bN0gsvvNDuDzqOuTSHLs1JS0vTrl27dOHCBR08eFAHDhzQhQsXtGvXLmVkZLgdz1OYS3Po0hy/r3E23fC9srIyrV27VtOnT1dycnLb8YceekiRSMTFZN5Dl2bRpzkLFy7U+PHjFQ6HdeHCBV26dKndH3Qcc2kOXZrXu3dvPfLII8rLy1Pv3r3djuNJzKU5dGmeX9c4by+H70Wj0du+DbG1tVUtLS0uJPIuujSLPs1Zs2aNNm7cqBkzZrgdxfOYS3PoEvGIuTSHLtFRXOmG72VlZam6uvqW49u2bVNOTo4LibyLLs2iT3Nu3LihMWPGuB3DF5hLc+gS8Yi5NIcu0VFc6YbvlZSUaObMmYpGo2ptbVV5eblOnDihsrIy7dy50+14nkKXZtGnObNmzdLmzZtVXFzsdhTPYy7NoUvEI+bSHLpER/GVYUgI1dXVKi0tVW1tra5evarc3FyVlJRo/PjxbkfzHLo0iz7NeOWVV1RWVqbs7GxlZ2crEAi0O79s2TKXknkTc2kOXSIeMZfm0CU6gk03AMDz8vPz//acZVmqqqrqxDQATKmoqOjwZwsKChxMAsAJibLG2XTD94LBoGpqatS3b992x5uampSbm9v2nYr4Z3RpFn0iHjGX5tDlnUtK6tjrhyzLUiwWcziNPzCX5tDlnUuUNc4z3fC9hoaG2y7S69evKxqNupDIu+jSLPpEPGIuzaHLO9fa2up2BN9hLs2hyzuXKGucTTd86+bbVfbs2aOUlJS2n2OxmMLhsNLT011I5j10aRZ9mjNlypQOfa68vNzhJN7HXJpDl85rbm5W165d3Y7hKcylOXTpPL+tcW4vh2/9ebuKZVn665gHAgGlp6dr6dKlmjhxohvxPIUuzaJPc55//vkOfe6jjz5yOIn3MZfm0KUzYrGY3n33Xa1Zs0aNjY06efKkgsGgiouLlZ6erhdffNHtiHGNuTSHLp3h5zXOlW741p+3q2RkZKimpkb9+vVzOZF30aVZ9GkOm2lzmEtz6NIZixcv1qZNm7RkyRLNnj277XgoFNLy5cs9/Qt5Z2AuzaFLZ/h5jXOlGwAAAHFvyJAh+vDDD/X444+rZ8+eqq2tVTAYVCQS0ejRo3Xp0iW3IwK4A35e41zpRkIIh8MKh8M6d+7cLS9s2LBhg0upvIkuzaJPxCPm0hy6NCcajWrIkCG3HG9tbVVLS4sLibyLuTSHLs3x8xpn0w3fW7hwoUpLSzVq1CilpqbKsiy3I3kWXZpFn4hHzKU5dGlWVlaWqqurlZaW1u74tm3blJOT41Iq72EuzaFLs/y8xtl0w/fWrFmjjRs3asaMGW5H8Ty6NIs+EY+YS3Po0qySkhLNnDlT0WhUra2tKi8v14kTJ1RWVqadO3e6Hc8zmEtz6NIsP6/xjn0bOeBhN27c0JgxY9yO4Qt0aRZ9Ih4xl+bQpVmTJk3Sjh07VFlZqe7du6ukpET19fXasWOHxo0b53Y8z2AuzaFLs/y8xnmRGnzvjTfeUI8ePVRcXOx2FM+jS7PoE/GIuTSHLhGPmEtz6BIdxe3l8L3m5matXbtWlZWVys7OViAQaHd+2bJlLiXzHro0iz4Rj5hLc+jSrGAwqJqaGvXt27fd8aamJuXm5urMmTMuJfMW5tIcujTLz2ucTTd879ixYxo5cqQkqa6urt05Xnjx79ClWfSJeMRcmkOXZjU0NCgWi91y/Pr164pGoy4k8ibm0hy6NMvPa5zbywEAABC3KioqJEmFhYXatGmTUlJS2s7FYjGFw2Ht3btXJ06ccCsigDuQCGucTTcAAADiVlLSH+/9tSxLf/21NRAIKD09XUuXLtXEiRPdiAfgDiXCGmfTDd+aMmVKhz5XXl7ucBLvo0uz6BPxiLk0hy6dkZGRoZqaGvXr18/tKJ7EXJpDl87w8xrnmW741s23puDO0KVZ9Il4xFyaQ5fOOHv2rNsRPI25NIcuneHnNc6VbgAAAHhCOBxWOBzWuXPn1Nra2u7chg0bXEoFwBS/rnGudAMAACDuLVy4UKWlpRo1apRSU1N5OzTgM35e41zpBgAAQNxLTU3VkiVLNGPGDLejAHCAn9d4ktsBAAAAgH9y48YNjRkzxu0YABzi5zXOphsAAABxb9asWdq8ebPbMQA4xM9rnGe6AQAAEPeam5u1du1aVVZWKjs7W4FAoN35ZcuWuZQMgAl+XuM80w0AAIC4l5+f/7fnLMtSVVVVJ6YBYJqf1zibbgAAAAAAHMIz3QAAAAAAOIRnugEAABC3pkyZ0qHPlZeXO5wEgBMSYY2z6QYAAEDcSklJcTsCAAclwhrnmW4AAAAAABzCM90AAAAAADiETTcAAAAAAA5h0w0AAAAAgEPYdAMAAAAA4BA23QAAAAAAOIRNNwAAAAAADmHTDQBAAvrpp580d+5cBYNB3X333Ro0aJCefvpphcNht6MBAOArXdwOAAAAOldDQ4MeffRR9erVS++//74efPBBtbS0aM+ePZozZ44ikYjbEQEA8A2udAMAkGBeeuklWZalQ4cOaerUqRo2bJhGjBihV199VQcOHJAkWZal1atXa8KECerWrZuCwaC2bdvW9nfs379flmWpqamp7djRo0dlWZYaGho6+V8EAED8YtMNAEACuXjxonbv3q05c+aoe/fut5zv1atX238XFxdr6tSpqq2t1fTp0zVt2jTV19d3YloAALyPTTcAAAnk9OnTsm1bDzzwwD9+9plnntGsWbM0bNgwLVq0SKNGjdLKlSs7ISUAAP7BphsAgARi23aHPzt69OhbfuZKNwAA/w6bbgAAEsjQoUNlWdYdvywtKemPXyFu3sS3tLTc0d8JAIAfsekGACCB9OnTR08++aRWrVqlX3/99ZbzN78Y7c+Xqt38c2ZmpiSpf//+kqQff/yx7fzRo0fNBwYAwOPYdAMAkGBWrVqlWCymvLw8ffbZZzp16pTq6+u1YsWKdreUf/rpp9qwYYNOnjypt956S4cOHVJRUZEkaciQIRo0aJDefvttnTp1Sp9//rmWLl3q1j8JAIC4xaYbAIAEEwwGdeTIEeXn5+u1115TKBTSuHHjFA6HtXr16rbPLVy4UFu3blV2drbKysq0ZcsWZWVlSZICgYC2bNmiSCSi7Oxsvffee3rnnXfc+icBABC3LPvfvFEFAAAkBMuytH37dhUWFrodBQAAT+NKNwAAAAAADmHTDQAAAACAQ7q4HQAAAMQfnj4DAMAMrnQDAAAAAOAQNt0AAAAAADiETTcAAAAAAA5h0w0AAAAAgEPYdAMAAAAA4BA23QAAAAAAOIRNNwAAAAAADmHTDQAAAACAQ9h0AwAAAADgkP8D33GSYngZ1AEAAAAASUVORK5CYII=",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.countplot(data=df, x=column, palette='Set2')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def univariate_analysis(df, threshold=10):\n",
" \"\"\"\n",
" Perform univariate analysis on all columns of the dataframe.\n",
"\n",
" Parameters:\n",
" - df: DataFrame\n",
" - threshold: int, threshold number of categories for which detailed analysis is performed\n",
" \"\"\"\n",
" for column in df.columns:\n",
" plt.figure(figsize=(10, 6))\n",
" unique_values = df[column].nunique()\n",
" if df[column].dtype == 'object':\n",
" # For object type columns (categorical)\n",
" if unique_values <= threshold:\n",
" plt.subplot(1, 2, 1)\n",
" sns.countplot(data=df, x=column, palette='Set2')\n",
" plt.xticks(rotation=90)\n",
" plt.title(f'Countplot of {column}')\n",
"\n",
" plt.subplot(1, 2, 2)\n",
" df[column].value_counts().plot(kind='pie', autopct='%1.1f%%', colors=sns.color_palette('Pastel1'))\n",
" plt.title(f'Distribution of {column}')\n",
" plt.axis('equal')\n",
" else:\n",
" # Aggregate less frequent categories into \"Other\"\n",
" top_categories = df[column].value_counts().index[:threshold]\n",
" df[column] = df[column].apply(lambda x: x if x in top_categories else 'Other')\n",
" sns.countplot(data=df, x=column, palette='Set2')\n",
" plt.xticks(rotation=90)\n",
" plt.title(f'Countplot of {column} (Top {threshold} categories)')\n",
" elif df[column].dtype in ['int64', 'float64']:\n",
" # For numerical type columns\n",
" sns.histplot(data=df, x=column, kde=True, color='skyblue')\n",
" plt.title(f'Histogram of {column}')\n",
" \n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"# Reset the index of the DataFrame\n",
"df.reset_index(drop=True, inplace=True)\n",
"# Call the function with your DataFrame\n",
"univariate_analysis(df)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"def bivariate_analysis(df, x_column, y_column):\n",
" \"\"\"\n",
" Perform bivariate analysis between two columns of the dataframe using different charts from Seaborn.\n",
"\n",
" Parameters:\n",
" - df: DataFrame\n",
" - x_column: str, name of the first column\n",
" - y_column: str, name of the second column\n",
" \"\"\"\n",
" # Create an increasing color palette\n",
" num_categories = len(df[x_column].unique())\n",
" color_palette = sns.color_palette(\"viridis\", num_categories)\n",
"\n",
" plt.figure(figsize=(20, 7))\n",
"\n",
" # Box plot\n",
" plt.subplot(1, 3, 1)\n",
" if df[x_column].dtype == 'object':\n",
" sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
" plt.xticks(rotation=90)\n",
" plt.title(f'Bivariate Boxplot between {x_column} and {y_column}')\n",
"\n",
" # Bar plot\n",
" plt.subplot(1, 3, 2)\n",
" if df[x_column].dtype == 'object':\n",
" sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
" plt.xticks(rotation=90)\n",
" plt.title(f'Bivariate Barplot between {x_column} and {y_column}')\n",
"\n",
" # Point plot\n",
" plt.subplot(1, 3, 3)\n",
" if df[x_column].dtype == 'object':\n",
" sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
" plt.xticks(rotation=90)\n",
" plt.title(f'Bivariate Pointplot between {x_column} and {y_column}')\n",
"\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"# Example usage:\n",
"# bivariate_analysis(df, 'Categorical_Column', 'Numeric_Column')\n"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
]
},
{
"data": {
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tBxn52ZY//PCDtm/frm7duikgIEDHjx/XnDlz1KpVKx04cCDbcK+DBg1SyZIlNWbMGB0/flzTpk1TWFiYli1bJunvHwJ8/PHHWrdunc2vwuPj47Vx40aNGTMm13W0YsUKXb58WQMHDlTp0qW1a9cuvf/++/rjjz+0YsUKm9j8bDfDMPTMM89o27ZtGjBggGrWrKmVK1eqR48eeW6v3Bw5ckSSVLp0aZv2/B77xo0bp7Fjx6pJkyYaP368nJyctHPnTm3cuFHt2rWTVLB9GAAKG33L29+3LOhn8GuvvaYyZcpo9OjRSk5OtpnWpUsXVapUSRMnTtSOHTs0Y8YMXbhwwabYeL389Ety68/lJT85vf322/r3v/+tLl26qG/fvjp79qzef/99tWjRQrt375a3t/cN+7QODg5q2rSpzY/+9uzZo8TERDk6Our7779XSEiIpL/7mQ8//LDZF96/f7+aNm2q8uXLa+TIkSpRooSWL1+ujh076vPPPzf7ZAXdH5YuXaq//vpLr776qhwcHDRp0iR16tRJR48ezfVqr6+//lqurq7m6DR5yc93gUwXLlzQk08+qW7duun555/XnDlz1K1bNy1ZskRDhgzRgAED9OKLL+o///mPnnvuOf3+++/y8PAo8LbMz3sv06+//qrnnntOffr0UY8ePbRgwQL17NlTVqtVtWvXVuXKldW0aVMtWbJEQ4cOtXntkiVL5OHhoWeeeeaG6ycpKUnz58/XCy+8oH79+umvv/7SRx99pODgYO3atSvbLQHys93Wr1+vzp07q1atWpo4caL+/PNP9erVy/yRys06evSoLBaLvL29zbaNGzdq+fLlCgsLk4+Pzw37fKdOnVLDhg118eJF9e/fXzVq1NDJkyf12Wef6fLly3JyciqUYxoA5Ad9x8I9zmb9fCjouaTr5XXupEyZMpozZ44GDhyoZ599Vp06dZIkPfTQQzbzaN++vRo3bqxJkyZp7dq1GjNmjK5du6bx48ffcNn5OZfaokULDR48WDNmzNA///lP1axZU5LMf3P7u/KTU37OI95oG3t7e6tOnTrasmWLBg8eLOnvc4EODg46f/68Dhw4oNq1a0v6u7+Z2VeW/v4879Chg6xWq8aMGSNHR0fzhxhbt241L6LJzznWrN599105Ojpq2LBhSkxM1KRJk/TSSy9p586dua6vVatWqXLlyvm+1WPfvn21aNEiPffcc3r99de1c+dOTZw4Ub/88ku2YvKvv/6qF198Ua+++qpefvllTZ48WU899ZTmzp2rf/7zn3rttdck/X2es0uXLjp06JAcHf/vOtb8bsvp06fr6aef1ksvvaTU1FR9+umnev7557V69Wqz359p27Zt+uKLL/Taa6/Jw8NDM2bMUOfOnXXixAmVLl1arVq1UoUKFbRkyZJs76ElS5aoSpUqCgoKuuH6OXr0qL788ks9//zzCgwMVEJCgj744AO1bNlSBw4cyHbbxfxst48++kivvvqqmjRpoiFDhujo0aN6+umnVapUKVWoUCFf2+16aWlp+v3337Odv1y4cKGuXr2q/v37y9nZWaVKlcrxxzx79uxR8+bNVbx4cfXv31+VKlXSkSNHtGrVKr399tuSCr4P4w4zgCJo4cKFhqRsD2dnZyMyMjJbvCRjzJgx5vMXXnjB8PX1Na5du2a2nT592nB0dDTGjx9vtl2+fDnbvD755BNDkrFlyxazbcyYMYYk44UXXsgWnzktq5zmGxwcbFSuXNmmrXbt2kbLli2zxU6YMMEoUaKE8b///c+mfeTIkYbFYjFOnDiR7TVZtWzZMsf1V7NmTePo0aM2sR07djScnJyMI0eOmG2nTp0yPDw8jBYtWphtycnJRtWqVY3atWsbV69eNUJCQgxPT0/jt99+s5lf5rJ+/PFHs+23334zXFxcjGeffdZsy9zGx44dMwzDMM6cOWM4OTkZ7dq1M9LT0824mTNnGpKMBQsWmG0hISFGxYoVc10HN5NTnz59jLJlyxrnzp2zeX23bt0MLy8vc7v+8MMPhiRj4cKFNnHp6emGp6en8cYbbxiGYRgZGRlG6dKljeeff96wWCzGX3/9ZRiGYURERBiOjo7GhQsXDMMwjK1btxqSjCVLltjMb+3atTbtf/31l+Ht7W3069fPJi4+Pt7w8vKyae/Ro4chyWZ/NwzDePjhhw2r1Zrr+po+fbohyVi5cmWucZmGDBliSDK2bt1qtv31119GYGCgUalSJXN7btq0yZBk1KlTx0hNTTVjX3jhBcPBwcHo0KGDzXyDgoKybef8bsuc3oMxMTGGJOPjjz822zL3wzZt2hgZGRlm+9ChQw2LxWJcvHjRMIy/t21AQIDRtWtXm3lGREQYDg4O2d5X18spn4kTJxoODg4276H8brcvv/zSkGRMmjTJbLt27ZrRvHnzHPfN62VuiwULFhhnz541Tp06ZaxZs8aoVKmS4eDgYPzwww+GYRTs2Hf48GHD0dHRePbZZ23ew4ZhmOu2IPswABQm+pZ3rm9Z0M/gZs2a2axXw/i/dfD000/btL/22muGJOPnn3822ypWrGj06NHDfJ7ffsmN+nM3kt+cjh8/blgsFuPtt9+2idu7d69RrFgxm/Yb9Wn/85//GBaLxUhKSjIMwzBmzJhhVKxY0WjYsKExYsQIwzD+7pt4e3sbQ4cONV/3+OOPG3Xr1jWuXr1qtmVkZBhNmjQxqlWrZrbld384duyYIckoXbq0cf78eTPuq6++MiQZq1atynWdlSxZ0qhXr16uMZkK8l0gc39cunSp2Xbw4EFDkuHo6Gjs2LHDbF+3bl227VyQ/Su/772KFStme5+fOXPGcHZ2Nl5//XWz7YMPPjAkGb/88ovZlpqaavj4+Njsxzm5du2akZKSYtN24cIFw8/Pz+jdu7fZVpDtVr9+faNs2bJmn9cwDGP9+vWGpHx932rZsqVRo0YN4+zZs8bZs2eNX375xRg8eLAhyXjqqafMuMxts3///mzzuP542717d8PR0dHsj2aV2ae81WMaAOSFvuOt9x3z+nzIb58t83Mt62d5fs+dnD17Ntu2uX4egwYNMtsyMjKMkJAQw8nJyTh79qzZfv088nsudcWKFYYkY9OmTbmur4LmlN/ziIZx420cGhpq+Pn5mc/Dw8ONFi1aGL6+vsacOXMMwzCMP//803BwcDCmT59u5lKtWjUjODjY5hza5cuXjcDAQKNt27ZmW37PsWaen6pZs6ZNPyfz3OTevXtvuL4SExMNScYzzzxzw5is4uLiDElG3759bdqHDRtmSDI2btxotmX27bZv3262ZfYrXV1dbc7lZfbvsm7nguxf179fU1NTjTp16hitW7e2aZdkODk5Gb/++qvZ9vPPPxuSjPfff99sGzVqlOHs7GzTvztz5oxRrFixHN8LWV29ejXbOb1jx44Zzs7ONu+3/G631NRUw9fX16hfv75N3Lx58wxJOe6b16tYsaLRrl0783jy888/G926dbNZv5nHCU9PT+PMmTPZ8r/+GNKiRQvDw8MjW10j636d330Y9sFQ6ijSZs2apaioKEVFRWnx4sV67LHH1LdvX33xxRe5vq5r1646c+aMzfA0n332mTIyMtS1a1ezzdXV1fz/1atXde7cOTVu3FiS9NNPP2Wb743uWXG9rPPN/HVpy5YtdfToUSUmJub5+hUrVqh58+YqWbKkzp07Zz7atGmj9PT0fA1LXqlSJXPdffvtt5o2bZoSExPVoUMHc8ii9PR0rV+/Xh07dlTlypXN15YtW1Yvvviitm3bpqSkJEl/D3kUGRmpX375RS1atNCaNWs0depUPfDAA9mWHRQUJKvVaj5/4IEH9Mwzz2jdunU3HMb7u+++U2pqqoYMGWLz67p+/frJ09Pzlu8Hk1dOhmHo888/11NPPSXDMGzWe3BwsBITE3PcJ7JydHRUkyZNzO3zyy+/6M8//9TIkSNlGIY5VM3WrVtVp04d8wqKFStWyMvLS23btrVZrtVqlbu7uzk8YlRUlC5evKgXXnjBJs5isahRo0bZhlGUsu+zzZs319GjR3P9OzK3+fVX1dzIN998o4YNG5rDeEl/X/HUv39/HT9+XAcOHLCJ7969u80VP40aNZJhGOrdu7dNXKNGjfT777/r2rVrNu352b+yvgfT0tL0559/qmrVqvL29s5xO/bv39/ml9jNmzdXenq6fvvtN0l/b9uXXnpJX3/9tf766y8zbsmSJWrSpIkCAwNzXUdZ80lOTta5c+fUpEkTGYaRbbglKe/t9s0336hYsWI2V/5bLBYNGjQo1zyu17t3b5UpU0blypVTSEiIkpOTtWjRIpt7qOWUT06+/PJLZWRkaPTo0TbvYUnmur2ZfRgAChN9y9vbt7w+1/x8Bvfr1++GI9Rcf0Vu5ufcN998c8M8C9ovKai8cvriiy+UkZGhLl262Kxrf39/VatWLV+fdZn9kO3bt0v6vyt1mjdvbo5CtG/fPl28eNG8guf8+fPauHGjunTpor/++stc7p9//qng4GAdPnxYJ0+elFTw/aFr164qWbKkTX6S8tWnzG9/sqDfBdzd3dWtWzfzefXq1eXt7a2aNWuqUaNGZnvm/3PKNT/7V0Hee7Vq1bK5oqpMmTKqXr26zbK7dOkiFxcXLVmyxGxbt26dzp07l+vVh9LffT0nJydJfw+fev78eV27dk2PPvpoju+tvLbb6dOnFRcXpx49esjLy8uMa9u2rWrVqpVrLlkdPHhQZcqUUZkyZVSzZk29//77CgkJyTbMZMuWLfOcb0ZGhr788ks99dRT2fqj0v/1KQvjmAYA+UHf8eaPs3l9PhRGn+1mznldLywszPx/5pWhqamp2W7Fkqkg51JvVl455fc8Ym6aN2+uhIQEHTp0SNLf/c0WLVrY9De3bdsmwzDMPkRcXJwOHz6sF198UX/++ae53OTkZD3++OPasmWLMjIybuoca69evcx+TmZ+Uu79zZs5fynJ5pZFkvT6669LUrb+Zq1atWyurs7sV7Zu3drmfHhu/c387F9Z368XLlxQYmKimjdvnuMxoE2bNqpSpYr5/KGHHpKnp6fNsrt3766UlBSb4diXLVuma9eu5dnfdHZ2Nvvi6enp+vPPP+Xu7q7q1avnmE9e2+3HH3/UmTNnNGDAAJu4zFtD5tf69evN40m9evW0YsUKvfLKK3rvvfds4jp37mzeQuFGzp49qy1btqh3797Z6hqZfc3CqBPg9mIodRRpDRs2tPlC/MILL+jhhx9WWFiYnnzySZsDalaZ9zlZtmyZHn/8cUl/fwDUr19fDz74oBl3/vx5jRs3Tp9++qnOnDljM4+cOop5Fb8yff/99xozZoxiYmJ0+fLlbPPN68B/+PBh7dmz54YH8utzzUmJEiXUpk0b83n79u3VrFkzPfroo3r33Xc1ZcoUnT17VpcvX87x/sg1a9ZURkaGfv/9d3P4nKZNm2rgwIGaNWuWgoODsxUyM1WrVi1b24MPPqjLly/r7Nmz2e5NI8ksQF6fi5OTkypXrmxOv1l55eTo6KiLFy9q3rx5mjdvXo7zyM96b968ucaOHasrV65o69atKlu2rB555BHVq1dPW7duVdu2bbVt2zZ16dLFfM3hw4eVmJgoX1/fXJd7+PBhSf93H+jreXp62jx3cXHJtg+VLFkyx/uW5zSfrAXg3Pz22282JyAzZQ4P9dtvv9kMoX99pyPz/XD98DleXl7KyMhQYmKizdA4+dm/Mu+TvnDhQp08edJmiLGc3tvX55R5EjHruurevbvee+89rVy5Ut27d9ehQ4cUGxuruXPnZpvf9U6cOKHRo0fr66+/zrb+r88nP9vtt99+U9myZbPdRiCve51fb/To0WrevLksFot8fHxUs2bNbPdKk/J37Dty5IgcHR1zPeFZ0H0YAAobfcvb27eUVODP4NzWwfWf+VWqVJGjo2O2+5VnVdB+SUHlldPhw4dlGEaO/RVJuQ49numRRx6Rm5ubtm7dquDgYG3dulXjxo2Tv7+/3n//fV29etU8YZl5MvnXX3+VYRj697//rX//+985zvfMmTMqX758gfeH/PSTcuLp6Vmg/qSU/+8CAQEB2YaX9fLyyrE/eaNc87N/FeS9l9MPhq/vw3l7e+upp57S0qVLNWHCBEl//9CyfPnyN+wfZbVo0SJNmTJFBw8eVFpamtme0/sor+2WuU5z2ldvdPIzJ5UqVdKHH34oBwcHubi4qFq1ajl+r8nP8e7s2bNKSkrK8z1aGMc0AMgP+o43f5zN6/PhVvtsN3vOKytHR0eb4rYkc/vcqL9Z0HOpBZWfnPJ7HjE3mQXMrVu3KiAgQLt379Zbb72lMmXKaPLkyeY0T09P1atXz1yupFxv45eYmKi0tLQCn2O9mf7mzZy/dHR0VNWqVW3a/f395e3tna2/WZDzlznlmt/9a/Xq1XrrrbcUFxdnc6/z6/u6OeUkZd/va9SooQYNGmjJkiXq06ePpL/7m40bN872t18vIyND06dP1+zZs3Xs2DGbC9yuH7Y8p3zy298sXrx4tnWTm0aNGumtt96Sg4OD3NzcVLNmTZtb9mTKzzEys2if2/Hl7NmzhVInwO1DYRz3FUdHRz322GOaPn26Dh8+fMNOhrOzszp27KiVK1dq9uzZSkhI0Pfff6933nnHJq5Lly7avn27hg8frvr168vd3V0ZGRlq3759jvefyPoLrhs5cuSIHn/8cdWoUUMRERGqUKGCnJyc9M0332jq1Kk5zvd6GRkZatu2rd54440cp2ftRBeE1WqVl5fXTf+CPiUlxfy165EjR3T58uVs94m8V2Vul5dffvmGHbys9yG6kWbNmiktLU0xMTE29+HJ/MXlwYMHdfbsWZurSTIyMuTr62tz5UhWmR39zBz/+9//5vjjgusLmvm5P3hOatSoIUnau3evOnbseFPzyM2N8rpRe9YT6vk1aNAgLVy4UEOGDFFQUJC8vLzk4OCgbt265fgezM+ya9WqJavVqsWLF6t79+5avHixnJycbH7kkJP09HS1bdtW58+f14gRI1SjRg2VKFFCJ0+eVM+ePbPlc7Pb7WbUrVvXpshxI/k59uVHQfdhALjd6Fv+rTD7lgX9DC7IZ0xOJ4fs7fqcMjIy5ODgoG+//TbHz/Trf9SWk+LFi6tRo0basmWLfv31V8XHx6t58+by8/NTWlqadu7cqa1bt6pGjRrZ+onDhg1TcHBwjvPNPBFW0P3hZvtoNWrUUFxcnFJTU29YOLhZt6M/ef22LOh7L7/L7t69u1asWKHt27erbt26+vrrr/Xaa69lG3HneosXL1bPnj3VsWNHDR8+XL6+vrJYLJo4caKOHDmSLb4w+9a5uf5HMzdSWP1J6fYd0wAgL/Qd/5af42x+Px9u1p08d3K3ye95xNyUK1dOgYGB2rJliypVqiTDMBQUFKQyZcroH//4h3777Tdt3bpVTZo0MfsomfvOf/7zH9WvXz/H+bq7u+vPP/+UVLBzrDfTb/H09FS5cuW0b9++XP/W6+X3O8WdOH+5detWPf3002rRooVmz56tsmXLqnjx4lq4cKGWLl1608vu3r27/vGPf+iPP/5QSkqKduzYoZkzZ+aZzzvvvKN///vf6t27tyZMmKBSpUrJ0dFRQ4YMuenzqYXBx8fHLucvb7VOgNuHM8i472QOq3zp0qVc47p27apFixZpw4YN+uWXX2QYhs1wRRcuXNCGDRs0btw4jR492mzP/PXbzVq1apVSUlL09ddf2/xqKqdhbG70QVylShVdunTptnQg09PTzXVXpkwZubm5mcPmZHXw4EE5Ojra/ApuzJgx+uWXXzR58mSNGDFCI0eO1IwZM7K9Nqd1+L///U9ubm437JxVrFhRknTo0CGbX4ylpqbq2LFjNuviZk6K5icnDw8Ppaen57nec1t+w4YN5eTkpK1bt2rr1q0aPny4JKlFixb68MMPtWHDBvN5pipVqui7775T06ZNc/0Azxwqx9fX97Z+uWjWrJlKliypTz75RP/85z/z/LJRsWLFG+5DmdMLU3625WeffaYePXqYV69Jfw9LdvHixVtadvfu3RUeHq7Tp09r6dKlCgkJsRmiMid79+7V//73Py1atEjdu3c326Oiom46j4oVK2rDhg26dOmSzQn2nLbDnVKlShVlZGTowIEDN/yCdKf2YQAoCPqWtyZr31Iq3M/gw4cP2/zq/9dff1VGRoYqVap0w9fkt19ys0X2vHKqUqWKDMNQYGBgnieNc8uhefPmeu+99/Tdd9/Jx8dHNWrUkIODg2rXrm32M5988kkzPrP/XLx48Ty38+3cH7J66qmnFBMTo88//1wvvPBCrrEF+S5QWPLalgV57xVE+/btVaZMGS1ZskSNGjXS5cuX9corr+T5us8++0yVK1fWF198YbPvjBkz5qbyyFznOR2j7NWnLFOmjDw9PfM8wX2n9mEAyAl9x8JxJ84l5dXfy8jI0NGjR236bP/73/8k6Yb9zYKcS72Z/mZ+csrvecS8cmjevLm2bNmiwMBA1a9fXx4eHqpXr568vLy0du1a/fTTTxo3bpwZn3lOx9PTM9d9o0yZMvk+x3qrnnzySc2bN08xMTE2w57npGLFisrIyNDhw4fNkQkkKSEhQRcvXiz085f52Zaff/65XFxctG7dOjk7O5txCxcuvKVld+vWTeHh4frkk0905coVFS9e3Ob4cyOfffaZHnvsMX300Uc27RcvXpSPj0+B88ja38w6OlJaWpqOHTtmjkZwJ2V+18itv3kn92HcHO4xjvtKWlqa1q9fLycnJ5sPsJy0adNGpUqV0rJly7Rs2TI1bNjQ5sRHZrHv+l8wTZs27ZZyzGm+iYmJOX6glShRIseThF26dFFMTIzWrVuXbdrFixez3XM5vzZt2qRLly6ZHzoWi0Xt2rXTV199ZTOES0JCgpYuXapmzZqZw9Ls3LlTkydP1pAhQ/T6669r+PDhmjlzpqKjo7MtJyYmxmbovd9//11fffWV2rVrd8Mia5s2beTk5KQZM2bYrLuPPvpIiYmJCgkJMdtKlCiRr3siFSQni8Wizp076/PPP8/xgzHrvTNLlCghSTluOxcXFzVo0ECffPKJTpw4YXPF+JUrVzRjxgxVqVJFZcuWNV/TpUsXpaenm8MpZnXt2jVzOcHBwfL09NQ777xjM3RiTjneCjc3N40YMUK//PKLRowYkeOv/BYvXqxdu3ZJkp544gnt2rXLvIe69Pd9tOfNm6dKlSoV6B6F+ZGf/ctisWTL+/3337/hPe7z64UXXpCDg4P+8Y9/6OjRo3nemyczF8n2mGAYhqZPn37TeTzxxBO6du2a5syZY7alp6fr/fffv+l53qqOHTvK0dFR48ePz/Yr0sy//U7twwCQX/QtC7dvmZlvYX0Gz5o1K9t8JKlDhw43fE1++yW59eduJadOnTrJYrFo3Lhx2daDYRjmFTSZOdyoT9u8eXOlpKRo2rRpatasmXlSs3nz5vrvf/+rU6dO2YxA5Ovrq1atWumDDz7Q6dOns80v62fs7dofrjdgwACVLVtWr7/+unkSMKszZ87orbfeklSw7wKFJa9tWZD3XkEUK1ZML7zwgpYvX67IyEjVrVs3X1ec5JTPzp07bfb1gihbtqzq16+vRYsW2eyHUVFR+bqv6+3g6Oiojh07atWqVfrxxx+zTc/82+/UPgwA16PvWHjH2TtxLilzlMvc+ntZr6I1DEMzZ85U8eLFzSHwr1eQc6k329/MK6f8nkfMzOFGy2/evLmOHz+uZcuWmf1KR0dHNWnSRBEREUpLS7Ppb1qtVlWpUkWTJ0/O8Ychmf3NgpxjvVVvvPGGSpQoob59+yohISHb9CNHjpjn35544glJ2d9jERERknRb+pt5bUuLxSIHBweb70rHjx/Xl19+eUvL9fHxUYcOHbR48WItWbJE7du3z1dhO6fvcitWrNDJkydvKo9HH31UZcqU0dy5c5Wammq2R0Z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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bivariate_analysis(df, 'Company', 'Price')\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
]
},
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bivariate_analysis(df, 'TypeName', 'Price')"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
]
},
{
"data": {
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aMQ/NISIiQv/85z8VHx9f7Pk1a9bo3nvv1bhx4zRu3LgKTgcAxmM9Mzd6pTUwDys/OiUAXBnrmbnRK62BeVj50StLxqY4gEt8//33at26tX755Rejo+Aabd++XV27dtXhw4eNjoJrxDw0B19fX+3fv1/16tUr9vyPP/6oiIgIXbhwoYKTAUDlwHpmfvRK82MeVn50SgC4MtYz86NXmh/zsPKjV5bMbnQAAJXP559/rkaNGhkdA9ehevXqOnv2rNExcB2Yh+YQHBysrKysy54/cOCAQkJCKi4QAFQyrGfmR680P+Zh5UenBIArYz0zP3ql+TEPKz96Zcm8jQ4AoOLt2LGj2OOnTp1SRkaGXnrpJY+8dYaVrF+/XjfddJPRMVAC5qE1xMfH69lnn9X69evl4+Pjdi4/P1/PPfec7rnnHoPSAUD5Yz2zPnpl5cc8ND86JQCwnnkCemXlxzw0P3plybh9OuCB7Ha7bDabipv+wcHBSk5O1tNPPy2bzWZAOpTGu+++W+zxooIyd+5czZ07V3369KngZCgt5qE1/Pjjj2rbtq18fX01bNgwRUVFyel06ptvvtHs2bOVn5+vL7/8UjfeeKPRUQGgXLCemR+90vyYh+ZHpwQA1jMroFeaH/PQ/OiVJWNTHPBABw8eLPa4v7+/atWqVcFpcC3s9uI//aJmzZpq0qSJkpOTKZiVHPPQOg4cOKDHHntM69atc/1Hg81m0913362ZM2eqcePGBicEgPLDemZ+9ErzYx5aA50SgKdjPTM/eqX5MQ+tgV55eWyKAwAAlIGTJ0/qu+++kyQ1btxYQUFBBicCAACA2dApAQAAUBbolZdiUxzwUAUFBVq5cqXS09PlcDgkSWFhYbr11lvVvXv3Sz5vAkDZYx4CAKyA9QwwHvMQAGAFrGeA8ZiHsDI2xQEPtG/fPsXHx+vw4cNq3769QkNDJUnZ2dn64osvVK9ePX3wwQcefRsNMzh+/Ljmz59/SUGJjY1VYmKiateubXBClIR5aA09e/Ys1bgVK1aUcxIAMAbrmTXQK82NeWh+dEoAYD2zCnqluTEPzY9eWTI2xQEPdPfdd6t69epavHix/P393c7l5uaqf//+OnfunNauXWtQQlzJl19+qfj4eFWrVk1xcXFuBSUtLU1nz57V2rVr1bZtW4OT4nKYh9aQmJjo9njJkiX605/+pJo1a7odX7BgQUXGAoAKw3pmfvRK82Memh+dEgBYz6yAXml+zEPzo1eWjE1xwANVq1ZNW7ZsUYsWLYo9v3PnTrVv315nz56t4GQorVtuuUWtW7fWnDlzZLPZ3M45nU49+uij2rFjh9LT0w1KiCthHlpTzZo1tX37djVs2NDoKABQIVjPzI9eaX7MQ+uhUwLwRKxn5kevND/mofXQK93ZjQ4AoOIFBgYqKyvrsuezsrIUGBhYYXlw9bZv364RI0ZcUjAlyWazacSIEcrMzKz4YCg15iEAwApYz8yPXml+zEMAgBWwnpkfvdL8mIewOm+jAwCoeIMGDVL//v313HPPqXPnzpfcyuaFF17Q448/bnBKlCQsLExbtmxRVFRUsee3bNniel1ROTEPAQBWwHpmfvRK82MeAgCsgPXM/OiV5sc8hNWxKQ54oNTUVFWvXl2TJ0/W3//+d9e795xOp8LCwvT0009r1KhRBqdESZ566ikNGTJEGRkZxRaUN954Q//4xz8MTomSMA8BAFbAemZ+9ErzYx4CAKyA9cz86JXmxzyE1fGZ4oCH+/7775WdnS3p13fzRUZGGpwIpfX2229r6tSpysjIUGFhoSTJy8tLMTExSk5O1l/+8heDE6K0mIfm9e6777o97tu3r6ZNm3bJO5///Oc/V2QsADAE65l50Sutg3loTnRKAHDHemZe9ErrYB6aE72yZGyKA4DJnT9/XsePH5ckBQcHq0qVKgYnAjyH3W6/4hibzeb6D0EAACozeiVgDDolAMBq6JWAMeiVJWNTHPBQu3fv1syZM5Weni6HwyHp13d8xcbGKikpSc2aNTM4IWB9zEMAgBWwngHGYx4CAKyA9QwwHvMQVsamOOCBPvjgA/Xo0UM333yz4uPj3T7fZf369crIyNB///tfxcfHG5wUl3P06FGFhIS4HmdmZmrq1Knat2+f6tSpo6SkJHXs2NG4gLgi5iEAwApYz8yPXml+zEMAgBWwnpkfvdL8mIewOjbFAQ/UunVrde/eXampqcWef/7557VixQrt2LGjgpOhtLy8vHTkyBGFhIRo8+bN6tixo2699Va1a9dOmZmZ2rhxo9LS0nTHHXcYHRWXwTy0joKCAq1cufKSd9Deeuut6t69u3x8fAxOCADlh/XM/OiV5sc8tAY6JQBPx3pmfvRK82MeWgO98vLYFAc8UNWqVZWZmakmTZoUe37v3r2Kjo7WuXPnKjgZSstut8vhcCgkJERdunRR/fr1NW/ePNf54cOHa+fOnUpLSzMwJUrCPLSGffv2KT4+XocPH1b79u3d3kH7xRdfqF69evrggw/UuHFjg5MCQPlgPTM/eqX5MQ/Nj04JAKxnVkCvND/mofnRK0vmbXQAABUvIiJCq1atuuzitmrVKjVo0KCCU+Faff3115e8e2/w4MHcjqiSYx5aw9ChQ9WyZUtt27ZN/v7+budyc3PVv39/DRs2TGvXrjUoIQCUL9Yza6FXmhPz0PzolADAemY19EpzYh6aH72yZGyKAx4oNTVVDz30kDZt2qS4uDi3dwulpaVpzZo1WrJkicEpcSW//PKL/Pz85OfnJ19fX7dzfn5+Onv2rEHJUBrMQ2v47LPPtGXLlktKpiT5+/trwoQJat++vQHJAKBisJ5ZA73S3JiH5kenBADWM6ugV5ob89D86JUlY1Mc8EAPPPCA6tatqxkzZujVV191+1yJ2NhYbdq0SbGxsQanxJXcdNNNkiSn06mvvvpKbdq0cZ3btWuXwsPDjYqGUmAeWkNgYKCysrLUokWLYs9nZWUpMDCwYkMBQAViPbMGeqW5MQ/Nj04JAKxnVkGvNDfmofnRK0vGpjjgoW699VbdeuutRsfANdq4caPb4zp16rg9PnDggIYMGVKRkXANmIfmN2jQIPXv31/PPfecOnfufMk7aF944QU9/vjjBqcEgPLFemZu9EprYB6aG50SAH7FemZu9EprYB6aG72yZDan0+k0OgQAAIBZvfLKK5o+fbocDodsNpukX98RHRYWpuHDh2vUqFEGJwQAAEBlR6cEAABAWaBXXh6b4oCHWr16tVasWKGgoCAlJiaqadOmrnMnT55Ur169tGHDBgMT4lqcP39eVapUMToGSmHLli2KiYmRl5eXJOn999/X5MmTtW/fPtWpU0dPPPGE+vfvb3BKXI3vv/9e2dnZkn69rVRkZKTBiQCgYtArrYleaR70SmuhUwLwZPRKa6JXmge90lrolZeyGx0AQMVbsmSJ/vznP8vhcCg9PV0333yz3nrrLdf5goICffTRRwYmxJUsW7ZMBQUFrsczZ85UgwYN5Ofnp+DgYKWmphqYDqURGxurn3/+WZL03nvvqXv37oqIiNCzzz6rNm3aaODAgfrPf/5jcEpcjYYNGyo2NlaxsbGUTAAeg15pfvRK86NXWgudEoCnoleaH73S/OiV1kKvvBSfKQ54oMmTJ2vKlCl64oknJP1aWAYMGKC8vDwNHDjQ4HQojb59++rIkSMKCQnRggULNHLkSI0aNUrt27fXtm3bNHHiRIWHh2vQoEFGR8Vl/PZGLZMmTdKoUaM0ceJE17HIyEhNmjRJ999/vxHxcBV2796tmTNnKj09XQ6HQ9Kv776MjY1VUlKSmjVrZnBCACg/9Erzo1eaH73SGuiUADwdvdL86JXmR6+0Bnrl5XH7dMAD1ahRQzt37nR7d9DGjRv15z//WZMnT9b999+v8PBwFRYWGpgSJbHb7XI4HAoJCVH79u3Vu3dvjRw50nX+9ddf1xtvvKGtW7camBIl+e1rGBoaqtWrVysmJsZ1fu/evbrlllt08uRJA1PiSj744AP16NFDN998s+Lj4xUaGipJys7O1vr165WRkaH//ve/io+PNzgpAJQPeqX50SvNj15pfnRKAKBXWgG90vzoleZHrywZV4oDHsjf31/Z2dluJbNTp056//33dd999+nHH380MB1Ky2azSfr1s0G6dOnidq5Lly56+umnjYiFq7B79245HA5VrVpVFy9evOT8hQsXDEiFqzF69Gg9/fTTxd4C7Pnnn9fzzz+vkSNHemzRBGB99EproFeaH73S3OiUAECvtAp6pfnRK82NXlkyPlMc8EDt2rXTBx98cMnxO++8U++9956mTZtW8aFw1dasWaN3331Xfn5+Onv2rNu5vLw8VwlF5dW5c2dFR0fr0KFD+uyzz9zObdu2TTfeeKNByVBa3377rfr163fZ83379tV3331XgYkAoGLRK62BXml+9Epzo1MCAL3SKuiV5kevNDd6Zcm4UhzwQCNGjNDmzZuLPdexY0e99957Wrx4cQWnwtVKSEhw/fOGDRsUGxvrevz555+rUaNGRsRCKR04cMDtcY0aNdweFxQU8O5ZE4iIiNCqVavUpEmTYs+vWrVKDRo0qOBUAFBx6JXWQK80N3ql+dEpAYBeaRX0SnOjV5ofvbJkfKY4AFjQ+++/rypVqnjsbVCAirJ8+XI99NBD6tq1q+Li4tw+pyctLU1r1qzRkiVL1KtXL4OTAgBwbeiVQPmjUwIAPAG9Eih/9MqSsSkOeKCMjAzFxMQYHQPwaMxD69i8ebNmzJih9PR0ORwOSVJYWJhiY2P15JNPur0rGgCshvUMMB7z0BrolAA8HesZYDzmoTXQKy+PTXHAA9ntdjVs2FADBgzQI488ovDwcKMj4RocPXpUX3/9tWJiYhQQEKDs7GwtWrRIFy9e1H333acWLVoYHRElYB4CAKyA9cwa6JXmxjwEAFgB65k10CvNjXkIq7MbHQCAMe666y5Nnz5dDRo00H333aeVK1eqsLDQ6FgopU2bNqlhw4aKi4tTVFSUtm/frrZt22ru3LlauHCh2rZtq3Xr1hkdE1fAPAQAWAHrmbnRK62BeQgAsALWM3OjV1oD8xBWxqY44KFeeOEF/fTTT1q6dKmcTqd69+6tunXr6umnn9a3335rdDxcwXPPPadHHnlEubm5+vvf/65u3bqpe/fu+vbbb7Vnzx49/vjjGj9+vNExcQXMQ/OrWbOmBg4cqM2bNxsdBQAMw3pmbvRKa2AemhudEgB+xXpmbvRKa2Aemhu9smTcPh3wQHa7XQ6HQyEhIa5jP/30k+bPn6+FCxcqKytLt912mz7++GMDU6IkAQEB2rp1qxo1aqQLFy6oatWq+vLLLxUdHS1J+u677/THP/5ROTk5hubE5TEPrcFut6tZs2bavXu3mjRpokGDBql///6qXbu20dEAoEKwnpkfvdL8mIfmR6cEANYzK6BXmh/z0PzolSXjSnHAA9lstkuO1a1bV88995z279+vdevWqX79+gYkQ2n5+PgoLy9PklRQUKCLFy+6HkvSuXPnVKVKFaPioRSYh9axYcMGbdu2TXFxcXrppZdUr1499erVSx988IF47yEAq2M9Mz96pfkxD62BTgnA07GemR+90vyYh9ZAr7w8rhQHPFBx7/iCufTo0UOFhYUaPXq0Fi9erK1btyo0NFRvv/22bDabEhISdPr0aX3wwQdGR8VlMA+t4fevY35+vlasWKF58+Zp48aNCg8PV2JiolJTUw1OCgDlg/XM/OiV5sc8ND86JQCwnlkBvdL8mIfmR68sGZvigAf66KOPdNttt8nb29voKLhG3333nbp166Z9+/YpKipK69ev12OPPabVq1dLkmrVqqU1a9bo5ptvNjgpLod5aA1eXl46cuRIsf+xkJWVpXnz5mnRokU6dOiQAekAoPyxnpkfvdL8mIfmR6cEANYzK6BXmh/z0PzolSVjUxwATOznn3/WDTfc4Hqclpamc+fOKTY21u04gPJRmnfQOp3OYm8/BQBAZUKvBIxDpwQAWAm9EjAOvbJkvN0DAEzs90Wyc+fOBiUBPNO4ceNUo0aNEsd4askEAJgLvRIwDp0SAGAl9ErAOPTKknGlOAAAAAAAAAAAAADAsuxGBwAAADCrjIwMoyMAAADA5OiUAAAAKAv0ypKxKQ4AAHCN/vjHP6px48Z66aWXdPjwYaPjAAAAwITolAAAACgL9MqSsSkOwOX8+fNGRwA8xvHjx42OgDJy1113afr06WrQoIHuu+8+rVy5UoWFhUbHAgBD0SuBikOvtAY6JQAUj14JVBx6pTXQKy+PTXHAAy1btkwFBQWuxzNnzlSDBg3k5+en4OBgpaamGpgOpUFBMb/Q0FB17txZS5YsUX5+vtFxcB1eeOEF/fTTT1q6dKmcTqd69+6tunXr6umnn9a3335rdDwAKFf0SvOjV5ofvdIa6JQAPB290vzoleZHr7QGeuXlsSkOeKC+ffsqJydHkrRgwQKNHDlSjzzyiN577z2NGDFCkyZN0ty5c40NiRJRUMzP6XTKx8dHiYmJqlOnjh5//HFlZmYaHQvXyNvbW7169dKqVat08OBBDRs2TO+8846aNm2qO+64w+h4AFBu6JXmR680P3qlddApAXgyeqX50SvNj15pHfTK4tmcTqfT6BAAKpbdbpfD4VBISIjat2+v3r17a+TIka7zr7/+ut544w1t3brVwJQoid1uV3x8vDZs2KDq1aurX79+GjhwoKKjo42OhlIqmod2u12LFi3S/PnztWfPHkVHR2vQoEHq16+f/P39jY6JK/Dy8tKRI0cUEhJS7Pm0tDTNnz9fb731VgUnA4CKQa80P3ql+dErzY9OCQD0SiugV5ofvdL86JUlY1Mc8EB2u13Z2dmqXbu2ateurQ8//FCtW7d2nd+/f7/atGmj3NxcA1OiJBQU8/vtf+wVSU9P19y5c7V8+XIVFhaqV69eWrx4sYEpcSXFvY4A4EnoleZHrzQ/eqX50SkBgF5pBfRK86NXmh+9smTcPh3wUGvWrNG7774rPz8/nT171u1cXl6ebDabQclwNYKDg/X3v/9du3bt0qeffqro6Gg9/fTTqlOnjvr37290PJSguDkWGxurefPm6ciRI5oxY4b2799vQDJcjY0bNyooKMjoGABgKHqlNdArzYteaX50SgD4Fb3SGuiV5kWvND96Zcm4UhzwQHa7+/thJkyYoGeffdb1eN68eZo1axa3I6rESroNypkzZ7R06VLNnz9fn332mQHpUBq8aw8AYAX0SvOjV5ofvRIAYAX0SvOjV5ofvRJWx6Y4gEu8//77qlKliuLj442OgsugoJjfokWL1KdPH/n6+hodBQCAckOvrPzoleZHrwQAeAJ6ZeVHrzQ/eiWsjk1xADAhCgoAAADKAr0SAAAAZYFeCaCyY1Mc8DA7duxQixYtZLfbtWPHjhLHtmrVqoJSAZ6FeQgAsALWM8B4zEMAgBWwngHGYx7CE7ApDniY397Gxm63y2az6bf/Gih6bLPZVFhYaGBSXA4FxfyYhwAAK2A9Mz96pfkxDwEAVsB6Zn70SvNjHsITsCkOeJiDBw/qxhtvlM1m08GDB0sc26BBgwpKhatBQTE/5qF1HD9+XMHBwUbHAABDsJ6ZH73S/JiH1kCnBODpWM/Mj15pfsxDa6BXloxNcQAwGQoKUHl4eXmpY8eOGjhwoHr16sXnZgEATIVeCVQOdEoAgNnRK4HKgV5ZMjbFAQAArpHdbld8fLw2bNig6tWrq1+/fho4cKCio6ONjgYAAACToFMCAACgLNArS8amOAAAwDUquj2Y3W7XokWLNH/+fO3Zs0fR0dEaNGiQ+vXrJ39/f6NjAgAAoBKjUwIAAKAs0CtLxqY4AADANfrtZ2YVSU9P19y5c7V8+XIVFhaqV69eWrx4sYEpAQAAUJnRKQEAAFAW6JUlY1McAADgGnl5eenIkSNuRbPImTNntHTpUs2fP1+fffaZAekAAABgBnRKAAAAlAV6ZcnYFAc8XE5Ojt555x3t379fI0eOVFBQkLZu3arQ0FDVrVvX6HiAR2Aemldx774EAE/FegYYj3loTnRKAHDHegYYj3loTvTKknkbHQCAcXbs2KG4uDgFBAQoKytLgwcPVlBQkFasWKFDhw557C00zIaCYm7MQ3NbsGCBAgICjI4BAIZjPbMGeqW5MQ/Ni04JAP/DemYN9EpzYx6aF72yZHajAwAwTnJysh555BF999138vPzcx2/99579fHHHxuYDKW1Y8cO3XTTTXrllVf0j3/8Qzk5OZKkFStWaMyYMcaGQ6kwD80tISFBvr6+RscAAMOxnpkfvdL8mIfmRacEgP9hPTM/eqX5MQ/Ni15ZMq4UBzzYl19+qX/+85+XHK9bt64cDocBiXC1igrKpEmTVLNmTdfxe++9Vw899JCByVBazEPz2rFjh1q0aCG73a4dO3aUOLZVq1YVlAoAjMF6Zn70SvNjHpoTnRIA3LGemR+90vyYh+ZEr7wyNsUBD+br66vc3NxLjn/77beqXbu2AYlwtSgo5sc8NK/o6GjXZ/RER0fLZrPJ6XS6zhc9ttlsKiwsNDApAJQ/1jPzo1eaH/PQnOiUAOCO9cz86JXmxzw0J3rllbEpDniwP//5z0pNTdWyZcsk/fovxUOHDunpp59Wr169DE6H0qCgmB/z0LwOHDjgmmcHDhwwOA0AGIv1zPzolebHPDQnOiUAuGM9Mz96pfkxD82JXnllNudv3yYAwKOcOnVKvXv31ldffaVffvlF4eHhcjgcio2N1erVq1W9enWjI+IKBg0apJ9//lnLli1TUFCQduzYIS8vL/Xo0UN33HGHpk2bZnREXAHzEABgBaxn5kevND/mIQDACljPzI9eaX7MQ1gVm+IA9Nlnn2n79u06ffq0br75ZsXFxRkdCaVEQbEO5iEAwApYz8yLXmkdzEMAgBWwnpkXvdI6mIewGjbFAQ91/vx5Va1aVZmZmWrRooXRcXCdKCjmxDwEAFgB65m10CvNiXkIALAC1jNroVeaE/MQVsZnigMeqkqVKrrxxhtVWFhodBRco98WlNtuu0233Xab0ZFwlZiHAAArYD0zP3ql+TEPAQBWwHpmfvRK82MewsrsRgcAYJxnn31WzzzzjE6cOGF0FFwDCoo1MA8BAFbAemZu9EprYB4CAKyA9czc6JXWwDyEVXH7dMCDtWnTRvv27dP58+fVoEGDSz7PZevWrQYlQ2nNmzdPK1as0L///W8FBQUZHQfXgHloHTk5OXrnnXe0f/9+jRw5UkFBQdq6datCQ0NVt25do+MBQLliPTM/eqX5MQ+tgU4JwNOxnpkfvdL8mIfWQK+8FLdPBzxYjx49jI6A6zRz5kzt27dP4eHhFBSTYh5aw44dOxQXF6eAgABlZWVp8ODBCgoK0ooVK3To0CEtXrzY6IgAUK5Yz8yPXml+zEPzo1MCAOuZFdArzY95aH70yuJxpTgAmNj48eNLPD9u3LgKSgJ4tri4ON18882aNGmSatasqe3bt6thw4bavHmzHnroIWVlZRkdEQCAEtErAePRKQEAVkCvBIxHrywem+IAlJGRoW+++UaS1Lx5c7Vp08bgRIDnYR6aW0BAgLZu3apGjRq5Fc2DBw+qSZMmysvLMzoiAFQI1jPAeMxD86JTAsD/sJ4BxmMemhe9snjcPh3wYEePHlWfPn20adMmBQYGSvr1cyY6deqkpUuXqnbt2v9/e/cfW1V9/gH8uUAnBrUgGoLKgFJ1VMa0UxIky4JIdQurKFtmQgxZJjGbwOL2h9kScNRtiW4Qg+tkZjJlRlzGIEHHILZIwn4wmEhJmQUJsplugg5rcQHXtP3+YWT224IF2x4+575eiQk956Z5qnn3eZsP955sB6TXFJR0yWE+nHfeedHa2trt+v79+/03BIqCfZYfemW65DB9OiWAfZYnemW65DB9emXPBmU9AJCdhQsXxrFjx2Lv3r1x9OjROHr0aDQ2NkZra2ssWrQo6/HohSNHjsRNN90UN9xwQyxatCgWLVoUn/3sZ2PGjBnx5ptvZj0evSCH+VBdXR01NTXR1tYWERGFQiH+8Y9/xP333x9z5szJeDqA/mefpU+vTJ8cpk+nBLDP8kCvTJ8cpk+v7JmPT4ciVlpaGnV1dXHDDTd0ub5jx46oqqqKlpaWbAaj17761a/GwYMHY/Xq1TFx4sSIiPjb3/4W8+bNi/Ly8lizZk3GE/JR5DAf3nnnnfjyl78cf/3rX+PYsWNx2WWXxRtvvBFTp06NjRs3xrBhw7IeEaBf2Wfp0yvTJ4fp0ykB7LM80CvTJ4fp0yt75uPToYh1dHRESUlJt+slJSXR0dGRwUScqU2bNkVdXd3JghkRUVFREbW1tVFVVZXhZPSWHOZDaWlpvPDCC/HHP/4xGhoa4t13343Kysq4+eabsx4NYEDYZ+nTK9Mnh+nTKQHsszzQK9Mnh+nTK3vmUByK2E033RTf+ta3Ys2aNXHZZZdFRERzc3Pcd999MWPGjIynozcUlPTJYfra2tri/PPPj927d8e0adNi2rRpWY8EMODss/TplemTw7TplADvs8/Sp1emTw7TpleemmeKQxH76U9/Gq2trTFu3LiYMGFCTJgwIcaPHx+tra3x6KOPZj0evfBBQfnnP/958pqCkhY5TF9JSUl88pOfjPb29qxHAciMfZY+vTJ9cpg2nRLgffZZ+vTK9Mlh2vTKU/NMcShynZ2dUVdXF01NTRERMXHixKL/CI2UvP7661FdXR179+6NMWPGnLw2adKk2LBhQ1xxxRUZT0hvyGH6nnjiiVi3bl386le/iosvvjjrcQAyYZ+lTa/MBzlMm04J8D77LG16ZT7IYdr0yp45FAdInIIC2bvuuuviwIED0dbWFmPHjo1hw4Z1ub9r166MJgOA3tMrIVs6JQB5oVdCtvTKnnmmOBShLVu2xIIFC2L79u1x0UUXdbn3zjvvxI033hgrV66Mz33ucxlNyJkoFAoxc+bMmDlzZtajcAbkMF9mz56d9QgAmbDP8kWvTJMc5odOCRQz+yxf9Mo0yWF+6JU9805xKELV1dUxffr0uO+++3q8v2LFinjxxRdj/fr1AzwZvaWgpE8OAcgD+yx9emX65BCAPLDP0qdXpk8OybtBWQ8ADLyGhoa49dZbT3m/qqoqXnrppQGciDP1yCOPxPz587sVzIiI0tLSuOeee2L58uUZTEZvyWE+vfTSS/H000/H008/HS+//HLW4wD0O/ssfXpl+uQwf3RKoBjZZ+nTK9Mnh/mjV3bl49OhCB0+fDhKSkpOeX/IkCHx5ptvDuBEnKmGhoZ46KGHTnm/qqoqfvKTnwzgRJwpOcyXI0eOxJ133hlbt26N4cOHR0RES0tLTJ8+PZ599tm49NJLsx0QoJ/YZ+nTK9Mnh/mhUwLFzD5Ln16ZPjnMD72yZ94pDkXo8ssvj8bGxlPe37NnT4wePXoAJ+JMKSjpk8N8WbhwYRw7diz27t0bR48ejaNHj0ZjY2O0trbGokWLsh4PoN/YZ+nTK9Mnh/mhUwLFzD5Ln16ZPjnMD72yZw7FoQh98YtfjMWLF8eJEye63Tt+/Hg88MADMWvWrAwmo7cUlPTJYb5s2rQpfvazn8XEiRNPXquoqIja2tr4/e9/n+FkAP3LPkufXpk+OcwPnRIoZvZZ+vTK9MlhfuiVPSt0dnZ2Zj0EMLAOHz4clZWVMXjw4FiwYEFcffXVERHR1NQUtbW10d7eHrt27YpRo0ZlPCmnsnDhwti6dWvs3Lkzhg4d2uXe8ePHY8qUKTF9+vRYsWJFRhPyUeQwXy688MLYtm1bXHvttV2uv/zyy/H5z38+WltbsxkMoJ/ZZ+nTK9Mnh/mhUwLFzD5Ln16ZPjnMD72yZw7FoUj9/e9/j2984xuxefPm+ODXQKFQiFtuuSVqa2tj/PjxGU/I6Sgo+SCH+XHbbbdFS0tLrFmzJi677LKIiGhubo65c+fGiBEjYv369RlPCNB/7LO06ZX5IIf5oFMCxc4+S5temQ9ymA96Zc8cikORe/vtt+PAgQPR2dkZV155ZYwYMSLrkeglBSU/5DB9r7/+elRXV8fevXtjzJgxJ69NmjQpNmzYEFdccUXGEwL0P/ssXXplfshh2nRKgPfZZ+nSK/NDDtOmV/bMoThA4hQUODd0dnZGXV1dNDU1RUTExIkT4+abb854KgDoPb0SsqdTApAHeiVkT6/szqE4AAAAAAAAALk1KOsBAABStWXLlqioqIjW1tZu995555245pprYtu2bRlMBgBAKnRKAAD6gl55eg7FAQDO0iOPPBLz58+Piy66qNu90tLSuOeee2L58uUZTAYAQCp0SgAA+oJeeXoOxQEAzlJDQ0Pceuutp7xfVVUVL7300gBOBABAanRKAAD6gl55ekOyHgAYWBs2bOj1a6urq/txEihecpgfhw8fjpKSklPeHzJkSLz55psDOBHAwLHPIHtymA86JVDs7DPInhzmg155eg7FocjMnj27V68rFArRgcsOigAADY9JREFU3t7ev8NwVhSU9Mlhflx++eXR2NgY5eXlPd7fs2dPjB49eoCnAhgY9ln69Mr0yWE+6JRAsbPP0qdXpk8O80GvPL1CZ2dnZ9ZDANB7gwb17skXCgr0v4ULF8bWrVtj586dMXTo0C73jh8/HlOmTInp06fHihUrMpoQAE5Nr4Rzg04JQOr0Sjg36JWn51AciIiIEydOdPslCQwsOUzP4cOHo7KyMgYPHhwLFiyIq6++OiIimpqaora2Ntrb22PXrl0xatSojCcFGDj2GWRPDtOiUwL0zD6D7MlhWvTK0+vdX98Bcqm9vT0efPDBuPzyy+OCCy6IgwcPRkTE4sWL44knnsh4Os7UiRMnsh6BsyCHaRs1alT86U9/ikmTJsV3v/vduP322+P222+P733vezFp0qT4wx/+ULQlEygu9lm+6JVpksN06ZQA/2Of5YtemSY5TJdeeXoOxaGI/fCHP4wnn3wyHn744fjEJz5x8vqkSZPiF7/4RYaT0VsKSvrkMH1jx46NjRs3xltvvRV/+ctfYvv27fHWW2/Fxo0bY/z48VmPBzAg7LP06ZXpk8O06ZQA77PP0qdXpk8O06ZXnppDcShiq1evjscffzzmzp0bgwcPPnn9M5/5TDQ1NWU4Gb2loKRPDvNjxIgRccMNN8SUKVNixIgRWY8DMKDss/TplemTw3zQKYFiZ5+lT69Mnxzmg17ZnUNxKGLNzc1RXl7e7XpHR0e0tbVlMBFnSkFJnxwCkAf2Wfr0yvTJIQB5YJ+lT69MnxySVw7FoYhVVFTEtm3bul1fu3ZtXHfddRlMxJlSUNInhwDkgX2WPr0yfXIIQB7YZ+nTK9Mnh+TVkKwHALKzZMmSmDdvXjQ3N0dHR0esW7cu9u3bF6tXr47nn38+6/HohQ8KytixY7tcV1DSIYcA5IF9lj69Mn1yCEAe2Gfp0yvTJ4fklUNxKGK33XZbPPfcc1FTUxPDhg2LJUuWRGVlZTz33HMxc+bMrMejFxSU9MkhAHlgn6VPr0yfHAKQB/ZZ+vTK9MkheVXo7OzszHoIAM7etm3boqamJhoaGuLdd9+NysrKWLJkSVRVVWU9GuTahg0bev3a6urqfpwEAPqGXgkDT6cEII/0Shh4euVHcygORaysrCx27twZI0eO7HK9paUlKisr4+DBgxlNBsVDDtM1aNCgXr2uUChEe3t7P08DkC37DLInh2nSKQG6ss8ge3KYJr3yo/Xu3xCQS4cOHerxl997770Xzc3NGUzEmSorK4t///vf3a63tLREWVlZBhNxpuQwXR0dHb36p1hLJlBc7LP06ZXpk8M06ZQAXdln6dMr0yeHadIrP5pnikMR+vDHaGzevDlKS0tPft3e3h719fUxbty4DCbjTCko6ZLD/Dpx4kQMHTo06zEABoR9lh96ZbrkMJ90SqDY2Gf5oVemSw7zSa/8Hx+fDkXog4/RKBQK8f9/BZSUlMS4ceNi2bJlMWvWrCzGoxc+KCizZ8+Op556qseC8sILL8S+ffuyGpGPIIf50t7eHj/60Y9i5cqVcfjw4di/f3+UlZXF4sWLY9y4cfH1r3896xEB+oV9lj69Mn1ymB86JVDM7LP06ZXpk8P80Ct75lAcitj48eNj586dcckll2Q9CmdIQckPOcyHmpqaeOqpp6Kmpibmz58fjY2NUVZWFr/+9a/jkUceiT//+c9ZjwjQr+yzdOmV+SGH6dMpAeyzlOmV+SGH6dMre+ZQHCBhCgqcG8rLy+PnP/95zJgxIy688MJoaGiIsrKyaGpqiqlTp8bbb7+d9YgAcFp6JWRPpwQgD/RKyJ5e2TPPFIciV19fH/X19XHkyJHo6Ojocm/VqlUZTUVvvfbaa1mPQB+Qw/Q1NzdHeXl5t+sdHR3R1taWwUQAA88+S5temQ9ymDadEuB99lna9Mp8kMO06ZU9cygORWzp0qVRU1MT119/fYwePToKhULWI3EWFJS0yWE+VFRUxLZt22Ls2LFdrq9duzauu+66jKYCGDj2WT7olWmTw/TplAD2WV7olWmTw/TplT1zKA5FbOXKlfHkk0/GXXfdlfUonCUFJX1ymA9LliyJefPmRXNzc3R0dMS6deti3759sXr16nj++eezHg+g39ln6dMr0yeH6dMpAeyzPNAr0yeH6dMre+aZ4lDERo4cGTt27IgJEyZkPQpnafTo0fHwww8rKAmTw/zYtm1b1NTURENDQ7z77rtRWVkZS5YsiaqqqqxHA+h39ln69Mr0yWE+6JRAsbPP0qdXpk8O80Gv7M6hOBSx+++/Py644IJYvHhx1qNwlhSU9MkhAHlgn6VPr0yfHAKQB/ZZ+vTK9MkheeXj06GInThxIh5//PGoq6uLyZMnR0lJSZf7y5cvz2gyeuvuu++OZ555RkFJmBzmQ1lZWezcuTNGjhzZ5Xp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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_5_cpu = df['Cpu'].value_counts().index[:5]\n",
"bivariate_analysis(df[df['Cpu'].isin(top_5_cpu)], 'Cpu', 'Price')\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
]
},
{
"data": {
"image/png": 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Dhg1TxYoV9emnn6pLly76/PPP9dhjj0m68vNh0aJF+uuvv/T888/Lzs5OkyZNUteuXXX48OEiZ34tW7ZMFSpUUNeuXYtt16tp59LIyMjQBx98oJ49e6p///7666+/NG/ePIWFhWn79u35bq9fkjZYu3atunXrJj8/P40fP15//vmnevfubf7g42odPnxYFotFVapUMcu+/fZbffrpp4qKipKbm1uh/bwTJ06oRYsWOnPmjAYMGKD69evr+PHj+uyzz3Tu3Dk5ODhck78PAFCW0F+8tt8Hl36PlaSfVpTiruvUqFFDs2fP1sCBA/XYY4+ZfZB7773Xah8dO3bUfffdp0mTJmn16tUaOXKkLl68qDFjxhR67JJcM23Tpo0GDx6sd955R6+99poaNGggSeZ/i3pdJcmpJNcLC3uPq1SpokaNGmnTpk0aPHiwpH+u+dnZ2enUqVPav3+/GjZsKOmfPmZe/1j6p9/RqVMnBQYGauTIkbK3tzd/iLF582a1aNFCUsmupV5qwoQJsre318svv6z09HRNmjRJTz/9tL7//vsi22v58uXy9fVVy5Yti4y72nYujcOHD+vLL79U9+7d5ePjo5SUFL333ntq27at9u/fn295xZK0wbx58/T888+rVatWio6O1uHDh/XII4+oWrVqVoP/V+LChQv6448/8l2nXLBggc6fP68BAwbI0dFR1apVK/CHMbt371ZISIjKly+vAQMGqE6dOjp06JCWLVumt956S9KVnw8ogwwAV23BggWGpHybo6OjERcXly9ekjFy5Ejzcc+ePQ13d3fj4sWLZllSUpJhb29vjBkzxiw7d+5cvn19/PHHhiRj06ZNZtnIkSMNSUbPnj3zxefVXaqg/YaFhRl33XWXVVnDhg2Ntm3b5osdO3asUbFiReOXX36xKh82bJhhsViMY8eO5XvOpdq2bVtg+zVo0MA4fPiwVWyXLl0MBwcH49ChQ2bZiRMnjMqVKxtt2rQxyzIzMw1fX1+jYcOGxvnz543w8HDDxcXF+P333632l3esH374wSz7/fffDScnJ+Oxxx4zy/Le4yNHjhiGYRipqamGg4OD0aFDByMnJ8eMmzFjhiHJmD9/vlkWHh5ueHt7F9kGV5NT3759DS8vLyMtLc3q+T169DBcXV3N93XHjh2GJGPBggVWcTk5OYaLi4vxyiuvGIZhGLm5uUb16tWN7t27GxaLxfjrr78MwzCMqVOnGvb29sbp06cNwzCMzZs3G5KMjz76yGp/q1evtir/66+/jCpVqhj9+/e3iktOTjZcXV2tyiMiIgxJVue7YRhGkyZNjMDAwCLba/r06YYk48svv7Qqv3jxonHy5EmrLTc316wvaTtHREQU+P4V9FkqSEGfr/Hjxxt2dnZW52NJ2+DLL780JBmTJk2yeq0hISEFvs+XW79+vXmOnjx50jhx4oSxYsUKo06dOoadnZ2xY8cOq9dXkr8jv/76q2Fvb2889thjVp8HwzDMNr+S8wEAbkf0J29cf7KgXBMSEgxJxr///W+zLO89CQ4OtmpXw/hfGzzyyCNW5S+++KIhyfjpp5/MMm9vbyMiIsJ8HB0dbUgyNm/ebJb99ddfho+Pj1GnTh3zu7SwPlxhSprT0aNHDYvFYrz11ltWcXv27DHKlStnVV5YP3by5MmGxWIxMjIyDMMwjHfeecfw9vY2WrRoYbz66quGYfzT16xSpYoxZMgQ83kPPPCA4e/vb5w/f94sy83NNVq1amXcfffdZllJz4cjR44Ykozq1asbp06dMuO++uorQ5KxbNmyItusatWqRkBAQL7yjIwMqz7k2bNnzbqStnNebgW9f5d/fgty8eJFIysry6rs9OnThoeHh9GnTx+z7EraICAgwPDy8jLOnDljlq1du9aQVKJ/r7Rt29aoX7++2S4///yzMXjwYEOS8fDDD1u9Pnt7e2Pfvn3FvvbnnnvOsLe3N/ugl8rrR5b27wMAlBX0F0vfXyzue6yk/bSCvudLel3n5MmThfYF8vYxaNAgsyw3N9cIDw83HBwcjJMnT5rll++jpNdMlyxZYkgy1q9fX2R7XWlOJb1eaBiFv8eRkZGGh4eH+Xjo0KFGmzZtDHd3d2P27NmGYRjGn3/+adjZ2RnTp083c7n77ruNsLAwq+t+586dM3x8fIwHH3zQLCvptdS8a2cNGjSw6o/lXYPcs2dPoe2Vnp5uSDK6dOmSr+706dNWfcxLPxMlbee83C5//4rqe17q/Pnz+a7dHTlyxHB0dLQ6d0vaBtnZ2Ya7u7sREBBgFTd37lxDUoHv8+W8vb2NDh06mO3y008/GT169LBqj7zX5+LiYqSmphb72tu0aWNUrlw531jApedISc8HlF3cSh24BmbOnKn4+HjFx8frww8/VGhoqPr166cvvviiyOc9+eSTSk1NtboFymeffabc3Fw9+eSTZtmla9udP39eaWlpuu+++yRJP/74Y779Frb+xuUu3W/er07btm2rw4cPKz09vdjnL1myRCEhIapatarS0tLMrX379srJySnRbcnr1Kljtt2qVasUGxur9PR0derUybyVUU5OjtauXasuXbrorrvuMp/r5eWlp556Slu2bFFGRoakf26FFBcXp59//llt2rTRihUrNG3aNN155535jh0UFKTAwEDz8Z133qlHH31Ua9asKfQ23t98842ys7MVHR1ttR5M//795eLiku8WS1equJwMw9Dnn3+uhx9+WIZhWLV7WFiY0tPTCzwnLmVvb69WrVqZ78/PP/+sP//8U8OGDZNhGEpISJD0z68wGzVqZM4AWbJkiVxdXfXggw9aHTcwMFCVKlUyb+8YHx+vM2fOqGfPnlZxFotFLVu2zHcbSCn/ORsSEqLDhw8X+Try3vPLZ+Lv2bNHNWrUsNouv+3X1bz3V+rSz1dmZqbS0tLUqlUrGYahXbt25Ysvrg1WrlypcuXKWc2it1gsGjRo0BXl1adPH9WoUUM1a9ZUeHi4MjMztXDhQqt1ygrKpyBffvmlcnNzNWLEiHzrI+X9kvxqzgcAuB3Rn7y+/cnLc71w4YL+/PNP+fr6qkqVKgW2Qf/+/Qu9K03e7KY8ed/HK1euLDTPlStXqkWLFuatRqV/+jEDBgzQ0aNHtX///mJfa1GKy+mLL75Qbm6unnjiCau29vT01N13312i7+SQkBDl5ORo69atkv43ayckJMS889DevXt15swZczbPqVOn9O233+qJJ57QX3/9ZR73zz//VFhYmH799VcdP35c0pWfD08++aSqVq1qlZ+kEvUjC7qb07PPPmvVh7x8SR7p6t77K2GxWOTg4CDpn9uSnjp1ShcvXlSzZs0KPE+La4OkpCQlJiYqIiJCrq6uZtyDDz4oPz+/Eud14MABs10aNGigd999V+Hh4fluOdm2bdti95ubm6svv/xSDz/8cL4+qPS/fuS1+PsAAGUJ/cWr/z4o7nvsWvTTruba1uWioqLM/8+bzZqdna1vvvmmwPgruWZ6tYrLqaTXC4sSEhKilJQUHTx4UNI/fcw2bdpY9TG3bNkiwzDMvk5iYqJ+/fVXPfXUU/rzzz/N42ZmZuqBBx7Qpk2blJube1XXUnv37m32x/Lyk4ruYxZ2nVL6Z6miS/uYM2fOvOJ2Li1HR0fz2l1OTo7+/PNPVapUSfXq1Svw811cG/zwww9KTU3VCy+8YBWXtwRkSa1du9Zsl8aNG2vJkiV69tlnNXHiRKu4bt26mcsRFObkyZPatGmT+vTpk28sIK9/eS2urePWx63UgWugRYsWVv+g79mzp5o0aaKoqCh17tzZ6svhUnnrnyxevFgPPPCApH9uYxQQEKB77rnHjDt16pRGjx6tTz75RKmpqVb7KKgD6ePjU6K8v/vuO40cOVIJCQk6d+5cvv0W9yX266+/avfu3YV+KV2ea0EqVqyo9u3bm487duyo4OBgNWvWTBMmTNCUKVN08uRJnTt3TvXq1cv3/AYNGig3N1d//PGHeVud1q1ba+DAgZo5c6bCwsLUp0+fAo9999135yu75557dO7cOZ08eTLfmjXSP2tTSsqXi4ODg+666y6z/moVl5O9vb3OnDmjuXPnau7cuQXuoyTtHhISolGjRunvv//W5s2b5eXlpaZNm6px48bavHmzHnzwQW3ZskVPPPGE+Zxff/1V6enpcnd3L/K4v/76q6T/rV19ORcXF6vHTk5O+c6hqlWrFrhu+aUqV64sSVZrV0qSr6+v4uPjJUn//ve/9Z///Cffc6/mvb9Sx44d04gRI/T111/ney2Xf25L0ga///67vLy88nWwC/pcFGXEiBEKCQmRxWKRm5ubGjRokG89Mqlkf0cOHToke3v7Ii9+Xun5AAC3K/qT17c/KUl///23xo8frwULFuj48eNWt/y80ja4vC9Rt25d2dvb51uv/FK///57gbdVzLuF5e+//16qJV2Ky+nXX3+VYRgF9oMkFXnr8TxNmzaVs7OzNm/erLCwMG3evFmjR4+Wp6en3n33XZ0/f968eJl3Yfm3336TYRh644039MYbbxS439TUVN1xxx1XfD5cfsErb4C4JP3Iy/uQkjRmzBjzouSDDz5Y4HOv5r2/UgsXLtSUKVN04MABXbhwwSwv6Jwsrg3y/n1S0Pte2IXQgtSpU0fvv/++7Ozs5OTkpLvvvrvAfxeU5G/HyZMnlZGRUez5fi3+PgBAWUJ/8eq/D4r7HittP+1qr21dyt7e3mpwW5L5/hTWz7jSa6ZXqiQ5lfR6YVHyBl03b96sWrVqadeuXXrzzTdVo0YNvf3222adi4uLGjdubB5XUpFLDKanp+vChQtXfC31avqYhV2nlKT33ntPf/31l1JSUgpc+uBq3vsrlZubq+nTp2vWrFk6cuSI1cSgy29bLl19H7N8+fL5XktRWrZsqTfffFN2dnZydnZWgwYNrJbpyVOSvzd5g/ZFfVZPnjx5Ta6t49bGwDhwHdjb2ys0NFTTp0/Xr7/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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_5_gpu = df['Gpu'].value_counts().index[:5]\n",
"\n",
"bivariate_analysis(df[df['Gpu'].isin(top_5_gpu)], 'Gpu', 'Price')"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
]
},
{
"data": {
"image/png": 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DD5o6dar8/f01YMCAy/bVxo0bdfr0aUVGRsrBweGqfWsxcOBAVaxYUWPHjjVfu99++80s3K6XTz75RH/99ZciIiJ0/vx5TZs2TQ899JB27dpl7kPSP0f3hIWFqUWLFnrnnXfM0zYuXLhQ586d04ABA1SlShVt3bpV77//vn7//XctXLjQaltF6UPDMPTYY49p48aNeuGFF1SvXj0tXrxY4eHhRXo+hw4d0pIlS/TUU0/Jz89Pqamp+vDDD9WqVSvt3btXvr6+VvGTJk2Svb29Xn31VWVkZGjy5Mnq3r27tmzZYsbMmTNH/fv3V7NmzRQZGalDhw7p0UcfVeXKlVW9evVr6vcLFy7o2LFjqlKlitXyuXPn6vz58+rXr5+cnJxUuXLlQgvbnTt3Kjg4WGXLllW/fv1Us2ZNJScn67vvvtObb74pqWj7IAAUF/VkydeT27Zt0+bNm9WtWzdVq1ZNR44cUUxMjB588EHt3bu3wKmTX3zxRVWtWlWjR49WVlaWVVuXLl1Us2ZNTZw4UT/++KOmT5+uM2fOFDq4YpGamqpmzZrp3Llzevnll1WlShXNmzdPjz76qL766is9/vjjV6zhrqYoOb355psaNWqUunTpoj59+ujUqVN6//331bJlS+3YsUMVK1a8bB1rZ2en5s2bWw3U7dy5UxkZGbK3t9emTZvUoUMHSf/Ulvfdd59Z/+7Zs0fNmzfXHXfcoaioKJUvX15ffvmlOnXqpEWLFunxxx+XVPz3w/z58/XXX3+pf//+srOz0+TJk/XEE0/o0KFDVzzy69tvv5WLi4uefPLJq/arxcGDB9W1a1e98MILCg8P19y5c/XUU09pxYoV1/UsV7m5uWrbtq2aNm2qyZMna8WKFRozZowuXryoN954wyq2sPomMzNT//3vf/X000+rb9+++uuvvzRnzhyFhYVp69atBU7PX5Q+XLVqlTp37qz69etr4sSJ+vPPP9WzZ0/zByNXExsbK1dXVw0ZMkSurq5as2aNRo8erczMTE2ZMsUq9syZM2rbtq2eeOIJdenSRV999ZWGDx+uhg0bql27dpL++YFs69atdfToUb388svy9fXVp59+qjVr1lxjr//DMriYv468XK1emN69eys2Nlbt2rVTnz59dPHiRW3YsEE//vijeYRnUfZBALgc6sVrrxcLc+jQITk4OKhixYpFqtOu5GrjMlWrVlVMTIwGDBigxx9/XE888YQk6T//+Y/VOopaA+RXlDHTli1b6uWXX9b06dP12muvqV69epJk/nul51WUnIoyXni517hixYpq0KCB1q9fr5dfflnSP2N+dnZ2On36tPbu3at77rlH0j81pqU+lv45SKpdu3YKDAzUmDFjZG9vb06WbtiwwTxYprjjOEUZ0yrMd999p7vuuqtYl3S81vHp4jpz5ozat2+vLl266Omnn9aXX36pAQMGyNHRUb169bKKHT9+vBwdHfXqq68qOztbjo6O2rt37003LliUzxaLX3/9VU8++aR69+6t8PBwffzxx+rRo4cCAwPN91dKSopCQkJ08eJF82+W2bNny8XF5Vq7XVLhNeaff/6pdu3aqVu3bnr22Wetxorzy83NVceOHbV69Wp169ZNgwYN0l9//aW4uDjt3r1b/v7+koo+Zo8bzABKoblz5xqSCtycnJyM2NjYAvGSjDFjxpj3n376acPT09O4ePGiuezEiROGvb298cYbb5jLzp07V2Bd//vf/wxJxvr1681lY8aMMSQZTz/9dIF4S1t+ha03LCzMuOuuu6yW3XPPPUarVq0KxI4fP94oX7688csvv1gtj4qKMhwcHIyjR48WeEx+rVq1KrT/6tWrZxw6dMgqtlOnToajo6ORnJxsLjt+/LhRoUIFo2XLluayrKwso1atWsY999xjnD9/3ujQoYPh5uZm/Pbbb1brs2xr+/bt5rLffvvNcHZ2Nh5//HFzmeU1Pnz4sGEYhnHy5EnD0dHRaNOmjZGbm2vGzZgxw5BkfPzxx+ayDh06GDVq1LhiH1xLTr179zZ8fHyMtLQ0q8d369bNcHd3N1/Xbdu2GZKMuXPnWsXl5uYabm5uxrBhwwzDMIy8vDyjSpUqxlNPPWU4ODgYf/31l2EYhvHuu+8a9vb2xpkzZwzDMIwNGzYYkozPP//can0rVqywWv7XX38ZFStWNPr27WsVl5KSYri7u1stDw8PNyRZvd8NwzDuu+8+IzAw8Ir9NW3aNEOSsXjx4ivGWVhey8DAQCMnJ8dcPnnyZEOS8c0335jLLt1XLWrUqGGEh4dfcTuHDx82JBkuLi7G77//bi7fsmWLIckYPHiwuczy/KOiogqsp7D9c+LEiYadnZ3V+7mofbhkyRJDkjF58mRz2cWLF43g4OBC3yeXOn/+vNV73vJcnZycrLYdHx9v7sfZ2dnmcsvrtWvXLsMwDCMnJ8fw9PQ0AgICrOJmz55tSCr0M+dSNWrUMNq0aWOcOnXKOHXqlPHzzz8b3bp1MyQZL730kpmjJMPNzc04efJkgfwvfe4tW7Y0KlSoUOAzIy8vz/x/UfdBACgK6skbV08WlmtCQoIhyfjkk0/MZZbXpEWLFlb9ahj/1wePPvqo1fIXX3zRkGT8/PPP5rJL64bIyEhDkrFhwwZz2V9//WX4+fkZNWvWNL9nL1fDXU5Rczpy5Ijh4OBgvPnmm1Zxu3btMsqUKWO1/HJ17JQpUwwHBwcjMzPTMAzDmD59ulGjRg3jgQceMIYPH24Yxj+1ZsWKFa1qntatWxsNGzY0zp8/by7Ly8szmjVrZtSuXdtcVtT3g+U7vEqVKsbp06fNuG+++caQZHz33XdX7LNKlSoZ99577xVj8qtRo4YhyVi0aJG5LCMjw/Dx8THuu+8+c1lh+4hhFPyb4nIsdZ2ljjGMf/qpQ4cOhqOjo3Hq1CnDMK5c31y8eNGqtjIMwzhz5ozh5eVl9OrVy1xWnD4MCAgwfHx8jPT0dHPZqlWrDElF+nunsH2vf//+Rrly5azeE5b9Of/+mJ2dbXh7exudO3c2l0VHRxuSjC+//NJcZvk7UJIRHx9/xXwsr8cPP/xgnDp1yjh27JjxxRdfGFWqVLGq4a9Uq4eHh1s99zVr1hiSjJdffrlArKWOLM4+CAD5US/++3qxbt265tjBvn37jJdfftmQZDzyyCOGYRS9TitsHKGo4zKnTp267HhTUWsAwyj4+hZ1zHThwoVF+p4sbk5FHS80jMu/xhEREYaXl5d5f8iQIUbLli0NT09PIyYmxjAMw/jzzz8NOzs7Y9q0aWYutWvXNsLCwqzGbM6dO2f4+fkZDz/8sLmsqOM4RR3TKkxGRoYhyXjssccuG3Opoo4FX1p3WFyu9ryUpcaaOnWquSw7O9sICAgwPD09zXFSy/O/6667Cuy3N+O4YFE/Wyy1fP7PsZMnTxpOTk7GK6+8Yi6zfA5s2bLFKs7d3b1Itbzl9Thw4IBx6tQp4/Dhw8aHH35oODk5GV5eXkZWVpZhGP/3esyaNavAOlq1amX13D/++GNDkvHuu+8WiLW874uzD+LG4lTqKNU++OADxcXFKS4uTp999plCQkLUp0+fAqfWu1TXrl118uRJq9PWfPXVV8rLy1PXrl3NZfl/lXT+/HmlpaWpadOmkqSffvqpwHovd13dS+Vfr+VXp61atdKhQ4eUkZFx1ccvXLhQwcHBqlSpktLS0sxbaGiocnNzi3Ra8po1a5p9t3z5ckVHRysjI0Pt2rUzT2WUm5urVatWqVOnTrrrrrvMx/r4+OiZZ57Rxo0blZmZKemfUyHFxsZq3759atmypZYtW6b33ntPd955Z4FtBwUFKTAw0Lx/55136rHHHtPKlSsvexrvH374QTk5OYqMjLS6tkrfvn3l5ub2r68Tc7WcDMPQokWL9Mgjj8gwDKt+DwsLU0ZGRqHvifzs7e3VrFkz8/XZt2+f/vzzT0VFRckwDCUkJEj651eYDRo0MI9aWLhwodzd3fXwww9bbTcwMFCurq7m6Rnj4uKUnp6up59+2irOwcFBTZo0KXAaR6ngezY4OFiHDh264vOwvOYVKlS4Ytyl+vXrZ/UruQEDBqhMmTL6/vvvi7Weq+nUqZPuuOMO8/4DDzygJk2aFLqdwo6Mz79/ZmVlKS0tTc2aNZNhGNqxY0eB+Kv14ffff68yZcpYbcvBwUEvvfRSkZ6Pk5OT+Z7Pzc3Vn3/+KVdXV9WpU6fQ91zPnj2trotj+UWvJaft27fr5MmTeuGFF6ziLKd6L6pVq1apatWqqlq1qu69914tXLhQzz33nN5++22ruM6dO5unLbucU6dOaf369erVq1eBzwzLL+Ovxz4IAIWhnizZevLSXC9cuKA///xTtWrVUsWKFQvtg759+172rDSXHoFg+T69Uj3x/fff64EHHjBPNSr9cyR2v379dOTIEe3du/eqz/VKrpbT119/rby8PHXp0sWqr729vVW7du1Ca7RLBQcHKzc3V5s3b5b0f0ftBAcHm2ce2r17t9LT083v/tOnT2vNmjXq0qWL/vrrL3O7f/75p8LCwnTw4EH98ccfkor/fujatasqVapklZ+kItWRxa0hfX19rY4Ws1ySZ8eOHUpJSSnWuq5m4MCB5v8tRzbl5OTohx9+sIorrL5xcHAwa6u8vDydPn1aFy9eVKNGjQp9n1+tD0+cOKGkpCSFh4db1WgPP/yw6tevX6Tnk3/fs7wHgoODde7cOe3fv98q1tXV1erIR0dHRz3wwAMF6lofHx+rI/7LlSunfv36FSkfi9DQUFWtWlXVq1dXt27d5OrqqsWLF1vV8FLhtfqlFi1aJDs7O40ZM6ZAm6WOvB77IIDbG/XitdeL+/fvN8cO6tWrp/fff18dOnQwT6V9Peq0axnbulRRawCL4oyZXqur5VTU8cIrCQ4OVmpqqg4cOCDpnxqzZcuWVjXmxo0bZRiGWaskJSXp4MGDeuaZZ/Tnn3+a283KylLr1q21fv165eXlXdM4ztXGtApzreOU1zI+fS3KlCmj/v37m/cdHR3Vv39/nTx5UomJiVax4eHhBY6SvhnHBYvz2VK/fn2rsw1UrVpVderUKVBjNm3a1DzTgCXOcimdoqpTp46qVq0qPz8/9e/fX7Vq1dKyZcuszjzk5OSknj17XnVdixYtkoeHR6Hjt5Ya83rsgygZnEodpdoDDzxgnhpNkp5++mndd999GjhwoDp27Gj14Z6f5fonCxYsUOvWrSX9cxqjgIAA3X333Wbc6dOnNW7cOH3xxRc6efKk1ToKKyD9/PyKlPemTZs0ZswYJSQk6Ny5cwXWe7UvoYMHD2rnzp2XnWy6NNfClC9fXqGhoeb9tm3bqkWLFmrUqJEmTZqkqVOn6tSpUzp37pzq1KlT4PH16tVTXl6ejh07Zp72pHnz5howYIA++OADhYWFFTgdjEXt2rULLLv77rt17tw5nTp1qsA1a6R/rk0pqUAujo6Ouuuuu8z2a3W1nOzt7ZWenq7Zs2dr9uzZha6jKP0eHByssWPH6u+//9aGDRvk4+Oj+++/X/fee682bNighx9+WBs3blSXLl3Mxxw8eFAZGRny9PS84nYPHjwo6f+un3IpNzc3q/uW6+/lV6lSpateA8Wynr/++uuKcZe6tI9dXV3l4+NT5Gs+Xut2pH9eyy+//NJqWZkyZQo9DeXRo0c1evRoffvttwX64tL9vih9+Ntvv8nHx6fAKf0L268KY7lm4syZM3X48GGr4vzS05ZLKjCxbBlwteRk2Vcu7aeyZcta/TF3NU2aNNGECRNkZ2encuXKqV69eoWegrIon4uWYvhKp6o6derUddkHAeBS1JMlW09K/5x+eeLEiZo7d67++OMPq1N+FrcPLv3+8vf3l729/RXrid9++01NmjQpsNxyCsvffvvtX50u8Wo5HTx4UIZhFFqjSCrS6fXuv/9+lStXThs2bFBYWJg2bNigcePGydvbW++//77Onz9vDl5aBpZ//fVXGYahUaNGadSoUYWu9+TJk7rjjjuK/X64Wr1xOW5ubsWuIWvVqlXgFLKWfezIkSOF/u1wLezt7QvUQvm3k9/l3qPz5s3T1KlTtX//fl24cOGK8ddas0m67EDopfbs2aORI0dqzZo1BQbnL933qlWrVqCfK1WqpJ07d5r3f/vtt0Jfj6LWtRYffPCB7r77bpUpU0ZeXl6qU6eO1Y+fpcvX6pdKTk6Wr6+vKleufNmY67EPAri9US9ee71Ys2ZNffTRR7Kzs5Ozs7Nq165tNb71b+u0ax3byq84NYBFccdMi6soORV1vPBKLBOWGzZsULVq1bRjxw5NmDBBVatW1TvvvGO2ubm56d577zW3K+mKlwjMyMjQhQsXij2Ocy015vUap5SuPj59LXx9fVW+fPkC25H+eS0tP4KRCt+3b8ZxweJ8thR20FxhY6eFfQ4Ut8ZctGiR3NzcVLZsWVWrVs083Xl+d9xxx2U/s/NLTk5WnTp1VKbM5adYr8c+iJLBxDhuK/b29goJCdG0adN08ODByxYfTk5O6tSpkxYvXqyZM2cqNTVVmzZt0ltvvWUV16VLF23evFlDhw5VQECAXF1dlZeXp7Zt2xZ6jdyiXPciOTlZrVu3Vt26dfXuu++qevXqcnR01Pfff6/33nuv0PVeKi8vTw8//LCGDRtWaHv+4ro4AgMD5e7uXqRffBYmOzvb/BVscnKyzp07d8Vrwd1KLK/Ls88+e9nCL//1iS6nRYsWunDhghISEqyuz2P5Jeb+/ft16tQpq1/S5eXlydPTU59//nmh67T8AWDJ8dNPPy20eLv0i7w41wfPr27dupKkXbt2qVOnTte0juK6nr/UtMj/i8v823n44Yd1+vRpDR8+XHXr1lX58uX1xx9/qEePHgX2z2vtw+J46623NGrUKPXq1Uvjx49X5cqVZW9vr8jIyEI/Ly6XU/5JiOvBw8PDajLkcv7t9YAsrtc+CABXQz35j+tZT7700kuaO3euIiMjFRQUJHd3d9nZ2albt27X3AcWl07Q3QwuzSkvL092dnZavnx5od/Tl/54rjBly5ZVkyZNtH79ev36669KSUlRcHCwvLy8dOHCBW3ZskUbNmxQ3bp1C9SGr776qsLCwgpdb61atczY4rwfrrXeqFu3rpKSkpSTk1OkAamiutz7oCRqSKnw9+hnn32mHj16qFOnTho6dKg8PT3l4OCgiRMnmtc3zK+ka7b09HS1atVKbm5ueuONN+Tv7y9nZ2f99NNPGj58eJHr2utdQ0oFJ5gKU1itfq2uxz4IAPlRL/6jKPXipT+kvN5uxLjMzaqo44VX4uvrKz8/P61fv141a9aUYRgKCgpS1apVNWjQIP3222/asGGDmjVrZn4vW947U6ZMUUBAQKHrdXV11Z9//impeOM411KPuLm5ydfXV7t3777ic70WN0ONebONCxb3s+VG1pgtW7aUh4fHFWOu1zildH32QZQMJsZx27l48aIk6ezZs1eM69q1q+bNm6fVq1dr3759MgzD6jRGZ86c0erVqzVu3DiNHj3aXG75Vdy1+u6775Sdna1vv/3W6hdThZ1a43Jfvv7+/jp79myJFJa5ublm31WtWlXlypUzT6eT3/79+2Vvb6/q1auby8aMGaN9+/bpnXfe0fDhwxUVFaXp06cXeGxhffjLL7+oXLlyl/3CqFGjhiTpwIEDVr9ey8nJ0eHDh6364loGSIuSU4UKFZSbm3vVfr/S9h944AE5Ojpqw4YN2rBhg4YOHSrpny/ujz76SKtXrzbvW/j7++uHH35Q8+bNr/jlbfkVnKenZ4n+0dGiRQtVqlRJ//vf//Taa68V+Y+QgwcPKiQkxLx/9uxZnThxQu3btzeXVapUSenp6VaPy8nJ0YkTJ4qc3+Vey5o1a171sbt27dIvv/yiefPm6fnnnzeXx8XFFXn7l6pRo4ZWr16ts2fPWg26FbZfFearr75SSEiI5syZY7U8PT39qsXe5fKR/umn/GcXuHDhgg4fPmz+AvhGsuzTV/ojpmrVqkXeBwHg36Ke/Hfy15PSP99l4eHh5hHk0j+nCb30O78oDh48aHUkxa+//qq8vLwrfs/XqFHjsvWspV269kn2q+Xk7+8vwzDk5+d31QHkK+UQHByst99+Wz/88IM8PDxUt25d2dnZ6Z577jFry44dO5rxlu/XsmXLXvV1Lsn3Q36PPPKIEhIStGjRIj399NNFeozlyPf8ffPLL79IktnHliNh0tPTrc5gU5yzSuXl5enQoUNWr9Gl27mSr776SnfddZe+/vprq1wLO8V3UeSv2S5VlDpy7dq1+vPPP/X1119b/W1x+PDha8rHktPu3bsLvB5FrWtLgr+/v1auXKnTp09f9qjx4uyDAFBU1IvXR1HrtH/jajXetdQAxRkzvZYasyg5FXW88Go5BAcHa/369fLz81NAQIAqVKige++9V+7u7lqxYoV++uknjRs3zoy3jD+6ubld8b1xI8dxOnbsqNmzZyshIUFBQUFFekxRxoILG6eUildjHj9+XFlZWVZHjRe3xryZxgWL89lSnJyuteYtKf7+/tqyZYsuXLhw2bMLFWcfxI3FNcZxW7lw4YJWrVolR0dH85Q7lxMaGqrKlStrwYIFWrBggR544AGrAS3LZN+lv16Kjo7+VzkWtt6MjAzNnTu3QGz58uUL/fLt0qWLEhIStHLlygJt6enpZnFeXPHx8Tp79qz5Bejg4KA2bdrom2++sTp1UGpqqubPn68WLVqYp6vZsmWL3nnnHUVGRuqVV17R0KFDNWPGDK1bt67AdhISEqxO/Xfs2DF98803atOmzWUnWUNDQ+Xo6Kjp06db9d2cOXOUkZGhDh06mMvKly9fpGslFScnBwcHde7cWYsWLSp08i7/dTQthU5hr52zs7MaN26s//3vfzp69KjVEeN///23pk+fLn9/f/n4+JiP6dKli3JzczV+/PgC67t48aK5nbCwMLm5uemtt96yOnVjYTn+G+XKldPw4cO1b98+DR8+vNBf+H322WfaunWr1bLZs2db5RUTE6OLFy+qXbt25jJ/f/8CZyyYPXt2sX6JuWTJEvN6mZK0detWbdmyxWo7l1PY/mkYhqZNm1bk7V+qffv2unjxomJiYsxlubm5ev/994v0eAcHhwJ9vHDhQqvnWByNGjVS1apVNWvWLOXk5JjLY2Njr2mC4nqoWrWqWrZsqY8//lhHjx61arM89+LsgwDwb1BPXt960pLvpX3w/vvvX9ORFh988EGB9Ui64vd8+/bttXXrViUkJJjLsrKyNHv2bNWsWdO8XvOVarh/k9MTTzwhBwcHjRs3rkA/GIZhHk1jyeFydWxwcLCys7MVHR2tFi1amAOcwcHB+vTTT3X8+HGrsw55enrqwQcf1Icffljojwzzf3eW1PvhUi+88IJ8fHz0yiuvmAOC+Z08eVITJkywWnb8+HEtXrzYvJ+ZmalPPvlEAQEB5lmSLAO0+evIrKwszZs3r1j5zZgxw/y/YRiaMWOGypYta57+9koK2y+3bNli9b4rDh8fHwUEBGjevHlW74m4uLgiXW+1sHxycnI0c+bMa8pH+mdfOn78uL766itz2blz5y57etQboXPnzjIMw2rA3sLy3IuzDwJAUVAvXr/6oKh12r9hOZvllWq84tYAxRkzvdYa82o5FXW80JLD5bYfHBysI0eOaMGCBWYtaW9vr2bNmundd9/VhQsXrGrMwMBA+fv765133in0hyGWGvNGjuMMGzZM5cuXV58+fZSamlqgPTk5ucDYXlHGp/39/ZWRkWF1aZkTJ05Y1aZXc/HiRX344Yfm/ZycHH344YeqWrWq1TXOL+dmGxcszmdLUbVv314//vij1VjyqVOnLnsk9o3QuXNnpaWlWe2HFpbnXpx9EDcWR4yjVFu+fLn5C8KTJ09q/vz5OnjwoKKiogpcT/lSZcuW1RNPPKEvvvhCWVlZ5nVTLNzc3NSyZUtNnjxZFy5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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bivariate_analysis(df, 'Cpu brand', 'Price')\n"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
"C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
]
},
{
"data": {
"image/png": 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",
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